Part4_選擇權資料下載＆技術分析/4.1選擇權資料下載/下載台指選即時成交行情.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "034c1a51-62bc-4fc1-a5cb-f75d1c11581f",
   "metadata": {},
   "source": [
    "# Part 0: Import 套件"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "80222828-7a9a-4523-ad83-2f3bc0869580",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 下載資料套件\n",
    "import requests as r\n",
    "\n",
    "# 資料處理套件\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fe29e75c-3918-4acb-b923-6575c7893726",
   "metadata": {},
   "source": [
    "# Part 1: 下載台指選即時資料(一般交易行情)\n",
    "- 資料來源：[期交所 台指選 一般交易時段行情](https://mis.taifex.com.tw/futures/RegularSession/EquityIndices/Options/)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1b53ffd3-83c6-4002-b9e6-1cc0476ab519",
   "metadata": {},
   "source": [
    "##### 台股資料下載 Youtube影片\n",
    "- 台指期即時資料下載：[【Python 爬蟲】台指期即時成交行情免費下載｜成為盤中大贏家即時分析行情！](https://youtu.be/DrMBgCh06Ok)\n",
    "- 台股即時資料下載：[【Python 爬蟲】台股即時成交行情免費下載｜盤中即時分析遠離韭菜命運！](https://youtu.be/axpXUzqOo9k)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "563bb0ac-cb19-47ea-bf14-1a2f59985fe3",
   "metadata": {},
   "source": [
    "## 1.1: 下載台指選即時報價(一般交易行情)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "b1afcbb9-4671-41c5-be1d-7b5045e0d860",
   "metadata": {},
   "outputs": [],
   "source": [
    "url = \"https://mis.taifex.com.tw/futures/api/getQuoteListOption\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "5d167e2b-c902-4e7c-b48b-fb1bf8e210ae",
   "metadata": {},
   "outputs": [],
   "source": [
    "payload = {\"MarketType\":\"0\",\n",
    "           \"SymbolType\":\"O\",\n",
    "           \"KindID\":\"1\",\n",
    "           \"CID\":\"TXO\",\n",
    "           \"ExpireMonth\":\"202111W2\",\n",
    "           \"RowSize\":\"全部\",\n",
    "           \"PageNo\":\"\",\n",
    "           \"SortColumn\":\"\",\n",
    "           \"AscDesc\":\"A\"}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "2c7756f6-9518-4010-aadd-06492a95b675",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Response [200]>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "res = r.post(url, json = payload)\n",
    "res"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "fc9da68b-0218-4746-bd95-f15d316a9211",
   "metadata": {
    "scrolled": true,
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'RtCode': '0',\n",
       " 'RtMsg': '',\n",
       " 'RtData': {'QuoteList': [{'SymbolID': 'TX215300K1-O',\n",
       "    'SpotID': '',\n",
       "    'DispCName': '臺指選W2111;15300買權',\n",
       "    'DispEName': 'TX2111;15300C',\n",
       "    'Status': 'TC',\n",
       "    'CBidPrice1': '1800.000',\n",
       "    'CBidSize1': '5',\n",
       "    'CAskPrice1': '2100.000',\n",
       "    'CAskSize1': '5',\n",
       "    'CTotalVolume': '',\n",
       "    'COpenPrice': '0.000',\n",
       "    'CHighPrice': '0.000',\n",
       "    'CLowPrice': '0.000',\n",
       "    'CLastPrice': '',\n",
       "    'CRefPrice': '1780.000',\n",
       "    'CCeilPrice': '3480.000',\n",
       "    'CFloorPrice': '73.000',\n",
       "    'CP': 'C',\n",
       "    'StrikePrice': '15300',\n",
       "    'SettlementPrice': '1970.000',\n",
       "    'OpenInterest': '0',\n",
       "    'CDate': '20211105',\n",
       "    'CTime': '',\n",
       "    'SpotWeights': '1.0',\n",
       "    'CTestTime': '',\n",
       "    'CBestBidPrice': '1800.000',\n",
       "    'CBestAskPrice': '2100.000',\n",
       "    'CBestBidSize': '5',\n",
       "    'CBestAskSize': '5'},\n",
       "   {'SymbolID': 'TX215300W1-O',\n",
       "    'SpotID': '',\n",
       "    'DispCName': '臺指選W2111;15300賣權',\n",
       "    'DispEName': 'TX2111;15300P',\n",
       "    'Status': 'TC',\n",
       "    'CBidPrice1': '0.200',\n",
       "    'CBidSize1': '200',\n",
       "    'CAskPrice1': '0.600',\n",
       "    'CAskSize1': '6',\n",
       "    'CTotalVolume': '107',\n",
       "    'COpenPrice': '0.400',\n",
       "    'CHighPrice': '0.400',\n",
       "    'CLowPrice': '0.300',\n",
       "    'CLastPrice': '0.300',\n",
       "    'CRefPrice': '1.000',\n",
       "    'CCeilPrice': '1700.000',\n",
       "    'CFloorPrice': '0.100',\n",
       "    'CP': 'P',\n",
       "    'StrikePrice': '15300',\n",
       "    'SettlementPrice': '0.300',\n",
       "    'OpenInterest': '1718',\n",
       "    'CDate': '20211105',\n",
       "    'CTime': '110136',\n",
       "    'SpotWeights': '1.0',\n",
       "    'CTestTime': '',\n",
       "    'CBestBidPrice': '0.200',\n",
       "    'CBestAskPrice': '0.600',\n",
       "    'CBestBidSize': '200',\n",
       "    'CBestAskSize': '6'},\n",
       "   {'SymbolID': 'TX215400K1-O',\n",
       "    'SpotID': '',\n",
       "    'DispCName': '臺指選W2111;15400買權',\n",
       "    'DispEName': 'TX2111;15400C',\n",
       "    'Status': 'TC',\n",
       "    'CBidPrice1': '1700.000',\n",
       "    'CBidSize1': '5',\n",
       "    'CAskPrice1': '2000.000',\n",
       "    'CAskSize1': '5',\n",
       "    'CTotalVolume': '',\n",
       "    'COpenPrice': '0.000',\n",
       "    'CHighPrice': '0.000',\n",
       "    'CLowPrice': '0.000',\n",
       "    'CLastPrice': '',\n",
       "    'CRefPrice': '1680.000',\n",
       "    'CCeilPrice': '3380.000',\n",
       "    'CFloorPrice': '0.100',\n",
       "    'CP': 'C',\n",
       "    'StrikePrice': '15400',\n",
       "    'SettlementPrice': '1870.000',\n",
       "    'OpenInterest': '0',\n",
       "    'CDate': '20211105',\n",
       "    'CTime': '',\n",
       "    'SpotWeights': '1.0',\n",
       "    'CTestTime': '',\n",
       "    'CBestBidPrice': '1700.000',\n",
       "    'CBestAskPrice': '2000.000',\n",
       "    'CBestBidSize': '5',\n",
       "    'CBestAskSize': '5'},\n",
       "   {'SymbolID': 'TX215400W1-O',\n",
       "    'SpotID': '',\n",
       "    'DispCName': '臺指選W2111;15400賣權',\n",
       "    'DispEName': 'TX2111;15400P',\n",
       "    'Status': 'TC',\n",
       "    'CBidPrice1': '0.300',\n",
       "    'CBidSize1': '1',\n",
       "    'CAskPrice1': '5.000',\n",
       "    'CAskSize1': '1',\n",
       "    'CTotalVolume': '7',\n",
       "    'COpenPrice': '0.400',\n",
       "    'CHighPrice': '0.400',\n",
       "    'CLowPrice': '0.400',\n",
       "    'CLastPrice': '0.400',\n",
       "    'CRefPrice': '1.000',\n",
       "    'CCeilPrice': '1700.000',\n",
       "    'CFloorPrice': '0.100',\n",
       "    'CP': 'P',\n",
       "    'StrikePrice': '15400',\n",
       "    'SettlementPrice': '0.400',\n",
       "    'OpenInterest': '53',\n",
       "    'CDate': '20211105',\n",
       "    'CTime': '133231',\n",
       "    'SpotWeights': '1.0',\n",
       "    'CTestTime': '',\n",
       "    'CBestBidPrice': '0.300',\n",
       "    'CBestAskPrice': '5.000',\n",
       "    'CBestBidSize': '1',\n",
       "    'CBestAskSize': '1'},\n",
       "   {'SymbolID': 'TX215500K1-O',\n",
       "    'SpotID': '',\n",
       "    'DispCName': '臺指選W2111;15500買權',\n",
       "    'DispEName': 'TX2111;15500C',\n",
       "    'Status': 'TC',\n",
       "    'CBidPrice1': '1600.000',\n",
       "    'CBidSize1': '5',\n",
       "    'CAskPrice1': '1900.000',\n",
       "    'CAskSize1': '5',\n",
       "    'CTotalVolume': '',\n",
       "    'COpenPrice': '0.000',\n",
       "    'CHighPrice': '0.000',\n",
       "    'CLowPrice': '0.000',\n",
       "    'CLastPrice': '',\n",
       "    'CRefPrice': '1580.000',\n",
       "    'CCeilPrice': '3280.000',\n",
       "    'CFloorPrice': '0.100',\n",
       "    'CP': 'C',\n",
       "    'StrikePrice': '15500',\n",
       "    'SettlementPrice': '1770.000',\n",
       "    'OpenInterest': '0',\n",
       "    'CDate': '20211105',\n",
       "    'CTime': '',\n",
       "    'SpotWeights': '1.0',\n",
       "    'CTestTime': '',\n",
       "    'CBestBidPrice': '1600.000',\n",
       "    'CBestAskPrice': '1900.000',\n",
       "    'CBestBidSize': '5',\n",
       "    'CBestAskSize': '5'},\n",
       "   {'SymbolID': 'TX215500W1-O',\n",
       "    'SpotID': '',\n",
       "    'DispCName': '臺指選W2111;15500賣權',\n",
       "    'DispEName': 'TX2111;15500P',\n",
       "    'Status': 'TC',\n",
       "    'CBidPrice1': '0.300',\n",
       "    'CBidSize1': '1',\n",
       "    'CAskPrice1': '5.000',\n",
       "    'CAskSize1': '1',\n",
       "    'CTotalVolume': '110',\n",
       "    'COpenPrice': '0.700',\n",
       "    'CHighPrice': '0.700',\n",
       "    'CLowPrice': '0.400',\n",
       "    'CLastPrice': '0.400',\n",
       "    'CRefPrice': '1.200',\n",
       "    'CCeilPrice': '1700.000',\n",
       "    'CFloorPrice': '0.100',\n",
       "    'CP': 'P',\n",
       "    'StrikePrice': '15500',\n",
       "    'SettlementPrice': '0.400',\n",
       "    'OpenInterest': '201',\n",
       "    'CDate': '20211105',\n",
       "    'CTime': '132739',\n",
       "    'SpotWeights': '1.0',\n",
       "    'CTestTime': '',\n",
       "    'CBestBidPrice': '0.300',\n",
       "    'CBestAskPrice': '5.000',\n",
       "    'CBestBidSize': '1',\n",
       "    'CBestAskSize': '1'},\n",
       "   {'SymbolID': 'TX215600K1-O',\n",
       "    'SpotID': '',\n",
       "    'DispCName': '臺指選W2111;15600買權',\n",
       "    'DispEName': 'TX2111;15600C',\n",
       "    'Status': 'TC',\n",
       "    'CBidPrice1': '1500.000',\n",
       "    'CBidSize1': '5',\n",
       "    'CAskPrice1': '1800.000',\n",
       "    'CAskSize1': '5',\n",
       "    'CTotalVolume': '',\n",
       "    'COpenPrice': '0.000',\n",
       "    'CHighPrice': '0.000',\n",
       "    'CLowPrice': '0.000',\n",
       "    'CLastPrice': '',\n",
       "    'CRefPrice': '1480.000',\n",
       "    'CCeilPrice': '3180.000',\n",
       "    'CFloorPrice': '0.100',\n",
       "    'CP': 'C',\n",
       "    'StrikePrice': '15600',\n",
       "    'SettlementPrice': '1670.000',\n",
       "    'OpenInterest': '0',\n",
       "    'CDate': '20211105',\n",
       "    'CTime': '',\n",
       "    'SpotWeights': '1.0',\n",
       "    'CTestTime': '',\n",
       "    'CBestBidPrice': '1500.000',\n",
       "    'CBestAskPrice': '1800.000',\n",
       "    'CBestBidSize': '5',\n",
       "    'CBestAskSize': '5'},\n",
       "   {'SymbolID': 'TX215600W1-O',\n",
       "    'SpotID': '',\n",
       "    'DispCName': '臺指選W2111;15600賣權',\n",
       "    'DispEName': 'TX2111;15600P',\n",
       "    'Status': 'TC',\n",
       "    'CBidPrice1': '0.400',\n",
       "    'CBidSize1': '1',\n",
       "    'CAskPrice1': '0.800',\n",
       "    'CAskSize1': '3',\n",
       "    'CTotalVolume': '125',\n",
       "    'COpenPrice': '0.700',\n",
       "    'CHighPrice': '0.700',\n",
       "    'CLowPrice': '0.500',\n",
       "    'CLastPrice': '0.500',\n",
       "    'CRefPrice': '1.300',\n",
       "    'CCeilPrice': '1700.000',\n",
       "    'CFloorPrice': '0.100',\n",
       "    'CP': 'P',\n",
       "    'StrikePrice': '15600',\n",
       "    'SettlementPrice': '0.500',\n",
       "    'OpenInterest': '114',\n",
       "    'CDate': '20211105',\n",
       "    'CTime': '132738',\n",
       "    'SpotWeights': '1.0',\n",
       "    'CTestTime': '',\n",
       "    'CBestBidPrice': '0.400',\n",
       "    'CBestAskPrice': '0.800',\n",
       "    'CBestBidSize': '1',\n",
       "    'CBestAskSize': '3'},\n",
       "   {'SymbolID': 'TX215700K1-O',\n",
       "    'SpotID': '',\n",
       "    'DispCName': '臺指選W2111;15700買權',\n",
       "    'DispEName': 'TX2111;15700C',\n",
       "    'Status': 'TC',\n",
       "    'CBidPrice1': '1400.000',\n",
       "    'CBidSize1': '5',\n",
       "    'CAskPrice1': '1700.000',\n",
       "    'CAskSize1': '5',\n",
       "    'CTotalVolume': '',\n",
       "    'COpenPrice': '0.000',\n",
       "    'CHighPrice': '0.000',\n",
       "    'CLowPrice': '0.000',\n",
       "    'CLastPrice': '',\n",
       "    'CRefPrice': '1380.000',\n",
       "    'CCeilPrice': '3080.000',\n",
       "    'CFloorPrice': '0.100',\n",
       "    'CP': 'C',\n",
       "    'StrikePrice': '15700',\n",
       "    'SettlementPrice': '1570.000',\n",
       "    'OpenInterest': '0',\n",
       "    'CDate': '20211105',\n",
       "    'CTime': '',\n",
       "    'SpotWeights': '1.0',\n",
       "    'CTestTime': '',\n",
       "    'CBestBidPrice': '1400.000',\n",
       "    'CBestAskPrice': '1700.000',\n",
       "    'CBestBidSize': '5',\n",
       "    'CBestAskSize': '5'},\n",
       "   {'SymbolID': 'TX215700W1-O',\n",
       "    'SpotID': '',\n",
       "    'DispCName': '臺指選W2111;15700賣權',\n",
       "    'DispEName': 'TX2111;15700P',\n",
       "    'Status': 'TC',\n",
       "    'CBidPrice1': '0.400',\n",
       "    'CBidSize1': '1',\n",
       "    'CAskPrice1': '0.700',\n",
       "    'CAskSize1': '2',\n",
       "    'CTotalVolume': '24',\n",
       "    'COpenPrice': '0.700',\n",
       "    'CHighPrice': '0.700',\n",
       "    'CLowPrice': '0.600',\n",
       "    'CLastPrice': '0.600',\n",
       "    'CRefPrice': '1.500',\n",
       "    'CCeilPrice': '1700.000',\n",
       "    'CFloorPrice': '0.100',\n",
       "    'CP': 'P',\n",
       "    'StrikePrice': '15700',\n",
       "    'SettlementPrice': '0.600',\n",
       "    'OpenInterest': '74',\n",
       "    'CDate': '20211105',\n",
       "    'CTime': '132717',\n",
       "    'SpotWeights': '1.0',\n",
       "    'CTestTime': '',\n",
       "    'CBestBidPrice': '0.400',\n",
       "    'CBestAskPrice': '0.700',\n",
       "    'CBestBidSize': '1',\n",
       "    'CBestAskSize': '2'},\n",
       "   {'SymbolID': 'TX215800K1-O',\n",
       "    'SpotID': '',\n",
       "    'DispCName': '臺指選W2111;15800買權',\n",
       "    'DispEName': 'TX2111;15800C',\n",
       "    'Status': 'TC',\n",
       "    'CBidPrice1': '1300.000',\n",
       "    'CBidSize1': '5',\n",
       "    'CAskPrice1': '1600.000',\n",
       "    'CAskSize1': '5',\n",
       "    'CTotalVolume': '',\n",
       "    'COpenPrice': '0.000',\n",
       "    'CHighPrice': '0.000',\n",
       "    'CLowPrice': '0.000',\n",
       "    'CLastPrice': '',\n",
       "    'CRefPrice': '1280.000',\n",
       "    'CCeilPrice': '2980.000',\n",
       "    'CFloorPrice': '0.100',\n",
       "    'CP': 'C',\n",
       "    'StrikePrice': '15800',\n",
       "    'SettlementPrice': '1470.000',\n",
       "    'OpenInterest': '0',\n",
       "    'CDate': '20211105',\n",
       "    'CTime': '',\n",
       "    'SpotWeights': '1.0',\n",
       "    'CTestTime': '',\n",
       "    'CBestBidPrice': '1300.000',\n",
       "    'CBestAskPrice': '1600.000',\n",
       "    'CBestBidSize': '5',\n",
       "    'CBestAskSize': '5'},\n",
       "   {'SymbolID': 'TX215800W1-O',\n",
       "    'SpotID': '',\n",
       "    'DispCName': '臺指選W2111;15800賣權',\n",
       "    'DispEName': 'TX2111;15800P',\n",
       "    'Status': 'TC',\n",
       "    'CBidPrice1': '0.700',\n",
       "    'CBidSize1': '10',\n",
       "    'CAskPrice1': '0.800',\n",
       "    'CAskSize1': '1',\n",
       "    'CTotalVolume': '121',\n",
       "    'COpenPrice': '1.100',\n",
       "    'CHighPrice': '1.100',\n",
       "    'CLowPrice': '0.600',\n",
       "    'CLastPrice': '0.600',\n",
       "    'CRefPrice': '1.600',\n",
       "    'CCeilPrice': '1700.000',\n",
       "    'CFloorPrice': '0.100',\n",
       "    'CP': 'P',\n",
       "    'StrikePrice': '15800',\n",
       "    'SettlementPrice': '0.800',\n",
       "    'OpenInterest': '225',\n",
       "    'CDate': '20211105',\n",
       "    'CTime': '131138',\n",
       "    'SpotWeights': '1.0',\n",
       "    'CTestTime': '',\n",
       "    'CBestBidPrice': '0.700',\n",
       "    'CBestAskPrice': '0.800',\n",
       "    'CBestBidSize': '10',\n",
       "    'CBestAskSize': '1'},\n",
       "   {'SymbolID': 'TX215900K1-O',\n",
       "    'SpotID': '',\n",
       "    'DispCName': '臺指選W2111;15900買權',\n",
       "    'DispEName': 'TX2111;15900C',\n",
       "    'Status': 'TC',\n",
       "    'CBidPrice1': '1200.000',\n",
       "    'CBidSize1': '5',\n",
       "    'CAskPrice1': '1500.000',\n",
       "    'CAskSize1': '5',\n",
       "    'CTotalVolume': '',\n",
       "    'COpenPrice': '0.000',\n",
       "    'CHighPrice': '0.000',\n",
       "    'CLowPrice': '0.000',\n",
       "    'CLastPrice': '',\n",
       "    'CRefPrice': '1180.000',\n",
       "    'CCeilPrice': '2880.000',\n",
       "    'CFloorPrice': '0.100',\n",
       "    'CP': 'C',\n",
       "    'StrikePrice': '15900',\n",
       "    'SettlementPrice': '1370.000',\n",
       "    'OpenInterest': '0',\n",
       "    'CDate': '20211105',\n",
       "    'CTime': '',\n",
       "    'SpotWeights': '1.0',\n",
       "    'CTestTime': '',\n",
       "    'CBestBidPrice': '1200.000',\n",
       "    'CBestAskPrice': '1500.000',\n",
       "    'CBestBidSize': '5',\n",
       "    'CBestAskSize': '5'},\n",
       "   {'SymbolID': 'TX215900W1-O',\n",
       "    'SpotID': '',\n",
       "    'DispCName': '臺指選W2111;15900賣權',\n",
       "    'DispEName': 'TX2111;15900P',\n",
       "    'Status': 'TC',\n",
       "    'CBidPrice1': '0.600',\n",
       "    'CBidSize1': '1',\n",
       "    'CAskPrice1': '1.000',\n",
       "    'CAskSize1': '13',\n",
       "    'CTotalVolume': '142',\n",
       "    'COpenPrice': '1.000',\n",
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       "    'CFloorPrice': '0.100',\n",
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       "    'DispCName': '臺指選W2111;16200賣權',\n",
       "    'DispEName': 'TX2111;16200P',\n",
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       "    'DispCName': '臺指選W2111;16300買權',\n",
       "    'DispEName': 'TX2111;16300C',\n",
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       "    'DispCName': '臺指選W2111;16300賣權',\n",
       "    'DispEName': 'TX2111;16300P',\n",
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       "    'CBidSize1': '5',\n",
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       "    'DispEName': 'TX2111;16400C',\n",
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       "    'DispCName': '臺指選W2111;16400賣權',\n",
       "    'DispEName': 'TX2111;16400P',\n",
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       "    'DispCName': '臺指選W2111;16500賣權',\n",
       "    'DispEName': 'TX2111;16500P',\n",
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       "    'DispEName': 'TX2111;16600C',\n",
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       "    'CLastPrice': '2.900',\n",
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       "    'CFloorPrice': '0.100',\n",
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       "    'DispCName': '臺指選W2111;16650賣權',\n",
       "    'DispEName': 'TX2111;16650P',\n",
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       "    'CBidSize1': '1',\n",
       "    'CAskPrice1': '213.000',\n",
       "    'CAskSize1': '1',\n",
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       "    'CHighPrice': '214.000',\n",
       "    'CLowPrice': '117.000',\n",
       "    'CLastPrice': '212.000',\n",
       "    'CRefPrice': '101.000',\n",
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       "    'CFloorPrice': '0.100',\n",
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       "    'CBestBidSize': '1',\n",
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       "    'DispCName': '臺指選W2111;17100賣權',\n",
       "    'DispEName': 'TX2111;17100P',\n",
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       "    'CBidSize1': '2',\n",
       "    'CAskPrice1': '36.500',\n",
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       "    'CLastPrice': '36.000',\n",
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       "    'CFloorPrice': '0.100',\n",
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       "    'CTime': '134458',\n",
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       "    'CBestBidSize': '2',\n",
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       "    'CBidSize1': '1',\n",
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       "    'CLastPrice': '173.000',\n",
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       "    'CBestBidSize': '1',\n",
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       "    'DispCName': '臺指選W2111;17150賣權',\n",
       "    'DispEName': 'TX2111;17150P',\n",
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       "    'CBidSize1': '38',\n",
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       "    'DispCName': '臺指選W2111;17200買權',\n",
       "    'DispEName': 'TX2111;17200C',\n",
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       "    'CBidSize1': '4',\n",
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       "    'CLastPrice': '138.000',\n",
       "    'CRefPrice': '59.000',\n",
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       "    'CFloorPrice': '0.100',\n",
       "    'CP': 'C',\n",
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       "    'CDate': '20211105',\n",
       "    'CTime': '134456',\n",
       "    'SpotWeights': '1.0',\n",
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       "    'CBestBidSize': '4',\n",
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       "    'SpotID': '',\n",
       "    'DispCName': '臺指選W2111;17200賣權',\n",
       "    'DispEName': 'TX2111;17200P',\n",
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       "    'CBidSize1': '51',\n",
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       "    'CLastPrice': '63.000',\n",
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       "    'CFloorPrice': '0.100',\n",
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       "    'CTime': '134458',\n",
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       "    'CBestBidSize': '51',\n",
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       "    'DispCName': '臺指選W2111;17250買權',\n",
       "    'DispEName': 'TX2111;17250C',\n",
       "    'Status': 'TC',\n",
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       "    'CBidSize1': '1',\n",
       "    'CAskPrice1': '109.000',\n",
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       "    'CLastPrice': '107.000',\n",
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       "    'CFloorPrice': '0.100',\n",
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       "    'CDate': '20211105',\n",
       "    'CTime': '134459',\n",
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       "    'CBestBidSize': '1',\n",
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       "    'SpotID': '',\n",
       "    'DispCName': '臺指選W2111;17250賣權',\n",
       "    'DispEName': 'TX2111;17250P',\n",
       "    'Status': 'TC',\n",
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       "    'CBidSize1': '35',\n",
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       "    'CLastPrice': '82.000',\n",
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       "    'CFloorPrice': '0.100',\n",
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       "    'CTime': '134456',\n",
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       "    'DispCName': '臺指選W2111;17300買權',\n",
       "    'DispEName': 'TX2111;17300C',\n",
       "    'Status': 'TC',\n",
       "    'CBidPrice1': '80.000',\n",
       "    'CBidSize1': '1',\n",
       "    'CAskPrice1': '82.000',\n",
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       "    'CLastPrice': '81.000',\n",
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       "    'CFloorPrice': '0.100',\n",
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       "    'CDate': '20211105',\n",
       "    'CTime': '134458',\n",
       "    'SpotWeights': '1.0',\n",
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       "    'DispCName': '臺指選W2111;17300賣權',\n",
       "    'DispEName': 'TX2111;17300P',\n",
       "    'Status': 'TC',\n",
       "    'CBidPrice1': '105.000',\n",
       "    'CBidSize1': '2',\n",
       "    'CAskPrice1': '107.000',\n",
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       "    'CLastPrice': '106.000',\n",
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       "    'CTime': '134459',\n",
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       "    'DispEName': 'TX2111;17350C',\n",
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       "    'CBidSize1': '46',\n",
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       "    'DispCName': '臺指選W2111;17350賣權',\n",
       "    'DispEName': 'TX2111;17350P',\n",
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       "    'CBidSize1': '23',\n",
       "    'CAskPrice1': '136.000',\n",
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       "    'CLastPrice': '135.000',\n",
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       "    'CBestBidSize': '23',\n",
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       "    'DispCName': '臺指選W2111;17400買權',\n",
       "    'DispEName': 'TX2111;17400C',\n",
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       "    'CBidSize1': '25',\n",
       "    'CAskPrice1': '42.500',\n",
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       "    'CLastPrice': '42.000',\n",
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       "    'DispCName': '臺指選W2111;17400賣權',\n",
       "    'DispEName': 'TX2111;17400P',\n",
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       "    'CBidSize1': '14',\n",
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       "    'CLastPrice': '166.000',\n",
       "    'CRefPrice': '332.000',\n",
       "    'CCeilPrice': '2030.000',\n",
       "    'CFloorPrice': '0.100',\n",
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       "    'CTime': '134419',\n",
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       "    'DispCName': '臺指選W2111;17450買權',\n",
       "    'DispEName': 'TX2111;17450C',\n",
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       "    'CBidSize1': '28',\n",
       "    'CAskPrice1': '30.000',\n",
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       "    'CFloorPrice': '0.100',\n",
       "    'CP': 'C',\n",
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       "    'CTime': '134457',\n",
       "    'SpotWeights': '1.0',\n",
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       "   {'SymbolID': 'TX217450W1-O',\n",
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       "    'DispCName': '臺指選W2111;17450賣權',\n",
       "    'DispEName': 'TX2111;17450P',\n",
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       "    'CBidSize1': '1',\n",
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       "    'CBestBidSize': '1',\n",
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       "    'DispCName': '臺指選W2111;17500買權',\n",
       "    'DispEName': 'TX2111;17500C',\n",
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       "    'CBidSize1': '29',\n",
       "    'CAskPrice1': '19.000',\n",
       "    'CAskSize1': '50',\n",
       "    'CTotalVolume': '16509',\n",
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       "    'CDate': '20211105',\n",
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       "    'CBestAskPrice': '19.000',\n",
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       "    'CBidSize1': '1',\n",
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       "    'CBestBidSize': '1',\n",
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       "    'DispEName': 'TX2111;17700P',\n",
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       "    'CBidSize1': '1',\n",
       "    'CAskPrice1': '1.700',\n",
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       "    'DispEName': 'TX2111;17800P',\n",
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       "    'DispEName': 'TX2111;17900P',\n",
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       "    'SpotWeights': '1.0',\n",
       "    'CTestTime': '',\n",
       "    'CBestBidPrice': '0.300',\n",
       "    'CBestAskPrice': '1.000',\n",
       "    'CBestBidSize': '5',\n",
       "    'CBestAskSize': '2'},\n",
       "   {'SymbolID': 'TX218200W1-O',\n",
       "    'SpotID': '',\n",
       "    'DispCName': '臺指選W2111;18200賣權',\n",
       "    'DispEName': 'TX2111;18200P',\n",
       "    'Status': 'TC',\n",
       "    'CBidPrice1': '900.000',\n",
       "    'CBidSize1': '1',\n",
       "    'CAskPrice1': '1060.000',\n",
       "    'CAskSize1': '5',\n",
       "    'CTotalVolume': '11',\n",
       "    'COpenPrice': '930.000',\n",
       "    'CHighPrice': '930.000',\n",
       "    'CLowPrice': '930.000',\n",
       "    'CLastPrice': '930.000',\n",
       "    'CRefPrice': '1120.000',\n",
       "    'CCeilPrice': '2820.000',\n",
       "    'CFloorPrice': '0.100',\n",
       "    'CP': 'P',\n",
       "    'StrikePrice': '18200',\n",
       "    'SettlementPrice': '930.000',\n",
       "    'OpenInterest': '5',\n",
       "    'CDate': '20211105',\n",
       "    'CTime': '132841',\n",
       "    'SpotWeights': '1.0',\n",
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       "    'CBestAskPrice': '1060.000',\n",
       "    'CBestBidSize': '1',\n",
       "    'CBestAskSize': '5'},\n",
       "   {'SymbolID': 'TX218300K1-O',\n",
       "    'SpotID': '',\n",
       "    'DispCName': '臺指選W2111;18300買權',\n",
       "    'DispEName': 'TX2111;18300C',\n",
       "    'Status': 'TC',\n",
       "    'CBidPrice1': '0.000',\n",
       "    'CBidSize1': '0',\n",
       "    'CAskPrice1': '20.000',\n",
       "    'CAskSize1': '20',\n",
       "    'CTotalVolume': '1',\n",
       "    'COpenPrice': '0.200',\n",
       "    'CHighPrice': '0.200',\n",
       "    'CLowPrice': '0.200',\n",
       "    'CLastPrice': '0.200',\n",
       "    'CRefPrice': '0.100',\n",
       "    'CCeilPrice': '1700.000',\n",
       "    'CFloorPrice': '0.100',\n",
       "    'CP': 'C',\n",
       "    'StrikePrice': '18300',\n",
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       "    'CDate': '20211105',\n",
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       "    'CBestBidPrice': '0.000',\n",
       "    'CBestAskPrice': '20.000',\n",
       "    'CBestBidSize': '0',\n",
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       "   {'SymbolID': 'TX218300W1-O',\n",
       "    'SpotID': '',\n",
       "    'DispCName': '臺指選W2111;18300賣權',\n",
       "    'DispEName': 'TX2111;18300P',\n",
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       "    'CBidSize1': '1',\n",
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       "    'CAskSize1': '5',\n",
       "    'CTotalVolume': '',\n",
       "    'COpenPrice': '0.000',\n",
       "    'CHighPrice': '0.000',\n",
       "    'CLowPrice': '0.000',\n",
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       "    'CDate': '20211105',\n",
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       "    'CBestAskPrice': '1160.000',\n",
       "    'CBestBidSize': '1',\n",
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       "   {'SymbolID': 'TX218400K1-O',\n",
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       "    'Status': 'TC',\n",
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       "    'CTotalVolume': '1',\n",
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       "    'CHighPrice': '0.200',\n",
       "    'CLowPrice': '0.200',\n",
       "    'CLastPrice': '0.200',\n",
       "    'CRefPrice': '0.100',\n",
       "    'CCeilPrice': '1700.000',\n",
       "    'CFloorPrice': '0.100',\n",
       "    'CP': 'C',\n",
       "    'StrikePrice': '18400',\n",
       "    'SettlementPrice': '0.200',\n",
       "    'OpenInterest': '1',\n",
       "    'CDate': '20211105',\n",
       "    'CTime': '124234',\n",
       "    'SpotWeights': '1.0',\n",
       "    'CTestTime': '',\n",
       "    'CBestBidPrice': '0.000',\n",
       "    'CBestAskPrice': '0.500',\n",
       "    'CBestBidSize': '0',\n",
       "    'CBestAskSize': '1'},\n",
       "   {'SymbolID': 'TX218400W1-O',\n",
       "    'SpotID': '',\n",
       "    'DispCName': '臺指選W2111;18400賣權',\n",
       "    'DispEName': 'TX2111;18400P',\n",
       "    'Status': 'TC',\n",
       "    'CBidPrice1': '995.000',\n",
       "    'CBidSize1': '5',\n",
       "    'CAskPrice1': '1300.000',\n",
       "    'CAskSize1': '5',\n",
       "    'CTotalVolume': '3',\n",
       "    'COpenPrice': '0.000',\n",
       "    'CHighPrice': '0.000',\n",
       "    'CLowPrice': '0.000',\n",
       "    'CLastPrice': '',\n",
       "    'CRefPrice': '1320.000',\n",
       "    'CCeilPrice': '3020.000',\n",
       "    'CFloorPrice': '0.100',\n",
       "    'CP': 'P',\n",
       "    'StrikePrice': '18400',\n",
       "    'SettlementPrice': '1130.000',\n",
       "    'OpenInterest': '0',\n",
       "    'CDate': '20211105',\n",
       "    'CTime': '',\n",
       "    'SpotWeights': '1.0',\n",
       "    'CTestTime': '',\n",
       "    'CBestBidPrice': '995.000',\n",
       "    'CBestAskPrice': '1300.000',\n",
       "    'CBestBidSize': '5',\n",
       "    'CBestAskSize': '5'},\n",
       "   {'SymbolID': 'TX218500K1-O',\n",
       "    'SpotID': '',\n",
       "    'DispCName': '臺指選W2111;18500買權',\n",
       "    'DispEName': 'TX2111;18500C',\n",
       "    'Status': 'TC',\n",
       "    'CBidPrice1': '0.000',\n",
       "    'CBidSize1': '0',\n",
       "    'CAskPrice1': '0.400',\n",
       "    'CAskSize1': '1',\n",
       "    'CTotalVolume': '',\n",
       "    'COpenPrice': '0.000',\n",
       "    'CHighPrice': '0.000',\n",
       "    'CLowPrice': '0.000',\n",
       "    'CLastPrice': '',\n",
       "    'CRefPrice': '0.100',\n",
       "    'CCeilPrice': '1700.000',\n",
       "    'CFloorPrice': '0.100',\n",
       "    'CP': 'C',\n",
       "    'StrikePrice': '18500',\n",
       "    'SettlementPrice': '0.100',\n",
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       "    'CDate': '20211105',\n",
       "    'CTime': '',\n",
       "    'SpotWeights': '1.0',\n",
       "    'CTestTime': '',\n",
       "    'CBestBidPrice': '0.000',\n",
       "    'CBestAskPrice': '0.400',\n",
       "    'CBestBidSize': '0',\n",
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       "   {'SymbolID': 'TX218500W1-O',\n",
       "    'SpotID': '',\n",
       "    'DispCName': '臺指選W2111;18500賣權',\n",
       "    'DispEName': 'TX2111;18500P',\n",
       "    'Status': 'TC',\n",
       "    'CBidPrice1': '1100.000',\n",
       "    'CBidSize1': '5',\n",
       "    'CAskPrice1': '1400.000',\n",
       "    'CAskSize1': '5',\n",
       "    'CTotalVolume': '',\n",
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       "    'CHighPrice': '0.000',\n",
       "    'CLowPrice': '0.000',\n",
       "    'CLastPrice': '',\n",
       "    'CRefPrice': '1420.000',\n",
       "    'CCeilPrice': '3120.000',\n",
       "    'CFloorPrice': '0.100',\n",
       "    'CP': 'P',\n",
       "    'StrikePrice': '18500',\n",
       "    'SettlementPrice': '1230.000',\n",
       "    'OpenInterest': '0',\n",
       "    'CDate': '20211105',\n",
       "    'CTime': '',\n",
       "    'SpotWeights': '1.0',\n",
       "    'CTestTime': '',\n",
       "    'CBestBidPrice': '1100.000',\n",
       "    'CBestAskPrice': '1400.000',\n",
       "    'CBestBidSize': '5',\n",
       "    'CBestAskSize': '5'},\n",
       "   {'SymbolID': 'TX218600K1-O',\n",
       "    'SpotID': '',\n",
       "    'DispCName': '臺指選W2111;18600買權',\n",
       "    'DispEName': 'TX2111;18600C',\n",
       "    'Status': 'TC',\n",
       "    'CBidPrice1': '',\n",
       "    'CBidSize1': '',\n",
       "    'CAskPrice1': '0.500',\n",
       "    'CAskSize1': '1',\n",
       "    'CTotalVolume': '',\n",
       "    'COpenPrice': '0.000',\n",
       "    'CHighPrice': '0.000',\n",
       "    'CLowPrice': '0.000',\n",
       "    'CLastPrice': '',\n",
       "    'CRefPrice': '0.100',\n",
       "    'CCeilPrice': '1700.000',\n",
       "    'CFloorPrice': '0.100',\n",
       "    'CP': 'C',\n",
       "    'StrikePrice': '18600',\n",
       "    'SettlementPrice': '0.100',\n",
       "    'OpenInterest': '1',\n",
       "    'CDate': '20211105',\n",
       "    'CTime': '',\n",
       "    'SpotWeights': '1.0',\n",
       "    'CTestTime': '',\n",
       "    'CBestBidPrice': '',\n",
       "    'CBestAskPrice': '0.500',\n",
       "    'CBestBidSize': '',\n",
       "    'CBestAskSize': '1'},\n",
       "   {'SymbolID': 'TX218600W1-O',\n",
       "    'SpotID': '',\n",
       "    'DispCName': '臺指選W2111;18600賣權',\n",
       "    'DispEName': 'TX2111;18600P',\n",
       "    'Status': 'TC',\n",
       "    'CBidPrice1': '1200.000',\n",
       "    'CBidSize1': '5',\n",
       "    'CAskPrice1': '1500.000',\n",
       "    'CAskSize1': '5',\n",
       "    'CTotalVolume': '',\n",
       "    'COpenPrice': '0.000',\n",
       "    'CHighPrice': '0.000',\n",
       "    'CLowPrice': '0.000',\n",
       "    'CLastPrice': '',\n",
       "    'CRefPrice': '1520.000',\n",
       "    'CCeilPrice': '3220.000',\n",
       "    'CFloorPrice': '0.100',\n",
       "    'CP': 'P',\n",
       "    'StrikePrice': '18600',\n",
       "    'SettlementPrice': '1330.000',\n",
       "    'OpenInterest': '0',\n",
       "    'CDate': '20211105',\n",
       "    'CTime': '',\n",
       "    'SpotWeights': '1.0',\n",
       "    'CTestTime': '',\n",
       "    'CBestBidPrice': '1200.000',\n",
       "    'CBestAskPrice': '1500.000',\n",
       "    'CBestBidSize': '5',\n",
       "    'CBestAskSize': '5'},\n",
       "   {'SymbolID': 'TX218700K1-O',\n",
       "    'SpotID': '',\n",
       "    'DispCName': '臺指選W2111;18700買權',\n",
       "    'DispEName': 'TX2111;18700C',\n",
       "    'Status': 'TC',\n",
       "    'CBidPrice1': '',\n",
       "    'CBidSize1': '',\n",
       "    'CAskPrice1': '0.500',\n",
       "    'CAskSize1': '1',\n",
       "    'CTotalVolume': '50',\n",
       "    'COpenPrice': '0.000',\n",
       "    'CHighPrice': '0.000',\n",
       "    'CLowPrice': '0.000',\n",
       "    'CLastPrice': '',\n",
       "    'CRefPrice': '0.100',\n",
       "    'CCeilPrice': '1700.000',\n",
       "    'CFloorPrice': '0.100',\n",
       "    'CP': 'C',\n",
       "    'StrikePrice': '18700',\n",
       "    'SettlementPrice': '0.100',\n",
       "    'OpenInterest': '0',\n",
       "    'CDate': '20211105',\n",
       "    'CTime': '',\n",
       "    'SpotWeights': '1.0',\n",
       "    'CTestTime': '',\n",
       "    'CBestBidPrice': '',\n",
       "    'CBestAskPrice': '0.500',\n",
       "    'CBestBidSize': '',\n",
       "    'CBestAskSize': '1'},\n",
       "   {'SymbolID': 'TX218700W1-O',\n",
       "    'SpotID': '',\n",
       "    'DispCName': '臺指選W2111;18700賣權',\n",
       "    'DispEName': 'TX2111;18700P',\n",
       "    'Status': 'TC',\n",
       "    'CBidPrice1': '1300.000',\n",
       "    'CBidSize1': '5',\n",
       "    'CAskPrice1': '1600.000',\n",
       "    'CAskSize1': '5',\n",
       "    'CTotalVolume': '',\n",
       "    'COpenPrice': '0.000',\n",
       "    'CHighPrice': '0.000',\n",
       "    'CLowPrice': '0.000',\n",
       "    'CLastPrice': '',\n",
       "    'CRefPrice': '1620.000',\n",
       "    'CCeilPrice': '3320.000',\n",
       "    'CFloorPrice': '0.100',\n",
       "    'CP': 'P',\n",
       "    'StrikePrice': '18700',\n",
       "    'SettlementPrice': '1430.000',\n",
       "    'OpenInterest': '0',\n",
       "    'CDate': '20211105',\n",
       "    'CTime': '',\n",
       "    'SpotWeights': '1.0',\n",
       "    'CTestTime': '',\n",
       "    'CBestBidPrice': '1300.000',\n",
       "    'CBestAskPrice': '1600.000',\n",
       "    'CBestBidSize': '5',\n",
       "    'CBestAskSize': '5'},\n",
       "   {'SymbolID': 'TX218800K1-O',\n",
       "    'SpotID': '',\n",
       "    'DispCName': '臺指選W2111;18800買權',\n",
       "    'DispEName': 'TX2111;18800C',\n",
       "    'Status': 'TC',\n",
       "    'CBidPrice1': '',\n",
       "    'CBidSize1': '',\n",
       "    'CAskPrice1': '0.200',\n",
       "    'CAskSize1': '1',\n",
       "    'CTotalVolume': '76',\n",
       "    'COpenPrice': '0.500',\n",
       "    'CHighPrice': '0.500',\n",
       "    'CLowPrice': '0.500',\n",
       "    'CLastPrice': '0.500',\n",
       "    'CRefPrice': '0.100',\n",
       "    'CCeilPrice': '1700.000',\n",
       "    'CFloorPrice': '0.100',\n",
       "    'CP': 'C',\n",
       "    'StrikePrice': '18800',\n",
       "    'SettlementPrice': '0.100',\n",
       "    'OpenInterest': '4',\n",
       "    'CDate': '20211105',\n",
       "    'CTime': '115711',\n",
       "    'SpotWeights': '1.0',\n",
       "    'CTestTime': '',\n",
       "    'CBestBidPrice': '',\n",
       "    'CBestAskPrice': '0.200',\n",
       "    'CBestBidSize': '',\n",
       "    'CBestAskSize': '1'},\n",
       "   {'SymbolID': 'TX218800W1-O',\n",
       "    'SpotID': '',\n",
       "    'DispCName': '臺指選W2111;18800賣權',\n",
       "    'DispEName': 'TX2111;18800P',\n",
       "    'Status': 'TC',\n",
       "    'CBidPrice1': '1400.000',\n",
       "    'CBidSize1': '5',\n",
       "    'CAskPrice1': '1700.000',\n",
       "    'CAskSize1': '5',\n",
       "    'CTotalVolume': '',\n",
       "    'COpenPrice': '0.000',\n",
       "    'CHighPrice': '0.000',\n",
       "    'CLowPrice': '0.000',\n",
       "    'CLastPrice': '',\n",
       "    'CRefPrice': '1720.000',\n",
       "    'CCeilPrice': '3420.000',\n",
       "    'CFloorPrice': '12.500',\n",
       "    'CP': 'P',\n",
       "    'StrikePrice': '18800',\n",
       "    'SettlementPrice': '1530.000',\n",
       "    'OpenInterest': '0',\n",
       "    'CDate': '20211105',\n",
       "    'CTime': '',\n",
       "    'SpotWeights': '1.0',\n",
       "    'CTestTime': '',\n",
       "    'CBestBidPrice': '1400.000',\n",
       "    'CBestAskPrice': '1700.000',\n",
       "    'CBestBidSize': '5',\n",
       "    'CBestAskSize': '5'},\n",
       "   {'SymbolID': 'TX218900K1-O',\n",
       "    'SpotID': '',\n",
       "    'DispCName': '臺指選W2111;18900買權',\n",
       "    'DispEName': 'TX2111;18900C',\n",
       "    'Status': 'TC',\n",
       "    'CBidPrice1': '',\n",
       "    'CBidSize1': '',\n",
       "    'CAskPrice1': '0.400',\n",
       "    'CAskSize1': '1',\n",
       "    'CTotalVolume': '28',\n",
       "    'COpenPrice': '0.000',\n",
       "    'CHighPrice': '0.000',\n",
       "    'CLowPrice': '0.000',\n",
       "    'CLastPrice': '',\n",
       "    'CRefPrice': '0.100',\n",
       "    'CCeilPrice': '1700.000',\n",
       "    'CFloorPrice': '0.100',\n",
       "    'CP': 'C',\n",
       "    'StrikePrice': '18900',\n",
       "    'SettlementPrice': '0.100',\n",
       "    'OpenInterest': '0',\n",
       "    'CDate': '20211105',\n",
       "    'CTime': '',\n",
       "    'SpotWeights': '1.0',\n",
       "    'CTestTime': '',\n",
       "    'CBestBidPrice': '',\n",
       "    'CBestAskPrice': '0.400',\n",
       "    'CBestBidSize': '',\n",
       "    'CBestAskSize': '1'},\n",
       "   {'SymbolID': 'TX218900W1-O',\n",
       "    'SpotID': '',\n",
       "    'DispCName': '臺指選W2111;18900賣權',\n",
       "    'DispEName': 'TX2111;18900P',\n",
       "    'Status': 'TC',\n",
       "    'CBidPrice1': '1500.000',\n",
       "    'CBidSize1': '5',\n",
       "    'CAskPrice1': '1800.000',\n",
       "    'CAskSize1': '5',\n",
       "    'CTotalVolume': '',\n",
       "    'COpenPrice': '0.000',\n",
       "    'CHighPrice': '0.000',\n",
       "    'CLowPrice': '0.000',\n",
       "    'CLastPrice': '',\n",
       "    'CRefPrice': '1820.000',\n",
       "    'CCeilPrice': '3520.000',\n",
       "    'CFloorPrice': '113.000',\n",
       "    'CP': 'P',\n",
       "    'StrikePrice': '18900',\n",
       "    'SettlementPrice': '1630.000',\n",
       "    'OpenInterest': '0',\n",
       "    'CDate': '20211105',\n",
       "    'CTime': '',\n",
       "    'SpotWeights': '1.0',\n",
       "    'CTestTime': '',\n",
       "    'CBestBidPrice': '1500.000',\n",
       "    'CBestAskPrice': '1800.000',\n",
       "    'CBestBidSize': '5',\n",
       "    'CBestAskSize': '5'}]}}"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = res.json()\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "ae819bf4-a559-4bde-bce5-36a6cca734dd",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>SymbolID</th>\n",
       "      <th>SpotID</th>\n",
       "      <th>DispCName</th>\n",
       "      <th>DispEName</th>\n",
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       "      <th>CBidPrice1</th>\n",
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       "      <th>CTotalVolume</th>\n",
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       "      <th>CTestTime</th>\n",
       "      <th>CBestBidPrice</th>\n",
       "      <th>CBestAskPrice</th>\n",
       "      <th>CBestBidSize</th>\n",
       "      <th>CBestAskSize</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>TX215300K1-O</td>\n",
       "      <td></td>\n",
       "      <td>臺指選W2111;15300買權</td>\n",
       "      <td>TX2111;15300C</td>\n",
       "      <td>TC</td>\n",
       "      <td>1800.000</td>\n",
       "      <td>5</td>\n",
       "      <td>2100.000</td>\n",
       "      <td>5</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>1970.000</td>\n",
       "      <td>0</td>\n",
       "      <td>20211105</td>\n",
       "      <td></td>\n",
       "      <td>1.0</td>\n",
       "      <td></td>\n",
       "      <td>1800.000</td>\n",
       "      <td>2100.000</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>TX215300W1-O</td>\n",
       "      <td></td>\n",
       "      <td>臺指選W2111;15300賣權</td>\n",
       "      <td>TX2111;15300P</td>\n",
       "      <td>TC</td>\n",
       "      <td>0.200</td>\n",
       "      <td>200</td>\n",
       "      <td>0.600</td>\n",
       "      <td>6</td>\n",
       "      <td>107</td>\n",
       "      <td>...</td>\n",
       "      <td>0.300</td>\n",
       "      <td>1718</td>\n",
       "      <td>20211105</td>\n",
       "      <td>110136</td>\n",
       "      <td>1.0</td>\n",
       "      <td></td>\n",
       "      <td>0.200</td>\n",
       "      <td>0.600</td>\n",
       "      <td>200</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>TX215400K1-O</td>\n",
       "      <td></td>\n",
       "      <td>臺指選W2111;15400買權</td>\n",
       "      <td>TX2111;15400C</td>\n",
       "      <td>TC</td>\n",
       "      <td>1700.000</td>\n",
       "      <td>5</td>\n",
       "      <td>2000.000</td>\n",
       "      <td>5</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>1870.000</td>\n",
       "      <td>0</td>\n",
       "      <td>20211105</td>\n",
       "      <td></td>\n",
       "      <td>1.0</td>\n",
       "      <td></td>\n",
       "      <td>1700.000</td>\n",
       "      <td>2000.000</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>TX215400W1-O</td>\n",
       "      <td></td>\n",
       "      <td>臺指選W2111;15400賣權</td>\n",
       "      <td>TX2111;15400P</td>\n",
       "      <td>TC</td>\n",
       "      <td>0.300</td>\n",
       "      <td>1</td>\n",
       "      <td>5.000</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>...</td>\n",
       "      <td>0.400</td>\n",
       "      <td>53</td>\n",
       "      <td>20211105</td>\n",
       "      <td>133231</td>\n",
       "      <td>1.0</td>\n",
       "      <td></td>\n",
       "      <td>0.300</td>\n",
       "      <td>5.000</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>TX215500K1-O</td>\n",
       "      <td></td>\n",
       "      <td>臺指選W2111;15500買權</td>\n",
       "      <td>TX2111;15500C</td>\n",
       "      <td>TC</td>\n",
       "      <td>1600.000</td>\n",
       "      <td>5</td>\n",
       "      <td>1900.000</td>\n",
       "      <td>5</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>1770.000</td>\n",
       "      <td>0</td>\n",
       "      <td>20211105</td>\n",
       "      <td></td>\n",
       "      <td>1.0</td>\n",
       "      <td></td>\n",
       "      <td>1600.000</td>\n",
       "      <td>1900.000</td>\n",
       "      <td>5</td>\n",
       "      <td>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",
       "      <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>89</th>\n",
       "      <td>TX218700W1-O</td>\n",
       "      <td></td>\n",
       "      <td>臺指選W2111;18700賣權</td>\n",
       "      <td>TX2111;18700P</td>\n",
       "      <td>TC</td>\n",
       "      <td>1300.000</td>\n",
       "      <td>5</td>\n",
       "      <td>1600.000</td>\n",
       "      <td>5</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>1430.000</td>\n",
       "      <td>0</td>\n",
       "      <td>20211105</td>\n",
       "      <td></td>\n",
       "      <td>1.0</td>\n",
       "      <td></td>\n",
       "      <td>1300.000</td>\n",
       "      <td>1600.000</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>TX218800K1-O</td>\n",
       "      <td></td>\n",
       "      <td>臺指選W2111;18800買權</td>\n",
       "      <td>TX2111;18800C</td>\n",
       "      <td>TC</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>0.200</td>\n",
       "      <td>1</td>\n",
       "      <td>76</td>\n",
       "      <td>...</td>\n",
       "      <td>0.100</td>\n",
       "      <td>4</td>\n",
       "      <td>20211105</td>\n",
       "      <td>115711</td>\n",
       "      <td>1.0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>0.200</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>TX218800W1-O</td>\n",
       "      <td></td>\n",
       "      <td>臺指選W2111;18800賣權</td>\n",
       "      <td>TX2111;18800P</td>\n",
       "      <td>TC</td>\n",
       "      <td>1400.000</td>\n",
       "      <td>5</td>\n",
       "      <td>1700.000</td>\n",
       "      <td>5</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>1530.000</td>\n",
       "      <td>0</td>\n",
       "      <td>20211105</td>\n",
       "      <td></td>\n",
       "      <td>1.0</td>\n",
       "      <td></td>\n",
       "      <td>1400.000</td>\n",
       "      <td>1700.000</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>TX218900K1-O</td>\n",
       "      <td></td>\n",
       "      <td>臺指選W2111;18900買權</td>\n",
       "      <td>TX2111;18900C</td>\n",
       "      <td>TC</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>0.400</td>\n",
       "      <td>1</td>\n",
       "      <td>28</td>\n",
       "      <td>...</td>\n",
       "      <td>0.100</td>\n",
       "      <td>0</td>\n",
       "      <td>20211105</td>\n",
       "      <td></td>\n",
       "      <td>1.0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>0.400</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>TX218900W1-O</td>\n",
       "      <td></td>\n",
       "      <td>臺指選W2111;18900賣權</td>\n",
       "      <td>TX2111;18900P</td>\n",
       "      <td>TC</td>\n",
       "      <td>1500.000</td>\n",
       "      <td>5</td>\n",
       "      <td>1800.000</td>\n",
       "      <td>5</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>1630.000</td>\n",
       "      <td>0</td>\n",
       "      <td>20211105</td>\n",
       "      <td></td>\n",
       "      <td>1.0</td>\n",
       "      <td></td>\n",
       "      <td>1500.000</td>\n",
       "      <td>1800.000</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>94 rows × 29 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        SymbolID SpotID         DispCName      DispEName Status CBidPrice1  \\\n",
       "0   TX215300K1-O         臺指選W2111;15300買權  TX2111;15300C     TC   1800.000   \n",
       "1   TX215300W1-O         臺指選W2111;15300賣權  TX2111;15300P     TC      0.200   \n",
       "2   TX215400K1-O         臺指選W2111;15400買權  TX2111;15400C     TC   1700.000   \n",
       "3   TX215400W1-O         臺指選W2111;15400賣權  TX2111;15400P     TC      0.300   \n",
       "4   TX215500K1-O         臺指選W2111;15500買權  TX2111;15500C     TC   1600.000   \n",
       "..           ...    ...               ...            ...    ...        ...   \n",
       "89  TX218700W1-O         臺指選W2111;18700賣權  TX2111;18700P     TC   1300.000   \n",
       "90  TX218800K1-O         臺指選W2111;18800買權  TX2111;18800C     TC              \n",
       "91  TX218800W1-O         臺指選W2111;18800賣權  TX2111;18800P     TC   1400.000   \n",
       "92  TX218900K1-O         臺指選W2111;18900買權  TX2111;18900C     TC              \n",
       "93  TX218900W1-O         臺指選W2111;18900賣權  TX2111;18900P     TC   1500.000   \n",
       "\n",
       "   CBidSize1 CAskPrice1 CAskSize1 CTotalVolume  ... SettlementPrice  \\\n",
       "0          5   2100.000         5               ...        1970.000   \n",
       "1        200      0.600         6          107  ...           0.300   \n",
       "2          5   2000.000         5               ...        1870.000   \n",
       "3          1      5.000         1            7  ...           0.400   \n",
       "4          5   1900.000         5               ...        1770.000   \n",
       "..       ...        ...       ...          ...  ...             ...   \n",
       "89         5   1600.000         5               ...        1430.000   \n",
       "90                0.200         1           76  ...           0.100   \n",
       "91         5   1700.000         5               ...        1530.000   \n",
       "92                0.400         1           28  ...           0.100   \n",
       "93         5   1800.000         5               ...        1630.000   \n",
       "\n",
       "   OpenInterest     CDate   CTime SpotWeights CTestTime CBestBidPrice  \\\n",
       "0             0  20211105                 1.0                1800.000   \n",
       "1          1718  20211105  110136         1.0                   0.200   \n",
       "2             0  20211105                 1.0                1700.000   \n",
       "3            53  20211105  133231         1.0                   0.300   \n",
       "4             0  20211105                 1.0                1600.000   \n",
       "..          ...       ...     ...         ...       ...           ...   \n",
       "89            0  20211105                 1.0                1300.000   \n",
       "90            4  20211105  115711         1.0                           \n",
       "91            0  20211105                 1.0                1400.000   \n",
       "92            0  20211105                 1.0                           \n",
       "93            0  20211105                 1.0                1500.000   \n",
       "\n",
       "   CBestAskPrice CBestBidSize CBestAskSize  \n",
       "0       2100.000            5            5  \n",
       "1          0.600          200            6  \n",
       "2       2000.000            5            5  \n",
       "3          5.000            1            1  \n",
       "4       1900.000            5            5  \n",
       "..           ...          ...          ...  \n",
       "89      1600.000            5            5  \n",
       "90         0.200                         1  \n",
       "91      1700.000            5            5  \n",
       "92         0.400                         1  \n",
       "93      1800.000            5            5  \n",
       "\n",
       "[94 rows x 29 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.DataFrame(data['RtData']['QuoteList'])\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "6cf5fac3-502e-475d-a620-ce73dd8583e6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>DispCName</th>\n",
       "      <th>CBidPrice1</th>\n",
       "      <th>CAskPrice1</th>\n",
       "      <th>CLastPrice</th>\n",
       "      <th>CTotalVolume</th>\n",
       "      <th>CTime</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>臺指選W2111;15300買權</td>\n",
       "      <td>1800.000</td>\n",
       "      <td>2100.000</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>臺指選W2111;15300賣權</td>\n",
       "      <td>0.200</td>\n",
       "      <td>0.600</td>\n",
       "      <td>0.300</td>\n",
       "      <td>107</td>\n",
       "      <td>110136</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>臺指選W2111;15400買權</td>\n",
       "      <td>1700.000</td>\n",
       "      <td>2000.000</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>臺指選W2111;15400賣權</td>\n",
       "      <td>0.300</td>\n",
       "      <td>5.000</td>\n",
       "      <td>0.400</td>\n",
       "      <td>7</td>\n",
       "      <td>133231</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>臺指選W2111;15500買權</td>\n",
       "      <td>1600.000</td>\n",
       "      <td>1900.000</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></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>89</th>\n",
       "      <td>臺指選W2111;18700賣權</td>\n",
       "      <td>1300.000</td>\n",
       "      <td>1600.000</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>臺指選W2111;18800買權</td>\n",
       "      <td></td>\n",
       "      <td>0.200</td>\n",
       "      <td>0.500</td>\n",
       "      <td>76</td>\n",
       "      <td>115711</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>臺指選W2111;18800賣權</td>\n",
       "      <td>1400.000</td>\n",
       "      <td>1700.000</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>臺指選W2111;18900買權</td>\n",
       "      <td></td>\n",
       "      <td>0.400</td>\n",
       "      <td></td>\n",
       "      <td>28</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>臺指選W2111;18900賣權</td>\n",
       "      <td>1500.000</td>\n",
       "      <td>1800.000</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>94 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           DispCName CBidPrice1 CAskPrice1 CLastPrice CTotalVolume   CTime\n",
       "0   臺指選W2111;15300買權   1800.000   2100.000                                \n",
       "1   臺指選W2111;15300賣權      0.200      0.600      0.300          107  110136\n",
       "2   臺指選W2111;15400買權   1700.000   2000.000                                \n",
       "3   臺指選W2111;15400賣權      0.300      5.000      0.400            7  133231\n",
       "4   臺指選W2111;15500買權   1600.000   1900.000                                \n",
       "..               ...        ...        ...        ...          ...     ...\n",
       "89  臺指選W2111;18700賣權   1300.000   1600.000                                \n",
       "90  臺指選W2111;18800買權                 0.200      0.500           76  115711\n",
       "91  臺指選W2111;18800賣權   1400.000   1700.000                                \n",
       "92  臺指選W2111;18900買權                 0.400                      28        \n",
       "93  臺指選W2111;18900賣權   1500.000   1800.000                                \n",
       "\n",
       "[94 rows x 6 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = df[[\"DispCName\", \"CBidPrice1\", \"CAskPrice1\", \"CLastPrice\", \"CTotalVolume\", \"CTime\"]]\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "49eec975-4957-499f-971c-6f03e39a37fc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      <th></th>\n",
       "      <th>商品,到期月份,履約價,買賣權</th>\n",
       "      <th>買進</th>\n",
       "      <th>賣出</th>\n",
       "      <th>成交價</th>\n",
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       "      <th>時間</th>\n",
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       "      <td></td>\n",
       "      <td></td>\n",
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       "      <th>1</th>\n",
       "      <td>臺指選W2111;15300賣權</td>\n",
       "      <td>0.200</td>\n",
       "      <td>0.600</td>\n",
       "      <td>0.300</td>\n",
       "      <td>107</td>\n",
       "      <td>110136</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>臺指選W2111;15400買權</td>\n",
       "      <td>1700.000</td>\n",
       "      <td>2000.000</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>臺指選W2111;15400賣權</td>\n",
       "      <td>0.300</td>\n",
       "      <td>5.000</td>\n",
       "      <td>0.400</td>\n",
       "      <td>7</td>\n",
       "      <td>133231</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>臺指選W2111;15500買權</td>\n",
       "      <td>1600.000</td>\n",
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       "      <td></td>\n",
       "      <td></td>\n",
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       "      <th>90</th>\n",
       "      <td>臺指選W2111;18800買權</td>\n",
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       "      <td>0.200</td>\n",
       "      <td>0.500</td>\n",
       "      <td>76</td>\n",
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       "      <td>1400.000</td>\n",
       "      <td>1700.000</td>\n",
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       "      <td></td>\n",
       "      <td></td>\n",
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       "      <th>92</th>\n",
       "      <td>臺指選W2111;18900買權</td>\n",
       "      <td></td>\n",
       "      <td>0.400</td>\n",
       "      <td></td>\n",
       "      <td>28</td>\n",
       "      <td></td>\n",
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       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>臺指選W2111;18900賣權</td>\n",
       "      <td>1500.000</td>\n",
       "      <td>1800.000</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>94 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     商品,到期月份,履約價,買賣權        買進        賣出    成交價  成交量      時間\n",
       "0   臺指選W2111;15300買權  1800.000  2100.000                    \n",
       "1   臺指選W2111;15300賣權     0.200     0.600  0.300  107  110136\n",
       "2   臺指選W2111;15400買權  1700.000  2000.000                    \n",
       "3   臺指選W2111;15400賣權     0.300     5.000  0.400    7  133231\n",
       "4   臺指選W2111;15500買權  1600.000  1900.000                    \n",
       "..               ...       ...       ...    ...  ...     ...\n",
       "89  臺指選W2111;18700賣權  1300.000  1600.000                    \n",
       "90  臺指選W2111;18800買權               0.200  0.500   76  115711\n",
       "91  臺指選W2111;18800賣權  1400.000  1700.000                    \n",
       "92  臺指選W2111;18900買權               0.400          28        \n",
       "93  臺指選W2111;18900賣權  1500.000  1800.000                    \n",
       "\n",
       "[94 rows x 6 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns = ['商品,到期月份,履約價,買賣權', '買進', '賣出', '成交價', '成交量', '時間']\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "ae3d7b71-5a6c-4c02-af42-74bb568fd5d6",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td></td>\n",
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       "      <td>0.200</td>\n",
       "      <td>0.500</td>\n",
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       "      <th>91</th>\n",
       "      <td>臺指選W2111;18800賣權</td>\n",
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       "      <td>18900買權</td>\n",
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       "      <td>臺指選W2111;18900賣權</td>\n",
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       "      <td>1800.000</td>\n",
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       "      <td>18900賣權</td>\n",
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      ],
      "text/plain": [
       "     商品,到期月份,履約價,買賣權        買進        賣出    成交價  成交量      時間   商品,到期月份  \\\n",
       "0   臺指選W2111;15300買權  1800.000  2100.000                      臺指選W2111   \n",
       "1   臺指選W2111;15300賣權     0.200     0.600  0.300  107  110136  臺指選W2111   \n",
       "2   臺指選W2111;15400買權  1700.000  2000.000                      臺指選W2111   \n",
       "3   臺指選W2111;15400賣權     0.300     5.000  0.400    7  133231  臺指選W2111   \n",
       "4   臺指選W2111;15500買權  1600.000  1900.000                      臺指選W2111   \n",
       "..               ...       ...       ...    ...  ...     ...       ...   \n",
       "89  臺指選W2111;18700賣權  1300.000  1600.000                      臺指選W2111   \n",
       "90  臺指選W2111;18800買權               0.200  0.500   76  115711  臺指選W2111   \n",
       "91  臺指選W2111;18800賣權  1400.000  1700.000                      臺指選W2111   \n",
       "92  臺指選W2111;18900買權               0.400          28          臺指選W2111   \n",
       "93  臺指選W2111;18900賣權  1500.000  1800.000                      臺指選W2111   \n",
       "\n",
       "    履約價,買賣權  \n",
       "0   15300買權  \n",
       "1   15300賣權  \n",
       "2   15400買權  \n",
       "3   15400賣權  \n",
       "4   15500買權  \n",
       "..      ...  \n",
       "89  18700賣權  \n",
       "90  18800買權  \n",
       "91  18800賣權  \n",
       "92  18900買權  \n",
       "93  18900賣權  \n",
       "\n",
       "[94 rows x 8 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[['商品,到期月份', '履約價,買賣權']] = df['商品,到期月份,履約價,買賣權'].str.split(';', expand=True)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "06950c37-500e-4b96-9715-b2cd3ffc14b4",
   "metadata": {},
   "outputs": [
    {
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       "      <td>臺指選W2111</td>\n",
       "      <td>18900買權</td>\n",
       "      <td>臺指選</td>\n",
       "      <td>W2111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>臺指選W2111;18900賣權</td>\n",
       "      <td>1500.000</td>\n",
       "      <td>1800.000</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>臺指選W2111</td>\n",
       "      <td>18900賣權</td>\n",
       "      <td>臺指選</td>\n",
       "      <td>W2111</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>94 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     商品,到期月份,履約價,買賣權        買進        賣出    成交價  成交量      時間   商品,到期月份  \\\n",
       "0   臺指選W2111;15300買權  1800.000  2100.000                      臺指選W2111   \n",
       "1   臺指選W2111;15300賣權     0.200     0.600  0.300  107  110136  臺指選W2111   \n",
       "2   臺指選W2111;15400買權  1700.000  2000.000                      臺指選W2111   \n",
       "3   臺指選W2111;15400賣權     0.300     5.000  0.400    7  133231  臺指選W2111   \n",
       "4   臺指選W2111;15500買權  1600.000  1900.000                      臺指選W2111   \n",
       "..               ...       ...       ...    ...  ...     ...       ...   \n",
       "89  臺指選W2111;18700賣權  1300.000  1600.000                      臺指選W2111   \n",
       "90  臺指選W2111;18800買權               0.200  0.500   76  115711  臺指選W2111   \n",
       "91  臺指選W2111;18800賣權  1400.000  1700.000                      臺指選W2111   \n",
       "92  臺指選W2111;18900買權               0.400          28          臺指選W2111   \n",
       "93  臺指選W2111;18900賣權  1500.000  1800.000                      臺指選W2111   \n",
       "\n",
       "    履約價,買賣權   商品   到期月份  \n",
       "0   15300買權  臺指選  W2111  \n",
       "1   15300賣權  臺指選  W2111  \n",
       "2   15400買權  臺指選  W2111  \n",
       "3   15400賣權  臺指選  W2111  \n",
       "4   15500買權  臺指選  W2111  \n",
       "..      ...  ...    ...  \n",
       "89  18700賣權  臺指選  W2111  \n",
       "90  18800買權  臺指選  W2111  \n",
       "91  18800賣權  臺指選  W2111  \n",
       "92  18900買權  臺指選  W2111  \n",
       "93  18900賣權  臺指選  W2111  \n",
       "\n",
       "[94 rows x 10 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[['商品']] = df['商品,到期月份'].str[:3]\n",
    "df[['到期月份']] = df['商品,到期月份'].str[3:]\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "b48f48e5-7386-4ff0-b166-3d8299778e34",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>臺指選W2111;15300買權</td>\n",
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       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>臺指選W2111;18800賣權</td>\n",
       "      <td>1400.000</td>\n",
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       "      <th>92</th>\n",
       "      <td>臺指選W2111;18900買權</td>\n",
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       "      <td>0.400</td>\n",
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       "      <td>18900買權</td>\n",
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       "    <tr>\n",
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       "      <td>臺指選W2111;18900賣權</td>\n",
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      ],
      "text/plain": [
       "     商品,到期月份,履約價,買賣權        買進        賣出    成交價  成交量      時間   商品,到期月份  \\\n",
       "0   臺指選W2111;15300買權  1800.000  2100.000                      臺指選W2111   \n",
       "1   臺指選W2111;15300賣權     0.200     0.600  0.300  107  110136  臺指選W2111   \n",
       "2   臺指選W2111;15400買權  1700.000  2000.000                      臺指選W2111   \n",
       "3   臺指選W2111;15400賣權     0.300     5.000  0.400    7  133231  臺指選W2111   \n",
       "4   臺指選W2111;15500買權  1600.000  1900.000                      臺指選W2111   \n",
       "..               ...       ...       ...    ...  ...     ...       ...   \n",
       "89  臺指選W2111;18700賣權  1300.000  1600.000                      臺指選W2111   \n",
       "90  臺指選W2111;18800買權               0.200  0.500   76  115711  臺指選W2111   \n",
       "91  臺指選W2111;18800賣權  1400.000  1700.000                      臺指選W2111   \n",
       "92  臺指選W2111;18900買權               0.400          28          臺指選W2111   \n",
       "93  臺指選W2111;18900賣權  1500.000  1800.000                      臺指選W2111   \n",
       "\n",
       "    履約價,買賣權   商品   到期月份    履約價 買賣權  \n",
       "0   15300買權  臺指選  W2111  15300  買權  \n",
       "1   15300賣權  臺指選  W2111  15300  賣權  \n",
       "2   15400買權  臺指選  W2111  15400  買權  \n",
       "3   15400賣權  臺指選  W2111  15400  賣權  \n",
       "4   15500買權  臺指選  W2111  15500  買權  \n",
       "..      ...  ...    ...    ...  ..  \n",
       "89  18700賣權  臺指選  W2111  18700  賣權  \n",
       "90  18800買權  臺指選  W2111  18800  買權  \n",
       "91  18800賣權  臺指選  W2111  18800  賣權  \n",
       "92  18900買權  臺指選  W2111  18900  買權  \n",
       "93  18900賣權  臺指選  W2111  18900  賣權  \n",
       "\n",
       "[94 rows x 12 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[['履約價']] = df['履約價,買賣權'].str[:-2]\n",
    "df[['買賣權']] = df['履約價,買賣權'].str[-2:]\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "1eae613a-2e67-4fbc-8cb2-1221a9cd7f06",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>賣權</td>\n",
       "      <td>18700</td>\n",
       "      <td>1300.000</td>\n",
       "      <td>1600.000</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
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       "      <th>90</th>\n",
       "      <td>臺指選</td>\n",
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       "      <td>18800</td>\n",
       "      <td></td>\n",
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       "      <td>0.500</td>\n",
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       "      <td>臺指選</td>\n",
       "      <td>W2111</td>\n",
       "      <td>賣權</td>\n",
       "      <td>18800</td>\n",
       "      <td>1400.000</td>\n",
       "      <td>1700.000</td>\n",
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       "      <td>臺指選</td>\n",
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       "      <td>買權</td>\n",
       "      <td>18900</td>\n",
       "      <td></td>\n",
       "      <td>0.400</td>\n",
       "      <td></td>\n",
       "      <td>28</td>\n",
       "      <td></td>\n",
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       "      <th>93</th>\n",
       "      <td>臺指選</td>\n",
       "      <td>W2111</td>\n",
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       "      <td>18900</td>\n",
       "      <td>1500.000</td>\n",
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       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
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       "</table>\n",
       "<p>94 rows × 9 columns</p>\n",
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      ],
      "text/plain": [
       "     商品   到期月份 買賣權    履約價        買進        賣出    成交價  成交量      時間\n",
       "0   臺指選  W2111  買權  15300  1800.000  2100.000                    \n",
       "1   臺指選  W2111  賣權  15300     0.200     0.600  0.300  107  110136\n",
       "2   臺指選  W2111  買權  15400  1700.000  2000.000                    \n",
       "3   臺指選  W2111  賣權  15400     0.300     5.000  0.400    7  133231\n",
       "4   臺指選  W2111  買權  15500  1600.000  1900.000                    \n",
       "..  ...    ...  ..    ...       ...       ...    ...  ...     ...\n",
       "89  臺指選  W2111  賣權  18700  1300.000  1600.000                    \n",
       "90  臺指選  W2111  買權  18800               0.200  0.500   76  115711\n",
       "91  臺指選  W2111  賣權  18800  1400.000  1700.000                    \n",
       "92  臺指選  W2111  買權  18900               0.400          28        \n",
       "93  臺指選  W2111  賣權  18900  1500.000  1800.000                    \n",
       "\n",
       "[94 rows x 9 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = df[[\"商品\", \"到期月份\", \"買賣權\", \"履約價\", \"買進\", \"賣出\", \"成交價\", \"成交量\", \"時間\"]]\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "86178d19-f339-465a-9db2-edcca25012b1",
   "metadata": {},
   "source": [
    "## 1.2: 把下載的資料另存成csv檔"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "5d886680-a2e8-436f-8a42-10bf2a2f19a6",
   "metadata": {},
   "outputs": [],
   "source": [
    "df.to_csv('options_regular_trading.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0bdc1119-b219-4ad2-88a2-ceb01bf7ac56",
   "metadata": {},
   "source": [
    "# Part 2: 下載台指選即時資料(盤後交易行情)\n",
    "資料來源：[期交所 台指選 盤後交易時段行情](https://mis.taifex.com.tw/futures/AfterHoursSession/EquityIndices/Options/)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "360e1ec8-e5c8-428e-8f40-ddc09da60007",
   "metadata": {},
   "source": [
    "## 2.1: 下載台指選即時報價(盤後交易行情)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "261723fc-1d1c-4441-b330-5ef2da84eee1",
   "metadata": {},
   "outputs": [],
   "source": [
    "url = \"https://mis.taifex.com.tw/futures/api/getQuoteListOption\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "40a83efd-e037-483c-af53-57c72782b1ba",
   "metadata": {},
   "outputs": [],
   "source": [
    "payload = {\"MarketType\":\"1\",\n",
    "           \"SymbolType\":\"O\",\n",
    "           \"KindID\":\"1\",\n",
    "           \"CID\":\"TXO\",\n",
    "           \"ExpireMonth\":\"202111W2\",\n",
    "           \"RowSize\":\"全部\",\n",
    "           \"PageNo\":\"\",\n",
    "           \"SortColumn\":\"\",\n",
    "           \"AscDesc\":\"A\"}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "5110de7e-e95f-449e-b4a6-41d42c6ff7fd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Response [200]>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "res = r.post(url, json = payload)\n",
    "res"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "c9dd0b62-0ce5-4984-b4c7-e9ff08988b7a",
   "metadata": {
    "scrolled": true,
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'RtCode': '0',\n",
       " 'RtMsg': '',\n",
       " 'RtData': {'QuoteList': [{'SymbolID': 'TX215300K1-N',\n",
       "    'SpotID': '',\n",
       "    'DispCName': '臺指選W2111;15300買權',\n",
       "    'DispEName': 'TX2111;15300C',\n",
       "    'Status': 'TC',\n",
       "    'CBidPrice1': '0.000',\n",
       "    'CBidSize1': '0',\n",
       "    'CAskPrice1': '0.000',\n",
       "    'CAskSize1': '0',\n",
       "    'CTotalVolume': '',\n",
       "    'COpenPrice': '0.000',\n",
       "    'CHighPrice': '0.000',\n",
       "    'CLowPrice': '0.000',\n",
       "    'CLastPrice': '',\n",
       "    'CRefPrice': '1970.000',\n",
       "    'CCeilPrice': '3690.000',\n",
       "    'CFloorPrice': '241.000',\n",
       "    'CP': 'C',\n",
       "    'StrikePrice': '15300',\n",
       "    'SettlementPrice': '',\n",
       "    'OpenInterest': '',\n",
       "    'CDate': '20211105',\n",
       "    'CTime': '',\n",
       "    'SpotWeights': '1.0',\n",
       "    'CTestTime': '',\n",
       "    'CBestBidPrice': '0.000',\n",
       "    'CBestAskPrice': '0.000',\n",
       "    'CBestBidSize': '0',\n",
       "    'CBestAskSize': '0'},\n",
       "   {'SymbolID': 'TX215300W1-N',\n",
       "    'SpotID': '',\n",
       "    'DispCName': '臺指選W2111;15300賣權',\n",
       "    'DispEName': 'TX2111;15300P',\n",
       "    'Status': 'TC',\n",
       "    'CBidPrice1': '0.100',\n",
       "    'CBidSize1': '10',\n",
       "    'CAskPrice1': '0.600',\n",
       "    'CAskSize1': '1',\n",
       "    'CTotalVolume': '3',\n",
       "    'COpenPrice': '0.300',\n",
       "    'CHighPrice': '0.300',\n",
       "    'CLowPrice': '0.300',\n",
       "    'CLastPrice': '0.300',\n",
       "    'CRefPrice': '0.300',\n",
       "    'CCeilPrice': '1720.000',\n",
       "    'CFloorPrice': '0.100',\n",
       "    'CP': 'P',\n",
       "    'StrikePrice': '15300',\n",
       "    'SettlementPrice': '',\n",
       "    'OpenInterest': '',\n",
       "    'CDate': '20211105',\n",
       "    'CTime': '165331',\n",
       "    'SpotWeights': '1.0',\n",
       "    'CTestTime': '',\n",
       "    'CBestBidPrice': '0.100',\n",
       "    'CBestAskPrice': '0.600',\n",
       "    'CBestBidSize': '10',\n",
       "    'CBestAskSize': '1'},\n",
       "   {'SymbolID': 'TX215400K1-N',\n",
       "    'SpotID': '',\n",
       "    'DispCName': '臺指選W2111;15400買權',\n",
       "    'DispEName': 'TX2111;15400C',\n",
       "    'Status': 'TC',\n",
       "    'CBidPrice1': '0.000',\n",
       "    'CBidSize1': '0',\n",
       "    'CAskPrice1': '0.000',\n",
       "    'CAskSize1': '0',\n",
       "    'CTotalVolume': '',\n",
       "    'COpenPrice': '0.000',\n",
       "    'CHighPrice': '0.000',\n",
       "    'CLowPrice': '0.000',\n",
       "    'CLastPrice': '',\n",
       "    'CRefPrice': '1870.000',\n",
       "    'CCeilPrice': '3590.000',\n",
       "    'CFloorPrice': '141.000',\n",
       "    'CP': 'C',\n",
       "    'StrikePrice': '15400',\n",
       "    'SettlementPrice': '',\n",
       "    'OpenInterest': '',\n",
       "    'CDate': '20211105',\n",
       "    'CTime': '',\n",
       "    'SpotWeights': '1.0',\n",
       "    'CTestTime': '',\n",
       "    'CBestBidPrice': '0.000',\n",
       "    'CBestAskPrice': '0.000',\n",
       "    'CBestBidSize': '0',\n",
       "    'CBestAskSize': '0'},\n",
       "   {'SymbolID': 'TX215400W1-N',\n",
       "    'SpotID': '',\n",
       "    'DispCName': '臺指選W2111;15400賣權',\n",
       "    'DispEName': 'TX2111;15400P',\n",
       "    'Status': 'TC',\n",
       "    'CBidPrice1': '0.000',\n",
       "    'CBidSize1': '0',\n",
       "    'CAskPrice1': '1.900',\n",
       "    'CAskSize1': '1',\n",
       "    'CTotalVolume': '',\n",
       "    'COpenPrice': '0.000',\n",
       "    'CHighPrice': '0.000',\n",
       "    'CLowPrice': '0.000',\n",
       "    'CLastPrice': '',\n",
       "    'CRefPrice': '0.400',\n",
       "    'CCeilPrice': '1730.000',\n",
       "    'CFloorPrice': '0.100',\n",
       "    'CP': 'P',\n",
       "    'StrikePrice': '15400',\n",
       "    'SettlementPrice': '',\n",
       "    'OpenInterest': '',\n",
       "    'CDate': '20211105',\n",
       "    'CTime': '',\n",
       "    'SpotWeights': '1.0',\n",
       "    'CTestTime': '',\n",
       "    'CBestBidPrice': '0.000',\n",
       "    'CBestAskPrice': '1.900',\n",
       "    'CBestBidSize': '0',\n",
       "    'CBestAskSize': '1'},\n",
       "   {'SymbolID': 'TX215500K1-N',\n",
       "    'SpotID': '',\n",
       "    'DispCName': '臺指選W2111;15500買權',\n",
       "    'DispEName': 'TX2111;15500C',\n",
       "    'Status': 'TC',\n",
       "    'CBidPrice1': '41.000',\n",
       "    'CBidSize1': '1',\n",
       "    'CAskPrice1': '0.000',\n",
       "    'CAskSize1': '0',\n",
       "    'CTotalVolume': '',\n",
       "    'COpenPrice': '0.000',\n",
       "    'CHighPrice': '0.000',\n",
       "    'CLowPrice': '0.000',\n",
       "    'CLastPrice': '',\n",
       "    'CRefPrice': '1770.000',\n",
       "    'CCeilPrice': '3490.000',\n",
       "    'CFloorPrice': '40.500',\n",
       "    'CP': 'C',\n",
       "    'StrikePrice': '15500',\n",
       "    'SettlementPrice': '',\n",
       "    'OpenInterest': '',\n",
       "    'CDate': '20211105',\n",
       "    'CTime': '',\n",
       "    'SpotWeights': '1.0',\n",
       "    'CTestTime': '',\n",
       "    'CBestBidPrice': '41.000',\n",
       "    'CBestAskPrice': '0.000',\n",
       "    'CBestBidSize': '1',\n",
       "    'CBestAskSize': '0'},\n",
       "   {'SymbolID': 'TX215500W1-N',\n",
       "    'SpotID': '',\n",
       "    'DispCName': '臺指選W2111;15500賣權',\n",
       "    'DispEName': 'TX2111;15500P',\n",
       "    'Status': 'TC',\n",
       "    'CBidPrice1': '0.000',\n",
       "    'CBidSize1': '0',\n",
       "    'CAskPrice1': '1.900',\n",
       "    'CAskSize1': '1',\n",
       "    'CTotalVolume': '',\n",
       "    'COpenPrice': '0.000',\n",
       "    'CHighPrice': '0.000',\n",
       "    'CLowPrice': '0.000',\n",
       "    'CLastPrice': '',\n",
       "    'CRefPrice': '0.400',\n",
       "    'CCeilPrice': '1730.000',\n",
       "    'CFloorPrice': '0.100',\n",
       "    'CP': 'P',\n",
       "    'StrikePrice': '15500',\n",
       "    'SettlementPrice': '',\n",
       "    'OpenInterest': '',\n",
       "    'CDate': '20211105',\n",
       "    'CTime': '',\n",
       "    'SpotWeights': '1.0',\n",
       "    'CTestTime': '',\n",
       "    'CBestBidPrice': '0.000',\n",
       "    'CBestAskPrice': '1.900',\n",
       "    'CBestBidSize': '0',\n",
       "    'CBestAskSize': '1'},\n",
       "   {'SymbolID': 'TX215600K1-N',\n",
       "    'SpotID': '',\n",
       "    'DispCName': '臺指選W2111;15600買權',\n",
       "    'DispEName': 'TX2111;15600C',\n",
       "    'Status': 'TC',\n",
       "    'CBidPrice1': '6.700',\n",
       "    'CBidSize1': '40',\n",
       "    'CAskPrice1': '0.000',\n",
       "    'CAskSize1': '0',\n",
       "    'CTotalVolume': '',\n",
       "    'COpenPrice': '0.000',\n",
       "    'CHighPrice': '0.000',\n",
       "    'CLowPrice': '0.000',\n",
       "    'CLastPrice': '',\n",
       "    'CRefPrice': '1670.000',\n",
       "    'CCeilPrice': '3390.000',\n",
       "    'CFloorPrice': '0.100',\n",
       "    'CP': 'C',\n",
       "    'StrikePrice': '15600',\n",
       "    'SettlementPrice': '',\n",
       "    'OpenInterest': '',\n",
       "    'CDate': '20211105',\n",
       "    'CTime': '',\n",
       "    'SpotWeights': '1.0',\n",
       "    'CTestTime': '',\n",
       "    'CBestBidPrice': '6.700',\n",
       "    'CBestAskPrice': '0.000',\n",
       "    'CBestBidSize': '40',\n",
       "    'CBestAskSize': '0'},\n",
       "   {'SymbolID': 'TX215600W1-N',\n",
       "    'SpotID': '',\n",
       "    'DispCName': '臺指選W2111;15600賣權',\n",
       "    'DispEName': 'TX2111;15600P',\n",
       "    'Status': 'TC',\n",
       "    'CBidPrice1': '0.000',\n",
       "    'CBidSize1': '0',\n",
       "    'CAskPrice1': '0.800',\n",
       "    'CAskSize1': '1',\n",
       "    'CTotalVolume': '',\n",
       "    'COpenPrice': '0.000',\n",
       "    'CHighPrice': '0.000',\n",
       "    'CLowPrice': '0.000',\n",
       "    'CLastPrice': '',\n",
       "    'CRefPrice': '0.500',\n",
       "    'CCeilPrice': '1730.000',\n",
       "    'CFloorPrice': '0.100',\n",
       "    'CP': 'P',\n",
       "    'StrikePrice': '15600',\n",
       "    'SettlementPrice': '',\n",
       "    'OpenInterest': '',\n",
       "    'CDate': '20211105',\n",
       "    'CTime': '',\n",
       "    'SpotWeights': '1.0',\n",
       "    'CTestTime': '',\n",
       "    'CBestBidPrice': '0.000',\n",
       "    'CBestAskPrice': '0.800',\n",
       "    'CBestBidSize': '0',\n",
       "    'CBestAskSize': '1'},\n",
       "   {'SymbolID': 'TX215700K1-N',\n",
       "    'SpotID': '',\n",
       "    'DispCName': '臺指選W2111;15700買權',\n",
       "    'DispEName': 'TX2111;15700C',\n",
       "    'Status': 'TC',\n",
       "    'CBidPrice1': '6.700',\n",
       "    'CBidSize1': '40',\n",
       "    'CAskPrice1': '0.000',\n",
       "    'CAskSize1': '0',\n",
       "    'CTotalVolume': '',\n",
       "    'COpenPrice': '0.000',\n",
       "    'CHighPrice': '0.000',\n",
       "    'CLowPrice': '0.000',\n",
       "    'CLastPrice': '',\n",
       "    'CRefPrice': '1570.000',\n",
       "    'CCeilPrice': '3290.000',\n",
       "    'CFloorPrice': '0.100',\n",
       "    'CP': 'C',\n",
       "    'StrikePrice': '15700',\n",
       "    'SettlementPrice': '',\n",
       "    'OpenInterest': '',\n",
       "    'CDate': '20211105',\n",
       "    'CTime': '',\n",
       "    'SpotWeights': '1.0',\n",
       "    'CTestTime': '',\n",
       "    'CBestBidPrice': '6.700',\n",
       "    'CBestAskPrice': '0.000',\n",
       "    'CBestBidSize': '40',\n",
       "    'CBestAskSize': '0'},\n",
       "   {'SymbolID': 'TX215700W1-N',\n",
       "    'SpotID': '',\n",
       "    'DispCName': '臺指選W2111;15700賣權',\n",
       "    'DispEName': 'TX2111;15700P',\n",
       "    'Status': 'TC',\n",
       "    'CBidPrice1': '0.000',\n",
       "    'CBidSize1': '0',\n",
       "    'CAskPrice1': '2.900',\n",
       "    'CAskSize1': '1',\n",
       "    'CTotalVolume': '',\n",
       "    'COpenPrice': '0.000',\n",
       "    'CHighPrice': '0.000',\n",
       "    'CLowPrice': '0.000',\n",
       "    'CLastPrice': '',\n",
       "    'CRefPrice': '0.600',\n",
       "    'CCeilPrice': '1730.000',\n",
       "    'CFloorPrice': '0.100',\n",
       "    'CP': 'P',\n",
       "    'StrikePrice': '15700',\n",
       "    'SettlementPrice': '',\n",
       "    'OpenInterest': '',\n",
       "    'CDate': '20211105',\n",
       "    'CTime': '',\n",
       "    'SpotWeights': '1.0',\n",
       "    'CTestTime': '',\n",
       "    'CBestBidPrice': '0.000',\n",
       "    'CBestAskPrice': '2.900',\n",
       "    'CBestBidSize': '0',\n",
       "    'CBestAskSize': '1'},\n",
       "   {'SymbolID': 'TX215800K1-N',\n",
       "    'SpotID': '',\n",
       "    'DispCName': '臺指選W2111;15800買權',\n",
       "    'DispEName': 'TX2111;15800C',\n",
       "    'Status': 'TC',\n",
       "    'CBidPrice1': '11.500',\n",
       "    'CBidSize1': '8',\n",
       "    'CAskPrice1': '0.000',\n",
       "    'CAskSize1': '0',\n",
       "    'CTotalVolume': '',\n",
       "    'COpenPrice': '0.000',\n",
       "    'CHighPrice': '0.000',\n",
       "    'CLowPrice': '0.000',\n",
       "    'CLastPrice': '',\n",
       "    'CRefPrice': '1470.000',\n",
       "    'CCeilPrice': '3190.000',\n",
       "    'CFloorPrice': '0.100',\n",
       "    'CP': 'C',\n",
       "    'StrikePrice': '15800',\n",
       "    'SettlementPrice': '',\n",
       "    'OpenInterest': '',\n",
       "    'CDate': '20211105',\n",
       "    'CTime': '',\n",
       "    'SpotWeights': '1.0',\n",
       "    'CTestTime': '',\n",
       "    'CBestBidPrice': '11.500',\n",
       "    'CBestAskPrice': '0.000',\n",
       "    'CBestBidSize': '8',\n",
       "    'CBestAskSize': '0'},\n",
       "   {'SymbolID': 'TX215800W1-N',\n",
       "    'SpotID': '',\n",
       "    'DispCName': '臺指選W2111;15800賣權',\n",
       "    'DispEName': 'TX2111;15800P',\n",
       "    'Status': 'TC',\n",
       "    'CBidPrice1': '0.000',\n",
       "    'CBidSize1': '0',\n",
       "    'CAskPrice1': '2.400',\n",
       "    'CAskSize1': '1',\n",
       "    'CTotalVolume': '',\n",
       "    'COpenPrice': '0.000',\n",
       "    'CHighPrice': '0.000',\n",
       "    'CLowPrice': '0.000',\n",
       "    'CLastPrice': '',\n",
       "    'CRefPrice': '0.800',\n",
       "    'CCeilPrice': '1730.000',\n",
       "    'CFloorPrice': '0.100',\n",
       "    'CP': 'P',\n",
       "    'StrikePrice': '15800',\n",
       "    'SettlementPrice': '',\n",
       "    'OpenInterest': '',\n",
       "    'CDate': '20211105',\n",
       "    'CTime': '',\n",
       "    'SpotWeights': '1.0',\n",
       "    'CTestTime': '',\n",
       "    'CBestBidPrice': '0.000',\n",
       "    'CBestAskPrice': '2.400',\n",
       "    'CBestBidSize': '0',\n",
       "    'CBestAskSize': '1'},\n",
       "   {'SymbolID': 'TX215900K1-N',\n",
       "    'SpotID': '',\n",
       "    'DispCName': '臺指選W2111;15900買權',\n",
       "    'DispEName': 'TX2111;15900C',\n",
       "    'Status': 'TC',\n",
       "    'CBidPrice1': '8.700',\n",
       "    'CBidSize1': '11',\n",
       "    'CAskPrice1': '0.000',\n",
       "    'CAskSize1': '0',\n",
       "    'CTotalVolume': '',\n",
       "    'COpenPrice': '0.000',\n",
       "    'CHighPrice': '0.000',\n",
       "    'CLowPrice': '0.000',\n",
       "    'CLastPrice': '',\n",
       "    'CRefPrice': '1370.000',\n",
       "    'CCeilPrice': '3090.000',\n",
       "    'CFloorPrice': '0.100',\n",
       "    'CP': 'C',\n",
       "    'StrikePrice': '15900',\n",
       "    'SettlementPrice': '',\n",
       "    'OpenInterest': '',\n",
       "    'CDate': '20211105',\n",
       "    'CTime': '',\n",
       "    'SpotWeights': '1.0',\n",
       "    'CTestTime': '',\n",
       "    'CBestBidPrice': '8.700',\n",
       "    'CBestAskPrice': '0.000',\n",
       "    'CBestBidSize': '11',\n",
       "    'CBestAskSize': '0'},\n",
       "   {'SymbolID': 'TX215900W1-N',\n",
       "    'SpotID': '',\n",
       "    'DispCName': '臺指選W2111;15900賣權',\n",
       "    'DispEName': 'TX2111;15900P',\n",
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       "    'CBidSize1': '1',\n",
       "    'CAskPrice1': '235.000',\n",
       "    'CAskSize1': '1',\n",
       "    'CTotalVolume': '611',\n",
       "    'COpenPrice': '212.000',\n",
       "    'CHighPrice': '268.000',\n",
       "    'CLowPrice': '190.000',\n",
       "    'CLastPrice': '229.000',\n",
       "    'CRefPrice': '212.000',\n",
       "    'CCeilPrice': '1940.000',\n",
       "    'CFloorPrice': '0.100',\n",
       "    'CP': 'C',\n",
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       "    'SettlementPrice': '',\n",
       "    'OpenInterest': '',\n",
       "    'CDate': '20211105',\n",
       "    'CTime': '043619',\n",
       "    'SpotWeights': '1.0',\n",
       "    'CTestTime': '',\n",
       "    'CBestBidPrice': '223.000',\n",
       "    'CBestAskPrice': '235.000',\n",
       "    'CBestBidSize': '1',\n",
       "    'CBestAskSize': '1'},\n",
       "   {'SymbolID': 'TX217100W1-N',\n",
       "    'SpotID': '',\n",
       "    'DispCName': '臺指選W2111;17100賣權',\n",
       "    'DispEName': 'TX2111;17100P',\n",
       "    'Status': 'TC',\n",
       "    'CBidPrice1': '21.500',\n",
       "    'CBidSize1': '6',\n",
       "    'CAskPrice1': '25.500',\n",
       "    'CAskSize1': '1',\n",
       "    'CTotalVolume': '6781',\n",
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       "    'CHighPrice': '42.500',\n",
       "    'CLowPrice': '21.500',\n",
       "    'CLastPrice': '21.500',\n",
       "    'CRefPrice': '36.000',\n",
       "    'CCeilPrice': '1760.000',\n",
       "    'CFloorPrice': '0.100',\n",
       "    'CP': 'P',\n",
       "    'StrikePrice': '17100',\n",
       "    'SettlementPrice': '',\n",
       "    'OpenInterest': '',\n",
       "    'CDate': '20211105',\n",
       "    'CTime': '045959',\n",
       "    'SpotWeights': '1.0',\n",
       "    'CTestTime': '',\n",
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       "    'CBestAskPrice': '25.500',\n",
       "    'CBestBidSize': '6',\n",
       "    'CBestAskSize': '1'},\n",
       "   {'SymbolID': 'TX217150K1-N',\n",
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       "    'DispCName': '臺指選W2111;17150買權',\n",
       "    'DispEName': 'TX2111;17150C',\n",
       "    'Status': 'TC',\n",
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       "    'CBidSize1': '1',\n",
       "    'CAskPrice1': '190.000',\n",
       "    'CAskSize1': '3',\n",
       "    'CTotalVolume': '1692',\n",
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       "    'CHighPrice': '228.000',\n",
       "    'CLowPrice': '153.000',\n",
       "    'CLastPrice': '189.000',\n",
       "    'CRefPrice': '173.000',\n",
       "    'CCeilPrice': '1900.000',\n",
       "    'CFloorPrice': '0.100',\n",
       "    'CP': 'C',\n",
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       "    'SettlementPrice': '',\n",
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       "    'CDate': '20211105',\n",
       "    'CTime': '045637',\n",
       "    'SpotWeights': '1.0',\n",
       "    'CTestTime': '',\n",
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       "    'CBestAskPrice': '190.000',\n",
       "    'CBestBidSize': '1',\n",
       "    'CBestAskSize': '3'},\n",
       "   {'SymbolID': 'TX217150W1-N',\n",
       "    'SpotID': '',\n",
       "    'DispCName': '臺指選W2111;17150賣權',\n",
       "    'DispEName': 'TX2111;17150P',\n",
       "    'Status': 'TC',\n",
       "    'CBidPrice1': '31.000',\n",
       "    'CBidSize1': '10',\n",
       "    'CAskPrice1': '32.500',\n",
       "    'CAskSize1': '5',\n",
       "    'CTotalVolume': '5901',\n",
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       "    'CHighPrice': '56.000',\n",
       "    'CLowPrice': '29.500',\n",
       "    'CLastPrice': '32.500',\n",
       "    'CRefPrice': '48.000',\n",
       "    'CCeilPrice': '1770.000',\n",
       "    'CFloorPrice': '0.100',\n",
       "    'CP': 'P',\n",
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       "    'SettlementPrice': '',\n",
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       "    'CDate': '20211105',\n",
       "    'CTime': '045937',\n",
       "    'SpotWeights': '1.0',\n",
       "    'CTestTime': '',\n",
       "    'CBestBidPrice': '31.000',\n",
       "    'CBestAskPrice': '32.500',\n",
       "    'CBestBidSize': '10',\n",
       "    'CBestAskSize': '5'},\n",
       "   {'SymbolID': 'TX217200K1-N',\n",
       "    'SpotID': '',\n",
       "    'DispCName': '臺指選W2111;17200買權',\n",
       "    'DispEName': 'TX2111;17200C',\n",
       "    'Status': 'TC',\n",
       "    'CBidPrice1': '144.000',\n",
       "    'CBidSize1': '1',\n",
       "    'CAskPrice1': '147.000',\n",
       "    'CAskSize1': '4',\n",
       "    'CTotalVolume': '3588',\n",
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       "    'CHighPrice': '188.000',\n",
       "    'CLowPrice': '118.000',\n",
       "    'CLastPrice': '144.000',\n",
       "    'CRefPrice': '138.000',\n",
       "    'CCeilPrice': '1860.000',\n",
       "    'CFloorPrice': '0.100',\n",
       "    'CP': 'C',\n",
       "    'StrikePrice': '17200',\n",
       "    'SettlementPrice': '',\n",
       "    'OpenInterest': '',\n",
       "    'CDate': '20211105',\n",
       "    'CTime': '045659',\n",
       "    'SpotWeights': '1.0',\n",
       "    'CTestTime': '',\n",
       "    'CBestBidPrice': '144.000',\n",
       "    'CBestAskPrice': '147.000',\n",
       "    'CBestBidSize': '1',\n",
       "    'CBestAskSize': '4'},\n",
       "   {'SymbolID': 'TX217200W1-N',\n",
       "    'SpotID': '',\n",
       "    'DispCName': '臺指選W2111;17200賣權',\n",
       "    'DispEName': 'TX2111;17200P',\n",
       "    'Status': 'TC',\n",
       "    'CBidPrice1': '41.500',\n",
       "    'CBidSize1': '1',\n",
       "    'CAskPrice1': '42.000',\n",
       "    'CAskSize1': '5',\n",
       "    'CTotalVolume': '9364',\n",
       "    'COpenPrice': '61.000',\n",
       "    'CHighPrice': '73.000',\n",
       "    'CLowPrice': '36.500',\n",
       "    'CLastPrice': '42.000',\n",
       "    'CRefPrice': '63.000',\n",
       "    'CCeilPrice': '1790.000',\n",
       "    'CFloorPrice': '0.100',\n",
       "    'CP': 'P',\n",
       "    'StrikePrice': '17200',\n",
       "    'SettlementPrice': '',\n",
       "    'OpenInterest': '',\n",
       "    'CDate': '20211105',\n",
       "    'CTime': '045948',\n",
       "    'SpotWeights': '1.0',\n",
       "    'CTestTime': '',\n",
       "    'CBestBidPrice': '41.500',\n",
       "    'CBestAskPrice': '42.000',\n",
       "    'CBestBidSize': '1',\n",
       "    'CBestAskSize': '5'},\n",
       "   {'SymbolID': 'TX217250K1-N',\n",
       "    'SpotID': '',\n",
       "    'DispCName': '臺指選W2111;17250買權',\n",
       "    'DispEName': 'TX2111;17250C',\n",
       "    'Status': 'TC',\n",
       "    'CBidPrice1': '112.000',\n",
       "    'CBidSize1': '1',\n",
       "    'CAskPrice1': '120.000',\n",
       "    'CAskSize1': '3',\n",
       "    'CTotalVolume': '4985',\n",
       "    'COpenPrice': '108.000',\n",
       "    'CHighPrice': '151.000',\n",
       "    'CLowPrice': '89.000',\n",
       "    'CLastPrice': '111.000',\n",
       "    'CRefPrice': '107.000',\n",
       "    'CCeilPrice': '1830.000',\n",
       "    'CFloorPrice': '0.100',\n",
       "    'CP': 'C',\n",
       "    'StrikePrice': '17250',\n",
       "    'SettlementPrice': '',\n",
       "    'OpenInterest': '',\n",
       "    'CDate': '20211105',\n",
       "    'CTime': '045947',\n",
       "    'SpotWeights': '1.0',\n",
       "    'CTestTime': '',\n",
       "    'CBestBidPrice': '112.000',\n",
       "    'CBestAskPrice': '120.000',\n",
       "    'CBestBidSize': '1',\n",
       "    'CBestAskSize': '3'},\n",
       "   {'SymbolID': 'TX217250W1-N',\n",
       "    'SpotID': '',\n",
       "    'DispCName': '臺指選W2111;17250賣權',\n",
       "    'DispEName': 'TX2111;17250P',\n",
       "    'Status': 'TC',\n",
       "    'CBidPrice1': '55.000',\n",
       "    'CBidSize1': '1',\n",
       "    'CAskPrice1': '57.000',\n",
       "    'CAskSize1': '16',\n",
       "    'CTotalVolume': '7061',\n",
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       "    'CHighPrice': '96.000',\n",
       "    'CLowPrice': '53.000',\n",
       "    'CLastPrice': '56.000',\n",
       "    'CRefPrice': '82.000',\n",
       "    'CCeilPrice': '1810.000',\n",
       "    'CFloorPrice': '0.100',\n",
       "    'CP': 'P',\n",
       "    'StrikePrice': '17250',\n",
       "    'SettlementPrice': '',\n",
       "    'OpenInterest': '',\n",
       "    'CDate': '20211105',\n",
       "    'CTime': '045958',\n",
       "    'SpotWeights': '1.0',\n",
       "    'CTestTime': '',\n",
       "    'CBestBidPrice': '55.000',\n",
       "    'CBestAskPrice': '57.000',\n",
       "    'CBestBidSize': '1',\n",
       "    'CBestAskSize': '16'},\n",
       "   {'SymbolID': 'TX217300K1-N',\n",
       "    'SpotID': '',\n",
       "    'DispCName': '臺指選W2111;17300買權',\n",
       "    'DispEName': 'TX2111;17300C',\n",
       "    'Status': 'TC',\n",
       "    'CBidPrice1': '82.000',\n",
       "    'CBidSize1': '1',\n",
       "    'CAskPrice1': '83.000',\n",
       "    'CAskSize1': '1',\n",
       "    'CTotalVolume': '13373',\n",
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       "    'CHighPrice': '120.000',\n",
       "    'CLowPrice': '66.000',\n",
       "    'CLastPrice': '82.000',\n",
       "    'CRefPrice': '81.000',\n",
       "    'CCeilPrice': '1810.000',\n",
       "    'CFloorPrice': '0.100',\n",
       "    'CP': 'C',\n",
       "    'StrikePrice': '17300',\n",
       "    'SettlementPrice': '',\n",
       "    'OpenInterest': '',\n",
       "    'CDate': '20211105',\n",
       "    'CTime': '045958',\n",
       "    'SpotWeights': '1.0',\n",
       "    'CTestTime': '145955',\n",
       "    'CBestBidPrice': '82.000',\n",
       "    'CBestAskPrice': '83.000',\n",
       "    'CBestBidSize': '1',\n",
       "    'CBestAskSize': '1'},\n",
       "   {'SymbolID': 'TX217300W1-N',\n",
       "    'SpotID': '',\n",
       "    'DispCName': '臺指選W2111;17300賣權',\n",
       "    'DispEName': 'TX2111;17300P',\n",
       "    'Status': 'TC',\n",
       "    'CBidPrice1': '79.000',\n",
       "    'CBidSize1': '1',\n",
       "    'CAskPrice1': '80.000',\n",
       "    'CAskSize1': '1',\n",
       "    'CTotalVolume': '9293',\n",
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       "    'CHighPrice': '120.000',\n",
       "    'CLowPrice': '71.000',\n",
       "    'CLastPrice': '79.000',\n",
       "    'CRefPrice': '106.000',\n",
       "    'CCeilPrice': '1830.000',\n",
       "    'CFloorPrice': '0.100',\n",
       "    'CP': 'P',\n",
       "    'StrikePrice': '17300',\n",
       "    'SettlementPrice': '',\n",
       "    'OpenInterest': '',\n",
       "    'CDate': '20211105',\n",
       "    'CTime': '045947',\n",
       "    'SpotWeights': '1.0',\n",
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       "    'CBestBidPrice': '79.000',\n",
       "    'CBestAskPrice': '80.000',\n",
       "    'CBestBidSize': '1',\n",
       "    'CBestAskSize': '1'},\n",
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       "    'SpotID': '',\n",
       "    'DispCName': '臺指選W2111;17350買權',\n",
       "    'DispEName': 'TX2111;17350C',\n",
       "    'Status': 'TC',\n",
       "    'CBidPrice1': '61.000',\n",
       "    'CBidSize1': '2',\n",
       "    'CAskPrice1': '63.000',\n",
       "    'CAskSize1': '1',\n",
       "    'CTotalVolume': '10213',\n",
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       "    'CHighPrice': '91.000',\n",
       "    'CLowPrice': '47.000',\n",
       "    'CLastPrice': '61.000',\n",
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       "    'CCeilPrice': '1780.000',\n",
       "    'CFloorPrice': '0.100',\n",
       "    'CP': 'C',\n",
       "    'StrikePrice': '17350',\n",
       "    'SettlementPrice': '',\n",
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       "    'CDate': '20211105',\n",
       "    'CTime': '045927',\n",
       "    'SpotWeights': '1.0',\n",
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       "    'CBestAskPrice': '63.000',\n",
       "    'CBestBidSize': '2',\n",
       "    'CBestAskSize': '1'},\n",
       "   {'SymbolID': 'TX217350W1-N',\n",
       "    'SpotID': '',\n",
       "    'DispCName': '臺指選W2111;17350賣權',\n",
       "    'DispEName': 'TX2111;17350P',\n",
       "    'Status': 'TC',\n",
       "    'CBidPrice1': '102.000',\n",
       "    'CBidSize1': '1',\n",
       "    'CAskPrice1': '111.000',\n",
       "    'CAskSize1': '2',\n",
       "    'CTotalVolume': '4353',\n",
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       "    'CHighPrice': '153.000',\n",
       "    'CLowPrice': '92.000',\n",
       "    'CLastPrice': '105.000',\n",
       "    'CRefPrice': '135.000',\n",
       "    'CCeilPrice': '1860.000',\n",
       "    'CFloorPrice': '0.100',\n",
       "    'CP': 'P',\n",
       "    'StrikePrice': '17350',\n",
       "    'SettlementPrice': '',\n",
       "    'OpenInterest': '',\n",
       "    'CDate': '20211105',\n",
       "    'CTime': '045957',\n",
       "    'SpotWeights': '1.0',\n",
       "    'CTestTime': '',\n",
       "    'CBestBidPrice': '102.000',\n",
       "    'CBestAskPrice': '111.000',\n",
       "    'CBestBidSize': '1',\n",
       "    'CBestAskSize': '2'},\n",
       "   {'SymbolID': 'TX217400K1-N',\n",
       "    'SpotID': '',\n",
       "    'DispCName': '臺指選W2111;17400買權',\n",
       "    'DispEName': 'TX2111;17400C',\n",
       "    'Status': 'TC',\n",
       "    'CBidPrice1': '42.000',\n",
       "    'CBidSize1': '5',\n",
       "    'CAskPrice1': '43.500',\n",
       "    'CAskSize1': '1',\n",
       "    'CTotalVolume': '10991',\n",
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       "    'CHighPrice': '66.000',\n",
       "    'CLowPrice': '32.000',\n",
       "    'CLastPrice': '43.000',\n",
       "    'CRefPrice': '42.000',\n",
       "    'CCeilPrice': '1770.000',\n",
       "    'CFloorPrice': '0.100',\n",
       "    'CP': 'C',\n",
       "    'StrikePrice': '17400',\n",
       "    'SettlementPrice': '',\n",
       "    'OpenInterest': '',\n",
       "    'CDate': '20211105',\n",
       "    'CTime': '045955',\n",
       "    'SpotWeights': '1.0',\n",
       "    'CTestTime': '',\n",
       "    'CBestBidPrice': '42.000',\n",
       "    'CBestAskPrice': '43.500',\n",
       "    'CBestBidSize': '5',\n",
       "    'CBestAskSize': '1'},\n",
       "   {'SymbolID': 'TX217400W1-N',\n",
       "    'SpotID': '',\n",
       "    'DispCName': '臺指選W2111;17400賣權',\n",
       "    'DispEName': 'TX2111;17400P',\n",
       "    'Status': 'TC',\n",
       "    'CBidPrice1': '137.000',\n",
       "    'CBidSize1': '1',\n",
       "    'CAskPrice1': '139.000',\n",
       "    'CAskSize1': '22',\n",
       "    'CTotalVolume': '2254',\n",
       "    'COpenPrice': '164.000',\n",
       "    'CHighPrice': '185.000',\n",
       "    'CLowPrice': '118.000',\n",
       "    'CLastPrice': '143.000',\n",
       "    'CRefPrice': '166.000',\n",
       "    'CCeilPrice': '1890.000',\n",
       "    'CFloorPrice': '0.100',\n",
       "    'CP': 'P',\n",
       "    'StrikePrice': '17400',\n",
       "    'SettlementPrice': '',\n",
       "    'OpenInterest': '',\n",
       "    'CDate': '20211105',\n",
       "    'CTime': '042812',\n",
       "    'SpotWeights': '1.0',\n",
       "    'CTestTime': '',\n",
       "    'CBestBidPrice': '137.000',\n",
       "    'CBestAskPrice': '139.000',\n",
       "    'CBestBidSize': '1',\n",
       "    'CBestAskSize': '22'},\n",
       "   {'SymbolID': 'TX217450K1-N',\n",
       "    'SpotID': '',\n",
       "    'DispCName': '臺指選W2111;17450買權',\n",
       "    'DispEName': 'TX2111;17450C',\n",
       "    'Status': 'TC',\n",
       "    'CBidPrice1': '31.500',\n",
       "    'CBidSize1': '12',\n",
       "    'CAskPrice1': '32.000',\n",
       "    'CAskSize1': '12',\n",
       "    'CTotalVolume': '8348',\n",
       "    'COpenPrice': '29.000',\n",
       "    'CHighPrice': '48.000',\n",
       "    'CLowPrice': '20.500',\n",
       "    'CLastPrice': '31.500',\n",
       "    'CRefPrice': '29.500',\n",
       "    'CCeilPrice': '1750.000',\n",
       "    'CFloorPrice': '0.100',\n",
       "    'CP': 'C',\n",
       "    'StrikePrice': '17450',\n",
       "    'SettlementPrice': '',\n",
       "    'OpenInterest': '',\n",
       "    'CDate': '20211105',\n",
       "    'CTime': '045835',\n",
       "    'SpotWeights': '1.0',\n",
       "    'CTestTime': '',\n",
       "    'CBestBidPrice': '31.500',\n",
       "    'CBestAskPrice': '32.000',\n",
       "    'CBestBidSize': '12',\n",
       "    'CBestAskSize': '12'},\n",
       "   {'SymbolID': 'TX217450W1-N',\n",
       "    'SpotID': '',\n",
       "    'DispCName': '臺指選W2111;17450賣權',\n",
       "    'DispEName': 'TX2111;17450P',\n",
       "    'Status': 'TC',\n",
       "    'CBidPrice1': '156.000',\n",
       "    'CBidSize1': '3',\n",
       "    'CAskPrice1': '204.000',\n",
       "    'CAskSize1': '2',\n",
       "    'CTotalVolume': '612',\n",
       "    'COpenPrice': '204.000',\n",
       "    'CHighPrice': '220.000',\n",
       "    'CLowPrice': '150.000',\n",
       "    'CLastPrice': '193.000',\n",
       "    'CRefPrice': '204.000',\n",
       "    'CCeilPrice': '1930.000',\n",
       "    'CFloorPrice': '0.100',\n",
       "    'CP': 'P',\n",
       "    'StrikePrice': '17450',\n",
       "    'SettlementPrice': '',\n",
       "    'OpenInterest': '',\n",
       "    'CDate': '20211105',\n",
       "    'CTime': '020059',\n",
       "    'SpotWeights': '1.0',\n",
       "    'CTestTime': '',\n",
       "    'CBestBidPrice': '156.000',\n",
       "    'CBestAskPrice': '204.000',\n",
       "    'CBestBidSize': '3',\n",
       "    'CBestAskSize': '2'},\n",
       "   {'SymbolID': 'TX217500K1-N',\n",
       "    'SpotID': '',\n",
       "    'DispCName': '臺指選W2111;17500買權',\n",
       "    'DispEName': 'TX2111;17500C',\n",
       "    'Status': 'TC',\n",
       "    'CBidPrice1': '20.000',\n",
       "    'CBidSize1': '21',\n",
       "    'CAskPrice1': '20.500',\n",
       "    'CAskSize1': '14',\n",
       "    'CTotalVolume': '8787',\n",
       "    'COpenPrice': '19.000',\n",
       "    'CHighPrice': '32.500',\n",
       "    'CLowPrice': '14.000',\n",
       "    'CLastPrice': '20.000',\n",
       "    'CRefPrice': '18.500',\n",
       "    'CCeilPrice': '1740.000',\n",
       "    'CFloorPrice': '0.100',\n",
       "    'CP': 'C',\n",
       "    'StrikePrice': '17500',\n",
       "    'SettlementPrice': '',\n",
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       "    'CDate': '20211105',\n",
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       "    'CBestBidSize': '21',\n",
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       "    'CHighPrice': '265.000',\n",
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       "    'CLastPrice': '214.000',\n",
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       "    'CBestBidSize': '1',\n",
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       "    'DispEName': 'TX2111;17550C',\n",
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       "    'CAskPrice1': '12.500',\n",
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       "    'DispEName': 'TX2111;17550P',\n",
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       "    'DispEName': 'TX2111;17600P',\n",
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       "    'DispEName': 'TX2111;17800P',\n",
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       "    'DispEName': 'TX2111;17900C',\n",
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       "    'DispCName': '臺指選W2111;17900賣權',\n",
       "    'DispEName': 'TX2111;17900P',\n",
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       "    'DispEName': 'TX2111;18000P',\n",
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       "    'DispEName': 'TX2111;18100P',\n",
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       "    'DispEName': 'TX2111;18200C',\n",
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       "    'DispCName': '臺指選W2111;18200賣權',\n",
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       "   {'SymbolID': 'TX218400W1-N',\n",
       "    'SpotID': '',\n",
       "    'DispCName': '臺指選W2111;18400賣權',\n",
       "    'DispEName': 'TX2111;18400P',\n",
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       "    'CTotalVolume': '',\n",
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       "    'CFloorPrice': '0.100',\n",
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       "    'CDate': '20211105',\n",
       "    'CTime': '',\n",
       "    'SpotWeights': '1.0',\n",
       "    'CTestTime': '',\n",
       "    'CBestBidPrice': '81.000',\n",
       "    'CBestAskPrice': '0.000',\n",
       "    'CBestBidSize': '1',\n",
       "    'CBestAskSize': '0'},\n",
       "   {'SymbolID': 'TX218500K1-N',\n",
       "    'SpotID': '',\n",
       "    'DispCName': '臺指選W2111;18500買權',\n",
       "    'DispEName': 'TX2111;18500C',\n",
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       "    'CHighPrice': '0.000',\n",
       "    'CLowPrice': '0.000',\n",
       "    'CLastPrice': '',\n",
       "    'CRefPrice': '0.100',\n",
       "    'CCeilPrice': '1720.000',\n",
       "    'CFloorPrice': '0.100',\n",
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       "    'CDate': '20211105',\n",
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       "   {'SymbolID': 'TX218500W1-N',\n",
       "    'SpotID': '',\n",
       "    'DispCName': '臺指選W2111;18500賣權',\n",
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       "    'CCeilPrice': '2950.000',\n",
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       "    'CP': 'P',\n",
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       "    'CDate': '20211105',\n",
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       "   {'SymbolID': 'TX218600K1-N',\n",
       "    'SpotID': '',\n",
       "    'DispCName': '臺指選W2111;18600買權',\n",
       "    'DispEName': 'TX2111;18600C',\n",
       "    'Status': 'TC',\n",
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       "    'CBidSize1': '',\n",
       "    'CAskPrice1': '0.500',\n",
       "    'CAskSize1': '1',\n",
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       "    'COpenPrice': '0.000',\n",
       "    'CHighPrice': '0.000',\n",
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       "    'CRefPrice': '0.100',\n",
       "    'CCeilPrice': '1720.000',\n",
       "    'CFloorPrice': '0.100',\n",
       "    'CP': 'C',\n",
       "    'StrikePrice': '18600',\n",
       "    'SettlementPrice': '',\n",
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       "    'CDate': '20211105',\n",
       "    'CTime': '',\n",
       "    'SpotWeights': '1.0',\n",
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       "    'CBestAskPrice': '0.500',\n",
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       "   {'SymbolID': 'TX218600W1-N',\n",
       "    'SpotID': '',\n",
       "    'DispCName': '臺指選W2111;18600賣權',\n",
       "    'DispEName': 'TX2111;18600P',\n",
       "    'Status': 'TC',\n",
       "    'CBidPrice1': '83.000',\n",
       "    'CBidSize1': '3',\n",
       "    'CAskPrice1': '0.000',\n",
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       "    'CTotalVolume': '',\n",
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       "    'CHighPrice': '0.000',\n",
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       "    'CLastPrice': '',\n",
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       "    'CCeilPrice': '3050.000',\n",
       "    'CFloorPrice': '0.100',\n",
       "    'CP': 'P',\n",
       "    'StrikePrice': '18600',\n",
       "    'SettlementPrice': '',\n",
       "    'OpenInterest': '',\n",
       "    'CDate': '20211105',\n",
       "    'CTime': '',\n",
       "    'SpotWeights': '1.0',\n",
       "    'CTestTime': '',\n",
       "    'CBestBidPrice': '83.000',\n",
       "    'CBestAskPrice': '0.000',\n",
       "    'CBestBidSize': '3',\n",
       "    'CBestAskSize': '0'},\n",
       "   {'SymbolID': 'TX218700K1-N',\n",
       "    'SpotID': '',\n",
       "    'DispCName': '臺指選W2111;18700買權',\n",
       "    'DispEName': 'TX2111;18700C',\n",
       "    'Status': 'TC',\n",
       "    'CBidPrice1': '',\n",
       "    'CBidSize1': '',\n",
       "    'CAskPrice1': '0.500',\n",
       "    'CAskSize1': '1',\n",
       "    'CTotalVolume': '',\n",
       "    'COpenPrice': '0.000',\n",
       "    'CHighPrice': '0.000',\n",
       "    'CLowPrice': '0.000',\n",
       "    'CLastPrice': '',\n",
       "    'CRefPrice': '0.100',\n",
       "    'CCeilPrice': '1720.000',\n",
       "    'CFloorPrice': '0.100',\n",
       "    'CP': 'C',\n",
       "    'StrikePrice': '18700',\n",
       "    'SettlementPrice': '',\n",
       "    'OpenInterest': '',\n",
       "    'CDate': '20211105',\n",
       "    'CTime': '',\n",
       "    'SpotWeights': '1.0',\n",
       "    'CTestTime': '',\n",
       "    'CBestBidPrice': '',\n",
       "    'CBestAskPrice': '0.500',\n",
       "    'CBestBidSize': '',\n",
       "    'CBestAskSize': '1'},\n",
       "   {'SymbolID': 'TX218700W1-N',\n",
       "    'SpotID': '',\n",
       "    'DispCName': '臺指選W2111;18700賣權',\n",
       "    'DispEName': 'TX2111;18700P',\n",
       "    'Status': 'TC',\n",
       "    'CBidPrice1': '92.000',\n",
       "    'CBidSize1': '3',\n",
       "    'CAskPrice1': '0.000',\n",
       "    'CAskSize1': '0',\n",
       "    'CTotalVolume': '',\n",
       "    'COpenPrice': '0.000',\n",
       "    'CHighPrice': '0.000',\n",
       "    'CLowPrice': '0.000',\n",
       "    'CLastPrice': '',\n",
       "    'CRefPrice': '1430.000',\n",
       "    'CCeilPrice': '3150.000',\n",
       "    'CFloorPrice': '0.100',\n",
       "    'CP': 'P',\n",
       "    'StrikePrice': '18700',\n",
       "    'SettlementPrice': '',\n",
       "    'OpenInterest': '',\n",
       "    'CDate': '20211105',\n",
       "    'CTime': '',\n",
       "    'SpotWeights': '1.0',\n",
       "    'CTestTime': '',\n",
       "    'CBestBidPrice': '92.000',\n",
       "    'CBestAskPrice': '0.000',\n",
       "    'CBestBidSize': '3',\n",
       "    'CBestAskSize': '0'},\n",
       "   {'SymbolID': 'TX218800K1-N',\n",
       "    'SpotID': '',\n",
       "    'DispCName': '臺指選W2111;18800買權',\n",
       "    'DispEName': 'TX2111;18800C',\n",
       "    'Status': 'TC',\n",
       "    'CBidPrice1': '0.000',\n",
       "    'CBidSize1': '0',\n",
       "    'CAskPrice1': '0.500',\n",
       "    'CAskSize1': '10',\n",
       "    'CTotalVolume': '',\n",
       "    'COpenPrice': '0.000',\n",
       "    'CHighPrice': '0.000',\n",
       "    'CLowPrice': '0.000',\n",
       "    'CLastPrice': '',\n",
       "    'CRefPrice': '0.100',\n",
       "    'CCeilPrice': '1720.000',\n",
       "    'CFloorPrice': '0.100',\n",
       "    'CP': 'C',\n",
       "    'StrikePrice': '18800',\n",
       "    'SettlementPrice': '',\n",
       "    'OpenInterest': '',\n",
       "    'CDate': '20211105',\n",
       "    'CTime': '',\n",
       "    'SpotWeights': '1.0',\n",
       "    'CTestTime': '',\n",
       "    'CBestBidPrice': '0.000',\n",
       "    'CBestAskPrice': '0.500',\n",
       "    'CBestBidSize': '0',\n",
       "    'CBestAskSize': '10'},\n",
       "   {'SymbolID': 'TX218800W1-N',\n",
       "    'SpotID': '',\n",
       "    'DispCName': '臺指選W2111;18800賣權',\n",
       "    'DispEName': 'TX2111;18800P',\n",
       "    'Status': 'TC',\n",
       "    'CBidPrice1': '89.000',\n",
       "    'CBidSize1': '1',\n",
       "    'CAskPrice1': '0.000',\n",
       "    'CAskSize1': '0',\n",
       "    'CTotalVolume': '',\n",
       "    'COpenPrice': '0.000',\n",
       "    'CHighPrice': '0.000',\n",
       "    'CLowPrice': '0.000',\n",
       "    'CLastPrice': '',\n",
       "    'CRefPrice': '1530.000',\n",
       "    'CCeilPrice': '3250.000',\n",
       "    'CFloorPrice': '0.100',\n",
       "    'CP': 'P',\n",
       "    'StrikePrice': '18800',\n",
       "    'SettlementPrice': '',\n",
       "    'OpenInterest': '',\n",
       "    'CDate': '20211105',\n",
       "    'CTime': '',\n",
       "    'SpotWeights': '1.0',\n",
       "    'CTestTime': '',\n",
       "    'CBestBidPrice': '89.000',\n",
       "    'CBestAskPrice': '0.000',\n",
       "    'CBestBidSize': '1',\n",
       "    'CBestAskSize': '0'},\n",
       "   {'SymbolID': 'TX218900K1-N',\n",
       "    'SpotID': '',\n",
       "    'DispCName': '臺指選W2111;18900買權',\n",
       "    'DispEName': 'TX2111;18900C',\n",
       "    'Status': 'TC',\n",
       "    'CBidPrice1': '',\n",
       "    'CBidSize1': '',\n",
       "    'CAskPrice1': '0.500',\n",
       "    'CAskSize1': '9',\n",
       "    'CTotalVolume': '1',\n",
       "    'COpenPrice': '0.500',\n",
       "    'CHighPrice': '0.500',\n",
       "    'CLowPrice': '0.500',\n",
       "    'CLastPrice': '0.500',\n",
       "    'CRefPrice': '0.100',\n",
       "    'CCeilPrice': '1720.000',\n",
       "    'CFloorPrice': '0.100',\n",
       "    'CP': 'C',\n",
       "    'StrikePrice': '18900',\n",
       "    'SettlementPrice': '',\n",
       "    'OpenInterest': '',\n",
       "    'CDate': '20211105',\n",
       "    'CTime': '201420',\n",
       "    'SpotWeights': '1.0',\n",
       "    'CTestTime': '',\n",
       "    'CBestBidPrice': '',\n",
       "    'CBestAskPrice': '0.500',\n",
       "    'CBestBidSize': '',\n",
       "    'CBestAskSize': '9'},\n",
       "   {'SymbolID': 'TX218900W1-N',\n",
       "    'SpotID': '',\n",
       "    'DispCName': '臺指選W2111;18900賣權',\n",
       "    'DispEName': 'TX2111;18900P',\n",
       "    'Status': 'TC',\n",
       "    'CBidPrice1': '99.000',\n",
       "    'CBidSize1': '2',\n",
       "    'CAskPrice1': '0.000',\n",
       "    'CAskSize1': '0',\n",
       "    'CTotalVolume': '',\n",
       "    'COpenPrice': '0.000',\n",
       "    'CHighPrice': '0.000',\n",
       "    'CLowPrice': '0.000',\n",
       "    'CLastPrice': '',\n",
       "    'CRefPrice': '1630.000',\n",
       "    'CCeilPrice': '3350.000',\n",
       "    'CFloorPrice': '0.100',\n",
       "    'CP': 'P',\n",
       "    'StrikePrice': '18900',\n",
       "    'SettlementPrice': '',\n",
       "    'OpenInterest': '',\n",
       "    'CDate': '20211105',\n",
       "    'CTime': '',\n",
       "    'SpotWeights': '1.0',\n",
       "    'CTestTime': '',\n",
       "    'CBestBidPrice': '99.000',\n",
       "    'CBestAskPrice': '0.000',\n",
       "    'CBestBidSize': '2',\n",
       "    'CBestAskSize': '0'}]}}"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = res.json()\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "b786b04c-0bbf-44c4-a44a-a3586fbeab14",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>SymbolID</th>\n",
       "      <th>SpotID</th>\n",
       "      <th>DispCName</th>\n",
       "      <th>DispEName</th>\n",
       "      <th>Status</th>\n",
       "      <th>CBidPrice1</th>\n",
       "      <th>CBidSize1</th>\n",
       "      <th>CAskPrice1</th>\n",
       "      <th>CAskSize1</th>\n",
       "      <th>CTotalVolume</th>\n",
       "      <th>...</th>\n",
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       "      <th>OpenInterest</th>\n",
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       "      <th>CTime</th>\n",
       "      <th>SpotWeights</th>\n",
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       "      <th>CBestBidPrice</th>\n",
       "      <th>CBestAskPrice</th>\n",
       "      <th>CBestBidSize</th>\n",
       "      <th>CBestAskSize</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>TX215300K1-N</td>\n",
       "      <td></td>\n",
       "      <td>臺指選W2111;15300買權</td>\n",
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       "      <td></td>\n",
       "      <td>20211105</td>\n",
       "      <td></td>\n",
       "      <td>1.0</td>\n",
       "      <td></td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>TX215300W1-N</td>\n",
       "      <td></td>\n",
       "      <td>臺指選W2111;15300賣權</td>\n",
       "      <td>TX2111;15300P</td>\n",
       "      <td>TC</td>\n",
       "      <td>0.100</td>\n",
       "      <td>10</td>\n",
       "      <td>0.600</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>20211105</td>\n",
       "      <td>165331</td>\n",
       "      <td>1.0</td>\n",
       "      <td></td>\n",
       "      <td>0.100</td>\n",
       "      <td>0.600</td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>TX215400K1-N</td>\n",
       "      <td></td>\n",
       "      <td>臺指選W2111;15400買權</td>\n",
       "      <td>TX2111;15400C</td>\n",
       "      <td>TC</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>20211105</td>\n",
       "      <td></td>\n",
       "      <td>1.0</td>\n",
       "      <td></td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>TX215400W1-N</td>\n",
       "      <td></td>\n",
       "      <td>臺指選W2111;15400賣權</td>\n",
       "      <td>TX2111;15400P</td>\n",
       "      <td>TC</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0</td>\n",
       "      <td>1.900</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>20211105</td>\n",
       "      <td></td>\n",
       "      <td>1.0</td>\n",
       "      <td></td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.900</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>TX215500K1-N</td>\n",
       "      <td></td>\n",
       "      <td>臺指選W2111;15500買權</td>\n",
       "      <td>TX2111;15500C</td>\n",
       "      <td>TC</td>\n",
       "      <td>41.000</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>20211105</td>\n",
       "      <td></td>\n",
       "      <td>1.0</td>\n",
       "      <td></td>\n",
       "      <td>41.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>TX218700W1-N</td>\n",
       "      <td></td>\n",
       "      <td>臺指選W2111;18700賣權</td>\n",
       "      <td>TX2111;18700P</td>\n",
       "      <td>TC</td>\n",
       "      <td>92.000</td>\n",
       "      <td>3</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>20211105</td>\n",
       "      <td></td>\n",
       "      <td>1.0</td>\n",
       "      <td></td>\n",
       "      <td>92.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>TX218800K1-N</td>\n",
       "      <td></td>\n",
       "      <td>臺指選W2111;18800買權</td>\n",
       "      <td>TX2111;18800C</td>\n",
       "      <td>TC</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.500</td>\n",
       "      <td>10</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>20211105</td>\n",
       "      <td></td>\n",
       "      <td>1.0</td>\n",
       "      <td></td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.500</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>TX218800W1-N</td>\n",
       "      <td></td>\n",
       "      <td>臺指選W2111;18800賣權</td>\n",
       "      <td>TX2111;18800P</td>\n",
       "      <td>TC</td>\n",
       "      <td>89.000</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>20211105</td>\n",
       "      <td></td>\n",
       "      <td>1.0</td>\n",
       "      <td></td>\n",
       "      <td>89.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>TX218900K1-N</td>\n",
       "      <td></td>\n",
       "      <td>臺指選W2111;18900買權</td>\n",
       "      <td>TX2111;18900C</td>\n",
       "      <td>TC</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>0.500</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>20211105</td>\n",
       "      <td>201420</td>\n",
       "      <td>1.0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>0.500</td>\n",
       "      <td></td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>TX218900W1-N</td>\n",
       "      <td></td>\n",
       "      <td>臺指選W2111;18900賣權</td>\n",
       "      <td>TX2111;18900P</td>\n",
       "      <td>TC</td>\n",
       "      <td>99.000</td>\n",
       "      <td>2</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>20211105</td>\n",
       "      <td></td>\n",
       "      <td>1.0</td>\n",
       "      <td></td>\n",
       "      <td>99.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>94 rows × 29 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        SymbolID SpotID         DispCName      DispEName Status CBidPrice1  \\\n",
       "0   TX215300K1-N         臺指選W2111;15300買權  TX2111;15300C     TC      0.000   \n",
       "1   TX215300W1-N         臺指選W2111;15300賣權  TX2111;15300P     TC      0.100   \n",
       "2   TX215400K1-N         臺指選W2111;15400買權  TX2111;15400C     TC      0.000   \n",
       "3   TX215400W1-N         臺指選W2111;15400賣權  TX2111;15400P     TC      0.000   \n",
       "4   TX215500K1-N         臺指選W2111;15500買權  TX2111;15500C     TC     41.000   \n",
       "..           ...    ...               ...            ...    ...        ...   \n",
       "89  TX218700W1-N         臺指選W2111;18700賣權  TX2111;18700P     TC     92.000   \n",
       "90  TX218800K1-N         臺指選W2111;18800買權  TX2111;18800C     TC      0.000   \n",
       "91  TX218800W1-N         臺指選W2111;18800賣權  TX2111;18800P     TC     89.000   \n",
       "92  TX218900K1-N         臺指選W2111;18900買權  TX2111;18900C     TC              \n",
       "93  TX218900W1-N         臺指選W2111;18900賣權  TX2111;18900P     TC     99.000   \n",
       "\n",
       "   CBidSize1 CAskPrice1 CAskSize1 CTotalVolume  ... SettlementPrice  \\\n",
       "0          0      0.000         0               ...                   \n",
       "1         10      0.600         1            3  ...                   \n",
       "2          0      0.000         0               ...                   \n",
       "3          0      1.900         1               ...                   \n",
       "4          1      0.000         0               ...                   \n",
       "..       ...        ...       ...          ...  ...             ...   \n",
       "89         3      0.000         0               ...                   \n",
       "90         0      0.500        10               ...                   \n",
       "91         1      0.000         0               ...                   \n",
       "92                0.500         9            1  ...                   \n",
       "93         2      0.000         0               ...                   \n",
       "\n",
       "   OpenInterest     CDate   CTime SpotWeights CTestTime CBestBidPrice  \\\n",
       "0                20211105                 1.0                   0.000   \n",
       "1                20211105  165331         1.0                   0.100   \n",
       "2                20211105                 1.0                   0.000   \n",
       "3                20211105                 1.0                   0.000   \n",
       "4                20211105                 1.0                  41.000   \n",
       "..          ...       ...     ...         ...       ...           ...   \n",
       "89               20211105                 1.0                  92.000   \n",
       "90               20211105                 1.0                   0.000   \n",
       "91               20211105                 1.0                  89.000   \n",
       "92               20211105  201420         1.0                           \n",
       "93               20211105                 1.0                  99.000   \n",
       "\n",
       "   CBestAskPrice CBestBidSize CBestAskSize  \n",
       "0          0.000            0            0  \n",
       "1          0.600           10            1  \n",
       "2          0.000            0            0  \n",
       "3          1.900            0            1  \n",
       "4          0.000            1            0  \n",
       "..           ...          ...          ...  \n",
       "89         0.000            3            0  \n",
       "90         0.500            0           10  \n",
       "91         0.000            1            0  \n",
       "92         0.500                         9  \n",
       "93         0.000            2            0  \n",
       "\n",
       "[94 rows x 29 columns]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.DataFrame(data['RtData']['QuoteList'])\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "3393f18e-172c-4370-934b-82d90c81a581",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    .dataframe thead th {\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>DispCName</th>\n",
       "      <th>CBidPrice1</th>\n",
       "      <th>CAskPrice1</th>\n",
       "      <th>CLastPrice</th>\n",
       "      <th>CTotalVolume</th>\n",
       "      <th>CTime</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>臺指選W2111;15300買權</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>臺指選W2111;15300賣權</td>\n",
       "      <td>0.100</td>\n",
       "      <td>0.600</td>\n",
       "      <td>0.300</td>\n",
       "      <td>3</td>\n",
       "      <td>165331</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>臺指選W2111;15400買權</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>臺指選W2111;15400賣權</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.900</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>臺指選W2111;15500買權</td>\n",
       "      <td>41.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></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>89</th>\n",
       "      <td>臺指選W2111;18700賣權</td>\n",
       "      <td>92.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>臺指選W2111;18800買權</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.500</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>臺指選W2111;18800賣權</td>\n",
       "      <td>89.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>臺指選W2111;18900買權</td>\n",
       "      <td></td>\n",
       "      <td>0.500</td>\n",
       "      <td>0.500</td>\n",
       "      <td>1</td>\n",
       "      <td>201420</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>臺指選W2111;18900賣權</td>\n",
       "      <td>99.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>94 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           DispCName CBidPrice1 CAskPrice1 CLastPrice CTotalVolume   CTime\n",
       "0   臺指選W2111;15300買權      0.000      0.000                                \n",
       "1   臺指選W2111;15300賣權      0.100      0.600      0.300            3  165331\n",
       "2   臺指選W2111;15400買權      0.000      0.000                                \n",
       "3   臺指選W2111;15400賣權      0.000      1.900                                \n",
       "4   臺指選W2111;15500買權     41.000      0.000                                \n",
       "..               ...        ...        ...        ...          ...     ...\n",
       "89  臺指選W2111;18700賣權     92.000      0.000                                \n",
       "90  臺指選W2111;18800買權      0.000      0.500                                \n",
       "91  臺指選W2111;18800賣權     89.000      0.000                                \n",
       "92  臺指選W2111;18900買權                 0.500      0.500            1  201420\n",
       "93  臺指選W2111;18900賣權     99.000      0.000                                \n",
       "\n",
       "[94 rows x 6 columns]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = df[[\"DispCName\", \"CBidPrice1\", \"CAskPrice1\", \"CLastPrice\", \"CTotalVolume\", \"CTime\"]]\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "28a01a5f-6e7c-4f8a-ac30-827c654cd3ba",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>商品,到期月份,履約價,買賣權</th>\n",
       "      <th>買進</th>\n",
       "      <th>賣出</th>\n",
       "      <th>成交價</th>\n",
       "      <th>成交量</th>\n",
       "      <th>時間</th>\n",
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       "  <tbody>\n",
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       "      <th>1</th>\n",
       "      <td>臺指選W2111;15300賣權</td>\n",
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       "      <td>0.300</td>\n",
       "      <td>3</td>\n",
       "      <td>165331</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>臺指選W2111;15400買權</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>臺指選W2111;15400賣權</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.900</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>臺指選W2111;15500買權</td>\n",
       "      <td>41.000</td>\n",
       "      <td>0.000</td>\n",
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       "    <tr>\n",
       "      <th>90</th>\n",
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       "      <td>0.000</td>\n",
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       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
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       "    <tr>\n",
       "      <th>91</th>\n",
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       "      <td></td>\n",
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       "      <th>92</th>\n",
       "      <td>臺指選W2111;18900買權</td>\n",
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       "      <td>0.500</td>\n",
       "      <td>0.500</td>\n",
       "      <td>1</td>\n",
       "      <td>201420</td>\n",
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       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>臺指選W2111;18900賣權</td>\n",
       "      <td>99.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>94 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     商品,到期月份,履約價,買賣權      買進     賣出    成交價 成交量      時間\n",
       "0   臺指選W2111;15300買權   0.000  0.000                   \n",
       "1   臺指選W2111;15300賣權   0.100  0.600  0.300   3  165331\n",
       "2   臺指選W2111;15400買權   0.000  0.000                   \n",
       "3   臺指選W2111;15400賣權   0.000  1.900                   \n",
       "4   臺指選W2111;15500買權  41.000  0.000                   \n",
       "..               ...     ...    ...    ...  ..     ...\n",
       "89  臺指選W2111;18700賣權  92.000  0.000                   \n",
       "90  臺指選W2111;18800買權   0.000  0.500                   \n",
       "91  臺指選W2111;18800賣權  89.000  0.000                   \n",
       "92  臺指選W2111;18900買權          0.500  0.500   1  201420\n",
       "93  臺指選W2111;18900賣權  99.000  0.000                   \n",
       "\n",
       "[94 rows x 6 columns]"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns = ['商品,到期月份,履約價,買賣權', '買進', '賣出', '成交價', '成交量', '時間']\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "8590deab-edd7-4abc-a4b0-37ff636d8d37",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td></td>\n",
       "      <td></td>\n",
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      "text/plain": [
       "     商品,到期月份,履約價,買賣權      買進     賣出    成交價 成交量      時間   商品,到期月份  履約價,買賣權\n",
       "0   臺指選W2111;15300買權   0.000  0.000                     臺指選W2111  15300買權\n",
       "1   臺指選W2111;15300賣權   0.100  0.600  0.300   3  165331  臺指選W2111  15300賣權\n",
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       "..               ...     ...    ...    ...  ..     ...       ...      ...\n",
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       "91  臺指選W2111;18800賣權  89.000  0.000                     臺指選W2111  18800賣權\n",
       "92  臺指選W2111;18900買權          0.500  0.500   1  201420  臺指選W2111  18900買權\n",
       "93  臺指選W2111;18900賣權  99.000  0.000                     臺指選W2111  18900賣權\n",
       "\n",
       "[94 rows x 8 columns]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[['商品,到期月份', '履約價,買賣權']] = df['商品,到期月份,履約價,買賣權'].str.split(';', expand=True)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "69108b3f-7432-4acb-8097-5c10f4926c7d",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>0.500</td>\n",
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       "     商品,到期月份,履約價,買賣權      買進     賣出    成交價 成交量      時間   商品,到期月份  履約價,買賣權  \\\n",
       "0   臺指選W2111;15300買權   0.000  0.000                     臺指選W2111  15300買權   \n",
       "1   臺指選W2111;15300賣權   0.100  0.600  0.300   3  165331  臺指選W2111  15300賣權   \n",
       "2   臺指選W2111;15400買權   0.000  0.000                     臺指選W2111  15400買權   \n",
       "3   臺指選W2111;15400賣權   0.000  1.900                     臺指選W2111  15400賣權   \n",
       "4   臺指選W2111;15500買權  41.000  0.000                     臺指選W2111  15500買權   \n",
       "..               ...     ...    ...    ...  ..     ...       ...      ...   \n",
       "89  臺指選W2111;18700賣權  92.000  0.000                     臺指選W2111  18700賣權   \n",
       "90  臺指選W2111;18800買權   0.000  0.500                     臺指選W2111  18800買權   \n",
       "91  臺指選W2111;18800賣權  89.000  0.000                     臺指選W2111  18800賣權   \n",
       "92  臺指選W2111;18900買權          0.500  0.500   1  201420  臺指選W2111  18900買權   \n",
       "93  臺指選W2111;18900賣權  99.000  0.000                     臺指選W2111  18900賣權   \n",
       "\n",
       "     商品   到期月份  \n",
       "0   臺指選  W2111  \n",
       "1   臺指選  W2111  \n",
       "2   臺指選  W2111  \n",
       "3   臺指選  W2111  \n",
       "4   臺指選  W2111  \n",
       "..  ...    ...  \n",
       "89  臺指選  W2111  \n",
       "90  臺指選  W2111  \n",
       "91  臺指選  W2111  \n",
       "92  臺指選  W2111  \n",
       "93  臺指選  W2111  \n",
       "\n",
       "[94 rows x 10 columns]"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[['商品']] = df['商品,到期月份'].str[:3]\n",
    "df[['到期月份']] = df['商品,到期月份'].str[3:]\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "a34659d7-65aa-42e2-9eaf-e160f07465de",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
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       "      <th></th>\n",
       "      <th>商品,到期月份,履約價,買賣權</th>\n",
       "      <th>買進</th>\n",
       "      <th>賣出</th>\n",
       "      <th>成交價</th>\n",
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       "      <th>0</th>\n",
       "      <td>臺指選W2111;15300買權</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
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       "      <td></td>\n",
       "      <td></td>\n",
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       "      <td>15300</td>\n",
       "      <td>買權</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>臺指選W2111;15300賣權</td>\n",
       "      <td>0.100</td>\n",
       "      <td>0.600</td>\n",
       "      <td>0.300</td>\n",
       "      <td>3</td>\n",
       "      <td>165331</td>\n",
       "      <td>臺指選W2111</td>\n",
       "      <td>15300賣權</td>\n",
       "      <td>臺指選</td>\n",
       "      <td>W2111</td>\n",
       "      <td>15300</td>\n",
       "      <td>賣權</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>臺指選W2111;15400買權</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>臺指選W2111</td>\n",
       "      <td>15400買權</td>\n",
       "      <td>臺指選</td>\n",
       "      <td>W2111</td>\n",
       "      <td>15400</td>\n",
       "      <td>買權</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>臺指選W2111;15400賣權</td>\n",
       "      <td>0.000</td>\n",
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       "      <th>4</th>\n",
       "      <td>臺指選W2111;15500買權</td>\n",
       "      <td>41.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>臺指選W2111</td>\n",
       "      <td>15500買權</td>\n",
       "      <td>臺指選</td>\n",
       "      <td>W2111</td>\n",
       "      <td>15500</td>\n",
       "      <td>買權</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>臺指選W2111;18700賣權</td>\n",
       "      <td>92.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>臺指選W2111</td>\n",
       "      <td>18700賣權</td>\n",
       "      <td>臺指選</td>\n",
       "      <td>W2111</td>\n",
       "      <td>18700</td>\n",
       "      <td>賣權</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>臺指選W2111;18800買權</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.500</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>臺指選W2111</td>\n",
       "      <td>18800買權</td>\n",
       "      <td>臺指選</td>\n",
       "      <td>W2111</td>\n",
       "      <td>18800</td>\n",
       "      <td>買權</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>臺指選W2111;18800賣權</td>\n",
       "      <td>89.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>臺指選W2111</td>\n",
       "      <td>18800賣權</td>\n",
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       "      <td>18800</td>\n",
       "      <td>賣權</td>\n",
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       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>臺指選W2111;18900買權</td>\n",
       "      <td></td>\n",
       "      <td>0.500</td>\n",
       "      <td>0.500</td>\n",
       "      <td>1</td>\n",
       "      <td>201420</td>\n",
       "      <td>臺指選W2111</td>\n",
       "      <td>18900買權</td>\n",
       "      <td>臺指選</td>\n",
       "      <td>W2111</td>\n",
       "      <td>18900</td>\n",
       "      <td>買權</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>臺指選W2111;18900賣權</td>\n",
       "      <td>99.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>臺指選W2111</td>\n",
       "      <td>18900賣權</td>\n",
       "      <td>臺指選</td>\n",
       "      <td>W2111</td>\n",
       "      <td>18900</td>\n",
       "      <td>賣權</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>94 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     商品,到期月份,履約價,買賣權      買進     賣出    成交價 成交量      時間   商品,到期月份  履約價,買賣權  \\\n",
       "0   臺指選W2111;15300買權   0.000  0.000                     臺指選W2111  15300買權   \n",
       "1   臺指選W2111;15300賣權   0.100  0.600  0.300   3  165331  臺指選W2111  15300賣權   \n",
       "2   臺指選W2111;15400買權   0.000  0.000                     臺指選W2111  15400買權   \n",
       "3   臺指選W2111;15400賣權   0.000  1.900                     臺指選W2111  15400賣權   \n",
       "4   臺指選W2111;15500買權  41.000  0.000                     臺指選W2111  15500買權   \n",
       "..               ...     ...    ...    ...  ..     ...       ...      ...   \n",
       "89  臺指選W2111;18700賣權  92.000  0.000                     臺指選W2111  18700賣權   \n",
       "90  臺指選W2111;18800買權   0.000  0.500                     臺指選W2111  18800買權   \n",
       "91  臺指選W2111;18800賣權  89.000  0.000                     臺指選W2111  18800賣權   \n",
       "92  臺指選W2111;18900買權          0.500  0.500   1  201420  臺指選W2111  18900買權   \n",
       "93  臺指選W2111;18900賣權  99.000  0.000                     臺指選W2111  18900賣權   \n",
       "\n",
       "     商品   到期月份    履約價 買賣權  \n",
       "0   臺指選  W2111  15300  買權  \n",
       "1   臺指選  W2111  15300  賣權  \n",
       "2   臺指選  W2111  15400  買權  \n",
       "3   臺指選  W2111  15400  賣權  \n",
       "4   臺指選  W2111  15500  買權  \n",
       "..  ...    ...    ...  ..  \n",
       "89  臺指選  W2111  18700  賣權  \n",
       "90  臺指選  W2111  18800  買權  \n",
       "91  臺指選  W2111  18800  賣權  \n",
       "92  臺指選  W2111  18900  買權  \n",
       "93  臺指選  W2111  18900  賣權  \n",
       "\n",
       "[94 rows x 12 columns]"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[['履約價']] = df['履約價,買賣權'].str[:-2]\n",
    "df[['買賣權']] = df['履約價,買賣權'].str[-2:]\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "8fc7790d-9336-466d-8dc5-f31bd12d3e7e",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
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       "      <th></th>\n",
       "      <th>商品</th>\n",
       "      <th>到期月份</th>\n",
       "      <th>買賣權</th>\n",
       "      <th>履約價</th>\n",
       "      <th>買進</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
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       "      <th>0</th>\n",
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       "      <td>買權</td>\n",
       "      <td>15300</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>臺指選</td>\n",
       "      <td>W2111</td>\n",
       "      <td>賣權</td>\n",
       "      <td>15300</td>\n",
       "      <td>0.100</td>\n",
       "      <td>0.600</td>\n",
       "      <td>0.300</td>\n",
       "      <td>3</td>\n",
       "      <td>165331</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>臺指選</td>\n",
       "      <td>W2111</td>\n",
       "      <td>買權</td>\n",
       "      <td>15400</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>臺指選</td>\n",
       "      <td>W2111</td>\n",
       "      <td>賣權</td>\n",
       "      <td>15400</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.900</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>臺指選</td>\n",
       "      <td>W2111</td>\n",
       "      <td>買權</td>\n",
       "      <td>15500</td>\n",
       "      <td>41.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>臺指選</td>\n",
       "      <td>W2111</td>\n",
       "      <td>賣權</td>\n",
       "      <td>18700</td>\n",
       "      <td>92.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>臺指選</td>\n",
       "      <td>W2111</td>\n",
       "      <td>買權</td>\n",
       "      <td>18800</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.500</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>臺指選</td>\n",
       "      <td>W2111</td>\n",
       "      <td>賣權</td>\n",
       "      <td>18800</td>\n",
       "      <td>89.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>臺指選</td>\n",
       "      <td>W2111</td>\n",
       "      <td>買權</td>\n",
       "      <td>18900</td>\n",
       "      <td></td>\n",
       "      <td>0.500</td>\n",
       "      <td>0.500</td>\n",
       "      <td>1</td>\n",
       "      <td>201420</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>臺指選</td>\n",
       "      <td>W2111</td>\n",
       "      <td>賣權</td>\n",
       "      <td>18900</td>\n",
       "      <td>99.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>94 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     商品   到期月份 買賣權    履約價      買進     賣出    成交價 成交量      時間\n",
       "0   臺指選  W2111  買權  15300   0.000  0.000                   \n",
       "1   臺指選  W2111  賣權  15300   0.100  0.600  0.300   3  165331\n",
       "2   臺指選  W2111  買權  15400   0.000  0.000                   \n",
       "3   臺指選  W2111  賣權  15400   0.000  1.900                   \n",
       "4   臺指選  W2111  買權  15500  41.000  0.000                   \n",
       "..  ...    ...  ..    ...     ...    ...    ...  ..     ...\n",
       "89  臺指選  W2111  賣權  18700  92.000  0.000                   \n",
       "90  臺指選  W2111  買權  18800   0.000  0.500                   \n",
       "91  臺指選  W2111  賣權  18800  89.000  0.000                   \n",
       "92  臺指選  W2111  買權  18900          0.500  0.500   1  201420\n",
       "93  臺指選  W2111  賣權  18900  99.000  0.000                   \n",
       "\n",
       "[94 rows x 9 columns]"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = df[[\"商品\", \"到期月份\", \"買賣權\", \"履約價\", \"買進\", \"賣出\", \"成交價\", \"成交量\", \"時間\"]]\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4dce237f-1645-42cc-8080-f8ce6cce9c53",
   "metadata": {},
   "source": [
    "## 2.2: 把下載的資料另存成csv檔"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "222939ca-3aa1-469d-81e9-4ff9948c6c69",
   "metadata": {},
   "outputs": [],
   "source": [
    "df.to_csv('options_after_hours_trading.csv')"
   ]
  },
  {
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