数据源调研.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# intrinio"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "https://github.com/intrinio/python-sdk"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "https://intrinio.com/account/access_keys\n",
    "\n",
    "- yiqidangqian@foxmail.com\n",
    "- LOOP2themoon"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "OjY5ZjAxZTM1M2RjZDQyMmQwYWUxOTcxZmRjYWFkNjdm\n",
    "\n",
    "2aa377ed0fe0fbdf9c96263c941494d3\n",
    "\n",
    "5d7a67608228b665ca77e52094eb707b"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "OmIwNDIzMDk2YjRkYTNhZmRmZGM2ODc1YzZiZjJhMzJm\n",
    "\n",
    "2aa377ed0fe0fbdf9c96263c941494d3\n",
    "\n",
    "b844f511a50849733eeda2899f042f9e"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "OjkzYmNhYWRiYTAzMTM4YzhmYjliODY1MTM3ZDQ1Y2Fj"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'companies': [{'cik': '0000320193',\n",
      "                'id': 'com_NX6GzO',\n",
      "                'lei': 'HWUPKR0MPOU8FGXBT394',\n",
      "                'name': 'Apple Inc',\n",
      "                'ticker': 'AAPL'},\n",
      "               {'cik': '0000034088',\n",
      "                'id': 'com_2zvNzA',\n",
      "                'lei': 'J3WHBG0MTS7O8ZVMDC91',\n",
      "                'name': 'Exxon Mobil Corp',\n",
      "                'ticker': 'XOM'},\n",
      "               {'cik': '0001341439',\n",
      "                'id': 'com_0XLDXx',\n",
      "                'lei': '1Z4GXXU7ZHVWFCD8TV52',\n",
      "                'name': 'Oracle Corp',\n",
      "                'ticker': 'ORCL'},\n",
      "               {'cik': '0000021344',\n",
      "                'id': 'com_VXWJgv',\n",
      "                'lei': 'UWJKFUJFZ02DKWI3RY53',\n",
      "                'name': 'Coca-Cola Co',\n",
      "                'ticker': 'KO'},\n",
      "               {'cik': '0000050863',\n",
      "                'id': 'com_NgYGzd',\n",
      "                'lei': 'KNX4USFCNGPY45LOCE31',\n",
      "                'name': 'Intel Corp',\n",
      "                'ticker': 'INTC'},\n",
      "               {'cik': '0000104169',\n",
      "                'id': 'com_NgPvzd',\n",
      "                'lei': 'Y87794H0US1R65VBXU25',\n",
      "                'name': 'Walmart Inc',\n",
      "                'ticker': 'WMT'},\n",
      "               {'cik': '0000789019',\n",
      "                'id': 'com_qzEByJ',\n",
      "                'lei': 'INR2EJN1ERAN0W5ZP974',\n",
      "                'name': 'Microsoft Corp',\n",
      "                'ticker': 'MSFT'},\n",
      "               {'cik': '0000051143',\n",
      "                'id': 'com_dXOKXo',\n",
      "                'lei': 'VGRQXHF3J8VDLUA7XE92',\n",
      "                'name': 'International Business Machines Corp',\n",
      "                'ticker': 'IBM'},\n",
      "               {'cik': '0000093410',\n",
      "                'id': 'com_DzonXe',\n",
      "                'lei': None,\n",
      "                'name': 'Chevron Corp',\n",
      "                'ticker': 'CVX'},\n",
      "               {'cik': '0000200406',\n",
      "                'id': 'com_nzJNzB',\n",
      "                'lei': '549300G0CFPGEF6X2043',\n",
      "                'name': 'Johnson & Johnson',\n",
      "                'ticker': 'JNJ'},\n",
      "               {'cik': '0001001039',\n",
      "                'id': 'com_bzqpXx',\n",
      "                'lei': '7260JQNI6SCF9FIV2392',\n",
      "                'name': 'Walt Disney Co',\n",
      "                'ticker': 'DIS'},\n",
      "               {'cik': '0000077476',\n",
      "                'id': 'com_AXGAyM',\n",
      "                'lei': 'FJSUNZKFNQ5YPJ5OT455',\n",
      "                'name': 'PepsiCo Inc',\n",
      "                'ticker': 'PEP'},\n",
      "               {'cik': '0000080424',\n",
      "                'id': 'com_PypZX3',\n",
      "                'lei': '2572IBTT8CCZW6AU4141',\n",
      "                'name': 'Procter & Gamble Co',\n",
      "                'ticker': 'PG'},\n",
      "               {'cik': '0000078003',\n",
      "                'id': 'com_xgxWyr',\n",
      "                'lei': '765LHXWGK1KXCLTFYQ30',\n",
      "                'name': 'Pfizer Inc',\n",
      "                'ticker': 'PFE'},\n",
      "               {'cik': '0001090727',\n",
      "                'id': 'com_BgkOge',\n",
      "                'lei': 'D01LMJZU09ULLNCY6Z23',\n",
      "                'name': 'United Parcel Service Inc',\n",
      "                'ticker': 'UPS'},\n",
      "               {'cik': '0000732712',\n",
      "                'id': 'com_agjrgj',\n",
      "                'lei': '2S72QS2UO2OESLG6Y829',\n",
      "                'name': 'Verizon Communications Inc',\n",
      "                'ticker': 'VZ'},\n",
      "               {'cik': '0000012927',\n",
      "                'id': 'com_wy3Dg8',\n",
      "                'lei': 'RVHJWBXLJ1RFUBSY1F30',\n",
      "                'name': 'Boeing Co',\n",
      "                'ticker': 'BA'},\n",
      "               {'cik': '0001326801',\n",
      "                'id': 'com_jyRlXM',\n",
      "                'lei': 'BQ4BKCS1HXDV9HN80Z93',\n",
      "                'name': 'Facebook Inc',\n",
      "                'ticker': 'FB'},\n",
      "               {'cik': '0000732717',\n",
      "                'id': 'com_0gNqyJ',\n",
      "                'lei': '549300Z40J86GGSTL398',\n",
      "                'name': 'AT&T Inc',\n",
      "                'ticker': 'T'},\n",
      "               {'cik': '0000318154',\n",
      "                'id': 'com_5ydJXK',\n",
      "                'lei': '62QBXGPJ34PQ72Z12S66',\n",
      "                'name': 'Amgen Inc',\n",
      "                'ticker': 'AMGN'},\n",
      "               {'cik': '0000310158',\n",
      "                'id': 'com_ByKvzb',\n",
      "                'lei': None,\n",
      "                'name': 'Merck & Co Inc',\n",
      "                'ticker': 'MRK'},\n",
      "               {'cik': '0001018724',\n",
      "                'id': 'com_mgwYzQ',\n",
      "                'lei': 'ZXTILKJKG63JELOEG630',\n",
      "                'name': 'Amazon.com Inc',\n",
      "                'ticker': 'AMZN'},\n",
      "               {'cik': '0000087347',\n",
      "                'id': 'com_Qz8bgb',\n",
      "                'lei': None,\n",
      "                'name': 'Schlumberger NV',\n",
      "                'ticker': 'SLB'},\n",
      "               {'cik': '0000882095',\n",
      "                'id': 'com_bXZPyM',\n",
      "                'lei': '549300WTZWR07K8MNV44',\n",
      "                'name': 'Gilead Sciences Inc',\n",
      "                'ticker': 'GILD'},\n",
      "               {'cik': '0001166691',\n",
      "                'id': 'com_9Xa6zB',\n",
      "                'lei': None,\n",
      "                'name': 'Comcast Corp',\n",
      "                'ticker': 'CMCSA'},\n",
      "               {'cik': '0001413329',\n",
      "                'id': 'com_RzmAze',\n",
      "                'lei': 'HL3H1H2BGXWVG3BSWR90',\n",
      "                'name': 'Philip Morris International Inc',\n",
      "                'ticker': 'PM'},\n",
      "               {'cik': '0000858877',\n",
      "                'id': 'com_2gB0zb',\n",
      "                'lei': '8E6NF1YAL0WT6CWXXV93',\n",
      "                'name': 'Cisco Systems Inc',\n",
      "                'ticker': 'CSCO'},\n",
      "               {'cik': '0000804328',\n",
      "                'id': 'com_NXnVXV',\n",
      "                'lei': 'H1J8DDZKZP6H7RWC0H53',\n",
      "                'name': 'Qualcomm Inc',\n",
      "                'ticker': 'QCOM'},\n",
      "               {'cik': '0000354950',\n",
      "                'id': 'com_Eg46z4',\n",
      "                'lei': 'QEKMOTMBBKA8I816DO57',\n",
      "                'name': 'Home Depot Inc',\n",
      "                'ticker': 'HD'},\n",
      "               {'cik': '0001163165',\n",
      "                'id': 'com_2z9lXV',\n",
      "                'lei': 'WPTL2Z3FIYTHSP5V2253',\n",
      "                'name': 'ConocoPhillips',\n",
      "                'ticker': 'COP'},\n",
      "               {'cik': '0000063908',\n",
      "                'id': 'com_Dg2ey6',\n",
      "                'lei': 'UE2136O97NLB5BYP9H04',\n",
      "                'name': \"McDonald's Corp\",\n",
      "                'ticker': 'MCD'},\n",
      "               {'cik': '0000066740',\n",
      "                'id': 'com_EgA5gQ',\n",
      "                'lei': 'LUZQVYP4VS22CLWDAR65',\n",
      "                'name': '3M Co',\n",
      "                'ticker': 'MMM'},\n",
      "               {'cik': '0000064803',\n",
      "                'id': 'com_ogD5XN',\n",
      "                'lei': '549300EJG376EN5NQE29',\n",
      "                'name': 'CVS Health Corp',\n",
      "                'ticker': 'CVS'},\n",
      "               {'cik': '0000100885',\n",
      "                'id': 'com_ozMdXL',\n",
      "                'lei': '549300LMMRSZZCZ8CL11',\n",
      "                'name': 'Union Pacific Corp',\n",
      "                'ticker': 'UNP'},\n",
      "               {'cik': '0001551152',\n",
      "                'id': 'com_5X7Ng0',\n",
      "                'lei': 'FR5LCKFTG8054YNNRU85',\n",
      "                'name': 'AbbVie Inc',\n",
      "                'ticker': 'ABBV'},\n",
      "               {'cik': '0000764180',\n",
      "                'id': 'com_qgeNXo',\n",
      "                'lei': 'XSGZFLO9YTNO9VCQV219',\n",
      "                'name': 'Altria Group Inc',\n",
      "                'ticker': 'MO'},\n",
      "               {'cik': '0000014272',\n",
      "                'id': 'com_4zr6zB',\n",
      "                'lei': 'HLYYNH7UQUORYSJQCN42',\n",
      "                'name': 'Bristol-Myers Squibb Co',\n",
      "                'ticker': 'BMY'},\n",
      "               {'cik': '0000313616',\n",
      "                'id': 'com_0yb7gR',\n",
      "                'lei': 'S4BKK9OTCEWQ3YHPFM11',\n",
      "                'name': 'Danaher Corp',\n",
      "                'ticker': 'DHR'},\n",
      "               {'cik': '0001308161',\n",
      "                'id': 'com_Wy1PzB',\n",
      "                'lei': '5493006FBVCBN6H1JG79',\n",
      "                'name': 'Twenty-First Century Fox Inc',\n",
      "                'ticker': 'FOXA'},\n",
      "               {'cik': '0000797468',\n",
      "                'id': 'com_xgQ9gb',\n",
      "                'lei': 'IM7X0T3ECJW4C1T7ON55',\n",
      "                'name': 'Occidental Petroleum Corp',\n",
      "                'ticker': 'OXY'},\n",
      "               {'cik': '0001465112',\n",
      "                'id': 'com_rg0mXJ',\n",
      "                'lei': None,\n",
      "                'name': 'DTE Energy Co',\n",
      "                'ticker': 'DTV'},\n",
      "               {'cik': '0001551182',\n",
      "                'id': 'com_Kz5Nyr',\n",
      "                'lei': '549300VDIGTMXUNT7H71',\n",
      "                'name': 'Eaton Corporation PLC',\n",
      "                'ticker': 'ETN'},\n",
      "               {'cik': '0000895126',\n",
      "                'id': 'com_pgVb6g',\n",
      "                'lei': 'X2MT1W32SPAZ9WSKLE78',\n",
      "                'name': 'Chesapeake Energy Corp',\n",
      "                'ticker': 'CHK'},\n",
      "               {'cik': '0000718877',\n",
      "                'id': 'com_NX6GGz',\n",
      "                'lei': '549300TPQQDBP9GNOF40',\n",
      "                'name': 'Activision Blizzard Inc',\n",
      "                'ticker': 'ATVI'},\n",
      "               {'cik': '0000004127',\n",
      "                'id': 'com_2zvxNg',\n",
      "                'lei': '549300WZ3ORQ2BVKBD96',\n",
      "                'name': 'Skyworks Solutions Inc',\n",
      "                'ticker': 'SWKS'},\n",
      "               {'cik': '0000874761',\n",
      "                'id': 'com_0XLJDy',\n",
      "                'lei': '2NUNNB7D43COUIRE5295',\n",
      "                'name': 'AES Corp',\n",
      "                'ticker': 'AES'},\n",
      "               {'cik': '0001564708',\n",
      "                'id': 'com_VXWOJX',\n",
      "                'lei': '549300ITS31QK8VRBQ14',\n",
      "                'name': 'News Corp',\n",
      "                'ticker': 'NWSA'},\n",
      "               {'cik': '0000790051',\n",
      "                'id': 'com_NgYnGX',\n",
      "                'lei': 'XR64VGX1ZPX6G7ZN7Z11',\n",
      "                'name': 'Carlisle Companies Inc',\n",
      "                'ticker': 'CSL'},\n",
      "               {'cik': '0001062449',\n",
      "                'id': 'com_NgPQvX',\n",
      "                'lei': None,\n",
      "                'name': 'Buffalo Wild Wings Inc',\n",
      "                'ticker': 'BWLD'},\n",
      "               {'cik': '0000040545',\n",
      "                'id': 'com_qzEbBy',\n",
      "                'lei': '3C7474T6CDKPR9K6YT90',\n",
      "                'name': 'General Electric Co',\n",
      "                'ticker': 'GE'},\n",
      "               {'cik': '0000101829',\n",
      "                'id': 'com_dXOrKg',\n",
      "                'lei': 'I07WOS4YJ0N7YRFE7309',\n",
      "                'name': 'United Technologies Corp',\n",
      "                'ticker': 'UTX'},\n",
      "               {'cik': '0000816284',\n",
      "                'id': 'com_nzJbNz',\n",
      "                'lei': '4SIHMF0MOSTTL8CD0X64',\n",
      "                'name': 'Celgene Corp',\n",
      "                'ticker': 'CELG'},\n",
      "               {'cik': '0000320187',\n",
      "                'id': 'com_bzqRpy',\n",
      "                'lei': '787RXPR0UX0O0XUXPZ81',\n",
      "                'name': 'Nike Inc',\n",
      "                'ticker': 'NKE'},\n",
      "               {'cik': '0000773840',\n",
      "                'id': 'com_AXGrAg',\n",
      "                'lei': 'ISRPG12PN4EIEOEMW547',\n",
      "                'name': 'Honeywell International Inc',\n",
      "                'ticker': 'HON'},\n",
      "               {'cik': '0000875045',\n",
      "                'id': 'com_PypRZX',\n",
      "                'lei': 'W8J5WZB5IY3K0NDQT671',\n",
      "                'name': 'Biogen Inc',\n",
      "                'ticker': 'BIIB'},\n",
      "               {'cik': '0000059478',\n",
      "                'id': 'com_xgxYWX',\n",
      "                'lei': 'FRDRIPF3EKNDJ2CQJL29',\n",
      "                'name': 'Eli Lilly and Co',\n",
      "                'ticker': 'LLY'},\n",
      "               {'cik': '0001061219',\n",
      "                'id': 'com_BgkpOX',\n",
      "                'lei': 'K4CDIF4M54DJZ6TB4Q48',\n",
      "                'name': 'Enterprise Products Partners LP',\n",
      "                'ticker': 'EPD'},\n",
      "               {'cik': '0001105705',\n",
      "                'id': 'com_agjvrg',\n",
      "                'lei': 'KNG3XRAA0RHN9H62OK76',\n",
      "                'name': 'Time Warner Inc',\n",
      "                'ticker': 'TWX'},\n",
      "               {'cik': '0000047217',\n",
      "                'id': 'com_kylwdz',\n",
      "                'lei': 'WHKXQACZ14C5XRO8LW03',\n",
      "                'name': 'HP Inc',\n",
      "                'ticker': 'HPQ'},\n",
      "               {'cik': '0001613103',\n",
      "                'id': 'com_wy3rDz',\n",
      "                'lei': '549300GX3ZBSQWUXY261',\n",
      "                'name': 'Medtronic PLC',\n",
      "                'ticker': 'MDT'},\n",
      "               {'cik': '0000001800',\n",
      "                'id': 'com_jyRvly',\n",
      "                'lei': 'HQD377W2YR662HK5JX27',\n",
      "                'name': 'Abbott Laboratories',\n",
      "                'ticker': 'ABT'},\n",
      "               {'cik': '0001065088',\n",
      "                'id': 'com_0gN8qz',\n",
      "                'lei': 'OML71K8X303XQONU6T67',\n",
      "                'name': 'eBay Inc',\n",
      "                'ticker': 'EBAY'},\n",
      "               {'cik': '0000804753',\n",
      "                'id': 'com_5ydKJz',\n",
      "                'lei': '549300L4UJ40IEVVI304',\n",
      "                'name': 'Cerner Corp',\n",
      "                'ticker': 'CERN'},\n",
      "               {'cik': '0000277948',\n",
      "                'id': 'com_ByKkvy',\n",
      "                'lei': '549300JVQR4N1MMP3Q88',\n",
      "                'name': 'CSX Corp',\n",
      "                'ticker': 'CSX'},\n",
      "               {'cik': '0000026172',\n",
      "                'id': 'com_mgwWYg',\n",
      "                'lei': 'ZUNI8PYC725B6H8JU438',\n",
      "                'name': 'Cummins Inc',\n",
      "                'ticker': 'CMI'},\n",
      "               {'cik': '0000790070',\n",
      "                'id': 'com_Qz88bz',\n",
      "                'lei': 'KDMDXRWU7UTJ30FC8R59',\n",
      "                'name': 'EMC Corp',\n",
      "                'ticker': 'EMC'},\n",
      "               {'cik': '0001124198',\n",
      "                'id': 'com_bXZYPg',\n",
      "                'lei': 'CQ7WZ4NOFWT7FAE6Q943',\n",
      "                'name': 'Fluor Corp',\n",
      "                'ticker': 'FLR'},\n",
      "               {'cik': '0000047111',\n",
      "                'id': 'com_9Xal6g',\n",
      "                'lei': '21X2CX66SU2BR6QTAD08',\n",
      "                'name': 'Hershey Co',\n",
      "                'ticker': 'HSY'},\n",
      "               {'cik': '0001300514',\n",
      "                'id': 'com_RzmqAz',\n",
      "                'lei': None,\n",
      "                'name': 'Las Vegas Sands Corp',\n",
      "                'ticker': 'LVS'},\n",
      "               {'cik': '0000701985',\n",
      "                'id': 'com_2gB70X',\n",
      "                'lei': 'GR3KVMWVCR54YWQNXU90',\n",
      "                'name': 'L Brands Inc',\n",
      "                'ticker': 'LB'},\n",
      "               {'cik': '0000075677',\n",
      "                'id': 'com_NXnlVy',\n",
      "                'lei': '549300XZP8MFZFY8TJ84',\n",
      "                'name': 'Packaging Corp of America',\n",
      "                'ticker': 'PKG'},\n",
      "               {'cik': '0000079958',\n",
      "                'id': 'com_Eg4Q6X',\n",
      "                'lei': '0XOOAY5P5J7Q734SEC89',\n",
      "                'name': 'Precision Castparts Corp ',\n",
      "                'ticker': 'PCP'},\n",
      "               {'cik': '0000817720',\n",
      "                'id': 'com_2z95lz',\n",
      "                'lei': '549300AJ3LI4FWNRQX29',\n",
      "                'name': 'Synaptics Inc',\n",
      "                'ticker': 'SYNA'},\n",
      "               {'cik': '0000106640',\n",
      "                'id': 'com_Dg25ey',\n",
      "                'lei': 'WHENKOULSSK7WUM60H03',\n",
      "                'name': 'Whirlpool Corp',\n",
      "                'ticker': 'WHR'},\n",
      "               {'cik': '0000088205',\n",
      "                'id': 'com_EgAa5g',\n",
      "                'lei': 'P761FCI0CPOG24I8JE10',\n",
      "                'name': 'SPX Corp',\n",
      "                'ticker': 'SPXC'},\n",
      "               {'cik': '0001549848',\n",
      "                'id': 'com_ogDk5y',\n",
      "                'lei': None,\n",
      "                'name': 'Hi Crush Partners LP',\n",
      "                'ticker': 'HCLP'},\n",
      "               {'cik': '0000018230',\n",
      "                'id': 'com_5X7KNX',\n",
      "                'lei': 'WRJR7GS4GTRECRRTVX92',\n",
      "                'name': 'Caterpillar Inc',\n",
      "                'ticker': 'CAT'},\n",
      "               {'cik': '0000030554',\n",
      "                'id': 'com_qgeoNz',\n",
      "                'lei': 'GLU7INWNWH88J9XBXD45',\n",
      "                'name': 'E I du Pont de Nemours and Co',\n",
      "                'ticker': 'DDpA'},\n",
      "               {'cik': '0000021665',\n",
      "                'id': 'com_4zrJ6z',\n",
      "                'lei': 'YMEGZFW4SBUSS5BQXF88',\n",
      "                'name': 'Colgate-Palmolive Co',\n",
      "                'ticker': 'CL'},\n",
      "               {'cik': '0001075531',\n",
      "                'id': 'com_0ybW7g',\n",
      "                'lei': 'FXM8FAOHMYDIPD38UZ17',\n",
      "                'name': 'Booking Holdings Inc',\n",
      "                'ticker': 'BKNG'},\n",
      "               {'cik': '0001618921',\n",
      "                'id': 'com_Wy1EPy',\n",
      "                'lei': '549300RPTUOIXG4LIH86',\n",
      "                'name': 'Walgreens Boots Alliance Inc',\n",
      "                'ticker': 'WBA'},\n",
      "               {'cik': '0000936468',\n",
      "                'id': 'com_xgQ89y',\n",
      "                'lei': 'DPRBOZP0K5RM2YE8UU08',\n",
      "                'name': 'Lockheed Martin Corp',\n",
      "                'ticker': 'LMT'},\n",
      "               {'cik': '0001103982',\n",
      "                'id': 'com_rg03my',\n",
      "                'lei': '549300DV9GIB88LZ5P30',\n",
      "                'name': 'Mondelez International Inc',\n",
      "                'ticker': 'MDLZ'},\n",
      "               {'cik': '0001110783',\n",
      "                'id': 'com_Kz59Nz',\n",
      "                'lei': 'NONUZEX43GHIPSVDD938',\n",
      "                'name': 'Monsanto Co',\n",
      "                'ticker': 'MON'},\n",
      "               {'cik': '0000909832',\n",
      "                'id': 'com_pgVB6g',\n",
      "                'lei': '29DX7H14B9S6O3FD6V18',\n",
      "                'name': 'Costco Wholesale Corp',\n",
      "                'ticker': 'COST'},\n",
      "               {'cik': '0000829224',\n",
      "                'id': 'com_NX6QGg',\n",
      "                'lei': 'OQSJ1DU9TAOC51A47K68',\n",
      "                'name': 'Starbucks Corp',\n",
      "                'ticker': 'SBUX'},\n",
      "               {'cik': '0001326160',\n",
      "                'id': 'com_2zvNNz',\n",
      "                'lei': 'I1BZKREC126H0VB1BL91',\n",
      "                'name': 'Duke Energy Corp',\n",
      "                'ticker': 'DUK'},\n",
      "               {'cik': '0000029915',\n",
      "                'id': 'com_0XLRDy',\n",
      "                'lei': 'ZQUIP1CSZO8LXRBSOU78',\n",
      "                'name': 'Dow Chemical Co',\n",
      "                'ticker': 'DOW'},\n",
      "               {'cik': '0001578845',\n",
      "                'id': 'com_VXWMJy',\n",
      "                'lei': '6T6CAG8O6TSUTMO6BA21',\n",
      "                'name': 'Allergan plc',\n",
      "                'ticker': 'AGN'},\n",
      "               {'cik': '0001532063',\n",
      "                'id': 'com_NgYoGz',\n",
      "                'lei': '5493003UA6VMND084504',\n",
      "                'name': 'Express Scripts Holding Co',\n",
      "                'ticker': 'ESRX'},\n",
      "               {'cik': '0000060667',\n",
      "                'id': 'com_NgPVvz',\n",
      "                'lei': 'WAFCR4OKGSC504WU3E95',\n",
      "                'name': \"Lowe's Companies Inc\",\n",
      "                'ticker': 'LOW'},\n",
      "               {'cik': '0000037996',\n",
      "                'id': 'com_qzEMBz',\n",
      "                'lei': '20S05OYHG0MQM4VUIC57',\n",
      "                'name': 'Ford Motor Co',\n",
      "                'ticker': 'F'},\n",
      "               {'cik': '0000097476',\n",
      "                'id': 'com_dXOeKy',\n",
      "                'lei': 'WDJNR2L6D8RWOEB8T652',\n",
      "                'name': 'Texas Instruments Inc',\n",
      "                'ticker': 'TXN'},\n",
      "               {'cik': '0000821189',\n",
      "                'id': 'com_Dzomng',\n",
      "                'lei': 'XWTZDRYZPBUHIQBKDB46',\n",
      "                'name': 'EOG Resources Inc',\n",
      "                'ticker': 'EOG'},\n",
      "               {'cik': '0001467858',\n",
      "                'id': 'com_nzJBNz',\n",
      "                'lei': '54930070NSV60J38I987',\n",
      "                'name': 'General Motors Co',\n",
      "                'ticker': 'GM'},\n",
      "               {'cik': '0001048911',\n",
      "                'id': 'com_bzqapz',\n",
      "                'lei': '549300E707U7WNPZN687',\n",
      "                'name': 'FedEx Corp',\n",
      "                'ticker': 'FDX'},\n",
      "               {'cik': '0000097745',\n",
      "                'id': 'com_pgVB2g',\n",
      "                'lei': 'HCHV7422L5HDJZCRFL38',\n",
      "                'name': 'Thermo Fisher Scientific Inc',\n",
      "                'ticker': 'TMO'},\n",
      "               {'cik': '0000045012',\n",
      "                'id': 'com_NX6Qag',\n",
      "                'lei': 'ENYF8GB5SMQZ25S06U51',\n",
      "                'name': 'Halliburton Co',\n",
      "                'ticker': 'HAL'},\n",
      "               {'cik': '0001403161',\n",
      "                'id': 'com_2zvNvz',\n",
      "                'lei': '549300JZ4OKEHW3DPJ59',\n",
      "                'name': 'Visa Inc',\n",
      "                'ticker': 'V'},\n",
      "               {'cik': '0000773910',\n",
      "                'id': 'com_0XLRdy',\n",
      "                'lei': 'B78FQ7XBQFLP4AYJ6F79',\n",
      "                'name': 'Anadarko Petroleum Corp',\n",
      "                'ticker': 'APC'}],\n",
      " 'next_page': 'MTAz'}\n"
     ]
    }
   ],
   "source": [
    "from __future__ import print_function\n",
    "import time\n",
    "import intrinio_sdk\n",
    "from intrinio_sdk.rest import ApiException\n",
    "from pprint import pprint\n",
    "\n",
    "intrinio_sdk.ApiClient().configuration.api_key['api_key'] = 'OjkzYmNhYWRiYTAzMTM4YzhmYjliODY1MTM3ZDQ1Y2Fj' \n",
    "\n",
    "company_api = intrinio_sdk.CompanyApi()\n",
    "\n",
    "try:\n",
    "    api_response = company_api.filter_companies()\n",
    "    pprint(api_response)\n",
    "except ApiException as e:\n",
    "    print(f\"Exception when calling CompanyApi->filter_companies: {e}\\n\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 交易所"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "stock_exchanges_api = intrinio_sdk.StockExchangeApi()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'next_page': None,\n",
      " 'stock_exchanges': [{'acronym': 'LIT',\n",
      "                      'city': 'VILNIUS',\n",
      "                      'country': 'LITHUANIA',\n",
      "                      'country_code': 'LT',\n",
      "                      'first_stock_price_date': datetime.date(2004, 5, 14),\n",
      "                      'id': 'sxg_xgxM8X',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 21),\n",
      "                      'mic': 'XLIT',\n",
      "                      'name': 'AB NASDAQ VILNIUS',\n",
      "                      'website': 'WWW.NASDAQBALTIC.COM'},\n",
      "                     {'acronym': 'ADSM',\n",
      "                      'city': 'ABU DHABI',\n",
      "                      'country': 'UNITED ARAB EMIRATES',\n",
      "                      'country_code': 'AE',\n",
      "                      'first_stock_price_date': datetime.date(2002, 1, 2),\n",
      "                      'id': 'sxg_2z9OBg',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 26),\n",
      "                      'mic': 'XADS',\n",
      "                      'name': 'ABU DHABI SECURITIES EXCHANGE',\n",
      "                      'website': 'WWW.ADX.AE'},\n",
      "                     {'acronym': 'NEO',\n",
      "                      'city': 'TORONTO',\n",
      "                      'country': 'CANADA',\n",
      "                      'country_code': 'CA',\n",
      "                      'first_stock_price_date': None,\n",
      "                      'id': 'sxg_2gBQAy',\n",
      "                      'last_stock_price_date': None,\n",
      "                      'mic': 'NEOE',\n",
      "                      'name': 'AEQUITAS NEO EXCHANGE',\n",
      "                      'website': 'WWW.AEQUITASINNOVATIONS.COM'},\n",
      "                     {'acronym': 'SAT',\n",
      "                      'city': 'STOCKHOLM',\n",
      "                      'country': 'SWEDEN',\n",
      "                      'country_code': 'SE',\n",
      "                      'first_stock_price_date': datetime.date(2007, 1, 1),\n",
      "                      'id': 'sxg_BgkKAg',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 21),\n",
      "                      'mic': 'XSAT',\n",
      "                      'name': 'AKTIETORGET',\n",
      "                      'website': 'WWW.AKTIETORGET.SE'},\n",
      "                     {'acronym': 'ALG',\n",
      "                      'city': 'ALGIERS',\n",
      "                      'country': 'ALGERIA',\n",
      "                      'country_code': 'DZ',\n",
      "                      'first_stock_price_date': datetime.date(2007, 1, 2),\n",
      "                      'id': 'sxg_VXWOJX',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 25),\n",
      "                      'mic': 'XALG',\n",
      "                      'name': 'ALGIERS STOCK EXCHANGE',\n",
      "                      'website': None},\n",
      "                     {'acronym': 'ASE',\n",
      "                      'city': 'AMMAN',\n",
      "                      'country': 'JORDAN',\n",
      "                      'country_code': 'JO',\n",
      "                      'first_stock_price_date': datetime.date(2007, 1, 7),\n",
      "                      'id': 'sxg_NgYoVz',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 26),\n",
      "                      'mic': 'XAMM',\n",
      "                      'name': 'AMMAN STOCK EXCHANGE',\n",
      "                      'website': 'WWW.ASE.COM.JO'},\n",
      "                     {'acronym': 'ASX',\n",
      "                      'city': 'SYDNEY',\n",
      "                      'country': 'AUSTRALIA',\n",
      "                      'country_code': 'AU',\n",
      "                      'first_stock_price_date': datetime.date(2000, 2, 16),\n",
      "                      'id': 'sxg_dXOrKg',\n",
      "                      'last_stock_price_date': datetime.date(2017, 6, 26),\n",
      "                      'mic': 'XASX',\n",
      "                      'name': 'ASX - ALL MARKETS',\n",
      "                      'website': 'WWW.ASX.COM.AU'},\n",
      "                     {'acronym': 'ASE',\n",
      "                      'city': 'ATHENS',\n",
      "                      'country': 'GREECE',\n",
      "                      'country_code': 'GR',\n",
      "                      'first_stock_price_date': datetime.date(2007, 1, 2),\n",
      "                      'id': 'sxg_ogD5XN',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 21),\n",
      "                      'mic': 'ASEX',\n",
      "                      'name': 'ATHENS STOCK EXCHANGE',\n",
      "                      'website': 'HTTP://WWW.ASE.GR'},\n",
      "                     {'acronym': 'BISX',\n",
      "                      'city': 'NASAU',\n",
      "                      'country': 'BAHAMAS',\n",
      "                      'country_code': 'BS',\n",
      "                      'first_stock_price_date': datetime.date(2007, 1, 2),\n",
      "                      'id': 'sxg_nzJbNz',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 24),\n",
      "                      'mic': 'XBAA',\n",
      "                      'name': 'BAHAMAS INTERNATIONAL SECURITIES EXCHANGE',\n",
      "                      'website': 'WWW.BISXBAHAMAS.COM'},\n",
      "                     {'acronym': 'BSE',\n",
      "                      'city': 'MANAMA',\n",
      "                      'country': 'BAHRAIN',\n",
      "                      'country_code': 'BH',\n",
      "                      'first_stock_price_date': datetime.date(2007, 1, 2),\n",
      "                      'id': 'sxg_bzqRpy',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 26),\n",
      "                      'mic': 'XBAH',\n",
      "                      'name': 'BAHRAIN BOURSE',\n",
      "                      'website': 'WWW.BAHRAINBOURSE.COM.BH'},\n",
      "                     {'acronym': 'BLB',\n",
      "                      'city': 'BANJA LUKA',\n",
      "                      'country': 'BOSNIA AND HERZEGOVINA',\n",
      "                      'country_code': 'BA',\n",
      "                      'first_stock_price_date': datetime.date(2007, 1, 3),\n",
      "                      'id': 'sxg_wy3rDz',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 26),\n",
      "                      'mic': 'XBLB',\n",
      "                      'name': 'BANJA LUKA STOCK EXCHANGE',\n",
      "                      'website': 'WWW.BLBERZA.COM'},\n",
      "                     {'acronym': 'BSE',\n",
      "                      'city': 'BRIDGETOWN',\n",
      "                      'country': 'BARBADOS',\n",
      "                      'country_code': 'BB',\n",
      "                      'first_stock_price_date': datetime.date(2007, 1, 2),\n",
      "                      'id': 'sxg_xgxYWX',\n",
      "                      'last_stock_price_date': datetime.date(2017, 11, 10),\n",
      "                      'mic': 'XBAB',\n",
      "                      'name': 'BARBADOS STOCK EXCHANGE',\n",
      "                      'website': 'WWW.BSE.COM.BB'},\n",
      "                     {'acronym': 'BATS EUROPE',\n",
      "                      'city': 'LONDON',\n",
      "                      'country': 'UNITED KINGDOM',\n",
      "                      'country_code': 'EU',\n",
      "                      'first_stock_price_date': datetime.date(2009, 7, 14),\n",
      "                      'id': 'sxg_EgA9ag',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 24),\n",
      "                      'mic': 'BATE',\n",
      "                      'name': 'BATS EUROPE -BXE ORDER BOOKS',\n",
      "                      'website': 'WWW.BATSTRADING.CO.UK'},\n",
      "                     {'acronym': 'BATS',\n",
      "                      'city': 'LENEXA',\n",
      "                      'country': 'UNITED STATES OF AMERICA',\n",
      "                      'country_code': 'US',\n",
      "                      'first_stock_price_date': None,\n",
      "                      'id': 'sxg_Eg46z4',\n",
      "                      'last_stock_price_date': None,\n",
      "                      'mic': 'BATS',\n",
      "                      'name': 'BATS Z-EXCHANGE',\n",
      "                      'website': 'HTTP://WWW.BATS.COM'},\n",
      "                     {'acronym': 'BCSE',\n",
      "                      'city': 'MINSK',\n",
      "                      'country': 'BELARUS',\n",
      "                      'country_code': 'BY',\n",
      "                      'first_stock_price_date': datetime.date(2016, 11, 11),\n",
      "                      'id': 'sxg_BgkpOX',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 21),\n",
      "                      'mic': 'BCSE',\n",
      "                      'name': 'BELARUS CURRENCY AND STOCK EXCHANGE',\n",
      "                      'website': 'WWW.BCSE.BY'},\n",
      "                     {'acronym': 'BELEX',\n",
      "                      'city': 'BELGRADE',\n",
      "                      'country': 'SERBIA (REPUBLIC OF)',\n",
      "                      'country_code': 'RS',\n",
      "                      'first_stock_price_date': datetime.date(2007, 1, 8),\n",
      "                      'id': 'sxg_2zv2vz',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 26),\n",
      "                      'mic': 'XBEL',\n",
      "                      'name': 'BELGRADE STOCK EXCHANGE',\n",
      "                      'website': 'WWW.BELEX.RS'},\n",
      "                     {'acronym': 'BSX',\n",
      "                      'city': 'HAMILTON',\n",
      "                      'country': 'BERMUDA',\n",
      "                      'country_code': 'BM',\n",
      "                      'first_stock_price_date': datetime.date(2003, 6, 4),\n",
      "                      'id': 'sxg_agjvrg',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 21),\n",
      "                      'mic': 'XBDA',\n",
      "                      'name': 'BERMUDA STOCK EXCHANGE LTD',\n",
      "                      'website': 'WWW.BSX.COM'},\n",
      "                     {'acronym': 'BME',\n",
      "                      'city': 'MADRID',\n",
      "                      'country': 'SPAIN',\n",
      "                      'country_code': 'ES',\n",
      "                      'first_stock_price_date': datetime.date(2006, 1, 27),\n",
      "                      'id': 'sxg_agjrgj',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 24),\n",
      "                      'mic': 'BMEX',\n",
      "                      'name': 'BME - BOLSAS Y MERCADOS ESPANOLES',\n",
      "                      'website': 'HTTP://WWW.BOLSASYMERCADOS.ES'},\n",
      "                     {'acronym': 'BVMF',\n",
      "                      'city': 'SAO PAULO',\n",
      "                      'country': 'BRAZIL',\n",
      "                      'country_code': 'BR',\n",
      "                      'first_stock_price_date': datetime.date(2007, 1, 2),\n",
      "                      'id': 'sxg_jyRlXM',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 21),\n",
      "                      'mic': 'BVMF',\n",
      "                      'name': 'BM&FBOVESPA S.A. - BOLSA DE VALORES, '\n",
      "                              'MERCADORIAS E FUTUROS',\n",
      "                      'website': 'HTTP://WWW.BMFBOVESPA.COM.BR'},\n",
      "                     {'acronym': 'BER',\n",
      "                      'city': 'BERLIN',\n",
      "                      'country': 'GERMANY',\n",
      "                      'country_code': 'DE',\n",
      "                      'first_stock_price_date': datetime.date(2006, 12, 27),\n",
      "                      'id': 'sxg_xgQ9gb',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 21),\n",
      "                      'mic': 'XBER',\n",
      "                      'name': 'BOERSE BERLIN',\n",
      "                      'website': 'WWW.BOERSE-BERLIN.DE'},\n",
      "                     {'acronym': 'DUS',\n",
      "                      'city': 'DUESSELDORF',\n",
      "                      'country': 'GERMANY',\n",
      "                      'country_code': 'DE',\n",
      "                      'first_stock_price_date': datetime.date(2007, 1, 2),\n",
      "                      'id': 'sxg_Wy1EPy',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 21),\n",
      "                      'mic': 'XDUS',\n",
      "                      'name': 'BOERSE DUESSELDORF',\n",
      "                      'website': 'WWW.BOERSE-DUESSELDORF.DE'},\n",
      "                     {'acronym': None,\n",
      "                      'city': 'FRANKFURT',\n",
      "                      'country': 'GERMANY',\n",
      "                      'country_code': 'DE',\n",
      "                      'first_stock_price_date': None,\n",
      "                      'id': 'sxg_Eg4pRg',\n",
      "                      'last_stock_price_date': None,\n",
      "                      'mic': 'FRAA',\n",
      "                      'name': 'BOERSE FRANKFURT - REGULIERTER MARKT',\n",
      "                      'website': 'WWW.DEUTSCHE-BOERSE.COM'},\n",
      "                     {'acronym': 'MUN',\n",
      "                      'city': 'MUENCHEN',\n",
      "                      'country': 'GERMANY',\n",
      "                      'country_code': 'DE',\n",
      "                      'first_stock_price_date': datetime.date(2006, 12, 27),\n",
      "                      'id': 'sxg_rg0mXJ',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 21),\n",
      "                      'mic': 'XMUN',\n",
      "                      'name': 'BOERSE MUENCHEN',\n",
      "                      'website': 'WWW.BOERSE-MUENCHEN.DE'},\n",
      "                     {'acronym': None,\n",
      "                      'city': 'MUNICH',\n",
      "                      'country': 'GERMANY',\n",
      "                      'country_code': 'DE',\n",
      "                      'first_stock_price_date': None,\n",
      "                      'id': 'sxg_ogDQnX',\n",
      "                      'last_stock_price_date': None,\n",
      "                      'mic': 'MUNC',\n",
      "                      'name': 'BOERSE MUENCHEN - MARKET MAKER MUNICH - '\n",
      "                              'REGULIERTER MARKT',\n",
      "                      'website': 'WWW.BOERSE-MUENCHEN.DE'},\n",
      "                     {'acronym': 'STU',\n",
      "                      'city': 'STUTTGART',\n",
      "                      'country': 'GERMANY',\n",
      "                      'country_code': 'DE',\n",
      "                      'first_stock_price_date': datetime.date(2007, 1, 2),\n",
      "                      'id': 'sxg_Kz59Nz',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 21),\n",
      "                      'mic': 'XSTU',\n",
      "                      'name': 'BOERSE STUTTGART',\n",
      "                      'website': 'WWW.BOERSE-STUTTGART.DE'},\n",
      "                     {'acronym': 'BOL',\n",
      "                      'city': 'LA PAZ',\n",
      "                      'country': 'BOLIVIA',\n",
      "                      'country_code': 'BO',\n",
      "                      'first_stock_price_date': datetime.date(2007, 1, 2),\n",
      "                      'id': 'sxg_kylwdz',\n",
      "                      'last_stock_price_date': datetime.date(2012, 2, 20),\n",
      "                      'mic': 'XBOL',\n",
      "                      'name': 'BOLSA BOLIVIANA DE VALORES S.A.',\n",
      "                      'website': 'WWW.BOLSA-VALORES-BOLIVIA.COM'},\n",
      "                     {'acronym': 'BAR',\n",
      "                      'city': 'BARCELONA',\n",
      "                      'country': 'SPAIN',\n",
      "                      'country_code': 'ES',\n",
      "                      'first_stock_price_date': datetime.date(2006, 1, 16),\n",
      "                      'id': 'sxg_qzEjWy',\n",
      "                      'last_stock_price_date': datetime.date(2010, 3, 1),\n",
      "                      'mic': 'XBAR',\n",
      "                      'name': 'BOLSA DE BARCELONA',\n",
      "                      'website': 'WWW.BORSABCN.ES'},\n",
      "                     {'acronym': 'BCBA',\n",
      "                      'city': 'BUENOS AIRES',\n",
      "                      'country': 'ARGENTINA',\n",
      "                      'country_code': 'AR',\n",
      "                      'first_stock_price_date': datetime.date(2009, 6, 12),\n",
      "                      'id': 'sxg_NgYnGX',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 26),\n",
      "                      'mic': 'XBUE',\n",
      "                      'name': 'BOLSA DE COMERCIO DE BUENOS AIRES',\n",
      "                      'website': 'WWW.BCBA.SBA.COM.AR'},\n",
      "                     {'acronym': 'MAD',\n",
      "                      'city': 'MADRID',\n",
      "                      'country': 'SPAIN',\n",
      "                      'country_code': 'ES',\n",
      "                      'first_stock_price_date': datetime.date(2006, 1, 5),\n",
      "                      'id': 'sxg_NX6GGz',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 24),\n",
      "                      'mic': 'XMAD',\n",
      "                      'name': 'BOLSA DE MADRID',\n",
      "                      'website': 'WWW.BOLSAMADRID.ES'},\n",
      "                     {'acronym': 'VAL',\n",
      "                      'city': 'VALENCIA',\n",
      "                      'country': 'SPAIN',\n",
      "                      'country_code': 'ES',\n",
      "                      'first_stock_price_date': datetime.date(2006, 1, 18),\n",
      "                      'id': 'sxg_nzJ26z',\n",
      "                      'last_stock_price_date': datetime.date(2015, 7, 17),\n",
      "                      'mic': 'XVAL',\n",
      "                      'name': 'BOLSA DE VALENCIA',\n",
      "                      'website': 'WWW.BOLSAVALENCIA.ES'},\n",
      "                     {'acronym': 'BIL',\n",
      "                      'city': 'BILBAO',\n",
      "                      'country': 'SPAIN',\n",
      "                      'country_code': 'ES',\n",
      "                      'first_stock_price_date': datetime.date(2006, 1, 20),\n",
      "                      'id': 'sxg_dXOpGz',\n",
      "                      'last_stock_price_date': datetime.date(2013, 3, 4),\n",
      "                      'mic': 'XBIL',\n",
      "                      'name': 'BOLSA DE VALORES DE BILBAO',\n",
      "                      'website': 'WWW.BOLSABILBAO.ES'},\n",
      "                     {'acronym': 'BVC',\n",
      "                      'city': 'BOGOTA',\n",
      "                      'country': 'COLOMBIA',\n",
      "                      'country_code': 'CO',\n",
      "                      'first_stock_price_date': datetime.date(2007, 1, 2),\n",
      "                      'id': 'sxg_RzmqAz',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 21),\n",
      "                      'mic': 'XBOG',\n",
      "                      'name': 'BOLSA DE VALORES DE COLOMBIA',\n",
      "                      'website': 'WWW.BVC.COM.CO'},\n",
      "                     {'acronym': 'GUA',\n",
      "                      'city': 'GUAYAQUIL',\n",
      "                      'country': 'ECUADOR',\n",
      "                      'country_code': 'EC',\n",
      "                      'first_stock_price_date': datetime.date(2007, 1, 2),\n",
      "                      'id': 'sxg_EgAa5g',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 21),\n",
      "                      'mic': 'XGUA',\n",
      "                      'name': 'BOLSA DE VALORES DE GUAYAQUIL',\n",
      "                      'website': 'WWW.MUNDOBVG.COM'},\n",
      "                     {'acronym': 'BVRD',\n",
      "                      'city': 'SANTO DOMINGO',\n",
      "                      'country': 'DOMINICAN REPUBLIC',\n",
      "                      'country_code': 'DO',\n",
      "                      'first_stock_price_date': datetime.date(2014, 12, 29),\n",
      "                      'id': 'sxg_Dg25ey',\n",
      "                      'last_stock_price_date': datetime.date(2014, 12, 30),\n",
      "                      'mic': 'XBVR',\n",
      "                      'name': 'BOLSA DE VALORES DE LA REPUBLICA DOMINICANA SA.',\n",
      "                      'website': 'WWW.BOLSARD.COM'},\n",
      "                     {'acronym': 'BVL',\n",
      "                      'city': 'LIMA',\n",
      "                      'country': 'PERU',\n",
      "                      'country_code': 'PE',\n",
      "                      'first_stock_price_date': datetime.date(2007, 1, 2),\n",
      "                      'id': 'sxg_qgeOEz',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 26),\n",
      "                      'mic': 'XLIM',\n",
      "                      'name': 'BOLSA DE VALORES DE LIMA',\n",
      "                      'website': 'WWW.BVL.COM.PE'},\n",
      "                     {'acronym': 'BVMT',\n",
      "                      'city': 'MONTEVIDEO',\n",
      "                      'country': 'URUGUAY',\n",
      "                      'country_code': 'UY',\n",
      "                      'first_stock_price_date': datetime.date(2007, 1, 3),\n",
      "                      'id': 'sxg_xgQvDX',\n",
      "                      'last_stock_price_date': datetime.date(2007, 5, 3),\n",
      "                      'mic': 'XMNT',\n",
      "                      'name': 'BOLSA DE VALORES DE MONTEVIDEO',\n",
      "                      'website': 'WWW.BVM.COM.UY'},\n",
      "                     {'acronym': 'BVP',\n",
      "                      'city': 'PANAMA',\n",
      "                      'country': 'PANAMA',\n",
      "                      'country_code': 'PA',\n",
      "                      'first_stock_price_date': datetime.date(2007, 1, 2),\n",
      "                      'id': 'sxg_ozM99z',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 24),\n",
      "                      'mic': 'XPTY',\n",
      "                      'name': 'BOLSA DE VALORES DE PANAMA, S.A.',\n",
      "                      'website': 'WWW.PANABOLSA.COM'},\n",
      "                     {'acronym': 'QUI',\n",
      "                      'city': 'QUITO',\n",
      "                      'country': 'ECUADOR',\n",
      "                      'country_code': 'EC',\n",
      "                      'first_stock_price_date': datetime.date(2007, 1, 2),\n",
      "                      'id': 'sxg_ogDk5y',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 21),\n",
      "                      'mic': 'XQUI',\n",
      "                      'name': 'BOLSA DE VALORES DE QUITO',\n",
      "                      'website': 'WWW.CCBVQ.COM'},\n",
      "                     {'acronym': 'GTG',\n",
      "                      'city': 'GUATEMALA',\n",
      "                      'country': 'GUATEMALA',\n",
      "                      'country_code': 'GT',\n",
      "                      'first_stock_price_date': datetime.date(2003, 8, 25),\n",
      "                      'id': 'sxg_NX6QGg',\n",
      "                      'last_stock_price_date': datetime.date(2013, 5, 26),\n",
      "                      'mic': 'XGTG',\n",
      "                      'name': 'BOLSA DE VALORES NACIONAL SA',\n",
      "                      'website': 'WWW.BVNSA.COM.GT'},\n",
      "                     {'acronym': 'BVPASA',\n",
      "                      'city': 'ASUNCION',\n",
      "                      'country': 'PARAGUAY',\n",
      "                      'country_code': 'PY',\n",
      "                      'first_stock_price_date': datetime.date(2012, 3, 23),\n",
      "                      'id': 'sxg_5X7Aly',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 10),\n",
      "                      'mic': 'XVPA',\n",
      "                      'name': 'BOLSA DE VALORES Y PRODUCTOS DE ASUNCION SA',\n",
      "                      'website': 'WWW.BVPASA.COM.PY'},\n",
      "                     {'acronym': 'MEX',\n",
      "                      'city': 'MEXICO',\n",
      "                      'country': 'MEXICO',\n",
      "                      'country_code': 'MX',\n",
      "                      'first_stock_price_date': datetime.date(2007, 1, 2),\n",
      "                      'id': 'sxg_5ydJXK',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 26),\n",
      "                      'mic': 'XMEX',\n",
      "                      'name': 'BOLSA MEXICANA DE VALORES (MEXICAN STOCK '\n",
      "                              'EXCHANGE)',\n",
      "                      'website': 'HTTP://WWW.BMV.COM.MX'},\n",
      "                     {'acronym': 'BNV',\n",
      "                      'city': 'SAN JOSE',\n",
      "                      'country': 'COSTA RICA',\n",
      "                      'country_code': 'CR',\n",
      "                      'first_stock_price_date': datetime.date(2007, 1, 9),\n",
      "                      'id': 'sxg_2gB70X',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 21),\n",
      "                      'mic': 'XBNV',\n",
      "                      'name': 'BOLSA NACIONAL DE VALORES, S.A.',\n",
      "                      'website': 'WWW.BOLSACR.COM'},\n",
      "                     {'acronym': 'IST',\n",
      "                      'city': 'ISTANBUL',\n",
      "                      'country': 'TURKEY',\n",
      "                      'country_code': 'TR',\n",
      "                      'first_stock_price_date': datetime.date(2007, 1, 2),\n",
      "                      'id': 'sxg_bXZMog',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 26),\n",
      "                      'mic': 'XIST',\n",
      "                      'name': 'BORSA ISTANBUL',\n",
      "                      'website': 'WWW.BORSAISTANBUL.COM'},\n",
      "                     {'acronym': 'MIL',\n",
      "                      'city': 'MILANO',\n",
      "                      'country': 'ITALY',\n",
      "                      'country_code': 'IT',\n",
      "                      'first_stock_price_date': datetime.date(2008, 8, 4),\n",
      "                      'id': 'sxg_mgwYzQ',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 21),\n",
      "                      'mic': 'XMIL',\n",
      "                      'name': 'BORSA ITALIANA S.P.A.',\n",
      "                      'website': 'HTTP://WWW.BORSAITALIANA.IT'},\n",
      "                     {'acronym': 'BOT',\n",
      "                      'city': 'GABORONE',\n",
      "                      'country': 'BOTSWANA',\n",
      "                      'country_code': 'BW',\n",
      "                      'first_stock_price_date': datetime.date(2007, 1, 3),\n",
      "                      'id': 'sxg_jyRvly',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 24),\n",
      "                      'mic': 'XBOT',\n",
      "                      'name': 'BOTSWANA STOCK EXCHANGE',\n",
      "                      'website': 'WWW.BSE.CO.BW'},\n",
      "                     {'acronym': 'BEY',\n",
      "                      'city': 'BEIRUT',\n",
      "                      'country': 'LEBANON',\n",
      "                      'country_code': 'LB',\n",
      "                      'first_stock_price_date': datetime.date(2007, 1, 2),\n",
      "                      'id': 'sxg_AXGZ5g',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 26),\n",
      "                      'mic': 'XBEY',\n",
      "                      'name': 'BOURSE DE BEYROUTH - BEIRUT STOCK EXCHANGE',\n",
      "                      'website': 'WWW.BSE.COM.LB'},\n",
      "                     {'acronym': 'BVMT',\n",
      "                      'city': 'TUNIS',\n",
      "                      'country': 'TUNISIA',\n",
      "                      'country_code': 'TN',\n",
      "                      'first_stock_price_date': datetime.date(2007, 1, 2),\n",
      "                      'id': 'sxg_Qz8Qdy',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 26),\n",
      "                      'mic': 'XTUN',\n",
      "                      'name': 'BOURSE DE TUNIS',\n",
      "                      'website': 'WWW.BVMT.COM.TN'},\n",
      "                     {'acronym': 'BRVM',\n",
      "                      'city': 'ABIDJAN',\n",
      "                      'country': 'IVORY COAST',\n",
      "                      'country_code': 'CI',\n",
      "                      'first_stock_price_date': datetime.date(2007, 1, 2),\n",
      "                      'id': 'sxg_bzqapz',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 26),\n",
      "                      'mic': 'XBRV',\n",
      "                      'name': 'BOURSE REGIONALE DES VALEURS MOBILIERES',\n",
      "                      'website': 'WWW.BRVM.ORG'},\n",
      "                     {'acronym': 'BSSE',\n",
      "                      'city': 'BRATISLAVA',\n",
      "                      'country': 'SLOVAKIA',\n",
      "                      'country_code': 'SK',\n",
      "                      'first_stock_price_date': datetime.date(2007, 1, 8),\n",
      "                      'id': 'sxg_0XLDdX',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 21),\n",
      "                      'mic': 'XBRA',\n",
      "                      'name': 'BRATISLAVA STOCK EXCHANGE',\n",
      "                      'website': 'WWW.BSSE.SK'},\n",
      "                     {'acronym': 'BSE',\n",
      "                      'city': 'MUMBAI',\n",
      "                      'country': 'INDIA',\n",
      "                      'country_code': 'IN',\n",
      "                      'first_stock_price_date': datetime.date(2007, 1, 2),\n",
      "                      'id': 'sxg_xgxWyr',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 26),\n",
      "                      'mic': 'XBOM',\n",
      "                      'name': 'BSE LTD',\n",
      "                      'website': 'HTTP://WWW.BSEINDIA.COM'},\n",
      "                     {'acronym': 'BUD',\n",
      "                      'city': 'BUDAPEST',\n",
      "                      'country': 'HUNGARY',\n",
      "                      'country_code': 'HU',\n",
      "                      'first_stock_price_date': datetime.date(2005, 11, 20),\n",
      "                      'id': 'sxg_VXWMJy',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 21),\n",
      "                      'mic': 'XBUD',\n",
      "                      'name': 'BUDAPEST STOCK EXCHANGE',\n",
      "                      'website': 'WWW.BET.HU'},\n",
      "                     {'acronym': 'BUL',\n",
      "                      'city': 'SOFIA',\n",
      "                      'country': 'BULGARIA',\n",
      "                      'country_code': 'BG',\n",
      "                      'first_stock_price_date': datetime.date(2007, 1, 3),\n",
      "                      'id': 'sxg_0gN8qz',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 21),\n",
      "                      'mic': 'XBUL',\n",
      "                      'name': 'BULGARIAN STOCK EXCHANGE',\n",
      "                      'website': 'WWW.BSE-SOFIA.BG'},\n",
      "                     {'acronym': 'KLS',\n",
      "                      'city': 'KUALA LUMPUR',\n",
      "                      'country': 'MALAYSIA',\n",
      "                      'country_code': 'MY',\n",
      "                      'first_stock_price_date': datetime.date(2007, 1, 3),\n",
      "                      'id': 'sxg_kylk4z',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 26),\n",
      "                      'mic': 'XKLS',\n",
      "                      'name': 'BURSA MALAYSIA',\n",
      "                      'website': 'WWW.BURSAMALAYSIA.COM'},\n",
      "                     {'acronym': 'BRN',\n",
      "                      'city': 'BERN',\n",
      "                      'country': 'SWITZERLAND',\n",
      "                      'country_code': 'CH',\n",
      "                      'first_stock_price_date': datetime.date(2012, 10, 29),\n",
      "                      'id': 'sxg_agj57y',\n",
      "                      'last_stock_price_date': datetime.date(2018, 4, 12),\n",
      "                      'mic': 'XBRN',\n",
      "                      'name': 'BX SWISS AG',\n",
      "                      'website': 'WWW.BXSWISS.COM; WWW.BERNE-X.COM'},\n",
      "                     {'acronym': 'CSX',\n",
      "                      'city': 'PHNOM PENH',\n",
      "                      'country': 'CAMBODIA',\n",
      "                      'country_code': 'KH',\n",
      "                      'first_stock_price_date': datetime.date(2012, 7, 16),\n",
      "                      'id': 'sxg_5ydKJz',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 26),\n",
      "                      'mic': 'XCSX',\n",
      "                      'name': 'CAMBODIA SECURITIES EXCHANGE',\n",
      "                      'website': 'WWW.CSX.COM.KH'},\n",
      "                     {'acronym': 'CNSX',\n",
      "                      'city': 'TORONTO',\n",
      "                      'country': 'CANADA',\n",
      "                      'country_code': 'CA',\n",
      "                      'first_stock_price_date': datetime.date(2006, 1, 3),\n",
      "                      'id': 'sxg_2zvxNg',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 24),\n",
      "                      'mic': 'XCNQ',\n",
      "                      'name': 'CANADIAN NATIONAL STOCK EXCHANGE',\n",
      "                      'website': 'WWW.CNSX.CA'},\n",
      "                     {'acronym': 'BVC',\n",
      "                      'city': 'PRAIA',\n",
      "                      'country': 'CAPE VERDE',\n",
      "                      'country_code': 'CV',\n",
      "                      'first_stock_price_date': datetime.date(2010, 4, 26),\n",
      "                      'id': 'sxg_mgwWYg',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 11),\n",
      "                      'mic': 'XBVC',\n",
      "                      'name': 'CAPE VERDE STOCK EXCHANGE',\n",
      "                      'website': 'WWW.BVC.CV'},\n",
      "                     {'acronym': 'CAS',\n",
      "                      'city': 'CASABLANCA',\n",
      "                      'country': 'MOROCCO',\n",
      "                      'country_code': 'MA',\n",
      "                      'first_stock_price_date': datetime.date(2007, 1, 2),\n",
      "                      'id': 'sxg_Qz8Bdg',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 26),\n",
      "                      'mic': 'XCAS',\n",
      "                      'name': 'CASABLANCA STOCK EXCHANGE',\n",
      "                      'website': 'WWW.CASABLANCA-BOURSE.COM'},\n",
      "                     {'acronym': 'CAY',\n",
      "                      'city': 'GEORGETOWN',\n",
      "                      'country': 'CAYMAN ISLANDS',\n",
      "                      'country_code': 'KY',\n",
      "                      'first_stock_price_date': datetime.date(2007, 1, 1),\n",
      "                      'id': 'sxg_Qz88bz',\n",
      "                      'last_stock_price_date': datetime.date(2017, 2, 13),\n",
      "                      'mic': 'XCAY',\n",
      "                      'name': 'CAYMAN ISLANDS STOCK EXCHANGE',\n",
      "                      'website': 'WWW.CSX.COM.KY'},\n",
      "                     {'acronym': 'CBOE EUROPE',\n",
      "                      'city': 'LONDON',\n",
      "                      'country': 'UNITED KINGDOM',\n",
      "                      'country_code': 'GB',\n",
      "                      'first_stock_price_date': None,\n",
      "                      'id': 'sxg_Dg2qly',\n",
      "                      'last_stock_price_date': None,\n",
      "                      'mic': 'BCXE',\n",
      "                      'name': 'CBOE EUROPE EQUITIES',\n",
      "                      'website': 'WWW.MARKETS.CBOE.COM/EUROPE/EQUITIES/OVERVIEW'},\n",
      "                     {'acronym': 'CHX',\n",
      "                      'city': 'CHICAGO',\n",
      "                      'country': 'UNITED STATES OF AMERICA',\n",
      "                      'country_code': 'US',\n",
      "                      'first_stock_price_date': None,\n",
      "                      'id': 'sxg_4zrdkg',\n",
      "                      'last_stock_price_date': None,\n",
      "                      'mic': 'XCHI',\n",
      "                      'name': 'CHICAGO STOCK EXCHANGE, INC',\n",
      "                      'website': 'WWW.CHX.COM'},\n",
      "                     {'acronym': 'CSE',\n",
      "                      'city': 'CHITTAGONG',\n",
      "                      'country': 'BANGLADESH',\n",
      "                      'country_code': 'BD',\n",
      "                      'first_stock_price_date': datetime.date(2007, 1, 3),\n",
      "                      'id': 'sxg_AXGrAg',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 26),\n",
      "                      'mic': 'XCHG',\n",
      "                      'name': 'CHITTAGONG STOCK EXCHANGE LTD.',\n",
      "                      'website': 'WWW.CSEBD.COM'},\n",
      "                     {'acronym': 'COL',\n",
      "                      'city': 'COLOMBO',\n",
      "                      'country': 'SRI LANKA',\n",
      "                      'country_code': 'LK',\n",
      "                      'first_stock_price_date': datetime.date(2007, 1, 2),\n",
      "                      'id': 'sxg_bzqkBg',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 26),\n",
      "                      'mic': 'XCOL',\n",
      "                      'name': 'COLOMBO STOCK EXCHANGE',\n",
      "                      'website': 'WWW.CSE.LK'},\n",
      "                     {'acronym': 'CSE',\n",
      "                      'city': 'NICOSIA (LEFKOSIA)',\n",
      "                      'country': 'CYPRUS',\n",
      "                      'country_code': 'CY',\n",
      "                      'first_stock_price_date': datetime.date(2007, 1, 2),\n",
      "                      'id': 'sxg_Eg4Q6X',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 21),\n",
      "                      'mic': 'XCYS',\n",
      "                      'name': 'CYPRUS STOCK EXCHANGE',\n",
      "                      'website': 'WWW.CSE.COM.CY'},\n",
      "                     {'acronym': 'DSE',\n",
      "                      'city': 'DAMASCUS',\n",
      "                      'country': 'SYRIAN ARAB REPUBLIC',\n",
      "                      'country_code': 'SY',\n",
      "                      'first_stock_price_date': datetime.date(2009, 3, 16),\n",
      "                      'id': 'sxg_jyRK7g',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 24),\n",
      "                      'mic': 'XDSE',\n",
      "                      'name': 'DAMASCUS SECURITIES EXCHANGE',\n",
      "                      'website': 'WWW.DSE.SY'},\n",
      "                     {'acronym': 'DAR',\n",
      "                      'city': 'DAR ES SALAAM',\n",
      "                      'country': 'TANZANIA',\n",
      "                      'country_code': 'TZ',\n",
      "                      'first_stock_price_date': datetime.date(2007, 1, 3),\n",
      "                      'id': 'sxg_5ydPLy',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 24),\n",
      "                      'mic': 'XDAR',\n",
      "                      'name': 'DAR ES  SALAAM STOCK EXCHANGE',\n",
      "                      'website': 'WWW.DARSTOCKEXCHANGE.COM'},\n",
      "                     {'acronym': 'FRA',\n",
      "                      'city': 'FRANKFURT',\n",
      "                      'country': 'GERMANY',\n",
      "                      'country_code': 'DE',\n",
      "                      'first_stock_price_date': datetime.date(2006, 12, 27),\n",
      "                      'id': 'sxg_NgPvzd',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 21),\n",
      "                      'mic': 'XFRA',\n",
      "                      'name': 'DEUTSCHE BOERSE AG',\n",
      "                      'website': 'HTTP://WWW.DEUTSCHE-BOERSE.COM'},\n",
      "                     {'acronym': 'DSE',\n",
      "                      'city': 'DHAKA',\n",
      "                      'country': 'BANGLADESH',\n",
      "                      'country_code': 'BD',\n",
      "                      'first_stock_price_date': datetime.date(2007, 1, 3),\n",
      "                      'id': 'sxg_PypRZX',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 26),\n",
      "                      'mic': 'XDHA',\n",
      "                      'name': 'DHAKA STOCK EXCHANGE LTD',\n",
      "                      'website': 'WWW.DSEBD.ORG'},\n",
      "                     {'acronym': 'DSX',\n",
      "                      'city': 'DOUALA',\n",
      "                      'country': 'CAMEROON',\n",
      "                      'country_code': 'CM',\n",
      "                      'first_stock_price_date': datetime.date(2008, 6, 4),\n",
      "                      'id': 'sxg_ByKkvy',\n",
      "                      'last_stock_price_date': datetime.date(2018, 9, 12),\n",
      "                      'mic': 'XDSX',\n",
      "                      'name': 'DOUALA STOCK EXCHANGE',\n",
      "                      'website': 'WWW.DOUALA-STOCK-EXCHANGE.COM'},\n",
      "                     {'acronym': 'DFM',\n",
      "                      'city': 'DUBAI',\n",
      "                      'country': 'UNITED ARAB EMIRATES',\n",
      "                      'country_code': 'AE',\n",
      "                      'first_stock_price_date': datetime.date(2007, 3, 7),\n",
      "                      'id': 'sxg_Dg2oBX',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 26),\n",
      "                      'mic': 'XDFM',\n",
      "                      'name': 'DUBAI FINANCIAL MARKET',\n",
      "                      'website': 'WWW.DFM.CO.AE'},\n",
      "                     {'acronym': 'ECSE',\n",
      "                      'city': 'BASSETERRE',\n",
      "                      'country': 'SAINT KITTS AND NEVIS',\n",
      "                      'country_code': 'KN',\n",
      "                      'first_stock_price_date': datetime.date(2007, 1, 3),\n",
      "                      'id': 'sxg_NX6day',\n",
      "                      'last_stock_price_date': datetime.date(2015, 5, 21),\n",
      "                      'mic': 'XECS',\n",
      "                      'name': 'EASTERN CARIBBEAN SECURITIES EXCHANGE',\n",
      "                      'website': 'WWW.ECSEONLINE.COM'},\n",
      "                     {'acronym': 'CASE',\n",
      "                      'city': 'CAIRO',\n",
      "                      'country': 'EGYPT',\n",
      "                      'country_code': 'EG',\n",
      "                      'first_stock_price_date': datetime.date(2007, 1, 14),\n",
      "                      'id': 'sxg_ozMedz',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 26),\n",
      "                      'mic': 'XCAI',\n",
      "                      'name': 'EGYPTIAN EXCHANGE',\n",
      "                      'website': 'WWW.EGYPTSE.COM'},\n",
      "                     {'acronym': 'SVA',\n",
      "                      'city': 'EL SALVADOR',\n",
      "                      'country': 'EL SALVADOR',\n",
      "                      'country_code': 'SV',\n",
      "                      'first_stock_price_date': datetime.date(2007, 1, 2),\n",
      "                      'id': 'sxg_5X7KNX',\n",
      "                      'last_stock_price_date': datetime.date(2018, 11, 29),\n",
      "                      'mic': 'XSVA',\n",
      "                      'name': 'EL SALVADOR STOCK EXCHANGE',\n",
      "                      'website': 'WWW.BVES.COM.SV'},\n",
      "                     {'acronym': 'AMS',\n",
      "                      'city': 'AMSTERDAM',\n",
      "                      'country': 'THE NETHERLANDS',\n",
      "                      'country_code': 'NL',\n",
      "                      'first_stock_price_date': datetime.date(2006, 12, 28),\n",
      "                      'id': 'sxg_nzJNzB',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 24),\n",
      "                      'mic': 'XAMS',\n",
      "                      'name': 'EURONEXT - EURONEXT AMSTERDAM',\n",
      "                      'website': 'HTTP://WWW.EURONEXT.COM'},\n",
      "                     {'acronym': 'BRU',\n",
      "                      'city': 'BRUSSELS',\n",
      "                      'country': 'BELGIUM',\n",
      "                      'country_code': 'BE',\n",
      "                      'first_stock_price_date': datetime.date(2007, 1, 2),\n",
      "                      'id': 'sxg_NX6GzO',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 24),\n",
      "                      'mic': 'XBRU',\n",
      "                      'name': 'EURONEXT - EURONEXT BRUSSELS',\n",
      "                      'website': 'HTTP://WWW.EURONEXT.COM'},\n",
      "                     {'acronym': 'LIS',\n",
      "                      'city': 'LISBOA',\n",
      "                      'country': 'PORTUGAL',\n",
      "                      'country_code': 'PT',\n",
      "                      'first_stock_price_date': datetime.date(2006, 12, 29),\n",
      "                      'id': 'sxg_dXOKXo',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 24),\n",
      "                      'mic': 'XLIS',\n",
      "                      'name': 'EURONEXT - EURONEXT LISBON',\n",
      "                      'website': 'HTTP://WWW.EURONEXT.COM'},\n",
      "                     {'acronym': None,\n",
      "                      'city': 'LONDON',\n",
      "                      'country': 'UNITED KINGDOM',\n",
      "                      'country_code': 'GB',\n",
      "                      'first_stock_price_date': None,\n",
      "                      'id': 'sxg_EgAjJX',\n",
      "                      'last_stock_price_date': None,\n",
      "                      'mic': 'XLDN',\n",
      "                      'name': 'EURONEXT - EURONEXT LONDON',\n",
      "                      'website': 'WWW.EURONEXT.COM'},\n",
      "                     {'acronym': 'PAR',\n",
      "                      'city': 'PARIS',\n",
      "                      'country': 'FRANCE',\n",
      "                      'country_code': 'FR',\n",
      "                      'first_stock_price_date': datetime.date(2006, 12, 22),\n",
      "                      'id': 'sxg_NgYGzd',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 24),\n",
      "                      'mic': 'XPAR',\n",
      "                      'name': 'EURONEXT - EURONEXT PARIS',\n",
      "                      'website': 'HTTP://WWW.EURONEXT.COM'},\n",
      "                     {'acronym': 'GSE',\n",
      "                      'city': 'TBILISI',\n",
      "                      'country': 'GEORGIA',\n",
      "                      'country_code': 'GE',\n",
      "                      'first_stock_price_date': datetime.date(2013, 9, 4),\n",
      "                      'id': 'sxg_0ybW7g',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 13),\n",
      "                      'mic': 'XGSE',\n",
      "                      'name': 'GEORGIA STOCK EXCHANGE',\n",
      "                      'website': 'WWW.GSE.GE'},\n",
      "                     {'acronym': 'GHA',\n",
      "                      'city': 'ACCRA',\n",
      "                      'country': 'GHANA',\n",
      "                      'country_code': 'GH',\n",
      "                      'first_stock_price_date': datetime.date(2007, 1, 3),\n",
      "                      'id': 'sxg_pgVB6g',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 24),\n",
      "                      'mic': 'XGHA',\n",
      "                      'name': 'GHANA STOCK EXCHANGE',\n",
      "                      'website': 'WWW.GSE.COM.GH'},\n",
      "                     {'acronym': 'HNX',\n",
      "                      'city': 'HANOI',\n",
      "                      'country': 'VIET NAM',\n",
      "                      'country_code': 'VN',\n",
      "                      'first_stock_price_date': datetime.date(2007, 2, 9),\n",
      "                      'id': 'sxg_rg0kNy',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 26),\n",
      "                      'mic': 'HSTC',\n",
      "                      'name': 'HANOI STOCK EXCHANGE',\n",
      "                      'website': 'WWW.HNX.VN'},\n",
      "                     {'acronym': 'HAM',\n",
      "                      'city': 'HAMBURG',\n",
      "                      'country': 'GERMANY',\n",
      "                      'country_code': 'DE',\n",
      "                      'first_stock_price_date': datetime.date(2007, 1, 2),\n",
      "                      'id': 'sxg_xgQ89y',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 21),\n",
      "                      'mic': 'XHAM',\n",
      "                      'name': 'HANSEATISCHE WERTPAPIERBOERSE HAMBURG',\n",
      "                      'website': 'WWW.BOERSENAG.DE'},\n",
      "                     {'acronym': 'HOSE',\n",
      "                      'city': 'HO CHI MINH CITY',\n",
      "                      'country': 'VIET NAM',\n",
      "                      'country_code': 'VN',\n",
      "                      'first_stock_price_date': datetime.date(2000, 7, 28),\n",
      "                      'id': 'sxg_Kz5Amz',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 26),\n",
      "                      'mic': 'XSTC',\n",
      "                      'name': 'HOCHIMINH STOCK EXCHANGE',\n",
      "                      'website': 'WWW.HSX.VN'},\n",
      "                     {'acronym': 'HKEX',\n",
      "                      'city': 'HONG KONG',\n",
      "                      'country': 'HONG KONG',\n",
      "                      'country_code': 'HK',\n",
      "                      'first_stock_price_date': datetime.date(2005, 1, 26),\n",
      "                      'id': 'sxg_PypZX3',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 24),\n",
      "                      'mic': 'XHKG',\n",
      "                      'name': 'HONG KONG EXCHANGES AND CLEARING LTD',\n",
      "                      'website': 'HTTP://WWW.HKEX.COM.HK'},\n",
      "                     {'acronym': 'IDX',\n",
      "                      'city': 'JAKARTA',\n",
      "                      'country': 'INDONESIA',\n",
      "                      'country_code': 'ID',\n",
      "                      'first_stock_price_date': datetime.date(2007, 4, 20),\n",
      "                      'id': 'sxg_NgPVvz',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 26),\n",
      "                      'mic': 'XIDX',\n",
      "                      'name': 'INDONESIA STOCK EXCHANGE',\n",
      "                      'website': 'WWW.IDX.CO.ID'},\n",
      "                     {'acronym': 'ISX',\n",
      "                      'city': 'BAGHDAD',\n",
      "                      'country': 'IRAQ',\n",
      "                      'country_code': 'IQ',\n",
      "                      'first_stock_price_date': datetime.date(2009, 8, 2),\n",
      "                      'id': 'sxg_dXOeKy',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 24),\n",
      "                      'mic': 'XIQS',\n",
      "                      'name': 'IRAQ STOCK EXCHANGE',\n",
      "                      'website': 'WWW.ISX-IQ.NET'},\n",
      "                     {'acronym': 'ISE',\n",
      "                      'city': 'DUBLIN',\n",
      "                      'country': 'IRELAND',\n",
      "                      'country_code': 'IE',\n",
      "                      'first_stock_price_date': datetime.date(2001, 4, 6),\n",
      "                      'id': 'sxg_Dzomng',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 24),\n",
      "                      'mic': 'XDUB',\n",
      "                      'name': 'IRISH STOCK EXCHANGE - ALL MARKET',\n",
      "                      'website': 'WWW.ISE.IE'},\n",
      "                     {'acronym': 'JAM',\n",
      "                      'city': 'KINGSTON',\n",
      "                      'country': 'JAMAICA',\n",
      "                      'country_code': 'JM',\n",
      "                      'first_stock_price_date': datetime.date(2007, 2, 23),\n",
      "                      'id': 'sxg_pgVB2g',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 24),\n",
      "                      'mic': 'XJAM',\n",
      "                      'name': 'JAMAICA STOCK EXCHANGE',\n",
      "                      'website': 'WWW.JAMSTOCKEX.COM'},\n",
      "                     {'acronym': 'JPX',\n",
      "                      'city': 'TOKYO',\n",
      "                      'country': 'JAPAN',\n",
      "                      'country_code': 'JP',\n",
      "                      'first_stock_price_date': datetime.date(2007, 1, 4),\n",
      "                      'id': 'sxg_qzEByJ',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 26),\n",
      "                      'mic': 'XJPX',\n",
      "                      'name': 'JAPAN EXCHANGE GROUP',\n",
      "                      'website': 'HTTP://WWW.JPX.CO.JP'},\n",
      "                     {'acronym': 'JSE',\n",
      "                      'city': 'JOHANNESBURG',\n",
      "                      'country': 'SOUTH AFRICA',\n",
      "                      'country_code': 'ZA',\n",
      "                      'first_stock_price_date': datetime.date(2007, 1, 1),\n",
      "                      'id': 'sxg_NgYWVz',\n",
      "                      'last_stock_price_date': datetime.date(2017, 8, 7),\n",
      "                      'mic': 'XJSE',\n",
      "                      'name': 'JOHANNESBURG STOCK EXCHANGE',\n",
      "                      'website': 'WWW.JSE.CO.ZA'},\n",
      "                     {'acronym': 'KAZE',\n",
      "                      'city': 'ALMA-ATA',\n",
      "                      'country': 'KAZAKHSTAN',\n",
      "                      'country_code': 'KZ',\n",
      "                      'first_stock_price_date': datetime.date(2002, 7, 19),\n",
      "                      'id': 'sxg_NgPVaz',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 26),\n",
      "                      'mic': 'XKAZ',\n",
      "                      'name': 'KAZAKHSTAN STOCK EXCHANGE',\n",
      "                      'website': 'WWW.KASE.KZ'},\n",
      "                     {'acronym': 'KSE',\n",
      "                      'city': 'KHARTOUM',\n",
      "                      'country': 'SUDAN',\n",
      "                      'country_code': 'SD',\n",
      "                      'first_stock_price_date': None,\n",
      "                      'id': 'sxg_AXGM5y',\n",
      "                      'last_stock_price_date': None,\n",
      "                      'mic': 'XKHA',\n",
      "                      'name': 'KHARTOUM STOCK EXCHANGE',\n",
      "                      'website': 'WWW.KSE.COM.SD'},\n",
      "                     {'acronym': 'KOSDAQ',\n",
      "                      'city': 'SEOUL',\n",
      "                      'country': 'KOREA, REPUBLIC OF',\n",
      "                      'country_code': 'KR',\n",
      "                      'first_stock_price_date': datetime.date(2007, 1, 2),\n",
      "                      'id': 'sxg_4zr6zB',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 26),\n",
      "                      'mic': 'XKOS',\n",
      "                      'name': 'KOREA EXCHANGE (KOSDAQ)',\n",
      "                      'website': 'HTTP://ENG.KRX.CO.KR'},\n",
      "                     {'acronym': 'KRX',\n",
      "                      'city': 'SEOUL',\n",
      "                      'country': 'KOREA, REPUBLIC OF',\n",
      "                      'country_code': 'KR',\n",
      "                      'first_stock_price_date': datetime.date(2007, 1, 2),\n",
      "                      'id': 'sxg_Qz8bgb',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 26),\n",
      "                      'mic': 'XKRX',\n",
      "                      'name': 'KOREA EXCHANGE (STOCK MARKET)',\n",
      "                      'website': 'HTTP://ENG.KRX.CO.KR'},\n",
      "                     {'acronym': 'KUW',\n",
      "                      'city': 'KUWAIT',\n",
      "                      'country': 'KUWAIT',\n",
      "                      'country_code': 'KW',\n",
      "                      'first_stock_price_date': datetime.date(2007, 1, 1),\n",
      "                      'id': 'sxg_dXOeGy',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 26),\n",
      "                      'mic': 'XKUW',\n",
      "                      'name': 'KUWAIT STOCK EXCHANGE',\n",
      "                      'website': 'WWW.KUWAITSE.COM'},\n",
      "                     {'acronym': 'KSE',\n",
      "                      'city': 'BISHKEK',\n",
      "                      'country': 'KYRGYZSTAN',\n",
      "                      'country_code': 'KG',\n",
      "                      'first_stock_price_date': datetime.date(2007, 1, 9),\n",
      "                      'id': 'sxg_Dzomeg',\n",
      "                      'last_stock_price_date': datetime.date(2012, 2, 20),\n",
      "                      'mic': 'XKSE',\n",
      "                      'name': 'KYRGYZ STOCK EXCHANGE',\n",
      "                      'website': 'WWW.KSE.KG'},\n",
      "                     {'acronym': 'BOLCHILE',\n",
      "                      'city': 'SANTIAGO',\n",
      "                      'country': 'CHILE',\n",
      "                      'country_code': 'CL',\n",
      "                      'first_stock_price_date': datetime.date(2007, 1, 2),\n",
      "                      'id': 'sxg_bXZYPg',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 11),\n",
      "                      'mic': 'XBCL',\n",
      "                      'name': 'LA BOLSA ELECTRONICA DE CHILE',\n",
      "                      'website': 'WWW.BOLCHILE.CL'},\n",
      "                     {'acronym': 'LSX',\n",
      "                      'city': 'LAO',\n",
      "                      'country': 'LAOS',\n",
      "                      'country_code': 'LA',\n",
      "                      'first_stock_price_date': datetime.date(2012, 7, 16),\n",
      "                      'id': 'sxg_nzJB6z',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 24),\n",
      "                      'mic': 'XLAO',\n",
      "                      'name': 'LAO SECURITIES EXCHANGE',\n",
      "                      'website': 'WWW.LSX.COM.LA'},\n",
      "                     {'acronym': 'LSM',\n",
      "                      'city': 'TRIPOLI',\n",
      "                      'country': 'LIBYAN ARAB JAMAHIRIYA',\n",
      "                      'country_code': 'LY',\n",
      "                      'first_stock_price_date': datetime.date(2013, 3, 10),\n",
      "                      'id': 'sxg_PypOLz',\n",
      "                      'last_stock_price_date': datetime.date(2014, 7, 24),\n",
      "                      'mic': 'XLSM',\n",
      "                      'name': 'LIBYAN STOCK MARKET',\n",
      "                      'website': 'WWW.LSM.GOV.LY'},\n",
      "                     {'acronym': 'LJU',\n",
      "                      'city': 'LJUBLJANA',\n",
      "                      'country': 'SLOVENIA',\n",
      "                      'country_code': 'SI',\n",
      "                      'first_stock_price_date': datetime.date(2007, 1, 3),\n",
      "                      'id': 'sxg_VXWB6g',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 21),\n",
      "                      'mic': 'XLJU',\n",
      "                      'name': 'LJUBLJANA STOCK EXCHANGE (OFFICIAL MARKET)',\n",
      "                      'website': 'WWW.LJSE.SI'},\n",
      "                     {'acronym': 'LSE',\n",
      "                      'city': 'LONDON',\n",
      "                      'country': 'UNITED KINGDOM',\n",
      "                      'country_code': 'GB',\n",
      "                      'first_stock_price_date': datetime.date(2001, 11, 8),\n",
      "                      'id': 'sxg_AXGAyM',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 24),\n",
      "                      'mic': 'XLON',\n",
      "                      'name': 'LONDON STOCK EXCHANGE',\n",
      "                      'website': 'HTTP://WWW.LONDONSTOCKEXCHANGE.COM'},\n",
      "                     {'acronym': 'LUS',\n",
      "                      'city': 'LUSAKA',\n",
      "                      'country': 'ZAMBIA',\n",
      "                      'country_code': 'ZM',\n",
      "                      'first_stock_price_date': datetime.date(2007, 1, 2),\n",
      "                      'id': 'sxg_pgVO2X',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 24),\n",
      "                      'mic': 'XLUS',\n",
      "                      'name': 'LUSAKA STOCK EXCHANGE',\n",
      "                      'website': 'WWW.LUSE.CO.ZM'},\n",
      "                     {'acronym': 'LUX',\n",
      "                      'city': 'LUXEMBOURG',\n",
      "                      'country': 'LUXEMBOURG',\n",
      "                      'country_code': 'LU',\n",
      "                      'first_stock_price_date': datetime.date(1996, 5, 31),\n",
      "                      'id': 'sxg_pgVb6g',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 24),\n",
      "                      'mic': 'XLUX',\n",
      "                      'name': 'LUXEMBOURG STOCK EXCHANGE',\n",
      "                      'website': 'WWW.BOURSE.LU'},\n",
      "                     {'acronym': 'MAE',\n",
      "                      'city': 'SKOPJE',\n",
      "                      'country': 'MACEDONIA',\n",
      "                      'country_code': 'MK',\n",
      "                      'first_stock_price_date': datetime.date(2007, 1, 3),\n",
      "                      'id': 'sxg_BgkdAX',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 26),\n",
      "                      'mic': 'XMAE',\n",
      "                      'name': 'MACEDONIAN STOCK EXCHANGE',\n",
      "                      'website': 'WWW.MSE.ORG.MK'},\n",
      "                     {'acronym': 'MSW',\n",
      "                      'city': 'BLANTYRE',\n",
      "                      'country': 'MALAWI',\n",
      "                      'country_code': 'MW',\n",
      "                      'first_stock_price_date': datetime.date(2007, 1, 2),\n",
      "                      'id': 'sxg_agjl7z',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 24),\n",
      "                      'mic': 'XMSW',\n",
      "                      'name': 'MALAWI STOCK EXCHANGE',\n",
      "                      'website': 'WWW.MSE.CO.MW'},\n",
      "                     {'acronym': 'MAL',\n",
      "                      'city': 'MALE',\n",
      "                      'country': 'MALDIVES',\n",
      "                      'country_code': 'MV',\n",
      "                      'first_stock_price_date': None,\n",
      "                      'id': 'sxg_wy3QVX',\n",
      "                      'last_stock_price_date': None,\n",
      "                      'mic': 'MALX',\n",
      "                      'name': 'MALDIVES STOCK EXCHANGE',\n",
      "                      'website': 'WWW.MSE.COM.MV'},\n",
      "                     {'acronym': 'MSE',\n",
      "                      'city': 'VALLETTA',\n",
      "                      'country': 'MALTA',\n",
      "                      'country_code': 'MT',\n",
      "                      'first_stock_price_date': datetime.date(2007, 1, 3),\n",
      "                      'id': 'sxg_jyR87X',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 21),\n",
      "                      'mic': 'XMAL',\n",
      "                      'name': 'MALTA STOCK EXCHANGE',\n",
      "                      'website': 'WWW.BORZAMALTA.COM.MT'},\n",
      "                     {'acronym': 'MAB',\n",
      "                      'city': 'MADRID',\n",
      "                      'country': 'SPAIN',\n",
      "                      'country_code': 'ES',\n",
      "                      'first_stock_price_date': datetime.date(2009, 5, 22),\n",
      "                      'id': 'sxg_NgPraz',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 24),\n",
      "                      'mic': 'MABX',\n",
      "                      'name': 'MERCADO ALTERNATIVO BURSATIL',\n",
      "                      'website': 'WWW.BOLSASYMERCADOS.ES'},\n",
      "                     {'acronym': 'MEV',\n",
      "                      'city': None,\n",
      "                      'country': 'ARGENTINA',\n",
      "                      'country_code': 'AR',\n",
      "                      'first_stock_price_date': datetime.date(2007, 1, 2),\n",
      "                      'id': 'sxg_NgPQvX',\n",
      "                      'last_stock_price_date': datetime.date(2011, 6, 8),\n",
      "                      'mic': 'XMEV',\n",
      "                      'name': 'MERCADO DE VALORES DE BUENOS AIRES S.A.',\n",
      "                      'website': None},\n",
      "                     {'acronym': 'MERK',\n",
      "                      'city': 'OSLO',\n",
      "                      'country': 'NORWAY',\n",
      "                      'country_code': 'NO',\n",
      "                      'first_stock_price_date': datetime.date(2016, 1, 13),\n",
      "                      'id': 'sxg_2gBbwg',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 21),\n",
      "                      'mic': 'MERK',\n",
      "                      'name': 'MERKUR MARKET',\n",
      "                      'website': 'WWW.OSLOBORS.NO'},\n",
      "                     {'acronym': 'MOL',\n",
      "                      'city': 'CHISINAU',\n",
      "                      'country': 'MOLDOVA, REPUBLIC OF',\n",
      "                      'country_code': 'MD',\n",
      "                      'first_stock_price_date': datetime.date(2013, 5, 2),\n",
      "                      'id': 'sxg_5yd9Lg',\n",
      "                      'last_stock_price_date': datetime.date(2018, 11, 29),\n",
      "                      'mic': 'XMOL',\n",
      "                      'name': 'MOLDOVA STOCK EXCHANGE',\n",
      "                      'website': 'WWW.MOLDSE.MD'},\n",
      "                     {'acronym': 'ULA',\n",
      "                      'city': 'ULAAN BAATAR',\n",
      "                      'country': 'MONGOLIA',\n",
      "                      'country_code': 'MN',\n",
      "                      'first_stock_price_date': datetime.date(2013, 2, 25),\n",
      "                      'id': 'sxg_ByKoxy',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 20),\n",
      "                      'mic': 'XULA',\n",
      "                      'name': 'MONGOLIAN STOCK EXCHANGE',\n",
      "                      'website': 'WWW.MSE.MN'},\n",
      "                     {'acronym': 'MNX',\n",
      "                      'city': 'MONTENEGRO',\n",
      "                      'country': 'MONTENEGRO, REPUBLIC OF',\n",
      "                      'country_code': 'ME',\n",
      "                      'first_stock_price_date': datetime.date(2013, 9, 5),\n",
      "                      'id': 'sxg_mgwdQX',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 26),\n",
      "                      'mic': 'XMNX',\n",
      "                      'name': 'MONTENEGRO STOCK EXCHANGE',\n",
      "                      'website': 'WWW.MONTENEGROBERZA.COM'},\n",
      "                     {'acronym': 'MOEX',\n",
      "                      'city': 'MOSCOW',\n",
      "                      'country': 'RUSSIA',\n",
      "                      'country_code': 'RU',\n",
      "                      'first_stock_price_date': datetime.date(2012, 5, 2),\n",
      "                      'id': 'sxg_9Xa6zB',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 26),\n",
      "                      'mic': 'MISX',\n",
      "                      'name': 'MOSCOW EXCHANGE',\n",
      "                      'website': 'HTTP://WWW.MICEX.COM'},\n",
      "                     {'acronym': 'MOEX',\n",
      "                      'city': 'MOSCOW',\n",
      "                      'country': 'RUSSIA',\n",
      "                      'country_code': 'RU',\n",
      "                      'first_stock_price_date': datetime.date(2007, 2, 15),\n",
      "                      'id': 'sxg_Kz5rmy',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 26),\n",
      "                      'mic': 'RTSX',\n",
      "                      'name': 'MOSCOW EXCHANGE-DERIVATIVES AND CLASSICA MARKET',\n",
      "                      'website': 'WWW.MOEX.COM'},\n",
      "                     {'acronym': 'MSE',\n",
      "                      'city': 'MOSCOW',\n",
      "                      'country': 'RUSSIA',\n",
      "                      'country_code': 'RU',\n",
      "                      'first_stock_price_date': None,\n",
      "                      'id': 'sxg_NXnqZg',\n",
      "                      'last_stock_price_date': None,\n",
      "                      'mic': 'XMOS',\n",
      "                      'name': 'MOSCOW STOCK EXCHANGE',\n",
      "                      'website': 'WWW.MSE.RU'},\n",
      "                     {'acronym': 'MSM',\n",
      "                      'city': 'MUSCAT',\n",
      "                      'country': 'OMAN',\n",
      "                      'country_code': 'OM',\n",
      "                      'first_stock_price_date': datetime.date(2007, 1, 4),\n",
      "                      'id': 'sxg_Dg2DBz',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 26),\n",
      "                      'mic': 'XMUS',\n",
      "                      'name': 'MUSCAT SECURITIES MARKET',\n",
      "                      'website': 'WWW.MSM.GOV.OM'},\n",
      "                     {'acronym': 'NSE',\n",
      "                      'city': 'NAGOYA',\n",
      "                      'country': 'JAPAN',\n",
      "                      'country_code': 'JP',\n",
      "                      'first_stock_price_date': datetime.date(2000, 1, 12),\n",
      "                      'id': 'sxg_2zvNvz',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 26),\n",
      "                      'mic': 'XNGO',\n",
      "                      'name': 'NAGOYA STOCK EXCHANGE',\n",
      "                      'website': 'WWW.NSE.OR.JP'},\n",
      "                     {'acronym': 'NAI',\n",
      "                      'city': 'NAIROBI',\n",
      "                      'country': 'KENYA',\n",
      "                      'country_code': 'KE',\n",
      "                      'first_stock_price_date': datetime.date(2007, 1, 2),\n",
      "                      'id': 'sxg_qzEMWz',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 24),\n",
      "                      'mic': 'XNAI',\n",
      "                      'name': 'NAIROBI STOCK EXCHANGE',\n",
      "                      'website': 'WWW.NSE.CO.KE'},\n",
      "                     {'acronym': 'NAM',\n",
      "                      'city': 'WINDHOEK',\n",
      "                      'country': 'NAMIBIA',\n",
      "                      'country_code': 'NA',\n",
      "                      'first_stock_price_date': datetime.date(2007, 1, 2),\n",
      "                      'id': 'sxg_bXZjoX',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 24),\n",
      "                      'mic': 'XNAM',\n",
      "                      'name': 'NAMIBIAN STOCK EXCHANGE',\n",
      "                      'website': 'WWW.NSX.COM.NA'},\n",
      "                     {'acronym': 'NASDAQ',\n",
      "                      'city': 'NEW YORK',\n",
      "                      'country': 'UNITED STATES OF AMERICA',\n",
      "                      'country_code': 'US',\n",
      "                      'first_stock_price_date': None,\n",
      "                      'id': 'sxg_2gB0zb',\n",
      "                      'last_stock_price_date': None,\n",
      "                      'mic': 'XNAS',\n",
      "                      'name': 'NASDAQ - ALL MARKETS',\n",
      "                      'website': 'HTTP://WWW.NASDAQ.COM'},\n",
      "                     {'acronym': 'COP',\n",
      "                      'city': 'COPENHAGEN',\n",
      "                      'country': 'DENMARK',\n",
      "                      'country_code': 'DK',\n",
      "                      'first_stock_price_date': datetime.date(2004, 11, 14),\n",
      "                      'id': 'sxg_EgA5gQ',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 21),\n",
      "                      'mic': 'XCSE',\n",
      "                      'name': 'NASDAQ COPENHAGEN A/S',\n",
      "                      'website': 'HTTP://WWW.NASDAQOMXNORDIC.COM'},\n",
      "                     {'acronym': 'NDXB',\n",
      "                      'city': 'DUBAI',\n",
      "                      'country': 'UNITED ARAB EMIRATES',\n",
      "                      'country_code': 'AE',\n",
      "                      'first_stock_price_date': datetime.date(2007, 1, 3),\n",
      "                      'id': 'sxg_Eg4q9X',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 26),\n",
      "                      'mic': 'DIFX',\n",
      "                      'name': 'NASDAQ DUBAI',\n",
      "                      'website': 'WWW.NASDAQDUBAI.COM'},\n",
      "                     {'acronym': 'HEL',\n",
      "                      'city': 'HELSINKI',\n",
      "                      'country': 'FINLAND',\n",
      "                      'country_code': 'FI',\n",
      "                      'first_stock_price_date': datetime.date(2004, 10, 27),\n",
      "                      'id': 'sxg_Wy1PzB',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 21),\n",
      "                      'mic': 'XHEL',\n",
      "                      'name': 'NASDAQ HELSINKI LTD',\n",
      "                      'website': 'WWW.NASDAQOMXNORDIC.COM'},\n",
      "                     {'acronym': 'ICEX',\n",
      "                      'city': 'REYKJAVIK',\n",
      "                      'country': 'ICELAND',\n",
      "                      'country_code': 'IS',\n",
      "                      'first_stock_price_date': datetime.date(2007, 1, 3),\n",
      "                      'id': 'sxg_NgYoGz',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 21),\n",
      "                      'mic': 'XICE',\n",
      "                      'name': 'NASDAQ ICELAND HF.',\n",
      "                      'website': 'WWW.NASDAQOMXNORDIC.COM'},\n",
      "                     {'acronym': 'ARMEX',\n",
      "                      'city': 'YEREVAN',\n",
      "                      'country': 'ARMENIA',\n",
      "                      'country_code': 'AM',\n",
      "                      'first_stock_price_date': datetime.date(2015, 5, 29),\n",
      "                      'id': 'sxg_qzEbBy',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 26),\n",
      "                      'mic': 'XARM',\n",
      "                      'name': 'NASDAQ OMX ARMENIA',\n",
      "                      'website': 'WWW.NASDAQOMX.COM'},\n",
      "                     {'acronym': 'BSE',\n",
      "                      'city': 'NEW YORK',\n",
      "                      'country': 'UNITED STATES OF AMERICA',\n",
      "                      'country_code': 'US',\n",
      "                      'first_stock_price_date': None,\n",
      "                      'id': 'sxg_qgejEX',\n",
      "                      'last_stock_price_date': None,\n",
      "                      'mic': 'XBOS',\n",
      "                      'name': 'NASDAQ OMX BX',\n",
      "                      'website': 'WWW.NASDAQOMXTRADER.COM'},\n",
      "                     {'acronym': 'PHLX',\n",
      "                      'city': 'PHILADELPHIA',\n",
      "                      'country': 'UNITED STATES OF AMERICA',\n",
      "                      'country_code': 'US',\n",
      "                      'first_stock_price_date': None,\n",
      "                      'id': 'sxg_Wy1rVg',\n",
      "                      'last_stock_price_date': None,\n",
      "                      'mic': 'XPHL',\n",
      "                      'name': 'NASDAQ OMX PHLX',\n",
      "                      'website': 'WWW.PHLX.COM'},\n",
      "                     {'acronym': 'RIS',\n",
      "                      'city': 'RIGA',\n",
      "                      'country': 'LATVIA',\n",
      "                      'country_code': 'LV',\n",
      "                      'first_stock_price_date': datetime.date(2007, 1, 2),\n",
      "                      'id': 'sxg_bzqaBz',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 21),\n",
      "                      'mic': 'XRIS',\n",
      "                      'name': 'NASDAQ RIGA AS',\n",
      "                      'website': 'WWW.NASDAQBALTIC.COM'},\n",
      "                     {'acronym': 'STO',\n",
      "                      'city': 'STOCKHOLM',\n",
      "                      'country': 'SWEDEN',\n",
      "                      'country_code': 'SE',\n",
      "                      'first_stock_price_date': datetime.date(2004, 10, 5),\n",
      "                      'id': 'sxg_kyldyP',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 21),\n",
      "                      'mic': 'XSTO',\n",
      "                      'name': 'NASDAQ STOCKHOLM AB',\n",
      "                      'website': 'HTTP://WWW.NASDAQOMXNORDIC.COM'},\n",
      "                     {'acronym': 'TAL',\n",
      "                      'city': 'TALLINN',\n",
      "                      'country': 'ESTONIA',\n",
      "                      'country_code': 'EE',\n",
      "                      'first_stock_price_date': datetime.date(2007, 1, 2),\n",
      "                      'id': 'sxg_qgeoNz',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 21),\n",
      "                      'mic': 'XTAL',\n",
      "                      'name': 'NASDAQ TALLINN AS',\n",
      "                      'website': 'WWW.NASDAQBALTIC.COM'},\n",
      "                     {'acronym': 'NSX',\n",
      "                      'city': 'JERSEY CITY',\n",
      "                      'country': 'UNITED STATES OF AMERICA',\n",
      "                      'country_code': 'US',\n",
      "                      'first_stock_price_date': None,\n",
      "                      'id': 'sxg_0yb2Ny',\n",
      "                      'last_stock_price_date': None,\n",
      "                      'mic': 'XCIS',\n",
      "                      'name': 'NATIONAL STOCK EXCHANGE, INC.',\n",
      "                      'website': 'WWW.NSX.COM'},\n",
      "                     {'acronym': 'NSXA',\n",
      "                      'city': 'NEWCASTLE',\n",
      "                      'country': 'AUSTRALIA',\n",
      "                      'country_code': 'AU',\n",
      "                      'first_stock_price_date': datetime.date(2007, 1, 2),\n",
      "                      'id': 'sxg_Dzolny',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 27),\n",
      "                      'mic': 'XNEC',\n",
      "                      'name': 'NATIONAL STOCK EXCHANGE OF AUSTRALIA LIMITED',\n",
      "                      'website': 'WWW.NSXA.COM.AU'},\n",
      "                     {'acronym': 'NSE',\n",
      "                      'city': 'MUMBAI',\n",
      "                      'country': 'INDIA',\n",
      "                      'country_code': 'IN',\n",
      "                      'first_stock_price_date': datetime.date(2007, 1, 2),\n",
      "                      'id': 'sxg_BgkOge',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 24),\n",
      "                      'mic': 'XNSE',\n",
      "                      'name': 'NATIONAL STOCK EXCHANGE OF INDIA',\n",
      "                      'website': 'HTTP://WWW.NSEINDIA.COM'},\n",
      "                     {'acronym': 'NEP',\n",
      "                      'city': 'KATHMANDU',\n",
      "                      'country': 'NEPAL',\n",
      "                      'country_code': 'NP',\n",
      "                      'first_stock_price_date': datetime.date(2007, 1, 1),\n",
      "                      'id': 'sxg_9XaL5g',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 26),\n",
      "                      'mic': 'XNEP',\n",
      "                      'name': 'NEPAL STOCK EXCHANGE',\n",
      "                      'website': 'WWW.NEPALSTOCK.COM'},\n",
      "                     {'acronym': 'NYSE',\n",
      "                      'city': 'NEW YORK',\n",
      "                      'country': 'UNITED STATES OF AMERICA',\n",
      "                      'country_code': 'US',\n",
      "                      'first_stock_price_date': None,\n",
      "                      'id': 'sxg_NXnVXV',\n",
      "                      'last_stock_price_date': None,\n",
      "                      'mic': 'XNYS',\n",
      "                      'name': 'NEW YORK STOCK EXCHANGE, INC.',\n",
      "                      'website': 'HTTP://WWW.NYSE.COM'},\n",
      "                     {'acronym': 'NZX',\n",
      "                      'city': 'WELLINGTON',\n",
      "                      'country': 'NEW ZEALAND',\n",
      "                      'country_code': 'NZ',\n",
      "                      'first_stock_price_date': datetime.date(2007, 1, 1),\n",
      "                      'id': 'sxg_qgeNXo',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 27),\n",
      "                      'mic': 'XNZE',\n",
      "                      'name': 'NEW ZEALAND EXCHANGE LTD',\n",
      "                      'website': 'HTTP://WWW.NZX.COM'},\n",
      "                     {'acronym': 'HAN',\n",
      "                      'city': 'HANNOVER',\n",
      "                      'country': 'GERMANY',\n",
      "                      'country_code': 'DE',\n",
      "                      'first_stock_price_date': datetime.date(2007, 1, 2),\n",
      "                      'id': 'sxg_rg03my',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 21),\n",
      "                      'mic': 'XHAN',\n",
      "                      'name': 'NIEDERSAECHSISCHE BOERSE ZU HANNOVER',\n",
      "                      'website': 'WWW.BOERSENAG.DE'},\n",
      "                     {'acronym': 'ABM',\n",
      "                      'city': 'OSLO',\n",
      "                      'country': 'NORWAY',\n",
      "                      'country_code': 'NO',\n",
      "                      'first_stock_price_date': datetime.date(2009, 2, 26),\n",
      "                      'id': 'sxg_Eg4M9X',\n",
      "                      'last_stock_price_date': datetime.date(2011, 11, 13),\n",
      "                      'mic': 'XOAM',\n",
      "                      'name': 'NORDIC ALTERNATIVE BOND MARKET',\n",
      "                      'website': 'WWW.OSLOBORS.NO'},\n",
      "                     {'acronym': 'NGM',\n",
      "                      'city': 'STOCKHOLM',\n",
      "                      'country': 'SWEDEN',\n",
      "                      'country_code': 'SE',\n",
      "                      'first_stock_price_date': datetime.date(2016, 7, 20),\n",
      "                      'id': 'sxg_xgx08g',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 21),\n",
      "                      'mic': 'XNGM',\n",
      "                      'name': 'NORDIC GROWTH MARKET',\n",
      "                      'website': 'WWW.NGM.SE'},\n",
      "                     {'acronym': 'NOTC',\n",
      "                      'city': 'OSLO',\n",
      "                      'country': 'NORWAY',\n",
      "                      'country_code': 'NO',\n",
      "                      'first_stock_price_date': datetime.date(2010, 5, 11),\n",
      "                      'id': 'sxg_NXnbRX',\n",
      "                      'last_stock_price_date': datetime.date(2017, 3, 31),\n",
      "                      'mic': 'NOTC',\n",
      "                      'name': 'NORWEGIAN OVER THE COUNTER MARKET',\n",
      "                      'website': 'WWW.NFMF.NO'},\n",
      "                     {'acronym': 'NYSE',\n",
      "                      'city': 'NEW YORK',\n",
      "                      'country': 'UNITED STATES OF AMERICA',\n",
      "                      'country_code': 'US',\n",
      "                      'first_stock_price_date': None,\n",
      "                      'id': 'sxg_ogDaDX',\n",
      "                      'last_stock_price_date': None,\n",
      "                      'mic': 'ARCX',\n",
      "                      'name': 'NYSE ARCA',\n",
      "                      'website': 'WWW.NYSE.COM'},\n",
      "                     {'acronym': 'AMEX',\n",
      "                      'city': 'NEW YORK',\n",
      "                      'country': 'UNITED STATES OF AMERICA',\n",
      "                      'country_code': 'US',\n",
      "                      'first_stock_price_date': None,\n",
      "                      'id': 'sxg_5X7llz',\n",
      "                      'last_stock_price_date': None,\n",
      "                      'mic': 'XASE',\n",
      "                      'name': 'NYSE MKT LLC',\n",
      "                      'website': 'WWW.NYSE.COM'},\n",
      "                     {'acronym': 'OSE',\n",
      "                      'city': 'OSAKA',\n",
      "                      'country': 'JAPAN',\n",
      "                      'country_code': 'JP',\n",
      "                      'first_stock_price_date': datetime.date(2007, 6, 27),\n",
      "                      'id': 'sxg_0XLRdy',\n",
      "                      'last_stock_price_date': datetime.date(2013, 7, 24),\n",
      "                      'mic': 'XOSE',\n",
      "                      'name': 'OSAKA EXCHANGE',\n",
      "                      'website': 'WWW.JPX.CO.JP'},\n",
      "                     {'acronym': 'OAS',\n",
      "                      'city': 'OSLO',\n",
      "                      'country': 'NORWAY',\n",
      "                      'country_code': 'NO',\n",
      "                      'first_stock_price_date': datetime.date(2009, 2, 26),\n",
      "                      'id': 'sxg_2z9QBz',\n",
      "                      'last_stock_price_date': datetime.date(2015, 5, 15),\n",
      "                      'mic': 'XOAS',\n",
      "                      'name': 'OSLO AXESS',\n",
      "                      'website': 'WWW.OSLOBORS.NO'},\n",
      "                     {'acronym': 'OSL',\n",
      "                      'city': 'OSLO',\n",
      "                      'country': 'NORWAY',\n",
      "                      'country_code': 'NO',\n",
      "                      'first_stock_price_date': datetime.date(2007, 1, 2),\n",
      "                      'id': 'sxg_ozMdXL',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 21),\n",
      "                      'mic': 'XOSL',\n",
      "                      'name': 'OSLO BORS ASA',\n",
      "                      'website': 'HTTP://WWW.OSLOBORS.NO'},\n",
      "                     {'acronym': 'OTCBB',\n",
      "                      'city': 'WASHINGTON',\n",
      "                      'country': 'UNITED STATES OF AMERICA',\n",
      "                      'country_code': 'US',\n",
      "                      'first_stock_price_date': datetime.date(2006, 12, 26),\n",
      "                      'id': 'sxg_2z9lXV',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 20),\n",
      "                      'mic': 'XOTC',\n",
      "                      'name': 'OTCBB',\n",
      "                      'website': 'HTTP://WWW.OTCBB.COM'},\n",
      "                     {'acronym': 'OTCM',\n",
      "                      'city': 'NEW YORK',\n",
      "                      'country': 'UNITED STATES OF AMERICA',\n",
      "                      'country_code': 'US',\n",
      "                      'first_stock_price_date': datetime.date(2006, 12, 18),\n",
      "                      'id': 'sxg_Dg2ey6',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 26),\n",
      "                      'mic': 'OTCB',\n",
      "                      'name': 'OTCQB MARKETPLACE',\n",
      "                      'website': 'HTTP://WWW.OTCMARKETS.COM'},\n",
      "                     {'acronym': 'PAE',\n",
      "                      'city': 'NABLUS',\n",
      "                      'country': 'PALESTINIAN TERRITORY, OCCUPIED',\n",
      "                      'country_code': 'PS',\n",
      "                      'first_stock_price_date': datetime.date(2007, 1, 7),\n",
      "                      'id': 'sxg_ogDbDz',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 26),\n",
      "                      'mic': 'XPAE',\n",
      "                      'name': 'PALESTINE SECURITIES EXCHANGE',\n",
      "                      'website': 'WWW.PEX.PS'},\n",
      "                     {'acronym': 'PFTS',\n",
      "                      'city': 'KIEV',\n",
      "                      'country': 'UKRAINE',\n",
      "                      'country_code': 'UA',\n",
      "                      'first_stock_price_date': datetime.date(2007, 1, 9),\n",
      "                      'id': 'sxg_RzmYOz',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 26),\n",
      "                      'mic': 'PFTS',\n",
      "                      'name': 'PFTS STOCK EXCHANGE',\n",
      "                      'website': 'WWW.PFTS.COM'},\n",
      "                     {'acronym': 'PSE',\n",
      "                      'city': 'PASIG CITY',\n",
      "                      'country': 'PHILIPPINES',\n",
      "                      'country_code': 'PH',\n",
      "                      'first_stock_price_date': datetime.date(2005, 1, 17),\n",
      "                      'id': 'sxg_4zr2kz',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 26),\n",
      "                      'mic': 'XPHS',\n",
      "                      'name': 'PHILIPPINE STOCK EXCHANGE, INC.',\n",
      "                      'website': 'WWW.PSE.COM.PH'},\n",
      "                     {'acronym': 'PRA',\n",
      "                      'city': 'PRAGUE',\n",
      "                      'country': 'CZECH REPUBLIC',\n",
      "                      'country_code': 'CZ',\n",
      "                      'first_stock_price_date': datetime.date(1900, 1, 1),\n",
      "                      'id': 'sxg_2z95lz',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 21),\n",
      "                      'mic': 'XPRA',\n",
      "                      'name': 'PRAGUE STOCK EXCHANGE',\n",
      "                      'website': 'WWW.PSE.CZ'},\n",
      "                     {'acronym': 'DSM',\n",
      "                      'city': 'DOHA',\n",
      "                      'country': 'QATAR',\n",
      "                      'country_code': 'QA',\n",
      "                      'first_stock_price_date': datetime.date(2000, 5, 18),\n",
      "                      'id': 'sxg_Wy1pVz',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 26),\n",
      "                      'mic': 'DSMD',\n",
      "                      'name': 'QATAR EXCHANGE',\n",
      "                      'website': 'WWW.QATAREXCHANGE.QA'},\n",
      "                     {'acronym': 'RSE',\n",
      "                      'city': 'KIGALI',\n",
      "                      'country': 'RWANDA',\n",
      "                      'country_code': 'RW',\n",
      "                      'first_stock_price_date': datetime.date(2009, 8, 20),\n",
      "                      'id': 'sxg_pgVP2z',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 20),\n",
      "                      'mic': 'RSEX',\n",
      "                      'name': 'RWANDA STOCK EXCHANGE',\n",
      "                      'website': 'WWW.RSE.RW'},\n",
      "                     {'acronym': 'SGO',\n",
      "                      'city': 'SANTIAGO',\n",
      "                      'country': 'CHILE',\n",
      "                      'country_code': 'CL',\n",
      "                      'first_stock_price_date': datetime.date(2007, 1, 2),\n",
      "                      'id': 'sxg_9Xal6g',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 26),\n",
      "                      'mic': 'XSGO',\n",
      "                      'name': 'SANTIAGO STOCK EXCHANGE',\n",
      "                      'website': 'WWW.BOLSADESANTIAGO.COM'},\n",
      "                     {'acronym': 'SAU',\n",
      "                      'city': 'RIYADH',\n",
      "                      'country': 'SAUDI ARABIA',\n",
      "                      'country_code': 'SA',\n",
      "                      'first_stock_price_date': datetime.date(2007, 1, 6),\n",
      "                      'id': 'sxg_bXZPyM',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 26),\n",
      "                      'mic': 'XSAU',\n",
      "                      'name': 'SAUDI STOCK EXCHANGE',\n",
      "                      'website': 'HTTP://WWW.TADAWUL.COM.SA'},\n",
      "                     {'acronym': 'SEDEX',\n",
      "                      'city': 'MILANO',\n",
      "                      'country': 'ITALY',\n",
      "                      'country_code': 'IT',\n",
      "                      'first_stock_price_date': datetime.date(2017, 5, 22),\n",
      "                      'id': 'sxg_nzJBNz',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 21),\n",
      "                      'mic': 'SEDX',\n",
      "                      'name': 'SECURITISED DERIVATIVES MARKET',\n",
      "                      'website': 'WWW.BORSAITALIANA.IT'},\n",
      "                     {'acronym': 'SSE',\n",
      "                      'city': 'SHANGHAI',\n",
      "                      'country': 'CHINA',\n",
      "                      'country_code': 'CN',\n",
      "                      'first_stock_price_date': datetime.date(2006, 4, 28),\n",
      "                      'id': 'sxg_0XLDXx',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 26),\n",
      "                      'mic': 'XSHG',\n",
      "                      'name': 'SHANGHAI STOCK EXCHANGE',\n",
      "                      'website': 'HTTP://WWW.SSE.COM.CN'},\n",
      "                     {'acronym': 'SHE',\n",
      "                      'city': 'SHENZHEN',\n",
      "                      'country': 'CHINA',\n",
      "                      'country_code': 'CN',\n",
      "                      'first_stock_price_date': datetime.date(2007, 1, 4),\n",
      "                      'id': 'sxg_VXWJgv',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 24),\n",
      "                      'mic': 'XSHE',\n",
      "                      'name': 'SHENZHEN STOCK EXCHANGE',\n",
      "                      'website': 'HTTP://WWW.SZSE.CN'},\n",
      "                     {'acronym': 'SGX',\n",
      "                      'city': 'SINGAPORE',\n",
      "                      'country': 'SINGAPORE',\n",
      "                      'country_code': 'SG',\n",
      "                      'first_stock_price_date': datetime.date(2005, 1, 28),\n",
      "                      'id': 'sxg_RzmAze',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 26),\n",
      "                      'mic': 'XSES',\n",
      "                      'name': 'SINGAPORE EXCHANGE',\n",
      "                      'website': 'HTTP://WWW.SGX.COM'},\n",
      "                     {'acronym': 'SENAF',\n",
      "                      'city': 'MADRID',\n",
      "                      'country': 'SPAIN',\n",
      "                      'country_code': 'ES',\n",
      "                      'first_stock_price_date': datetime.date(2011, 10, 15),\n",
      "                      'id': 'sxg_DzobeX',\n",
      "                      'last_stock_price_date': datetime.date(2011, 10, 16),\n",
      "                      'mic': 'XNAF',\n",
      "                      'name': 'SISTEMA ESPANOL DE NEGOCIACION DE ACTIVOS '\n",
      "                              'FINANCIEROS',\n",
      "                      'website': 'WWW.SENAF.NET'},\n",
      "                     {'acronym': 'SIX',\n",
      "                      'city': 'ZURICH',\n",
      "                      'country': 'SWITZERLAND',\n",
      "                      'country_code': 'CH',\n",
      "                      'first_stock_price_date': datetime.date(2004, 12, 15),\n",
      "                      'id': 'sxg_DzonXe',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 21),\n",
      "                      'mic': 'XSWX',\n",
      "                      'name': 'SIX SWISS EXCHANGE',\n",
      "                      'website': 'HTTP://WWW.SIX-SWISS-EXCHANGE.COM'},\n",
      "                     {'acronym': 'SIX',\n",
      "                      'city': 'ZURICH',\n",
      "                      'country': 'SWITZERLAND',\n",
      "                      'country_code': 'CH',\n",
      "                      'first_stock_price_date': datetime.date(2007, 12, 20),\n",
      "                      'id': 'sxg_wy3oVy',\n",
      "                      'last_stock_price_date': datetime.date(2015, 7, 17),\n",
      "                      'mic': 'XVTX',\n",
      "                      'name': 'SIX SWISS EXCHANGE - BLUE CHIPS SEGMENT',\n",
      "                      'website': 'WWW.SIX-SWISS-EXCHANGE.COM'},\n",
      "                     {'acronym': 'QMH',\n",
      "                      'city': 'ZURICH',\n",
      "                      'country': 'SWITZERLAND',\n",
      "                      'country_code': 'CH',\n",
      "                      'first_stock_price_date': datetime.date(2008, 9, 19),\n",
      "                      'id': 'sxg_kylR4X',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 21),\n",
      "                      'mic': 'XQMH',\n",
      "                      'name': 'SIX SWISS EXCHANGE _ STRUCTURED PRODUCTS',\n",
      "                      'website': 'WWW.SIX-STRUCTURED-PRODUCTS.COM'},\n",
      "                     {'acronym': 'SPSE',\n",
      "                      'city': 'SUVA',\n",
      "                      'country': 'FIJI',\n",
      "                      'country_code': 'FJ',\n",
      "                      'first_stock_price_date': datetime.date(2010, 5, 24),\n",
      "                      'id': 'sxg_4zrJ6z',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 24),\n",
      "                      'mic': 'XSPS',\n",
      "                      'name': 'SOUTH PACIFIC STOCK EXCHANGE',\n",
      "                      'website': 'WWW.SPSE.COM.FJ'},\n",
      "                     {'acronym': 'REGS',\n",
      "                      'city': 'BUCHAREST',\n",
      "                      'country': 'ROMANIA',\n",
      "                      'country_code': 'RO',\n",
      "                      'first_stock_price_date': datetime.date(2007, 1, 2),\n",
      "                      'id': 'sxg_rg0rNz',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 24),\n",
      "                      'mic': 'XBSE',\n",
      "                      'name': 'SPOT REGULATED MARKET - BVB',\n",
      "                      'website': 'WWW.BVB.RO'},\n",
      "                     {'acronym': 'MAU',\n",
      "                      'city': 'PORT LOUIS',\n",
      "                      'country': 'MAURITIUS',\n",
      "                      'country_code': 'MU',\n",
      "                      'first_stock_price_date': datetime.date(2007, 1, 3),\n",
      "                      'id': 'sxg_0gNQvy',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 26),\n",
      "                      'mic': 'XMAU',\n",
      "                      'name': 'STOCK EXCHANGE OF MAURITIUS LTD',\n",
      "                      'website': 'WWW.STOCKEXCHANGEOFMAURITIUS.COM'},\n",
      "                     {'acronym': 'SET',\n",
      "                      'city': 'BANGKOK',\n",
      "                      'country': 'THAILAND',\n",
      "                      'country_code': 'TH',\n",
      "                      'first_stock_price_date': datetime.date(2007, 1, 3),\n",
      "                      'id': 'sxg_ByK1xX',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 26),\n",
      "                      'mic': 'XBKK',\n",
      "                      'name': 'STOCK EXCHANGE OF THAILAND',\n",
      "                      'website': 'WWW.SET.OR.TH'},\n",
      "                     {'acronym': 'SSX',\n",
      "                      'city': 'MBABANE',\n",
      "                      'country': 'SWAZILAND',\n",
      "                      'country_code': 'SZ',\n",
      "                      'first_stock_price_date': datetime.date(2007, 1, 2),\n",
      "                      'id': 'sxg_PypxLy',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 24),\n",
      "                      'mic': 'XSWA',\n",
      "                      'name': 'SWAZILAND STOCK EXCHANGE',\n",
      "                      'website': 'WWW.SSX.ORG.SZ'},\n",
      "                     {'acronym': 'TPEX',\n",
      "                      'city': 'TAIPEI',\n",
      "                      'country': 'TAIWAN',\n",
      "                      'country_code': 'TW',\n",
      "                      'first_stock_price_date': datetime.date(2007, 4, 23),\n",
      "                      'id': 'sxg_0gNZvg',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 24),\n",
      "                      'mic': 'ROCO',\n",
      "                      'name': 'TAIPEI EXCHANGE',\n",
      "                      'website': 'WWW.TPEX.ORG.TW'},\n",
      "                     {'acronym': 'TWSE',\n",
      "                      'city': 'TAIPEI',\n",
      "                      'country': 'TAIWAN',\n",
      "                      'country_code': 'TW',\n",
      "                      'first_stock_price_date': datetime.date(2007, 1, 2),\n",
      "                      'id': 'sxg_wy3Dg8',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 26),\n",
      "                      'mic': 'XTAI',\n",
      "                      'name': 'TAIWAN STOCK EXCHANGE',\n",
      "                      'website': 'HTTP://WWW.TWSE.COM.TW/EN/'},\n",
      "                     {'acronym': 'TSE',\n",
      "                      'city': 'TEHRAN',\n",
      "                      'country': 'IRAN',\n",
      "                      'country_code': 'IR',\n",
      "                      'first_stock_price_date': datetime.date(2007, 1, 1),\n",
      "                      'id': 'sxg_qzEMBz',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 25),\n",
      "                      'mic': 'XTEH',\n",
      "                      'name': 'TEHRAN STOCK EXCHANGE',\n",
      "                      'website': 'WWW.TSE.IR'},\n",
      "                     {'acronym': 'TASE',\n",
      "                      'city': 'TEL AVIV',\n",
      "                      'country': 'ISRAEL',\n",
      "                      'country_code': 'IL',\n",
      "                      'first_stock_price_date': datetime.date(2007, 1, 1),\n",
      "                      'id': 'sxg_ByKvzb',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 26),\n",
      "                      'mic': 'XTAE',\n",
      "                      'name': 'TEL AVIV STOCK EXCHANGE',\n",
      "                      'website': 'HTTP://WWW.TASE.CO.IL'},\n",
      "                     {'acronym': 'GSCI',\n",
      "                      'city': 'GEORGETOWN',\n",
      "                      'country': 'GUYANA',\n",
      "                      'country_code': 'GY',\n",
      "                      'first_stock_price_date': datetime.date(2015, 10, 19),\n",
      "                      'id': 'sxg_0XLRDy',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 24),\n",
      "                      'mic': 'GSCI',\n",
      "                      'name': 'THE GUYANA ASSOCIATION OF SECURITIES COMPANIES '\n",
      "                              'AND INTERMEDIARIES INC.',\n",
      "                      'website': 'WWW.GASCI.COM'},\n",
      "                     {'acronym': 'TISE',\n",
      "                      'city': 'ST.  PETER PORT',\n",
      "                      'country': 'GUERNSEY, C.I.',\n",
      "                      'country_code': 'GG',\n",
      "                      'first_stock_price_date': datetime.date(2008, 4, 4),\n",
      "                      'id': 'sxg_2zvNNz',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 24),\n",
      "                      'mic': 'XCIE',\n",
      "                      'name': 'THE INTERNATIONAL STOCK EXCHANGE',\n",
      "                      'website': 'WWW.TISEGROUP.COM'},\n",
      "                     {'acronym': 'NSE',\n",
      "                      'city': 'LAGOS',\n",
      "                      'country': 'NIGERIA',\n",
      "                      'country_code': 'NG',\n",
      "                      'first_stock_price_date': datetime.date(2007, 1, 4),\n",
      "                      'id': 'sxg_RzmlOX',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 24),\n",
      "                      'mic': 'XNSA',\n",
      "                      'name': 'THE NIGERIAN STOCK EXCHANGE',\n",
      "                      'website': 'WWW.NSE.COM.NG'},\n",
      "                     {'acronym': 'PSX',\n",
      "                      'city': 'KARACHI',\n",
      "                      'country': 'PAKISTAN',\n",
      "                      'country_code': 'PK',\n",
      "                      'first_stock_price_date': datetime.date(2007, 1, 3),\n",
      "                      'id': 'sxg_EgADay',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 26),\n",
      "                      'mic': 'XKAR',\n",
      "                      'name': 'THE PAKISTAN STOCK EXCHANGE LIMITED',\n",
      "                      'website': 'WWW.PSX.COM.PK'},\n",
      "                     {'acronym': 'TSE',\n",
      "                      'city': 'TOKYO',\n",
      "                      'country': 'JAPAN',\n",
      "                      'country_code': 'JP',\n",
      "                      'first_stock_price_date': datetime.date(2012, 5, 2),\n",
      "                      'id': 'sxg_VXWM6y',\n",
      "                      'last_stock_price_date': datetime.date(2012, 5, 2),\n",
      "                      'mic': 'XTKS',\n",
      "                      'name': 'TOKYO STOCK EXCHANGE',\n",
      "                      'website': 'WWW.JPX.CO.JP'},\n",
      "                     {'acronym': 'JASDAQ',\n",
      "                      'city': 'TOKYO',\n",
      "                      'country': 'JAPAN',\n",
      "                      'country_code': 'JP',\n",
      "                      'first_stock_price_date': datetime.date(2007, 2, 23),\n",
      "                      'id': 'sxg_NX6Qag',\n",
      "                      'last_stock_price_date': datetime.date(2011, 6, 2),\n",
      "                      'mic': 'XJAS',\n",
      "                      'name': 'TOKYO STOCK EXCHANGE JASDAQ',\n",
      "                      'website': 'WWW.JPX.CO.JP'},\n",
      "                     {'acronym': 'TSE',\n",
      "                      'city': 'TORONTO',\n",
      "                      'country': 'CANADA',\n",
      "                      'country_code': 'CA',\n",
      "                      'first_stock_price_date': datetime.date(2007, 1, 2),\n",
      "                      'id': 'sxg_2zvNzA',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 24),\n",
      "                      'mic': 'XTSE',\n",
      "                      'name': 'TORONTO STOCK EXCHANGE',\n",
      "                      'website': 'HTTP://WWW.TSE.COM'},\n",
      "                     {'acronym': None,\n",
      "                      'city': 'BERLIN',\n",
      "                      'country': 'GERMANY',\n",
      "                      'country_code': 'DE',\n",
      "                      'first_stock_price_date': None,\n",
      "                      'id': 'sxg_2z9jjy',\n",
      "                      'last_stock_price_date': None,\n",
      "                      'mic': 'TGAT',\n",
      "                      'name': 'TRADEGATE EXCHANGE',\n",
      "                      'website': 'WWW.TRADEGATE.DE'},\n",
      "                     {'acronym': 'TTSE',\n",
      "                      'city': 'PORT OF SPAIN',\n",
      "                      'country': 'TRINIDAD AND TOBAGO',\n",
      "                      'country_code': 'TT',\n",
      "                      'first_stock_price_date': datetime.date(2007, 1, 2),\n",
      "                      'id': 'sxg_mgw2Qy',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 21),\n",
      "                      'mic': 'XTRN',\n",
      "                      'name': 'TRINIDAD AND TOBAGO STOCK EXCHANGE',\n",
      "                      'website': None},\n",
      "                     {'acronym': 'TROP',\n",
      "                      'city': 'EDEN ISLAND',\n",
      "                      'country': 'REPUBLIC OF SEYCHELLES',\n",
      "                      'country_code': 'SC',\n",
      "                      'first_stock_price_date': datetime.date(2016, 2, 29),\n",
      "                      'id': 'sxg_xgQMDg',\n",
      "                      'last_stock_price_date': datetime.date(2017, 6, 16),\n",
      "                      'mic': 'TRPX',\n",
      "                      'name': 'TROP-X',\n",
      "                      'website': 'WWW.TROP-X.COM'},\n",
      "                     {'acronym': 'TSX',\n",
      "                      'city': 'TORONTO',\n",
      "                      'country': 'CANADA',\n",
      "                      'country_code': 'CA',\n",
      "                      'first_stock_price_date': datetime.date(2000, 1, 4),\n",
      "                      'id': 'sxg_0gNqyJ',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 24),\n",
      "                      'mic': 'XTSX',\n",
      "                      'name': 'TSX VENTURE EXCHANGE',\n",
      "                      'website': 'HTTP://WWW.TSX.COM'},\n",
      "                     {'acronym': 'NEX',\n",
      "                      'city': 'VANCOUVER',\n",
      "                      'country': 'CANADA',\n",
      "                      'country_code': 'CA',\n",
      "                      'first_stock_price_date': datetime.date(2012, 6, 7),\n",
      "                      'id': 'sxg_0XLJDy',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 21),\n",
      "                      'mic': 'XTNX',\n",
      "                      'name': 'TSX VENTURE EXCHANGE - NEX',\n",
      "                      'website': 'WWW.TSX.COM/EN/NEX'},\n",
      "                     {'acronym': 'USE',\n",
      "                      'city': 'KAMPALA',\n",
      "                      'country': 'UGANDA',\n",
      "                      'country_code': 'UG',\n",
      "                      'first_stock_price_date': datetime.date(2007, 1, 2),\n",
      "                      'id': 'sxg_9Xa25z',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 24),\n",
      "                      'mic': 'XUGA',\n",
      "                      'name': 'UGANDA SECURITIES EXCHANGE',\n",
      "                      'website': 'WWW.USE.OR.UG'},\n",
      "                     {'acronym': 'UKE',\n",
      "                      'city': 'KIEV',\n",
      "                      'country': 'UKRAINE',\n",
      "                      'country_code': 'UA',\n",
      "                      'first_stock_price_date': datetime.date(2013, 2, 10),\n",
      "                      'id': 'sxg_2gBmwy',\n",
      "                      'last_stock_price_date': datetime.date(2017, 11, 10),\n",
      "                      'mic': 'UKEX',\n",
      "                      'name': 'UKRAINIAN EXCHANGE',\n",
      "                      'website': 'WWW.UX.UA'},\n",
      "                     {'acronym': 'UKRSE',\n",
      "                      'city': 'KIEV',\n",
      "                      'country': 'UKRAINE',\n",
      "                      'country_code': 'UA',\n",
      "                      'first_stock_price_date': datetime.date(2009, 1, 20),\n",
      "                      'id': 'sxg_NXnwRz',\n",
      "                      'last_stock_price_date': datetime.date(2013, 6, 6),\n",
      "                      'mic': 'XUAX',\n",
      "                      'name': 'UKRAINIAN STOCK EXCHANGE',\n",
      "                      'website': 'WWW.UKRSE.KIEV.UA'},\n",
      "                     {'acronym': 'USCOMP',\n",
      "                      'city': None,\n",
      "                      'country': 'UNITED STATES OF AMERICA',\n",
      "                      'country_code': 'US',\n",
      "                      'first_stock_price_date': datetime.date(1962, 1, 2),\n",
      "                      'id': 'sxg_ozMr9y',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 26),\n",
      "                      'mic': 'USCOMP',\n",
      "                      'name': 'US COMPOSITE',\n",
      "                      'website': None},\n",
      "                     {'acronym': 'WSE',\n",
      "                      'city': 'WARSAW',\n",
      "                      'country': 'POLAND',\n",
      "                      'country_code': 'PL',\n",
      "                      'first_stock_price_date': datetime.date(2006, 3, 26),\n",
      "                      'id': 'sxg_0ybnNy',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 21),\n",
      "                      'mic': 'XWAR',\n",
      "                      'name': 'WARSAW STOCK EXCHANGE/EQUITIES/MAIN MARKET',\n",
      "                      'website': 'WWW.GPW.PL'},\n",
      "                     {'acronym': 'WBO',\n",
      "                      'city': 'VIENNA',\n",
      "                      'country': 'AUSTRIA',\n",
      "                      'country_code': 'AT',\n",
      "                      'first_stock_price_date': datetime.date(2000, 5, 30),\n",
      "                      'id': 'sxg_0yb7gR',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 21),\n",
      "                      'mic': 'XWBO',\n",
      "                      'name': 'WIENER BOERSE AG',\n",
      "                      'website': 'WWW.WIENERBOERSE.AT'},\n",
      "                     {'acronym': 'XETRA',\n",
      "                      'city': 'FRANKFURT',\n",
      "                      'country': 'GERMANY',\n",
      "                      'country_code': 'DE',\n",
      "                      'first_stock_price_date': datetime.date(2007, 1, 2),\n",
      "                      'id': 'sxg_Kz5Nyr',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 21),\n",
      "                      'mic': 'XETR',\n",
      "                      'name': 'XETRA',\n",
      "                      'website': 'WWW.DEUTSCHE-BOERSE.COM'},\n",
      "                     {'acronym': 'ZAG',\n",
      "                      'city': 'ZAGREB',\n",
      "                      'country': 'CROATIA',\n",
      "                      'country_code': 'HR',\n",
      "                      'first_stock_price_date': datetime.date(2007, 1, 2),\n",
      "                      'id': 'sxg_NXnlVy',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 21),\n",
      "                      'mic': 'XZAG',\n",
      "                      'name': 'ZAGREB STOCK EXCHANGE',\n",
      "                      'website': 'WWW.ZSE.HR'},\n",
      "                     {'acronym': 'ZIM',\n",
      "                      'city': 'HARARE',\n",
      "                      'country': 'ZIMBABWE',\n",
      "                      'country_code': 'ZW',\n",
      "                      'first_stock_price_date': datetime.date(2007, 1, 2),\n",
      "                      'id': 'sxg_NX65ag',\n",
      "                      'last_stock_price_date': datetime.date(2018, 12, 24),\n",
      "                      'mic': 'XZIM',\n",
      "                      'name': 'ZIMBABWE STOCK EXCHANGE',\n",
      "                      'website': 'WWW.ZSE.CO.ZW'}]}\n"
     ]
    }
   ],
   "source": [
    "try:\n",
    "    api_response = stock_exchanges_api.get_all_stock_exchanges()\n",
    "    pprint(api_response)\n",
    "except ApiException as e:stock_exchanges_api.get_all_stock_exchanges()\n",
    "    print(f\"Exception when calling CompanyApi->filter_companies: {e}\\n\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 股票"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'next_page': 'MTgwMjc=',\n",
      " 'stock_exchange': {'acronym': 'SSE',\n",
      "                    'city': 'SHANGHAI',\n",
      "                    'country': 'CHINA',\n",
      "                    'country_code': 'CN',\n",
      "                    'first_stock_price_date': datetime.date(2006, 4, 28),\n",
      "                    'id': 'sxg_0XLDXx',\n",
      "                    'last_stock_price_date': datetime.date(2018, 12, 26),\n",
      "                    'mic': 'XSHG',\n",
      "                    'name': 'SHANGHAI STOCK EXCHANGE',\n",
      "                    'website': 'HTTP://WWW.SSE.COM.CN'},\n",
      " 'stock_prices': [{'adj_close': 7.89,\n",
      "                   'adj_high': 7.94,\n",
      "                   'adj_low': 7.82,\n",
      "                   'adj_open': 7.83,\n",
      "                   'adj_volume': 905770.0,\n",
      "                   'close': 7.89,\n",
      "                   'date': datetime.date(2018, 8, 14),\n",
      "                   'frequency': 'daily',\n",
      "                   'high': 7.94,\n",
      "                   'intraperiod': False,\n",
      "                   'low': 7.82,\n",
      "                   'open': 7.83,\n",
      "                   'security': {'code': 'EQS',\n",
      "                                'company_id': None,\n",
      "                                'composite_figi': 'BBG006NMFML4',\n",
      "                                'composite_ticker': '603519:CH',\n",
      "                                'currency': 'CNY',\n",
      "                                'figi': 'BBG006NMFS31',\n",
      "                                'id': 'sec_z9rqdy',\n",
      "                                'name': 'Jiangsu Liba Enterprise Joint-Stock '\n",
      "                                        'Co Ltd',\n",
      "                                'share_class_figi': 'BBG006NMFMM3',\n",
      "                                'ticker': '603519'},\n",
      "                   'volume': 905770.0},\n",
      "                  {'adj_close': 36.42,\n",
      "                   'adj_high': 37.18,\n",
      "                   'adj_low': 36.13,\n",
      "                   'adj_open': 36.95,\n",
      "                   'adj_volume': 1008780.0,\n",
      "                   'close': 36.42,\n",
      "                   'date': datetime.date(2018, 8, 14),\n",
      "                   'frequency': 'daily',\n",
      "                   'high': 37.18,\n",
      "                   'intraperiod': False,\n",
      "                   'low': 36.13,\n",
      "                   'open': 36.95,\n",
      "                   'security': {'code': 'EQS',\n",
      "                                'company_id': None,\n",
      "                                'composite_figi': 'BBG0024DQDP8',\n",
      "                                'composite_ticker': '603508:CH',\n",
      "                                'currency': 'CNY',\n",
      "                                'figi': 'BBG006KFNG36',\n",
      "                                'id': 'sec_zMKG8g',\n",
      "                                'name': 'Henan Thinker Automatic Equipment Co. '\n",
      "                                        'ltd',\n",
      "                                'share_class_figi': 'BBG0024DQDQ7',\n",
      "                                'ticker': '603508'},\n",
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      "                   'adj_low': 18.46,\n",
      "                   'adj_open': 18.79,\n",
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      "                   'date': datetime.date(2018, 8, 14),\n",
      "                   'frequency': 'daily',\n",
      "                   'high': 18.84,\n",
      "                   'intraperiod': False,\n",
      "                   'low': 18.46,\n",
      "                   'open': 18.79,\n",
      "                   'security': {'code': 'EQS',\n",
      "                                'company_id': None,\n",
      "                                'composite_figi': 'BBG006G0S8C7',\n",
      "                                'composite_ticker': '603421:CH',\n",
      "                                'currency': 'CNY',\n",
      "                                'figi': 'BBG006G0S8J0',\n",
      "                                'id': 'sec_yb5ZRz',\n",
      "                                'name': 'Qingdao Topscomm Communication Inc',\n",
      "                                'share_class_figi': 'BBG006G0S8D6',\n",
      "                                'ticker': '603421'},\n",
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      "                   'adj_low': 12.88,\n",
      "                   'adj_open': 13.25,\n",
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      "                   'frequency': 'daily',\n",
      "                   'high': 13.25,\n",
      "                   'intraperiod': False,\n",
      "                   'low': 12.88,\n",
      "                   'open': 13.25,\n",
      "                   'security': {'code': 'EQS',\n",
      "                                'company_id': None,\n",
      "                                'composite_figi': 'BBG006KFM6Q4',\n",
      "                                'composite_ticker': '603377:CH',\n",
      "                                'currency': 'CNY',\n",
      "                                'figi': 'BBG006KFM6S2',\n",
      "                                'id': 'sec_z5WEEg',\n",
      "                                'name': 'Eastern Pioneer Driving School Co '\n",
      "                                        'Ltd.',\n",
      "                                'share_class_figi': 'BBG006KFM6R3',\n",
      "                                'ticker': '603377'},\n",
      "                   'volume': 867520.0},\n",
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      "                   'low': 4.29,\n",
      "                   'open': 4.33,\n",
      "                   'security': {'code': 'EQS',\n",
      "                                'company_id': None,\n",
      "                                'composite_figi': 'BBG001CKVPL6',\n",
      "                                'composite_ticker': '603366:CH',\n",
      "                                'currency': 'CNY',\n",
      "                                'figi': 'BBG002N7TVS4',\n",
      "                                'id': 'sec_XWnbYg',\n",
      "                                'name': 'Jiangsu Sunrain Solar Energy Co. Ltd',\n",
      "                                'share_class_figi': 'BBG001TY2HF5',\n",
      "                                'ticker': '603366'},\n",
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      "                   'adj_open': 5.76,\n",
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      "                   'intraperiod': False,\n",
      "                   'low': 5.7,\n",
      "                   'open': 5.76,\n",
      "                   'security': {'code': 'EQS',\n",
      "                                'company_id': None,\n",
      "                                'composite_figi': 'BBG001CKRGW9',\n",
      "                                'composite_ticker': '603333:CH',\n",
      "                                'currency': 'CNY',\n",
      "                                'figi': 'BBG002CX7HB2',\n",
      "                                'id': 'sec_zo0O6y',\n",
      "                                'name': 'Sichuan Star Cable Co. Ltd',\n",
      "                                'share_class_figi': 'BBG001TXZ8S7',\n",
      "                                'ticker': '603333'},\n",
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      "                   'adj_open': 11.03,\n",
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      "                   'open': 11.03,\n",
      "                   'security': {'code': 'EQS',\n",
      "                                'company_id': None,\n",
      "                                'composite_figi': 'BBG001S2ZC07',\n",
      "                                'composite_ticker': '603309:CH',\n",
      "                                'currency': 'CNY',\n",
      "                                'figi': 'BBG006D09H13',\n",
      "                                'id': 'sec_gxrl5z',\n",
      "                                'name': 'Well Lead Medical Co.Ltd.',\n",
      "                                'share_class_figi': 'BBG001V3HTN9',\n",
      "                                'ticker': '603309'},\n",
      "                   'volume': 495990.0},\n",
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      "                   'adj_low': 68.1,\n",
      "                   'adj_open': 69.99,\n",
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      "                   'close': 68.78,\n",
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      "                   'frequency': 'daily',\n",
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      "                   'intraperiod': False,\n",
      "                   'low': 68.1,\n",
      "                   'open': 69.99,\n",
      "                   'security': {'code': 'EQS',\n",
      "                                'company_id': None,\n",
      "                                'composite_figi': 'BBG001CS42R4',\n",
      "                                'composite_ticker': '603288:CH',\n",
      "                                'currency': 'CNY',\n",
      "                                'figi': 'BBG002RVF4B0',\n",
      "                                'id': 'sec_yddboy',\n",
      "                                'name': 'Foshan Haitian Flavouring & Food '\n",
      "                                        'Company Ltd',\n",
      "                                'share_class_figi': 'BBG001V000R2',\n",
      "                                'ticker': '603288'},\n",
      "                   'volume': 2303830.0},\n",
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      "                   'adj_open': 11.86,\n",
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      "                   'open': 11.86,\n",
      "                   'security': {'code': 'EQS',\n",
      "                                'company_id': None,\n",
      "                                'composite_figi': 'BBG005MNK8V9',\n",
      "                                'composite_ticker': '603223:CH',\n",
      "                                'currency': 'CNY',\n",
      "                                'figi': 'BBG006Q973N9',\n",
      "                                'id': 'sec_Xn07Py',\n",
      "                                'name': 'Hengtong Logistic Co Ltd.',\n",
      "                                'share_class_figi': 'BBG005MNK8W8',\n",
      "                                'ticker': '603223'},\n",
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      "                   'open': 6.25,\n",
      "                   'security': {'code': 'EQS',\n",
      "                                'company_id': None,\n",
      "                                'composite_figi': 'BBG001CKQ812',\n",
      "                                'composite_ticker': '603166:CH',\n",
      "                                'currency': 'CNY',\n",
      "                                'figi': 'BBG002W7M1Q9',\n",
      "                                'id': 'sec_X7POrz',\n",
      "                                'name': 'Guilin Fuda Co.Ltd',\n",
      "                                'share_class_figi': 'BBG001TXY1Z5',\n",
      "                                'ticker': '603166'},\n",
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      "                   'frequency': 'daily',\n",
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      "                   'low': 17.28,\n",
      "                   'open': 17.38,\n",
      "                   'security': {'code': 'EQS',\n",
      "                                'company_id': None,\n",
      "                                'composite_figi': 'BBG001S2ZTY3',\n",
      "                                'composite_ticker': '603158:CH',\n",
      "                                'currency': 'CNY',\n",
      "                                'figi': 'BBG006D09FJ8',\n",
      "                                'id': 'sec_g0E68X',\n",
      "                                'name': 'Changzhou Tenglong Auto Parts Co Ltd.',\n",
      "                                'share_class_figi': 'BBG001V3J522',\n",
      "                                'ticker': '603158'},\n",
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      "                   'open': 10.39,\n",
      "                   'security': {'code': 'EQS',\n",
      "                                'company_id': None,\n",
      "                                'composite_figi': 'BBG001CQ9KQ4',\n",
      "                                'composite_ticker': '603108:CH',\n",
      "                                'currency': 'CNY',\n",
      "                                'figi': 'BBG006JS3JN4',\n",
      "                                'id': 'sec_gYlvYy',\n",
      "                                'name': 'Shanghai Runda Medical Technology Co '\n",
      "                                        'Ltd.',\n",
      "                                'share_class_figi': 'BBG001TZGPW0',\n",
      "                                'ticker': '603108'},\n",
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      "                   'open': 10.29,\n",
      "                   'security': {'code': 'EQS',\n",
      "                                'company_id': None,\n",
      "                                'composite_figi': 'BBG0036H9VH3',\n",
      "                                'composite_ticker': '603099:CH',\n",
      "                                'currency': 'CNY',\n",
      "                                'figi': 'BBG0036H9VJ1',\n",
      "                                'id': 'sec_gVnRJg',\n",
      "                                'name': 'Changbai Mountain Tourism Co.Ltd',\n",
      "                                'share_class_figi': 'BBG0036H9VL8',\n",
      "                                'ticker': '603099'},\n",
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      "                   'open': 53.21,\n",
      "                   'security': {'code': 'EQS',\n",
      "                                'company_id': None,\n",
      "                                'composite_figi': 'BBG000D3JHF4',\n",
      "                                'composite_ticker': '603019:CH',\n",
      "                                'currency': 'CNY',\n",
      "                                'figi': 'BBG006NHVW35',\n",
      "                                'id': 'sec_gPMpYX',\n",
      "                                'name': 'Dawning Information Industry Co.Ltd',\n",
      "                                'share_class_figi': 'BBG001SHDXT1',\n",
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      "                   'open': 7.01,\n",
      "                   'security': {'code': 'EQS',\n",
      "                                'company_id': None,\n",
      "                                'composite_figi': 'BBG006F4CRM4',\n",
      "                                'composite_ticker': '603015:CH',\n",
      "                                'currency': 'CNY',\n",
      "                                'figi': 'BBG006F4CRP1',\n",
      "                                'id': 'sec_gk5lKz',\n",
      "                                'name': 'Ningbo Techmation Co Ltd',\n",
      "                                'share_class_figi': 'BBG006F4CRN3',\n",
      "                                'ticker': '603015'},\n",
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      "                   'open': 5.37,\n",
      "                   'security': {'code': 'EQS',\n",
      "                                'company_id': None,\n",
      "                                'composite_figi': 'BBG002NKLGF0',\n",
      "                                'composite_ticker': '603011:CH',\n",
      "                                'currency': 'CNY',\n",
      "                                'figi': 'BBG006F0Q135',\n",
      "                                'id': 'sec_XZwVQz',\n",
      "                                'name': 'Hefei Metalforming Intelligent '\n",
      "                                        'Manufacturing Co Ltd.',\n",
      "                                'share_class_figi': 'BBG002NKLGG9',\n",
      "                                'ticker': '603011'},\n",
      "                   'volume': 2678800.0},\n",
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      "                   'low': 9.95,\n",
      "                   'open': 9.98,\n",
      "                   'security': {'code': 'EQS',\n",
      "                                'company_id': None,\n",
      "                                'composite_figi': 'BBG000C4M770',\n",
      "                                'composite_ticker': '600000:CH',\n",
      "                                'currency': 'CNY',\n",
      "                                'figi': 'BBG000C4M7L4',\n",
      "                                'id': 'sec_gBM3Gy',\n",
      "                                'name': 'Shanghai Pudong Development Bank Co. '\n",
      "                                        'Ltd.',\n",
      "                                'share_class_figi': 'BBG001S6H576',\n",
      "                                'ticker': '600000'},\n",
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      "                   'low': 13.38,\n",
      "                   'open': 13.5,\n",
      "                   'security': {'code': 'EQS',\n",
      "                                'company_id': None,\n",
      "                                'composite_figi': 'BBG000PMTK98',\n",
      "                                'composite_ticker': '600004:CH',\n",
      "                                'currency': 'CNY',\n",
      "                                'figi': 'BBG000PMTKL4',\n",
      "                                'id': 'sec_zMKOog',\n",
      "                                'name': 'Guangzhou Baiyun International '\n",
      "                                        'Airport Co. Ltd.',\n",
      "                                'share_class_figi': 'BBG001SLHP42',\n",
      "                                'ticker': '600004'},\n",
      "                   'volume': 5111560.0},\n",
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      "                   'open': 3.88,\n",
      "                   'security': {'code': 'EQS',\n",
      "                                'company_id': None,\n",
      "                                'composite_figi': 'BBG000D5HTN6',\n",
      "                                'composite_ticker': '600006:CH',\n",
      "                                'currency': 'CNY',\n",
      "                                'figi': 'BBG000D5HV88',\n",
      "                                'id': 'sec_XGb41g',\n",
      "                                'name': 'Dong Feng Automobile Co. Ltd.',\n",
      "                                'share_class_figi': 'BBG001SD2434',\n",
      "                                'ticker': '600006'},\n",
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      "                   'high': 15.97,\n",
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      "                   'open': 15.4,\n",
      "                   'security': {'code': 'EQS',\n",
      "                                'company_id': None,\n",
      "                                'composite_figi': 'BBG000BT3L12',\n",
      "                                'composite_ticker': '600007:CH',\n",
      "                                'currency': 'CNY',\n",
      "                                'figi': 'BBG000BT3LL0',\n",
      "                                'id': 'sec_yRnoBy',\n",
      "                                'name': 'China World Trade Center Co. Ltd.',\n",
      "                                'share_class_figi': 'BBG001SCLH54',\n",
      "                                'ticker': '600007'},\n",
      "                   'volume': 643700.0},\n",
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      "                   'low': 4.03,\n",
      "                   'open': 4.03,\n",
      "                   'security': {'code': 'EQS',\n",
      "                                'company_id': None,\n",
      "                                'composite_figi': 'BBG000CLRF15',\n",
      "                                'composite_ticker': '600008:CH',\n",
      "                                'currency': 'CNY',\n",
      "                                'figi': 'BBG000CLRFJ6',\n",
      "                                'id': 'sec_XZwlQz',\n",
      "                                'name': 'Beijing Capital Co. Ltd.',\n",
      "                                'share_class_figi': 'BBG001SF7194',\n",
      "                                'ticker': '600008'},\n",
      "                   'volume': 6898500.0},\n",
      "                  {'adj_close': 57.50327683615819,\n",
      "                   'adj_high': 60.02795582948126,\n",
      "                   'adj_low': 56.93893682588598,\n",
      "                   'adj_open': 59.59232494435884,\n",
      "                   'adj_volume': 6070480.0,\n",
      "                   'close': 58.08,\n",
      "                   'date': datetime.date(2018, 8, 14),\n",
      "                   'frequency': 'daily',\n",
      "                   'high': 60.63,\n",
      "                   'intraperiod': False,\n",
      "                   'low': 57.51,\n",
      "                   'open': 60.19,\n",
      "                   'security': {'code': 'EQS',\n",
      "                                'company_id': None,\n",
      "                                'composite_figi': 'BBG000BCHCY8',\n",
      "                                'composite_ticker': '600009:CH',\n",
      "                                'currency': 'CNY',\n",
      "                                'figi': 'BBG000BCHDH5',\n",
      "                                'id': 'sec_g26dLg',\n",
      "                                'name': 'Shanghai International Airport Co. '\n",
      "                                        'Ltd.',\n",
      "                                'share_class_figi': 'BBG001S6JP70',\n",
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      "                   'open': 1.64,\n",
      "                   'security': {'code': 'EQS',\n",
      "                                'company_id': None,\n",
      "                                'composite_figi': 'BBG000GQDSQ0',\n",
      "                                'composite_ticker': '600010:CH',\n",
      "                                'currency': 'CNY',\n",
      "                                'figi': 'BBG000GQDT97',\n",
      "                                'id': 'sec_y1VN7g',\n",
      "                                'name': 'Inner Mongolian Baotou Steel Union '\n",
      "                                        'Co. Ltd.',\n",
      "                                'share_class_figi': 'BBG001SHCL81',\n",
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      "                                'company_id': 'com_pgVL0z',\n",
      "                                'composite_figi': 'BBG000L7SC94',\n",
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      "                                'figi': 'BBG000L7SCD9',\n",
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      "                                'name': 'Huaneng Power International Inc.',\n",
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      "                                'composite_figi': 'BBG000P5GH41',\n",
      "                                'composite_ticker': '600012:CH',\n",
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      "                                'id': 'sec_gVn36g',\n",
      "                                'name': 'Anhui Expressway Co',\n",
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      "                                'composite_ticker': '600015:CH',\n",
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      "                                'figi': 'BBG000CRTX39',\n",
      "                                'id': 'sec_XOKqKX',\n",
      "                                'name': 'Huaxia Bank Co',\n",
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      "                                'composite_figi': 'BBG000H6G839',\n",
      "                                'composite_ticker': '600516:CH',\n",
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      "                                'figi': 'BBG000H6G8Y5',\n",
      "                                'id': 'sec_yp0BZy',\n",
      "                                'name': 'Fangda Carbon New Material Co Ltd',\n",
      "                                'share_class_figi': 'BBG001SHLDK5',\n",
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      "                                'figi': 'BBG000N4N624',\n",
      "                                'id': 'sec_gN1Jqy',\n",
      "                                'name': 'Shandong Pharmaceutical Glass',\n",
      "                                'share_class_figi': 'BBG001SKMSX0',\n",
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      "                                'figi': 'BBG000JKZXG6',\n",
      "                                'id': 'sec_gBMd0y',\n",
      "                                'name': 'Shanghai Jiaoda Onlly Co.,Ltd.',\n",
      "                                'share_class_figi': 'BBG001SJ6CR3',\n",
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      "                                'figi': 'BBG000BC81S9',\n",
      "                                'id': 'sec_gAMN5g',\n",
      "                                'name': 'Henan Yuguang Gold & Lead Co., Ltd.',\n",
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      "                                'figi': 'BBG000PDG381',\n",
      "                                'id': 'sec_yb5B7z',\n",
      "                                'name': 'Shanghai Hongda Mining Co. Ltd.',\n",
      "                                'share_class_figi': 'BBG001SL9CB2',\n",
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      "                                'composite_figi': 'BBG000NT8635',\n",
      "                                'composite_ticker': '600561:CH',\n",
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      "                                'figi': 'BBG000NT86G1',\n",
      "                                'id': 'sec_X6YZGg',\n",
      "                                'name': 'Jiangxi Changyun',\n",
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      "                                'figi': 'BBG000NKY5W5',\n",
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      "                                'name': 'Glarun Technology Co., Ltd.',\n",
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      "                                'id': 'sec_yp0PZy',\n",
      "                                'name': 'Xiamen Faratronic Co',\n",
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      "                                'id': 'sec_gN1Nqy',\n",
      "                                'name': 'Chongqing Dima Industry Co',\n",
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      "                                'figi': 'BBG000D9Y631',\n",
      "                                'id': 'sec_Xank6z',\n",
      "                                'name': 'Hubei Jumpcan Pharmaceutical Co. Ltd',\n",
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      "                                'composite_ticker': '600567:CH',\n",
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      "                                'figi': 'BBG000LG2VQ1',\n",
      "                                'id': 'sec_z9rZly',\n",
      "                                'name': 'Shanying International Holdings Co '\n",
      "                                        'Ltd',\n",
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      "                                'composite_ticker': '600568:CH',\n",
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      "                                'figi': 'BBG000BZ93M9',\n",
      "                                'id': 'sec_zrrO6z',\n",
      "                                'name': 'Zhongzhu Healthcare Holding Co Ltd.',\n",
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      "                                'composite_ticker': '600569:CH',\n",
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      "                                'figi': 'BBG000CWNV65',\n",
      "                                'id': 'sec_X6YNGg',\n",
      "                                'name': 'Anyang Iron & Steel Co Ltd',\n",
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      "                                'company_id': None,\n",
      "                                'composite_figi': 'BBG000PGXNS9',\n",
      "                                'composite_ticker': '600570:CH',\n",
      "                                'currency': 'CNY',\n",
      "                                'figi': 'BBG000PGXP31',\n",
      "                                'id': 'sec_XOKNKX',\n",
      "                                'name': 'Handsun Technologies Inc',\n",
      "                                'share_class_figi': 'BBG001SLBYH5',\n",
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      "                                'company_id': None,\n",
      "                                'composite_figi': 'BBG000BFYC54',\n",
      "                                'composite_ticker': '600629:CH',\n",
      "                                'currency': 'CNY',\n",
      "                                'figi': 'BBG000BFYCM5',\n",
      "                                'id': 'sec_XLKldg',\n",
      "                                'name': 'Arcplus Group Plc',\n",
      "                                'share_class_figi': 'BBG001S7MCV6',\n",
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      "                                'company_id': None,\n",
      "                                'composite_figi': 'BBG000BFX6X7',\n",
      "                                'composite_ticker': '600630:CH',\n",
      "                                'currency': 'CNY',\n",
      "                                'figi': 'BBG000BFX7C8',\n",
      "                                'id': 'sec_zJnk6z',\n",
      "                                'name': 'Shanghai Dragon Head Co. Ltd.',\n",
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      "                                'composite_figi': 'BBG000BFYGK8',\n",
      "                                'composite_ticker': '600633:CH',\n",
      "                                'currency': 'CNY',\n",
      "                                'figi': 'BBG000BFYHJ8',\n",
      "                                'id': 'sec_yl084y',\n",
      "                                'name': 'Zhejiang Daily Digital Culture Group '\n",
      "                                        'Co. Ltd.',\n",
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      "                                'figi': 'BBG000BFYJT3',\n",
      "                                'id': 'sec_gwrJQy',\n",
      "                                'name': 'Shanghai Fukong Interactive '\n",
      "                                        'Entertainment Co. Ltd',\n",
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      "                                'id': 'sec_Xn06Ry',\n",
      "                                'name': 'Shanghai Dazhong Public Utilities '\n",
      "                                        '(Group) Co. Ltd',\n",
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      "                                'id': 'sec_X7Pblz',\n",
      "                                'name': 'Oriental Pearl Group Co Ltd',\n",
      "                                'share_class_figi': 'BBG001S7MDL5',\n",
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      "                                'figi': 'BBG000BFYR15',\n",
      "                                'id': 'sec_gVnm2g',\n",
      "                                'name': 'Shanghai New Huangpu Real Estate Co., '\n",
      "                                        'Ltd.',\n",
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      "                                'figi': 'BBG000BFYRT5',\n",
      "                                'id': 'sec_zEKrWg',\n",
      "                                'name': 'Shanghai Jinqiao Export Processing '\n",
      "                                        'Zone Development Co. Ltd.',\n",
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      "                                'figi': 'BBG000BFYTW7',\n",
      "                                'id': 'sec_XGb25g',\n",
      "                                'name': 'Besttone Holding Co Ltd',\n",
      "                                'share_class_figi': 'BBG001S7MDY1',\n",
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      "                                'composite_ticker': '600641:CH',\n",
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      "                                'figi': 'BBG000BFZ264',\n",
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      "                                'name': 'Shanghai Wanye Enterprises Co., Ltd.',\n",
      "                                'share_class_figi': 'BBG001S7MGZ3',\n",
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      "                                'figi': 'BBG000BFZ415',\n",
      "                                'id': 'sec_XLKxwg',\n",
      "                                'name': 'Shenergy Company Limited',\n",
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      "                                'figi': 'BBG000BBCTT4',\n",
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      "                                'id': 'sec_XWne2g',\n",
      "                                'name': 'Vcanbio Cell & Gene Engineering '\n",
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      "                                'id': 'sec_zEKRdg',\n",
      "                                'name': 'Shanghai Tongda Venture Capital',\n",
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      "                                'id': 'sec_zo0N3y',\n",
      "                                'name': 'Shanghai Waigaoqiao Free Trade Zone '\n",
      "                                        'Group Co Ltd.',\n",
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      "                                'id': 'sec_gQn31X',\n",
      "                                'name': 'Shanghai Jin Jiang International '\n",
      "                                        'Industrial Investment Co. Ltd.',\n",
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      "                                'composite_ticker': '600651:CH',\n",
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      "                                'figi': 'BBG000BFZDQ8',\n",
      "                                'id': 'sec_gYla1y',\n",
      "                                'name': 'Feilo Acoustics Co Ltd Shanghai',\n",
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      "                                'composite_ticker': '600652:CH',\n",
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      "                                'figi': 'BBG000BFZG09',\n",
      "                                'id': 'sec_zqrOJy',\n",
      "                                'name': 'Shanghai U9 Game Co Ltd.',\n",
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      "                                'composite_ticker': '600653:CH',\n",
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      "                                'figi': 'BBG000BFZHJ7',\n",
      "                                'id': 'sec_y3v42z',\n",
      "                                'name': 'Shanghai Shenhua Holdings Co., Ltd.',\n",
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      "                                'composite_figi': 'BBG000BFZJ58',\n",
      "                                'composite_ticker': '600654:CH',\n",
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      "                                'figi': 'BBG000BFZJL0',\n",
      "                                'id': 'sec_XZwmaz',\n",
      "                                'name': 'China Security Co Ltd.',\n",
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      "                   'security': {'code': 'EQS',\n",
      "                                'company_id': None,\n",
      "                                'composite_figi': 'BBG000BFZKP3',\n",
      "                                'composite_ticker': '600655:CH',\n",
      "                                'currency': 'CNY',\n",
      "                                'figi': 'BBG000BFZL99',\n",
      "                                'id': 'sec_gDmYYX',\n",
      "                                'name': 'Shanghai Yuyuan Tourist Mart Co. Ltd.',\n",
      "                                'share_class_figi': 'BBG001S7MHR0',\n",
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      "                                'composite_figi': 'BBG000BFZNS4',\n",
      "                                'composite_ticker': '600657:CH',\n",
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      "                                'figi': 'BBG000BFZQ70',\n",
      "                                'id': 'sec_X6YKpg',\n",
      "                                'name': 'Cinda Real Estate Co Ltd',\n",
      "                                'share_class_figi': 'BBG001S7MHT8',\n",
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      "                                'composite_figi': 'BBG000BFZRD1',\n",
      "                                'composite_ticker': '600658:CH',\n",
      "                                'currency': 'CNY',\n",
      "                                'figi': 'BBG000BFZS12',\n",
      "                                'id': 'sec_gPM9PX',\n",
      "                                'name': 'Beijing Electronic Zone Investment '\n",
      "                                        'and Development Group Co Ltd.',\n",
      "                                'share_class_figi': 'BBG001S7MHV5',\n",
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      "                                'composite_ticker': '600660:CH',\n",
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      "                                'figi': 'BBG000BFZVN1',\n",
      "                                'id': 'sec_zJnRaz',\n",
      "                                'name': 'Fuyao Glass Industry Group Co Ltd',\n",
      "                                'share_class_figi': 'BBG001S7MHX3',\n",
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      "                                'composite_figi': 'BBG000BFZWF8',\n",
      "                                'composite_ticker': '600661:CH',\n",
      "                                'currency': 'CNY',\n",
      "                                'figi': 'BBG000BFZX39',\n",
      "                                'id': 'sec_yKDnGg',\n",
      "                                'name': 'Shanghai Xin Nanyang Co., Ltd.',\n",
      "                                'share_class_figi': 'BBG001S7MHY2',\n",
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      "                                'currency': 'CNY',\n",
      "                                'figi': 'BBG000BG5C18',\n",
      "                                'id': 'sec_Xn4lPy',\n",
      "                                'name': 'Huaxin Cement Co. Ltd.',\n",
      "                                'share_class_figi': 'BBG001S7N069',\n",
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      "                                'composite_figi': 'BBG000BRC3V3',\n",
      "                                'composite_ticker': '600795:CH',\n",
      "                                'currency': 'CNY',\n",
      "                                'figi': 'BBG000BRC441',\n",
      "                                'id': 'sec_g2356X',\n",
      "                                'name': 'GD Power Development Co., Ltd.',\n",
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      "                                'composite_figi': 'BBG000BS72N8',\n",
      "                                'composite_ticker': '600798:CH',\n",
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      "                                'figi': 'BBG000BS73H3',\n",
      "                                'id': 'sec_ybPWRX',\n",
      "                                'name': 'Ningbo Marine Co. Ltd.',\n",
      "                                'share_class_figi': 'BBG001S9V1F4',\n",
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      "                                'composite_figi': 'BBG000BKC400',\n",
      "                                'composite_ticker': '600810:CH',\n",
      "                                'currency': 'CNY',\n",
      "                                'figi': 'BBG000BKC4G3',\n",
      "                                'id': 'sec_zvnx6z',\n",
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      "                                'composite_figi': 'BBG000BKC6G8',\n",
      "                                'composite_ticker': '600812:CH',\n",
      "                                'currency': 'CNY',\n",
      "                                'figi': 'BBG000BKC6P8',\n",
      "                                'id': 'sec_zonbNX',\n",
      "                                'name': 'North China Pharmaceutical Co. Ltd.',\n",
      "                                'share_class_figi': 'BBG001S7YT73',\n",
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      "                                'composite_figi': 'BBG000BKCM55',\n",
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      "                                'figi': 'BBG000BKCMJ0',\n",
      "                                'id': 'sec_X6p5Gy',\n",
      "                                'name': 'Shanghai Yimin Commercial Group Co '\n",
      "                                        'Ltd',\n",
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      "                                'composite_figi': 'BBG000BKCN71',\n",
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      "                                'currency': 'CNY',\n",
      "                                'figi': 'BBG000BKCNR9',\n",
      "                                'id': 'sec_XORVKg',\n",
      "                                'name': 'Shanghai Xinhua Media Co., Ltd. A',\n",
      "                                'share_class_figi': 'BBG001S7YTY3',\n",
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      "                                'currency': 'CNY',\n",
      "                                'figi': 'BBG000BKCQF5',\n",
      "                                'id': 'sec_ylbndX',\n",
      "                                'name': 'Shanghai Lansheng Corporation',\n",
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      "                                'composite_figi': 'BBG000BG5Q99',\n",
      "                                'composite_ticker': '600827:CH',\n",
      "                                'currency': 'CNY',\n",
      "                                'figi': 'BBG000BG5QH0',\n",
      "                                'id': 'sec_X6pDay',\n",
      "                                'name': 'Shanghai Bailian Group Co. Ltd',\n",
      "                                'share_class_figi': 'BBG001S361F5',\n",
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      "                                'company_id': None,\n",
      "                                'composite_figi': 'BBG000BKCRJ9',\n",
      "                                'composite_ticker': '600828:CH',\n",
      "                                'currency': 'CNY',\n",
      "                                'figi': 'BBG000BKCTR6',\n",
      "                                'id': 'sec_XWKE6X',\n",
      "                                'name': 'Maoye Commercial Co Ltd.',\n",
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      "                                'company_id': None,\n",
      "                                'composite_figi': 'BBG000FSV7P4',\n",
      "                                'composite_ticker': '600880:CH',\n",
      "                                'currency': 'CNY',\n",
      "                                'figi': 'BBG000FSV8K7',\n",
      "                                'id': 'sec_gY28VX',\n",
      "                                'name': 'Chengdu B-Ray Media Co. Ltd.',\n",
      "                                'share_class_figi': 'BBG001S8MX02',\n",
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      "                                'company_id': None,\n",
      "                                'composite_figi': 'BBG000PWRGC3',\n",
      "                                'composite_ticker': '600900:CH',\n",
      "                                'currency': 'CNY',\n",
      "                                'figi': 'BBG000PWRGJ6',\n",
      "                                'id': 'sec_XOR6Gg',\n",
      "                                'name': 'China Yangtze Power Co',\n",
      "                                'share_class_figi': 'BBG001SHX8H7',\n",
      "                                'ticker': '600900'},\n",
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      "                   'security': {'code': 'EQS',\n",
      "                                'company_id': None,\n",
      "                                'composite_figi': 'BBG000NZCVW9',\n",
      "                                'composite_ticker': '600985:CH',\n",
      "                                'currency': 'CNY',\n",
      "                                'figi': 'BBG000NZCX00',\n",
      "                                'id': 'sec_XGxY5z',\n",
      "                                'name': 'Anhui Leimingkehua Co., Ltd.',\n",
      "                                'share_class_figi': 'BBG001SL18T0',\n",
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      "                   'security': {'code': 'EQS',\n",
      "                                'company_id': None,\n",
      "                                'composite_figi': 'BBG000NV40P3',\n",
      "                                'composite_ticker': '600986:CH',\n",
      "                                'currency': 'CNY',\n",
      "                                'figi': 'BBG000NV4153',\n",
      "                                'id': 'sec_gY2kVX',\n",
      "                                'name': 'Keda Group Co., Ltd.',\n",
      "                                'share_class_figi': 'BBG001SKY4G9',\n",
      "                                'ticker': '600986'},\n",
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      "                   'open': 9.42,\n",
      "                   'security': {'code': 'EQS',\n",
      "                                'company_id': None,\n",
      "                                'composite_figi': 'BBG000Q51Q37',\n",
      "                                'composite_ticker': '600987:CH',\n",
      "                                'currency': 'CNY',\n",
      "                                'figi': 'BBG000Q51QP3',\n",
      "                                'id': 'sec_zE8BWX',\n",
      "                                'name': 'Zhejiang Hangmin Co., Ltd.',\n",
      "                                'share_class_figi': 'BBG001SM72K4',\n",
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      "                   'adj_open': 4.92,\n",
      "                   'adj_volume': 28344080.0,\n",
      "                   'close': 5.02,\n",
      "                   'date': datetime.date(2018, 8, 14),\n",
      "                   'frequency': 'daily',\n",
      "                   'high': 5.02,\n",
      "                   'intraperiod': False,\n",
      "                   'low': 4.9,\n",
      "                   'open': 4.92,\n",
      "                   'security': {'code': 'EQS',\n",
      "                                'company_id': None,\n",
      "                                'composite_figi': 'BBG000N3Z384',\n",
      "                                'composite_ticker': '600988:CH',\n",
      "                                'currency': 'CNY',\n",
      "                                'figi': 'BBG000N405N8',\n",
      "                                'id': 'sec_zJxD6g',\n",
      "                                'name': 'Chifeng Jilong Gold Mining Co Ltd',\n",
      "                                'share_class_figi': 'BBG001SKMKM9',\n",
      "                                'ticker': '600988'},\n",
      "                   'volume': 28344080.0},\n",
      "                  {'adj_close': 36.43,\n",
      "                   'adj_high': 36.95,\n",
      "                   'adj_low': 35.86,\n",
      "                   'adj_open': 36.22,\n",
      "                   'adj_volume': 2195600.0,\n",
      "                   'close': 36.43,\n",
      "                   'date': datetime.date(2018, 8, 14),\n",
      "                   'frequency': 'daily',\n",
      "                   'high': 36.95,\n",
      "                   'intraperiod': False,\n",
      "                   'low': 35.86,\n",
      "                   'open': 36.22,\n",
      "                   'security': {'code': 'EQS',\n",
      "                                'company_id': None,\n",
      "                                'composite_figi': 'BBG000P298K8',\n",
      "                                'composite_ticker': '600990:CH',\n",
      "                                'currency': 'CNY',\n",
      "                                'figi': 'BBG000P2BBJ0',\n",
      "                                'id': 'sec_yp1GLg',\n",
      "                                'name': 'Anhui Sun-Create Electronics Co., '\n",
      "                                        'Ltd.',\n",
      "                                'share_class_figi': 'BBG001SL2RV4',\n",
      "                                'ticker': '600990'},\n",
      "                   'volume': 2195600.0},\n",
      "                  {'adj_close': 7.7,\n",
      "                   'adj_high': 7.73,\n",
      "                   'adj_low': 7.61,\n",
      "                   'adj_open': 7.66,\n",
      "                   'adj_volume': 676600.0,\n",
      "                   'close': 7.7,\n",
      "                   'date': datetime.date(2018, 8, 14),\n",
      "                   'frequency': 'daily',\n",
      "                   'high': 7.73,\n",
      "                   'intraperiod': False,\n",
      "                   'low': 7.61,\n",
      "                   'open': 7.66,\n",
      "                   'security': {'code': 'EQS',\n",
      "                                'company_id': None,\n",
      "                                'composite_figi': 'BBG000BGJD57',\n",
      "                                'composite_ticker': '600992:CH',\n",
      "                                'currency': 'CNY',\n",
      "                                'figi': 'BBG000BGJDN7',\n",
      "                                'id': 'sec_y3JkVz',\n",
      "                                'name': 'Guizhou Wire Rope Co. Ltd.',\n",
      "                                'share_class_figi': 'BBG001S7TMG4',\n",
      "                                'ticker': '600992'},\n",
      "                   'volume': 676600.0},\n",
      "                  {'adj_close': 15.65,\n",
      "                   'adj_high': 15.82,\n",
      "                   'adj_low': 15.59,\n",
      "                   'adj_open': 15.79,\n",
      "                   'adj_volume': 1316600.0,\n",
      "                   'close': 15.65,\n",
      "                   'date': datetime.date(2018, 8, 14),\n",
      "                   'frequency': 'daily',\n",
      "                   'high': 15.82,\n",
      "                   'intraperiod': False,\n",
      "                   'low': 15.59,\n",
      "                   'open': 15.79,\n",
      "                   'security': {'code': 'EQS',\n",
      "                                'company_id': None,\n",
      "                                'composite_figi': 'BBG000LJTC51',\n",
      "                                'composite_ticker': '600993:CH',\n",
      "                                'currency': 'CNY',\n",
      "                                'figi': 'BBG000LJTCH8',\n",
      "                                'id': 'sec_XLbKPy',\n",
      "                                'name': 'MaYingLong Pharmaceutical Group Co '\n",
      "                                        'Ltd',\n",
      "                                'share_class_figi': 'BBG001SK1JC6',\n",
      "                                'ticker': '600993'},\n",
      "                   'volume': 1316600.0},\n",
      "                  {'adj_close': 7.62,\n",
      "                   'adj_high': 7.64,\n",
      "                   'adj_low': 7.55,\n",
      "                   'adj_open': 7.61,\n",
      "                   'adj_volume': 2177200.0,\n",
      "                   'close': 7.62,\n",
      "                   'date': datetime.date(2018, 8, 14),\n",
      "                   'frequency': 'daily',\n",
      "                   'high': 7.64,\n",
      "                   'intraperiod': False,\n",
      "                   'low': 7.55,\n",
      "                   'open': 7.61,\n",
      "                   'security': {'code': 'EQS',\n",
      "                                'company_id': None,\n",
      "                                'composite_figi': 'BBG000BSDW37',\n",
      "                                'composite_ticker': '600995:CH',\n",
      "                                'currency': 'CNY',\n",
      "                                'figi': 'BBG000BSDWC7',\n",
      "                                'id': 'sec_zJxnpg',\n",
      "                                'name': 'Yunnan Wenshan Electric Power Co., '\n",
      "                                        'Ltd.',\n",
      "                                'share_class_figi': 'BBG001SBW2V8',\n",
      "                                'ticker': '600995'},\n",
      "                   'volume': 2177200.0},\n",
      "                  {'adj_close': 15.57,\n",
      "                   'adj_high': 15.75,\n",
      "                   'adj_low': 15.54,\n",
      "                   'adj_open': 15.75,\n",
      "                   'adj_volume': 1299750.0,\n",
      "                   'close': 15.57,\n",
      "                   'date': datetime.date(2018, 8, 14),\n",
      "                   'frequency': 'daily',\n",
      "                   'high': 15.75,\n",
      "                   'intraperiod': False,\n",
      "                   'low': 15.54,\n",
      "                   'open': 15.75,\n",
      "                   'security': {'code': 'EQS',\n",
      "                                'company_id': None,\n",
      "                                'composite_figi': 'BBG000R1K1Y5',\n",
      "                                'composite_ticker': '601595:CH',\n",
      "                                'currency': 'CNY',\n",
      "                                'figi': 'BBG006D0BVV6',\n",
      "                                'id': 'sec_gxBrEz',\n",
      "                                'name': 'Shanghai Film Co Ltd',\n",
      "                                'share_class_figi': 'BBG001T8ZSZ0',\n",
      "                                'ticker': '601595'},\n",
      "                   'volume': 1299750.0},\n",
      "                  {'adj_close': 63.13,\n",
      "                   'adj_high': 64.38,\n",
      "                   'adj_low': 62.5,\n",
      "                   'adj_open': 63.73,\n",
      "                   'adj_volume': 10029990.0,\n",
      "                   'close': 63.13,\n",
      "                   'date': datetime.date(2018, 8, 14),\n",
      "                   'frequency': 'daily',\n",
      "                   'high': 64.38,\n",
      "                   'intraperiod': False,\n",
      "                   'low': 62.5,\n",
      "                   'open': 63.73,\n",
      "                   'security': {'code': 'EQS',\n",
      "                                'company_id': None,\n",
      "                                'composite_figi': 'BBG000BYK1H9',\n",
      "                                'composite_ticker': '601888:CH',\n",
      "                                'currency': 'CNY',\n",
      "                                'figi': 'BBG000BYK1Q9',\n",
      "                                'id': 'sec_gjb0wg',\n",
      "                                'name': 'China International Travel Service '\n",
      "                                        'Corp',\n",
      "                                'share_class_figi': 'BBG001SBJT44',\n",
      "                                'ticker': '601888'},\n",
      "                   'volume': 10029990.0},\n",
      "                  {'adj_close': 9.0,\n",
      "                   'adj_high': 9.01,\n",
      "                   'adj_low': 8.9,\n",
      "                   'adj_open': 9.01,\n",
      "                   'adj_volume': 614350.0,\n",
      "                   'close': 9.0,\n",
      "                   'date': datetime.date(2018, 8, 14),\n",
      "                   'frequency': 'daily',\n",
      "                   'high': 9.01,\n",
      "                   'intraperiod': False,\n",
      "                   'low': 8.9,\n",
      "                   'open': 9.01,\n",
      "                   'security': {'code': 'EQS',\n",
      "                                'company_id': None,\n",
      "                                'composite_figi': 'BBG000BX6338',\n",
      "                                'composite_ticker': '601811:CH',\n",
      "                                'currency': 'CNY',\n",
      "                                'figi': 'BBG006G0S1N0',\n",
      "                                'id': 'sec_gNAA9y',\n",
      "                                'name': 'Xinhua Winshare Publishing and Media '\n",
      "                                        'Company Ltd',\n",
      "                                'share_class_figi': 'BBG001SJGLV7',\n",
      "                                'ticker': '601811'},\n",
      "                   'volume': 614350.0},\n",
      "                  {'adj_close': 3.55,\n",
      "                   'adj_high': 3.56,\n",
      "                   'adj_low': 3.53,\n",
      "                   'adj_open': 3.55,\n",
      "                   'adj_volume': 39970400.0,\n",
      "                   'close': 3.55,\n",
      "                   'date': datetime.date(2018, 8, 14),\n",
      "                   'frequency': 'daily',\n",
      "                   'high': 3.56,\n",
      "                   'intraperiod': False,\n",
      "                   'low': 3.53,\n",
      "                   'open': 3.55,\n",
      "                   'security': {'code': 'EQS',\n",
      "                                'company_id': None,\n",
      "                                'composite_figi': 'BBG000QP2VK2',\n",
      "                                'composite_ticker': '601818:CH',\n",
      "                                'currency': 'CNY',\n",
      "                                'figi': 'BBG000QP2VZ6',\n",
      "                                'id': 'sec_gPxxng',\n",
      "                                'name': 'China Everbright Bank Co',\n",
      "                                'share_class_figi': 'BBG001T9D5T9',\n",
      "                                'ticker': '601818'},\n",
      "                   'volume': 39970400.0},\n",
      "                  {'adj_close': 8.029624107142858,\n",
      "                   'adj_high': 8.069227678571432,\n",
      "                   'adj_low': 7.851408035714288,\n",
      "                   'adj_open': 7.881110714285716,\n",
      "                   'adj_volume': 32949630.0,\n",
      "                   'close': 8.11,\n",
      "                   'date': datetime.date(2018, 8, 14),\n",
      "                   'frequency': 'daily',\n",
      "                   'high': 8.15,\n",
      "                   'intraperiod': False,\n",
      "                   'low': 7.93,\n",
      "                   'open': 7.96,\n",
      "                   'security': {'code': 'EQS',\n",
      "                                'company_id': 'com_2zvYEX',\n",
      "                                'composite_figi': 'BBG000GNW0M1',\n",
      "                                'composite_ticker': '601857:CH',\n",
      "                                'currency': 'CNY',\n",
      "                                'figi': 'BBG000GNX2C7',\n",
      "                                'id': 'sec_zqnnQy',\n",
      "                                'name': 'PetroChina Co. Ltd.',\n",
      "                                'share_class_figi': 'BBG001SQ70Y4',\n",
      "                                'ticker': '601857'},\n",
      "                   'volume': 32949630.0},\n",
      "                  {'adj_close': 2.44,\n",
      "                   'adj_high': 2.45,\n",
      "                   'adj_low': 2.42,\n",
      "                   'adj_open': 2.43,\n",
      "                   'adj_volume': 7759960.0,\n",
      "                   'close': 2.44,\n",
      "                   'date': datetime.date(2018, 8, 14),\n",
      "                   'frequency': 'daily',\n",
      "                   'high': 2.45,\n",
      "                   'intraperiod': False,\n",
      "                   'low': 2.42,\n",
      "                   'open': 2.43,\n",
      "                   'security': {'code': 'EQS',\n",
      "                                'company_id': None,\n",
      "                                'composite_figi': 'BBG000BJ1LZ9',\n",
      "                                'composite_ticker': '601866:CH',\n",
      "                                'currency': 'CNY',\n",
      "                                'figi': 'BBG000BJ1M41',\n",
      "                                'id': 'sec_yp119g',\n",
      "                                'name': 'Cosco Shipping Development Co Ltd',\n",
      "                                'share_class_figi': 'BBG001S8J6W0',\n",
      "                                'ticker': '601866'},\n",
      "                   'volume': 7759960.0},\n",
      "                  {'adj_close': 3.55,\n",
      "                   'adj_high': 3.55,\n",
      "                   'adj_low': 3.49,\n",
      "                   'adj_open': 3.51,\n",
      "                   'adj_volume': 3626390.0,\n",
      "                   'close': 3.55,\n",
      "                   'date': datetime.date(2018, 8, 14),\n",
      "                   'frequency': 'daily',\n",
      "                   'high': 3.55,\n",
      "                   'intraperiod': False,\n",
      "                   'low': 3.49,\n",
      "                   'open': 3.51,\n",
      "                   'security': {'code': 'EQS',\n",
      "                                'company_id': None,\n",
      "                                'composite_figi': 'BBG000MY4GR1',\n",
      "                                'composite_ticker': '601872:CH',\n",
      "                                'currency': 'CNY',\n",
      "                                'figi': 'BBG000MY4HH0',\n",
      "                                'id': 'sec_gjbbwg',\n",
      "                                'name': 'China Merchants Energy Shipping Co',\n",
      "                                'share_class_figi': 'BBG001SQG5Q2',\n",
      "                                'ticker': '601872'},\n",
      "                   'volume': 3626390.0},\n",
      "                  {'adj_close': 21.204161598609904,\n",
      "                   'adj_high': 21.45198957428323,\n",
      "                   'adj_low': 21.114943527367505,\n",
      "                   'adj_open': 21.313205907906166,\n",
      "                   'adj_volume': 2860190.0,\n",
      "                   'close': 21.39,\n",
      "                   'date': datetime.date(2018, 8, 14),\n",
      "                   'frequency': 'daily',\n",
      "                   'high': 21.64,\n",
      "                   'intraperiod': False,\n",
      "                   'low': 21.3,\n",
      "                   'open': 21.5,\n",
      "                   'security': {'code': 'EQS',\n",
      "                                'company_id': None,\n",
      "                                'composite_figi': 'BBG000PHSHT5',\n",
      "                                'composite_ticker': '601877:CH',\n",
      "                                'currency': 'CNY',\n",
      "                                'figi': 'BBG000PHSM14',\n",
      "                                'id': 'sec_gNA69y',\n",
      "                                'name': 'Zhejiang Chint Electrics Co Ltd',\n",
      "                                'share_class_figi': 'BBG001T5NC11',\n",
      "                                'ticker': '601877'},\n",
      "                   'volume': 2860190.0},\n",
      "                  {'adj_close': 9.16,\n",
      "                   'adj_high': 9.27,\n",
      "                   'adj_low': 9.14,\n",
      "                   'adj_open': 9.22,\n",
      "                   'adj_volume': 1313880.0,\n",
      "                   'close': 9.16,\n",
      "                   'date': datetime.date(2018, 8, 14),\n",
      "                   'frequency': 'daily',\n",
      "                   'high': 9.27,\n",
      "                   'intraperiod': False,\n",
      "                   'low': 9.14,\n",
      "                   'open': 9.22,\n",
      "                   'security': {'code': 'EQS',\n",
      "                                'company_id': None,\n",
      "                                'composite_figi': 'BBG006FTGFT4',\n",
      "                                'composite_ticker': '603608:CH',\n",
      "                                'currency': 'CNY',\n",
      "                                'figi': 'BBG006FTGFV1',\n",
      "                                'id': 'sec_zrnbLz',\n",
      "                                'name': 'Top Score Fashion Co Ltd.',\n",
      "                                'share_class_figi': 'BBG006FTGFS5',\n",
      "                                'ticker': '603608'},\n",
      "                   'volume': 1313880.0},\n",
      "                  {'adj_close': 9.01,\n",
      "                   'adj_high': 9.05,\n",
      "                   'adj_low': 8.85,\n",
      "                   'adj_open': 8.93,\n",
      "                   'adj_volume': 1158880.0,\n",
      "                   'close': 9.01,\n",
      "                   'date': datetime.date(2018, 8, 14),\n",
      "                   'frequency': 'daily',\n",
      "                   'high': 9.05,\n",
      "                   'intraperiod': False,\n",
      "                   'low': 8.85,\n",
      "                   'open': 8.93,\n",
      "                   'security': {'code': 'EQS',\n",
      "                                'company_id': None,\n",
      "                                'composite_figi': 'BBG006F4CRG1',\n",
      "                                'composite_ticker': '603606:CH',\n",
      "                                'currency': 'CNY',\n",
      "                                'figi': 'BBG006F4CRJ8',\n",
      "                                'id': 'sec_gQDkly',\n",
      "                                'name': 'Ningbo Orient Wires & Cables Co.Ltd',\n",
      "                                'share_class_figi': 'BBG006F4CRH0',\n",
      "                                'ticker': '603606'},\n",
      "                   'volume': 1158880.0},\n",
      "                  {'adj_close': 1.99,\n",
      "                   'adj_high': 2.0,\n",
      "                   'adj_low': 1.98,\n",
      "                   'adj_open': 1.99,\n",
      "                   'adj_volume': 4471310.0,\n",
      "                   'close': 1.99,\n",
      "                   'date': datetime.date(2018, 8, 14),\n",
      "                   'frequency': 'daily',\n",
      "                   'high': 2.0,\n",
      "                   'intraperiod': False,\n",
      "                   'low': 1.98,\n",
      "                   'open': 1.99,\n",
      "                   'security': {'code': 'EQS',\n",
      "                                'company_id': None,\n",
      "                                'composite_figi': 'BBG000PPH2R4',\n",
      "                                'composite_ticker': '601880:CH',\n",
      "                                'currency': 'CNY',\n",
      "                                'figi': 'BBG0018X7BQ6',\n",
      "                                'id': 'sec_gVAdky',\n",
      "                                'name': 'Dalian Port (PDA) Co',\n",
      "                                'share_class_figi': 'BBG001SLLDX2',\n",
      "                                'ticker': '601880'},\n",
      "                   'volume': 4471310.0},\n",
      "                  {'adj_close': 7.4,\n",
      "                   'adj_high': 7.52,\n",
      "                   'adj_low': 7.36,\n",
      "                   'adj_open': 7.49,\n",
      "                   'adj_volume': 3201600.0,\n",
      "                   'close': 7.4,\n",
      "                   'date': datetime.date(2018, 8, 14),\n",
      "                   'frequency': 'daily',\n",
      "                   'high': 7.52,\n",
      "                   'intraperiod': False,\n",
      "                   'low': 7.36,\n",
      "                   'open': 7.49,\n",
      "                   'security': {'code': 'EQS',\n",
      "                                'company_id': None,\n",
      "                                'composite_figi': 'BBG001WDXRQ9',\n",
      "                                'composite_ticker': '601886:CH',\n",
      "                                'currency': 'CNY',\n",
      "                                'figi': 'BBG001WQYHJ9',\n",
      "                                'id': 'sec_XWKNWX',\n",
      "                                'name': 'Jangho Group Co., Ltd.',\n",
      "                                'share_class_figi': 'BBG001WDXRR8',\n",
      "                                'ticker': '601886'},\n",
      "                   'volume': 3201600.0},\n",
      "                  {'adj_close': 4.19,\n",
      "                   'adj_high': 4.26,\n",
      "                   'adj_low': 4.15,\n",
      "                   'adj_open': 4.26,\n",
      "                   'adj_volume': 5491400.0,\n",
      "                   'close': 4.19,\n",
      "                   'date': datetime.date(2018, 8, 14),\n",
      "                   'frequency': 'daily',\n",
      "                   'high': 4.26,\n",
      "                   'intraperiod': False,\n",
      "                   'low': 4.15,\n",
      "                   'open': 4.26,\n",
      "                   'security': {'code': 'EQS',\n",
      "                                'company_id': None,\n",
      "                                'composite_figi': 'BBG000BQ0VY3',\n",
      "                                'composite_ticker': '600400:CH',\n",
      "                                'currency': 'CNY',\n",
      "                                'figi': 'BBG000BQ0W62',\n",
      "                                'id': 'sec_zmbZEy',\n",
      "                                'name': 'Jiangsu Hongdou Industry Co. Ltd.',\n",
      "                                'share_class_figi': 'BBG001SB9PP0',\n",
      "                                'ticker': '600400'},\n",
      "                   'volume': 5491400.0}]}\n"
     ]
    }
   ],
   "source": [
    "stock_exchange_api = intrinio_sdk.StockExchangeApi()\n",
    "\n",
    "identifier = 'XSHG' # str | A Stock Exchange identifier (MIC or Intrinio ID) 证券交易所标识符\n",
    "date = '2018-08-14' # date | The date for which to return prices (optional)\n",
    "next_page = '' # str | Gets the next page of data from a previous API call (optional)\n",
    "\n",
    "try:\n",
    "    api_response = stock_exchange_api.get_stock_exchange_prices(identifier, date=date, next_page=next_page)\n",
    "    pprint(api_response)\n",
    "except ApiException as e:\n",
    "    print(f\"Exception when calling StockExchangeApi->get_stock_exchange_prices: {e}\\n\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "```zsh\n",
    "东京 Tokyo\n",
    "法拉克福 Frankfurt\n",
    "伦敦 London\n",
    "巴黎 Paris\n",
    "多伦多 Toronto\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "-----------"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "https://www.alphavantage.co/"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "美 /'væntɪdʒ/"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# vantage"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "vantageKey = 'ENT3FCK1B4AG0ZBW'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "vantageKey = '7M4BHLI9XYCDKXSO'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 安装module"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Looking in indexes: https://pypi.doubanio.com/simple/\n",
      "Requirement already satisfied: alpha_vantage in f:\\anaconda3\\lib\\site-packages (2.1.0)\n",
      "Requirement already satisfied: requests in f:\\anaconda3\\lib\\site-packages (from alpha_vantage) (2.18.4)\n",
      "Requirement already satisfied: chardet<3.1.0,>=3.0.2 in f:\\anaconda3\\lib\\site-packages (from requests->alpha_vantage) (3.0.4)\n",
      "Requirement already satisfied: idna<2.7,>=2.5 in f:\\anaconda3\\lib\\site-packages (from requests->alpha_vantage) (2.6)\n",
      "Requirement already satisfied: urllib3<1.23,>=1.21.1 in f:\\anaconda3\\lib\\site-packages (from requests->alpha_vantage) (1.22)\n",
      "Requirement already satisfied: certifi>=2017.4.17 in f:\\anaconda3\\lib\\site-packages (from requests->alpha_vantage) (2018.1.18)\n"
     ]
    }
   ],
   "source": [
    "!pip install alpha_vantage"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Name: alpha-vantage\n",
      "Version: 2.1.0\n",
      "Summary: Python module to get stock data from the Alpha Vantage Api\n",
      "Home-page: https://github.com/RomelTorres/alpha_vantage\n",
      "Author: Romel J. Torres\n",
      "Author-email: romel.torres@gmail.com\n",
      "License: MIT\n",
      "Location: f:\\anaconda3\\lib\\site-packages\n",
      "Requires: requests\n",
      "Required-by: \n"
     ]
    }
   ],
   "source": [
    "!pip show alpha_vantage"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 安装download module"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Looking in indexes: https://pypi.doubanio.com/simple/\n",
      "Requirement already satisfied: alpha-vantage-downloader in f:\\anaconda3\\lib\\site-packages (0.0.5)\n",
      "Requirement already satisfied: pandas in f:\\anaconda3\\lib\\site-packages (from alpha-vantage-downloader) (0.20.0)\n",
      "Requirement already satisfied: pytz>=2011k in f:\\anaconda3\\lib\\site-packages (from pandas->alpha-vantage-downloader) (2018.7)\n",
      "Requirement already satisfied: python-dateutil>=2 in f:\\anaconda3\\lib\\site-packages (from pandas->alpha-vantage-downloader) (2.7.5)\n",
      "Requirement already satisfied: numpy>=1.7.0 in f:\\anaconda3\\lib\\site-packages (from pandas->alpha-vantage-downloader) (1.14.2)\n",
      "Requirement already satisfied: six>=1.5 in f:\\anaconda3\\lib\\site-packages (from python-dateutil>=2->pandas->alpha-vantage-downloader) (1.11.0)\n"
     ]
    }
   ],
   "source": [
    "!pip install alpha-vantage-downloader"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Name: alpha-vantage-downloader\n",
      "Version: 0.0.5\n",
      "Summary: A simple wrapper around alpha vantage api\n",
      "Home-page: https://github.com/fricative/alpha_vantage_downloader\n",
      "Author: fricative\n",
      "Author-email: keye906@yahoo.com\n",
      "License: UNKNOWN\n",
      "Location: f:\\anaconda3\\lib\\site-packages\n",
      "Requires: pandas\n",
      "Required-by: \n"
     ]
    }
   ],
   "source": [
    "!pip show alpha-vantage-downloader"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "------"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "文档 https://github.com/RomelTorres/alpha_vantage"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "实时接口是分钟级别"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import alpha_vantage"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from alpha_vantage.timeseries import TimeSeries\n",
    "ts = TimeSeries(key=vantageKey,output_format='pandas')\n",
    "# Get json object with the intraday data and another with  the call's metadata"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "ts."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "实时接口"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "data, meta_data = ts.get_intraday(symbol='GOOGL',\n",
    "                                  #'hk00700',\n",
    "                                  interval='1min', # 1min，5min，15min，30min，60min\n",
    "                                  outputsize='full')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'1. Information': 'Intraday (1min) open, high, low, close prices and volume',\n",
       " '2. Symbol': 'GOOGL',\n",
       " '3. Last Refreshed': '2018-10-09 15:59:00',\n",
       " '4. Interval': '1min',\n",
       " '5. Output Size': 'Full size',\n",
       " '6. Time Zone': 'US/Eastern'}"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "meta_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>1. open</th>\n",
       "      <th>2. high</th>\n",
       "      <th>3. low</th>\n",
       "      <th>4. close</th>\n",
       "      <th>5. volume</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2018-10-10 15:56:00</th>\n",
       "      <td>1098.895</td>\n",
       "      <td>1099.630</td>\n",
       "      <td>1093.4700</td>\n",
       "      <td>1094.0300</td>\n",
       "      <td>39363.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-10 15:57:00</th>\n",
       "      <td>1094.010</td>\n",
       "      <td>1094.925</td>\n",
       "      <td>1092.3900</td>\n",
       "      <td>1094.3750</td>\n",
       "      <td>39581.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-10 15:58:00</th>\n",
       "      <td>1094.770</td>\n",
       "      <td>1095.800</td>\n",
       "      <td>1093.3400</td>\n",
       "      <td>1095.0350</td>\n",
       "      <td>30238.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-10 15:59:00</th>\n",
       "      <td>1095.465</td>\n",
       "      <td>1096.530</td>\n",
       "      <td>1094.3400</td>\n",
       "      <td>1094.8650</td>\n",
       "      <td>56188.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-10 16:00:00</th>\n",
       "      <td>1094.400</td>\n",
       "      <td>1096.465</td>\n",
       "      <td>1091.5699</td>\n",
       "      <td>1091.5699</td>\n",
       "      <td>125474.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                      1. open   2. high     3. low   4. close  5. volume\n",
       "date                                                                    \n",
       "2018-10-10 15:56:00  1098.895  1099.630  1093.4700  1094.0300    39363.0\n",
       "2018-10-10 15:57:00  1094.010  1094.925  1092.3900  1094.3750    39581.0\n",
       "2018-10-10 15:58:00  1094.770  1095.800  1093.3400  1095.0350    30238.0\n",
       "2018-10-10 15:59:00  1095.465  1096.530  1094.3400  1094.8650    56188.0\n",
       "2018-10-10 16:00:00  1094.400  1096.465  1091.5699  1091.5699   125474.0"
      ]
     },
     "execution_count": 102,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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9byXQ1IQFFy7AtOEF+M2ed5CbNlDZVId4Xh+gsRkLL74I4wfnAwD6lZ0ANriN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\nEkkBSkREEkkBSkREEun/AyVghxfEc7r+AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x22fec8c7b00>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from alpha_vantage.cryptocurrencies import CryptoCurrencies\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "cc = CryptoCurrencies(key=vantageKey, output_format='pandas')\n",
    "data, meta_data = cc.get_digital_currency_intraday(symbol='BTC', market='CNY')\n",
    "data['1b. price (USD)'].plot()\n",
    "plt.tight_layout()\n",
    "plt.title('Intraday value for bitcoin (BTC)')\n",
    "plt.grid()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1874"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>1. open</th>\n",
       "      <th>2. high</th>\n",
       "      <th>3. low</th>\n",
       "      <th>4. close</th>\n",
       "      <th>5. volume</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2018-10-09 15:57:00</th>\n",
       "      <td>1144.95</td>\n",
       "      <td>1145.0601</td>\n",
       "      <td>1144.8000</td>\n",
       "      <td>1144.9000</td>\n",
       "      <td>17815.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-09 15:58:00</th>\n",
       "      <td>1145.09</td>\n",
       "      <td>1145.4600</td>\n",
       "      <td>1144.5699</td>\n",
       "      <td>1144.5699</td>\n",
       "      <td>19002.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-09 15:59:00</th>\n",
       "      <td>1144.62</td>\n",
       "      <td>1145.5699</td>\n",
       "      <td>1144.5699</td>\n",
       "      <td>1145.3300</td>\n",
       "      <td>44970.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     1. open    2. high     3. low   4. close  5. volume\n",
       "date                                                                    \n",
       "2018-10-09 15:57:00  1144.95  1145.0601  1144.8000  1144.9000    17815.0\n",
       "2018-10-09 15:58:00  1145.09  1145.4600  1144.5699  1144.5699    19002.0\n",
       "2018-10-09 15:59:00  1144.62  1145.5699  1144.5699  1145.3300    44970.0"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.tail(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "data, meta_data = ts.get_daily(symbol='GOOGL',\n",
    "                               outputsize='full')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "    }\n",
       "\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>1. open</th>\n",
       "      <th>2. high</th>\n",
       "      <th>3. low</th>\n",
       "      <th>4. close</th>\n",
       "      <th>5. volume</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2004-08-19</th>\n",
       "      <td>100.01</td>\n",
       "      <td>104.06</td>\n",
       "      <td>95.96</td>\n",
       "      <td>100.335</td>\n",
       "      <td>44659000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-08-20</th>\n",
       "      <td>101.01</td>\n",
       "      <td>109.08</td>\n",
       "      <td>100.50</td>\n",
       "      <td>108.310</td>\n",
       "      <td>22834300.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-08-23</th>\n",
       "      <td>110.76</td>\n",
       "      <td>113.48</td>\n",
       "      <td>109.05</td>\n",
       "      <td>109.400</td>\n",
       "      <td>18256100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-08-24</th>\n",
       "      <td>111.24</td>\n",
       "      <td>111.60</td>\n",
       "      <td>103.57</td>\n",
       "      <td>104.870</td>\n",
       "      <td>15247300.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-08-25</th>\n",
       "      <td>104.76</td>\n",
       "      <td>108.00</td>\n",
       "      <td>103.88</td>\n",
       "      <td>106.000</td>\n",
       "      <td>9188600.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            1. open  2. high  3. low  4. close   5. volume\n",
       "date                                                      \n",
       "2004-08-19   100.01   104.06   95.96   100.335  44659000.0\n",
       "2004-08-20   101.01   109.08  100.50   108.310  22834300.0\n",
       "2004-08-23   110.76   113.48  109.05   109.400  18256100.0\n",
       "2004-08-24   111.24   111.60  103.57   104.870  15247300.0\n",
       "2004-08-25   104.76   108.00  103.88   106.000   9188600.0"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "历史数据，日级别"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "-------------"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "data, meta_data = ts.get_daily(symbol='600519',\n",
    "                               outputsize='full')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "    }\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>1. open</th>\n",
       "      <th>2. high</th>\n",
       "      <th>3. low</th>\n",
       "      <th>4. close</th>\n",
       "      <th>5. volume</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2018-01-02</th>\n",
       "      <td>700.00</td>\n",
       "      <td>710.16</td>\n",
       "      <td>689.89</td>\n",
       "      <td>703.85</td>\n",
       "      <td>4961250.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-01-03</th>\n",
       "      <td>701.50</td>\n",
       "      <td>721.40</td>\n",
       "      <td>699.74</td>\n",
       "      <td>715.86</td>\n",
       "      <td>5201940.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-01-04</th>\n",
       "      <td>721.40</td>\n",
       "      <td>743.50</td>\n",
       "      <td>719.33</td>\n",
       "      <td>737.07</td>\n",
       "      <td>7220510.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-01-05</th>\n",
       "      <td>741.00</td>\n",
       "      <td>746.03</td>\n",
       "      <td>728.22</td>\n",
       "      <td>738.36</td>\n",
       "      <td>3998910.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-01-08</th>\n",
       "      <td>735.02</td>\n",
       "      <td>756.50</td>\n",
       "      <td>735.02</td>\n",
       "      <td>752.13</td>\n",
       "      <td>5220460.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            1. open  2. high  3. low  4. close  5. volume\n",
       "date                                                     \n",
       "2018-01-02   700.00   710.16  689.89    703.85  4961250.0\n",
       "2018-01-03   701.50   721.40  699.74    715.86  5201940.0\n",
       "2018-01-04   721.40   743.50  719.33    737.07  7220510.0\n",
       "2018-01-05   741.00   746.03  728.22    738.36  3998910.0\n",
       "2018-01-08   735.02   756.50  735.02    752.13  5220460.0"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "----------------"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Auth Token: `5ad45e5247e9f3ddc3a85005ea92c69d1bc4a552`"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# tiingo"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import tiingo"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Name: tiingo\n",
      "Version: 0.8.0\n",
      "Summary: REST Client for Tiingo Data Platform API\n",
      "Home-page: https://github.com/hydrosquall/tiingo-python\n",
      "Author: Cameron Yick\n",
      "Author-email: cameron.yick@enigma.com\n",
      "License: MIT license\n",
      "Location: f:\\anaconda3\\lib\\site-packages\n",
      "Requires: requests\n",
      "Required-by: \n"
     ]
    }
   ],
   "source": [
    "!pip show tiingo"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from tiingo import TiingoClient\n",
    "config = {}\n",
    "\n",
    "# To reuse the same HTTP Session across API calls (and have better performance), include a session key.\n",
    "config['session'] = True\n",
    "\n",
    "# If you don't have your API key as an environment variable,\n",
    "# pass it in via a configuration dictionary.\n",
    "config['api_key'] = \"5ad45e5247e9f3ddc3a85005ea92c69d1bc4a552\"\n",
    "\n",
    "# Initialize\n",
    "client = TiingoClient(config)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Get Ticker\n",
    "ticker_metadata = client.get_ticker_metadata(\"GOOGL\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'ticker': 'GOOGL',\n",
       " 'name': 'Alphabet Inc.(\"Google\") - Class A',\n",
       " 'exchangeCode': 'NASDAQ',\n",
       " 'startDate': '2004-08-19',\n",
       " 'endDate': '2018-09-27',\n",
       " 'description': \"Google Inc. (Google) is a global technology company. The Company's business is primarily focused around key areas, such as search, advertising, operating systems and platforms, enterprise and hardware products. The Company generates revenue primarily by delivering online advertising. The Company also generates revenues from Motorola by selling hardware products. The Company provides its products and services in more than 100 languages and in more than 50 countries, regions, and territories. Effective May 16, 2014, Google Inc acquired Quest Visual Inc. Effective May 20, 2014, Google Inc acquired Enterproid Inc, doing business as Divide. In June 2014, Google Inc acquired mDialog Corp. Effective June 25, 2014, Google Inc acquired Appurify Inc, a San Francisco-based developer of mobile bugging application software.\"}"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ticker_metadata"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "ticker_history = client.get_dataframe(\"GOOGL\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "client.get_dataframe?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>adjClose</th>\n",
       "      <th>adjHigh</th>\n",
       "      <th>adjLow</th>\n",
       "      <th>adjOpen</th>\n",
       "      <th>adjVolume</th>\n",
       "      <th>close</th>\n",
       "      <th>divCash</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>open</th>\n",
       "      <th>splitFactor</th>\n",
       "      <th>volume</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2018-09-27</th>\n",
       "      <td>1207.36</td>\n",
       "      <td>1216.86</td>\n",
       "      <td>1198.05</td>\n",
       "      <td>1200.0</td>\n",
       "      <td>1812802</td>\n",
       "      <td>1207.36</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1216.86</td>\n",
       "      <td>1198.05</td>\n",
       "      <td>1200.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1812802</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            adjClose  adjHigh   adjLow  adjOpen  adjVolume    close  divCash  \\\n",
       "date                                                                           \n",
       "2018-09-27   1207.36  1216.86  1198.05   1200.0    1812802  1207.36      0.0   \n",
       "\n",
       "               high      low    open  splitFactor   volume  \n",
       "date                                                        \n",
       "2018-09-27  1216.86  1198.05  1200.0          1.0  1812802  "
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ticker_history"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "client."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2018-09-27</th>\n",
       "      <td>1207.36</td>\n",
       "      <td>1216.86</td>\n",
       "      <td>1198.05</td>\n",
       "      <td>1200.0</td>\n",
       "      <td>1812802</td>\n",
       "      <td>1207.36</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1216.86</td>\n",
       "      <td>1198.05</td>\n",
       "      <td>1200.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1812802</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            adjClose  adjHigh   adjLow  adjOpen  adjVolume    close  divCash  \\\n",
       "date                                                                           \n",
       "2018-09-27   1207.36  1216.86  1198.05   1200.0    1812802  1207.36      0.0   \n",
       "\n",
       "               high      low    open  splitFactor   volume  \n",
       "date                                                        \n",
       "2018-09-27  1216.86  1198.05  1200.0          1.0  1812802  "
      ]
     },
     "execution_count": 82,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Get latest prices, based on 3+ sources as JSON, sampled weekly\n",
    "client.get_dataframe(\"GOOGL\", frequency=\"weekly\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>adjClose</th>\n",
       "      <th>adjHigh</th>\n",
       "      <th>adjLow</th>\n",
       "      <th>adjOpen</th>\n",
       "      <th>adjVolume</th>\n",
       "      <th>close</th>\n",
       "      <th>divCash</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>open</th>\n",
       "      <th>splitFactor</th>\n",
       "      <th>volume</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2017-05-19</th>\n",
       "      <td>8.432773</td>\n",
       "      <td>8.588037</td>\n",
       "      <td>8.423069</td>\n",
       "      <td>8.578333</td>\n",
       "      <td>146388231</td>\n",
       "      <td>8.69</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.85</td>\n",
       "      <td>8.68</td>\n",
       "      <td>8.84</td>\n",
       "      <td>1.0</td>\n",
       "      <td>146388231</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-05-26</th>\n",
       "      <td>8.830637</td>\n",
       "      <td>8.869453</td>\n",
       "      <td>8.384253</td>\n",
       "      <td>8.413365</td>\n",
       "      <td>384932638</td>\n",
       "      <td>9.10</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.14</td>\n",
       "      <td>8.64</td>\n",
       "      <td>8.67</td>\n",
       "      <td>1.0</td>\n",
       "      <td>384932638</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-06-02</th>\n",
       "      <td>8.898565</td>\n",
       "      <td>9.015013</td>\n",
       "      <td>8.791821</td>\n",
       "      <td>8.830637</td>\n",
       "      <td>237015077</td>\n",
       "      <td>9.17</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.29</td>\n",
       "      <td>9.06</td>\n",
       "      <td>9.10</td>\n",
       "      <td>1.0</td>\n",
       "      <td>237015077</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            adjClose   adjHigh    adjLow   adjOpen  adjVolume  close  divCash  \\\n",
       "date                                                                            \n",
       "2017-05-19  8.432773  8.588037  8.423069  8.578333  146388231   8.69      0.0   \n",
       "2017-05-26  8.830637  8.869453  8.384253  8.413365  384932638   9.10      0.0   \n",
       "2017-06-02  8.898565  9.015013  8.791821  8.830637  237015077   9.17      0.0   \n",
       "\n",
       "            high   low  open  splitFactor     volume  \n",
       "date                                                  \n",
       "2017-05-19  8.85  8.68  8.84          1.0  146388231  \n",
       "2017-05-26  9.14  8.64  8.67          1.0  384932638  \n",
       "2017-06-02  9.29  9.06  9.10          1.0  237015077  "
      ]
     },
     "execution_count": 88,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "client.get_dataframe(#['GOOGL', 'AAPL'],\n",
    "                     tickers='000001',\n",
    "                                      frequency='weekly',\n",
    "                                      #metric_name='volume',\n",
    "                                      startDate='2017-05-15',\n",
    "                                      endDate='2017-05-31').head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "client.get_dataframe?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "client.get_dataframe?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "34630"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(client.list_fund_tickers()) # 基金"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "31644"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(client.list_stock_tickers()) # 股票"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "data = client.list_stock_tickers()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "listData = [{\"tocker\":i['ticker'],\n",
    "  \"exchange\":i['exchange'],\n",
    "  \"assetType\":i['assetType'],\n",
    "  \"priceCurrency\":i['priceCurrency'],\n",
    "  \"startDate\":i['startDate'],\n",
    "  \"endDate\":i['endDate'],} for i in data]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "dfq = pd.DataFrame(listData)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'',\n",
       " 'AMEX',\n",
       " 'BATS',\n",
       " 'NASDAQ',\n",
       " 'NMFQS',\n",
       " 'NYSE',\n",
       " 'NYSE ARCA',\n",
       " 'NYSE MKT',\n",
       " 'OTCBB',\n",
       " 'OTCMKTS',\n",
       " 'PINK',\n",
       " 'SHE',\n",
       " 'SHG'}"
      ]
     },
     "execution_count": 100,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "set(list(dfq['exchange']))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[OrderedDict([('ticker', '000001'),\n",
       "              ('exchange', 'SHE'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'CNY'),\n",
       "              ('startDate', '2007-08-30'),\n",
       "              ('endDate', '2018-10-09')]),\n",
       " OrderedDict([('ticker', '000002'),\n",
       "              ('exchange', 'SHE'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'CNY'),\n",
       "              ('startDate', '2000-01-04'),\n",
       "              ('endDate', '2018-10-09')]),\n",
       " OrderedDict([('ticker', '000004'),\n",
       "              ('exchange', 'SHE'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'CNY'),\n",
       "              ('startDate', '2007-08-31'),\n",
       "              ('endDate', '2018-09-28')]),\n",
       " OrderedDict([('ticker', '000005'),\n",
       "              ('exchange', 'SHE'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'CNY'),\n",
       "              ('startDate', '2001-01-02'),\n",
       "              ('endDate', '2018-10-09')]),\n",
       " OrderedDict([('ticker', '000006'),\n",
       "              ('exchange', 'SHE'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'CNY'),\n",
       "              ('startDate', '2018-01-02'),\n",
       "              ('endDate', '2018-10-09')]),\n",
       " OrderedDict([('ticker', '000007'),\n",
       "              ('exchange', 'SHE'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'CNY'),\n",
       "              ('startDate', '2007-08-31'),\n",
       "              ('endDate', '2018-10-09')]),\n",
       " OrderedDict([('ticker', '000008'),\n",
       "              ('exchange', 'SHE'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'CNY'),\n",
       "              ('startDate', '2000-01-03'),\n",
       "              ('endDate', '2018-10-09')]),\n",
       " OrderedDict([('ticker', '000009'),\n",
       "              ('exchange', 'SHE'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'CNY'),\n",
       "              ('startDate', '2000-01-03'),\n",
       "              ('endDate', '2018-10-09')]),\n",
       " OrderedDict([('ticker', '000010'),\n",
       "              ('exchange', 'SHE'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'CNY'),\n",
       "              ('startDate', '2007-08-31'),\n",
       "              ('endDate', '2018-10-09')]),\n",
       " OrderedDict([('ticker', '000011'),\n",
       "              ('exchange', 'SHE'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'CNY'),\n",
       "              ('startDate', '2018-01-02'),\n",
       "              ('endDate', '2018-10-09')])]"
      ]
     },
     "execution_count": 82,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[OrderedDict([('ticker', 'AIVTF'),\n",
       "              ('exchange', 'OTCMKTS'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2016-12-28'),\n",
       "              ('endDate', '2018-09-24')]),\n",
       " OrderedDict([('ticker', 'AIW'),\n",
       "              ('exchange', 'NYSE'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2013-05-06'),\n",
       "              ('endDate', '2018-10-05')]),\n",
       " OrderedDict([('ticker', 'AIXG'),\n",
       "              ('exchange', 'NASDAQ'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2005-03-11'),\n",
       "              ('endDate', '2017-07-18')]),\n",
       " OrderedDict([('ticker', 'AIXN'),\n",
       "              ('exchange', 'PINK'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2018-02-05'),\n",
       "              ('endDate', '2018-10-02')]),\n",
       " OrderedDict([('ticker', 'AIXXF'),\n",
       "              ('exchange', 'PINK'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2016-01-04'),\n",
       "              ('endDate', '2018-10-08')]),\n",
       " OrderedDict([('ticker', 'AIY'),\n",
       "              ('exchange', 'NYSE'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2013-06-26'),\n",
       "              ('endDate', '2018-10-08')]),\n",
       " OrderedDict([('ticker', 'AIZ'),\n",
       "              ('exchange', 'NYSE'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2004-02-05'),\n",
       "              ('endDate', '2018-10-08')]),\n",
       " OrderedDict([('ticker', 'AIZP'),\n",
       "              ('exchange', 'NYSE'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2018-03-08'),\n",
       "              ('endDate', '2018-10-08')]),\n",
       " OrderedDict([('ticker', 'AIZZP'),\n",
       "              ('exchange', 'PINK'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2018-03-08'),\n",
       "              ('endDate', '2018-03-14')]),\n",
       " OrderedDict([('ticker', 'AJBI'),\n",
       "              ('exchange', 'OTCBB'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2015-05-01'),\n",
       "              ('endDate', '2018-09-06')]),\n",
       " OrderedDict([('ticker', 'AJG'),\n",
       "              ('exchange', 'NYSE'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '1984-09-07'),\n",
       "              ('endDate', '2018-10-08')]),\n",
       " OrderedDict([('ticker', 'AJGH'),\n",
       "              ('exchange', 'PINK'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2009-12-17'),\n",
       "              ('endDate', '2017-07-14')]),\n",
       " OrderedDict([('ticker', 'AJIA'),\n",
       "              ('exchange', 'PINK'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2018-02-05'),\n",
       "              ('endDate', '2018-10-08')]),\n",
       " OrderedDict([('ticker', 'AJINF'),\n",
       "              ('exchange', 'PINK'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2007-08-31'),\n",
       "              ('endDate', '2018-10-05')]),\n",
       " OrderedDict([('ticker', 'AJINY'),\n",
       "              ('exchange', 'PINK'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2016-01-04'),\n",
       "              ('endDate', '2018-10-08')]),\n",
       " OrderedDict([('ticker', 'AJISF'),\n",
       "              ('exchange', 'PINK'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2010-10-07'),\n",
       "              ('endDate', '2018-10-05')]),\n",
       " OrderedDict([('ticker', 'AJLGF'),\n",
       "              ('exchange', 'OTCMKTS'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2005-07-19'),\n",
       "              ('endDate', '2018-07-24')]),\n",
       " OrderedDict([('ticker', 'AJMPF'),\n",
       "              ('exchange', 'PINK'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2008-11-10'),\n",
       "              ('endDate', '2018-10-08')]),\n",
       " OrderedDict([('ticker', 'AJRD'),\n",
       "              ('exchange', 'NYSE'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '1981-02-02'),\n",
       "              ('endDate', '2018-10-08')]),\n",
       " OrderedDict([('ticker', 'AJSB'),\n",
       "              ('exchange', 'PINK'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2012-07-24'),\n",
       "              ('endDate', '2018-10-08')]),\n",
       " OrderedDict([('ticker', 'AJSCF'),\n",
       "              ('exchange', 'PINK'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2016-01-04'),\n",
       "              ('endDate', '2018-10-05')]),\n",
       " OrderedDict([('ticker', 'AJX'),\n",
       "              ('exchange', 'NYSE'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2015-02-13'),\n",
       "              ('endDate', '2018-10-08')]),\n",
       " OrderedDict([('ticker', 'AJXA'),\n",
       "              ('exchange', 'NYSE'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2017-04-28'),\n",
       "              ('endDate', '2018-10-08')]),\n",
       " OrderedDict([('ticker', 'AJXGF'),\n",
       "              ('exchange', 'PINK'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2016-01-04'),\n",
       "              ('endDate', '2018-10-08')]),\n",
       " OrderedDict([('ticker', 'AKAAF'),\n",
       "              ('exchange', 'PINK'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2007-07-16'),\n",
       "              ('endDate', '2018-10-05')]),\n",
       " OrderedDict([('ticker', 'AKABY'),\n",
       "              ('exchange', 'PINK'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2017-09-27'),\n",
       "              ('endDate', '2018-10-03')]),\n",
       " OrderedDict([('ticker', 'AKAM'),\n",
       "              ('exchange', 'NASDAQ'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '1999-10-29'),\n",
       "              ('endDate', '2018-10-08')]),\n",
       " OrderedDict([('ticker', 'AKAO'),\n",
       "              ('exchange', 'NASDAQ'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2014-03-12'),\n",
       "              ('endDate', '2018-10-08')]),\n",
       " OrderedDict([('ticker', 'AKAVF'),\n",
       "              ('exchange', 'OTCMKTS'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2017-10-31'),\n",
       "              ('endDate', '2018-07-26')]),\n",
       " OrderedDict([('ticker', 'AKBA'),\n",
       "              ('exchange', 'NASDAQ'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2014-03-20'),\n",
       "              ('endDate', '2018-10-08')]),\n",
       " OrderedDict([('ticker', 'AKBDY'),\n",
       "              ('exchange', 'OTCMKTS'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', ''),\n",
       "              ('endDate', '')]),\n",
       " OrderedDict([('ticker', 'AKBIF'),\n",
       "              ('exchange', 'PINK'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2000-12-26'),\n",
       "              ('endDate', '2018-10-05')]),\n",
       " OrderedDict([('ticker', 'AKBIY'),\n",
       "              ('exchange', 'PINK'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2015-11-04'),\n",
       "              ('endDate', '2018-08-09')]),\n",
       " OrderedDict([('ticker', 'AKBLF'),\n",
       "              ('exchange', 'OTCBB'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2016-01-13'),\n",
       "              ('endDate', '2018-08-24')]),\n",
       " OrderedDict([('ticker', 'AKBTY'),\n",
       "              ('exchange', 'OTCMKTS'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2016-01-04'),\n",
       "              ('endDate', '2018-10-08')]),\n",
       " OrderedDict([('ticker', 'AKCA'),\n",
       "              ('exchange', 'NASDAQ'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2017-07-14'),\n",
       "              ('endDate', '2018-10-08')]),\n",
       " OrderedDict([('ticker', 'AKCPF'),\n",
       "              ('exchange', 'OTCMKTS'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2007-10-30'),\n",
       "              ('endDate', '2018-10-04')]),\n",
       " OrderedDict([('ticker', 'AKDS'),\n",
       "              ('exchange', 'OTCBB'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2016-01-20'),\n",
       "              ('endDate', '2017-11-06')]),\n",
       " OrderedDict([('ticker', 'AKEJF'),\n",
       "              ('exchange', 'OTCMKTS'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2017-09-25'),\n",
       "              ('endDate', '2018-10-05')]),\n",
       " OrderedDict([('ticker', 'AKER'),\n",
       "              ('exchange', 'NASDAQ'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2014-01-23'),\n",
       "              ('endDate', '2018-10-08')]),\n",
       " OrderedDict([('ticker', 'AKG'),\n",
       "              ('exchange', 'NYSE'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2008-01-02'),\n",
       "              ('endDate', '2018-10-08')]),\n",
       " OrderedDict([('ticker', 'AKKVF'),\n",
       "              ('exchange', 'PINK'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2006-05-31'),\n",
       "              ('endDate', '2018-10-05')]),\n",
       " OrderedDict([('ticker', 'AKKVY'),\n",
       "              ('exchange', 'PINK'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2013-01-23'),\n",
       "              ('endDate', '2018-10-05')]),\n",
       " OrderedDict([('ticker', 'AKMNF'),\n",
       "              ('exchange', 'PINK'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2018-03-08'),\n",
       "              ('endDate', '2018-10-03')]),\n",
       " OrderedDict([('ticker', 'AKO-A'),\n",
       "              ('exchange', 'NYSE'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '1994-07-07'),\n",
       "              ('endDate', '2018-10-08')]),\n",
       " OrderedDict([('ticker', 'AKO-B'),\n",
       "              ('exchange', 'NYSE'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '1997-04-07'),\n",
       "              ('endDate', '2018-10-08')]),\n",
       " OrderedDict([('ticker', 'AKOM'),\n",
       "              ('exchange', 'OTCMKTS'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2017-05-30'),\n",
       "              ('endDate', '2018-10-08')]),\n",
       " OrderedDict([('ticker', 'AKR'),\n",
       "              ('exchange', 'NYSE'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '1993-05-27'),\n",
       "              ('endDate', '2018-10-08')]),\n",
       " OrderedDict([('ticker', 'AKRFF'),\n",
       "              ('exchange', 'PINK'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2014-12-11'),\n",
       "              ('endDate', '2018-10-03')]),\n",
       " OrderedDict([('ticker', 'AKRRF'),\n",
       "              ('exchange', 'PINK'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2013-06-11'),\n",
       "              ('endDate', '2018-10-05')]),\n",
       " OrderedDict([('ticker', 'AKRTF'),\n",
       "              ('exchange', 'PINK'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2014-11-21'),\n",
       "              ('endDate', '2018-10-05')]),\n",
       " OrderedDict([('ticker', 'AKRX'),\n",
       "              ('exchange', 'NASDAQ'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2002-08-02'),\n",
       "              ('endDate', '2018-10-08')]),\n",
       " OrderedDict([('ticker', 'AKRYY'),\n",
       "              ('exchange', 'PINK'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2017-01-17'),\n",
       "              ('endDate', '2018-04-09')]),\n",
       " OrderedDict([('ticker', 'AKS'),\n",
       "              ('exchange', 'NYSE'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '1994-03-30'),\n",
       "              ('endDate', '2018-10-08')]),\n",
       " OrderedDict([('ticker', 'AKSJF'),\n",
       "              ('exchange', 'PINK'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2017-11-02'),\n",
       "              ('endDate', '2018-09-13')]),\n",
       " OrderedDict([('ticker', 'AKSY'),\n",
       "              ('exchange', 'OTCBB'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '1996-05-17'),\n",
       "              ('endDate', '2018-09-19')]),\n",
       " OrderedDict([('ticker', 'AKTAF'),\n",
       "              ('exchange', 'PINK'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2007-07-18'),\n",
       "              ('endDate', '2018-10-05')]),\n",
       " OrderedDict([('ticker', 'AKTS'),\n",
       "              ('exchange', 'NASDAQ'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2015-11-20'),\n",
       "              ('endDate', '2018-10-08')]),\n",
       " OrderedDict([('ticker', 'AKTX'),\n",
       "              ('exchange', 'NASDAQ'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2015-09-21'),\n",
       "              ('endDate', '2018-10-08')]),\n",
       " OrderedDict([('ticker', 'AKVA'),\n",
       "              ('exchange', 'PINK'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2017-09-25'),\n",
       "              ('endDate', '2018-10-05')]),\n",
       " OrderedDict([('ticker', 'AKZOF'),\n",
       "              ('exchange', 'OTCMKTS'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2007-07-23'),\n",
       "              ('endDate', '2018-10-08')]),\n",
       " OrderedDict([('ticker', 'AKZOY'),\n",
       "              ('exchange', 'OTCMKTS'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2016-01-04'),\n",
       "              ('endDate', '2018-10-08')]),\n",
       " OrderedDict([('ticker', 'AL'),\n",
       "              ('exchange', 'NYSE'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2011-04-19'),\n",
       "              ('endDate', '2018-10-08')]),\n",
       " OrderedDict([('ticker', 'ALACF'),\n",
       "              ('exchange', 'OTCMKTS'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2013-02-19'),\n",
       "              ('endDate', '2018-09-27')]),\n",
       " OrderedDict([('ticker', 'ALAD'),\n",
       "              ('exchange', 'OTCBB'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2015-05-26'),\n",
       "              ('endDate', '2018-10-08')]),\n",
       " OrderedDict([('ticker', 'ALALY'),\n",
       "              ('exchange', 'PINK'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2017-11-15'),\n",
       "              ('endDate', '2017-11-15')]),\n",
       " OrderedDict([('ticker', 'ALAN'),\n",
       "              ('exchange', 'OTCBB'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '1990-04-23'),\n",
       "              ('endDate', '2018-10-05')]),\n",
       " OrderedDict([('ticker', 'ALARF'),\n",
       "              ('exchange', 'PINK'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2012-07-10'),\n",
       "              ('endDate', '2018-10-05')]),\n",
       " OrderedDict([('ticker', 'ALAWP'),\n",
       "              ('exchange', 'PINK'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2007-10-22'),\n",
       "              ('endDate', '2017-10-06')]),\n",
       " OrderedDict([('ticker', 'ALAXL'),\n",
       "              ('exchange', 'OTCMKTS'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2013-03-28'),\n",
       "              ('endDate', '2017-12-06')]),\n",
       " OrderedDict([('ticker', 'ALB'),\n",
       "              ('exchange', 'NYSE'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '1994-02-22'),\n",
       "              ('endDate', '2018-10-08')]),\n",
       " OrderedDict([('ticker', 'ALBC'),\n",
       "              ('exchange', ''),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', ''),\n",
       "              ('endDate', '')]),\n",
       " OrderedDict([('ticker', 'ALBHF'),\n",
       "              ('exchange', 'OTCMKTS'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2018-07-20'),\n",
       "              ('endDate', '2018-07-20')]),\n",
       " OrderedDict([('ticker', 'ALBK'),\n",
       "              ('exchange', ''),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', ''),\n",
       "              ('endDate', '')]),\n",
       " OrderedDict([('ticker', 'ALBKF'),\n",
       "              ('exchange', 'PINK'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2016-01-04'),\n",
       "              ('endDate', '2018-10-08')]),\n",
       " OrderedDict([('ticker', 'ALBKY'),\n",
       "              ('exchange', 'PINK'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2016-01-04'),\n",
       "              ('endDate', '2018-10-08')]),\n",
       " OrderedDict([('ticker', 'ALBMP'),\n",
       "              ('exchange', 'PINK'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2007-09-14'),\n",
       "              ('endDate', '2017-10-06')]),\n",
       " OrderedDict([('ticker', 'ALBO'),\n",
       "              ('exchange', 'NASDAQ'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2007-05-11'),\n",
       "              ('endDate', '2018-10-08')]),\n",
       " OrderedDict([('ticker', 'ALBWF'),\n",
       "              ('exchange', 'OTCBB'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2016-01-08'),\n",
       "              ('endDate', '2017-11-28')]),\n",
       " OrderedDict([('ticker', 'ALBY'),\n",
       "              ('exchange', 'OTCMKTS'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2016-01-04'),\n",
       "              ('endDate', '2018-10-05')]),\n",
       " OrderedDict([('ticker', 'ALBYD'),\n",
       "              ('exchange', 'OTCMKTS'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2008-02-12'),\n",
       "              ('endDate', '2018-06-26')]),\n",
       " OrderedDict([('ticker', 'ALC'),\n",
       "              ('exchange', 'NYSE'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2006-11-10'),\n",
       "              ('endDate', '2013-10-17')]),\n",
       " OrderedDict([('ticker', 'ALCCF'),\n",
       "              ('exchange', 'OTCMKTS'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2017-02-24'),\n",
       "              ('endDate', '2018-10-04')]),\n",
       " OrderedDict([('ticker', 'ALCI'),\n",
       "              ('exchange', ''),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', ''),\n",
       "              ('endDate', '')]),\n",
       " OrderedDict([('ticker', 'ALCN'),\n",
       "              ('exchange', 'OTCMKTS'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2001-01-02'),\n",
       "              ('endDate', '2018-09-28')]),\n",
       " OrderedDict([('ticker', 'ALCO'),\n",
       "              ('exchange', 'NASDAQ'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '1973-05-03'),\n",
       "              ('endDate', '2018-10-08')]),\n",
       " OrderedDict([('ticker', 'ALCS'),\n",
       "              ('exchange', 'NASDAQ'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', ''),\n",
       "              ('endDate', '')]),\n",
       " OrderedDict([('ticker', 'ALDA'),\n",
       "              ('exchange', 'PINK'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2010-02-08'),\n",
       "              ('endDate', '2018-09-25')]),\n",
       " OrderedDict([('ticker', 'ALDDP'),\n",
       "              ('exchange', 'OTCMKTS'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2017-09-22'),\n",
       "              ('endDate', '2018-02-14')]),\n",
       " OrderedDict([('ticker', 'ALDN'),\n",
       "              ('exchange', ''),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', ''),\n",
       "              ('endDate', '')]),\n",
       " OrderedDict([('ticker', 'ALDR'),\n",
       "              ('exchange', 'NASDAQ'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2014-05-08'),\n",
       "              ('endDate', '2018-10-08')]),\n",
       " OrderedDict([('ticker', 'ALDVD'),\n",
       "              ('exchange', 'PINK'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2018-03-19'),\n",
       "              ('endDate', '2018-06-07')]),\n",
       " OrderedDict([('ticker', 'ALDVF'),\n",
       "              ('exchange', 'PINK'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2016-10-18'),\n",
       "              ('endDate', '2018-10-05')]),\n",
       " OrderedDict([('ticker', 'ALDW'),\n",
       "              ('exchange', 'NYSE'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2012-11-20'),\n",
       "              ('endDate', '2018-02-08')]),\n",
       " OrderedDict([('ticker', 'ALDX'),\n",
       "              ('exchange', 'NASDAQ'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2014-05-02'),\n",
       "              ('endDate', '2018-10-08')]),\n",
       " OrderedDict([('ticker', 'ALE'),\n",
       "              ('exchange', 'NYSE'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '1973-05-03'),\n",
       "              ('endDate', '2018-10-08')]),\n",
       " OrderedDict([('ticker', 'ALEAF'),\n",
       "              ('exchange', 'OTCMKTS'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2016-12-02'),\n",
       "              ('endDate', '2018-10-08')]),\n",
       " OrderedDict([('ticker', 'ALEDY'),\n",
       "              ('exchange', 'PINK'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2017-12-12'),\n",
       "              ('endDate', '2018-03-29')]),\n",
       " OrderedDict([('ticker', 'ALES'),\n",
       "              ('exchange', 'OTCBB'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2016-04-11'),\n",
       "              ('endDate', '2018-08-01')]),\n",
       " OrderedDict([('ticker', 'ALEV'),\n",
       "              ('exchange', 'PINK'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2010-01-25'),\n",
       "              ('endDate', '2018-01-19')]),\n",
       " OrderedDict([('ticker', 'ALEVD'),\n",
       "              ('exchange', 'PINK'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2018-01-26'),\n",
       "              ('endDate', '2018-02-15')]),\n",
       " OrderedDict([('ticker', 'ALEX'),\n",
       "              ('exchange', 'NYSE'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2012-06-14'),\n",
       "              ('endDate', '2018-10-08')]),\n",
       " OrderedDict([('ticker', 'ALF'),\n",
       "              ('exchange', ''),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', ''),\n",
       "              ('endDate', '')]),\n",
       " OrderedDict([('ticker', 'ALFC1'),\n",
       "              ('exchange', ''),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', ''),\n",
       "              ('endDate', '')]),\n",
       " OrderedDict([('ticker', 'ALFE'),\n",
       "              ('exchange', 'PINK'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2006-05-05'),\n",
       "              ('endDate', '2018-08-13')]),\n",
       " OrderedDict([('ticker', 'ALFFF'),\n",
       "              ('exchange', 'PINK'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2007-07-16'),\n",
       "              ('endDate', '2018-10-05')]),\n",
       " OrderedDict([('ticker', 'ALFRY'),\n",
       "              ('exchange', 'OTCMKTS'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2018-01-03'),\n",
       "              ('endDate', '2018-01-03')]),\n",
       " OrderedDict([('ticker', 'ALFVF'),\n",
       "              ('exchange', 'PINK'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2007-07-17'),\n",
       "              ('endDate', '2018-10-05')]),\n",
       " OrderedDict([('ticker', 'ALFVY'),\n",
       "              ('exchange', 'PINK'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2009-09-14'),\n",
       "              ('endDate', '2018-10-08')]),\n",
       " OrderedDict([('ticker', 'ALG'),\n",
       "              ('exchange', 'NYSE'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '1993-03-19'),\n",
       "              ('endDate', '2018-10-08')]),\n",
       " OrderedDict([('ticker', 'ALGDD'),\n",
       "              ('exchange', 'OTCMKTS'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2018-08-15'),\n",
       "              ('endDate', '2018-08-31')]),\n",
       " OrderedDict([('ticker', 'ALGDF'),\n",
       "              ('exchange', 'OTCMKTS'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2015-12-22'),\n",
       "              ('endDate', '2018-08-07')]),\n",
       " OrderedDict([('ticker', 'ALGGF'),\n",
       "              ('exchange', 'PINK'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2010-09-07'),\n",
       "              ('endDate', '2018-10-05')]),\n",
       " OrderedDict([('ticker', 'ALGGY'),\n",
       "              ('exchange', 'PINK'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2013-02-08'),\n",
       "              ('endDate', '2018-10-08')]),\n",
       " OrderedDict([('ticker', 'ALGI'),\n",
       "              ('exchange', 'PINK'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2010-01-04'),\n",
       "              ('endDate', '2018-08-22')]),\n",
       " OrderedDict([('ticker', 'ALGN'),\n",
       "              ('exchange', 'NASDAQ'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2001-01-30'),\n",
       "              ('endDate', '2018-10-08')]),\n",
       " OrderedDict([('ticker', 'ALGO'),\n",
       "              ('exchange', ''),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', ''),\n",
       "              ('endDate', '')]),\n",
       " OrderedDict([('ticker', 'ALGR'),\n",
       "              ('exchange', 'NASDAQ'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2018-08-13'),\n",
       "              ('endDate', '2018-10-08')]),\n",
       " OrderedDict([('ticker', 'ALGRR'),\n",
       "              ('exchange', 'NASDAQ'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2018-08-13'),\n",
       "              ('endDate', '2018-10-05')]),\n",
       " OrderedDict([('ticker', 'ALGRU'),\n",
       "              ('exchange', 'NASDAQ'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2018-07-03'),\n",
       "              ('endDate', '2018-10-08')]),\n",
       " OrderedDict([('ticker', 'ALGRW'),\n",
       "              ('exchange', 'NASDAQ'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2018-08-13'),\n",
       "              ('endDate', '2018-10-08')]),\n",
       " OrderedDict([('ticker', 'ALGT'),\n",
       "              ('exchange', 'NASDAQ'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2006-12-08'),\n",
       "              ('endDate', '2018-10-08')]),\n",
       " OrderedDict([('ticker', 'ALGWF'),\n",
       "              ('exchange', 'OTCMKTS'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2017-09-27'),\n",
       "              ('endDate', '2018-10-05')]),\n",
       " OrderedDict([('ticker', 'ALGXY'),\n",
       "              ('exchange', 'PINK'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2011-05-02'),\n",
       "              ('endDate', '2018-10-08')]),\n",
       " OrderedDict([('ticker', 'ALHA'),\n",
       "              ('exchange', 'OTCMKTS'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2017-01-17'),\n",
       "              ('endDate', '2018-02-16')]),\n",
       " OrderedDict([('ticker', 'ALHAP'),\n",
       "              ('exchange', 'OTCMKTS'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2017-02-23'),\n",
       "              ('endDate', '2018-01-17')]),\n",
       " OrderedDict([('ticker', 'ALHHF'),\n",
       "              ('exchange', 'OTCBB'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2009-03-17'),\n",
       "              ('endDate', '2018-09-07')]),\n",
       " OrderedDict([('ticker', 'ALIAF'),\n",
       "              ('exchange', 'PINK'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2005-07-18'),\n",
       "              ('endDate', '2018-10-08')]),\n",
       " OrderedDict([('ticker', 'ALIF'),\n",
       "              ('exchange', 'PINK'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2017-09-26'),\n",
       "              ('endDate', '2018-10-04')]),\n",
       " OrderedDict([('ticker', 'ALIM'),\n",
       "              ('exchange', 'NASDAQ'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2010-04-22'),\n",
       "              ('endDate', '2018-10-08')]),\n",
       " OrderedDict([('ticker', 'ALIOF'),\n",
       "              ('exchange', 'PINK'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2016-01-05'),\n",
       "              ('endDate', '2018-10-05')]),\n",
       " OrderedDict([('ticker', 'ALIOY'),\n",
       "              ('exchange', 'PINK'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2014-12-17'),\n",
       "              ('endDate', '2018-02-02')]),\n",
       " OrderedDict([('ticker', 'ALITF'),\n",
       "              ('exchange', 'PINK'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2007-07-25'),\n",
       "              ('endDate', '2018-10-05')]),\n",
       " OrderedDict([('ticker', 'ALIWF'),\n",
       "              ('exchange', 'OTCMKTS'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2018-07-09'),\n",
       "              ('endDate', '2018-08-31')]),\n",
       " OrderedDict([('ticker', 'ALIZF'),\n",
       "              ('exchange', 'OTCMKTS'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2007-07-19'),\n",
       "              ('endDate', '2018-10-05')]),\n",
       " OrderedDict([('ticker', 'ALJ'),\n",
       "              ('exchange', 'NYSE'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2005-07-28'),\n",
       "              ('endDate', '2017-07-10')]),\n",
       " OrderedDict([('ticker', 'ALJJ'),\n",
       "              ('exchange', 'NASDAQ'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '1996-04-03'),\n",
       "              ('endDate', '2018-10-08')]),\n",
       " OrderedDict([('ticker', 'ALK'),\n",
       "              ('exchange', 'NYSE'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2001-01-02'),\n",
       "              ('endDate', '2018-10-08')]),\n",
       " OrderedDict([('ticker', 'ALKEF'),\n",
       "              ('exchange', 'OTCMKTS'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2007-02-13'),\n",
       "              ('endDate', '2018-10-05')]),\n",
       " OrderedDict([('ticker', 'ALKHF'),\n",
       "              ('exchange', 'OTCMKTS'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2017-10-30'),\n",
       "              ('endDate', '2018-08-07')]),\n",
       " OrderedDict([('ticker', 'ALKM'),\n",
       "              ('exchange', 'PINK'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2013-04-30'),\n",
       "              ('endDate', '2018-10-08')]),\n",
       " OrderedDict([('ticker', 'ALKN'),\n",
       "              ('exchange', 'PINK'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2007-04-26'),\n",
       "              ('endDate', '2018-10-04')]),\n",
       " OrderedDict([('ticker', 'ALKS'),\n",
       "              ('exchange', 'NASDAQ'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '1991-07-16'),\n",
       "              ('endDate', '2018-10-08')]),\n",
       " OrderedDict([('ticker', 'ALL'),\n",
       "              ('exchange', 'NYSE'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '1993-06-03'),\n",
       "              ('endDate', '2018-10-08')]),\n",
       " OrderedDict([('ticker', 'ALL-P-A'),\n",
       "              ('exchange', 'NYSE'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2014-09-22'),\n",
       "              ('endDate', '2018-10-08')]),\n",
       " OrderedDict([('ticker', 'ALL-P-B'),\n",
       "              ('exchange', 'NYSE'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2014-09-22'),\n",
       "              ('endDate', '2018-10-08')]),\n",
       " OrderedDict([('ticker', 'ALL-P-C'),\n",
       "              ('exchange', 'NYSE'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2014-09-22'),\n",
       "              ('endDate', '2018-10-05')]),\n",
       " OrderedDict([('ticker', 'ALL-P-D'),\n",
       "              ('exchange', 'NYSE'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2014-09-22'),\n",
       "              ('endDate', '2018-10-08')]),\n",
       " OrderedDict([('ticker', 'ALL-P-E'),\n",
       "              ('exchange', 'NYSE'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2014-09-22'),\n",
       "              ('endDate', '2018-10-08')]),\n",
       " OrderedDict([('ticker', 'ALL-P-F'),\n",
       "              ('exchange', 'NYSE'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2014-09-22'),\n",
       "              ('endDate', '2018-10-08')]),\n",
       " OrderedDict([('ticker', 'ALLB'),\n",
       "              ('exchange', 'NASDAQ'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', ''),\n",
       "              ('endDate', '')]),\n",
       " OrderedDict([('ticker', 'ALLDF'),\n",
       "              ('exchange', 'OTCMKTS'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2018-07-02'),\n",
       "              ('endDate', '2018-07-02')]),\n",
       " OrderedDict([('ticker', 'ALLE'),\n",
       "              ('exchange', 'NYSE'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2013-11-18'),\n",
       "              ('endDate', '2018-10-08')]),\n",
       " OrderedDict([('ticker', 'ALLE1'),\n",
       "              ('exchange', ''),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', ''),\n",
       "              ('endDate', '')]),\n",
       " OrderedDict([('ticker', 'ALLGF'),\n",
       "              ('exchange', 'OTCMKTS'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2017-10-24'),\n",
       "              ('endDate', '2017-12-19')]),\n",
       " OrderedDict([('ticker', 'ALLK'),\n",
       "              ('exchange', 'NASDAQ'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2018-07-19'),\n",
       "              ('endDate', '2018-10-08')]),\n",
       " OrderedDict([('ticker', 'ALLM'),\n",
       "              ('exchange', 'OTCMKTS'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2014-05-20'),\n",
       "              ('endDate', '2018-10-08')]),\n",
       " OrderedDict([('ticker', 'ALLN'),\n",
       "              ('exchange', 'PINK'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2014-02-27'),\n",
       "              ('endDate', '2018-09-19')]),\n",
       " OrderedDict([('ticker', 'ALLQ'),\n",
       "              ('exchange', 'OTCMKTS'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2018-01-26'),\n",
       "              ('endDate', '2018-08-13')]),\n",
       " OrderedDict([('ticker', 'ALLSP'),\n",
       "              ('exchange', 'PINK'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2018-03-27'),\n",
       "              ('endDate', '2018-04-02')]),\n",
       " OrderedDict([('ticker', 'ALLT'),\n",
       "              ('exchange', 'NASDAQ'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2006-11-16'),\n",
       "              ('endDate', '2018-10-08')]),\n",
       " OrderedDict([('ticker', 'ALLVF'),\n",
       "              ('exchange', 'PINK'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2015-09-22'),\n",
       "              ('endDate', '2018-10-05')]),\n",
       " OrderedDict([('ticker', 'ALLWF'),\n",
       "              ('exchange', 'OTCMKTS'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2017-09-27'),\n",
       "              ('endDate', '2018-10-08')]),\n",
       " OrderedDict([('ticker', 'ALLXD'),\n",
       "              ('exchange', 'OTCMKTS'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2018-01-29'),\n",
       "              ('endDate', '2018-02-01')]),\n",
       " OrderedDict([('ticker', 'ALLXF'),\n",
       "              ('exchange', 'OTCMKTS'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2001-01-02'),\n",
       "              ('endDate', '2018-10-08')]),\n",
       " OrderedDict([('ticker', 'ALLY'),\n",
       "              ('exchange', 'NYSE'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2014-04-10'),\n",
       "              ('endDate', '2018-10-08')]),\n",
       " OrderedDict([('ticker', 'ALLY-P-A'),\n",
       "              ('exchange', 'NYSE'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2014-09-22'),\n",
       "              ('endDate', '2018-10-08')]),\n",
       " OrderedDict([('ticker', 'ALMC'),\n",
       "              ('exchange', 'PINK'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2001-01-02'),\n",
       "              ('endDate', '2018-10-05')]),\n",
       " OrderedDict([('ticker', 'ALME'),\n",
       "              ('exchange', 'PINK'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2017-09-22'),\n",
       "              ('endDate', '2018-10-04')]),\n",
       " OrderedDict([('ticker', 'ALMFF'),\n",
       "              ('exchange', 'PINK'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2007-07-18'),\n",
       "              ('endDate', '2018-10-08')]),\n",
       " OrderedDict([('ticker', 'ALMMF'),\n",
       "              ('exchange', 'PINK'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2006-05-31'),\n",
       "              ('endDate', '2018-10-05')]),\n",
       " OrderedDict([('ticker', 'ALMTF'),\n",
       "              ('exchange', 'PINK'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2013-05-28'),\n",
       "              ('endDate', '2018-10-08')]),\n",
       " OrderedDict([('ticker', 'ALMY'),\n",
       "              ('exchange', 'OTCMKTS'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2017-09-25'),\n",
       "              ('endDate', '2018-02-07')]),\n",
       " OrderedDict([('ticker', 'ALN'),\n",
       "              ('exchange', 'NYSE'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2009-09-14'),\n",
       "              ('endDate', '2018-09-28')]),\n",
       " OrderedDict([('ticker', 'ALNA'),\n",
       "              ('exchange', 'NASDAQ'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2017-11-02'),\n",
       "              ('endDate', '2018-10-08')]),\n",
       " OrderedDict([('ticker', 'ALNC'),\n",
       "              ('exchange', 'NASDAQ'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2006-12-28'),\n",
       "              ('endDate', '2013-03-08')]),\n",
       " OrderedDict([('ticker', 'ALNK'),\n",
       "              ('exchange', ''),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', ''),\n",
       "              ('endDate', '')]),\n",
       " OrderedDict([('ticker', 'ALNPF'),\n",
       "              ('exchange', 'PINK'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2007-07-16'),\n",
       "              ('endDate', '2018-10-05')]),\n",
       " OrderedDict([('ticker', 'ALNPY'),\n",
       "              ('exchange', 'PINK'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2016-01-04'),\n",
       "              ('endDate', '2018-10-08')]),\n",
       " OrderedDict([('ticker', 'ALNRF'),\n",
       "              ('exchange', 'OTCMKTS'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2017-10-18'),\n",
       "              ('endDate', '2018-06-28')]),\n",
       " OrderedDict([('ticker', 'ALNT'),\n",
       "              ('exchange', ''),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', ''),\n",
       "              ('endDate', '')]),\n",
       " OrderedDict([('ticker', 'ALNY'),\n",
       "              ('exchange', 'NASDAQ'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2004-06-01'),\n",
       "              ('endDate', '2018-10-08')]),\n",
       " OrderedDict([('ticker', 'ALO'),\n",
       "              ('exchange', 'NYSE'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2006-11-24'),\n",
       "              ('endDate', '2018-10-08')]),\n",
       " OrderedDict([('ticker', 'ALOD'),\n",
       "              ('exchange', 'PINK'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2005-06-17'),\n",
       "              ('endDate', '2018-10-05')]),\n",
       " OrderedDict([('ticker', 'ALOG'),\n",
       "              ('exchange', 'NASDAQ'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '1984-09-07'),\n",
       "              ('endDate', '2018-06-22')]),\n",
       " OrderedDict([('ticker', 'ALOT'),\n",
       "              ('exchange', 'NASDAQ'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '1984-09-07'),\n",
       "              ('endDate', '2018-10-08')]),\n",
       " OrderedDict([('ticker', 'ALP-P-O'),\n",
       "              ('exchange', 'NYSE'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2014-09-22'),\n",
       "              ('endDate', '2017-10-10')]),\n",
       " OrderedDict([('ticker', 'ALPE'),\n",
       "              ('exchange', 'OTCBB'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '1995-04-10'),\n",
       "              ('endDate', '2018-10-08')]),\n",
       " OrderedDict([('ticker', 'ALPKF'),\n",
       "              ('exchange', 'OTCMKTS'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2016-12-13'),\n",
       "              ('endDate', '2018-08-21')]),\n",
       " OrderedDict([('ticker', 'ALPMF'),\n",
       "              ('exchange', 'PINK'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2007-07-16'),\n",
       "              ('endDate', '2018-10-05')]),\n",
       " OrderedDict([('ticker', 'ALPMY'),\n",
       "              ('exchange', 'PINK'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2008-12-18'),\n",
       "              ('endDate', '2018-10-08')]),\n",
       " OrderedDict([('ticker', 'ALPN'),\n",
       "              ('exchange', 'NASDAQ'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2015-06-17'),\n",
       "              ('endDate', '2018-10-08')]),\n",
       " OrderedDict([('ticker', 'ALPP'),\n",
       "              ('exchange', 'OTCMKTS'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2017-01-13'),\n",
       "              ('endDate', '2018-10-08')]),\n",
       " OrderedDict([('ticker', 'ALPQF'),\n",
       "              ('exchange', 'OTCBB'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2013-05-21'),\n",
       "              ('endDate', '2017-09-20')]),\n",
       " OrderedDict([('ticker', 'ALPVN'),\n",
       "              ('exchange', 'PINK'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2011-03-03'),\n",
       "              ('endDate', '2018-10-05')]),\n",
       " OrderedDict([('ticker', 'ALQA'),\n",
       "              ('exchange', 'NASDAQ'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '1999-05-14'),\n",
       "              ('endDate', '2018-10-08')]),\n",
       " OrderedDict([('ticker', 'ALR'),\n",
       "              ('exchange', 'NYSE'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '1996-08-06'),\n",
       "              ('endDate', '2017-10-19')]),\n",
       " OrderedDict([('ticker', 'ALR-P-B'),\n",
       "              ('exchange', 'NYSE'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '1996-08-06'),\n",
       "              ('endDate', '2017-11-03')]),\n",
       " OrderedDict([('ticker', 'ALRGF'),\n",
       "              ('exchange', 'PINK'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2018-01-25'),\n",
       "              ('endDate', '2018-08-27')]),\n",
       " OrderedDict([('ticker', 'ALRHF'),\n",
       "              ('exchange', 'PINK'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2013-01-11'),\n",
       "              ('endDate', '2017-12-26')]),\n",
       " OrderedDict([('ticker', 'ALRM'),\n",
       "              ('exchange', 'NASDAQ'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2015-06-26'),\n",
       "              ('endDate', '2018-10-08')]),\n",
       " OrderedDict([('ticker', 'ALRN'),\n",
       "              ('exchange', 'NASDAQ'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '1986-03-12'),\n",
       "              ('endDate', '2018-10-08')]),\n",
       " OrderedDict([('ticker', 'ALRN2'),\n",
       "              ('exchange', ''),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', ''),\n",
       "              ('endDate', '')]),\n",
       " OrderedDict([('ticker', 'ALRS'),\n",
       "              ('exchange', 'OTCMKTS'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2001-01-02'),\n",
       "              ('endDate', '2018-10-08')]),\n",
       " OrderedDict([('ticker', 'ALRT'),\n",
       "              ('exchange', 'OTCMKTS'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2011-02-23'),\n",
       "              ('endDate', '2018-10-08')]),\n",
       " OrderedDict([('ticker', 'ALRY'),\n",
       "              ('exchange', 'OTCMKTS'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2017-10-27'),\n",
       "              ('endDate', '2018-09-27')]),\n",
       " OrderedDict([('ticker', 'ALSC'),\n",
       "              ('exchange', 'PINK'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '1993-12-01'),\n",
       "              ('endDate', '2017-07-10')]),\n",
       " OrderedDict([('ticker', 'ALSE'),\n",
       "              ('exchange', 'PINK'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2017-10-02'),\n",
       "              ('endDate', '2018-10-05')]),\n",
       " OrderedDict([('ticker', 'ALSI'),\n",
       "              ('exchange', 'PINK'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2017-10-03'),\n",
       "              ('endDate', '2018-10-04')]),\n",
       " OrderedDict([('ticker', 'ALSK'),\n",
       "              ('exchange', 'NASDAQ'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '1999-11-18'),\n",
       "              ('endDate', '2018-10-08')]),\n",
       " OrderedDict([('ticker', 'ALSMY'),\n",
       "              ('exchange', 'PINK'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2009-09-09'),\n",
       "              ('endDate', '2018-10-08')]),\n",
       " OrderedDict([('ticker', 'ALSN'),\n",
       "              ('exchange', 'NYSE'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2012-03-15'),\n",
       "              ('endDate', '2018-10-08')]),\n",
       " OrderedDict([('ticker', 'ALSRF'),\n",
       "              ('exchange', 'OTCMKTS'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2005-02-03'),\n",
       "              ('endDate', '2018-08-14')]),\n",
       " OrderedDict([('ticker', 'ALSSF'),\n",
       "              ('exchange', 'PINK'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2007-07-23'),\n",
       "              ('endDate', '2018-10-08')]),\n",
       " OrderedDict([('ticker', 'ALST'),\n",
       "              ('exchange', 'PINK'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2017-09-20'),\n",
       "              ('endDate', '2018-10-08')]),\n",
       " OrderedDict([('ticker', 'ALSWF'),\n",
       "              ('exchange', 'PINK'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2007-07-13'),\n",
       "              ('endDate', '2018-10-05')]),\n",
       " OrderedDict([('ticker', 'ALT'),\n",
       "              ('exchange', 'NASDAQ'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2005-10-06'),\n",
       "              ('endDate', '2018-10-08')]),\n",
       " OrderedDict([('ticker', 'ALTA'),\n",
       "              ('exchange', 'PINK'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2017-10-16'),\n",
       "              ('endDate', '2018-03-16')]),\n",
       " OrderedDict([('ticker', 'ALTA1'),\n",
       "              ('exchange', ''),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', ''),\n",
       "              ('endDate', '')]),\n",
       " OrderedDict([('ticker', 'ALTAF'),\n",
       "              ('exchange', 'PINK'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2009-09-10'),\n",
       "              ('endDate', '2018-10-08')]),\n",
       " OrderedDict([('ticker', 'ALTB'),\n",
       "              ('exchange', 'PINK'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2016-11-16'),\n",
       "              ('endDate', '2018-07-02')]),\n",
       " OrderedDict([('ticker', 'ALTCD'),\n",
       "              ('exchange', 'PINK'),\n",
       "              ('assetType', 'Stock'),\n",
       "              ('priceCurrency', 'USD'),\n",
       "              ('startDate', '2018-04-16'),\n",
       "              ('endDate', '2018-10-01')])]"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[4567:4789]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "ename": "ValueError",
     "evalue": "Invalid file path or buffer object type: <class 'list'>",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-24-06b7f90cf4c7>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mpd\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mread_json\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mclient\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mlist_stock_tickers\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32mF:\\Anaconda3\\lib\\site-packages\\pandas\\io\\json\\json.py\u001b[0m in \u001b[0;36mread_json\u001b[1;34m(path_or_buf, orient, typ, dtype, convert_axes, convert_dates, keep_default_dates, numpy, precise_float, date_unit, encoding, lines, chunksize, compression)\u001b[0m\n\u001b[0;32m    406\u001b[0m     \u001b[0mcompression\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0m_infer_compression\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mpath_or_buf\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcompression\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    407\u001b[0m     filepath_or_buffer, _, compression, should_close = get_filepath_or_buffer(\n\u001b[1;32m--> 408\u001b[1;33m         \u001b[0mpath_or_buf\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mencoding\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mencoding\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcompression\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mcompression\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    409\u001b[0m     )\n\u001b[0;32m    410\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mF:\\Anaconda3\\lib\\site-packages\\pandas\\io\\common.py\u001b[0m in \u001b[0;36mget_filepath_or_buffer\u001b[1;34m(filepath_or_buffer, encoding, compression, mode)\u001b[0m\n\u001b[0;32m    216\u001b[0m     \u001b[1;32mif\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[0mis_file_like\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfilepath_or_buffer\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    217\u001b[0m         \u001b[0mmsg\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;34m\"Invalid file path or buffer object type: {_type}\"\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 218\u001b[1;33m         \u001b[1;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmsg\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mformat\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0m_type\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mtype\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfilepath_or_buffer\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    219\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    220\u001b[0m     \u001b[1;32mreturn\u001b[0m \u001b[0mfilepath_or_buffer\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcompression\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;32mFalse\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mValueError\u001b[0m: Invalid file path or buffer object type: <class 'list'>"
     ]
    }
   ],
   "source": [
    "pd.read_json(client.list_stock_tickers())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
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       "      <td>1067.95</td>\n",
       "      <td>1067.950</td>\n",
       "      <td>1067.950</td>\n",
       "      <td>1067.950</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-05-30 11:05:00</th>\n",
       "      <td>1067.95</td>\n",
       "      <td>1067.950</td>\n",
       "      <td>1067.950</td>\n",
       "      <td>1067.950</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-05-30 11:06:00</th>\n",
       "      <td>1067.95</td>\n",
       "      <td>1067.950</td>\n",
       "      <td>1067.950</td>\n",
       "      <td>1067.950</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-05-30 11:07:00</th>\n",
       "      <td>1067.95</td>\n",
       "      <td>1067.950</td>\n",
       "      <td>1067.950</td>\n",
       "      <td>1067.950</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-05-30 11:08:00</th>\n",
       "      <td>1067.95</td>\n",
       "      <td>1067.950</td>\n",
       "      <td>1067.950</td>\n",
       "      <td>1067.950</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-05-30 11:09:00</th>\n",
       "      <td>1067.95</td>\n",
       "      <td>1067.950</td>\n",
       "      <td>1067.950</td>\n",
       "      <td>1067.950</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-05-31 19:30:00</th>\n",
       "      <td>1107.03</td>\n",
       "      <td>1107.380</td>\n",
       "      <td>1107.030</td>\n",
       "      <td>1107.380</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-05-31 19:31:00</th>\n",
       "      <td>1107.41</td>\n",
       "      <td>1107.465</td>\n",
       "      <td>1107.350</td>\n",
       "      <td>1107.450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-05-31 19:32:00</th>\n",
       "      <td>1106.77</td>\n",
       "      <td>1107.005</td>\n",
       "      <td>1106.740</td>\n",
       "      <td>1106.940</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-05-31 19:33:00</th>\n",
       "      <td>1106.28</td>\n",
       "      <td>1106.740</td>\n",
       "      <td>1106.280</td>\n",
       "      <td>1106.670</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-05-31 19:34:00</th>\n",
       "      <td>1106.63</td>\n",
       "      <td>1106.670</td>\n",
       "      <td>1106.630</td>\n",
       "      <td>1106.670</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-05-31 19:35:00</th>\n",
       "      <td>1107.51</td>\n",
       "      <td>1107.750</td>\n",
       "      <td>1107.340</td>\n",
       "      <td>1107.340</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-05-31 19:36:00</th>\n",
       "      <td>1107.74</td>\n",
       "      <td>1107.920</td>\n",
       "      <td>1107.740</td>\n",
       "      <td>1107.920</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-05-31 19:37:00</th>\n",
       "      <td>1107.98</td>\n",
       "      <td>1107.980</td>\n",
       "      <td>1107.980</td>\n",
       "      <td>1107.980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-05-31 19:38:00</th>\n",
       "      <td>1108.03</td>\n",
       "      <td>1108.070</td>\n",
       "      <td>1107.770</td>\n",
       "      <td>1108.070</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-05-31 19:39:00</th>\n",
       "      <td>1107.98</td>\n",
       "      <td>1108.180</td>\n",
       "      <td>1107.980</td>\n",
       "      <td>1108.180</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-05-31 19:40:00</th>\n",
       "      <td>1107.82</td>\n",
       "      <td>1107.820</td>\n",
       "      <td>1107.820</td>\n",
       "      <td>1107.820</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-05-31 19:41:00</th>\n",
       "      <td>1106.95</td>\n",
       "      <td>1107.530</td>\n",
       "      <td>1106.940</td>\n",
       "      <td>1107.530</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-05-31 19:42:00</th>\n",
       "      <td>1106.94</td>\n",
       "      <td>1106.940</td>\n",
       "      <td>1106.840</td>\n",
       "      <td>1106.840</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-05-31 19:43:00</th>\n",
       "      <td>1106.90</td>\n",
       "      <td>1107.070</td>\n",
       "      <td>1106.510</td>\n",
       "      <td>1106.520</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-05-31 19:44:00</th>\n",
       "      <td>1107.10</td>\n",
       "      <td>1107.160</td>\n",
       "      <td>1107.100</td>\n",
       "      <td>1107.160</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-05-31 19:45:00</th>\n",
       "      <td>1107.16</td>\n",
       "      <td>1107.320</td>\n",
       "      <td>1106.850</td>\n",
       "      <td>1106.990</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-05-31 19:46:00</th>\n",
       "      <td>1106.63</td>\n",
       "      <td>1106.950</td>\n",
       "      <td>1106.630</td>\n",
       "      <td>1106.950</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-05-31 19:47:00</th>\n",
       "      <td>1106.56</td>\n",
       "      <td>1106.720</td>\n",
       "      <td>1106.450</td>\n",
       "      <td>1106.500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-05-31 19:48:00</th>\n",
       "      <td>1107.82</td>\n",
       "      <td>1107.820</td>\n",
       "      <td>1106.600</td>\n",
       "      <td>1106.800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-05-31 19:49:00</th>\n",
       "      <td>1107.76</td>\n",
       "      <td>1108.130</td>\n",
       "      <td>1107.550</td>\n",
       "      <td>1108.085</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-05-31 19:50:00</th>\n",
       "      <td>1104.10</td>\n",
       "      <td>1106.370</td>\n",
       "      <td>1103.270</td>\n",
       "      <td>1106.370</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-05-31 19:51:00</th>\n",
       "      <td>1104.05</td>\n",
       "      <td>1104.080</td>\n",
       "      <td>1103.475</td>\n",
       "      <td>1104.070</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-05-31 19:52:00</th>\n",
       "      <td>1103.86</td>\n",
       "      <td>1104.320</td>\n",
       "      <td>1103.800</td>\n",
       "      <td>1103.820</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-05-31 19:53:00</th>\n",
       "      <td>1104.07</td>\n",
       "      <td>1104.325</td>\n",
       "      <td>1104.000</td>\n",
       "      <td>1104.130</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-05-31 19:54:00</th>\n",
       "      <td>1104.30</td>\n",
       "      <td>1104.490</td>\n",
       "      <td>1103.930</td>\n",
       "      <td>1104.070</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-05-31 19:55:00</th>\n",
       "      <td>1103.52</td>\n",
       "      <td>1104.960</td>\n",
       "      <td>1103.520</td>\n",
       "      <td>1104.600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-05-31 19:56:00</th>\n",
       "      <td>1103.48</td>\n",
       "      <td>1103.735</td>\n",
       "      <td>1103.440</td>\n",
       "      <td>1103.480</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-05-31 19:57:00</th>\n",
       "      <td>1104.58</td>\n",
       "      <td>1104.580</td>\n",
       "      <td>1103.445</td>\n",
       "      <td>1103.445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-05-31 19:58:00</th>\n",
       "      <td>1105.43</td>\n",
       "      <td>1105.910</td>\n",
       "      <td>1104.460</td>\n",
       "      <td>1104.460</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-05-31 19:59:00</th>\n",
       "      <td>1105.60</td>\n",
       "      <td>1106.630</td>\n",
       "      <td>1105.450</td>\n",
       "      <td>1105.450</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2000 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                       close      high       low      open\n",
       "date                                                      \n",
       "2018-05-30 10:40:00  1067.95  1067.950  1067.950  1067.950\n",
       "2018-05-30 10:41:00  1067.95  1067.950  1067.950  1067.950\n",
       "2018-05-30 10:42:00  1067.95  1067.950  1067.950  1067.950\n",
       "2018-05-30 10:43:00  1067.95  1067.950  1067.950  1067.950\n",
       "2018-05-30 10:44:00  1067.95  1067.950  1067.950  1067.950\n",
       "2018-05-30 10:45:00  1067.95  1067.950  1067.950  1067.950\n",
       "2018-05-30 10:46:00  1067.95  1067.950  1067.950  1067.950\n",
       "2018-05-30 10:47:00  1067.95  1067.950  1067.950  1067.950\n",
       "2018-05-30 10:48:00  1067.95  1067.950  1067.950  1067.950\n",
       "2018-05-30 10:49:00  1067.95  1067.950  1067.950  1067.950\n",
       "2018-05-30 10:50:00  1067.95  1067.950  1067.950  1067.950\n",
       "2018-05-30 10:51:00  1067.95  1067.950  1067.950  1067.950\n",
       "2018-05-30 10:52:00  1067.95  1067.950  1067.950  1067.950\n",
       "2018-05-30 10:53:00  1067.95  1067.950  1067.950  1067.950\n",
       "2018-05-30 10:54:00  1067.95  1067.950  1067.950  1067.950\n",
       "2018-05-30 10:55:00  1067.95  1067.950  1067.950  1067.950\n",
       "2018-05-30 10:56:00  1067.95  1067.950  1067.950  1067.950\n",
       "2018-05-30 10:57:00  1067.95  1067.950  1067.950  1067.950\n",
       "2018-05-30 10:58:00  1067.95  1067.950  1067.950  1067.950\n",
       "2018-05-30 10:59:00  1067.95  1067.950  1067.950  1067.950\n",
       "2018-05-30 11:00:00  1067.95  1067.950  1067.950  1067.950\n",
       "2018-05-30 11:01:00  1067.95  1067.950  1067.950  1067.950\n",
       "2018-05-30 11:02:00  1067.95  1067.950  1067.950  1067.950\n",
       "2018-05-30 11:03:00  1067.95  1067.950  1067.950  1067.950\n",
       "2018-05-30 11:04:00  1067.95  1067.950  1067.950  1067.950\n",
       "2018-05-30 11:05:00  1067.95  1067.950  1067.950  1067.950\n",
       "2018-05-30 11:06:00  1067.95  1067.950  1067.950  1067.950\n",
       "2018-05-30 11:07:00  1067.95  1067.950  1067.950  1067.950\n",
       "2018-05-30 11:08:00  1067.95  1067.950  1067.950  1067.950\n",
       "2018-05-30 11:09:00  1067.95  1067.950  1067.950  1067.950\n",
       "...                      ...       ...       ...       ...\n",
       "2018-05-31 19:30:00  1107.03  1107.380  1107.030  1107.380\n",
       "2018-05-31 19:31:00  1107.41  1107.465  1107.350  1107.450\n",
       "2018-05-31 19:32:00  1106.77  1107.005  1106.740  1106.940\n",
       "2018-05-31 19:33:00  1106.28  1106.740  1106.280  1106.670\n",
       "2018-05-31 19:34:00  1106.63  1106.670  1106.630  1106.670\n",
       "2018-05-31 19:35:00  1107.51  1107.750  1107.340  1107.340\n",
       "2018-05-31 19:36:00  1107.74  1107.920  1107.740  1107.920\n",
       "2018-05-31 19:37:00  1107.98  1107.980  1107.980  1107.980\n",
       "2018-05-31 19:38:00  1108.03  1108.070  1107.770  1108.070\n",
       "2018-05-31 19:39:00  1107.98  1108.180  1107.980  1108.180\n",
       "2018-05-31 19:40:00  1107.82  1107.820  1107.820  1107.820\n",
       "2018-05-31 19:41:00  1106.95  1107.530  1106.940  1107.530\n",
       "2018-05-31 19:42:00  1106.94  1106.940  1106.840  1106.840\n",
       "2018-05-31 19:43:00  1106.90  1107.070  1106.510  1106.520\n",
       "2018-05-31 19:44:00  1107.10  1107.160  1107.100  1107.160\n",
       "2018-05-31 19:45:00  1107.16  1107.320  1106.850  1106.990\n",
       "2018-05-31 19:46:00  1106.63  1106.950  1106.630  1106.950\n",
       "2018-05-31 19:47:00  1106.56  1106.720  1106.450  1106.500\n",
       "2018-05-31 19:48:00  1107.82  1107.820  1106.600  1106.800\n",
       "2018-05-31 19:49:00  1107.76  1108.130  1107.550  1108.085\n",
       "2018-05-31 19:50:00  1104.10  1106.370  1103.270  1106.370\n",
       "2018-05-31 19:51:00  1104.05  1104.080  1103.475  1104.070\n",
       "2018-05-31 19:52:00  1103.86  1104.320  1103.800  1103.820\n",
       "2018-05-31 19:53:00  1104.07  1104.325  1104.000  1104.130\n",
       "2018-05-31 19:54:00  1104.30  1104.490  1103.930  1104.070\n",
       "2018-05-31 19:55:00  1103.52  1104.960  1103.520  1104.600\n",
       "2018-05-31 19:56:00  1103.48  1103.735  1103.440  1103.480\n",
       "2018-05-31 19:57:00  1104.58  1104.580  1103.445  1103.445\n",
       "2018-05-31 19:58:00  1105.43  1105.910  1104.460  1104.460\n",
       "2018-05-31 19:59:00  1105.60  1106.630  1105.450  1105.450\n",
       "\n",
       "[2000 rows x 4 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "client.get_dataframe('GOOGL',\n",
    "                    #\"000001.sh\",\n",
    "                    # tickers='000001',\n",
    "                     frequency='1Min',\n",
    "                     startDate='2017-05-15',\n",
    "                     endDate='2018-05-31')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "ERROR:root:b'{\"detail\":\"You do not have permission to access the News API\"}'\n"
     ]
    },
    {
     "ename": "RestClientError",
     "evalue": "403 Client Error: Forbidden for url: https://api.tiingo.com/tiingo/news?limit=100&offset=0&sortBy=publishedDate&tickers=000001",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mHTTPError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32mF:\\Anaconda3\\lib\\site-packages\\tiingo\\restclient.py\u001b[0m in \u001b[0;36m_request\u001b[1;34m(self, method, url, **kwargs)\u001b[0m\n\u001b[0;32m     52\u001b[0m         \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 53\u001b[1;33m             \u001b[0mresp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mraise_for_status\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     54\u001b[0m         \u001b[1;32mexcept\u001b[0m \u001b[0mHTTPError\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mF:\\Anaconda3\\lib\\site-packages\\requests\\models.py\u001b[0m in \u001b[0;36mraise_for_status\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m    934\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0mhttp_error_msg\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 935\u001b[1;33m             \u001b[1;32mraise\u001b[0m \u001b[0mHTTPError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mhttp_error_msg\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mresponse\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    936\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mHTTPError\u001b[0m: 403 Client Error: Forbidden for url: https://api.tiingo.com/tiingo/news?limit=100&offset=0&sortBy=publishedDate&tickers=000001",
      "\nDuring handling of the above exception, another exception occurred:\n",
      "\u001b[1;31mRestClientError\u001b[0m                           Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-144-6947e2ae560c>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mclient\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_news\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtickers\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'000001'\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32mF:\\Anaconda3\\lib\\site-packages\\tiingo\\api.py\u001b[0m in \u001b[0;36mget_news\u001b[1;34m(self, tickers, tags, sources, startDate, endDate, limit, offset, sortBy, fmt)\u001b[0m\n\u001b[0;32m    305\u001b[0m             \u001b[1;34m'endDate'\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mendDate\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    306\u001b[0m         }\n\u001b[1;32m--> 307\u001b[1;33m         \u001b[0mresponse\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_request\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'GET'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0murl\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mparams\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mparams\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    308\u001b[0m         \u001b[0mdata\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mresponse\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mjson\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    309\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0mfmt\u001b[0m \u001b[1;33m==\u001b[0m \u001b[1;34m'json'\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mF:\\Anaconda3\\lib\\site-packages\\tiingo\\restclient.py\u001b[0m in \u001b[0;36m_request\u001b[1;34m(self, method, url, **kwargs)\u001b[0m\n\u001b[0;32m     54\u001b[0m         \u001b[1;32mexcept\u001b[0m \u001b[0mHTTPError\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     55\u001b[0m             \u001b[0mlogging\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0merror\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mresp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcontent\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 56\u001b[1;33m             \u001b[1;32mraise\u001b[0m \u001b[0mRestClientError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0me\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     57\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     58\u001b[0m         \u001b[1;32mreturn\u001b[0m \u001b[0mresp\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mRestClientError\u001b[0m: 403 Client Error: Forbidden for url: https://api.tiingo.com/tiingo/news?limit=100&offset=0&sortBy=publishedDate&tickers=000001"
     ]
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'adjClose': 1207.36,\n",
       "  'adjHigh': 1216.86,\n",
       "  'adjLow': 1198.05,\n",
       "  'adjOpen': 1200.0,\n",
       "  'adjVolume': 1812802,\n",
       "  'close': 1207.36,\n",
       "  'date': '2018-09-27T00:00:00+00:00',\n",
       "  'divCash': 0.0,\n",
       "  'high': 1216.86,\n",
       "  'low': 1198.05,\n",
       "  'open': 1200.0,\n",
       "  'splitFactor': 1.0,\n",
       "  'volume': 1812802}]"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ticker_price"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Get historical GOOGL prices from August 2017 as JSON, sampled daily\n",
    "historical_prices = client.get_ticker_price(\"GOOGL\",\n",
    "                                            fmt='json',\n",
    "                                            startDate='2017-08-01',\n",
    "                                            endDate='2017-08-31',\n",
    "                                            frequency='daily')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
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       "  'adjHigh': 954.49,\n",
       "  'adjLow': 944.96,\n",
       "  'adjOpen': 947.81,\n",
       "  'adjVolume': 1205799,\n",
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       " {'date': '2017-08-02T00:00:00.000Z',\n",
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       "  'adjHigh': 949.1,\n",
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       "  'adjVolume': 2019979,\n",
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       "  'splitFactor': 1.0},\n",
       " {'date': '2017-08-03T00:00:00.000Z',\n",
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       "  'high': 950.0,\n",
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       "  'adjHigh': 950.0,\n",
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       "  'splitFactor': 1.0},\n",
       " {'date': '2017-08-04T00:00:00.000Z',\n",
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       "  'adjVolume': 1192871,\n",
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       "  'splitFactor': 1.0},\n",
       " {'date': '2017-08-07T00:00:00.000Z',\n",
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       "  'high': 948.96,\n",
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       " {'date': '2017-08-08T00:00:00.000Z',\n",
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       " {'date': '2017-08-09T00:00:00.000Z',\n",
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       " {'date': '2017-08-11T00:00:00.000Z',\n",
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       "  'high': 933.36,\n",
       "  'low': 921.22,\n",
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       "  'adjHigh': 933.36,\n",
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       "  'divCash': 0.0,\n",
       "  'splitFactor': 1.0},\n",
       " {'date': '2017-08-14T00:00:00.000Z',\n",
       "  'close': 938.93,\n",
       "  'high': 941.04,\n",
       "  'low': 934.49,\n",
       "  'open': 939.07,\n",
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       "  'adjHigh': 941.04,\n",
       "  'adjLow': 934.49,\n",
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       "  'splitFactor': 1.0},\n",
       " {'date': '2017-08-15T00:00:00.000Z',\n",
       "  'close': 938.08,\n",
       "  'high': 943.07,\n",
       "  'low': 936.64,\n",
       "  'open': 941.03,\n",
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       "  'adjVolume': 1006064,\n",
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       "  'splitFactor': 1.0},\n",
       " {'date': '2017-08-16T00:00:00.000Z',\n",
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       "  'high': 949.9,\n",
       "  'low': 940.04,\n",
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       " {'date': '2017-08-17T00:00:00.000Z',\n",
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       " {'date': '2017-08-18T00:00:00.000Z',\n",
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       "  'high': 931.02,\n",
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       " {'date': '2017-08-21T00:00:00.000Z',\n",
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       "  'splitFactor': 1.0},\n",
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       "  'splitFactor': 1.0},\n",
       " {'date': '2017-08-23T00:00:00.000Z',\n",
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       "  'high': 945.43,\n",
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       "  'adjHigh': 945.43,\n",
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       "  'adjOpen': 937.0,\n",
       "  'adjVolume': 1126487,\n",
       "  'divCash': 0.0,\n",
       "  'splitFactor': 1.0},\n",
       " {'date': '2017-08-24T00:00:00.000Z',\n",
       "  'close': 936.89,\n",
       "  'high': 946.31,\n",
       "  'low': 930.74,\n",
       "  'open': 943.71,\n",
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       "  'adjVolume': 1249098,\n",
       "  'divCash': 0.0,\n",
       "  'splitFactor': 1.0},\n",
       " {'date': '2017-08-25T00:00:00.000Z',\n",
       "  'close': 930.5,\n",
       "  'high': 940.73,\n",
       "  'low': 930.1,\n",
       "  'open': 939.21,\n",
       "  'volume': 1169101,\n",
       "  'adjClose': 930.5,\n",
       "  'adjHigh': 940.73,\n",
       "  'adjLow': 930.1,\n",
       "  'adjOpen': 939.21,\n",
       "  'adjVolume': 1169101,\n",
       "  'divCash': 0.0,\n",
       "  'splitFactor': 1.0},\n",
       " {'date': '2017-08-28T00:00:00.000Z',\n",
       "  'close': 928.13,\n",
       "  'high': 934.85,\n",
       "  'low': 926.11,\n",
       "  'open': 931.88,\n",
       "  'volume': 1025199,\n",
       "  'adjClose': 928.13,\n",
       "  'adjHigh': 934.85,\n",
       "  'adjLow': 926.11,\n",
       "  'adjOpen': 931.88,\n",
       "  'adjVolume': 1025199,\n",
       "  'divCash': 0.0,\n",
       "  'splitFactor': 1.0},\n",
       " {'date': '2017-08-29T00:00:00.000Z',\n",
       "  'close': 935.75,\n",
       "  'high': 938.19,\n",
       "  'low': 919.31,\n",
       "  'open': 919.95,\n",
       "  'volume': 1144834,\n",
       "  'adjClose': 935.75,\n",
       "  'adjHigh': 938.19,\n",
       "  'adjLow': 919.31,\n",
       "  'adjOpen': 919.95,\n",
       "  'adjVolume': 1144834,\n",
       "  'divCash': 0.0,\n",
       "  'splitFactor': 1.0},\n",
       " {'date': '2017-08-30T00:00:00.000Z',\n",
       "  'close': 943.63,\n",
       "  'high': 945.86,\n",
       "  'low': 934.05,\n",
       "  'open': 935.67,\n",
       "  'volume': 1112814,\n",
       "  'adjClose': 943.63,\n",
       "  'adjHigh': 945.86,\n",
       "  'adjLow': 934.05,\n",
       "  'adjOpen': 935.67,\n",
       "  'adjVolume': 1112814,\n",
       "  'divCash': 0.0,\n",
       "  'splitFactor': 1.0},\n",
       " {'date': '2017-08-31T00:00:00.000Z',\n",
       "  'close': 955.24,\n",
       "  'high': 957.2,\n",
       "  'low': 946.25,\n",
       "  'open': 946.3,\n",
       "  'volume': 1672387,\n",
       "  'adjClose': 955.24,\n",
       "  'adjHigh': 957.2,\n",
       "  'adjLow': 946.25,\n",
       "  'adjOpen': 946.3,\n",
       "  'adjVolume': 1672387,\n",
       "  'divCash': 0.0,\n",
       "  'splitFactor': 1.0}]"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "historical_prices"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'message': 'You successfully sent a request'}\n",
      "{'message': 'You successfully sent a request'}\n"
     ]
    }
   ],
   "source": [
    "import requests\n",
    "\n",
    "headers = {\n",
    "       'Content-Type': 'application/json',\n",
    "       'Authorization' : 'Token 5ad45e5247e9f3ddc3a85005ea92c69d1bc4a552'\n",
    "       }\n",
    "requestResponse = requests.get(\"https://api.tiingo.com/api/test/\",\n",
    "                                  headers=headers)\n",
    "print (requestResponse.json())\n",
    "\n",
    "#OR we can use the token directly in the url\n",
    "import requests\n",
    "\n",
    "headers = {\n",
    "       'Content-Type': 'application/json'\n",
    "       }\n",
    "requestResponse = requests.get(\"https://api.tiingo.com/api/test?token=5ad45e5247e9f3ddc3a85005ea92c69d1bc4a552\",\n",
    "                                  headers=headers)\n",
    "print (requestResponse.json())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
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