code/02_wiki_sp1000_scraping.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Webscraping from Wikipedia - List of S&P 1000 Companies\n",
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Import libraries and modules"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Basic libraries\n",
    "import requests\n",
    "import pandas as pd\n",
    "from bs4 import BeautifulSoup as bs"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step 1: Create a soup object from the home page"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Use the requests library to get the html from the home page\n",
    "res = requests.get('https://en.wikipedia.org/wiki/List_of_S%26P_1000_companies')\n",
    "\n",
    "# Create a soup object from the html\n",
    "soup = bs(res.content, 'lxml')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step 2: Isolate the table that has all the S&P 1000 companies"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "table = soup.find('table', {'class': 'wikitable sortable'})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step 3: Looping through each rows in the tbody of the table"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Start with empty lists\n",
    "tickers = []\n",
    "securities = []\n",
    "sectors = []\n",
    "ciks = []\n",
    "\n",
    "for row in table.find_all('tr')[1:]:\n",
    "    # We'll use almost all the <td /> tags for each row, might as well create a variable\n",
    "    cells = row.find_all('td')\n",
    "    \n",
    "    # Add ticker symbols to our list of ticker\n",
    "    tickers.append(cells[1].text)\n",
    "    \n",
    "    # Add name of security to our list of securities\n",
    "    securities.append(cells[0].text)\n",
    "    \n",
    "    # Add Global Industry Classification Standard (GICS) Sector to our list of sectors\n",
    "    sectors.append(cells[2].text)\n",
    "    \n",
    "    # Add Central Index Key (CIK) to our list of CIKs\n",
    "    ciks.append(cells[5].text)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step 4: Get rid of the `\\n` at the end of the texts by using map, lambda and strip"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
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       " 'NWBI\\n',\n",
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       " 'PKE\\n',\n",
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       " 'PLAY\\n',\n",
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       " 'PTC',\n",
       " 'PTEN',\n",
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       " 'QLYS\\n',\n",
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       " 'RAVN\\n',\n",
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       " 'SABR',\n",
       " 'SAFM',\n",
       " 'SAFT\\n',\n",
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       " 'SAIC',\n",
       " 'SAM',\n",
       " 'SANM\\n',\n",
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       " 'SBH',\n",
       " 'SBNY',\n",
       " 'SBRA',\n",
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       " 'SCI',\n",
       " 'SCL\\n',\n",
       " 'SCSC\\n',\n",
       " 'SCVL\\n',\n",
       " 'SEDG\\n',\n",
       " 'SEIC',\n",
       " 'SEM\\n',\n",
       " 'SENEA\\n',\n",
       " 'SF',\n",
       " 'SFBS\\n',\n",
       " 'SFLY\\n',\n",
       " 'SFM',\n",
       " 'SFNC\\n',\n",
       " 'SGMS',\n",
       " 'SHAK\\n',\n",
       " 'SHOO\\n',\n",
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       " 'SIGI\\n',\n",
       " 'SIX',\n",
       " 'SJI\\n',\n",
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       " 'SKX',\n",
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       " 'SLM',\n",
       " 'SM',\n",
       " 'SMG',\n",
       " 'SMP\\n',\n",
       " 'SMTC\\n',\n",
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       " 'SNV',\n",
       " 'SNX',\n",
       " 'SON',\n",
       " 'SONC\\n',\n",
       " 'SPN',\n",
       " 'SPOK\\n',\n",
       " 'SPPI\\n',\n",
       " 'SPSC\\n',\n",
       " 'SPTN\\n',\n",
       " 'SPXC\\n',\n",
       " 'SR\\n',\n",
       " 'SRCI\\n',\n",
       " 'SRDX\\n',\n",
       " 'SSD\\n',\n",
       " 'SSP\\n',\n",
       " 'SSTK\\n',\n",
       " 'STAR\\n',\n",
       " 'STBA\\n',\n",
       " 'STC\\n',\n",
       " 'STE',\n",
       " 'STL',\n",
       " 'STLD',\n",
       " 'STMP\\n',\n",
       " 'STRA\\n',\n",
       " 'SUP\\n',\n",
       " 'SUPN\\n',\n",
       " 'SVU\\n',\n",
       " 'SWM\\n',\n",
       " 'SWN',\n",
       " 'SWX',\n",
       " 'SXC\\n',\n",
       " 'SXI\\n',\n",
       " 'SXT',\n",
       " 'SYKE\\n',\n",
       " 'SYNA',\n",
       " 'SYNH',\n",
       " 'TBI\\n',\n",
       " 'TCF',\n",
       " 'TCBI',\n",
       " 'TCF\\n',\n",
       " 'TCO',\n",
       " 'TDC',\n",
       " 'TDS',\n",
       " 'TDY',\n",
       " 'TECD',\n",
       " 'TECH',\n",
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       " 'TEX',\n",
       " 'TFX',\n",
       " 'TG\\n',\n",
       " 'TGI\\n',\n",
       " 'TGNA',\n",
       " 'THC',\n",
       " 'THG',\n",
       " 'THO',\n",
       " 'THRM\\n',\n",
       " 'THS',\n",
       " 'TILE\\n',\n",
       " 'TISI\\n',\n",
       " 'TIVO\\n',\n",
       " 'TKR',\n",
       " 'TLRD\\n',\n",
       " 'TMP\\n',\n",
       " 'TMST\\n',\n",
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       " 'TPH',\n",
       " 'TPRE\\n',\n",
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       " 'TRMB',\n",
       " 'TRMK',\n",
       " 'TRN',\n",
       " 'TRST\\n',\n",
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       " 'TTEC\\n',\n",
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       " 'TUP',\n",
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       " 'UFS',\n",
       " 'UGI',\n",
       " 'UHT\\n',\n",
       " 'UIHC\\n',\n",
       " 'ULTI',\n",
       " 'UMBF',\n",
       " 'UMPQ',\n",
       " 'UNF\\n',\n",
       " 'UNFI',\n",
       " 'UNIT',\n",
       " 'UNT\\n',\n",
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       " 'UTHR',\n",
       " 'UVE\\n',\n",
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       " 'VAL',\n",
       " 'VC',\n",
       " 'VECO\\n',\n",
       " 'VG\\n',\n",
       " 'VGR',\n",
       " 'VIAV\\n',\n",
       " 'VICR\\n',\n",
       " 'VIVO\\n',\n",
       " 'VLY',\n",
       " 'VMI',\n",
       " 'VRA\\n',\n",
       " 'VREX\\n',\n",
       " 'VRTS\\n',\n",
       " 'VRTU\\n',\n",
       " 'VRTV\\n',\n",
       " 'VSAT',\n",
       " 'VSH',\n",
       " 'VSI\\n',\n",
       " 'VSM',\n",
       " 'VSTO\\n',\n",
       " 'VVC',\n",
       " 'VVI\\n',\n",
       " 'VVV',\n",
       " 'WAB',\n",
       " 'WABC\\n',\n",
       " 'WAFD',\n",
       " 'WAGE\\n',\n",
       " 'WBS',\n",
       " 'WCG',\n",
       " 'WD\\n',\n",
       " 'WDFC\\n',\n",
       " 'WDR\\n',\n",
       " 'WEN',\n",
       " 'WERN',\n",
       " 'WETF\\n',\n",
       " 'WEX',\n",
       " 'WGO\\n',\n",
       " 'WH\\n',\n",
       " 'WING\\n',\n",
       " 'WIRE\\n',\n",
       " 'WLH\\n',\n",
       " 'WNC\\n',\n",
       " 'WOR',\n",
       " 'WPG\\n',\n",
       " 'WPX',\n",
       " 'WRB\\n',\n",
       " 'WRI',\n",
       " 'WRLD\\n',\n",
       " 'WSM',\n",
       " 'WSO',\n",
       " 'WSR\\n',\n",
       " 'WST',\n",
       " 'WTFC',\n",
       " 'WTR',\n",
       " 'WTS\\n',\n",
       " 'WWD',\n",
       " 'WWE',\n",
       " 'WWW\\n',\n",
       " 'WYND',\n",
       " 'X',\n",
       " 'XOXO\\n',\n",
       " 'XPER\\n',\n",
       " 'Y',\n",
       " 'ZBRA',\n",
       " 'ZEUS\\n',\n",
       " 'ZUMZ\\n']"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tickers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[\"Aaron's Inc.\\n\",\n",
       " 'Applied Optoelect\\n',\n",
       " 'AAON Inc\\n',\n",
       " 'American Assets Trust\\n',\n",
       " 'Atlas Air Worldwide Holdings\\n',\n",
       " 'Axon Inc\\n',\n",
       " 'Ameris Bancorp\\n',\n",
       " 'Asbury Automotive Group Inc\\n',\n",
       " 'ABM Industries Incorporated\\n',\n",
       " 'American Campus Communities\\n',\n",
       " 'Aceto Cp\\n',\n",
       " 'Acadia Healthcare\\n',\n",
       " 'ACI Worldwide\\n',\n",
       " 'Axcelis Tech Inc\\n',\n",
       " 'AECOM\\n',\n",
       " 'Acorda Therapeutics\\n',\n",
       " 'LiveRamp Holdings, Inc (formerly Acxiom)\\n',\n",
       " 'Agree Realty Corp\\n',\n",
       " 'Adient plc\\n',\n",
       " 'Adtran Inc\\n',\n",
       " 'Aegion Corp\\n',\n",
       " 'Advanced Energy\\n',\n",
       " 'American Equity Investment Life\\n',\n",
       " 'American Eagle Outfitters\\n',\n",
       " 'American Financial Group\\n',\n",
       " 'AGCO\\n',\n",
       " 'Agilysys Inc\\n',\n",
       " 'Armada Hoffler Properties Inc\\n',\n",
       " 'Aspen Insurance Holdings Ltd\\n',\n",
       " 'Albany International Corp\\n',\n",
       " 'AAR Corp\\n',\n",
       " 'Applied Industrial Technologies\\n',\n",
       " 'Aerojet Rocketdyne Holdings\\n',\n",
       " 'Acadia Realty Trust\\n',\n",
       " 'Akorn\\n',\n",
       " 'AK Steel Holding Corp\\n',\n",
       " 'ALLETE Inc.\\n',\n",
       " 'Alexander & Baldwin\\n',\n",
       " 'Alamo Group\\n',\n",
       " 'Allegiant Travel Company\\n',\n",
       " 'AlarmCom Hldg Inc\\n',\n",
       " 'Amag Pharmaceuticals\\n',\n",
       " 'Ambac Financial Group\\n',\n",
       " 'AMC Networks\\n',\n",
       " 'Amedisys Inc\\n',\n",
       " 'Amn Healthcare Services Inc\\n',\n",
       " 'Amphastar Pharma\\n',\n",
       " 'Amerisafe Inc\\n',\n",
       " 'Amer Woodmark Corporation\\n',\n",
       " 'AutoNation\\n',\n",
       " 'Andersons Inc\\n',\n",
       " 'Abercrombie & Fitch Company\\n',\n",
       " 'Angiodynamics Inc\\n',\n",
       " 'Anika Therapeutics\\n',\n",
       " 'ANI Pharma Inc\\n',\n",
       " 'American Pub. Edu.\\n',\n",
       " 'Apogee Entrpr Inc\\n',\n",
       " 'Apergy Corp.\\n',\n",
       " 'Arcbest Corp\\n',\n",
       " 'Apollo Commercial Real Estate\\n',\n",
       " 'Archrock Inc\\n',\n",
       " 'Armour Residential R\\n',\n",
       " 'Arris International\\n',\n",
       " 'Arrow Electronics\\n',\n",
       " 'Associated Banc-Corp\\n',\n",
       " 'On Assignment\\n',\n",
       " 'Ashland Inc.\\n',\n",
       " 'Advansix Inc\\n',\n",
       " 'Ascena Retail Grp\\n',\n",
       " 'Assertio Therapeutics, Inc\\n',\n",
       " 'Astec Inds Inc\\n',\n",
       " 'Adtalem Global Education\\n',\n",
       " 'Allegheny Technologies\\n',\n",
       " 'ATN International Inc\\n',\n",
       " 'Atmos Energy\\n',\n",
       " 'AptarGroup Inc\\n',\n",
       " 'Actuant Corporation\\n',\n",
       " 'Avista Corporation\\n',\n",
       " 'AeroVironment Inc\\n',\n",
       " 'American Vanguard Corporation\\n',\n",
       " 'Avanos Medical Inc\\n',\n",
       " 'Avon Products Inc\\n',\n",
       " 'Avnet\\n',\n",
       " 'American States Water Company\\n',\n",
       " 'Anixter International Inc.\\n',\n",
       " 'American Axle & Manufacturing Holdings, Inc.\\n',\n",
       " 'Acuity Brands\\n',\n",
       " 'AZZ Inc.\\n',\n",
       " 'Barnes Group Inc.\\n',\n",
       " 'Natus Medical Incorporated\\n',\n",
       " 'Banc Of California, Inc.\\n',\n",
       " 'Banner Corporation\\n',\n",
       " 'Bed Bath & Beyond\\n',\n",
       " 'Brunswick Corporation\\n',\n",
       " 'Boise Cascade Company\\n',\n",
       " 'Bonanza Creek Energy, Inc.\\n',\n",
       " \"Brink's Company (The)\\n\",\n",
       " 'Blucora, Inc.\\n',\n",
       " 'Balchem Corporation\\n',\n",
       " 'Belden Inc\\n',\n",
       " 'BioTelemetry, Inc.\\n',\n",
       " 'Belmond Ltd.\\n',\n",
       " 'Bel Fuse Inc.\\n',\n",
       " 'Saul Centers, Inc.\\n',\n",
       " 'Big 5 Sporting Goods Corp\\n',\n",
       " 'Briggs & Stratton Corporation\\n',\n",
       " 'B&G Foods, Inc.\\n',\n",
       " 'Benchmark Electronics, Inc.\\n',\n",
       " 'Berkshire Hills Bancorp, Inc.\\n',\n",
       " \"Sotheby's\\n\",\n",
       " 'Big Lots\\n',\n",
       " 'Bio-Rad Laboratories\\n',\n",
       " \"BJ's Restaurants, Inc.\\n\",\n",
       " 'The Buckle, Inc.\\n',\n",
       " 'Black Hills Corporation\\n',\n",
       " 'Barnes & Noble, Inc.\\n',\n",
       " 'TopBuild Corp.\\n',\n",
       " 'Blackbaud\\n',\n",
       " 'Badger Meter, Inc.\\n',\n",
       " 'Bemis Company\\n',\n",
       " 'Barnes & Noble Education, Inc.\\n',\n",
       " 'Axos Financial, Inc.\\n',\n",
       " 'Bank of Hawaii\\n',\n",
       " 'Boston Private Financial Holdings, Inc.\\n',\n",
       " 'Brady Corporation\\n',\n",
       " 'Brookline Bancorp, Inc.\\n',\n",
       " 'Brooks Automation, Inc.\\n',\n",
       " 'Brown & Brown\\n',\n",
       " 'Bristow Group Inc.\\n',\n",
       " 'BancorpSouth\\n',\n",
       " 'Boyd Gaming\\n',\n",
       " 'Cable One Inc\\n',\n",
       " 'CACI International Inc\\n',\n",
       " 'Cheesecake Factory Inc\\n',\n",
       " 'Caleres, Inc.\\n',\n",
       " 'Cal-Maine Foods, Inc.\\n',\n",
       " 'CalAmp Corp.\\n',\n",
       " 'Avis Budget Group\\n',\n",
       " 'Cars.com Inc\\n',\n",
       " 'Meta Financial Group, Inc.\\n',\n",
       " \"Casey's General Stores\\n\",\n",
       " 'Cardtronics plc\\n',\n",
       " 'The Cato Corporation\\n',\n",
       " 'Cathay General Bancorp\\n',\n",
       " 'Cincinnati Bell Inc.\\n',\n",
       " 'CBL & Associates Properties, Inc\\n',\n",
       " 'Cambrex Corporation\\n',\n",
       " 'Cracker Barrel\\n',\n",
       " 'Commerce Bancshares\\n',\n",
       " 'Cabot Corp\\n',\n",
       " 'Community Bank System, Inc.\\n',\n",
       " 'Chemours\\n',\n",
       " 'Cabot Microelectronics Corporation\\n',\n",
       " 'Cogent Communications Holdings, Inc.\\n',\n",
       " 'Cross Country Healthcare, Inc.\\n',\n",
       " 'CDK Global Inc\\n',\n",
       " 'Cedar Realty Trust, Inc.\\n',\n",
       " 'Career Education Corporation\\n',\n",
       " 'CONSOL Energy Inc.\\n',\n",
       " 'Central Garden & Pet Company\\n',\n",
       " 'Central Garden & Pet Company\\n',\n",
       " 'Century Aluminum Company\\n',\n",
       " 'CEVA, Inc.\\n',\n",
       " 'Cullen/Frost Bankers Inc\\n',\n",
       " 'Cognex Corporation\\n',\n",
       " 'City Holding Company\\n',\n",
       " 'Community Healthcare Trust Incorporated\\n',\n",
       " 'Churchill Downs Inc\\n',\n",
       " 'Chemed Corp.\\n',\n",
       " 'Chesapeake Energy\\n',\n",
       " \"Chico's FAS, Inc.\\n\",\n",
       " 'Chesapeake Lodging Trust\\n',\n",
       " \"Chuy's Holdings, Inc.\\n\",\n",
       " 'Ciena Corp\\n',\n",
       " 'CIRCOR International, Inc.\\n',\n",
       " 'C&J Energy Services, Inc.\\n',\n",
       " 'SEACOR Holdings Inc.\\n',\n",
       " 'Core Laboratories\\n',\n",
       " 'Cloud Peak Energy Inc.\\n',\n",
       " 'Chatham Lodging Trust\\n',\n",
       " 'CoreLogic\\n',\n",
       " 'Clean Harbors Inc\\n',\n",
       " 'Mack-Cali Realty Corporation\\n',\n",
       " 'Clearwater Paper Corporation\\n',\n",
       " 'Commercial Metals Company\\n',\n",
       " 'Cantel Medical Corporation\\n',\n",
       " 'Capstead Mortgage Corporation\\n',\n",
       " 'Compass Minerals International Inc.\\n',\n",
       " 'Comtech Telecommunications Corp.\\n',\n",
       " 'Cinemark Holdings Inc\\n',\n",
       " 'CONMED Corporation\\n',\n",
       " 'CNO Financial Group\\n',\n",
       " 'Consolidated Communications Holdings, Inc.\\n',\n",
       " 'CNX Resources Corp\\n',\n",
       " 'Coherent, Inc.\\n',\n",
       " 'Cohu, Inc.\\n',\n",
       " 'Coca-Cola Bottling Co. Consolidated\\n',\n",
       " 'Columbia Banking System, Inc.\\n',\n",
       " 'CyrusOne\\n',\n",
       " 'CoreSite Realty\\n',\n",
       " 'Core-Mark Holding Company, Inc.\\n',\n",
       " 'Corcept Therapeutics Incorporated\\n',\n",
       " 'Callon Petroleum\\n',\n",
       " 'Central Pacific Financial Corp.\\n',\n",
       " 'Cooper-Standard Holdings Inc.\\n',\n",
       " 'Computer Programs and Systems, Inc.\\n',\n",
       " 'Camden Property Trust\\n',\n",
       " 'Crane Co.\\n',\n",
       " 'Cray Inc.\\n',\n",
       " 'Cree Inc\\n',\n",
       " \"Carter's, Inc.\\n\",\n",
       " 'Charles River Laboratories\\n',\n",
       " 'Crocs, Inc.\\n',\n",
       " 'CARBO Ceramics Inc.\\n',\n",
       " 'Carpenter Technology\\n',\n",
       " 'Cirrus Logic Inc\\n',\n",
       " 'CorVel Corporation\\n',\n",
       " 'CryoLife, Inc.\\n',\n",
       " 'Carrizo Oil & Gas, Inc.\\n',\n",
       " 'CSG Systems International, Inc.\\n',\n",
       " 'Carlisle Companies Inc.\\n',\n",
       " 'Cooper Tire & Rubber Company\\n',\n",
       " 'Catalent Inc\\n',\n",
       " 'CareTrust REIT, Inc.\\n',\n",
       " 'Control4 Corporation\\n',\n",
       " 'CTS Corporation\\n',\n",
       " 'Cubic Corporation\\n',\n",
       " 'Customers Bancorp, Inc.\\n',\n",
       " 'Cutera, Inc.\\n',\n",
       " 'Cousins Properties Inc\\n',\n",
       " 'CVB Financial Corp.\\n',\n",
       " 'Cavco Industries, Inc.\\n',\n",
       " 'Convergys Corp\\n',\n",
       " 'Calavo Growers, Inc.\\n',\n",
       " 'CommVault Systems\\n',\n",
       " 'Curtiss-Wright Corp\\n',\n",
       " 'California Water Service Group\\n',\n",
       " 'CoreCivic\\n',\n",
       " 'Cypress Semiconductor Corp\\n',\n",
       " 'Community Health Systems, Inc.\\n',\n",
       " 'Cytokinetics, Incorporated\\n',\n",
       " 'Daktronics, Inc.\\n',\n",
       " 'Dana Incorporated\\n',\n",
       " 'Darling Ingredients Inc.\\n',\n",
       " 'Diebold Nixdorf, Incorporated\\n',\n",
       " 'Donaldson Co\\n',\n",
       " 'Dime Community Bancshares, Inc.\\n',\n",
       " '3D Systems Corporation\\n',\n",
       " \"Dillard's Inc\\n\",\n",
       " 'Easterly Government Properties, Inc.\\n',\n",
       " 'Deckers Outdoor Corporation\\n',\n",
       " 'Douglas Emmett, Inc.\\n',\n",
       " 'Dean Foods Company\\n',\n",
       " 'Donnelley Financial Solutions, Inc.\\n',\n",
       " 'Digi International Inc.\\n',\n",
       " 'Dine Brands Global, Inc.\\n',\n",
       " 'Diodes Incorporated\\n',\n",
       " \"Dick's Sporting Goods Inc\\n\",\n",
       " 'Delphi Technologies PLC\\n',\n",
       " 'Deluxe Corporation\\n',\n",
       " 'Dun & Bradstreet Corp\\n',\n",
       " \"Dunkin' Brands Group Inc\\n\",\n",
       " 'NOW Inc\\n',\n",
       " 'Denbury Resources Inc.\\n',\n",
       " 'Diamond Offshore Drilling\\n',\n",
       " 'Dorman Products, Inc.\\n',\n",
       " 'Diplomat Pharmacy, Inc.\\n',\n",
       " \"Domino's Pizza Inc\\n\",\n",
       " 'DiamondRock Hospitality Company\\n',\n",
       " 'Dril-Quip\\n',\n",
       " 'DSP Group, Inc.\\n',\n",
       " 'DSW Inc.\\n',\n",
       " 'DXP Enterprises, Inc.\\n',\n",
       " 'Dycom Industries Inc\\n',\n",
       " 'Brinker International Inc\\n',\n",
       " 'Ebix, Inc.\\n',\n",
       " 'Emergent BioSolutions Inc.\\n',\n",
       " 'Echo Global Logistics, Inc.\\n',\n",
       " 'US Ecology, Inc.\\n',\n",
       " 'Encore Capital Group, Inc.\\n',\n",
       " 'Education Realty Trust Inc.\\n',\n",
       " 'El Paso Electric Company\\n',\n",
       " 'Electronics for Imaging, Inc.\\n',\n",
       " '8x8, Inc.\\n',\n",
       " 'Engility Holdings, Inc.\\n',\n",
       " 'Energen\\n',\n",
       " 'NIC Inc.\\n',\n",
       " 'EastGroup Properties, Inc.\\n',\n",
       " 'Eagle Pharmaceuticals, Inc.\\n',\n",
       " 'Encompass Health Corp.\\n',\n",
       " 'eHealth, Inc.\\n',\n",
       " 'Employers Holdings, Inc.\\n',\n",
       " 'Callaway Golf Company\\n',\n",
       " 'Emcor\\n',\n",
       " 'Endo International plc\\n',\n",
       " 'Energizer Holdings Inc\\n',\n",
       " 'EnerSys\\n',\n",
       " 'The Ensign Group, Inc.\\n',\n",
       " 'Enanta Pharmaceuticals, Inc.\\n',\n",
       " 'Enova International, Inc.\\n',\n",
       " 'Bottomline Technologies (de), Inc.\\n',\n",
       " 'Edgewell Personal Care Company\\n',\n",
       " 'EPR Properties\\n',\n",
       " 'Era Group Inc.\\n',\n",
       " 'Eldorado Resorts, Inc.\\n',\n",
       " 'ESCO Technologies Inc.\\n',\n",
       " 'Electro Scientific Industries, Inc.\\n',\n",
       " 'Esterline Technologies\\n',\n",
       " 'Essendant Inc.\\n',\n",
       " 'Ethan Allen Interiors Inc.\\n',\n",
       " 'Eaton Vance Corp\\n',\n",
       " 'Evercore\\n',\n",
       " 'EVERTEC, Inc.\\n',\n",
       " 'East West Bancorp Inc\\n',\n",
       " 'Exelixis\\n',\n",
       " 'ExlService Holdings, Inc.\\n',\n",
       " 'Eagle Materials Inc\\n',\n",
       " 'Exponent, Inc.\\n',\n",
       " 'Express, Inc.\\n',\n",
       " 'Exterran Corporation\\n',\n",
       " 'Extreme Networks, Inc.\\n',\n",
       " 'EZCORP, Inc.\\n',\n",
       " 'First American Financial Corp\\n',\n",
       " 'FARO Technologies, Inc.\\n',\n",
       " 'First BanCorp\\n',\n",
       " 'First Commonwealth Financial Corporation\\n',\n",
       " 'FirstCash, Inc.\\n',\n",
       " 'FTI Consulting, Inc.\\n',\n",
       " 'Four Corners Property Trust, Inc.\\n',\n",
       " 'FactSet Research Systems Inc\\n',\n",
       " 'Franklin Electric Co., Inc.\\n',\n",
       " 'FutureFuel Corp.\\n',\n",
       " 'First Financial Bancorp.\\n',\n",
       " 'First Financial Bankshares, Inc.\\n',\n",
       " 'First Horizon National Corp\\n',\n",
       " 'Fair Isaac Corporation\\n',\n",
       " 'Federated Investors\\n',\n",
       " 'Five Below\\n',\n",
       " 'Comfort Systems USA, Inc.\\n',\n",
       " 'Flowers Foods Inc.\\n',\n",
       " 'SPX FLOW, Inc.\\n',\n",
       " 'First Midwest Bancorp, Inc.\\n',\n",
       " 'Fabrinet\\n',\n",
       " 'First Industrial Realty Trust\\n',\n",
       " 'FNB Corporation\\n',\n",
       " 'Finisar Corporation\\n',\n",
       " 'FormFactor, Inc.\\n',\n",
       " 'Forrester Research, Inc.\\n',\n",
       " 'Fossil Group, Inc.\\n',\n",
       " 'Fox Factory Holding Corp.\\n',\n",
       " 'First Industrial Realty Trust, Inc.\\n',\n",
       " \"Francesca's Holdings Corporation\\n\",\n",
       " 'Fiesta Restaurant Group, Inc.\\n',\n",
       " 'Franklin Financial Network, Inc.\\n',\n",
       " 'First Solar\\n',\n",
       " 'Franklin Street Properties Corp.\\n',\n",
       " 'Federal Signal Corporation\\n',\n",
       " 'FTD Companies, Inc.\\n',\n",
       " 'Flotek Industries, Inc.\\n',\n",
       " 'Fortinet\\n',\n",
       " 'Frontier Communications Corporation\\n',\n",
       " 'H.B. Fuller Company\\n',\n",
       " 'Fulton Financial Corporation\\n',\n",
       " 'Forward Air Corporation\\n',\n",
       " 'GATX Corp.\\n',\n",
       " 'Glacier Bancorp, Inc.\\n',\n",
       " 'The Greenbrier Companies, Inc.\\n',\n",
       " 'Gannett Co., Inc.\\n',\n",
       " 'Genesco Inc.\\n',\n",
       " 'Green Dot Corporation\\n',\n",
       " 'Greif, Inc.\\n',\n",
       " 'GEO Group Inc.\\n',\n",
       " 'Geospace Technologies Corporation\\n',\n",
       " 'Guess?, Inc.\\n',\n",
       " 'Griffon Corporation\\n',\n",
       " 'Graco Inc.\\n',\n",
       " 'Graham Holdings Company\\n',\n",
       " 'Greenhill & Co., Inc.\\n',\n",
       " 'Gulf Island Fabrication, Inc.\\n',\n",
       " 'G-III Apparel Group, Ltd.\\n',\n",
       " 'P. H. Glatfelter Company\\n',\n",
       " 'GameStop Corp.\\n',\n",
       " 'Globus Medical Inc.\\n',\n",
       " 'Green Bancorp, Inc.\\n',\n",
       " 'Global Net Lease, Inc.\\n',\n",
       " 'Gentex Corp\\n',\n",
       " 'Genworth Financial\\n',\n",
       " 'Government Properties Income Trust\\n',\n",
       " 'Group 1 Automotive, Inc.\\n',\n",
       " 'Gulfport Energy Corp\\n',\n",
       " 'Green Plains Inc.\\n',\n",
       " 'Chart Industries, Inc.\\n',\n",
       " 'Getty Realty Corp.\\n',\n",
       " 'Granite Construction Inc.\\n',\n",
       " 'Great Western Bancorp, Inc.\\n',\n",
       " 'Genesee & Wyoming\\n',\n",
       " 'Hawaiian Holdings, Inc.\\n',\n",
       " 'Haemonetics\\n',\n",
       " 'Hanmi Financial Corporation\\n',\n",
       " 'Hain Celestial Group\\n',\n",
       " 'Haynes International, Inc.\\n',\n",
       " 'Hancock Holding Company\\n',\n",
       " 'HCI Group, Inc.\\n',\n",
       " 'Healthcare Services Group\\n',\n",
       " 'Hawaiian Electric Industries\\n',\n",
       " 'Helen of Troy Limited\\n',\n",
       " 'Heritage Financial Corporation\\n',\n",
       " 'Hillenbrand, Inc.\\n',\n",
       " 'Hibbett Sports, Inc.\\n',\n",
       " 'Highwoods Properties\\n',\n",
       " 'Harmonic Inc.\\n',\n",
       " 'Helix Energy Solutions Group, Inc.\\n',\n",
       " 'Horace Mann Educators Corporation\\n',\n",
       " 'HomeStreet, Inc.\\n',\n",
       " 'HMS Holdings Corp.\\n',\n",
       " 'HNI Corporation\\n',\n",
       " 'Home BancShares Inc\\n',\n",
       " 'Hope Bancorp, Inc.\\n',\n",
       " 'HighPoint Resources Corporation\\n',\n",
       " 'Hospitality Properties Trust\\n',\n",
       " 'HealthEquity, Inc.\\n',\n",
       " 'Healthcare Realty Trust\\n',\n",
       " 'Hill-Rom Holdings Inc.\\n',\n",
       " 'Harsco Corporation\\n',\n",
       " 'Heidrick & Struggles International, Inc.\\n',\n",
       " 'Heska Corporation\\n',\n",
       " 'HealthStream, Inc.\\n',\n",
       " 'Hersha Hospitality Trust\\n',\n",
       " 'Heartland Express, Inc.\\n',\n",
       " 'Hubbell Incorporated\\n',\n",
       " 'Hub Group, Inc.\\n',\n",
       " 'Haverty Furniture Companies, Inc.\\n',\n",
       " 'Hancock Whitney Corporation\\n',\n",
       " 'Hawkins, Inc.\\n',\n",
       " 'Halyard Health\\n',\n",
       " 'MarineMax, Inc.\\n',\n",
       " 'Integra Lifesciences Holdings\\n',\n",
       " 'Interactive Brokers\\n',\n",
       " 'Intl Bancshares Corp\\n',\n",
       " 'Installed Building Products, Inc.\\n',\n",
       " 'ICU Medical\\n',\n",
       " 'Idacorp Inc.\\n',\n",
       " 'InterDigital Inc.\\n',\n",
       " 'Integrated Device Technology\\n',\n",
       " 'IDEX Corp\\n',\n",
       " 'Insteel Industries, Inc.\\n',\n",
       " 'II-VI Incorporated\\n',\n",
       " 'ILG, Inc.\\n',\n",
       " 'Independent Bank Corp.\\n',\n",
       " 'Inogen, Inc.\\n',\n",
       " 'Ingredion Inc\\n',\n",
       " 'Summit Hotel Properties, Inc.\\n',\n",
       " 'World Fuel Services Corp\\n',\n",
       " 'INTL FCStone Inc.\\n',\n",
       " 'Innoviva, Inc.\\n',\n",
       " 'Innospec Inc.\\n',\n",
       " 'Inter Parfums, Inc.\\n',\n",
       " 'Innophos Holdings, Inc.\\n',\n",
       " 'iRobot Corporation\\n',\n",
       " 'Iridium Communications Inc.\\n',\n",
       " 'Independence Realty Trust, Inc.\\n',\n",
       " 'International Speedway Corporation\\n',\n",
       " 'Investment Technology Group, Inc.\\n',\n",
       " 'Integer Holdings Corporation\\n',\n",
       " 'Itron, Inc.\\n',\n",
       " 'ITT Inc\\n',\n",
       " 'Invacare Corporation\\n',\n",
       " 'Invesco Mortgage Capital Inc.\\n',\n",
       " 'Jack in the Box Inc.\\n',\n",
       " 'JBG Smith Properties\\n',\n",
       " 'Jabil Circuit Inc\\n',\n",
       " 'Janus Henderson\\n',\n",
       " 'JetBlue Airways Corp\\n',\n",
       " 'John B. Sanfilippo & Son, Inc.\\n',\n",
       " 'John Bean Technologies Corporation\\n',\n",
       " 'j2 Global Inc.\\n',\n",
       " 'J. C. Penney Company, Inc.\\n',\n",
       " 'Janus Henderson Group plc\\n',\n",
       " 'J&J Snack Foods Corp.\\n',\n",
       " 'Jack Henry & Associates Inc\\n',\n",
       " 'Jones Lang Lasalle Inc\\n',\n",
       " 'James River Group Holdings, Ltd.\\n',\n",
       " 'John Wiley & Sons\\n',\n",
       " 'Kaiser Aluminum Corporation\\n',\n",
       " 'Kaman Corporation\\n',\n",
       " 'KB Home\\n',\n",
       " 'KBR Inc\\n',\n",
       " 'Kelly Services Inc\\n',\n",
       " 'KEMET Corporation\\n',\n",
       " 'Kirby Corporation\\n',\n",
       " 'Keysight Technologies Inc\\n',\n",
       " 'Korn/Ferry International\\n',\n",
       " \"Kirkland's, Inc.\\n\",\n",
       " 'Kulicke and Soffa Industries, Inc.\\n',\n",
       " 'KLX Inc\\n',\n",
       " 'Kemper Corporation\\n',\n",
       " 'Kennametal Inc\\n',\n",
       " 'Knowles Corporation\\n',\n",
       " 'Knight-Swift\\n',\n",
       " 'Koppers Holdings Inc.\\n',\n",
       " 'Kopin Corporation\\n',\n",
       " 'Kraton Corporation\\n',\n",
       " 'Kilroy Realty Corp\\n',\n",
       " 'Kite Realty Group Trust\\n',\n",
       " 'KapStone Paper and Packaging Corporation\\n',\n",
       " 'Quaker Chemical Corporation\\n',\n",
       " 'Multi-Color Corporation\\n',\n",
       " 'Lithia Motors, Inc.\\n',\n",
       " 'Lamar Advertising Company\\n',\n",
       " 'Lancaster Colony Corp\\n',\n",
       " 'Lannett Company, Inc.\\n',\n",
       " 'LCI Industries\\n',\n",
       " 'Lydall, Inc.\\n',\n",
       " 'Leidos Holdings Inc\\n',\n",
       " 'Lincoln Electric Holdings Inc\\n',\n",
       " 'Littelfuse Inc\\n',\n",
       " 'LGI Homes, Inc.\\n',\n",
       " 'Ligand Pharmaceuticals Incorporated\\n',\n",
       " 'LHC Group, Inc.\\n',\n",
       " 'LaSalle Hotel Properties\\n',\n",
       " 'Lennox International Inc\\n',\n",
       " 'Fidelity Southern Corporation\\n',\n",
       " 'Lumentum Holdings\\n',\n",
       " 'LivaNova\\n',\n",
       " 'LSC Communications, Inc.\\n',\n",
       " 'Lumber Liquidators Holdings, Inc.\\n',\n",
       " 'Legg Mason Inc\\n',\n",
       " 'LeMaitre Vascular, Inc.\\n',\n",
       " 'Luminex Corporation\\n',\n",
       " 'Lindsay Corporation\\n',\n",
       " 'Lantheus Holdings, Inc.\\n',\n",
       " 'El Pollo Loco Holdings, Inc.\\n',\n",
       " 'LogMeIn\\n',\n",
       " 'LifePoint Health\\n',\n",
       " 'LivePerson, Inc.\\n',\n",
       " 'Liberty Property Trust\\n',\n",
       " 'Louisiana-Pacific Corp\\n',\n",
       " 'Liquidity Services, Inc.\\n',\n",
       " 'Life Storage Inc\\n',\n",
       " 'Landstar System Inc\\n',\n",
       " 'LTC Properties, Inc.\\n',\n",
       " 'LegacyTexas Financial Group, Inc.\\n',\n",
       " 'Lamb Weston Holdings Inc\\n',\n",
       " 'Lexington Realty Trust\\n',\n",
       " 'LSB Industries, Inc.\\n',\n",
       " 'Live Nation Entertainment\\n',\n",
       " 'La-Z-Boy Incorporated\\n',\n",
       " 'ManpowerGroup\\n',\n",
       " 'Manhattan Associates Inc.\\n',\n",
       " 'ManTech International Corporation\\n',\n",
       " 'Masimo\\n',\n",
       " 'Matthews  International Corporation\\n',\n",
       " 'Matson, Inc.\\n',\n",
       " 'MB Financial Inc.\\n',\n",
       " 'Monarch Casino & Resort, Inc.\\n',\n",
       " 'The Marcus Corporation\\n',\n",
       " 'Mercury General Corp\\n',\n",
       " 'MEDNAX Inc\\n',\n",
       " 'M.D.C. Holdings, Inc.\\n',\n",
       " 'The Medicines Company\\n',\n",
       " 'Meredith Corp\\n',\n",
       " 'McDermott International\\n',\n",
       " 'Allscripts Healthcare Solutions Inc\\n',\n",
       " 'Medidata Solutions\\n',\n",
       " 'MDU Resources Group Inc\\n',\n",
       " 'MiMedx Group, Inc.\\n',\n",
       " 'Medifast, Inc.\\n',\n",
       " 'Methode Electronics, Inc.\\n',\n",
       " 'Magellan Health, Inc.\\n',\n",
       " 'MGP Ingredients, Inc.\\n',\n",
       " 'Maiden Holdings, Ltd.\\n',\n",
       " 'M/I Homes, Inc.\\n',\n",
       " 'The Michaels Companies Inc\\n',\n",
       " 'Mobile Mini, Inc.\\n',\n",
       " 'MKS Instruments\\n',\n",
       " 'MarketAxess Holdings\\n',\n",
       " 'Miller, Herman Inc\\n',\n",
       " 'Mueller Industries, Inc.\\n',\n",
       " 'Maximus Inc\\n',\n",
       " 'Merit Medical Systems, Inc.\\n',\n",
       " 'Mallinckrodt\\n',\n",
       " 'Monro, Inc.\\n',\n",
       " 'Momenta Pharmaceuticals, Inc.\\n',\n",
       " 'Moog Inc.\\n',\n",
       " 'Molina Healthcare Inc\\n',\n",
       " 'Movado Group, Inc.\\n',\n",
       " 'Motorcar Parts of America, Inc.\\n',\n",
       " 'Medical Properties Trust Inc\\n',\n",
       " 'Monolithic Power Systems Inc\\n',\n",
       " 'MSA Safety Inc\\n',\n",
       " 'MSC Industrial Direct A\\n',\n",
       " 'MicroStrategy Incorporated\\n',\n",
       " 'Matador Resources\\n',\n",
       " 'Meritage Homes Corporation\\n',\n",
       " 'Materion Corporation\\n',\n",
       " 'Matrix Service Company\\n',\n",
       " 'MTS Systems Corporation\\n',\n",
       " 'Minerals Technologies Inc\\n',\n",
       " 'Murphy Oil\\n',\n",
       " 'Murphy USA Inc\\n',\n",
       " 'MaxLinear, Inc.\\n',\n",
       " 'Myers Industries, Inc.\\n',\n",
       " 'Myriad Genetics, Inc.\\n',\n",
       " 'MYR Group Inc.\\n',\n",
       " 'Nanometrics Incorporated\\n',\n",
       " 'National Instruments Corp\\n',\n",
       " 'The Navigators Group, Inc.\\n',\n",
       " 'Navient Corp.\\n',\n",
       " 'National Bank Holdings Corporation\\n',\n",
       " 'Nabors Industries Ltd\\n',\n",
       " 'NBT Bancorp Inc.\\n',\n",
       " 'Navigant Consulting, Inc.\\n',\n",
       " 'NCR Corp\\n',\n",
       " 'Nordson Corp\\n',\n",
       " 'Noble Corporation plc\\n',\n",
       " 'Neogen Corporation\\n',\n",
       " 'NewMarket Corporation\\n',\n",
       " 'New Media Investment Group Inc.\\n',\n",
       " 'Northfield Bancorp, Inc. (Staten Island, NY)\\n',\n",
       " 'National Fuel Gas\\n',\n",
       " 'Ingevity Corporation\\n',\n",
       " 'New Jersey Resources\\n',\n",
       " 'Nautilus, Inc.\\n',\n",
       " 'NMI Holdings, Inc.\\n',\n",
       " 'National Retail Properties Inc\\n',\n",
       " 'Neenah, Inc.\\n',\n",
       " 'National Presto Industries, Inc.\\n',\n",
       " 'EnPro Industries, Inc.\\n',\n",
       " 'Newpark Resources, Inc.\\n',\n",
       " 'National Storage Affiliates Trust\\n',\n",
       " 'Insight Enterprises, Inc.\\n',\n",
       " 'Insperity, Inc.\\n',\n",
       " 'NetScout Systems\\n',\n",
       " 'NETGEAR, Inc.\\n',\n",
       " 'Nutrisystem, Inc.\\n',\n",
       " 'Nu Skin Enterprises\\n',\n",
       " 'NuVasive Inc\\n',\n",
       " 'NVR Inc\\n',\n",
       " 'nVent Electric plc\\n',\n",
       " 'Northwest Bancshares, Inc.\\n',\n",
       " 'NorthWestern Corporation\\n',\n",
       " 'Northwest Natural Gas Company\\n',\n",
       " 'Quanex Building Products Corporation\\n',\n",
       " 'New York Community Bancorp Inc\\n',\n",
       " 'New York Mortgage Trust, Inc.\\n',\n",
       " 'New York Times Company\\n',\n",
       " 'Oasis Petroleum\\n',\n",
       " 'Oclaro, Inc.\\n',\n",
       " 'Old Dominion Freight Line\\n',\n",
       " 'Office Depot Inc\\n',\n",
       " 'Corporate Office Properties Trust\\n',\n",
       " 'OFG Bancorp\\n',\n",
       " 'Orthofix Medical Inc.\\n',\n",
       " 'OGE Energy Corp\\n',\n",
       " 'ONE Gas\\n',\n",
       " 'Omega Healthcare Investors\\n',\n",
       " 'Oceaneering Intl Inc\\n',\n",
       " \"Ollie's Bargain Outlet\\n\",\n",
       " 'Olin Corp.\\n',\n",
       " 'Owens-Illinois\\n',\n",
       " 'Oceaneering International, Inc.\\n',\n",
       " 'Oil States International, Inc.\\n',\n",
       " \"Ollie's Bargain Outlet Holdings, Inc.\\n\",\n",
       " 'Olin Corporation\\n',\n",
       " 'Omnicell, Inc.\\n',\n",
       " 'Owens & Minor, Inc.\\n',\n",
       " 'Old National Bancorp\\n',\n",
       " 'Opus Bank\\n',\n",
       " 'Old Republic International\\n',\n",
       " 'Oritani Financial Corp.\\n',\n",
       " 'Orion Group Holdings, Inc.\\n',\n",
       " 'OSI Systems, Inc.\\n',\n",
       " 'Oshkosh Corporation\\n',\n",
       " 'OneSpan Inc.\\n',\n",
       " 'OraSure Technologies, Inc.\\n',\n",
       " 'Oxford Industries, Inc.\\n',\n",
       " 'Bank OZK\\n',\n",
       " 'PacWest Bancorp\\n',\n",
       " 'Phibro Animal Health Corporation\\n',\n",
       " 'Par Pacific Holdings, Inc.\\n',\n",
       " 'Patrick Industries, Inc.\\n',\n",
       " 'Prosperity Bancshares, Inc.\\n',\n",
       " 'PBF Energy Inc\\n',\n",
       " 'Verifone\\n',\n",
       " 'Prosperity Bancshares Inc\\n',\n",
       " 'Prestige Brands Holdings Inc\\n',\n",
       " 'Pitney Bowes\\n',\n",
       " 'Potlatch Corp\\n',\n",
       " 'PDC Energy, Inc.\\n',\n",
       " 'Patterson Companies\\n',\n",
       " 'PDF Solutions, Inc.\\n',\n",
       " 'Pennsylvania Real Estate Investment Trust\\n',\n",
       " 'Penn National Gaming, Inc.\\n',\n",
       " 'Perry Ellis International, Inc.\\n',\n",
       " 'Pioneer Energy Services Corp.\\n',\n",
       " 'PetMed Express, Inc.\\n',\n",
       " 'Preferred Bank\\n',\n",
       " 'Provident Financial Services, Inc.\\n',\n",
       " 'Progenics Pharmaceuticals, Inc.\\n',\n",
       " 'PGT Innovations, Inc.\\n',\n",
       " 'Polaris Industries Inc\\n',\n",
       " 'Piper Jaffray Companies\\n',\n",
       " 'Park Electrochemical Corp.\\n',\n",
       " 'Photronics, Inc.\\n',\n",
       " \"Dave & Buster's Entertainment, Inc.\\n\",\n",
       " \"The Children's Place, Inc.\\n\",\n",
       " 'Plantronics Inc\\n',\n",
       " 'ePlus inc.\\n',\n",
       " 'Plexus Corp.\\n',\n",
       " 'PennyMac Mortgage Investment Trust\\n',\n",
       " 'Pinnacle Financial Partners\\n',\n",
       " 'PNM Resources\\n',\n",
       " 'PolyOne Corp\\n',\n",
       " 'Pool Corp\\n',\n",
       " 'Post Holdings Inc\\n',\n",
       " 'Power Integrations, Inc.\\n',\n",
       " 'Powell Industries, Inc.\\n',\n",
       " 'Pacific Premier Bancorp, Inc.\\n',\n",
       " 'ProAssurance Corporation\\n',\n",
       " 'PRA Group, Inc.\\n',\n",
       " 'PRA Health Sciences\\n',\n",
       " 'Perficient, Inc.\\n',\n",
       " 'Progress Software Corporation\\n',\n",
       " 'Primerica Inc\\n',\n",
       " 'Proto Labs, Inc.\\n',\n",
       " 'The Providence Service Corporation\\n',\n",
       " 'Perspecta Inc.\\n',\n",
       " 'PS Business Parks, Inc.\\n',\n",
       " 'PTC Inc\\n',\n",
       " 'Patterson-UTI Energy\\n',\n",
       " 'ProPetro Holding Corp.\\n',\n",
       " 'Penn Virginia Corporation\\n',\n",
       " 'Papa John’s International Inc\\n',\n",
       " 'QEP Resources Inc\\n',\n",
       " 'Quorum Health Corporation\\n',\n",
       " 'Qualys, Inc.\\n',\n",
       " 'QuinStreet, Inc.\\n',\n",
       " 'Ryder System\\n',\n",
       " 'Raven Industries, Inc.\\n',\n",
       " 'Regal Beloit Corp\\n',\n",
       " 'Rent-A-Center, Inc.\\n',\n",
       " 'Resources Connection, Inc.\\n',\n",
       " 'Renewable Energy Group, Inc.\\n',\n",
       " 'Ring Energy, Inc.\\n',\n",
       " 'REX American Resources Corporation\\n',\n",
       " 'Reinsurance Group of America\\n',\n",
       " 'Repligen Corporation\\n',\n",
       " 'Royal Gold Inc\\n',\n",
       " 'REGENXBIO Inc.\\n',\n",
       " 'Sturm, Ruger & Company, Inc.\\n',\n",
       " 'Regis Corporation\\n',\n",
       " 'RH\\n',\n",
       " 'Transocean\\n',\n",
       " 'RLI Corp.\\n',\n",
       " 'RE/MAX Holdings, Inc.\\n',\n",
       " 'Rambus Inc.\\n',\n",
       " 'RenaissanceRe Holdings Ltd\\n',\n",
       " 'Gibraltar Industries, Inc.\\n',\n",
       " 'Rogers Corporation\\n',\n",
       " 'Retail Opportunity Investments Corp.\\n',\n",
       " 'Rollins Inc.\\n',\n",
       " 'RPM International Inc\\n',\n",
       " 'Ramco-Gershenson Properties Trust\\n',\n",
       " 'Range Resources\\n',\n",
       " 'R.R. Donnelley & Sons Company\\n',\n",
       " 'Red Robin Gourmet Burgers, Inc.\\n',\n",
       " 'Reliance Steel & Aluminum Co.\\n',\n",
       " 'Rudolph Technologies, Inc.\\n',\n",
       " \"Ruth's Hospitality Group, Inc.\\n\",\n",
       " 'Redwood Trust, Inc.\\n',\n",
       " 'Rayonier Advanced Materials Inc.\\n',\n",
       " 'Rayonier Inc\\n',\n",
       " 'Sabre Corp\\n',\n",
       " 'Sanderson Farms\\n',\n",
       " 'Safety Insurance Group, Inc.\\n',\n",
       " 'Sonic Automotive, Inc.\\n',\n",
       " 'Saia, Inc.\\n',\n",
       " 'Science Applications Intl Corp\\n',\n",
       " 'Boston Beer Company\\n',\n",
       " 'Sanmina Corporation\\n',\n",
       " 'Seacoast Banking Corporation of Florida\\n',\n",
       " 'Sally Beauty Holdings Inc\\n',\n",
       " 'Signature Bank\\n',\n",
       " 'Sabra Health Care REIT\\n',\n",
       " 'Southside Bancshares, Inc.\\n',\n",
       " 'Scholastic Corporation\\n',\n",
       " 'Service Corp Intl\\n',\n",
       " 'Stepan Company\\n',\n",
       " 'ScanSource, Inc.\\n',\n",
       " 'Shoe Carnival, Inc.\\n',\n",
       " 'SolarEdge Technologies, Inc.\\n',\n",
       " 'SEI Investments Corp\\n',\n",
       " 'Select Medical Holdings Corporation\\n',\n",
       " 'Seneca Foods Corporation\\n',\n",
       " 'Stifel Financial Corp\\n',\n",
       " 'ServisFirst Bancshares, Inc.\\n',\n",
       " 'Shutterfly, Inc.\\n',\n",
       " 'Sprouts Farmers Market\\n',\n",
       " 'Simmons First National Corporation\\n',\n",
       " 'Scientific Games Corporation\\n',\n",
       " 'Shake Shack Inc.\\n',\n",
       " 'Steven Madden, Ltd.\\n',\n",
       " 'Signet Jewelers\\n',\n",
       " 'Selective Insurance Group, Inc.\\n',\n",
       " 'Six Flags\\n',\n",
       " 'South Jersey Industries, Inc.\\n',\n",
       " 'Tanger Factory Outlet Centers Inc\\n',\n",
       " 'Skechers USA Inc\\n',\n",
       " 'SkyWest, Inc.\\n',\n",
       " 'Silicon Laboratories Inc\\n',\n",
       " 'U.S. Silica Holdings, Inc.\\n',\n",
       " 'Silgan Holdings Inc\\n',\n",
       " 'SLM Corp\\n',\n",
       " 'SM Energy Co\\n',\n",
       " 'Scotts Miracle-Gro Company\\n',\n",
       " 'Standard Motor Products, Inc.\\n',\n",
       " 'Semtech Corporation\\n',\n",
       " 'Sleep Number Corporation\\n',\n",
       " 'Senior Housing Properties Trust\\n',\n",
       " 'Synovus Financial Corp (GA)\\n',\n",
       " 'SYNNEX Corporation\\n',\n",
       " 'Sonoco Products Co\\n',\n",
       " 'Sonic Corp.\\n',\n",
       " 'Superior Energy Services Inc\\n',\n",
       " 'Spok Holdings, Inc.\\n',\n",
       " 'Spectrum Pharmaceuticals, Inc.\\n',\n",
       " 'SPS Commerce, Inc.\\n',\n",
       " 'SpartanNash Company\\n',\n",
       " 'SPX Corporation\\n',\n",
       " 'Spire Inc.\\n',\n",
       " 'SRC Energy Inc.\\n',\n",
       " 'Surmodics, Inc.\\n',\n",
       " 'Simpson Manufacturing Co., Inc.\\n',\n",
       " 'The E.W. Scripps Company\\n',\n",
       " 'Shutterstock, Inc.\\n',\n",
       " 'iStar Inc.\\n',\n",
       " 'S&T Bancorp, Inc.\\n',\n",
       " 'Stewart Information Services Corporation\\n',\n",
       " 'STERIS plc\\n',\n",
       " 'Sterling Bancorp\\n',\n",
       " 'Steel Dynamics Inc\\n',\n",
       " 'Stamps.com Inc.\\n',\n",
       " 'Strategic Education, Inc.\\n',\n",
       " 'Superior Industries International, Inc.\\n',\n",
       " 'Supernus Pharmaceuticals, Inc.\\n',\n",
       " 'SUPERVALU INC.\\n',\n",
       " 'Schweitzer-Mauduit International, Inc.\\n',\n",
       " 'Southwestern Energy Co.\\n',\n",
       " 'Southwest Gas Corp\\n',\n",
       " 'SunCoke Energy, Inc.\\n',\n",
       " 'Standex International Corporation\\n',\n",
       " 'Sensient Technologies Corp\\n',\n",
       " 'Sykes Enterprises, Incorporated\\n',\n",
       " 'Synaptics\\n',\n",
       " 'Syneos Health\\n',\n",
       " 'TrueBlue, Inc.\\n',\n",
       " 'TCF Financial Corp (MN)\\n',\n",
       " 'Texas Capital Bancshares\\n',\n",
       " 'TCF Financial Corporation\\n',\n",
       " 'Taubman Centers\\n',\n",
       " 'Teradata\\n',\n",
       " 'Telephone & Data Systems Inc\\n',\n",
       " 'Teledyne Technologies Inc\\n',\n",
       " 'Tech Data Corp\\n',\n",
       " 'Bio-Techne\\n',\n",
       " 'Teradyne\\n',\n",
       " 'Terex Corp\\n',\n",
       " 'Teleflex Inc\\n',\n",
       " 'Tredegar Corporation\\n',\n",
       " 'Triumph Group, Inc.\\n',\n",
       " 'Tegna, Inc.\\n',\n",
       " 'Tenet Healthcare Corp\\n',\n",
       " 'Hanover Insurance Group Inc\\n',\n",
       " 'Thor Industries Inc\\n',\n",
       " 'Gentherm Incorporated\\n',\n",
       " 'TreeHouse Foods\\n',\n",
       " 'Interface, Inc.\\n',\n",
       " 'Team, Inc.\\n',\n",
       " 'TiVo Corporation\\n',\n",
       " 'Timken Co\\n',\n",
       " 'Tailored Brands, Inc.\\n',\n",
       " 'Tompkins Financial Corporation\\n',\n",
       " 'TimkenSteel Corporation\\n',\n",
       " 'Toll Brothers Inc\\n',\n",
       " 'TRI Pointe Group\\n',\n",
       " 'Third Point Reinsurance Ltd.\\n',\n",
       " 'Tempur Sealy International\\n',\n",
       " 'Tootsie Roll Industries Inc\\n',\n",
       " 'LendingTree\\n',\n",
       " 'Trex Company, Inc.\\n',\n",
       " 'Trimble Inc\\n',\n",
       " 'Trustmark Corp (MS)\\n',\n",
       " 'Trinity Industries Inc\\n',\n",
       " 'TrustCo Bank Corp NY\\n',\n",
       " 'Toro Company\\n',\n",
       " 'TTEC Holdings, Inc.\\n',\n",
       " 'Tetra Tech, Inc.\\n',\n",
       " 'TETRA Technologies, Inc.\\n',\n",
       " 'TTM Technologies, Inc.\\n',\n",
       " 'Tile Shop Holdings, Inc.\\n',\n",
       " 'Tupperware Corp\\n',\n",
       " 'Travelport Worldwide Limited\\n',\n",
       " 'Tivity Health, Inc.\\n',\n",
       " 'Titan International, Inc.\\n',\n",
       " 'Texas Roadhouse\\n',\n",
       " 'Tyler Technologies\\n',\n",
       " 'Monotype Imaging Holdings Inc.\\n',\n",
       " 'Urstadt Biddle Properties Inc.\\n',\n",
       " 'United Bankshares Inc\\n',\n",
       " 'United Community Banks, Inc.\\n',\n",
       " 'Ultra Clean Holdings, Inc.\\n',\n",
       " 'Urban Edge Properties\\n',\n",
       " 'Universal Electronics Inc.\\n',\n",
       " 'United Fire Group, Inc.\\n',\n",
       " 'Unifi, Inc.\\n',\n",
       " 'Universal Forest Products, Inc.\\n',\n",
       " 'Domtar Corp\\n',\n",
       " 'UGI Corp\\n',\n",
       " 'Universal Health Realty Income Trust\\n',\n",
       " 'United Insurance Holdings Corp.\\n',\n",
       " 'Ultimate Software Group Inc\\n',\n",
       " 'UMB Financial Corp.\\n',\n",
       " 'Umpqua Holdings Corporation\\n',\n",
       " 'UniFirst Corporation\\n',\n",
       " 'United Natural Foods Inc\\n',\n",
       " 'Uniti Group\\n',\n",
       " 'Unit Corporation\\n',\n",
       " 'Urban Outfitters\\n',\n",
       " 'U.S. Concrete, Inc.\\n',\n",
       " 'U.S. Physical Therapy, Inc.\\n',\n",
       " 'United Therapeutics Corp\\n',\n",
       " 'Universal Insurance Holdings, Inc.\\n',\n",
       " 'Universal Corporation\\n',\n",
       " 'Marriott Vacations Worldwide Corporation\\n',\n",
       " 'Valaris plc\\n',\n",
       " 'Visteon\\n',\n",
       " 'Veeco Instruments Inc.\\n',\n",
       " 'Vonage Holdings Corp.\\n',\n",
       " 'Vector Group\\n',\n",
       " 'Viavi Solutions Inc.\\n',\n",
       " 'Vicor Corporation\\n',\n",
       " 'Meridian Bioscience, Inc.\\n',\n",
       " 'Valley National Bancorp\\n',\n",
       " 'Valmont Industries Inc\\n',\n",
       " 'Vera Bradley, Inc.\\n',\n",
       " 'Varex Imaging Corporation\\n',\n",
       " 'Virtus Investment Partners, Inc.\\n',\n",
       " 'Virtusa Corporation\\n',\n",
       " 'Veritiv Corporation\\n',\n",
       " 'ViaSat Inc\\n',\n",
       " 'Vishay Intertechnology Inc\\n',\n",
       " 'Vitamin Shoppe, Inc.\\n',\n",
       " 'Versum Materials Inc\\n',\n",
       " 'Vista Outdoor Inc.\\n',\n",
       " 'Vectren Corp\\n',\n",
       " 'Viad Corp\\n',\n",
       " 'Valvoline Inc\\n',\n",
       " 'Wabtec\\n',\n",
       " 'Westamerica Bancorporation\\n',\n",
       " 'Washington Federal Inc.\\n',\n",
       " 'WageWorks, Inc.\\n',\n",
       " 'Webster Financial Corp (CT)\\n',\n",
       " 'Wellcare Health Plans Inc\\n',\n",
       " 'Walker & Dunlop, Inc.\\n',\n",
       " 'WD-40 Company\\n',\n",
       " 'Waddell & Reed Financial, Inc.\\n',\n",
       " \"Wendy's Company\\n\",\n",
       " 'Werner Enterprises Inc\\n',\n",
       " 'WisdomTree Investments, Inc.\\n',\n",
       " 'WEX Inc.\\n',\n",
       " 'Winnebago Industries, Inc.\\n',\n",
       " 'Wyndham Hotels & Resorts, Inc.\\n',\n",
       " 'Wingstop Inc.\\n',\n",
       " 'Encore Wire Corporation\\n',\n",
       " 'William Lyon Homes\\n',\n",
       " 'Wabash National Corporation\\n',\n",
       " 'Worthington Industries\\n',\n",
       " 'Washington Prime Group Inc.\\n',\n",
       " 'WPX Energy\\n',\n",
       " 'W.R. Berkley Corp\\n',\n",
       " 'Weingarten Realty Investors\\n',\n",
       " 'World Acceptance Corporation\\n',\n",
       " 'Williams-Sonoma, Inc.\\n',\n",
       " 'Watsco Inc\\n',\n",
       " 'Whitestone REIT\\n',\n",
       " 'West Pharmaceutical Services\\n',\n",
       " 'Wintrust Financial Corp\\n',\n",
       " 'Aqua America\\n',\n",
       " 'Watts Water Technologies, Inc.\\n',\n",
       " 'Woodward Inc\\n',\n",
       " 'World Wrestling Entertainment\\n',\n",
       " 'Wolverine World Wide, Inc.\\n',\n",
       " 'Wyndham Destinations\\n',\n",
       " 'United States Steel Corporation\\n',\n",
       " 'XO Group Inc.\\n',\n",
       " 'Xperi Corporation\\n',\n",
       " 'Alleghany Corporation\\n',\n",
       " 'Zebra Technologies Corp\\n',\n",
       " 'Olympic Steel, Inc.\\n',\n",
       " 'Zumiez Inc.\\n']"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "securities"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "['Consumer Discretionary',\n",
       " 'Information Technology\\n',\n",
       " 'Industrials\\n',\n",
       " 'Real Estate\\n',\n",
       " 'Industrials\\n',\n",
       " 'Industrials\\n',\n",
       " 'Financials\\n',\n",
       " 'Customer Discretionary\\n',\n",
       " 'Industrials\\n',\n",
       " 'Real Estate',\n",
       " 'Health Care\\n',\n",
       " 'Health Care',\n",
       " 'Information Technology',\n",
       " 'Information Technology\\n',\n",
       " 'Industrials',\n",
       " 'Health Care\\n',\n",
       " 'Information Technology',\n",
       " 'Real Estate\\n',\n",
       " 'Consumer Discretionary\\n',\n",
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       " 'Financials\\n',\n",
       " 'Consumer Discretionary',\n",
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       " 'Industrials\\n',\n",
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       " 'Real Estate\\n',\n",
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       " 'Industrials',\n",
       " 'Financials\\n',\n",
       " 'Industrials',\n",
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      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sectors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
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      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ciks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "tickers = list(map(lambda s: s.strip(), tickers))\n",
    "securities = list(map(lambda s: s.strip(), securities))\n",
    "sectors = list(map(lambda s: s.strip(), sectors))\n",
    "ciks = list(map(lambda s: s.strip(), ciks))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['AAN',\n",
       " 'AAOI',\n",
       " 'AAON',\n",
       " 'AAT',\n",
       " 'AAWW',\n",
       " 'AAXN',\n",
       " 'ABCB',\n",
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       " 'ABM',\n",
       " 'ACC',\n",
       " 'ACET',\n",
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       " 'ACIW',\n",
       " 'ACLS',\n",
       " 'ACM',\n",
       " 'ACOR',\n",
       " 'ACXM',\n",
       " 'ADC',\n",
       " 'ADNT',\n",
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       " 'AEIS',\n",
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       " 'VAC',\n",
       " 'VAL',\n",
       " 'VC',\n",
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       " 'VG',\n",
       " 'VGR',\n",
       " 'VIAV',\n",
       " 'VICR',\n",
       " 'VIVO',\n",
       " 'VLY',\n",
       " 'VMI',\n",
       " 'VRA',\n",
       " 'VREX',\n",
       " 'VRTS',\n",
       " 'VRTU',\n",
       " 'VRTV',\n",
       " 'VSAT',\n",
       " 'VSH',\n",
       " 'VSI',\n",
       " 'VSM',\n",
       " 'VSTO',\n",
       " 'VVC',\n",
       " 'VVI',\n",
       " 'VVV',\n",
       " 'WAB',\n",
       " 'WABC',\n",
       " 'WAFD',\n",
       " 'WAGE',\n",
       " 'WBS',\n",
       " 'WCG',\n",
       " 'WD',\n",
       " 'WDFC',\n",
       " 'WDR',\n",
       " 'WEN',\n",
       " 'WERN',\n",
       " 'WETF',\n",
       " 'WEX',\n",
       " 'WGO',\n",
       " 'WH',\n",
       " 'WING',\n",
       " 'WIRE',\n",
       " 'WLH',\n",
       " 'WNC',\n",
       " 'WOR',\n",
       " 'WPG',\n",
       " 'WPX',\n",
       " 'WRB',\n",
       " 'WRI',\n",
       " 'WRLD',\n",
       " 'WSM',\n",
       " 'WSO',\n",
       " 'WSR',\n",
       " 'WST',\n",
       " 'WTFC',\n",
       " 'WTR',\n",
       " 'WTS',\n",
       " 'WWD',\n",
       " 'WWE',\n",
       " 'WWW',\n",
       " 'WYND',\n",
       " 'X',\n",
       " 'XOXO',\n",
       " 'XPER',\n",
       " 'Y',\n",
       " 'ZBRA',\n",
       " 'ZEUS',\n",
       " 'ZUMZ']"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tickers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[\"Aaron's Inc.\",\n",
       " 'Applied Optoelect',\n",
       " 'AAON Inc',\n",
       " 'American Assets Trust',\n",
       " 'Atlas Air Worldwide Holdings',\n",
       " 'Axon Inc',\n",
       " 'Ameris Bancorp',\n",
       " 'Asbury Automotive Group Inc',\n",
       " 'ABM Industries Incorporated',\n",
       " 'American Campus Communities',\n",
       " 'Aceto Cp',\n",
       " 'Acadia Healthcare',\n",
       " 'ACI Worldwide',\n",
       " 'Axcelis Tech Inc',\n",
       " 'AECOM',\n",
       " 'Acorda Therapeutics',\n",
       " 'LiveRamp Holdings, Inc (formerly Acxiom)',\n",
       " 'Agree Realty Corp',\n",
       " 'Adient plc',\n",
       " 'Adtran Inc',\n",
       " 'Aegion Corp',\n",
       " 'Advanced Energy',\n",
       " 'American Equity Investment Life',\n",
       " 'American Eagle Outfitters',\n",
       " 'American Financial Group',\n",
       " 'AGCO',\n",
       " 'Agilysys Inc',\n",
       " 'Armada Hoffler Properties Inc',\n",
       " 'Aspen Insurance Holdings Ltd',\n",
       " 'Albany International Corp',\n",
       " 'AAR Corp',\n",
       " 'Applied Industrial Technologies',\n",
       " 'Aerojet Rocketdyne Holdings',\n",
       " 'Acadia Realty Trust',\n",
       " 'Akorn',\n",
       " 'AK Steel Holding Corp',\n",
       " 'ALLETE Inc.',\n",
       " 'Alexander & Baldwin',\n",
       " 'Alamo Group',\n",
       " 'Allegiant Travel Company',\n",
       " 'AlarmCom Hldg Inc',\n",
       " 'Amag Pharmaceuticals',\n",
       " 'Ambac Financial Group',\n",
       " 'AMC Networks',\n",
       " 'Amedisys Inc',\n",
       " 'Amn Healthcare Services Inc',\n",
       " 'Amphastar Pharma',\n",
       " 'Amerisafe Inc',\n",
       " 'Amer Woodmark Corporation',\n",
       " 'AutoNation',\n",
       " 'Andersons Inc',\n",
       " 'Abercrombie & Fitch Company',\n",
       " 'Angiodynamics Inc',\n",
       " 'Anika Therapeutics',\n",
       " 'ANI Pharma Inc',\n",
       " 'American Pub. Edu.',\n",
       " 'Apogee Entrpr Inc',\n",
       " 'Apergy Corp.',\n",
       " 'Arcbest Corp',\n",
       " 'Apollo Commercial Real Estate',\n",
       " 'Archrock Inc',\n",
       " 'Armour Residential R',\n",
       " 'Arris International',\n",
       " 'Arrow Electronics',\n",
       " 'Associated Banc-Corp',\n",
       " 'On Assignment',\n",
       " 'Ashland Inc.',\n",
       " 'Advansix Inc',\n",
       " 'Ascena Retail Grp',\n",
       " 'Assertio Therapeutics, Inc',\n",
       " 'Astec Inds Inc',\n",
       " 'Adtalem Global Education',\n",
       " 'Allegheny Technologies',\n",
       " 'ATN International Inc',\n",
       " 'Atmos Energy',\n",
       " 'AptarGroup Inc',\n",
       " 'Actuant Corporation',\n",
       " 'Avista Corporation',\n",
       " 'AeroVironment Inc',\n",
       " 'American Vanguard Corporation',\n",
       " 'Avanos Medical Inc',\n",
       " 'Avon Products Inc',\n",
       " 'Avnet',\n",
       " 'American States Water Company',\n",
       " 'Anixter International Inc.',\n",
       " 'American Axle & Manufacturing Holdings, Inc.',\n",
       " 'Acuity Brands',\n",
       " 'AZZ Inc.',\n",
       " 'Barnes Group Inc.',\n",
       " 'Natus Medical Incorporated',\n",
       " 'Banc Of California, Inc.',\n",
       " 'Banner Corporation',\n",
       " 'Bed Bath & Beyond',\n",
       " 'Brunswick Corporation',\n",
       " 'Boise Cascade Company',\n",
       " 'Bonanza Creek Energy, Inc.',\n",
       " \"Brink's Company (The)\",\n",
       " 'Blucora, Inc.',\n",
       " 'Balchem Corporation',\n",
       " 'Belden Inc',\n",
       " 'BioTelemetry, Inc.',\n",
       " 'Belmond Ltd.',\n",
       " 'Bel Fuse Inc.',\n",
       " 'Saul Centers, Inc.',\n",
       " 'Big 5 Sporting Goods Corp',\n",
       " 'Briggs & Stratton Corporation',\n",
       " 'B&G Foods, Inc.',\n",
       " 'Benchmark Electronics, Inc.',\n",
       " 'Berkshire Hills Bancorp, Inc.',\n",
       " \"Sotheby's\",\n",
       " 'Big Lots',\n",
       " 'Bio-Rad Laboratories',\n",
       " \"BJ's Restaurants, Inc.\",\n",
       " 'The Buckle, Inc.',\n",
       " 'Black Hills Corporation',\n",
       " 'Barnes & Noble, Inc.',\n",
       " 'TopBuild Corp.',\n",
       " 'Blackbaud',\n",
       " 'Badger Meter, Inc.',\n",
       " 'Bemis Company',\n",
       " 'Barnes & Noble Education, Inc.',\n",
       " 'Axos Financial, Inc.',\n",
       " 'Bank of Hawaii',\n",
       " 'Boston Private Financial Holdings, Inc.',\n",
       " 'Brady Corporation',\n",
       " 'Brookline Bancorp, Inc.',\n",
       " 'Brooks Automation, Inc.',\n",
       " 'Brown & Brown',\n",
       " 'Bristow Group Inc.',\n",
       " 'BancorpSouth',\n",
       " 'Boyd Gaming',\n",
       " 'Cable One Inc',\n",
       " 'CACI International Inc',\n",
       " 'Cheesecake Factory Inc',\n",
       " 'Caleres, Inc.',\n",
       " 'Cal-Maine Foods, Inc.',\n",
       " 'CalAmp Corp.',\n",
       " 'Avis Budget Group',\n",
       " 'Cars.com Inc',\n",
       " 'Meta Financial Group, Inc.',\n",
       " \"Casey's General Stores\",\n",
       " 'Cardtronics plc',\n",
       " 'The Cato Corporation',\n",
       " 'Cathay General Bancorp',\n",
       " 'Cincinnati Bell Inc.',\n",
       " 'CBL & Associates Properties, Inc',\n",
       " 'Cambrex Corporation',\n",
       " 'Cracker Barrel',\n",
       " 'Commerce Bancshares',\n",
       " 'Cabot Corp',\n",
       " 'Community Bank System, Inc.',\n",
       " 'Chemours',\n",
       " 'Cabot Microelectronics Corporation',\n",
       " 'Cogent Communications Holdings, Inc.',\n",
       " 'Cross Country Healthcare, Inc.',\n",
       " 'CDK Global Inc',\n",
       " 'Cedar Realty Trust, Inc.',\n",
       " 'Career Education Corporation',\n",
       " 'CONSOL Energy Inc.',\n",
       " 'Central Garden & Pet Company',\n",
       " 'Central Garden & Pet Company',\n",
       " 'Century Aluminum Company',\n",
       " 'CEVA, Inc.',\n",
       " 'Cullen/Frost Bankers Inc',\n",
       " 'Cognex Corporation',\n",
       " 'City Holding Company',\n",
       " 'Community Healthcare Trust Incorporated',\n",
       " 'Churchill Downs Inc',\n",
       " 'Chemed Corp.',\n",
       " 'Chesapeake Energy',\n",
       " \"Chico's FAS, Inc.\",\n",
       " 'Chesapeake Lodging Trust',\n",
       " \"Chuy's Holdings, Inc.\",\n",
       " 'Ciena Corp',\n",
       " 'CIRCOR International, Inc.',\n",
       " 'C&J Energy Services, Inc.',\n",
       " 'SEACOR Holdings Inc.',\n",
       " 'Core Laboratories',\n",
       " 'Cloud Peak Energy Inc.',\n",
       " 'Chatham Lodging Trust',\n",
       " 'CoreLogic',\n",
       " 'Clean Harbors Inc',\n",
       " 'Mack-Cali Realty Corporation',\n",
       " 'Clearwater Paper Corporation',\n",
       " 'Commercial Metals Company',\n",
       " 'Cantel Medical Corporation',\n",
       " 'Capstead Mortgage Corporation',\n",
       " 'Compass Minerals International Inc.',\n",
       " 'Comtech Telecommunications Corp.',\n",
       " 'Cinemark Holdings Inc',\n",
       " 'CONMED Corporation',\n",
       " 'CNO Financial Group',\n",
       " 'Consolidated Communications Holdings, Inc.',\n",
       " 'CNX Resources Corp',\n",
       " 'Coherent, Inc.',\n",
       " 'Cohu, Inc.',\n",
       " 'Coca-Cola Bottling Co. Consolidated',\n",
       " 'Columbia Banking System, Inc.',\n",
       " 'CyrusOne',\n",
       " 'CoreSite Realty',\n",
       " 'Core-Mark Holding Company, Inc.',\n",
       " 'Corcept Therapeutics Incorporated',\n",
       " 'Callon Petroleum',\n",
       " 'Central Pacific Financial Corp.',\n",
       " 'Cooper-Standard Holdings Inc.',\n",
       " 'Computer Programs and Systems, Inc.',\n",
       " 'Camden Property Trust',\n",
       " 'Crane Co.',\n",
       " 'Cray Inc.',\n",
       " 'Cree Inc',\n",
       " \"Carter's, Inc.\",\n",
       " 'Charles River Laboratories',\n",
       " 'Crocs, Inc.',\n",
       " 'CARBO Ceramics Inc.',\n",
       " 'Carpenter Technology',\n",
       " 'Cirrus Logic Inc',\n",
       " 'CorVel Corporation',\n",
       " 'CryoLife, Inc.',\n",
       " 'Carrizo Oil & Gas, Inc.',\n",
       " 'CSG Systems International, Inc.',\n",
       " 'Carlisle Companies Inc.',\n",
       " 'Cooper Tire & Rubber Company',\n",
       " 'Catalent Inc',\n",
       " 'CareTrust REIT, Inc.',\n",
       " 'Control4 Corporation',\n",
       " 'CTS Corporation',\n",
       " 'Cubic Corporation',\n",
       " 'Customers Bancorp, Inc.',\n",
       " 'Cutera, Inc.',\n",
       " 'Cousins Properties Inc',\n",
       " 'CVB Financial Corp.',\n",
       " 'Cavco Industries, Inc.',\n",
       " 'Convergys Corp',\n",
       " 'Calavo Growers, Inc.',\n",
       " 'CommVault Systems',\n",
       " 'Curtiss-Wright Corp',\n",
       " 'California Water Service Group',\n",
       " 'CoreCivic',\n",
       " 'Cypress Semiconductor Corp',\n",
       " 'Community Health Systems, Inc.',\n",
       " 'Cytokinetics, Incorporated',\n",
       " 'Daktronics, Inc.',\n",
       " 'Dana Incorporated',\n",
       " 'Darling Ingredients Inc.',\n",
       " 'Diebold Nixdorf, Incorporated',\n",
       " 'Donaldson Co',\n",
       " 'Dime Community Bancshares, Inc.',\n",
       " '3D Systems Corporation',\n",
       " \"Dillard's Inc\",\n",
       " 'Easterly Government Properties, Inc.',\n",
       " 'Deckers Outdoor Corporation',\n",
       " 'Douglas Emmett, Inc.',\n",
       " 'Dean Foods Company',\n",
       " 'Donnelley Financial Solutions, Inc.',\n",
       " 'Digi International Inc.',\n",
       " 'Dine Brands Global, Inc.',\n",
       " 'Diodes Incorporated',\n",
       " \"Dick's Sporting Goods Inc\",\n",
       " 'Delphi Technologies PLC',\n",
       " 'Deluxe Corporation',\n",
       " 'Dun & Bradstreet Corp',\n",
       " \"Dunkin' Brands Group Inc\",\n",
       " 'NOW Inc',\n",
       " 'Denbury Resources Inc.',\n",
       " 'Diamond Offshore Drilling',\n",
       " 'Dorman Products, Inc.',\n",
       " 'Diplomat Pharmacy, Inc.',\n",
       " \"Domino's Pizza Inc\",\n",
       " 'DiamondRock Hospitality Company',\n",
       " 'Dril-Quip',\n",
       " 'DSP Group, Inc.',\n",
       " 'DSW Inc.',\n",
       " 'DXP Enterprises, Inc.',\n",
       " 'Dycom Industries Inc',\n",
       " 'Brinker International Inc',\n",
       " 'Ebix, Inc.',\n",
       " 'Emergent BioSolutions Inc.',\n",
       " 'Echo Global Logistics, Inc.',\n",
       " 'US Ecology, Inc.',\n",
       " 'Encore Capital Group, Inc.',\n",
       " 'Education Realty Trust Inc.',\n",
       " 'El Paso Electric Company',\n",
       " 'Electronics for Imaging, Inc.',\n",
       " '8x8, Inc.',\n",
       " 'Engility Holdings, Inc.',\n",
       " 'Energen',\n",
       " 'NIC Inc.',\n",
       " 'EastGroup Properties, Inc.',\n",
       " 'Eagle Pharmaceuticals, Inc.',\n",
       " 'Encompass Health Corp.',\n",
       " 'eHealth, Inc.',\n",
       " 'Employers Holdings, Inc.',\n",
       " 'Callaway Golf Company',\n",
       " 'Emcor',\n",
       " 'Endo International plc',\n",
       " 'Energizer Holdings Inc',\n",
       " 'EnerSys',\n",
       " 'The Ensign Group, Inc.',\n",
       " 'Enanta Pharmaceuticals, Inc.',\n",
       " 'Enova International, Inc.',\n",
       " 'Bottomline Technologies (de), Inc.',\n",
       " 'Edgewell Personal Care Company',\n",
       " 'EPR Properties',\n",
       " 'Era Group Inc.',\n",
       " 'Eldorado Resorts, Inc.',\n",
       " 'ESCO Technologies Inc.',\n",
       " 'Electro Scientific Industries, Inc.',\n",
       " 'Esterline Technologies',\n",
       " 'Essendant Inc.',\n",
       " 'Ethan Allen Interiors Inc.',\n",
       " 'Eaton Vance Corp',\n",
       " 'Evercore',\n",
       " 'EVERTEC, Inc.',\n",
       " 'East West Bancorp Inc',\n",
       " 'Exelixis',\n",
       " 'ExlService Holdings, Inc.',\n",
       " 'Eagle Materials Inc',\n",
       " 'Exponent, Inc.',\n",
       " 'Express, Inc.',\n",
       " 'Exterran Corporation',\n",
       " 'Extreme Networks, Inc.',\n",
       " 'EZCORP, Inc.',\n",
       " 'First American Financial Corp',\n",
       " 'FARO Technologies, Inc.',\n",
       " 'First BanCorp',\n",
       " 'First Commonwealth Financial Corporation',\n",
       " 'FirstCash, Inc.',\n",
       " 'FTI Consulting, Inc.',\n",
       " 'Four Corners Property Trust, Inc.',\n",
       " 'FactSet Research Systems Inc',\n",
       " 'Franklin Electric Co., Inc.',\n",
       " 'FutureFuel Corp.',\n",
       " 'First Financial Bancorp.',\n",
       " 'First Financial Bankshares, Inc.',\n",
       " 'First Horizon National Corp',\n",
       " 'Fair Isaac Corporation',\n",
       " 'Federated Investors',\n",
       " 'Five Below',\n",
       " 'Comfort Systems USA, Inc.',\n",
       " 'Flowers Foods Inc.',\n",
       " 'SPX FLOW, Inc.',\n",
       " 'First Midwest Bancorp, Inc.',\n",
       " 'Fabrinet',\n",
       " 'First Industrial Realty Trust',\n",
       " 'FNB Corporation',\n",
       " 'Finisar Corporation',\n",
       " 'FormFactor, Inc.',\n",
       " 'Forrester Research, Inc.',\n",
       " 'Fossil Group, Inc.',\n",
       " 'Fox Factory Holding Corp.',\n",
       " 'First Industrial Realty Trust, Inc.',\n",
       " \"Francesca's Holdings Corporation\",\n",
       " 'Fiesta Restaurant Group, Inc.',\n",
       " 'Franklin Financial Network, Inc.',\n",
       " 'First Solar',\n",
       " 'Franklin Street Properties Corp.',\n",
       " 'Federal Signal Corporation',\n",
       " 'FTD Companies, Inc.',\n",
       " 'Flotek Industries, Inc.',\n",
       " 'Fortinet',\n",
       " 'Frontier Communications Corporation',\n",
       " 'H.B. Fuller Company',\n",
       " 'Fulton Financial Corporation',\n",
       " 'Forward Air Corporation',\n",
       " 'GATX Corp.',\n",
       " 'Glacier Bancorp, Inc.',\n",
       " 'The Greenbrier Companies, Inc.',\n",
       " 'Gannett Co., Inc.',\n",
       " 'Genesco Inc.',\n",
       " 'Green Dot Corporation',\n",
       " 'Greif, Inc.',\n",
       " 'GEO Group Inc.',\n",
       " 'Geospace Technologies Corporation',\n",
       " 'Guess?, Inc.',\n",
       " 'Griffon Corporation',\n",
       " 'Graco Inc.',\n",
       " 'Graham Holdings Company',\n",
       " 'Greenhill & Co., Inc.',\n",
       " 'Gulf Island Fabrication, Inc.',\n",
       " 'G-III Apparel Group, Ltd.',\n",
       " 'P. H. Glatfelter Company',\n",
       " 'GameStop Corp.',\n",
       " 'Globus Medical Inc.',\n",
       " 'Green Bancorp, Inc.',\n",
       " 'Global Net Lease, Inc.',\n",
       " 'Gentex Corp',\n",
       " 'Genworth Financial',\n",
       " 'Government Properties Income Trust',\n",
       " 'Group 1 Automotive, Inc.',\n",
       " 'Gulfport Energy Corp',\n",
       " 'Green Plains Inc.',\n",
       " 'Chart Industries, Inc.',\n",
       " 'Getty Realty Corp.',\n",
       " 'Granite Construction Inc.',\n",
       " 'Great Western Bancorp, Inc.',\n",
       " 'Genesee & Wyoming',\n",
       " 'Hawaiian Holdings, Inc.',\n",
       " 'Haemonetics',\n",
       " 'Hanmi Financial Corporation',\n",
       " 'Hain Celestial Group',\n",
       " 'Haynes International, Inc.',\n",
       " 'Hancock Holding Company',\n",
       " 'HCI Group, Inc.',\n",
       " 'Healthcare Services Group',\n",
       " 'Hawaiian Electric Industries',\n",
       " 'Helen of Troy Limited',\n",
       " 'Heritage Financial Corporation',\n",
       " 'Hillenbrand, Inc.',\n",
       " 'Hibbett Sports, Inc.',\n",
       " 'Highwoods Properties',\n",
       " 'Harmonic Inc.',\n",
       " 'Helix Energy Solutions Group, Inc.',\n",
       " 'Horace Mann Educators Corporation',\n",
       " 'HomeStreet, Inc.',\n",
       " 'HMS Holdings Corp.',\n",
       " 'HNI Corporation',\n",
       " 'Home BancShares Inc',\n",
       " 'Hope Bancorp, Inc.',\n",
       " 'HighPoint Resources Corporation',\n",
       " 'Hospitality Properties Trust',\n",
       " 'HealthEquity, Inc.',\n",
       " 'Healthcare Realty Trust',\n",
       " 'Hill-Rom Holdings Inc.',\n",
       " 'Harsco Corporation',\n",
       " 'Heidrick & Struggles International, Inc.',\n",
       " 'Heska Corporation',\n",
       " 'HealthStream, Inc.',\n",
       " 'Hersha Hospitality Trust',\n",
       " 'Heartland Express, Inc.',\n",
       " 'Hubbell Incorporated',\n",
       " 'Hub Group, Inc.',\n",
       " 'Haverty Furniture Companies, Inc.',\n",
       " 'Hancock Whitney Corporation',\n",
       " 'Hawkins, Inc.',\n",
       " 'Halyard Health',\n",
       " 'MarineMax, Inc.',\n",
       " 'Integra Lifesciences Holdings',\n",
       " 'Interactive Brokers',\n",
       " 'Intl Bancshares Corp',\n",
       " 'Installed Building Products, Inc.',\n",
       " 'ICU Medical',\n",
       " 'Idacorp Inc.',\n",
       " 'InterDigital Inc.',\n",
       " 'Integrated Device Technology',\n",
       " 'IDEX Corp',\n",
       " 'Insteel Industries, Inc.',\n",
       " 'II-VI Incorporated',\n",
       " 'ILG, Inc.',\n",
       " 'Independent Bank Corp.',\n",
       " 'Inogen, Inc.',\n",
       " 'Ingredion Inc',\n",
       " 'Summit Hotel Properties, Inc.',\n",
       " 'World Fuel Services Corp',\n",
       " 'INTL FCStone Inc.',\n",
       " 'Innoviva, Inc.',\n",
       " 'Innospec Inc.',\n",
       " 'Inter Parfums, Inc.',\n",
       " 'Innophos Holdings, Inc.',\n",
       " 'iRobot Corporation',\n",
       " 'Iridium Communications Inc.',\n",
       " 'Independence Realty Trust, Inc.',\n",
       " 'International Speedway Corporation',\n",
       " 'Investment Technology Group, Inc.',\n",
       " 'Integer Holdings Corporation',\n",
       " 'Itron, Inc.',\n",
       " 'ITT Inc',\n",
       " 'Invacare Corporation',\n",
       " 'Invesco Mortgage Capital Inc.',\n",
       " 'Jack in the Box Inc.',\n",
       " 'JBG Smith Properties',\n",
       " 'Jabil Circuit Inc',\n",
       " 'Janus Henderson',\n",
       " 'JetBlue Airways Corp',\n",
       " 'John B. Sanfilippo & Son, Inc.',\n",
       " 'John Bean Technologies Corporation',\n",
       " 'j2 Global Inc.',\n",
       " 'J. C. Penney Company, Inc.',\n",
       " 'Janus Henderson Group plc',\n",
       " 'J&J Snack Foods Corp.',\n",
       " 'Jack Henry & Associates Inc',\n",
       " 'Jones Lang Lasalle Inc',\n",
       " 'James River Group Holdings, Ltd.',\n",
       " 'John Wiley & Sons',\n",
       " 'Kaiser Aluminum Corporation',\n",
       " 'Kaman Corporation',\n",
       " 'KB Home',\n",
       " 'KBR Inc',\n",
       " 'Kelly Services Inc',\n",
       " 'KEMET Corporation',\n",
       " 'Kirby Corporation',\n",
       " 'Keysight Technologies Inc',\n",
       " 'Korn/Ferry International',\n",
       " \"Kirkland's, Inc.\",\n",
       " 'Kulicke and Soffa Industries, Inc.',\n",
       " 'KLX Inc',\n",
       " 'Kemper Corporation',\n",
       " 'Kennametal Inc',\n",
       " 'Knowles Corporation',\n",
       " 'Knight-Swift',\n",
       " 'Koppers Holdings Inc.',\n",
       " 'Kopin Corporation',\n",
       " 'Kraton Corporation',\n",
       " 'Kilroy Realty Corp',\n",
       " 'Kite Realty Group Trust',\n",
       " 'KapStone Paper and Packaging Corporation',\n",
       " 'Quaker Chemical Corporation',\n",
       " 'Multi-Color Corporation',\n",
       " 'Lithia Motors, Inc.',\n",
       " 'Lamar Advertising Company',\n",
       " 'Lancaster Colony Corp',\n",
       " 'Lannett Company, Inc.',\n",
       " 'LCI Industries',\n",
       " 'Lydall, Inc.',\n",
       " 'Leidos Holdings Inc',\n",
       " 'Lincoln Electric Holdings Inc',\n",
       " 'Littelfuse Inc',\n",
       " 'LGI Homes, Inc.',\n",
       " 'Ligand Pharmaceuticals Incorporated',\n",
       " 'LHC Group, Inc.',\n",
       " 'LaSalle Hotel Properties',\n",
       " 'Lennox International Inc',\n",
       " 'Fidelity Southern Corporation',\n",
       " 'Lumentum Holdings',\n",
       " 'LivaNova',\n",
       " 'LSC Communications, Inc.',\n",
       " 'Lumber Liquidators Holdings, Inc.',\n",
       " 'Legg Mason Inc',\n",
       " 'LeMaitre Vascular, Inc.',\n",
       " 'Luminex Corporation',\n",
       " 'Lindsay Corporation',\n",
       " 'Lantheus Holdings, Inc.',\n",
       " 'El Pollo Loco Holdings, Inc.',\n",
       " 'LogMeIn',\n",
       " 'LifePoint Health',\n",
       " 'LivePerson, Inc.',\n",
       " 'Liberty Property Trust',\n",
       " 'Louisiana-Pacific Corp',\n",
       " 'Liquidity Services, Inc.',\n",
       " 'Life Storage Inc',\n",
       " 'Landstar System Inc',\n",
       " 'LTC Properties, Inc.',\n",
       " 'LegacyTexas Financial Group, Inc.',\n",
       " 'Lamb Weston Holdings Inc',\n",
       " 'Lexington Realty Trust',\n",
       " 'LSB Industries, Inc.',\n",
       " 'Live Nation Entertainment',\n",
       " 'La-Z-Boy Incorporated',\n",
       " 'ManpowerGroup',\n",
       " 'Manhattan Associates Inc.',\n",
       " 'ManTech International Corporation',\n",
       " 'Masimo',\n",
       " 'Matthews  International Corporation',\n",
       " 'Matson, Inc.',\n",
       " 'MB Financial Inc.',\n",
       " 'Monarch Casino & Resort, Inc.',\n",
       " 'The Marcus Corporation',\n",
       " 'Mercury General Corp',\n",
       " 'MEDNAX Inc',\n",
       " 'M.D.C. Holdings, Inc.',\n",
       " 'The Medicines Company',\n",
       " 'Meredith Corp',\n",
       " 'McDermott International',\n",
       " 'Allscripts Healthcare Solutions Inc',\n",
       " 'Medidata Solutions',\n",
       " 'MDU Resources Group Inc',\n",
       " 'MiMedx Group, Inc.',\n",
       " 'Medifast, Inc.',\n",
       " 'Methode Electronics, Inc.',\n",
       " 'Magellan Health, Inc.',\n",
       " 'MGP Ingredients, Inc.',\n",
       " 'Maiden Holdings, Ltd.',\n",
       " 'M/I Homes, Inc.',\n",
       " 'The Michaels Companies Inc',\n",
       " 'Mobile Mini, Inc.',\n",
       " 'MKS Instruments',\n",
       " 'MarketAxess Holdings',\n",
       " 'Miller, Herman Inc',\n",
       " 'Mueller Industries, Inc.',\n",
       " 'Maximus Inc',\n",
       " 'Merit Medical Systems, Inc.',\n",
       " 'Mallinckrodt',\n",
       " 'Monro, Inc.',\n",
       " 'Momenta Pharmaceuticals, Inc.',\n",
       " 'Moog Inc.',\n",
       " 'Molina Healthcare Inc',\n",
       " 'Movado Group, Inc.',\n",
       " 'Motorcar Parts of America, Inc.',\n",
       " 'Medical Properties Trust Inc',\n",
       " 'Monolithic Power Systems Inc',\n",
       " 'MSA Safety Inc',\n",
       " 'MSC Industrial Direct A',\n",
       " 'MicroStrategy Incorporated',\n",
       " 'Matador Resources',\n",
       " 'Meritage Homes Corporation',\n",
       " 'Materion Corporation',\n",
       " 'Matrix Service Company',\n",
       " 'MTS Systems Corporation',\n",
       " 'Minerals Technologies Inc',\n",
       " 'Murphy Oil',\n",
       " 'Murphy USA Inc',\n",
       " 'MaxLinear, Inc.',\n",
       " 'Myers Industries, Inc.',\n",
       " 'Myriad Genetics, Inc.',\n",
       " 'MYR Group Inc.',\n",
       " 'Nanometrics Incorporated',\n",
       " 'National Instruments Corp',\n",
       " 'The Navigators Group, Inc.',\n",
       " 'Navient Corp.',\n",
       " 'National Bank Holdings Corporation',\n",
       " 'Nabors Industries Ltd',\n",
       " 'NBT Bancorp Inc.',\n",
       " 'Navigant Consulting, Inc.',\n",
       " 'NCR Corp',\n",
       " 'Nordson Corp',\n",
       " 'Noble Corporation plc',\n",
       " 'Neogen Corporation',\n",
       " 'NewMarket Corporation',\n",
       " 'New Media Investment Group Inc.',\n",
       " 'Northfield Bancorp, Inc. (Staten Island, NY)',\n",
       " 'National Fuel Gas',\n",
       " 'Ingevity Corporation',\n",
       " 'New Jersey Resources',\n",
       " 'Nautilus, Inc.',\n",
       " 'NMI Holdings, Inc.',\n",
       " 'National Retail Properties Inc',\n",
       " 'Neenah, Inc.',\n",
       " 'National Presto Industries, Inc.',\n",
       " 'EnPro Industries, Inc.',\n",
       " 'Newpark Resources, Inc.',\n",
       " 'National Storage Affiliates Trust',\n",
       " 'Insight Enterprises, Inc.',\n",
       " 'Insperity, Inc.',\n",
       " 'NetScout Systems',\n",
       " 'NETGEAR, Inc.',\n",
       " 'Nutrisystem, Inc.',\n",
       " 'Nu Skin Enterprises',\n",
       " 'NuVasive Inc',\n",
       " 'NVR Inc',\n",
       " 'nVent Electric plc',\n",
       " 'Northwest Bancshares, Inc.',\n",
       " 'NorthWestern Corporation',\n",
       " 'Northwest Natural Gas Company',\n",
       " 'Quanex Building Products Corporation',\n",
       " 'New York Community Bancorp Inc',\n",
       " 'New York Mortgage Trust, Inc.',\n",
       " 'New York Times Company',\n",
       " 'Oasis Petroleum',\n",
       " 'Oclaro, Inc.',\n",
       " 'Old Dominion Freight Line',\n",
       " 'Office Depot Inc',\n",
       " 'Corporate Office Properties Trust',\n",
       " 'OFG Bancorp',\n",
       " 'Orthofix Medical Inc.',\n",
       " 'OGE Energy Corp',\n",
       " 'ONE Gas',\n",
       " 'Omega Healthcare Investors',\n",
       " 'Oceaneering Intl Inc',\n",
       " \"Ollie's Bargain Outlet\",\n",
       " 'Olin Corp.',\n",
       " 'Owens-Illinois',\n",
       " 'Oceaneering International, Inc.',\n",
       " 'Oil States International, Inc.',\n",
       " \"Ollie's Bargain Outlet Holdings, Inc.\",\n",
       " 'Olin Corporation',\n",
       " 'Omnicell, Inc.',\n",
       " 'Owens & Minor, Inc.',\n",
       " 'Old National Bancorp',\n",
       " 'Opus Bank',\n",
       " 'Old Republic International',\n",
       " 'Oritani Financial Corp.',\n",
       " 'Orion Group Holdings, Inc.',\n",
       " 'OSI Systems, Inc.',\n",
       " 'Oshkosh Corporation',\n",
       " 'OneSpan Inc.',\n",
       " 'OraSure Technologies, Inc.',\n",
       " 'Oxford Industries, Inc.',\n",
       " 'Bank OZK',\n",
       " 'PacWest Bancorp',\n",
       " 'Phibro Animal Health Corporation',\n",
       " 'Par Pacific Holdings, Inc.',\n",
       " 'Patrick Industries, Inc.',\n",
       " 'Prosperity Bancshares, Inc.',\n",
       " 'PBF Energy Inc',\n",
       " 'Verifone',\n",
       " 'Prosperity Bancshares Inc',\n",
       " 'Prestige Brands Holdings Inc',\n",
       " 'Pitney Bowes',\n",
       " 'Potlatch Corp',\n",
       " 'PDC Energy, Inc.',\n",
       " 'Patterson Companies',\n",
       " 'PDF Solutions, Inc.',\n",
       " 'Pennsylvania Real Estate Investment Trust',\n",
       " 'Penn National Gaming, Inc.',\n",
       " 'Perry Ellis International, Inc.',\n",
       " 'Pioneer Energy Services Corp.',\n",
       " 'PetMed Express, Inc.',\n",
       " 'Preferred Bank',\n",
       " 'Provident Financial Services, Inc.',\n",
       " 'Progenics Pharmaceuticals, Inc.',\n",
       " 'PGT Innovations, Inc.',\n",
       " 'Polaris Industries Inc',\n",
       " 'Piper Jaffray Companies',\n",
       " 'Park Electrochemical Corp.',\n",
       " 'Photronics, Inc.',\n",
       " \"Dave & Buster's Entertainment, Inc.\",\n",
       " \"The Children's Place, Inc.\",\n",
       " 'Plantronics Inc',\n",
       " 'ePlus inc.',\n",
       " 'Plexus Corp.',\n",
       " 'PennyMac Mortgage Investment Trust',\n",
       " 'Pinnacle Financial Partners',\n",
       " 'PNM Resources',\n",
       " 'PolyOne Corp',\n",
       " 'Pool Corp',\n",
       " 'Post Holdings Inc',\n",
       " 'Power Integrations, Inc.',\n",
       " 'Powell Industries, Inc.',\n",
       " 'Pacific Premier Bancorp, Inc.',\n",
       " 'ProAssurance Corporation',\n",
       " 'PRA Group, Inc.',\n",
       " 'PRA Health Sciences',\n",
       " 'Perficient, Inc.',\n",
       " 'Progress Software Corporation',\n",
       " 'Primerica Inc',\n",
       " 'Proto Labs, Inc.',\n",
       " 'The Providence Service Corporation',\n",
       " 'Perspecta Inc.',\n",
       " 'PS Business Parks, Inc.',\n",
       " 'PTC Inc',\n",
       " 'Patterson-UTI Energy',\n",
       " 'ProPetro Holding Corp.',\n",
       " 'Penn Virginia Corporation',\n",
       " 'Papa John’s International Inc',\n",
       " 'QEP Resources Inc',\n",
       " 'Quorum Health Corporation',\n",
       " 'Qualys, Inc.',\n",
       " 'QuinStreet, Inc.',\n",
       " 'Ryder System',\n",
       " 'Raven Industries, Inc.',\n",
       " 'Regal Beloit Corp',\n",
       " 'Rent-A-Center, Inc.',\n",
       " 'Resources Connection, Inc.',\n",
       " 'Renewable Energy Group, Inc.',\n",
       " 'Ring Energy, Inc.',\n",
       " 'REX American Resources Corporation',\n",
       " 'Reinsurance Group of America',\n",
       " 'Repligen Corporation',\n",
       " 'Royal Gold Inc',\n",
       " 'REGENXBIO Inc.',\n",
       " 'Sturm, Ruger & Company, Inc.',\n",
       " 'Regis Corporation',\n",
       " 'RH',\n",
       " 'Transocean',\n",
       " 'RLI Corp.',\n",
       " 'RE/MAX Holdings, Inc.',\n",
       " 'Rambus Inc.',\n",
       " 'RenaissanceRe Holdings Ltd',\n",
       " 'Gibraltar Industries, Inc.',\n",
       " 'Rogers Corporation',\n",
       " 'Retail Opportunity Investments Corp.',\n",
       " 'Rollins Inc.',\n",
       " 'RPM International Inc',\n",
       " 'Ramco-Gershenson Properties Trust',\n",
       " 'Range Resources',\n",
       " 'R.R. Donnelley & Sons Company',\n",
       " 'Red Robin Gourmet Burgers, Inc.',\n",
       " 'Reliance Steel & Aluminum Co.',\n",
       " 'Rudolph Technologies, Inc.',\n",
       " \"Ruth's Hospitality Group, Inc.\",\n",
       " 'Redwood Trust, Inc.',\n",
       " 'Rayonier Advanced Materials Inc.',\n",
       " 'Rayonier Inc',\n",
       " 'Sabre Corp',\n",
       " 'Sanderson Farms',\n",
       " 'Safety Insurance Group, Inc.',\n",
       " 'Sonic Automotive, Inc.',\n",
       " 'Saia, Inc.',\n",
       " 'Science Applications Intl Corp',\n",
       " 'Boston Beer Company',\n",
       " 'Sanmina Corporation',\n",
       " 'Seacoast Banking Corporation of Florida',\n",
       " 'Sally Beauty Holdings Inc',\n",
       " 'Signature Bank',\n",
       " 'Sabra Health Care REIT',\n",
       " 'Southside Bancshares, Inc.',\n",
       " 'Scholastic Corporation',\n",
       " 'Service Corp Intl',\n",
       " 'Stepan Company',\n",
       " 'ScanSource, Inc.',\n",
       " 'Shoe Carnival, Inc.',\n",
       " 'SolarEdge Technologies, Inc.',\n",
       " 'SEI Investments Corp',\n",
       " 'Select Medical Holdings Corporation',\n",
       " 'Seneca Foods Corporation',\n",
       " 'Stifel Financial Corp',\n",
       " 'ServisFirst Bancshares, Inc.',\n",
       " 'Shutterfly, Inc.',\n",
       " 'Sprouts Farmers Market',\n",
       " 'Simmons First National Corporation',\n",
       " 'Scientific Games Corporation',\n",
       " 'Shake Shack Inc.',\n",
       " 'Steven Madden, Ltd.',\n",
       " 'Signet Jewelers',\n",
       " 'Selective Insurance Group, Inc.',\n",
       " 'Six Flags',\n",
       " 'South Jersey Industries, Inc.',\n",
       " 'Tanger Factory Outlet Centers Inc',\n",
       " 'Skechers USA Inc',\n",
       " 'SkyWest, Inc.',\n",
       " 'Silicon Laboratories Inc',\n",
       " 'U.S. Silica Holdings, Inc.',\n",
       " 'Silgan Holdings Inc',\n",
       " 'SLM Corp',\n",
       " 'SM Energy Co',\n",
       " 'Scotts Miracle-Gro Company',\n",
       " 'Standard Motor Products, Inc.',\n",
       " 'Semtech Corporation',\n",
       " 'Sleep Number Corporation',\n",
       " 'Senior Housing Properties Trust',\n",
       " 'Synovus Financial Corp (GA)',\n",
       " 'SYNNEX Corporation',\n",
       " 'Sonoco Products Co',\n",
       " 'Sonic Corp.',\n",
       " 'Superior Energy Services Inc',\n",
       " 'Spok Holdings, Inc.',\n",
       " 'Spectrum Pharmaceuticals, Inc.',\n",
       " 'SPS Commerce, Inc.',\n",
       " 'SpartanNash Company',\n",
       " 'SPX Corporation',\n",
       " 'Spire Inc.',\n",
       " 'SRC Energy Inc.',\n",
       " 'Surmodics, Inc.',\n",
       " 'Simpson Manufacturing Co., Inc.',\n",
       " 'The E.W. Scripps Company',\n",
       " 'Shutterstock, Inc.',\n",
       " 'iStar Inc.',\n",
       " 'S&T Bancorp, Inc.',\n",
       " 'Stewart Information Services Corporation',\n",
       " 'STERIS plc',\n",
       " 'Sterling Bancorp',\n",
       " 'Steel Dynamics Inc',\n",
       " 'Stamps.com Inc.',\n",
       " 'Strategic Education, Inc.',\n",
       " 'Superior Industries International, Inc.',\n",
       " 'Supernus Pharmaceuticals, Inc.',\n",
       " 'SUPERVALU INC.',\n",
       " 'Schweitzer-Mauduit International, Inc.',\n",
       " 'Southwestern Energy Co.',\n",
       " 'Southwest Gas Corp',\n",
       " 'SunCoke Energy, Inc.',\n",
       " 'Standex International Corporation',\n",
       " 'Sensient Technologies Corp',\n",
       " 'Sykes Enterprises, Incorporated',\n",
       " 'Synaptics',\n",
       " 'Syneos Health',\n",
       " 'TrueBlue, Inc.',\n",
       " 'TCF Financial Corp (MN)',\n",
       " 'Texas Capital Bancshares',\n",
       " 'TCF Financial Corporation',\n",
       " 'Taubman Centers',\n",
       " 'Teradata',\n",
       " 'Telephone & Data Systems Inc',\n",
       " 'Teledyne Technologies Inc',\n",
       " 'Tech Data Corp',\n",
       " 'Bio-Techne',\n",
       " 'Teradyne',\n",
       " 'Terex Corp',\n",
       " 'Teleflex Inc',\n",
       " 'Tredegar Corporation',\n",
       " 'Triumph Group, Inc.',\n",
       " 'Tegna, Inc.',\n",
       " 'Tenet Healthcare Corp',\n",
       " 'Hanover Insurance Group Inc',\n",
       " 'Thor Industries Inc',\n",
       " 'Gentherm Incorporated',\n",
       " 'TreeHouse Foods',\n",
       " 'Interface, Inc.',\n",
       " 'Team, Inc.',\n",
       " 'TiVo Corporation',\n",
       " 'Timken Co',\n",
       " 'Tailored Brands, Inc.',\n",
       " 'Tompkins Financial Corporation',\n",
       " 'TimkenSteel Corporation',\n",
       " 'Toll Brothers Inc',\n",
       " 'TRI Pointe Group',\n",
       " 'Third Point Reinsurance Ltd.',\n",
       " 'Tempur Sealy International',\n",
       " 'Tootsie Roll Industries Inc',\n",
       " 'LendingTree',\n",
       " 'Trex Company, Inc.',\n",
       " 'Trimble Inc',\n",
       " 'Trustmark Corp (MS)',\n",
       " 'Trinity Industries Inc',\n",
       " 'TrustCo Bank Corp NY',\n",
       " 'Toro Company',\n",
       " 'TTEC Holdings, Inc.',\n",
       " 'Tetra Tech, Inc.',\n",
       " 'TETRA Technologies, Inc.',\n",
       " 'TTM Technologies, Inc.',\n",
       " 'Tile Shop Holdings, Inc.',\n",
       " 'Tupperware Corp',\n",
       " 'Travelport Worldwide Limited',\n",
       " 'Tivity Health, Inc.',\n",
       " 'Titan International, Inc.',\n",
       " 'Texas Roadhouse',\n",
       " 'Tyler Technologies',\n",
       " 'Monotype Imaging Holdings Inc.',\n",
       " 'Urstadt Biddle Properties Inc.',\n",
       " 'United Bankshares Inc',\n",
       " 'United Community Banks, Inc.',\n",
       " 'Ultra Clean Holdings, Inc.',\n",
       " 'Urban Edge Properties',\n",
       " 'Universal Electronics Inc.',\n",
       " 'United Fire Group, Inc.',\n",
       " 'Unifi, Inc.',\n",
       " 'Universal Forest Products, Inc.',\n",
       " 'Domtar Corp',\n",
       " 'UGI Corp',\n",
       " 'Universal Health Realty Income Trust',\n",
       " 'United Insurance Holdings Corp.',\n",
       " 'Ultimate Software Group Inc',\n",
       " 'UMB Financial Corp.',\n",
       " 'Umpqua Holdings Corporation',\n",
       " 'UniFirst Corporation',\n",
       " 'United Natural Foods Inc',\n",
       " 'Uniti Group',\n",
       " 'Unit Corporation',\n",
       " 'Urban Outfitters',\n",
       " 'U.S. Concrete, Inc.',\n",
       " 'U.S. Physical Therapy, Inc.',\n",
       " 'United Therapeutics Corp',\n",
       " 'Universal Insurance Holdings, Inc.',\n",
       " 'Universal Corporation',\n",
       " 'Marriott Vacations Worldwide Corporation',\n",
       " 'Valaris plc',\n",
       " 'Visteon',\n",
       " 'Veeco Instruments Inc.',\n",
       " 'Vonage Holdings Corp.',\n",
       " 'Vector Group',\n",
       " 'Viavi Solutions Inc.',\n",
       " 'Vicor Corporation',\n",
       " 'Meridian Bioscience, Inc.',\n",
       " 'Valley National Bancorp',\n",
       " 'Valmont Industries Inc',\n",
       " 'Vera Bradley, Inc.',\n",
       " 'Varex Imaging Corporation',\n",
       " 'Virtus Investment Partners, Inc.',\n",
       " 'Virtusa Corporation',\n",
       " 'Veritiv Corporation',\n",
       " 'ViaSat Inc',\n",
       " 'Vishay Intertechnology Inc',\n",
       " 'Vitamin Shoppe, Inc.',\n",
       " 'Versum Materials Inc',\n",
       " 'Vista Outdoor Inc.',\n",
       " 'Vectren Corp',\n",
       " 'Viad Corp',\n",
       " 'Valvoline Inc',\n",
       " 'Wabtec',\n",
       " 'Westamerica Bancorporation',\n",
       " 'Washington Federal Inc.',\n",
       " 'WageWorks, Inc.',\n",
       " 'Webster Financial Corp (CT)',\n",
       " 'Wellcare Health Plans Inc',\n",
       " 'Walker & Dunlop, Inc.',\n",
       " 'WD-40 Company',\n",
       " 'Waddell & Reed Financial, Inc.',\n",
       " \"Wendy's Company\",\n",
       " 'Werner Enterprises Inc',\n",
       " 'WisdomTree Investments, Inc.',\n",
       " 'WEX Inc.',\n",
       " 'Winnebago Industries, Inc.',\n",
       " 'Wyndham Hotels & Resorts, Inc.',\n",
       " 'Wingstop Inc.',\n",
       " 'Encore Wire Corporation',\n",
       " 'William Lyon Homes',\n",
       " 'Wabash National Corporation',\n",
       " 'Worthington Industries',\n",
       " 'Washington Prime Group Inc.',\n",
       " 'WPX Energy',\n",
       " 'W.R. Berkley Corp',\n",
       " 'Weingarten Realty Investors',\n",
       " 'World Acceptance Corporation',\n",
       " 'Williams-Sonoma, Inc.',\n",
       " 'Watsco Inc',\n",
       " 'Whitestone REIT',\n",
       " 'West Pharmaceutical Services',\n",
       " 'Wintrust Financial Corp',\n",
       " 'Aqua America',\n",
       " 'Watts Water Technologies, Inc.',\n",
       " 'Woodward Inc',\n",
       " 'World Wrestling Entertainment',\n",
       " 'Wolverine World Wide, Inc.',\n",
       " 'Wyndham Destinations',\n",
       " 'United States Steel Corporation',\n",
       " 'XO Group Inc.',\n",
       " 'Xperi Corporation',\n",
       " 'Alleghany Corporation',\n",
       " 'Zebra Technologies Corp',\n",
       " 'Olympic Steel, Inc.',\n",
       " 'Zumiez Inc.']"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "securities"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "['Consumer Discretionary',\n",
       " 'Information Technology',\n",
       " 'Industrials',\n",
       " 'Real Estate',\n",
       " 'Industrials',\n",
       " 'Industrials',\n",
       " 'Financials',\n",
       " 'Customer Discretionary',\n",
       " 'Industrials',\n",
       " 'Real Estate',\n",
       " 'Health Care',\n",
       " 'Health Care',\n",
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       " 'Energy',\n",
       " 'Financials',\n",
       " 'Financials',\n",
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     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
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  },
  {
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   "execution_count": 13,
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       " '',\n",
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       " '0001318008']"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ciks"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step 5: Creating a Pandas DataFrame from our list of S&P 1000 companies"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ticker</th>\n",
       "      <th>security</th>\n",
       "      <th>sector</th>\n",
       "      <th>cik</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>AAN</td>\n",
       "      <td>Aaron's Inc.</td>\n",
       "      <td>Consumer Discretionary</td>\n",
       "      <td>0000706688</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>AAOI</td>\n",
       "      <td>Applied Optoelect</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>0001158114</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>AAON</td>\n",
       "      <td>AAON Inc</td>\n",
       "      <td>Industrials</td>\n",
       "      <td>0000824142</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>AAT</td>\n",
       "      <td>American Assets Trust</td>\n",
       "      <td>Real Estate</td>\n",
       "      <td>0001500217</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>AAWW</td>\n",
       "      <td>Atlas Air Worldwide Holdings</td>\n",
       "      <td>Industrials</td>\n",
       "      <td>0001135185</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  ticker                      security                  sector         cik\n",
       "0    AAN                  Aaron's Inc.  Consumer Discretionary  0000706688\n",
       "1   AAOI             Applied Optoelect  Information Technology  0001158114\n",
       "2   AAON                      AAON Inc             Industrials  0000824142\n",
       "3    AAT         American Assets Trust             Real Estate  0001500217\n",
       "4   AAWW  Atlas Air Worldwide Holdings             Industrials  0001135185"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create a DataFrame from our lists\n",
    "df = pd.DataFrame({\n",
    "    'ticker': tickers,\n",
    "    'security': securities,\n",
    "    'sector': sectors,\n",
    "    'cik': ciks\n",
    "    \n",
    "})\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step 6: Export to csv"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Note**: Don't export the index column from our DataFrame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Export to csv\n",
    "df.to_csv('../data/sp1000.csv', index=False)"
   ]
  }
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