Stock Network.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import networkx as nx\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Parse Raw Data\n",
    "Raw data format:\n",
    "StockName tab FocusedStock tab otherStock"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " Volume in drive C is Systems\n",
      " Volume Serial Number is 6071-AB08\n",
      "\n",
      " Directory of C:\\Users\\Anakin\\Documents\\StockNetwork\n",
      "\n",
      "08/04/2017  09:58 PM    <DIR>          .\n",
      "08/04/2017  09:58 PM    <DIR>          ..\n",
      "08/04/2017  09:58 PM    <DIR>          .ipynb_checkpoints\n",
      "08/02/2017  08:00 PM           176,726 Russel 3000 stock 2.xlsx\n",
      "08/04/2017  09:37 PM    <DIR>          russel_3000\n",
      "08/02/2017  08:00 PM        16,961,741 russel_3000.zip\n",
      "08/04/2017  09:58 PM                72 Stock Network.ipynb\n",
      "               3 File(s)     17,138,539 bytes\n",
      "               4 Dir(s)  175,110,320,128 bytes free\n"
     ]
    }
   ],
   "source": [
    "ls"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "testfile = \"./russel_3000/russel_10000.txt\"\n",
    "# read all content as string and split it by line break,\\n\n",
    "rawdata = open(testfile).read().split(\"\\n\") "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "rawdata2 = [i.split(\"\\t\") for i in rawdata]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[['ETF1', 'XLY', 'XLP', 'XLI', 'XLB', 'XLV', 'XLK'],\n",
       " ['ETF2', 'XLP', 'XLY', 'XLI', 'XLB', 'XLV', 'XLU'],\n",
       " ['ETF3', 'XLE', 'XLF', 'XLV', 'XLK', 'XLU', 'XLB'],\n",
       " ['ETF4', 'XLF', 'XLK', 'XLE', 'XLV', 'XLI', 'XLB'],\n",
       " ['ETF5', 'XLV', 'XLP', 'XLY', 'XLI', 'XLK', 'XLB'],\n",
       " ['ETF6', 'XLI', 'XLB', 'XLY', 'XLP', 'XLV', 'XLK'],\n",
       " ['ETF7', 'XLB', 'XLI', 'XLY', 'XLP', 'XLU', 'XLV'],\n",
       " ['ETF8', 'XLRE', 'XLFS', 'XLY', 'XLI', 'XLP', 'XLB'],\n",
       " ['ETF9', 'XLK', 'XLI', 'XLV', 'XLY', 'XLP', 'XLB'],\n",
       " ['ETF10', 'XLU', 'XLP', 'XLB', 'XLI', 'XLY', 'XLV'],\n",
       " ['1-800 FLOWERS COM', 'FLWS', 'ABTL', 'STMP', 'OSTK', 'FTD', 'NILE'],\n",
       " ['1ST SOURCE CORP', 'SRCE', 'THFF', 'CTBI', 'LKFN', 'BANF', 'STBA'],\n",
       " ['21ST CENTURY FOX CL A', 'FOXA', 'NWSA', 'DISCA', 'VIAB', 'LBTYA', 'CBS'],\n",
       " ['21ST CENTURY FOX CL B', 'FOX', 'NWS', 'VIA', 'TWX', 'DIS', 'FOXA'],\n",
       " ['2U INC', 'TWOU', 'ZEN', 'PCTY', 'HUBS', 'QTWO', 'PAYC'],\n",
       " ['3D SYSTEMS CORP', 'DDD', 'SSYS', 'XONE', 'ONVO', 'VJET', 'SCTY'],\n",
       " ['3M CO', 'MMM', 'UTX', 'PG', 'DD', 'JNJ', 'CAT'],\n",
       " ['8X8 INC NEW', 'EGHT', 'SONS', 'SCON', 'VG', 'EVOL', 'INSM'],\n",
       " ['A V HOMES INC', 'AVHI', 'ATLO', 'SENEA', 'ADUS', 'ANCX', 'BMTC'],\n",
       " ['A10 NETWORKS INC', 'ATEN', 'HIVE', 'AMBR', 'GIMO', 'CUDA', 'IMPV'],\n",
       " ['AAC HOLDINGS INC', 'AAC', 'AFA', 'AEB', 'AIF', 'AFH', 'AEH'],\n",
       " ['AAON INC', 'AAON', 'ABCB', 'APOG', 'ACET', 'ABCO', 'AIMC'],\n",
       " ['AAR CORP', 'AIR', 'ESL', 'TGI', 'CW', 'BEAV', 'HEI'],\n",
       " ['AARONS INC', 'AAN', 'RCII', 'ATR', 'ABM', 'AEL', 'AHL'],\n",
       " ['ABAXIS INC', 'ABAX', 'VIVO', 'ABMD', 'AIRM', 'AAON', 'NEOG'],\n",
       " ['ABBOTT LABORATORIES', 'ABT', 'ABBV', 'BMY', 'LLY', 'JNJ', 'MRK'],\n",
       " ['ABBVIE INC', 'ABBV', 'ABT', 'GILD', 'CELG', 'BMY', 'BIIB'],\n",
       " ['ABEONA THERAPEUTICS INC', 'ABEO', 'PIRS', 'AKBA', 'AKAO', 'AGTC', 'AFMD'],\n",
       " ['ABERCROMBIE & FITCH', 'ANF', 'AEO', 'GPS', 'URBN', 'JWN', 'COH'],\n",
       " ['ABIOMED INC', 'ABMD', 'ABAX', 'ALGN', 'NUVA', 'EW', 'ANGO'],\n",
       " ['ABM INDUSTRIES INC', 'ABM', 'BRC', 'CLC', 'FUL', 'AWR', 'BKH'],\n",
       " ['ABRAXAS PETE CORP', 'AXAS', 'TPLM', 'GST', 'AREX', 'NOG', 'SSN'],\n",
       " ['ACACIA COMMUNICATIONS', 'ACIA', 'TWLO', 'LITE', 'AAOI', 'OCLR', 'PI'],\n",
       " ['ACACIA RESEARCH CORP', 'ACTG', 'CBMX', 'ABCO', 'AAON', 'ACIW', 'ACET'],\n",
       " ['ACADIA HEALTHCARE CO', 'ACHC', 'AMSG', 'ADUS', 'EVHC', 'BNFT', 'AKRX'],\n",
       " ['ACADIA PHARMACEUTICALS', 'ACAD', 'SRPT', 'CLDX', 'ALNY', 'CLVS', 'ACHN'],\n",
       " ['ACADIA REALTY TRUST', 'AKR', 'BFS', 'RPT', 'EQY', 'REG', 'CDR'],\n",
       " ['ACCELERATE DIAGNOSTICS', 'AXDX', 'GKOS', 'GNMK', 'XLRN', 'ATRC', 'AVHI'],\n",
       " ['ACCELERON PHARMA INC', 'XLRN', 'EPZM', 'MGNX', 'AGIO', 'OMED', 'FPRX'],\n",
       " ['ACCENTURE PLC IRELAND', 'ACN', 'CTSH', 'ADP', 'CSC', 'CL', 'CB'],\n",
       " ['ACCESS NATL CORP', 'ANCX', 'AMNB', 'ATLO', 'AMRB', 'ABCB', 'ACNB'],\n",
       " ['ACCO BRANDS CORP', 'ACCO', 'FBHS', 'AEL', 'WRK', 'AAN', 'ALSN'],\n",
       " ['ACCURAY INC', 'ARAY', 'HNSN', 'ANGO', 'VAR', 'ABMD', 'ATEC'],\n",
       " ['ACETO CORP', 'ACET', 'AAON', 'ABCB', 'ACIW', 'AEPI', 'ABAX'],\n",
       " ['ACHAOGEN INC', 'AKAO', 'AKBA', 'AUPH', 'CEMP', 'CLRB', 'CNAT'],\n",
       " ['ACHILLION PHARM', 'ACHN', 'FOLD', 'ACAD', 'CLDX', 'ARRY', 'ARIA'],\n",
       " ['ACI WORLDWIDE INC', 'ACIW', 'ACXM', 'ABCO', 'AAON', 'ANSS', 'AIMC'],\n",
       " ['ACLARIS THERAPEUTICS', 'ACRS', 'AIMT', 'CTMX', 'DERM', 'AAAP', 'EDGE'],\n",
       " ['ACNB CORP', 'ACNB', 'AMNB', 'ANCX', 'ATLO', 'CVLY', 'AUBN'],\n",
       " ['ACORDA THERAPEUTICS INC', 'ACOR', 'AMAG', 'ALNY', 'ACAD', 'BMRN', 'SGEN'],\n",
       " ['ACTIVISION BLIZZARD INC', 'ATVI', 'EA', 'TTWO', 'NVDA', 'ADBE', 'GME'],\n",
       " ['ACTUA CORPORATION', 'ACTA', 'ACIW', 'ADMS', 'BV', 'EIGI', 'TWOU'],\n",
       " ['ACTUANT CORP', 'ATU', 'AIN', 'BGG', 'AME', 'IEX', 'AXE'],\n",
       " ['ACUITY BRANDS INC', 'AYI', 'AOS', 'AME', 'AXE', 'APH', 'ATU'],\n",
       " ['ACUSHNET HOLDINGS CORP', 'GOLF', ''],\n",
       " ['ACXIOM CORP', 'ACXM', 'ACIW', 'ADTN', 'ADS', 'AGYS', 'AEIS'],\n",
       " ['ADAMAS PHARMACEUTICALS', 'ADMS', 'ARDX', 'AKBA', 'FLXN', 'ALDR', 'AGTC'],\n",
       " ['ADAMS RESOURCES & ENERGY', 'AE', 'BRN', 'PNRG', 'ISRL', 'CKX', 'MCF'],\n",
       " ['ADDUS HOMECARE CORP', 'ADUS', 'AFAM', 'FLXS', 'MRLN', 'AOSL', 'LHCG'],\n",
       " ['ADIENT PLC', 'ADNT', ''],\n",
       " ['ADOBE SYSTEMS INC', 'ADBE', 'ADSK', 'INTU', 'SYMC', 'AMAT', 'CTXS'],\n",
       " ['ADTALEM GLOBAL EDUCATION', 'ATGE', ''],\n",
       " ['ADTRAN INC', 'ADTN', 'PLCM', 'ARRS', 'ACXM', 'WSTL', 'DSPG'],\n",
       " ['ADURO BIOTECH INC', 'ADRO', 'BLCM', 'ADXS', 'CLLS', 'ONCE', 'ADAP'],\n",
       " ['ADVANCE AUTO PARTS INC', 'AAP', 'AZO', 'ORLY', 'AN', 'GPC', 'DLTR'],\n",
       " ['ADVANCED DISPOSAL SVCS', 'ADSW', ''],\n",
       " ['ADVANCED DRAINAGE SYSTEM', 'WMS', 'IGT', 'PNK', 'PENN', 'ISLE', 'BYD'],\n",
       " ['ADVANCED EMISSIONS SLTNS', 'ADES', 'ACET', 'AEPI', 'AAON', 'ABCB', 'ACIW'],\n",
       " ['ADVANCED ENERGY INDS INC', 'AEIS', 'MKSI', 'BRKS', 'ACLS', 'ESIO', 'CGNX'],\n",
       " ['ADVANCED MICRO DEVICES', 'AMD', 'NVDA', 'MU', 'AMAT', 'TXN', 'INTC'],\n",
       " ['ADVANSIX', 'ASIX', ''],\n",
       " ['ADVAXIS INC', 'ADXS', 'ADRO', 'ZIOP', 'AGEN', 'FOLD', 'BLCM'],\n",
       " ['ADVISORY BOARD CO', 'ABCO', 'AAON', 'ACIW', 'AGII', 'AAWW', 'ABCB'],\n",
       " ['AECOM', 'ACM', 'JEC', 'KBR', 'TTEK', 'GVA', 'FLR'],\n",
       " ['AEGION CORP', 'AEGN', 'AAON', 'CCC', 'AIMC', 'LNN', 'ACIW'],\n",
       " ['AERIE PHARMACEUTICALS', 'AERI', 'CLVS', 'AKBA', 'ALDR', 'ITCI', 'PTCT'],\n",
       " ['AEROHIVE NETWORKS INC', 'HIVE', 'ATEN', 'AMBR', 'TWOU', 'FIVN', 'CSLT'],\n",
       " ['AEROJET ROCKETDYNE HLDGS', 'AJRD', 'OA', 'KTOS', 'BWXT', 'VUZI', 'HII'],\n",
       " ['AEROVIRONMENT INC', 'AVAV', 'IRBT', 'AMBA', 'INVN', 'ESLT', 'ASEI'],\n",
       " ['AES CORP', 'AES', 'EIX', 'CMS', 'CNP', 'DYN', 'CPN'],\n",
       " ['AETNA INC', 'AET', 'CI', 'HUM', 'UNH', 'ALL', 'CAH'],\n",
       " ['AFFILIATED MANAGERS GRP', 'AMG', 'BEN', 'EV', 'WDR', 'AIZ', 'FII'],\n",
       " ['AFLAC INC', 'AFL', 'CB', 'ADP', 'APD', 'BDX', 'EMR'],\n",
       " ['AG MORTGAGE INVT TR INC', 'MITT', 'MTGE', 'AMTG', 'WMC', 'DX', 'CYS'],\n",
       " ['AGCO CORP', 'AGCO', 'CNHI', 'AGU', 'LNN', 'BG', 'CF'],\n",
       " ['AGENUS INC', 'AGEN', 'CTIC', 'ARRY', 'CRIS', 'CLDX', 'BCRX'],\n",
       " ['AGILENT TECHNOLOGIES INC', 'A', 'HPQ', 'AMAT', 'ADI', 'JNPR', 'TXN'],\n",
       " ['AGILYSYS INC', 'AGYS', 'AEPI', 'ALOG', 'ACAT', 'AEIS', 'AIN'],\n",
       " ['AGIOS PHARMACEUTICALS', 'AGIO', 'BLUE', 'KITE', 'CLVS', 'JUNO', 'EPZM'],\n",
       " ['AGNC INVESTMENT', 'AGNC', 'NLY', 'CIM', 'IVR', 'CYS', 'ARR'],\n",
       " ['AGREE REALTY CORP', 'ADC', 'AFA', 'AEB', 'AIF', 'AFH', 'AHH'],\n",
       " ['AGROFRESH SOLUTIONS INC', 'AGFS', 'EVRI', 'HZN', 'AGRX', 'DLTH', 'ADVM'],\n",
       " ['AIMMUNE THERAPEUTICS INC', 'AIMT', 'DBVT', 'ACRS', 'GBT', 'BPMC', 'RGNX'],\n",
       " ['AIR LEASE CORP', 'AL', 'N', 'AER', 'ATI', 'CENX', 'AYR'],\n",
       " ['AIR PRODS & CHEMS INC', 'APD', 'PX', 'ECL', 'BMS', 'DOV', 'BDX'],\n",
       " ['AIR TRANSPORT SERVICES', 'ATSG', 'AAWW', 'AIRT', 'CVGI', 'ATRC', 'AIMC'],\n",
       " ['AIRCASTLE LTD', 'AYR', 'AER', 'FLY', 'MIC', 'TAL', 'AWH'],\n",
       " ['AK STEEL HOLDING CORP', 'AKS', 'X', 'STLD', 'MT', 'NUE', 'CLF'],\n",
       " ['AKAMAI TECHNOLOGIES', 'AKAM', 'FFIV', 'JNPR', 'NTAP', 'VRSN', 'CTXS'],\n",
       " ['AKEBIA THERAPEUTICS INC', 'AKBA', 'AKAO', 'CNCE', 'AERI', 'FGEN', 'ALDR'],\n",
       " ['AKORN INC', 'AKRX', 'LCI', 'JAZZ', 'AMAG', 'ACOR', 'HZNP'],\n",
       " ['AKOUSTIS TECHNOLOGIES', 'AKTS', 'RESN', 'ATEN', 'NTLA', 'PLSE', 'IOTS'],\n",
       " ['ALAMO GROUP INC', 'ALG', 'CSS', 'FLXS', 'EBF', 'MRLN', 'DCO'],\n",
       " ['ALARM.COM HOLDINGS INC', 'ALRM', 'APPF', 'GKOS', 'MB', 'XTLY', 'PAYC'],\n",
       " ['ALASKA AIR GROUP INC', 'ALK', 'JBLU', 'DAL', 'HA', 'UAL', 'LUV'],\n",
       " ['ALBANY INTERNATIONAL', 'AIN', 'AKR', 'ABM', 'AIR', 'AIT', 'ATU'],\n",
       " ['ALBANY MOLECULAR RESRCH', 'AMRI', 'ARQL', 'ARRY', 'ALKS', 'ENZN', 'ANIK'],\n",
       " ['ALBEMARLE CORP', 'ALB', 'FMC', 'SQM', 'CBT', 'APD', 'ATR'],\n",
       " ['ALCOA CORPORATION', 'AA', 'DD', 'CAT', 'AXP', 'BA', 'MMM'],\n",
       " ['ALDER BIOPHARMACEUTICALS', 'ALDR', 'RDUS', 'AGIO', 'SAGE', 'ONCE', 'AERI'],\n",
       " ['ALERE INC', 'ALR', 'BIO', 'HAE', 'PODD', 'HOLX', 'CRL'],\n",
       " ['ALEXANDER & BALDWIN INC', 'ALEX', 'GMT', 'OSG', 'KEX', 'JBHT', 'LSTR'],\n",
       " ['ALEXANDERS INC', 'ALX', 'AKR', 'BFS', 'ARE', 'RPT', 'EGP'],\n",
       " ['ALEXANDRIA REAL ESTATE', 'ARE', 'KRC', 'OFC', 'SLG', 'CLI', 'CPT'],\n",
       " ['ALEXION PHARMACEUTICALS', 'ALXN', 'REGN', 'BMRN', 'VRTX', 'BIIB', 'CELG'],\n",
       " ['ALICO INC', 'ALCO', 'AEPI', 'AMNB', 'LMNR', 'CVGW', 'ABCB'],\n",
       " ['ALIGN TECHNOLOGY INC', 'ALGN', 'ABMD', 'EW', 'IDXX', 'NUVA', 'MASI'],\n",
       " ['ALKERMES PLC', 'ALKS', 'ALXN', 'BMRN', 'NBIX', 'INCY', 'VRTX'],\n",
       " ['ALLEGHANY CORP', 'Y', 'WTM', 'WRB', 'AXS', 'AFG', 'MKL'],\n",
       " ['ALLEGHENY TECHNOLOGIES', 'ATI', 'CRS', 'AKS', 'NUE', 'STLD', 'X'],\n",
       " ['ALLEGIANCE BANCSHARES', 'ABTX', 'IBTX', 'ACRS', 'EQBK', 'NCOM', 'VBTX'],\n",
       " ['ALLEGIANT TRAVEL CO', 'ALGT', 'SAVE', 'HA', 'ALK', 'SKYW', 'CPA'],\n",
       " ['ALLEGION PLC', 'ALLE', 'AME', 'IR', 'AON', 'AIZ', 'APH'],\n",
       " ['ALLERGAN PLC', 'AGN', 'BIIB', 'CELG', 'VRX', 'GILD', 'REGN'],\n",
       " ['ALLETE INC', 'ALE', 'LNT', 'AVA', 'BKH', 'IDA', 'WR'],\n",
       " ['ALLIANCE DATA SYSTEMS', 'ADS', 'APH', 'AME', 'AMG', 'GPN', 'AAP'],\n",
       " ['ALLIANT ENERGY CORP', 'LNT', 'WEC', 'WR', 'SCG', 'OGE', 'PNW'],\n",
       " ['ALLIED MOTION TECH', 'AMOT', 'AMNB', 'ALOT', 'AIRT', 'ANCX', 'AMRB'],\n",
       " ['ALLIED WRLD ASSUR COM', 'AWH', 'AXS', 'AHL', 'ENH', 'ACGL', 'VR'],\n",
       " ['ALLISON TRANSMISSION', 'ALSN', 'DAN', 'AWI', 'BERY', 'MTOR', 'WBC'],\n",
       " ['ALLSCRIPTS HEALTHCARE', 'MDRX', 'QSII', 'CERN', 'ATHN', 'CPSI', 'MCK'],\n",
       " ['ALLSTATE CORP', 'ALL', 'CB', 'HIG', 'DFS', 'AFL', 'PGR'],\n",
       " ['ALLY FINL INC', 'ALLY', 'SC', 'SYF', 'CFG', 'VOYA', 'NAVI'],\n",
       " ['ALMOST FAMILY INC', 'AFAM', 'LHCG', 'AMED', 'APEI', 'ENSG', 'ADUS'],\n",
       " ['ALNYLAM PHARMACEUTICALS', 'ALNY', 'BMRN', 'ACOR', 'SGEN', 'ACAD', 'ALXN'],\n",
       " ['ALON USA ENERGY INC', 'ALJ', 'DK', 'WNR', 'CVI', 'ALDW', 'TSO'],\n",
       " ['ALPHA & OMEGA SEMICON', 'AOSL', 'PCMI', 'ADUS', 'ALG', 'WLFC', 'SALM'],\n",
       " ['ALPHABET INC CL A', 'GOOGL', 'FB', 'BABA', 'TSLA', 'NFLX', 'TWTR'],\n",
       " ['ALPHABET INC CL C', 'GOOG', 'AAPL', 'FB', 'AMZN', 'NFLX', 'TSLA'],\n",
       " ['ALTERYX INC', 'AYX', ''],\n",
       " ['ALTISOURCE PORTFOLIO', 'ASPS', 'OCN', 'AAMC', 'RESI', 'CACC', 'APEI'],\n",
       " ['ALTISOURCE RESIDENTIAL', 'RESI', 'AAMC', 'ASPS', 'EARN', 'SBY', 'OCN'],\n",
       " ['ALTRA INDUSTRIAL MOTION', 'AIMC', 'AAON', 'AGII', 'APEI', 'ABCB', 'AMSF'],\n",
       " ['ALTRIA GROUP INC', 'MO', 'PM', 'PG', 'KO', 'JNJ', 'MRK'],\n",
       " ['AMAG PHARMACEUTICALS INC', 'AMAG', 'ACOR', 'ALNY', 'AKRX', 'ANAC', 'MNTA'],\n",
       " ['AMAZON COM INC', 'AMZN', 'GOOG', 'FB', 'AAPL', 'NFLX', 'TSLA'],\n",
       " ['AMBAC FINL GROUP INC', 'AMBC', 'AMBCW', 'ABCB', 'AGO', 'AEGN', 'AIMC'],\n",
       " ['AMBARELLA INC', 'AMBA', 'GPRO', 'NXPI', 'SWKS', 'AVGO', 'MBLY'],\n",
       " ['AMBER RD INC', 'AMBR', 'ATEN', 'QTWO', 'CSLT', 'PCTY', 'FIVN'],\n",
       " ['AMC ENTERTAINMENT', 'AMC', 'HCM', 'IMH', 'RGC', 'ANH', 'CNK'],\n",
       " ['AMC NETWORKS INC', 'AMCX', 'MSG', 'STRZA', 'SNI', 'DISCA', 'MSGN'],\n",
       " ['AMDOCS LTD', 'DOX', 'CVG', 'NICE', 'CHKP', 'CSGS', 'AUDC'],\n",
       " ['AMEDISYS INC', 'AMED', 'AFAM', 'LHCG', 'AMSG', 'CHE', 'KND'],\n",
       " ['AMER PUBLIC EDUCATION', 'APEI', 'CPLA', 'LOPE', 'STRA', 'BPI', 'LINC'],\n",
       " ['AMEREN CORP', 'AEE', 'DTE', 'AJG', 'AEB', 'ABC', 'AFA'],\n",
       " ['AMERESCO INC', 'AMRC', 'BCPC', 'DISCK', 'TNC', 'DASTY', 'WETF'],\n",
       " ['AMERICAN AIRLINES GROUP', 'AAL', 'DAL', 'UAL', 'LUV', 'JBLU', 'SAVE'],\n",
       " ['AMERICAN ASSETS TRST INC', 'AAT', 'AKR', 'HPP', 'CHSP', 'PSB', 'ALX'],\n",
       " ['AMERICAN AXLE & MFG', 'AXL', 'DAN', 'LEA', 'TEN', 'BWA', 'MGA'],\n",
       " ['AMERICAN CAMPUS COMMUN', 'ACC', 'AFA', 'AEB', 'AIF', 'AFH', 'AEH'],\n",
       " ['AMERICAN EAGLE OUTFITTER', 'AEO', 'ANF', 'URBN', 'GES', 'GPS', 'CHS'],\n",
       " ['AMERICAN ELECTRIC POWER', 'AEP', 'SO', 'D', 'DUK', 'FE', 'ED'],\n",
       " ['AMERICAN EQUITY INVST', 'AEL', 'AHL', 'FFG', 'AGO', 'AFG', 'AIZ'],\n",
       " ['AMERICAN EXPRESS CO', 'AXP', 'JPM', 'KO', 'DD', 'MMM', 'UTX'],\n",
       " ['AMERICAN FINANCIAL GROUP', 'AFG', 'AFA', 'AEB', 'AIF', 'AFH', 'AFC'],\n",
       " ['AMERICAN HOMES 4 RENT', 'AMH', 'SBY', 'SFR', 'RESI', 'AAT', 'ANAT'],\n",
       " ['AMERICAN INTL GROUP', 'AIG', 'C', 'GS', 'AXP', 'BAC', 'JPM'],\n",
       " ['AMERICAN NATIONAL INS CO', 'ANAT', 'KCLI', 'NWLI', 'ERIE', 'AMNB', 'AGII'],\n",
       " ['AMERICAN NATL BANKSHARES', 'AMNB', 'CFFI', 'AROW', 'AMRB', 'BMTC', 'ABCB'],\n",
       " ['AMERICAN OUTDOOR BRANDS', 'AOBC', ''],\n",
       " ['AMERICAN RAILCAR IND', 'ARII', 'GBX', 'RAIL', 'TRN', 'WAB', 'GWR'],\n",
       " ['AMERICAN RENAL ASSOC HLD', 'ARA', 'CBD', 'ELP', 'BAK', 'TSU', 'BBD'],\n",
       " ['AMERICAN SOFTWARE INC', 'AMSWA', 'AMNB', 'AGYS', 'ATEA', 'ALOT', 'ANSS'],\n",
       " ['AMERICAN STATES WATER CO', 'AWR', 'CWT', 'CTWS', 'SJW', 'MSEX', 'WTR'],\n",
       " ['AMERICAN TOWER CORP', 'AMT', 'CCI', 'SBAC', 'CRM', 'AVB', 'AGN'],\n",
       " ['AMERICAN VANGUARD CORP', 'AVD', 'SYT', 'ACET', 'ATU', 'KWR', 'BCPC'],\n",
       " ['AMERICAN WOODMARK CORP', 'AMWD', 'APOG', 'UFPI', 'AMSF', 'AAON', 'ALOG'],\n",
       " ['AMERICAN WTR WKS CO INC', 'AWK', 'WTR', 'AWR', 'CWT', 'MSEX', 'CTWS'],\n",
       " ['AMERICAS CAR-MART INC', 'CRMT', 'CRVL', 'CVCO', 'CRAI', 'JBSS', 'AEPI'],\n",
       " ['AMERIPRISE FINANCIAL INC', 'AMP', 'AIZ', 'BEN', 'AIV', 'AON', 'AVB'],\n",
       " ['AMERIS BANCORP', 'ABCB', 'AMNB', 'CCBG', 'CBAN', 'ACFC', 'BMTC'],\n",
       " ['AMERISAFE INC', 'AMSF', 'AGII', 'NAVG', 'ATNI', 'IPCC', 'ANAT'],\n",
       " ['AMERISOURCEBERGEN CORP', 'ABC', 'CAH', 'MCK', 'ABG', 'AFG', 'AEB'],\n",
       " ['AMES NATL CORP', 'ATLO', 'AUBN', 'AROW', 'AMNB', 'BDGE', 'BMTC'],\n",
       " ['AMETEK INC', 'AME', 'APH', 'ROP', 'ADS', 'AMG', 'AOS'],\n",
       " ['AMGEN INC', 'AMGN', 'BIIB', 'GILD', 'CELG', 'MRK', 'BMY'],\n",
       " ['AMICUS THERAPEUTICS INC', 'FOLD', 'ACHN', 'TGTX', 'HALO', 'ARRY', 'MACK'],\n",
       " ['AMKOR TECHNOLOGY INC', 'AMKR', 'LSCC', 'KLIC', 'FCS', 'IDTI', 'AMCC'],\n",
       " ['AMN HEALTHCARE SERVICES', 'AMN', ''],\n",
       " ['AMPCO-PITTSBURGH CORP', 'AP', 'ALG', 'AIN', 'ATU', 'ASTE', 'AXR'],\n",
       " ['AMPHASTAR PHARMA INC', 'AMPH', 'AKBA', 'ADMS', 'ALDR', 'ARDX', 'AERI'],\n",
       " ['AMPHENOL CORP', 'APH', 'AME', 'AIZ', 'BLL', 'AON', 'ADS'],\n",
       " ['AMPLIFY SNACK BRANDS INC', 'BETR', 'BUFF', 'PLNT', 'OLLI', 'WING', 'ALRM'],\n",
       " ['AMTRUST FINL SVCS', 'AFSI', 'AGII', 'ACGL', 'AMSF', 'MHLD', 'AHL'],\n",
       " ['ANADARKO PETROLEUM CORP', 'APC', 'APA', 'DVN', 'EOG', 'OXY', 'NBL'],\n",
       " ['ANALOG DEVICES INC', 'ADI', 'LLTC', 'MXIM', 'XLNX', 'NSM', 'TXN'],\n",
       " ['ANALOGIC CORP', 'ALOG', 'ASEI', 'OSIS', 'AGII', 'AMSF', 'AMSG'],\n",
       " ['ANAPTYS BIO INC', 'ANAB', ''],\n",
       " ['ANAVEX LIFE SCIENCES', 'AVXL', 'SPHS', 'AQXP', 'ADXS', 'EBIO', 'AMDA'],\n",
       " ['ANDERSONS INC', 'ANDE', 'MGPI', 'PEIX', 'GPRE', 'BG', 'ADM'],\n",
       " ['ANGIES LIST INC', 'ANGI', 'YELP', 'JIVE', 'Z', 'GRPN', 'BCOV'],\n",
       " ['ANGIODYNAMICS INC', 'ANGO', 'ATRC', 'MMSI', 'ELGX', 'CUTR', 'ABMD'],\n",
       " ['AMERCO', 'UHAL', 'UFPI', 'USAK', 'CASY', 'ULTI', 'ODFL'],\n",
       " ['ANIKA THERAPEUTICS INC', 'ANIK', 'AMRI', 'HSKA', 'CBM', 'ALNY', 'ARQL'],\n",
       " ['ANIXTER INTERNATIONAL', 'AXE', 'ARW', 'BDC', 'WCC', 'AVT', 'BHE'],\n",
       " ['ANNALY CAPITAL MGMT INC', 'NLY', 'AGNC', 'CIM', 'MFA', 'ANH', 'CMO'],\n",
       " ['ANSYS INC', 'ANSS', 'ADSK', 'BLKB', 'APH', 'ACIW', 'FLIR'],\n",
       " ['ANTARES PHARMA INC', 'ATRS', 'ACRX', 'CPRX', 'GALE', 'ATHX', 'AMRN'],\n",
       " ['ANTERO RESOURCES CO', 'AR', 'RICE', 'GPOR', 'PDCE', 'RSPP', 'FANG'],\n",
       " ['ANTHEM INC', 'ANTM', 'CI', 'HUM', 'AET', 'CNC', 'HCA'],\n",
       " ['ANWORTH MORTGAGE ASSET', 'ANH', 'MFA', 'CMO', 'HTS', 'CYS', 'IVR'],\n",
       " ['AON PLC', 'AON', 'AIZ', 'MMC', 'AMP', 'AIV', 'APH'],\n",
       " ['APACHE CORP', 'APA', 'APC', 'DVN', 'EOG', 'OXY', 'CHK'],\n",
       " ['APARTMENT INVT & MGMT', 'AIV', 'AVB', 'EQR', 'CPT', 'BXP', 'UDR'],\n",
       " ['APOGEE ENTERPRISES INC', 'APOG', 'AMWD', 'ASTE', 'AAON', 'ACAT', 'ALOG'],\n",
       " ['APOLLO COMMERCIAL RE', 'ARI', 'STWD', 'NRZ', 'DX', 'BXMT', 'PMT'],\n",
       " ['APPFOLIO INC', 'APPF', 'ALRM', 'XTLY', 'MB', 'GKOS', 'APIC'],\n",
       " ['APPLE HOSPITALITY REIT', 'APLE', 'CLDT', 'STAG', 'EPR', 'LTC', 'LXP'],\n",
       " ['APPLE INC', 'AAPL', 'GOOG', 'FB', 'AMZN', 'TSLA', 'NFLX'],\n",
       " ['APPLIED INDUSTRIAL TECH', 'AIT', 'BEL', 'AIN', 'ABM', 'AXE', 'MSM'],\n",
       " ['APPLIED MATLS INC', 'AMAT', 'TXN', 'KLAC', 'AMD', 'MU', 'EMC'],\n",
       " ['APPLIED OPTOELECTRONICS', 'AAOI', 'LITE', 'ACIA', 'OCLR', 'MOMO', 'FN'],\n",
       " ['APPROACH RESOURCES INC', 'AREX', 'REXX', 'LPI', 'CRK', 'BBG', 'BCEI'],\n",
       " ['APPTIO INC', 'APTI', ''],\n",
       " ['APTARGROUP INC', 'ATR', 'CLC', 'CSL', 'SLGN', 'BMS', 'BRO'],\n",
       " ['AQUA AMERICA INC', 'WTR', 'AWR', 'CWT', 'AWK', 'CWCO', 'SJW'],\n",
       " ['AQUA METALS INC', 'AQMS', 'RESN', 'CETX', 'KBSF', 'PLSE', 'BNTC'],\n",
       " ['AQUAVENTURE HOLDINGS LTD', 'WAAS', ''],\n",
       " ['ARAMARK', 'ARMK', 'ALSN', 'CDW', 'BERY', 'SERV', 'BURL'],\n",
       " ['ARATANA THERAPEUTICS INC', 'PETX', 'OMER', 'OMED', 'PTCT', 'OCUL', 'PTLA'],\n",
       " ['ARC DOCUMENT SOLUTIONS', 'ARC', 'AKR', 'TX', 'ALX', 'CDR', 'AHT'],\n",
       " ['ARCBEST CORPORATION', 'ARCB', 'SAIA', 'ODFL', 'RRTS', 'AAWW', 'AIMC'],\n",
       " ['ARCH CAP GROUP LTD', 'ACGL', 'AXS', 'AHL', 'ENH', 'RNR', 'AGII'],\n",
       " ['ARCH COAL INC', 'ARCH', ''],\n",
       " ['ARCHER DANIELS MIDLAND', 'ADM', 'BG', 'CAG', 'MON', 'DE', 'CLX'],\n",
       " ['ARCHROCK INC', 'AROC', 'EXTN', 'APLP', 'CCLP', 'USAC', 'ENLC'],\n",
       " ['ARCONIC INC', 'ARNC', ''],\n",
       " ['ARDAGH GROUP SA', 'ARD', ''],\n",
       " ['ARDELYX INC', 'ARDX', 'ADMS', 'AKBA', 'ATRA', 'FLXN', 'VSAR'],\n",
       " ['ARDMORE SHIPPING CORP', 'ASC', 'STNG', 'EURN', 'NNA', 'GNRT', 'CMRE'],\n",
       " ['ARENA PHARMACEUTICALS', 'ARNA', 'VVUS', 'OREX', 'ARIA', 'KERX', 'AMRN'],\n",
       " ['ARES COML REAL ESTATE', 'ACRE', 'ARI', 'EARN', 'AMTG', 'ABR', 'CLNY'],\n",
       " ['ARGAN INC', 'AGX', 'RPXC', 'VEC', 'NSR', 'CPLA', 'NHTC'],\n",
       " ['ARGO GROUP INTL', 'AGII', 'ACGL', 'NAVG', 'AHL', 'AMSF', 'SIGI'],\n",
       " ['ARISTA NETWORKS INC', 'ANET', 'PANW', 'VEEV', 'PAYC', 'SPLK', 'AVGO'],\n",
       " ['ARLINGTON ASSET INVT', 'AI', 'NYMT', 'WMC', 'EFC', 'DX', 'MITT'],\n",
       " ['ARMADA HOFFLER PPTYS INC', 'AHH', 'AFA', 'AEB', 'AIF', 'AFH', 'AEH'],\n",
       " ['ARMOUR RESIDENTIAL REIT', 'ARR', 'CYS', 'IVR', 'AGNC', 'TWO', 'CIM'],\n",
       " ['ARMSTRONG FLOORING INC', 'AFI', 'ABE', 'AIC', 'AFA', 'AEB', 'AIF'],\n",
       " ['ARMSTRONG WORLD INDS INC', 'AWI', 'OC', 'BECN', 'ATR', 'AWH', 'AFI'],\n",
       " ['ANI PHARMACEUTICALS INC', 'ANIP', 'AMAG', 'ENTA', 'AGIO', 'ANIK', 'HZNP'],\n",
       " ['ARROW ELECTRONICS INC', 'ARW', 'AVT', 'AXE', 'IM', 'TECD', 'APH'],\n",
       " ['ARROW FINANCIAL CORP', 'AROW', 'BANF', 'AMNB', 'BMTC', 'AUBN', 'ATLO'],\n",
       " ['ARTESIAN RESOURCES CORP', 'ARTNA', 'CTWS', 'MSEX', 'YORW', 'SJW', 'CWT'],\n",
       " ['ARTISAN PARTNERS ASSET', 'APAM', 'MN', 'ARES', 'WDR', 'ALSN', 'AMG'],\n",
       " ['ASB BANCORP INC NC', 'ASBB', 'ANCB', 'HTBI', 'ACFC', 'BLMT', 'AUBN'],\n",
       " ['ASBURY AUTOMOTIVE GROUP', 'ABG', 'AFA', 'AEB', 'AIF', 'AFH', 'AEH'],\n",
       " ['ASCENA RETAIL GROUP INC', 'ASNA', 'EXPR', 'FRAN', 'CATO', 'DSW', 'SSI'],\n",
       " ['ASCENT CAPITAL GROUP INC',\n",
       "  'ASCMA',\n",
       "  'DISCK',\n",
       "  'LBTYK',\n",
       "  'LVNTA',\n",
       "  'ATNI',\n",
       "  'LBRDA'],\n",
       " ['ASHFORD HOSP PRIME', 'AHP', 'SBH', 'AHT', 'BEL', 'LLY', 'PEB'],\n",
       " ['ASHFORD HOSPITALITY', 'AHT', 'FCH', 'SHO', 'DRH', 'LHO', 'HT'],\n",
       " ['ASHLAND GLOBAL HOLDINGS', 'ASH', 'EMN', 'AVY', 'APD', 'BLL', 'BMS'],\n",
       " ['ASPEN INSURANCE HOLDINGS', 'AHL', 'AXS', 'ENH', 'AWH', 'ACGL', 'RNR'],\n",
       " ['ASPEN TECHNOLOGY INC', 'AZPN', 'MANH', 'BLKB', 'ANSS', 'DSGX', 'EPAY'],\n",
       " ['ASSEMBLY BIOSCIENCES INC', 'ASMB', 'ALDX', 'AGRX', 'ATRA', 'ARDX', 'AKAO'],\n",
       " ['ASSOCIATED BANC CORP', 'ASB', 'BKU', 'MBFI', 'BXS', 'HBHC', 'WTFC'],\n",
       " ['ASSOCIATED CAPITAL GROUP', 'AC', 'GBL', 'EV', 'WDR', 'AMG', 'BEN'],\n",
       " ['ASSURANT INC', 'AIZ', 'AIV', 'AMP', 'AON', 'AVB', 'UNM'],\n",
       " ['ASSURED GUARANTY LTD', 'AGO', 'MBI', 'AHL', 'AXS', 'AEL', 'RDN'],\n",
       " ['ASTEC INDUSTRIES INC', 'ASTE', 'APOG', 'CMCO', 'LNN', 'ALOG', 'ATNI'],\n",
       " ['ASTERIAS BIOTHERAPEUTICS', 'AST', 'BTX', 'ATNM', 'OCX', 'FATE', 'CRMD'],\n",
       " ['ASTORIA FINANCIAL CORP', 'AF', 'DCOM', 'BXS', 'BOH', 'WBS', 'BRKL'],\n",
       " ['ASTRONICS CORP', 'ATRO', 'DCO', 'HEI', 'ATRI', 'ESL', 'LMIA'],\n",
       " ['AT HOME GROUP INC', 'HOME', 'HFWA', 'KRNY', 'HFBC', 'HMNF', 'HTLF'],\n",
       " ['AT&T INC', 'T', 'MCD', 'GE', 'VZ', 'PFE', 'XOM'],\n",
       " ['ATARA BIOTHERAPEUTICS', 'ATRA', 'FWP', 'ADRO', 'BLCM', 'ARDX', 'ALDR'],\n",
       " ['ATHENAHEALTH INC', 'ATHN', 'MDRX', 'CERN', 'MDSO', 'QSII', 'CPSI'],\n",
       " ['ATHENE HOLDING LTD', 'ATH', ''],\n",
       " ['ATHERSYS INC', 'ATHX', 'CUR', 'CYTX', 'PSTI', 'OPXA', 'CYCC'],\n",
       " ['ATKORE INTL GROUP INC', 'ATKR', 'APFH', 'CLSD', 'COTV', 'KNSL', 'TPIC'],\n",
       " ['ATLANTIC CAPITAL INC', 'ACBI', 'EQBK', 'CARO', 'NCOM', 'HTBI', 'GNBC'],\n",
       " ['ATLANTIC PWR CORP', 'AT', 'CTL', 'TDS', 'AVY', 'USM', 'BCE'],\n",
       " ['ATLAS AIR WORLDWIDE HLDG', 'AAWW', 'WTS', 'OSIS', 'UNFI', 'TTEK', 'ATSG'],\n",
       " ['ATLAS FINANCIAL HOLDINGS', 'AFH', 'AFA', 'AEB', 'AIF', 'AEH', 'AFB'],\n",
       " ['ATLASSIAN CORP PLC', 'TEAM', 'ZEN', 'NEWR', 'TWLO', 'VEEV', 'SPLK'],\n",
       " ['ATMOS ENERGY CORP', 'ATO', 'WGL', 'PNY', 'VVC', 'NWN', 'NJR'],\n",
       " ['ATN INTERNATIONAL INC', 'ATNI', 'BANF', 'CASS', 'SHEN', 'AMSF', 'AROW'],\n",
       " ['ATRICURE INC', 'ATRC', 'ANGO', 'ATEC', 'ELGX', 'ATRI', 'NXTM'],\n",
       " ['ATRION CORP', 'ATRI', 'MLAB', 'UTMD', 'ATRC', 'ATNI', 'AUBN'],\n",
       " ['ATWOOD OCEANICS INC', 'ATW', 'RDC', 'ESV', 'DO', 'NE', 'OII'],\n",
       " ['AUDENTES THERAPEUTICS', 'BOLD', 'AVXS', 'PTGX', 'SYRS', 'RGNX', 'VYGR'],\n",
       " ['AUTODESK INC', 'ADSK', 'ADBE', 'CTXS', 'INTU', 'CTSH', 'SYMC'],\n",
       " ['AUTOMATIC DATA PROCESS', 'ADP', 'PAYX', 'EMR', 'CL', 'BDX', 'AFL'],\n",
       " ['AUTONATION INC', 'AN', 'AZO', 'KMX', 'AIV', 'GPI', 'SAH'],\n",
       " ['AUTOZONE INC', 'AZO', 'AAP', 'ORLY', 'AN', 'BBBY', 'DLTR'],\n",
       " ['AVALONBAY CMNTYS INC', 'AVB', 'EQR', 'BXP', 'AIV', 'ESS', 'CPT'],\n",
       " ['AVANGRID INC', 'AGR', 'AV', 'NCR', 'LSI', 'CMCSA', 'ES'],\n",
       " ['AVERY DENNISON CORP', 'AVY', 'BMS', 'BLL', 'BCR', 'APD', 'DOV'],\n",
       " ['ARRAY BIOPHARMA INC', 'ARRY', 'EXEL', 'ARQL', 'CLDX', 'RIGL', 'FOLD'],\n",
       " ['ARRIS INTERNATIONAL PLC', 'ARRS', 'ADTN', 'HLIT', 'AMKR', 'SONS', 'AUDC'],\n",
       " ['AVIS BUDGET GROUP INC', 'CAR', 'HTZ', 'WYN', 'PHH', 'H', 'URI'],\n",
       " ['AVISTA CORP', 'AVA', 'IDA', 'BKH', 'ALE', 'LNT', 'WR'],\n",
       " ['AVNET INC', 'AVT', 'ARW', 'AXE', 'IM', 'TECD', 'AVX'],\n",
       " ['AVX CORP', 'AVX', 'KEM', 'VSH', 'CTS', 'BHE', 'AVT'],\n",
       " ['AXALTA COATING SYSTEMS', 'AXTA', 'GHC', 'QSR', 'LBTYK', 'WBC', 'FOXA'],\n",
       " ['AXCELIS TECHNOLOGIES INC', 'ACLS', 'BRKS', 'ENTG', 'AEIS', 'KLIC', 'AMKR'],\n",
       " ['AXIS CAPITAL HOLDINGS', 'AXS', 'AHL', 'ENH', 'AWH', 'ACGL', 'RNR'],\n",
       " ['AXOGEN INC', 'AXGN', 'BLFS', 'ATRC', 'BIOL', 'CASM', 'AKER'],\n",
       " ['AXON ENTERPRISE INC', 'AAXN', ''],\n",
       " ['AXOVANT SCIENCES LTD', 'AXON', 'ONCE', 'ADRO', 'AERI', 'ALDR', 'MCRB'],\n",
       " ['AXT INC', 'AXTI', 'ASYS', 'EMKR', 'EXAR', 'AMKR', 'AEHR'],\n",
       " ['AZZ INC', 'AZZ', 'POWL', 'BDC', 'SNHY', 'AFAM', 'BMI'],\n",
       " ['B & G FOODS INC', 'BGS', 'PF', 'THS', 'FLO', 'HAIN', 'CAG'],\n",
       " ['B. RILEY FINANCIAL INC', 'RILY', 'FBRC', 'REIS', 'FCFP', 'RELY', 'SAMG'],\n",
       " ['BABCOCK & WILCOX ENT', 'BW', 'BWXT', 'BDC', 'CAS', 'CRS', 'HURN'],\n",
       " ['BADGER METER INC', 'BMI', 'GRC', 'FELE', 'LNN', 'ITRI', 'WTS'],\n",
       " ['BAKER HUGHES INC', 'BHI', 'HAL', 'SLB', 'WFT', 'APC', 'DO'],\n",
       " ['BALCHEM CORP', 'BCPC', 'ATNI', 'DORM', 'BLKB', 'BJRI', 'IOSP'],\n",
       " ['BALDWIN & LYONS INC', 'BWINB', 'BWINA', 'EMCI', 'BMTC', 'NAVG', 'IPCC'],\n",
       " ['BALL CORP', 'BLL', 'BMS', 'AVY', 'BCR', 'CCK', 'EMN'],\n",
       " ['BANC OF CALIFORNIA INC', 'BANC', 'BDGE', 'OPB', 'BHLB', 'PPBI', 'BBCN'],\n",
       " ['BANCFIRST CORP', 'BANF', 'BOKF', 'CASS', 'AROW', 'BMTC', 'BMRC'],\n",
       " ['BANCO LATINOAMERICANO', 'BLX', 'ROIC', 'BFR', 'BCH', 'BAP', 'CIB'],\n",
       " ['BANCORP INC', 'TBBK', 'TCBK', 'SNBC', 'TCBI', 'UCBI', 'SVBI'],\n",
       " ['BANCORPSOUTH INC', 'BXS', 'TRMK', 'BOH', 'HBHC', 'CFR', 'CBSH'],\n",
       " ['BANK COMM HLDGS', 'BOCH', 'BMRC', 'AMRB', 'BKSC', 'BNCN', 'BMTC'],\n",
       " ['BANK MUTUAL CORP', 'BKMU', 'BRKL', 'BFIN', 'BPFH', 'BANR', 'BHLB'],\n",
       " ['BANK OF AMERICA CORP', 'BAC', 'C', 'JPM', 'WFC', 'F', 'GS'],\n",
       " ['BANK OF HAWAII CORP', 'BOH', 'CFR', 'BXS', 'CBSH', 'BOKF', 'CPF'],\n",
       " ['BANK OF MARIN BANCORP', 'BMRC', 'BMTC', 'BANF', 'BSRR', 'CFFI', 'BKSC'],\n",
       " ['BANK OF NEW YORK MELLON', 'BK', 'STT', 'USB', 'PNC', 'BBT', 'STI'],\n",
       " ['BANK OF NT BUTTERFIELD', 'NTB', ''],\n",
       " ['BANK OF THE OZARKS INC', 'OZRK', 'HOMB', 'IBKC', 'SFNC', 'SBNY', 'PNFP'],\n",
       " ['BANKFINANCIAL CORP', 'BFIN', 'BKMU', 'BHLB', 'BNCL', 'BCBP', 'BDGE'],\n",
       " ['BANKRATE INC', 'RATE', 'NILE', 'JCOM', 'WBMD', 'TZOO', 'OSTK'],\n",
       " ['BANKUNITED INC', 'BKU', 'BOKF', 'SBNY', 'BXS', 'FRC', 'BOH'],\n",
       " ['BANKWELL FINL GROUP INC', 'BWFG', 'BLMT', 'BYBK', 'CARO', 'BSF', 'ATLO'],\n",
       " ['BANNER CORP', 'BANR', 'COLB', 'BANF', 'BMTC', 'BMRC', 'BPFH'],\n",
       " ['BAR HBR BANKSHARES', 'BHB', 'CAC', 'AROW', 'BMTC', 'AUBN', 'BMRC'],\n",
       " ['BARNES & NOBLE EDUCATION', 'BNED', 'BKS', 'AFI', 'VDTH', 'HRI', 'LILA'],\n",
       " ['BARNES & NOBLE INC', 'BKS', 'ANF', 'ODP', 'SPLS', 'BBY', 'BBBY'],\n",
       " ['BARNES GROUP INC', 'B', 'BDC', 'BGG', 'AIT', 'Y', 'AIN'],\n",
       " ['BARRACUDA NETWORKS INC', 'CUDA', 'IMPV', 'PFPT', 'QLYS', 'FTNT', 'CYBR'],\n",
       " ['BARRETT BUSINESS SERVICE', 'BBSI', 'KFY', 'HSII', 'KFRC', 'ICFI', 'ASGN'],\n",
       " ['BASIC ENERGY SERVICES', 'BAS', 'KEG', 'RES', 'SPN', 'CJES', 'BCEI'],\n",
       " ['BASSETT FURNITURE INDS', 'BSET', 'HOFT', 'STLY', 'FLXS', 'ETH', 'LZB'],\n",
       " ['AVEXIS INC', 'AVXS', 'BGNE', 'RGNX', 'EDIT', 'NTLA', 'BPMC'],\n",
       " ['AVID TECHNOLOGY INC', 'AVID', 'BBOX', 'AZPN', 'ADSK', 'ADTN', 'ASTE'],\n",
       " ['BCB BANCORP INC', 'BCBP', 'BDGE', 'ATLO', 'AUBN', 'BFIN', 'BKSC'],\n",
       " ['BEACON ROOFING SUPPLY', 'BECN', 'BLDR', 'BLKB', 'BXC', 'AMWD', 'AWI'],\n",
       " ['BEAR STATE FINL INC', 'BSF', 'BWFG', 'BYBK', 'CARO', 'BLMT', 'BWINB'],\n",
       " ['BEASLEY BROADCAST GROUP', 'BBGI', 'SALM', 'SGA', 'ETM', 'EMMS', 'CMLS'],\n",
       " ['BEAZER HOMES USA INC', 'BZH', 'HOV', 'KBH', 'PHM', 'LEN', 'DHI'],\n",
       " ['BECTON DICKINSON & CO', 'BDX', 'BCR', 'BAX', 'APD', 'ADP', 'CB'],\n",
       " ['BED BATH & BEYOND INC', 'BBBY', 'SPLS', 'BBY', 'KSS', 'APOL', 'DLTR'],\n",
       " ['BEL FUSE INC', 'BELFB', 'BELFA', 'BBOX', 'BANF', 'BWINB', 'BMTC'],\n",
       " ['BELDEN INC', 'BDC', 'BGC', 'AXE', 'BHE', 'AZZ', 'B'],\n",
       " ['BELLICUM PHARMACEUTICALS', 'BLCM', 'KITE', 'JUNO', 'CLLS', 'BLUE', 'ONCE'],\n",
       " ['BELMOND LTD', 'BEL', 'GTE', 'AIT', 'GBLX', 'AHP', 'AT'],\n",
       " ['BEMIS INC', 'BMS', 'BLL', 'CINF', 'BCR', 'AVY', 'APD'],\n",
       " ['BENCHMARK ELECTRONICS', 'BHE', 'PLXS', 'CLS', 'SANM', 'JBL', 'AVX'],\n",
       " ['BENEFICIAL BANCORP INC', 'BNCL', 'KRNY', 'NFBK', 'CSBK', 'BMTC', 'ORIT'],\n",
       " ['BENEFITFOCUS INC', 'BNFT', 'CSOD', 'MKTO', 'ACHC', 'RNET', 'CSLT'],\n",
       " ['BERKLEY W R CORP', 'WRB', 'AXS', 'Y', 'AFG', 'THG', 'AWH'],\n",
       " ['BERKSHIRE HATHAWAY INC', 'BRK.B', ''],\n",
       " ['BERKSHIRE HILLS BANCORP', 'BHLB', 'BRKL', 'BFIN', 'BMTC', 'BKMU', 'BDGE'],\n",
       " ['BERRY GLOBAL GROUP', 'BERY', 'BURL', 'GPK', 'ALSN', 'ATR', 'ARMK'],\n",
       " ['BEST BUY INC', 'BBY', 'TGT', 'LOW', 'HD', 'WMT', 'BBBY'],\n",
       " ['BG STAFFING INC', 'BGSF', 'UFAB', 'AIRI', 'BCRH', 'NVEE', 'FSB'],\n",
       " ['BGC PARTNERS INC', 'BGCP', 'BKCC', 'SLRC', 'KCAP', 'FSC', 'ANH'],\n",
       " ['BIG 5 SPORTING GOODS', 'BGFV', 'HIBB', 'DKS', 'FINL', 'CACH', 'BONT'],\n",
       " ['BIG LOTS INC', 'BIG', 'DLTR', 'AN', 'DDS', 'BLL', 'AZO'],\n",
       " ['BIGLARI HOLDINGS INC', 'BH', 'DIN', 'BBRG', 'BJRI', 'TAST', 'BLMN'],\n",
       " ['BILL BARRETT CORP', 'BBG', 'CRK', 'SM', 'NFX', 'BCEI', 'CRZO'],\n",
       " ['BIOCRYST PHARMACEUTICALS', 'BCRX', 'NVAX', 'HEB', 'VICL', 'ARRY', 'AGEN'],\n",
       " ['BIOGEN INC', 'BIIB', 'CELG', 'REGN', 'GILD', 'AMGN', 'ALXN'],\n",
       " ['BIOHAVEN PHARMACEUTICAL', 'BHVN', ''],\n",
       " ['BIOMARIN PHARMACEUTICAL', 'BMRN', 'ALXN', 'VRTX', 'REGN', 'INCY', 'BIIB'],\n",
       " ['BIO-RAD LABORATORIES INC', 'BIO', 'BRKR', 'QGEN', 'CRL', 'WAT', 'PKI'],\n",
       " ['BIOSCRIP INC', 'BIOS', 'BIOC', 'BLPH', 'INFI', 'OCRX', 'ETRM'],\n",
       " ['BIOSPECIFICS TECHNO CORP', 'BSTC', 'CBPO', 'BWINB', 'BMRC', 'BMTC', 'CASS'],\n",
       " ['BIO-TECHNE CORP', 'TECH', 'QGEN', 'UTHR', 'CRL', 'IDXX', 'MYGN'],\n",
       " ['BIOTELEMETRY INC', 'BEAT', 'MASI', 'AAOI', 'SUPN', 'LMAT', 'ATRC'],\n",
       " ['BIOTIME INC', 'BTX', 'AST', 'NNVC', 'ISCO', 'CUR', 'CYTX'],\n",
       " ['BIOVERATIV', 'BIVV', ''],\n",
       " ['BJS RESTAURANTS INC', 'BJRI', 'TXRH', 'RRGB', 'BOBE', 'CAKE', 'BWLD'],\n",
       " ['BLACK DIAMOND INC', 'BDE', 'BBG', 'CRK', 'EAC', 'BLDR', 'ATLS'],\n",
       " ['BLACK HILLS CORP', 'BKH', 'VVC', 'WGL', 'IDA', 'ATO', 'MGEE'],\n",
       " ['BLACK KNIGHT FINL SVCS', 'BKFS', 'FNFV', 'CLGX', 'PGND', 'EQGP', 'CHCT'],\n",
       " ['BLACKBAUD INC', 'BLKB', 'AZPN', 'ANSS', 'ULTI', 'BECN', 'ACIW'],\n",
       " ['BLACKHAWK NETWORK HLDGS', 'HAWK', 'EPAM', 'WWAV', 'GDOT', 'PAYC', 'CDW'],\n",
       " ['BLACKLINE INC', 'BL', ''],\n",
       " ['BLACKROCK INC', 'BLK', 'BEN', 'CME', 'TROW', 'BX', 'BK'],\n",
       " ['BLOCK H & R INC', 'HRB', 'GCI', 'MCO', 'IPG', 'APOL', 'GPC'],\n",
       " ['BAXTER INTERNATIONAL INC', 'BAX', 'BDX', 'CAH', 'ABT', 'BCR', 'MDT'],\n",
       " ['BAZAARVOICE INC', 'BV', 'BCOV', 'JIVE', 'DWRE', 'CSOD', 'MRIN'],\n",
       " ['BB&T CORP', 'BBT', 'STI', 'FITB', 'CMA', 'PNC', 'RF'],\n",
       " ['BLUE BUFFALO PET PROD', 'BUFF', 'TDOC', 'OLLI', 'BETR', 'PLAY', 'PLNT'],\n",
       " ['BLUE CAPITAL REINSURANCE', 'BCRH', 'CHMI', 'TPRE', 'ARCX', 'AVH', 'ASC'],\n",
       " ['BLUE HILLS BANCORP INC', 'BHBK', 'BNCL', 'EBSB', 'CSBK', 'BLMT', 'FNWB'],\n",
       " ['BLUEBIRD BIO INC', 'BLUE', 'KITE', 'JUNO', 'AGIO', 'CLVS', 'PBYI'],\n",
       " ['BLUEPRINT MEDICINES CORP', 'BPMC', 'LOXO', 'FMI', 'ADRO', 'FGEN', 'EPZM'],\n",
       " ['BLUEROCK RESIDENT REIT', 'BRG', 'IRT', 'IMO', 'APTS', 'E', 'WSR'],\n",
       " ['BMC STOCK HOLDINGS INC', 'BMCH', 'BLDR', 'CBPX', 'DOOR', 'IBP', 'PGEM'],\n",
       " ['BOB EVANS FARMS INC', 'BOBE', 'CBRL', 'EAT', 'BJRI', 'RRGB', 'CAKE'],\n",
       " ['BOEING CO', 'BA', 'CAT', 'UTX', 'LMT', 'MMM', 'KO'],\n",
       " ['BOFI HLDG INC', 'BOFI', 'MELI', 'PRLB', 'SHOP', 'ELLI', 'MIDD'],\n",
       " ['BOINGO WIRELESS INC', 'WIFI', 'SREV', 'BCOV', 'TNAV', 'ORBC', 'BV'],\n",
       " ['BOISE CASCADE COMPANY', 'BCC', 'LPX', 'PCH', 'BC', 'WY', 'BLL'],\n",
       " ['BOJANGLES INC', 'BOJA', 'WING', 'FOGO', 'HABT', 'PLKI', 'SHAK'],\n",
       " ['BOK FINANCIAL CORP', 'BOKF', 'BANF', 'CBSH', 'CFR', 'UMBF', 'BMTC'],\n",
       " ['BONANZA CREEK ENER INC', 'BCEI', 'SGY', 'SN', 'BBG', 'REXX', 'AREX'],\n",
       " ['BOOT BARN HOLDINGS', 'BOOT', 'RCKY', 'WEYS', 'WWW', 'SHOO', 'BRID'],\n",
       " ['BOOZ ALLEN HAMILTON HLDG', 'BAH', 'CACI', 'SAIC', 'LDOS', 'MANT', 'EGL'],\n",
       " ['BORG WARNER INC', 'BWA', 'MGA', 'ALV', 'LEA', 'DLPH', 'AXL'],\n",
       " ['BOSTON BEER INC', 'SAM', 'TAP', 'BUD', 'BREW', 'BWLD', 'DEO'],\n",
       " ['BOSTON PRIVATE FINANCIAL', 'BPFH', 'BRKL', 'BMTC', 'FMBI', 'CVBF', 'BOKF'],\n",
       " ['BOSTON PROPERTIES INC', 'BXP', 'AVB', 'VNO', 'EQR', 'SPG', 'AIV'],\n",
       " ['BOSTON SCIENTIFIC CO', 'BSX', 'STJ', 'MDT', 'BAX', 'BCR', 'SYK'],\n",
       " ['BOTTOMLINE TECHNOLOGIES', 'EPAY', 'EPIQ', 'ACIW', 'PRGS', 'BLKB', 'ABTL'],\n",
       " ['BOX INC', 'BOX', 'SHAK', 'SQ', 'FIT', 'FEYE', 'TWLO'],\n",
       " ['BOYD GAMING CORP', 'BYD', 'PENN', 'MGM', 'ISLE', 'PNK', 'WYNN'],\n",
       " ['BRADY CORP', 'BRC', 'CLC', 'ABM', 'FUL', 'BMS', 'CTBI'],\n",
       " ['BRANDYWINE REALTY TRUST', 'BDN', 'CLI', 'HIW', 'OFC', 'KRC', 'ARE'],\n",
       " ['BRIDGE BANCORP INC', 'BDGE', 'BMTC', 'ATLO', 'CCNE', 'FLIC', 'AMNB'],\n",
       " ['BRIDGEPOINT ED INC', 'BPI', 'LOPE', 'APEI', 'CPLA', 'LINC', 'STRA'],\n",
       " ['BRIGGS & STRATTON CO', 'BGG', 'BRC', 'ATU', 'BC', 'BHE', 'AIN'],\n",
       " ['BRIGHT HORIZON FAMILY', 'BFAM', 'EDMC', 'STRA', 'ABCO', 'CECO', 'BELFB'],\n",
       " ['BRIGHTCOVE INC', 'BCOV', 'BV', 'JIVE', 'DWRE', 'CARB', 'GWRE'],\n",
       " ['BRINKER INTERNATIONAL', 'EAT', 'DRI', 'CAKE', 'CBRL', 'DIN', 'BOBE'],\n",
       " ['BRINKS CO', 'BCO', 'BDC', 'BRC', 'BGG', 'BID', 'BHE'],\n",
       " ['BRISTOL MYERS SQUIBB', 'BMY', 'MRK', 'LLY', 'ABT', 'PFE', 'JNJ'],\n",
       " ['BRISTOW GROUP INC', 'BRS', 'CKH', 'HOS', 'PHII', 'CRR', 'GLF'],\n",
       " ['BRIXMOR PROPERTY GROUP', 'BRX', 'KRG', 'WPG', 'ROIC', 'RPAI', 'UBA'],\n",
       " ['BROADCOM LIMITED', 'AVGO', 'SWKS', 'NXPI', 'QRVO', 'AMBA', 'PANW'],\n",
       " ['BROADRIDGE FINANCIAL INC', 'BR', 'KMG', 'ADP', 'AHC', 'APC', 'APA'],\n",
       " ['BROADSOFT INC', 'BSFT', 'RP', 'CSOD', 'LOGM', 'BV', 'BLKB'],\n",
       " ['BROCADE COMMUNICATIONS', 'BRCD', 'JNPR', 'NTAP', 'CIEN', 'QLGC', 'AMCC'],\n",
       " ['BROOKDALE SENIOR LIVING', 'BKD', 'CSU', 'KND', 'FVE', 'CYH', 'ENSG'],\n",
       " ['BROOKLINE BANCORP INC', 'BRKL', 'BPFH', 'BKMU', 'DCOM', 'BHLB', 'CFFN'],\n",
       " ['BROOKS AUTOMATION INC', 'BRKS', 'KLIC', 'MKSI', 'COHU', 'AEIS', 'PLAB'],\n",
       " ['BROWN & BROWN INC', 'BRO', 'AJG', 'EV', 'GGG', 'RNR', 'ATR'],\n",
       " [\"BLOOMIN' BRANDS INC\", 'BLMN', 'DFRG', 'CHUY', 'BBRG', 'DIN', 'BJRI'],\n",
       " ['BLUCORA INC', 'BCOR', 'RPXC', 'BCOV', 'IQNT', 'BBCN', 'AGX'],\n",
       " ['BLUE BIRD CORP', 'BLBD', 'MCFT', 'BHBK', 'BLMT', 'MBUU', 'BDGE'],\n",
       " ['BRYN MAWR BANK CORP', 'BMTC', 'BMRC', 'BANF', 'AROW', 'CAC', 'CFFI'],\n",
       " ['BSB BANCORP INC MD', 'BLMT', ''],\n",
       " ['BUCKLE INC', 'BKE', 'PLCE', 'GES', 'URBN', 'AEO', 'ZUMZ'],\n",
       " ['BUFFALO WILD WINGS INC', 'BWLD', 'CMG', 'PNRA', 'MIDD', 'CAKE', 'SCSS'],\n",
       " ['BUILD A BEAR WORKSHOP', 'BBW', 'BGFV', 'BEBE', 'NWY', 'CBK', 'BKE'],\n",
       " ['BUILDERS FIRSTSOURCE INC', 'BLDR', 'BECN', 'BXC', 'PGTI', 'CVGI', 'BKMU'],\n",
       " ['BUNGE LIMITED', 'BG', 'ADM', 'AGU', 'MOS', 'SYT', 'CF'],\n",
       " ['BURLINGTON STORES INC', 'BURL', 'FIVE', 'OLLI', 'BNFT', 'ROST', 'ULTA'],\n",
       " ['BWX TECHNOLOGIES INC', 'BWXT', 'BW', 'AJRD', 'HII', 'BERY', 'KLXI'],\n",
       " ['C & F FINANCIAL CORP', 'CFFI', 'CHCO', 'AMNB', 'CCNE', 'BMTC', 'CCBG'],\n",
       " ['C H ROBINSON WORLDWIDE', 'CHRW', 'EXPD', 'FAST', 'CTAS', 'JBHT', 'FISV'],\n",
       " ['C&J ENERGY SERVICES INC', 'CJ', ''],\n",
       " ['CA INC', 'CA', 'CTXS', 'ORCL', 'SYMC', 'ADBE', 'INTU'],\n",
       " ['CABELAS INC', 'CAB', 'DKS', 'RGR', 'BGFV', 'HIBB', 'SWHC'],\n",
       " ['CABLE ONE INC', 'CABO', 'GHC', 'LILAK', 'TRCO', 'BWXT', 'LBRDA'],\n",
       " ['CABOT CORP', 'CBT', 'CCMP', 'FOE', 'FUL', 'ALB', 'MTX'],\n",
       " ['CABOT MICROELECTRONICS', 'CCMP', 'CBT', 'UTEK', 'BRKS', 'FEIC', 'MTSC'],\n",
       " ['CABOT OIL & GAS CORP', 'COG', 'RRC', 'NFX', 'NBL', 'SWN', 'PXD'],\n",
       " ['CACI INTERNATIONAL INC', 'CACI', 'MANT', 'BAH', 'SAIC', 'LDOS', 'NCIT'],\n",
       " ['CADENCE BANCORP', 'CADE', ''],\n",
       " ['CADENCE DESIGN SYSTEMS', 'CDNS', 'SNPS', 'MENT', 'ANSS', 'ADSK', 'MRVL'],\n",
       " ['CADIZ INC', 'CDZI', 'ARTNA', 'PCYO', 'PICO', 'CWCO', 'CTWS'],\n",
       " ['CAESARS ACQUISITION CO', 'CACQ', 'CZR', 'CENTA', 'NMIH', 'BBRG', 'CARB'],\n",
       " ['CAESARS ENTMT CORP', 'CZR', 'BYD', 'MGM', 'PENN', 'CACQ', 'PNK'],\n",
       " ['CAESARSTONE LTD', 'CSTE', 'WETF', 'CBOE', 'GNRC', 'CRTO', 'BOFI'],\n",
       " ['CAI INTERNATIONAL INC', 'CAI', 'MANT', 'LLL', 'CUB', 'CBR', 'COO'],\n",
       " ['CAL MAINE FOODS INC', 'CALM', 'SAFM', 'CVGW', 'PPC', 'HRL', 'FDP'],\n",
       " ['CALAMP CORP', 'CAMP', 'SWIR', 'INVN', 'BOFI', 'AMBA', 'SSYS'],\n",
       " ['CALATLANTIC GROUP INC', 'CAA', 'TPH', 'TMHC', 'HCM', 'WLH', 'BRT'],\n",
       " ['CALAVO GROWERS INC', 'CVGW', 'LMNR', 'JJSF', 'ALCO', 'FDP', 'ATNI'],\n",
       " ['CALERES INC', 'CAL', 'DAL', 'JBLU', 'LUV', 'ALK', 'SKYW'],\n",
       " ['CALGON CARBON CORP', 'CCC', 'WTS', 'LNN', 'TTEK', 'CWCO', 'CWT'],\n",
       " ['CALIFORNIA FIRST NATL', 'CFNB', 'CFFI', 'CCNE', 'CNBKA', 'CCBG', 'CFNL'],\n",
       " ['CALIFORNIA RESOURCES', 'CRC', 'BCEI', 'DNR', 'OXY', 'EPE', 'OAS'],\n",
       " ['CALIFORNIA WTR SVC GRP', 'CWT', 'AWR', 'CTWS', 'SJW', 'MSEX', 'CWCO'],\n",
       " ['CALITHERA BIOSCIENCES', 'CALA', 'CNAT', 'AKAO', 'AKBA', 'BLCM', 'AFMD'],\n",
       " ['CALIX INC', 'CALX', 'BSFT', 'ADTN', 'MXL', 'CLFD', 'SHOR'],\n",
       " ['CALLAWAY GOLF CO', 'ELY', 'BC', 'ETH', 'DKS', 'NLS', 'EAT'],\n",
       " ['CALLIDUS SOFTWARE INC', 'CALD', 'BLKB', 'CARB', 'AZPN', 'CEVA', 'BSQR'],\n",
       " ['CALLON PETROLEUM CO', 'CPE', 'CRZO', 'CRK', 'CWEI', 'SGY', 'PQ'],\n",
       " ['CALPINE CORP', 'CPN', 'DYN', 'AES', 'NRG', 'CMS', 'WMB'],\n",
       " ['CAMBIUM LEARNING GRP INC', 'ABCD', 'ACFC', 'AAME', 'ATAI', 'AEY', 'AHPI'],\n",
       " ['CAMBREX CORP', 'CBM', 'CRL', 'ANIK', 'AHS', 'AKRX', 'EBS'],\n",
       " ['CAMDEN NATIONAL CORP', 'CAC', 'BMTC', 'CFFI', 'CCNE', 'CHCO', 'CASS'],\n",
       " ['CAMDEN PROPERTY TRUST', 'CPT', 'ESS', 'UDR', 'PPS', 'AVB', 'AIV'],\n",
       " ['BROWN FORMAN CORP CL A', 'BF.A', ''],\n",
       " ['BROWN FORMAN CORP CL B', 'BF.B', ''],\n",
       " ['BRUKER CORP', 'BRKR', 'BIO', 'LMNX', 'CPHD', 'WAT', 'QGEN'],\n",
       " ['BRUNSWICK CORP', 'BC', 'BLL', 'BMS', 'ASH', 'AVY', 'AN'],\n",
       " ['CAPITAL BANK FINANCIAL', 'CBF', 'CFNL', 'CSFL', 'FIBK', 'BNCN', 'CCBG'],\n",
       " ['CAPITAL CITY BANK GROUP', 'CCBG', 'CFFI', 'CHCO', 'CCNE', 'CHFC', 'CBAN'],\n",
       " ['CAPITAL ONE FINANCIAL', 'COF', 'BK', 'DFS', 'BBT', 'AXP', 'FITB'],\n",
       " ['CAPITAL SENIOR LIVING', 'CSU', 'BKD', 'FVE', 'NHC', 'KND', 'ENSG'],\n",
       " ['CAPITOL FEDERAL FINL INC', 'CFFN', 'BRKL', 'CBSH', 'CHFC', 'DCOM', 'BOKF'],\n",
       " ['CAPSTAR FINANCIAL HLDG', 'CSTR', ''],\n",
       " ['CAPSTEAD MORTGAGE CORP', 'CMO', 'ANH', 'MFA', 'HTS', 'CYS', 'IVR'],\n",
       " ['CARA THERAPEUTICS INC', 'CARA', 'INSY', 'ZYNE', 'GWPH', 'TWMJF', 'ACBFF'],\n",
       " ['CARBO CERAMICS INC', 'CRR', 'DRQ', 'CLB', 'RES', 'OIS', 'SLCA'],\n",
       " ['CARBONITE INC', 'CARB', 'BCOV', 'BV', 'LOGM', 'CTRL', 'CALD'],\n",
       " ['CARDCONNECT CORP', 'CCN', 'INF', 'EMMS', 'JTPY', 'SGA', 'ETM'],\n",
       " ['CARDINAL HEALTH INC', 'CAH', 'ABC', 'MCK', 'BAX', 'BDX', 'BCR'],\n",
       " ['CARDIOVASCULAR SYS INC', 'CSII', 'SPNC', 'ATRC', 'ELGX', 'CNMD', 'PODD'],\n",
       " ['CARDTRONICS PLC', 'CATM', 'BLKB', 'FNGN', 'EXLS', 'LOPE', 'DORM'],\n",
       " ['CARE CAPITAL PROPERTIES', 'CCP', 'VTR', 'CLDT', 'SNR', 'LADR', 'SBRA'],\n",
       " ['CARE.COM INC', 'CRCM', 'FMI', 'VIVE', 'PI', 'CRBP', 'BPMC'],\n",
       " ['CAREER EDUCATION CORP', 'CECO', 'APOL', 'ESI', 'DV', 'STRA', 'EDMC'],\n",
       " ['CARETRUST REIT INC', 'CTRE', 'SBRA', 'CCP', 'SNR', 'DOC', 'HTA'],\n",
       " ['CARLISLE COS INC', 'CSL', 'CLC', 'DCI', 'ATR', 'BRC', 'CBSH'],\n",
       " ['CARMAX INC', 'KMX', 'AN', 'AZO', 'IRM', 'ORLY', 'MCO'],\n",
       " ['CARNIVAL CORP', 'CCL', 'RCL', 'DRI', 'CBS', 'MAR', 'CAH'],\n",
       " ['CAROLINA FINL CORP', 'CARO', 'CVCY', 'BSRR', 'SGBK', 'SSB', 'CCNE'],\n",
       " ['CARPENTER TECHNOLOGY', 'CRS', 'CMC', 'ATI', 'WOR', 'USAP', 'RS'],\n",
       " ['CARRIAGE SERVICES INC', 'CSV', 'SCI', 'CSU', 'MATW', 'STON', 'AWGI'],\n",
       " ['CARRIZO OIL & GAS INC', 'CRZO', 'COG', 'SM', 'NFX', 'CRK', 'RRC'],\n",
       " ['CARROLS RESTAURANT GRP', 'TAST', 'FRGI', 'RUTH', 'KONA', 'BBRG', 'DENN'],\n",
       " ['CARS.COM', 'CARS', ''],\n",
       " ['CARTER INC', 'CRI', 'GIL', 'PLCE', 'CTRN', 'OXM', 'PVH'],\n",
       " ['CARVANA CO', 'CVNA', ''],\n",
       " ['CASCADIAN THERAPEUTICS', 'CASC', 'ABUS', 'DRNA', 'CCXI', 'CHMA', 'ADVM'],\n",
       " ['CASELLA WASTE SYSTEMS', 'CWST', 'WCN', 'RSG', 'ECOL', 'CVGI', 'PESI'],\n",
       " ['CASEYS GENERAL STORES', 'CASY', 'CGNX', 'CBRL', 'CRI', 'TXRH', 'WMK'],\n",
       " ['CASS INFORMATION SYSTEMS', 'CASS', 'BANF', 'CFFI', 'BMRC', 'CAC', 'CHCO'],\n",
       " ['CASTLE BRANDS INC', 'ROX', 'LTS', 'RNN', 'WYY', 'PULM', 'HTGM'],\n",
       " ['CASTLIGHT HEALTH INC', 'CSLT', 'BNFT', 'EYES', 'AMBR', 'CRCM', 'PCTY'],\n",
       " ['CATALENT INC', 'CTLT', 'PRAH', 'DERM', 'PAHC', 'FGEN', 'CIVI'],\n",
       " ['CATALYST PHARMACEUTICALS', 'CPRX', 'IDRA', 'CYCC', 'CLSN', 'THLD', 'ATHX'],\n",
       " ['CATCHMARK TIMBER TRUST', 'CTT', 'CXP', 'FPI', 'BIPH', 'CTU', 'USGA'],\n",
       " ['CATERPILLAR INC', 'CAT', 'DE', 'BA', 'MMM', 'DD', 'UTX'],\n",
       " ['CATHAY GENERAL BANCORP', 'CATY', 'EWBC', 'CVBF', 'GBCI', 'FMBI', 'CBSH'],\n",
       " ['CATO CORP', 'CATO', 'BKE', 'SSI', 'ASNA', 'DEST', 'GCO'],\n",
       " ['CAVCO INDUSTRIES INC', 'CVCO', 'SKY', 'CSWC', 'CASS', 'CRMT', 'CTRN'],\n",
       " ['CAVIUM INC', 'CAVM', 'MLNX', 'IPHI', 'MPWR', 'AVGO', 'MSCC'],\n",
       " ['CBIZ INC', 'CBZ', 'CDI', 'CIA', 'CDR', 'CGI', 'CCRN'],\n",
       " ['CAMPBELL SOUP CO', 'CPB', 'CAG', 'K', 'GIS', 'CLX', 'HSY'],\n",
       " ['CAMPING WORLD HOLDINGS', 'CWH', ''],\n",
       " ['CANTEL MEDICAL CORP', 'CMD', 'UCD', 'GLL', 'TLL', 'RXD', 'SZK'],\n",
       " ['CAPELLA EDUCATION CO', 'CPLA', 'STRA', 'APEI', 'LOPE', 'ESI', 'DV'],\n",
       " ['CDW CORPORATION', 'CDW', 'COMM', 'EPAM', 'HDS', 'MANH', 'HAWK'],\n",
       " ['CECO ENVIRONMENTAL CORP', 'CECE', 'MFRI', 'CFNL', 'FTEK', 'CFFI', 'CCNE'],\n",
       " ['CEDAR REALTY TRUST INC', 'CDR', 'RPT', 'KRG', 'AKR', 'BFS', 'EQY'],\n",
       " ['CELANESE CORP', 'CE', 'EMN', 'ASH', 'HUN', 'CBT', 'ALB'],\n",
       " ['CELGENE CORP', 'CELG', 'GILD', 'BIIB', 'REGN', 'AMGN', 'ALXN'],\n",
       " ['CELLDEX THERAPEUTICS INC', 'CLDX', 'ACAD', 'ARRY', 'CLVS', 'SRPT', 'SGEN'],\n",
       " ['CEMPRA INC', 'CEMP', 'TTPH', 'ESPR', 'FOLD', 'CLVS', 'PTCT'],\n",
       " ['CENTENE CORP', 'CNC', 'MOH', 'CI', 'WCG', 'HUM', 'ANTM'],\n",
       " ['CENTENNIAL RESOURCE DEV', 'CDEV', ''],\n",
       " ['CENTERPOINT ENERGY INC', 'CNP', 'CMS', 'AEP', 'FE', 'EIX', 'NI'],\n",
       " ['CENTERSTATE BANKS INC', 'CSFL', 'COBZ', 'CFNL', 'CCBG', 'CSBK', 'CTBI'],\n",
       " ['CENTRAL EUROPEAN MEDIA', 'CETV', 'CMLS', 'EBKDY', 'EVC', 'BBGI', 'EMMS'],\n",
       " ['CENTRAL GARDEN & PET CO', 'CENT', 'CENTA', 'CCRN', 'CCMP', 'CHCO', 'CHFC'],\n",
       " ['CENTRAL GARDEN & PET CO', 'CENTA', 'CENT', 'CCRN', 'CHCO', 'CDZI', 'CFNL'],\n",
       " ['CENTRAL PACIFIC FINL', 'CPF', 'BOH', 'PCBC', 'CVBF', 'CACB', 'COLB'],\n",
       " ['CENTRAL VALLEY CMNTY', 'CVCY', 'CVLY', 'CWBC', 'BSRR', 'AMRB', 'CSFL'],\n",
       " ['CENTURY ALUMINUM CO', 'CENX', 'KALU', 'AKS', 'STLD', 'ACH', 'CMC'],\n",
       " ['CENTURY BANCORP INC', 'CNBKA', 'CCNE', 'CFFI', 'CVLY', 'BMTC', 'CAC'],\n",
       " ['CENTURY CASINOS INC', 'CNTY', 'MCRI', 'ISLE', 'UWN', 'PNK', 'FLL'],\n",
       " ['CENTURY COMMUNITIES INC', 'CCS', 'NWHM', 'WLH', 'LGIH', 'TMHC', 'TPH'],\n",
       " ['CENTURYLINK INC', 'CTL', 'FTR', 'WIN', 'ED', 'VOD', 'VZ'],\n",
       " ['CERNER CORP', 'CERN', 'MDRX', 'QSII', 'ESRX', 'MCK', 'CTSH'],\n",
       " ['CERUS CORP', 'CERS', 'CRIS', 'CGEN', 'BCRX', 'ARRY', 'CYTK'],\n",
       " ['CEVA INC', 'CEVA', 'DSPG', 'CAVM', 'MLNX', 'NVMI', 'ALLT'],\n",
       " ['CF INDUSTRIES HOLDINGS', 'CF', 'AGU', 'MOS', 'POT', 'TNH', 'MON'],\n",
       " ['CHANNELADVISOR CORP', 'ECOM', 'MKTO', 'MRIN', 'DWRE', 'CVT', 'CSOD'],\n",
       " ['CHARLES RIVER LABS INTL', 'CRL', 'PRXL', 'TECH', 'ICLR', 'COO', 'CBM'],\n",
       " ['CHART INDUSTRIES INC', 'GTLS', 'WPRT', 'GHM', 'GLNG', 'CLNE', 'GPOR'],\n",
       " ['CHARTER COMM INC', 'CHTR', 'DISH', 'CMCSA', 'LVLT', 'TWX', 'LBTYA'],\n",
       " ['CHARTER FINL CORP WEST', 'CHFN', 'CSBK', 'CHCO', 'CCBG', 'CFFI', 'CCNE'],\n",
       " ['CHASE CORP', 'CCF', 'EML', 'CAW', 'HWKN', 'BHB', 'CASS'],\n",
       " ['CHATHAM LODGING TR', 'CLDT', 'STAG', 'CHSP', 'LADR', 'LTC', 'CCP'],\n",
       " ['CHEESECAKE FACTORY INC', 'CAKE', 'EAT', 'DRI', 'PNRA', 'CBRL', 'RRGB'],\n",
       " [\"CHEFS' WHAREHOUSE INC\", 'CHEF', 'DFRG', 'CHUY', 'CFNL', 'CORE', 'BBRG'],\n",
       " ['CHEGG INC', 'CHGG', 'CRCM', 'ANGI', 'SALE', 'PMTS', 'CSLT'],\n",
       " ['CHEMED CORPORATION', 'CHE', 'AMED', 'LHCG', 'CLC', 'AMSG', 'AFAM'],\n",
       " ['CHEMICAL FINANCIAL CORP', 'CHFC', 'CHCO', 'CCBG', 'CTBI', 'CBU', 'BANF'],\n",
       " ['CHEMOCENTRYX INC', 'CCXI', 'VSTM', 'EPZM', 'RGLS', 'CEMP', 'CLRB'],\n",
       " ['CHEMUNG FINL CORP', 'CHMG', 'CFFI', 'CCNE', 'CVLY', 'CVCY', 'CHFN'],\n",
       " ['CHENIERE ENERGY INC', 'LNG', 'CQP', 'EOG', 'CLNE', 'WPRT', 'CHK'],\n",
       " ['CHERRY HILL MORTGAGE INV', 'CHMI', 'EARN', 'OAKS', 'ORC', 'ZFC', 'MITT'],\n",
       " ['CHESAPEAKE ENERGY CORP', 'CHK', 'DVN', 'APA', 'APC', 'COP', 'RIG'],\n",
       " ['CHESAPEAKE LODGING TRUST', 'CHSP', 'RLJ', 'CLDT', 'LHO', 'INN', 'DRH'],\n",
       " ['CHESAPEAKE UTILITIES', 'CPK', 'DGAS', 'SJI', 'RGCO', 'NJR', 'SWX'],\n",
       " ['CBL & ASSOC PPTYS INC', 'CBL', 'DDR', 'MAC', 'PEI', 'TCO', 'REG'],\n",
       " ['CBOE HLDGS INC', 'CBOE', 'CME', 'MKTX', 'ICE', 'NDAQ', 'CGNX'],\n",
       " ['CBRE GROUP INC', 'CBG', 'JLL', 'BXP', 'AIV', 'AVB', 'AIZ'],\n",
       " ['CBS CORPORATION', 'CBS', 'VIAB', 'VIA', 'DISCA', 'CMCSA', 'CCL'],\n",
       " ['CDK GLOBAL INC', 'CDK', 'ADP', 'BR', 'HYH', 'CDW', 'PAYC'],\n",
       " ['CHIMERIX INC', 'CMRX', 'NLNK', 'PTCT', 'TTPH', 'TKMR', 'ZFGN'],\n",
       " ['CHIPOTLE MEXICAN GRILL', 'CMG', 'NFLX', 'UA', 'TSLA', 'SBUX', 'PCLN'],\n",
       " ['CHOICE HOTELS INTL INC', 'CHH', 'IHG', 'HOT', 'WYN', 'MAR', 'MCS'],\n",
       " ['CHUBB LIMITED', 'CB', 'CINF', 'ALL', 'AFL', 'APD', 'BEN'],\n",
       " ['CHURCH & DWIGHT INC', 'CHD', 'CLX', 'MKC', 'ECL', 'CL', 'HRL'],\n",
       " ['CHURCHILL DOWNS INC', 'CHDN', 'PNK', 'MCRI', 'CHCO', 'ISLE', 'DDE'],\n",
       " [\"CHUY'S HOLDINGS INC\", 'CHUY', 'DFRG', 'BLMN', 'FRGI', 'NDLS', 'IRG'],\n",
       " ['CIENA CORP', 'CIEN', 'JNPR', 'SCMR', 'BRCD', 'AMCC', 'GLW'],\n",
       " ['CIGNA CORP', 'CI', 'HUM', 'AET', 'UNH', 'ANTM', 'ABC'],\n",
       " ['CIMAREX ENERGY CO', 'XEC', 'NFX', 'PXD', 'SM', 'CXO', 'COG'],\n",
       " ['CIMPRESS NV', 'CMPR', 'CSGP', 'CACC', 'BLKB', 'EPAM', 'CHEF'],\n",
       " ['CINCINNATI BELL INC', 'CBB', 'CVG', 'TDS', 'CNSL', 'ALSK', 'USM'],\n",
       " ['CINCINNATI FINANCIAL', 'CINF', 'CB', 'DOV', 'BMS', 'LEG', 'CTAS'],\n",
       " ['CINEMARK HOLDINGS INC', 'CNK', 'RGC', 'CKEC', 'NCMI', 'AMC', 'CPA'],\n",
       " ['CINTAS CORP', 'CTAS', 'CINF', 'DOV', 'BCR', 'BMS', 'FISV'],\n",
       " ['CIRCOR INTERNATIONAL INC', 'CIR', 'NPO', 'CLC', 'WTS', 'CR', 'CMCO'],\n",
       " ['CIRRUS LOGIC INC', 'CRUS', 'CY', 'SWKS', 'IDTI', 'XLNX', 'ADI'],\n",
       " ['CISCO SYSTEMS INC', 'CSCO', 'ORCL', 'INTC', 'IBM', 'QCOM', 'MSFT'],\n",
       " ['CIT GROUP INC', 'CIT', 'CMA', 'MBI', 'COF', 'SLM', 'FITB'],\n",
       " ['CITI TRENDS INC', 'CTRN', 'ZUMZ', 'SCVL', 'CVCO', 'NWY', 'DXPE'],\n",
       " ['CITIGROUP INC', 'C', 'BAC', 'JPM', 'WFC', 'GS', 'AIG'],\n",
       " ['CITIZENS & NORTHERN CORP', 'CZNC', 'CCNE', 'CVLY', 'CVCY', 'PWOD', 'AMNB'],\n",
       " ['CITIZENS FINANCIAL INC', 'CFG', 'SYF', 'ESNT', 'CMA', 'ZION', 'ALLY'],\n",
       " ['CITIZENS INC', 'CIA', 'FFG', 'IHC', 'KCLI', 'AEL', 'AAME'],\n",
       " ['CITRIX SYSTEMS INC', 'CTXS', 'NTAP', 'CHKP', 'INTU', 'ADBE', 'VRSN'],\n",
       " ['CITY HOLDING CO', 'CHCO', 'CFFI', 'CHFC', 'CTBI', 'CCBG', 'BMTC'],\n",
       " ['CITY OFFICE REIT INC', 'CIO', 'CLDT', 'LADR', 'APTS', 'DEA', 'FPI'],\n",
       " ['CIVISTA BANCSHARES INC', 'CIVB', 'CHFN', 'CVCY', 'CHMG', 'CVLY', 'CIZN'],\n",
       " ['CIVITAS SOLUTIONS', 'CIVI', 'PRQR', 'CTLT', 'FOMX', 'TKAI', 'EVHC'],\n",
       " ['CLEAN ENERGY FUELS CORP', 'CLNE', 'WPRT', 'LNG', 'CHK', 'DVN', 'CMI'],\n",
       " ['CLEAN HARBORS INC', 'CLH', 'WCN', 'ECOL', 'SRCL', 'CVA', 'CLC'],\n",
       " ['CLEAR CHANNEL OUTDOOR', 'CCO', 'LAMR', 'NCMI', 'ETM', 'CMLS', 'CNK'],\n",
       " ['CLEARFIELD INC', 'CLFD', 'CLRO', 'JCS', 'CALX', 'CPHC', 'CYBE'],\n",
       " ['CLEARSIDE BIOMEDICAL INC', 'CLSD', 'SELB', 'RETA', 'SNDX', 'AGLE', 'AVXS'],\n",
       " ['CLEARWATER PAPER CORP', 'CLW', 'KS', 'GLT', 'PCH', 'SWM', 'UFS'],\n",
       " ['CLIFFS NATURAL RESOURCES', 'CLF', 'AKS', 'X', 'FCX', 'VALE', 'MT'],\n",
       " ['CLIFTON BANCORP INC', 'CSBK', 'KRNY', 'EBSB', 'WSBF', 'BNCL', 'CSFL'],\n",
       " ['CLIPPER REALTY INC', 'CLPR', ''],\n",
       " ['CLOROX CO', 'CLX', 'CL', 'KMB', 'GIS', 'EMR', 'CPB'],\n",
       " ['CLOUD PEAK ENERGY INC', 'CLD', 'WLB', 'CNX', 'FELP', 'ARLP', 'NRP'],\n",
       " ['CLOUDERA INC', 'CLDR', ''],\n",
       " ['CLOVIS ONCOLOGY INC', 'CLVS', 'TSRO', 'PBYI', 'KITE', 'BLUE', 'AGIO'],\n",
       " ['CLUBCORP HOLDINGS', 'MYCC', 'BRX', 'LADR', 'CTRE', 'FPI', 'UBA'],\n",
       " ['CHEVRON CORP', 'CVX', 'XOM', 'COP', 'JNJ', 'BP', 'PG'],\n",
       " ['CHICAGO BRIDGE & IRON', 'CBI', 'FLR', 'JEC', 'KBR', 'MDR', 'NOV'],\n",
       " ['CHICOS FAS INC', 'CHS', 'URBN', 'ANF', 'BEBE', 'CBK', 'AEO'],\n",
       " ['CHILDRENS PLACE INC', 'PLCE', 'BEBE', 'BKE', 'URBN', 'CHS', 'FINL'],\n",
       " ['CHIMERA INVESTMENT CORP', 'CIM', 'AGNC', 'NLY', 'CYS', 'IVR', 'MFA'],\n",
       " ['COBIZ FINANCIAL INC', 'COBZ', 'COLB', 'CNBKA', 'CSFL', 'CVBF', 'CTBI'],\n",
       " ['COCA COLA BOTTLING', 'COKE', 'PEP', 'CCE', 'NKE', 'SNE', 'BUD'],\n",
       " ['COCA COLA CO', 'KO', 'PG', 'JNJ', 'PEP', 'WMT', 'XOM'],\n",
       " ['CODEXIS INC', 'CDXS', 'AMRS', 'CCXI', 'CORT', 'GEVO', 'MNOV'],\n",
       " ['CODORUS VY BANCORP INC', 'CVLY', 'CWBC', 'CVCY', 'CCNE', 'CNBKA', 'CFFI'],\n",
       " ['COEUR MINING INC', 'CDE', 'HL', 'PAAS', 'SSRI', 'KGC', 'GFI'],\n",
       " ['COGENT COMM HOLDINGS', 'CCOI', 'CNSL', 'CATM', 'BLKB', 'CBB', 'CSOD'],\n",
       " ['COGINT INC', 'COGT', ''],\n",
       " ['COGNEX CORP', 'CGNX', 'COHR', 'CASY', 'SWIR', 'AEIS', 'CRTO'],\n",
       " ['COGNIZANT TECH SOLUTIONS', 'CTSH', 'INFY', 'WIT', 'ADSK', 'CTXS', 'FISV'],\n",
       " ['COHEN & STEERS INC', 'CNS', 'CLMS', 'GBL', 'EV', 'AMG', 'WDR'],\n",
       " ['COHERENT INC', 'COHR', 'CGNX', 'MKSI', 'COHU', 'IIVI', 'AAOI'],\n",
       " ['COHERUS BIOSCIENCES', 'CHRS', 'CACH', 'PLCE', 'CBK', 'SMRT', 'BEBE'],\n",
       " ['COHU INC', 'COHU', 'BRKS', 'KLIC', 'MKSI', 'UTEK', 'ESIO'],\n",
       " ['COLFAX CORP', 'CFX', 'FLS', 'LECO', 'CIR', 'IEX', 'AME'],\n",
       " ['COLGATE PALMOLIVE CO', 'CL', 'CLX', 'KMB', 'GIS', 'PEP', 'PG'],\n",
       " ['COLLECTORS UNIVERSE INC', 'CLCT', 'CHKE', 'CFNB', 'CRAI', 'CODI', 'CNSL'],\n",
       " ['COLLEGIUM PHARMACEUTICAL', 'COLL', 'KMPH', 'BPMC', 'CLCD', 'CNCE', 'MCRB'],\n",
       " ['COLONY NORTHSTAR INC', 'CLNS', ''],\n",
       " ['COLONY STARWOOD HOMES', 'SFR', 'AMH', 'RESI', 'SBY', 'STWD', 'MORE'],\n",
       " ['COLUMBIA BKG SYSTEM INC', 'COLB', 'BANR', 'COBZ', 'CVBF', 'GBCI', 'CHCO'],\n",
       " ['COLUMBIA PPTY TR INC', 'CXP', 'PDM', 'RPAI', 'SRC', 'DEI', 'LPT'],\n",
       " ['COLUMBIA SPORTSWEAR CO', 'COLM', 'DW', 'UFCS', 'SCSS', 'DECK', 'PVH'],\n",
       " ['COLUMBUS MCKINNON CORP', 'CMCO', 'ASTE', 'CHCO', 'CIR', 'AIMC', 'CRAI'],\n",
       " ['COMCAST CORP CL A', 'CMCSA', 'TWX', 'VZ', 'VOD', 'CVS', 'DIS'],\n",
       " ['COMERICA INC', 'CMA', 'FITB', 'BBT', 'KEY', 'FHN', 'ZION'],\n",
       " ['COMFORT SYSTEMS USA INC', 'FIX', 'EME', 'DY', 'APOG', 'GVA', 'AAON'],\n",
       " ['COMMERCE BANCSHARES INC', 'CBSH', 'CFR', 'BOKF', 'UMBF', 'CTBI', 'BOH'],\n",
       " ['COMMERCE UNION BANCSHARE', 'CUBN', 'CWAY', 'CIVB', 'CZFC', 'SMBK', 'FSB'],\n",
       " ['COMMERCEHUB INC SERIES A',\n",
       "  'CHUBA',\n",
       "  'CHUBK',\n",
       "  'LTRPA',\n",
       "  'LVNTA',\n",
       "  'LBRDA',\n",
       "  'BATRA'],\n",
       " ['COMMERCEHUB INC SERIES C',\n",
       "  'CHUBK',\n",
       "  'CHUBA',\n",
       "  'LTRPA',\n",
       "  'BATRK',\n",
       "  'LSXMK',\n",
       "  'LVNTA'],\n",
       " ['COMMERCIAL METALS CO', 'CMC', 'STLD', 'CRS', 'RS', 'SCHN', 'WOR'],\n",
       " ['COMMERCIAL VEH GROUP INC', 'CVGI', 'CWST', 'SRI', 'ACW', 'DAN', 'MOD'],\n",
       " ['COMMSCOPE HOLDING CO', 'COMM', 'CDW', 'ESNT', 'HQY', 'MTSI', 'HDS'],\n",
       " ['COMMUNITY BANK SYSTEMS', 'CBU', 'NBTB', 'AROW', 'CHCO', 'CTBI', 'CHFC'],\n",
       " ['COMMUNITY BANKERS TRUST', 'ESXB', 'EVBS', 'ESSA', 'FBMS', 'FCCO', 'FCCY'],\n",
       " ['COMMUNITY FINL CORP MD', 'TCFC', 'TRCB', 'OLBK', 'DNBF', 'HBMD', 'SSFN'],\n",
       " ['COMMUNITY HEALTH SYSTEMS', 'CYH', 'LPNT', 'UHS', 'HCA', 'THC', 'KND'],\n",
       " ['COMMUNITY HEALTHCARE TR', 'CHCT', 'CCP', 'DEA', 'LADR', 'GMRE', 'CLDT'],\n",
       " ['COMMUNITY TRUST BANCORP', 'CTBI', 'SRCE', 'THFF', 'CHCO', 'BANF', 'WEYS'],\n",
       " ['COMMVAULT SYSTEMS INC', 'CVLT', 'BLKB', 'CSOD', 'ULTI', 'ANSS', 'ACIW'],\n",
       " ['COMPASS MINERALS INTL', 'CMP', 'CF', 'AGU', 'TDY', 'IPI', 'SYT'],\n",
       " ['COMPUTER PROGRAMS & SYS', 'CPSI', 'QSII', 'CRVL', 'CMTL', 'HMSY', 'CERN'],\n",
       " ['CME GROUP INC', 'CME', 'ICE', 'NDAQ', 'BLK', 'BEN', 'CBG'],\n",
       " ['CMS ENERGY CORP', 'CMS', 'DTE', 'CNP', 'EIX', 'ETR', 'AEE'],\n",
       " ['CNA FINANCIAL CORP', 'CNA', 'XL', 'ACGL', 'RE', 'AXS', 'AFG'],\n",
       " ['CNB FINL CORP PA', 'CCNE', 'CFFI', 'BMTC', 'CCBG', 'CHCO', 'CNBKA'],\n",
       " ['CNO FINANCIAL GROUP', 'CNO', 'GNW', 'CNA', 'AEL', 'UNM', 'AIZ'],\n",
       " ['COACH INC', 'COH', 'TIF', 'ANF', 'KORS', 'RL', 'BBBY'],\n",
       " ['CONDUENT INC', 'CNDT', ''],\n",
       " ['CONFORMIS INC', 'CFMS', 'NTRA', 'MCRB', 'TDOC', 'NVCR', 'CATB'],\n",
       " ['CONMED CORP', 'CNMD', 'WMGI', 'OFIX', 'IVC', 'EXAC', 'ICUI'],\n",
       " ['CONNECTICUT WATER SVC', 'CTWS', 'MSEX', 'SJW', 'CWT', 'ARTNA', 'YORW'],\n",
       " ['CONNECTONE BANCORP INC', 'CNOB', 'IBTX', 'CUBI', 'FBIZ', 'BMTC', 'EBTC'],\n",
       " ['CONNS INC', 'CONN', 'CTRN', 'HGG', 'HIBB', 'CVCO', 'FRAN'],\n",
       " ['CONOCOPHILLIPS', 'COP', 'CVX', 'XOM', 'PSX', 'BP', 'OXY'],\n",
       " ['CONSOL ENERGY INC', 'CNX', 'COG', 'SWN', 'ARLP', 'RRC', 'CLF'],\n",
       " ['CONSOLIDATED COMM', 'CNSL', 'ALSK', 'FRP', 'CODI', 'WIN', 'CLMT'],\n",
       " ['CONSOLIDATED EDISON INC', 'ED', 'SO', 'AEP', 'DUK', 'D', 'EXC'],\n",
       " ['CONSOLIDATED TOMOKA LAND', 'CTO', 'TRC', 'ALCO', 'JOE', 'STRS', 'ALEX'],\n",
       " ['CONSOLIDATED WATER CO', 'CWCO', 'CWT', 'CTWS', 'AWR', 'MSEX', 'SJW'],\n",
       " ['CONSTELLATION BRANDS', 'STZ', 'TAP', 'DEO', 'TSN', 'DPS', 'BUD'],\n",
       " ['CONTANGO OIL & GAS CO', 'MCF', 'CRZO', 'CRK', 'CWEI', 'GPOR', 'CPE'],\n",
       " ['CONTINENTAL BLDG PRODS', 'CBPX', 'IBP', 'PGEM', 'DOOR', 'CCS', 'NWHM'],\n",
       " ['CONTINENTAL RESOURCES', 'CLR', 'WLL', 'EOG', 'OAS', 'CXO', 'PXD'],\n",
       " ['CONTROL4 CORPORATION', 'CTRL', 'AAOI', 'FOXF', 'CARB', 'VEEV', 'ESNT'],\n",
       " ['CONVERGYS CORP', 'CVG', 'CSGS', 'DOX', 'CSC', 'CBB', 'CTAS'],\n",
       " ['COOPER COMPANIES INC', 'COO', 'RMD', 'BCR', 'CNMD', 'XRAY', 'CMN'],\n",
       " ['COOPER STD HLDGS INC', 'CPS', 'EFX', 'DNB', 'CSGS', 'CEN', 'CRL'],\n",
       " ['COOPER TIRE & RUBBER CO', 'CTB', 'GT', 'BC', 'DDS', 'AXL', 'CVG'],\n",
       " ['COPA HOLDINGS SA', 'CPA', 'LFL', 'ALGT', 'GOL', 'RYAAY', 'BAP'],\n",
       " ['COPART INC', 'CPRT', 'NTGR', 'MORN', 'DLB', 'FDS', 'MSM'],\n",
       " ['CORBUS PHARMACEUTICALS', 'CRBP', 'INSY', 'CARA', 'APHQF', 'ZYNE', 'ACBFF'],\n",
       " ['CORCEPT THERAPEUTICS INC', 'CORT', 'CYTK', 'CRIS', 'GTXI', 'FOLD', 'DVAX'],\n",
       " ['CORE MARK HOLDING CO INC', 'CORE', 'CRVL', 'CVGW', 'CPSI', 'CRMT', 'COLB'],\n",
       " ['CORE MOLDING TECHN', 'CMT', 'ONE', 'FORD', 'FRD', 'ERS', 'ACU'],\n",
       " ['CORECIVIC INC', 'CXW', 'GEO', 'CUZ', 'CYH', 'CPT', 'CUB'],\n",
       " ['CORELOGIC INC', 'CLGX', 'FAF', 'FICO', 'CEB', 'CLH', 'ACIW'],\n",
       " ['CORENERGY INFRASTRUCT', 'CORR', 'AVIR', 'CLDT', 'LGND', 'PEB', 'CVAS'],\n",
       " ['CORESITE REALTY CORP', 'COR', 'CONE', 'DFT', 'DLR', 'QTS', 'EQIX'],\n",
       " ['CORINDUS VASC ROBOTICS', 'CVRS', 'BLPH', 'CERU', 'DXTR', 'INNL', 'HTGM'],\n",
       " ['CORIUM INTL INC', 'CORI', 'DRNA', 'AGRX', 'CNCE', 'EGLT', 'ALDX'],\n",
       " ['CORNERSTONE ONDEMAND INC', 'CSOD', 'MKTO', 'DWRE', 'ULTI', 'JIVE', 'RP'],\n",
       " ['CORNING INC', 'GLW', 'CIEN', 'EMC', 'JNPR', 'QCOM', 'AMAT'],\n",
       " ['CORPORATE OFFICE PPTYS', 'OFC', 'KRC', 'HIW', 'ARE', 'BDN', 'PKY'],\n",
       " ['CORVEL CORP', 'CRVL', 'CTBI', 'CPSI', 'CRMT', 'CHCO', 'CRAI'],\n",
       " ['CORVUS PHARMACEUTICALS', 'CRVS', 'SNDX', 'AGLE', 'CTMX', 'BGNE', 'AVXS'],\n",
       " ['COSTAMARE INC', 'CMRE', 'SB', 'DAC', 'STNG', 'CPLP', 'NNA'],\n",
       " ['COSTAR GROUP INC', 'CSGP', 'ULTI', 'ABCO', 'BLKB', 'CRVL', 'DORM'],\n",
       " ['COSTCO WHOLESALE CORP', 'COST', 'SBUX', 'TGT', 'WMT', 'HD', 'NKE'],\n",
       " ['COTIVITI HOLDINGS INC', 'COTV', 'TLND', 'MEDP', 'HQY', 'GKOS', 'ACIA'],\n",
       " ['COMPX INTERNATIONAL INC', 'CIX', 'CIR', 'CFI', 'NL', 'CIA', 'CSS'],\n",
       " ['COMTECH TELECOMM', 'CMTL', 'DIOD', 'VSAT', 'CPSI', 'JCOM', 'ADTN'],\n",
       " ['CONAGRA BRANDS INC', 'CAG', 'CPB', 'GIS', 'K', 'ADM', 'CLX'],\n",
       " ['CONATUS PHARMACEUTICALS', 'CNAT', 'GALT', 'EVOK', 'OCRX', 'HTBX', 'AUPH'],\n",
       " ['CONCERT PHARMACEUTICALS', 'CNCE', 'AKBA', 'DRNA', 'FLXN', 'TGTX', 'EPZM'],\n",
       " ['CONCHO RESOURCES INC', 'CXO', 'FANG', 'PXD', 'CLR', 'XEC', 'CRZO'],\n",
       " ['CPI CARD GROUP INC', 'PMTS', 'MRNS', 'CHGG', 'DMTX', 'EKSO', 'CFMS'],\n",
       " ['CR BARD INC', 'BCR', 'BDX', 'BMS', 'DOV', 'CTAS', 'CINF'],\n",
       " ['CRA INTERNATIONAL INC', 'CRAI', 'NCI', 'EXPO', 'CRVL', 'HURN', 'CRMT'],\n",
       " ['CRACKER BARREL STORE', 'CBRL', 'BOBE', 'EAT', 'DRI', 'CAKE', 'TXRH'],\n",
       " ['CRAFT BREW ALLIANCE', 'BREW', 'SAM', 'TAP', 'HOPS', 'WVVI', 'FIZZ'],\n",
       " ['CRANE CO', 'CR', 'CSL', 'IEX', 'CW', 'DOV', 'HSC'],\n",
       " ['CRAWFORD & CO', 'CRD.B', ''],\n",
       " ['CRAY INC', 'CRAY', 'SGI', 'CCUR', 'DGII', 'CSGS', 'EFII'],\n",
       " ['CREDIT ACCEP CORP MICH', 'CACC', 'WRLD', 'FCFS', 'CPSS', 'ECPG', 'NICK'],\n",
       " ['CREE INC', 'CREE', 'CY', 'RMBS', 'XLNX', 'AMCC', 'CRUS'],\n",
       " ['CROCS INC', 'CROX', 'DECK', 'GRMN', 'GES', 'COH', 'SKX'],\n",
       " ['CROSS COUNTRY HEALTHCARE', 'CCRN', 'AHS', 'ASGN', 'CDI', 'KFRC', 'KELYA'],\n",
       " ['CROWN CASTLE INTL CORP', 'CCI', 'AMT', 'SBAC', 'DLR', 'VTR', 'EQIX'],\n",
       " ['CROWN HOLDINGS INC', 'CCK', 'BLL', 'OI', 'SLGN', 'SEE', 'BMS'],\n",
       " ['CRYOLIFE INC', 'CRY', 'CNMD', 'RTIX', 'EXAC', 'IART', 'COO'],\n",
       " ['CSG SYSTEMS INTL INC', 'CSGS', 'CVG', 'DOX', 'DST', 'ACXM', 'CMTL'],\n",
       " ['CSRA INC', 'CSRA', 'ALLE', 'COTY', 'CSC', 'DISCK', 'CFG'],\n",
       " ['CSS INDUSTRIES INC', 'CSS', 'FLXS', 'EBF', 'MRLN', 'ALG', 'RCMT'],\n",
       " ['CST BRANDS INC', 'CST', 'MUSA', 'VLO', 'VLP', 'CAPL', 'FRGI'],\n",
       " ['CSW INDUSTRIALS INC', 'CSWI', 'CSWC', 'ACBI', 'SPNE', 'CARO', 'EQBK'],\n",
       " ['CSX CORP', 'CSX', 'NSC', 'UNP', 'CNI', 'KSU', 'CP'],\n",
       " ['CTS CORP', 'CTS', 'AVX', 'BHE', 'BELFB', 'ESIO', 'COHU'],\n",
       " ['CU BANCORP CALIF', 'CUNB', 'CVCY', 'EFSC', 'CWBC', 'BSRR', 'BMRC'],\n",
       " ['CUBESMART', 'CUBE', 'EXR', 'SSS', 'PSA', 'NSA', 'DCT'],\n",
       " ['CUBIC CORP', 'CUB', 'CW', 'ESL', 'ALOG', 'DCO', 'CTS'],\n",
       " ['CULLEN FROST BANKERS', 'CFR', 'CBSH', 'BOKF', 'BOH', 'BXS', 'CBU'],\n",
       " ['CULP INC', 'CFI', ''],\n",
       " ['CUMMINS INC', 'CMI', 'DE', 'ETN', 'CAT', 'FLR', 'EMR'],\n",
       " ['CURIS INC', 'CRIS', 'ARQL', 'CERS', 'AGEN', 'ARRY', 'CYTR'],\n",
       " ['CURTISS WRIGHT CORP', 'CW', 'ESL', 'HEI', 'DCO', 'TDY', 'TGI'],\n",
       " ['CUSTOMERS BANCORP INC', 'CUBI', 'CNOB', 'CFNL', 'EGBN', 'CUNB', 'CSFL'],\n",
       " ['CUTERA INC', 'CUTR', 'ELOS', 'CYNO', 'ANGO', 'IRIX', 'CNMD'],\n",
       " ['CVB FINANCIAL CORP', 'CVBF', 'FMBI', 'CATY', 'GBCI', 'COLB', 'WABC'],\n",
       " ['CVR ENERGY INC', 'CVI', 'CVRR', 'DK', 'WNR', 'HFC', 'ALJ'],\n",
       " ['CVS HEALTH CORPORATION', 'CVS', 'WBA', 'COST', 'TGT', 'RAD', 'UNH'],\n",
       " ['CYBEROPTICS CORP', 'CYBE', 'DAIO', 'ELSE', 'MOCO', 'CSPI', 'PRCP'],\n",
       " ['CYPRESS SEMICONDUCTOR', 'CY', 'XLNX', 'IDTI', 'ADI', 'NSM', 'LSI'],\n",
       " ['CYRUSONE INC', 'CONE', 'QTS', 'COR', 'DFT', 'DLR', 'CLDT'],\n",
       " ['CYS INVESTMENTS INC', 'CYS', 'IVR', 'HTS', 'ARR', 'TWO', 'AGNC'],\n",
       " ['CYTOKINETICS INC', 'CYTK', 'CORT', 'GTXI', 'ARRY', 'CRIS', 'CYCC'],\n",
       " ['CYTOMX THERAPEUTICS INC', 'CTMX', 'VYGR', 'RGNX', 'MYOK', 'EDGE', 'BPMC'],\n",
       " ['D R HORTON INC', 'DHI', 'LEN', 'PHM', 'KBH', 'TOL', 'HOV'],\n",
       " ['COTY INC', 'COTY', 'EL', 'PF', 'EVHC', 'CSRA', 'MJN'],\n",
       " ['COUNTY BANCORP INC', 'ICBK', 'NCOM', 'INBK', 'ISTR', 'CVLY', 'FBIZ'],\n",
       " ['COUPA SOFTWARE INC', 'COUP', ''],\n",
       " ['COUSINS PROPERTIES INC', 'CUZ', 'HIW', 'CLI', 'BDN', 'KRC', 'CPT'],\n",
       " ['COVANTA HOLDING CORP', 'CVA', 'ORA', 'RSG', 'CWST', 'CLH', 'WCN'],\n",
       " ['COVENANT TRANS GRP INC', 'CVTI', 'PTSI', 'WERN', 'HTLD', 'USAK', 'MRTN'],\n",
       " ['COWEN INC', 'COWN', 'JMP', 'EVR', 'PJC', 'RLGT', 'LTS'],\n",
       " ['DAVE & BUSTERS ENTMT INC', 'PLAY', 'PAYC', 'VEEV', 'FIVE', 'JACK', 'ZOES'],\n",
       " ['DAVITA INC', 'DVA', 'FMS', 'DGX', 'BCR', 'MCO', 'LH'],\n",
       " ['DCT INDUSTRIAL TRUST INC', 'DCT', 'DEI', 'EGP', 'DRH', 'FR', 'CUZ'],\n",
       " ['DDR CORP', 'DDR', 'CBL', 'REG', 'MAC', 'KIM', 'GGP'],\n",
       " ['DEAN FOODS COMPANY', 'DF', 'CPB', 'CAG', 'TSN', 'HRL', 'THS'],\n",
       " ['DECKERS OUTDOOR CORP', 'DECK', 'FOSL', 'LULU', 'CROX', 'GES', 'SHOO'],\n",
       " ['DEERE & CO', 'DE', 'CAT', 'CMI', 'MON', 'POT', 'DD'],\n",
       " ['DEL FRISCOS RESTAURANT', 'DFRG', 'BLMN', 'CHUY', 'BBRG', 'IRG', 'FRGI'],\n",
       " ['DEL TACO RESTAURANTS INC', 'TACO', 'TACOW', 'WING', 'HABT', 'TAST', 'BOJA'],\n",
       " ['DELEK US HLDGS INC', 'DK', 'ALJ', 'WNR', 'CVI', 'HFC', 'PBF'],\n",
       " ['DELL TECHNOLOGIES', 'DVMT', ''],\n",
       " ['DELPHI AUTOMOTIVE PLC', 'DLPH', 'BWA', 'ALV', 'MBLY', 'MGA', 'DISCA'],\n",
       " ['DELTA AIR LINES INC', 'DAL', 'LUV', 'UAL', 'AAL', 'JBLU', 'ALK'],\n",
       " ['DELTA APPAREL INC', 'DLA', 'PERY', 'OXM', 'SGC', 'GIII', 'GIL'],\n",
       " ['DELTA NATURAL GAS INC', 'DGAS', 'RGCO', 'CPK', 'SJI', 'NWN', 'SWX'],\n",
       " ['DELTIC TIMBER CORP', 'DEL', 'UFPI', 'PCH', 'LPX', 'POPE', 'DCOM'],\n",
       " ['DELUXE CORP', 'DLX', 'KFY', 'AGX', 'CR', 'DNB', 'EME'],\n",
       " ['DENBURY RESOURCES INC', 'DNR', 'RRC', 'COG', 'NFX', 'WLL', 'SWN'],\n",
       " ['DENNYS CORP', 'DENN', 'DIN', 'RUTH', 'RRGB', 'JACK', 'BJRI'],\n",
       " ['DENTSPLY SIRONA INC', 'XRAY', 'PDCO', 'HSIC', 'EXPD', 'BCR', 'CTAS'],\n",
       " ['DEPOMED INC', 'DEPO', 'HZNP', 'DRRX', 'ENDP', 'AMAG', 'CYTK'],\n",
       " ['DERMIRA INC', 'DERM', 'FGEN', 'DBVT', 'RVNC', 'ATRA', 'FWP'],\n",
       " ['DEVON ENERGY CORP', 'DVN', 'APC', 'APA', 'EOG', 'CHK', 'OXY'],\n",
       " ['DEXCOM INC', 'DXCM', 'PODD', 'NUVA', 'ABMD', 'ELGX', 'EW'],\n",
       " ['DHI GROUP INC', 'DHX', 'MWW', 'AGX', 'DMD', 'QNST', 'RPXC'],\n",
       " ['DHT HOLDINGS INC', 'DHT', 'TNK', 'TNP', 'CPLP', 'FRO', 'DAC'],\n",
       " ['DIAMOND HILL INVESTMENT', 'DHIL', 'DJCO', 'ITIC', 'ESGR', 'DGICA', 'GBL'],\n",
       " ['DIAMOND OFFSHR DRILLING', 'DO', 'NE', 'ESV', 'RIG', 'RDC', 'NBR'],\n",
       " ['DIAMONDBACK ENERGY INC', 'FANG', 'CXO', 'RSPP', 'PE', 'PDCE', 'MTDR'],\n",
       " ['DIAMONDROCK HOSPITALITY', 'DRH', 'SHO', 'LHO', 'FCH', 'HT', 'AHT'],\n",
       " ['DICKS SPORTING GOODS INC', 'DKS', 'FL', 'CAB', 'HIBB', 'URBN', 'AEO'],\n",
       " ['DIEBOLD NIXDORF', 'DBD', 'DOV', 'RPM', 'GPC', 'BMS', 'NWN'],\n",
       " ['DIGI INTL INC', 'DGII', 'BBOX', 'DSPG', 'DCOM', 'DTLK', 'COHU'],\n",
       " ['DIGIMARC CORPORATION', 'DMRC', 'PFSW', 'DTLK', 'DSGX', 'DWCH', 'DGICA'],\n",
       " ['DIGITAL REALTY TRUST INC', 'DLR', 'VTR', 'OHI', 'WPC', 'DFT', 'EXR'],\n",
       " ['DIGITALGLOBE INC', 'DGI', 'DCO', 'ESL', 'CUB', 'DHX', 'AVAV'],\n",
       " ['DILLARDS INC', 'DDS', 'JWN', 'KSS', 'M', 'BONT', 'JCP'],\n",
       " ['DIME CMNTY BANCSHARES', 'DCOM', 'FFIC', 'BRKL', 'CVBF', 'OCFC', 'AF'],\n",
       " ['DINEEQUITY INC', 'DIN', 'EAT', 'DENN', 'JACK', 'RT', 'RRGB'],\n",
       " ['DIODES INC', 'DIOD', 'MSCC', 'FCS', 'SMTC', 'POWI', 'EXAR'],\n",
       " ['DIPLOMAT PHARMACY INC', 'DPLO', 'CRTO', 'WETF', 'ZLTQ', 'ZAYO', 'EGRX'],\n",
       " ['DAILY JOURNAL CORP', 'DJCO', 'DHIL', 'DGAS', 'EDUC', 'CVLY', 'DGICA'],\n",
       " ['DAKTRONICS INC', 'DAKT', 'DIOD', 'CMTL', 'DCOM', 'DGII', 'EZPW'],\n",
       " ['DANA INCORPORATED', 'DAN', 'AXL', 'TEN', 'LEA', 'MTOR', 'FDML'],\n",
       " ['DANAHER CORP', 'DHR', 'DOV', 'ITW', 'ECL', 'EMR', 'TMO'],\n",
       " ['DARDEN RESTAURANTS INC', 'DRI', 'EAT', 'CAKE', 'YUM', 'CBRL', 'WEN'],\n",
       " ['DARLING INGREDIENTS INC', 'DAR', 'ECOL', 'CCC', 'TISI', 'AZZ', 'LXU'],\n",
       " ['DASEKE INC', 'DSKE', ''],\n",
       " ['DOLLAR GENERAL CORP', 'DG', 'DLTR', 'ROST', 'AZO', 'TJX', 'BBBY'],\n",
       " ['DOLLAR TREE INC', 'DLTR', 'DG', 'ROST', 'BBBY', 'TJX', 'AZO'],\n",
       " ['DOMINION ENERGY INC', 'D', 'AEP', 'SO', 'DUK', 'EXC', 'ED'],\n",
       " ['DOMINOS PIZZA INC', 'DPZ', 'PZZA', 'JACK', 'DRI', 'PNRA', 'BWLD'],\n",
       " ['DOMTAR CORPORATION', 'UFS', 'GLT', 'CLW', 'PKG', 'KS', 'SWM'],\n",
       " ['DONALDSON INC', 'DCI', 'CLC', 'GGG', 'CSL', 'NDSN', 'VAL'],\n",
       " ['DONEGAL GROUP INC', 'DGICA', 'DGICB', 'EMCI', 'EBTC', 'IPCC', 'DGAS'],\n",
       " ['DONNELLEY FINANCIAL', 'DFIN', ''],\n",
       " ['DONNELLEY R R & SONS CO', 'RRD', 'PBI', 'RHI', 'R', 'PNW', 'AVY'],\n",
       " ['DORIAN LPG LTD', 'LPG', 'GNRT', 'NVGS', 'ASC', 'SALT', 'EURN'],\n",
       " ['DORMAN PRODUCTS INC', 'DORM', 'MNRO', 'LOPE', 'BCPC', 'SMP', 'IOSP'],\n",
       " ['DOUGLAS DYNAMICS INC', 'PLOW', 'TIS', 'QUAD', 'MLR', 'RRTS', 'MOD'],\n",
       " ['DOUGLAS EMMETT INC', 'DEI', 'KRC', 'DCT', 'OFC', 'BDN', 'ELS'],\n",
       " ['DOVER CORP', 'DOV', 'CINF', 'GWW', 'GPC', 'CTAS', 'BCR'],\n",
       " ['DOW CHEMICAL CO', 'DOW', 'DD', 'AA', 'CAT', 'BMY', 'MMM'],\n",
       " ['DR PEPPER SNAPPLE GROUP', 'DPS', 'CPB', 'TAP', 'EL', 'HRL', 'CLX'],\n",
       " ['DRIL-QUIP INC', 'DRQ', 'OII', 'OIS', 'FTI', 'TTI', 'CLB'],\n",
       " ['DRIVE SHACK', 'DS', ''],\n",
       " ['DSP GROUP INC', 'DSPG', 'AUDC', 'ORBK', 'EXAR', 'CEVA', 'OBAS'],\n",
       " ['DST SYSTEMS INC', 'DST', 'DNB', 'JKHY', 'FISV', 'FDS', 'CSGS'],\n",
       " ['DSW INC', 'DSW', 'GCO', 'FINL', 'GES', 'ZUMZ', 'EXPR'],\n",
       " ['DTE ENERGY CO', 'DTE', 'CMS', 'ETR', 'FE', 'AEE', 'EIX'],\n",
       " ['DU PONT E I DE NEMOURS', 'DD', 'MMM', 'UTX', 'CAT', 'DOW', 'MRK'],\n",
       " ['DUCOMMUN INC', 'DCO', 'LMIA', 'CSS', 'ESL', 'CW', 'CVU'],\n",
       " ['DUKE ENERGY CORP', 'DUK', 'SO', 'SE', 'AEP', 'D', 'ED'],\n",
       " ['DUKE REALTY CORP', 'DRE', 'CLI', 'DDR', 'KIM', 'WRI', 'HIW'],\n",
       " ['DULUTH HOLDINGS INC', 'DLTH', 'ALRM', 'HZN', 'AGFS', 'OLLI', 'MB'],\n",
       " ['DUN & BRADSTREET CORP', 'DNB', 'EFX', 'MCO', 'DOV', 'CTAS', 'AIZ'],\n",
       " ['DUNKIN BRANDS GROUP INC', 'DNKN', 'DPZ', 'PNRA', 'JACK', 'BWLD', 'SHAK'],\n",
       " ['DUPONT FABROS TECHNOLOGY', 'DFT', 'DLR', 'COR', 'CONE', 'QTS', 'DEI'],\n",
       " ['DURECT CORP', 'DRRX', 'PTIE', 'ARQL', 'DEPO', 'CPRX', 'GTXI'],\n",
       " ['DXC TECHNOLOGY COMPANY', 'DXC', ''],\n",
       " ['DXP ENTERPRISES INC', 'DXPE', 'ERS', 'WIRE', 'EZPW', 'BOOM', 'CTRN'],\n",
       " ['DYCOM INDUSTRIES INC', 'DY', 'MTZ', 'EME', 'GVA', 'PWR', 'FIX'],\n",
       " ['DYNAVAX TECHNOLOGIES', 'DVAX', 'NVAX', 'ACAD', 'FOLD', 'ARRY', 'CLDX'],\n",
       " ['DYNEGY INC', 'DYN', 'CPN', 'AES', 'WMB', 'CMS', 'CNP'],\n",
       " ['DYNEX CAPITAL INC', 'DX', 'CYS', 'CMO', 'ANH', 'MFA', 'IVR'],\n",
       " ['E TRADE FINANCIAL CORP', 'ETFC', 'AMTD', 'SCHW', 'MS', 'FITB', 'AIG'],\n",
       " ['EAGLE BANCORP INC', 'EGBN', 'EFSC', 'EBTC', 'CFNL', 'FCBC', 'SASR'],\n",
       " ['EAGLE BULK SHIPPING INC', 'EGLE', 'GNK', 'DSX', 'NM', 'ESEA', 'DRYS'],\n",
       " ['EAGLE MATERIALS INC', 'EXP', 'MLM', 'VMC', 'USG', 'CRH', 'CX'],\n",
       " ['DISCOVER FINANCIAL SRVC', 'DFS', 'COF', 'MS', 'ALL', 'MA', 'AXP'],\n",
       " ['DISCOVERY COMM CL A', 'DISCA', 'LBTYA', 'DISCK', 'SNI', 'LBTYK', 'FOXA'],\n",
       " ['DISCOVERY COMM CL C', 'DISCK', 'DISCA', 'SNI', 'LBTYK', 'LVNTA', 'ASCMA'],\n",
       " ['DISH NETWORK CORP', 'DISH', 'CHTR', 'CMCSA', 'CTXS', 'FISV', 'LBTYA'],\n",
       " ['DISNEY WALT CO', 'DIS', 'KO', 'HD', 'WMT', 'JNJ', 'PG'],\n",
       " ['DMC GLOBAL INC', 'BOOM', 'SNHY', 'DWSN', 'DXPE', 'HURC', 'CTRN'],\n",
       " ['DNB FINL CORP', 'DNBF', 'CZFC', 'EMCF', 'CVLY', 'CVCY', 'CWBC'],\n",
       " ['DOLBY LABORATORIES INC', 'DLB', 'NTGR', 'QSII', 'MORN', 'DWA', 'ATW'],\n",
       " ['EATON CORP PLC', 'ETN', 'EMR', 'CMI', 'PH', 'DOV', 'DE'],\n",
       " ['EATON VANCE CORP', 'EV', 'FII', 'BEN', 'TROW', 'WDR', 'SEIC'],\n",
       " ['EBAY INC', 'EBAY', 'GOOG', 'QCOM', 'ORCL', 'AMZN', 'CSCO'],\n",
       " ['EBIX INC', 'EBIX', 'PEGA', 'MELI', 'ININ', 'IPGP', 'HMSY'],\n",
       " ['ECHO GLOBAL LOGISTICS', 'ECHO', 'HUBG', 'RRTS', 'HTLD', 'SAIA', 'MRTN'],\n",
       " ['ECHOSTAR CORP', 'SATS', 'DISH', 'LORL', 'VSAT', 'SLGN', 'HSNI'],\n",
       " ['ECLIPSE RESOURCES CORP', 'ECR', 'EPE', 'RICE', 'JONE', 'AR', 'BCEI'],\n",
       " ['ECOLAB INC', 'ECL', 'APD', 'DOV', 'BCR', 'CTAS', 'BMS'],\n",
       " ['EDGE THERAPEUTICS INC', 'EDGE', 'CTMX', 'DMTX', 'ACRS', 'VYGR', 'MYOK'],\n",
       " ['EDGEWELL PERSONAL CARE', 'EPC', 'ENR', 'POST', 'AVX', 'COTY', 'SPB'],\n",
       " ['EDISON INTERNATIONAL', 'EIX', 'PCG', 'ETR', 'FE', 'DTE', 'SRE'],\n",
       " ['EDITAS MEDICINE INC', 'EDIT', 'NTLA', 'BGNE', 'CLLS', 'AVXS', 'BLCM'],\n",
       " ['EDUCATION REALTY TRUST', 'EDR', 'ACC', 'ELS', 'CPT', 'MAA', 'ESS'],\n",
       " ['EDWARDS LIFESCIENCES', 'EW', 'BAX', 'BCR', 'CAH', 'BSX', 'STJ'],\n",
       " ['EHEALTH INC', 'EHTH', 'EXLS', 'EIG', 'ECPG', 'EMCI', 'EFSC'],\n",
       " ['EL PASO ELECTRIC CO', 'EE', 'EDE', 'PNM', 'IDA', 'BKH', 'AVA'],\n",
       " ['EL POLLO LOCO HLDGS INC', 'LOCO', 'HABT', 'SHAK', 'ZOES', 'MBLY', 'GPRO'],\n",
       " ['ELDORADO RESORTS INC', 'ERI', 'GDEN', 'FLL', 'CACQ', 'ISLE', 'GLPI'],\n",
       " ['ELECTRO SCIENTIFIC INDS', 'ESIO', 'COHU', 'EXAR', 'BRKS', 'AEIS', 'FEIC'],\n",
       " ['ELECTRONIC ARTS INC', 'EA', 'ATVI', 'TTWO', 'AVGO', 'EXPE', 'PYPL'],\n",
       " ['ELECTRONICS FOR IMAGING', 'EFII', 'DSPG', 'DOX', 'SNPS', 'ADPT', 'EEFT'],\n",
       " ['ELEVATE CREDIT INC', 'ELVT', ''],\n",
       " ['ELF BEAUTY INC', 'ELF', ''],\n",
       " ['ELLIE MAE INC', 'ELLI', 'PAYC', 'EPAM', 'VEEV', 'BOFI', 'PRLB'],\n",
       " ['ELLINGTON RESIDENTIAL', 'EARN', 'CHMI', 'OAKS', 'MITT', 'EFC', 'ORC'],\n",
       " ['ELLIS PERRY INTL INC', 'PERY', 'OXM', 'GIII', 'PVH', 'DLA', 'COLM'],\n",
       " ['EMC INS GROUP INC', 'EMCI', 'IPCC', 'BWINB', 'NAVG', 'ERIE', 'DGICA'],\n",
       " ['EMCOR GROUP INC', 'EME', 'FIX', 'GVA', 'MTZ', 'DY', 'PWR'],\n",
       " ['EMCORE CORP', 'EMKR', 'DSTI', 'AXTI', 'ASTI', 'SPIR', 'JASO'],\n",
       " ['EMERALD EXPOSITIONS', 'EEX', ''],\n",
       " ['EMERGENT BIOSOLUTIONS', 'EBS', 'ACOR', 'MNTA', 'ALNY', 'CBM', 'OSIR'],\n",
       " ['EMERSON ELECTRIC CO', 'EMR', 'ITW', 'DOV', 'ETN', 'MMM', 'KMB'],\n",
       " ['EMPIRE RESORTS INC', 'NYNY', 'CNTY', 'ISLE', 'MCRI', 'UWN', 'FLL'],\n",
       " ['EMPIRE STATE REALTY', 'ESRT', 'BRX', 'HPP', 'DEI', 'PGRE', 'EQC'],\n",
       " ['EMPLOYERS HOLDINGS INC', 'EIG', 'AMSF', 'HMN', 'ENH', 'IPCC', 'EMCI'],\n",
       " ['ENANTA PHARMACEUTICALS', 'ENTA', 'EPZM', 'FPRX', 'XLRN', 'MGNX', 'OMED'],\n",
       " ['ENCORE CAPITAL GROUP INC', 'ECPG', 'ASFI', 'PRAA', 'WRLD', 'FCFS', 'DORM'],\n",
       " ['ENCORE WIRE CORP', 'WIRE', 'WCC', 'DXPE', 'ERS', 'EZPW', 'NEU'],\n",
       " ['ENDO INTERNATIONAL PLC', 'ENDP', 'VRX', 'MYL', 'PRGO', 'ALXN', 'HZNP'],\n",
       " ['ENDOLOGIX INC', 'ELGX', 'ATRC', 'SPNC', 'ANGO', 'CSII', 'MMSI'],\n",
       " ['EAGLE PHARMACEUTICALS', 'EGRX', 'FLXN', 'ALDR', 'RTRX', 'RDUS', 'SAGE'],\n",
       " ['EARTHSTONE ENERGY INC', 'ESTE', 'EPM', 'MXC', 'JONE', 'MTDR', 'MCF'],\n",
       " ['EAST WEST BANCORP INC', 'EWBC', 'CATY', 'CVBF', 'FMBI', 'SIVB', 'FULT'],\n",
       " ['EASTERLY GOVERNMENT PPTY', 'DEA', 'CLDT', 'NSA', 'LADR', 'STAG', 'FPI'],\n",
       " ['EASTERN CO', 'EML', 'HDNG', 'EEI', 'SYNL', 'TWIN', 'EMCI'],\n",
       " ['EASTGROUP PROPERTIES INC', 'EGP', 'PKY', 'KRC', 'HIW', 'EQY', 'FR'],\n",
       " ['EASTMAN CHEMICAL CO', 'EMN', 'APD', 'ECL', 'FMC', 'BLL', 'EFX'],\n",
       " ['EASTMAN KODAK CO', 'KODK', 'KODK-WT', 'KODK-WTA', 'KN', 'HRG', 'KNL'],\n",
       " ['ENNIS INC', 'EBF', 'CSS', 'FLXS', 'ALG', 'MRLN', 'HOFT'],\n",
       " ['ENOVA INTERNATIONAL INC', 'ENVA', 'ONDK', 'ERA', 'RM', 'CSH', 'ECPG'],\n",
       " ['ENPRO INDUSTRIES INC', 'NPO', 'CIR', 'AIN', 'SXI', 'MLI', 'MYE'],\n",
       " ['ENSCO PLC', 'ESV', 'NE', 'DO', 'RDC', 'NBR', 'ATW'],\n",
       " ['ENSIGN GROUP INC', 'ENSG', 'LHCG', 'AFAM', 'NHC', 'KND', 'APEI'],\n",
       " ['ENSTAR GROUP LIMITED', 'ESGR', 'EMCI', 'ERIE', 'IPCC', 'NAVG', 'GBLI'],\n",
       " ['ENTEGRA FINANCIAL CORP', 'ENFC', 'FNWB', 'BHBK', 'CWAY', 'SBCP', 'ESSA'],\n",
       " ['ENTEGRIS INC', 'ENTG', 'BRKS', 'MKSI', 'ACLS', 'PLAB', 'RTEC'],\n",
       " ['ENTELLUS MEDICAL INC', 'ENTL', 'XENT', 'FLKS', 'IVTY', 'AVGR', 'TCON'],\n",
       " ['ENTERCOM COMMUNICATIONS', 'ETM', 'EMMS', 'EVC', 'CMLS', 'BBGI', 'SGA'],\n",
       " ['ENTERGY CORP', 'ETR', 'FE', 'EXC', 'EIX', 'AEP', 'DTE'],\n",
       " ['ENTERPRISE BANCORP INC', 'EBTC', 'FLIC', 'FDEF', 'EFSC', 'FBIZ', 'FFKT'],\n",
       " ['ENTERPRISE FINL SERVICES', 'EFSC', 'EGBN', 'EBTC', 'HTLF', 'FCBC', 'MSFG'],\n",
       " ['ENTRAVISION COMM', 'EVC', 'ETM', 'GTN', 'EMMS', 'SBSA', 'CMLS'],\n",
       " ['ENVESTNET INC', 'ENV', 'FNGN', 'EPAM', 'WAGE', 'EXAM', 'FLT'],\n",
       " ['ENVIROSTAR INC', 'EVI', 'MOC', 'EVK', 'ELMD', 'INS', 'AWX'],\n",
       " ['ENVISION HEALTHCARE CORP', 'EVHC', 'TMH', 'MD', 'ACHC', 'CYH', 'AMSG'],\n",
       " ['ENZO BIOCHEM INC', 'ENZ', 'ENZN', 'ARQL', 'IMMU', 'AMRI', 'MYGN'],\n",
       " ['EOG RESOURCES INC', 'EOG', 'APC', 'DVN', 'APA', 'PXD', 'OXY'],\n",
       " ['EP ENERGY CORPORATION', 'EPE', 'LPI', 'BCEI', 'ECR', 'SN', 'AREX'],\n",
       " ['EPAM SYSTEMS INC', 'EPAM', 'LXFT', 'ELLI', 'MANH', 'FLTX', 'PAYC'],\n",
       " ['EPIZYME INC', 'EPZM', 'OMED', 'XLRN', 'AGIO', 'KPTI', 'ENTA'],\n",
       " ['EPLUS INC', 'PLUS', ''],\n",
       " ['EPR PROPERTIES', 'EPR', 'LTC', 'STAG', 'LXP', 'NNN', 'EGP'],\n",
       " ['EQT CORPORATION', 'EQT', 'COG', 'RRC', 'EGN', 'NFG', 'NFX'],\n",
       " ['EQUIFAX INC', 'EFX', 'DNB', 'FIS', 'CTAS', 'FISV', 'AVY'],\n",
       " ['EQUINIX INC', 'EQIX', 'DLR', 'RAX', 'FFIV', 'COR', 'CONE'],\n",
       " ['EQUITY BANCSHARE INC', 'EQBK', 'FBIZ', 'NCOM', 'ACBI', 'LARK', 'CARO'],\n",
       " ['EQUITY COMMONWEALTH', 'EQC', 'CFRUY', 'VIVHY', 'ESRT', 'ALPMY', 'DEI'],\n",
       " ['EQUITY LIFESTYLE PROP', 'ELS', 'ESS', 'SUI', 'CPT', 'EGP', 'MAA'],\n",
       " ['EQUITY RESIDENTIAL', 'EQR', 'AVB', 'BXP', 'AIV', 'VNO', 'ESS'],\n",
       " ['ERA GROUP INC', 'ERA', 'BRS', 'CKH', 'PHII', 'FET', 'EGL'],\n",
       " ['ERIE INDEMNITY CO', 'ERIE', 'EMCI', 'IPCC', 'MCY', 'STFC', 'RLI'],\n",
       " ['EROS INTL PLC', 'EROS', 'ANFI', 'ERA', 'STRP', 'EVDY', 'ESNT'],\n",
       " ['ESCALADE INC', 'ESCA', 'JOUT', 'EMCI', 'FLXS', 'FBIZ', 'FFKT'],\n",
       " ['ESCO TECHNOLOGIES INC', 'ESE', 'BMI', 'ITRI', 'ESL', 'ENOC', 'EME'],\n",
       " ['ESPERION THERAPEUTICS', 'ESPR', 'PTCT', 'AGIO', 'CLVS', 'KITE', 'BLUE'],\n",
       " ['ESSA BANCORP INC', 'ESSA', 'FFNW', 'EBSB', 'EBTC', 'FDEF', 'FXCB'],\n",
       " ['ESSENDANT INC', 'ESND', 'ENTL', 'TLRD', 'FNBC', 'FRGI', 'VSTO'],\n",
       " ['ESSENT GROUP LTD', 'ESNT', 'HQY', 'PAYC', 'NMIH', 'EVR', 'VEEV'],\n",
       " ['ENDURANCE INTERNATIONAL', 'EIGI', 'TRUP', 'GLOB', 'HUBS', 'GDDY', 'ECOM'],\n",
       " ['ENERGEN CORP', 'EGN', 'EQT', 'NFG', 'STR', 'PNY', 'NJR'],\n",
       " ['ENERGIZER HOLDINGS INC', 'ENR', 'EPC', 'CHD', 'EL', 'EV', 'DST'],\n",
       " ['ENERGOUS CORP', 'WATT', 'VUZI', 'HEAR', 'EYES', 'TRXC', 'RESN'],\n",
       " ['ENERGY RECOVERY INC', 'ERII', 'CCC', 'CWCO', 'TTEK', 'ENOC', 'ECOL'],\n",
       " ['ENERGY XXI GULF COAST', 'EXXI', ''],\n",
       " ['ENERNOC INC', 'ENOC', 'ITRI', 'ELON', 'AMSC', 'ESE', 'ORA'],\n",
       " ['ENERSYS INC', 'ENS', 'ULBI', 'AXPW', 'MXWL', 'CBAK', 'EME'],\n",
       " ['ENGILITY HOLDINGS INC', 'EGL', 'CACI', 'BAH', 'SAIC', 'LDOS', 'LLL'],\n",
       " ['EVEREST RE GROUP LTD', 'RE', 'RNR', 'AXS', 'ACGL', 'ENH', 'XL'],\n",
       " ['EVERI HOLDINGS INC', 'EVRI', 'ZAIS', 'AGFS', 'CLRB', 'GBR', 'CBIO'],\n",
       " ['EVERSOURCE ENERGY', 'ES', 'WEC', 'NEE', 'SCG', 'EIX', 'LNT'],\n",
       " ['EVERTEC INC', 'EVTC', 'ECOM', 'EVER', 'EPAM', 'EVHC', 'LXFT'],\n",
       " ['EVOLENT HEALTH INC', 'EVH', 'TDOC', 'INOV', 'CSLT', 'GKOS', 'PGND'],\n",
       " ['EVOLUTION PETROLEUM CORP', 'EPM', 'FPP', 'MCF', 'ESTE', 'PHX', 'GST'],\n",
       " ['EXA CORP', 'EXA', 'PRCP', 'QADA', 'FBIZ', 'GGRGF', 'FEIM'],\n",
       " ['EXACT SCIENCES CORP', 'EXAS', 'EXEL', 'CLVS', 'SRPT', 'ACAD', 'ARRY'],\n",
       " ['EXACTECH INC', 'EXAC', 'OFIX', 'WMGI', 'CNMD', 'RTIX', 'SNN'],\n",
       " ['EXELIXIS INC', 'EXEL', 'ARRY', 'IMGN', 'CLDX', 'INCY', 'SGEN'],\n",
       " ['EXELON CORP', 'EXC', 'FE', 'ETR', 'AEP', 'D', 'SO'],\n",
       " ['EXLSERVICE HOLDINGS INC', 'EXLS', 'WNS', 'EXPO', 'TISI', 'HSTM', 'VRTU'],\n",
       " ['EXONE COMPANY', 'XONE', 'VJET', 'SSYS', 'DDD', 'ONVO', 'PRLB'],\n",
       " ['EXPEDIA INC', 'EXPE', 'TRIP', 'PCLN', 'EXPD', 'ADSK', 'WYNN'],\n",
       " ['EXPEDITORS INTL OF WASH', 'EXPD', 'CHRW', 'FAST', 'CTAS', 'FISV', 'XRAY'],\n",
       " ['EXPONENT INC', 'EXPO', 'FORR', 'NEOG', 'AAON', 'EXLS', 'FSTR'],\n",
       " ['EXPRESS INC', 'EXPR', 'ASNA', 'FRAN', 'DSW', 'GES', 'AEO'],\n",
       " ['EXPRESS SCRIPTS HOLD CO', 'ESRX', 'CVS', 'CELG', 'MCK', 'GILD', 'BIIB'],\n",
       " ['EXTENDED STAY AMERICA', 'STAY', 'LQ', 'RLJ', 'SEAS', 'BRX', 'INN'],\n",
       " ['EXTERRAN CORPORATION', 'EXTN', 'AROC', 'TRSI', 'EVLV', 'EPRS', 'EGAN'],\n",
       " ['EXTRA SPACE STORAGE INC', 'EXR', 'SSS', 'PSA', 'ESS', 'CUBE', 'ELS'],\n",
       " ...]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rawdata2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3013"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(rawdata2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Create a Map from stock code to stock name\n",
    "first item in raw data is stock name, the second one is stock code\n",
    "The unique key here is stock code, for example:\n",
    "\n",
    "    CENTRAL GARDEN & PET CO\n",
    "    GREIF INC\n",
    "    RUSH ENTERPRISES INC\n",
    "Those three companies have two stock codes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['']\n"
     ]
    }
   ],
   "source": [
    "stockdict = dict()\n",
    "for i in rawdata2:\n",
    "    try:\n",
    "        stockdict[i[1]]=i[0]\n",
    "    except:\n",
    "        print(i)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3012"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(stockdict)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Get the companies that have more than one stock code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import collections"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "test2 = [i[0] for i in rawdata2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "test = collections.Counter(test2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CENTRAL GARDEN & PET CO\n",
      "GREIF INC\n",
      "RUSH ENTERPRISES INC\n"
     ]
    }
   ],
   "source": [
    "for i in test:\n",
    "    if test[i]!=1:\n",
    "        print(i)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Get the Company that are not in the Focusedstock\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "focusedstock = set(stockdict.keys())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['XLP', 'XLI', 'XLB', 'XLV', 'XLK']"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rawdata2[0][2:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "tmp = [i[2:] for i in rawdata2]\n",
    "appearedstock = [i for sublist in tmp for i in sublist]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "notappeared = set(appearedstock)-set(stockdict.keys())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "About 1000 companies have appeared in the People also watch list, but not in the Focused Stock."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "notappeared?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "ha = np.array(list(collections.Counter(appearedstock).values()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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l7ZR0Z6Hsc5LulvRzSd+RdGihbqmkXkmbJR1XKH+dpDty3ZfzvYbNzKyJhnMksAJYUFG2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\nsAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x236c4801f98>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(ha,bins=100)\n",
    "plt.title(\"Distribution of Stock Occurence Frequency\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Vjsjtw/L8rc/5b6HO/fF606yzj9Q+cd1w2qSz3Kvy/Nd7mnQ86eDzJKmwXFszP5Py8nyM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\nmZlVnouhmZlVnouhmZlV3v8AEK6M1htZgycAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x236c4a86ac8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "frequency = collections.Counter(appearedstock)\n",
    "ha2 = np.array([frequency[i] for i in notappeared])\n",
    "plt.hist(ha2,bins=100)\n",
    "plt.title(\"Distribution of Stock Occurence Frequency (Not in Focused Stock Group)\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Import into a Network and Visualize it\n",
    "Read Data from Rawdata2.\n",
    "\n",
    "The graph here should be directed graph.\n",
    "\n",
    "Weight: 5 4 3 2 1.\n",
    "\n",
    "if the number of relevant stocks is under 5, for example, 4, the weights here are set as 5,4,3,2."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "testGraph = nx.DiGraph()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "图添加边的逻辑（方向）\n",
    "\n",
    "FB->GOOL means that in the FB stock website, people also watch GOOL stock"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "for i in rawdata2:\n",
    "    try:\n",
    "        for j in range(2,len(i)):\n",
    "            if i[j] in stockdict.keys():\n",
    "                testGraph.add_edge(i[1],i[j],weight=7-j)\n",
    "    except:\n",
    "        print(i)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "此处两个数值2832和3012数值不相等，说明存在一部分股票，其仅有的相关股票不在所有关注的股票当中。\n",
    "\n",
    "表现在图中就是存在一部分孤立的点"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2832"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(testGraph.nodes())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3012"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(stockdict)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Counter({1: 1, 3: 147, 7: 2865})"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "collections.Counter([len(i) for i in rawdata2])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "12020"
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(testGraph.edges())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['ETF1', 'XLY', 'XLP', 'XLI', 'XLB', 'XLV', 'XLK']"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rawdata2[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Anakin\\Anaconda3\\lib\\site-packages\\networkx\\drawing\\nx_pylab.py:126: MatplotlibDeprecationWarning: pyplot.hold is deprecated.\n",
      "    Future behavior will be consistent with the long-time default:\n",
      "    plot commands add elements without first clearing the\n",
      "    Axes and/or Figure.\n",
      "  b = plt.ishold()\n",
      "C:\\Users\\Anakin\\Anaconda3\\lib\\site-packages\\networkx\\drawing\\nx_pylab.py:138: MatplotlibDeprecationWarning: pyplot.hold is deprecated.\n",
      "    Future behavior will be consistent with the long-time default:\n",
      "    plot commands add elements without first clearing the\n",
      "    Axes and/or Figure.\n",
      "  plt.hold(b)\n",
      "C:\\Users\\Anakin\\Anaconda3\\lib\\site-packages\\matplotlib\\__init__.py:917: UserWarning: axes.hold is deprecated. Please remove it from your matplotlibrc and/or style files.\n",
      "  warnings.warn(self.msg_depr_set % key)\n",
      "C:\\Users\\Anakin\\Anaconda3\\lib\\site-packages\\matplotlib\\rcsetup.py:152: UserWarning: axes.hold is deprecated, will be removed in 3.0\n",
      "  warnings.warn(\"axes.hold is deprecated, will be removed in 3.0\")\n"
     ]
    },
    {
     "data": {
      "image/png": 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SEuratSsLDzMUYALLeKvx8/Ojffv20RIej9KIaA8RjSy3zrZt2ygsLKzWijuoIzw8nP74\n4w8SCATUsmVLKi4uprNnz9ZooYf09HTasmUL/fnbb9T/0SN6du1apdtUuy+spSXR6NGln7VEs2bN\nKDs7u9YF9tChQ5SRkUGFhYU0ZMgQatiwIbcsLy+PNm/eTO+99x7t2LGDZQ8zlGACy3jradSoER04\nd47G8XjUjoj+VbHO+fPnqVmzZnTy5MnaNo9DLBaTo6MjnT17ljp27Eh79+6luLg42rJlS40dIyUl\nhRISEqjZqVPUeNUqSldTIlGet6HYhFAoJA8PD7pz5w7l5OTUyjFfvnxJQ4YMoeTkZDp27BiNHz9e\nYfmGDRtIR0eHEhIS6Pr16xQdHV0rdjHeHpjAMuoF3t7edOzYsQrXefLkCYWGhtKaNWsqXE+TyMom\ndujQgXbv3k3dunWrsWziR48eEQAiIlpDRKOJaFFeXqXb1fV6xDICAwPJwcGBMmup3XfGjBnk5eVF\nmzdvprS0NDIyMlJYvmDBAjIxMaHr169T165dSUdHp1bsYrw9MIFl1BvCwsIoIyOjwnVKSkpowIAB\nlJSUpJXkJ1k7rIODAzk6OpK5uTmdOXOmRgRucFnyERHRYyKaR0QPSkooNze3wu3qej1iGYGBgWRg\nYFAriU5ZWVm0bNkyioiIIH19fUpKSlJYfurUKbpz5w4lJyfT//73P5Y9zFAJE1hGvaJdu3b0ww8/\nVLrehg0byNXVlW7evFkLVr1CJrAAqGPHjrRv374aCxOre7k4ffp0hduZmppSUVERFRQUvLENmiQg\nIIDy8vI03g4rlUpp8ODBNG7cOJo3bx598803SsU60tPTSSKRUGxsLF25coVatmypUZsYbydMYBn1\njqSkJPqmChWGbt68Se7u7rR48WLy9/en5cuXa7wmr2wA9qtXr1JcXBz9+uuv1L179zcOEz969Ihe\nvnypctmKFSuosLBQ7bY8Ho+sra3rfJjY19eX7ty5Q3/++adGow9Lly4lgUBAN2/epPj4eAoICFBY\nnpeXRxs3buRelt577z2FfrEMBgcYjHrK5MmTQUQVTmIijCr7lM3z9vbGokWL8PjxY43Y1atXL6xZ\nswYSiQQWFhb4559/YGpqigcPHrz2PkeNGqV0bo2IkEGE2URo5eODzZs3q90+KCgIf/zxx2sfv7Zo\n2rQpHBwckJWVpZH937p1C2KxGNu3b4elpaXKe7Js2TJYWlpiy5YtCA8Px65duzRiC+Pth3mwjHrL\n1KlT6aOPPqpwnf5ENJeIDhNRGyLKIKI+WVk0NSWFxGIxeXl50ezZs+n27ds1ZpfM8xEIBNSuXTs6\nePAgdejQgbZu3fra+1RVEWoBEbUjorFENPbcOVo0ebLa7d+GTGKiV4lOmmiHRVk5xOTkZEpPT6cJ\nEyZw9Ybl11m4cCFJJBLy9fWlS5cuValaFuPdhAkso16zdOlSWrx4sdrla4joIhF5EdFv9EqQZJVm\n//77bxo3bhw5OjqSk5MTjRo1ii5duvRGNskEloioY8eO9Ntvv71RmLiwsJB27typNH8REcnKa7Ql\noriLF+nQoUMq92Fra0t37tyhyZMnc5nIdZGAgADS1dXVSDvsli1b6J9//qFmzZrR7du3KTk5WWmd\nkydP0t27d2nAgAG0c+dOio+PJz09vRq3hVFP0LIHzWDUCsuWLVMbJm5EhGdEgNw0ubLQsliMfv36\nITMzE1KptFq2SCQSLiScnZ0NExMT5OTkwMTEBA8fPqz2ue3cuVOljb+UO6cMIhgaGqKgoEBh+4MH\nDyLIxYULlaekpFTbhtriyJEjaNq0KZo2bVqj+33y5Ans7Oywb98+uLm5Yc+ePSrXGzBgAExMTJCV\nlYXIyEjs3LmzRu1g1C+YwDLeGWbOnAkej6dSjJoT4RIRthAhhwg3iLCoXNusukkkEqFz587IyMhA\ncXFxlWzp0KEDtmzZAgAICwvD7t270aNHDyxfvrza55WZmYmmTZuqfHE4QITjRNhf9puIEBUVpfBS\nIBQKMapMhEcRgcfj4eLFi9W2ozbIy8uDgYEBRCIRnj59WmP7HTp0KIYOHYoZM2agS5cuKtfJzc2F\nSCRCo0aNcOvWLZibm+Ply5c1ZgOj/sEElvFO8ffff8Pa2lqtWF4o5/XdKEsSqorQEhH09PQQHR2N\n/fv3V2jHjBkzMHLkSADA9OnT8dlnn2HTpk2IjY19rfOKjY2tkn2yacqUKdy2jRo1Ukr2cnZ2hkQi\neS1bNE2ouzu+srfHwU2bamR/hw8fhp2dHbKysiAWi3H16lWV6y1ZsgSWlpal10ckwjdOTkB2do3Y\nwKifMIFlvHM8ePAARkZGaj3Zx+VEFkS4KucBVmUyNjauUKAOHTqE5s2bAwBOnz4Nd3d3PH/+HCYm\nJsiu5kO7qKgIfD6/WgJLRNhUJlC9evVSuXzcuHGvf5E1yM7oaIAIe9q0eeN9vXz5Ep6enti8eTOS\nkpIwYcIEletJpVI0adKEi4DIPP6TPXu+sQ2M+gtLcmK8c1hbW1NmZqbK2rF/ElFjKh1XVr6npRsR\nfVuNYxQWFtLYsWPVDjAgG4D9+fPn5OfnR8+fP6c7d+5Qu3btqpVNfO/ePQoODub6hfbu3bvK2/bt\n25dOnDhBrq6uKpfPnj2b/vrrryrvr7a41749rXB3p9U10Bd25syZ5OHhQTY2NnT48GEaN26cyvVO\nnDhBt2/fJj6/9JG5hojGEJHkgw/e2AZG/YUJLOOdxMvLi/bv3680eLaMICr955B/hHsRUeWjq5ZS\nVFRE8+fPJwcHB7K3t6dhw4YpZB8bGBiQn58fZWZmEo/He62iE0eOHCFfX1/Kz88noup3tSkoKKDO\nnTuTqampyuUAqGvXrmoLWGiLgLZtaR6PR3vPnHmjjOeLFy/S4sWLaeHChZSSkkJpaWkkEolUrrts\n2TIyNDSkgIAA4vF49JiIcgYOpJCOHV/7+Ix3AG270AyGtrl3755CiFUW/nupIlQ8u5ph2ObNmyMx\nMRGmpqbg8/kwNzdH79698fvvv2P06NGYOnUqAGDLli2IjY1Ffn4+TExM8OjRI7X2SqVSfPXVV7C2\ntkZERAR3LH9//0ozn1XNd3Nzq3C74cOH19atqBLFxcUwMjKCo6MjLl269Fr7KCkpQXh4ONLT07Fi\nxQpERESozQZ/+vQpjIyMYGtrCyKCh4cH9PT08OzZszc5DcY7ABNYBgPA5cuXXwlRmciulRPW4rLP\nfCIsrEbSExFBIBDAy8sLU6dOxQcffIAGDRqAz+dDX18fYrEYO3fuRE5ODoyMjJCXl4fExESsWrVK\npZ15eXno2bMnAgICcPnyZRgaGlbZjvDwcCxbtgxRUVHVbq+tLGmrtomJiUF0dDS+++6719p+yZIl\nCAsLw6NHj2BjY4PTp0+rXTc9PR1ubm4QCoVo3bo1jIyMEBoa+rqmM94hWIiYwSCixo0bU2hoKBG9\nGolGNlR5NhHJBiITEVEKEW0iolSqWsi4pKSEpFIpXbx4kXbu3EmWlpY0dOhQ6tKlC+Xk5FDnzp3J\nxsaGBAIBjR8/njp37qwyTHzp0iUKCQkhkUhEx44do7t37yrUTi5fkL48ly9fpiFDhtC+fftIKBRW\nwfJXfPDBB/T06dNqbaNJwsPDSV9f/7UKTsgKaqxcuZK+/PJLeu+998jf31/lugBo6dKldPPmTeLx\neNSpUydq0qQJeXt7v+kpMN4BmMDWIkVFRdo2gVEBwcHBCr/TqXRM1U5EdKXcui2JaAq9qvhUGf/9\n9x/l5eXR2LFjacSIEWRubk5XrlwhHo9HERERlJiYSAYGBpSenk79+/envXv30tSpUzlR+9///kdR\nUVE0YsQIWr16NQmFQqVxbeUF1tzcXGEZn8/nRtXR09OjHTt2qLSTz+eTn58fGRgYKMy/e/cupaSk\nVPFsNU94eDjl5OS8VsnETz/9lCuh+cMPP9D06dPVrpuZmUl3794liURCGzZsoK1bt5KVlRU1bdr0\ntW1nvENo24V+J8jOxsG4OFgSqQ39MbTPokWL1IZIJ6tojwUR0ioIq8qHb3/55Rds2rQJn3zyCTw9\nPWFubo733nsPQUFBiIuLQ8+ePWFqagqBQID4+HiYmppCR0cHfD4fpqamMDExwa+//srZmpOToxDO\nFhMhJiYGpqamcHNzw8CBAxVs0dHRUTrf6OholYU39u7diwULFqg8p40bN9bmLVHLo0ePYGRkBEND\nw2q1hW7ZsgUeHh548eIFYmNjsXDhQrXrLlmyBHFxceDz+WjWrBnu3r0LMzMzREdHY/fu3TVxGox6\nDhPYWmBfu3ZclRwiwpgxY7RtEkMFv/32m/oEoTIxfUJVS3qaMmUKXFxcuOSiRYsWKVR5unv3Ln78\n8UfExMRAJBLB0tKSS4bq3r073NzcwOfzYWJiAiMjIxgZGYHH48HGxgYDBw5E586dFRKyRlFpQtWX\nX36JkpISXLx4kRP5wMBACAQCpRKJ2dnZ0NHRgY6OjoLtpqamOHfuHJo0aaJ0XuqqHGkDT09P+Pr6\n4sCBA1Va/+nTp7C3t8ehQ4ewdetWeHl5oaioSOW6p0+fhkAg4M77zp07SE9PR58+fWBtbY1bt27V\n5Kkw6ilMYDXMyZMnVQ6J1rlzZ5SUlGjbPIYc//zzT+XJPuWSntRVehKLxThx4gSysrLQsWNH6Ojo\nQF9fHz179sSNGze4Y16/fh02Nja4fv06vvvuO3h6esLMzIzL+G3atCk6deoEsViMhg0bwtvbG6am\npkoJWWIqLW5x7949AOAE1tPTE+vWrYOfnx8yMzOVznnatGng8/lKnqybmxu2bNmidP5ff/11rd2P\nyhgwYABatWqFGTNmVGn9jz/+GIMHD0ZBQQFcXV2xd+9elesVFRXBz89P4byjo6PRokULrFu3DiYm\nJtWuP814N2FtsBqmYcOGVGRsTPOoNHlGxo4dO8jX15eeP3+ublNGLePo6FhpotBHVDr6jizpyYlK\nR9/pX269x48fU3BwMI0fP562b99O+fn5NGXKFDp8+DC5uLiQl5cXbdiwgRwdHUlXV5eKi4vJ39+f\nvvzsMxrL55N5SQm5ubmRsbExnTx5kgwNDcnDw4MaNmyoMHqLLCHrMRHp6+vTsWPHqKSkhButR09P\nj4RCIQUFBdGJEyeUzkc2JJuLi4vC/GvXrtGCBQsoMTFRYf6SJUsqvoi1SHh4OBUXF1epHfbYsWO0\nbds2SktLo/nz55Ofnx/FxsaqXLegoICCXV1pFL1KYuvXrx+dO3eObG1tycvLq9K/EwaDiCU5aRwz\nMzN6/PgxNWjQQGlZVlYWubi40M2bN7VgGUOegoIC6tu3r9rCBWIiGkVEOUTUgoiOyi37j4gaEdFB\nIppNipnFO3bsIAMDA1q9ejV98cUXdPfuXfrjjz/IxsaGPvjgAzI1NSV9fX3KyMignj17UubHH9MX\nOTnUVyqlqKgosrCwoLt379KePXuoU6dOpKOjQ0+ePFFpY3FxMfXo0YOEQqFCRSKhUEjBwcEqBZbP\n59NPP/1E169fp7CwMIVlR48eJQcHBzI0NCRra2tydHSkFy9e0K5duyq9nrVBeHg4Xb9+nY4fP15h\nwYnCwkIaPHgwLVy4kJ4/f04LFiyg+fPnq13fxMSE+kqlNJeIBvL5lJSURM+fP6dOnTrR1atXycvL\nSwNnw6iXaNuFfleQSCTw8vJSGXbU19fH4cOHq7W/69ev49SpUxqy9t3i/v37CAkJUbov8mFTWVvn\nZFl7J5WOVHNNReLTKBX3mIjQu3dvFBYWcsfNz8/H2LFjuWQoc3NzhZDvoEGDYGxsjCdPnnDbbNq0\nCb6+vkrhYSJCUFAQ3N3dIRQKFdoPHRwcMGTIEHh6eqq9BjExMRCLxQoFNzw8PJCfn48jR45wSUHJ\nycmws7Ordr1kTVBSUgJzc3M0aNAAV65cUbve1KlTER8fD6lUit69e2PixIkV7jcvLw8NTU0xRSTC\n4qlT8fjxY7Ro0QLbt2/Hp59+innz5tX0qTDqKUxgaxGpVIoWLVqofPjyeDysXLmyajvKzsaOqCh8\nMWgQAODGjRu4fv26Bi2v30ydOrXStleZmKWWiWj5sVZBpYMEyIpQtCHC/bJP2T4EAgGMjY2xb98+\nheOfPXs6aqAzAAAgAElEQVQW9vb2cHBwUDhmSkoK3nvvPYViCu+9956S6I8igq+vL+bOnYu4uDgY\nGRkpCKVQKOQSmRo0aIBhw4Yp/b1kZ2dzomxubo5hw4bB2dkZ69at49a5ePEiLC0t8dFHHyEhIaFO\ntEPGxcUhLCwM69evV7n84sWLEIvFuHnzJg4fPgwHBwfk5+dXuM/Ro0fD1dUVBgYGePLkCZc9XFBQ\ngNatW2PXrl2aOBVGPYQJbC0jlUrRrVs3lQ/xBg0aIC8vr9J9SGbNAogw3dQUX331FT766COMHTu2\nFqyvn9y4cQMmJibcffDy8oKenl6FQtuICLtViKzMw31Q9vsZqa761KZNGy6rVzYAe9euXZXW8/Dw\nQHh4OADgxIkTEAgECjbIPNgePXpw51NcXAwdHR3weDwYGBhAX18fDRo04Lr96OrqckKalJSEM2fO\nAADGjx8PIkLbtm0BAOfPn4eVlRWOHDnC7fvzzz9H37594e3tje+//762bpFapk+fjujoaCQnJyst\nKykpQVRUFBYtWgSJRAI/Pz9s2LChwv2dP38elpaWsLa2RocOHQCAyx4GgAYNGigkqTEYFcEEVgtI\npVIMGTJE5QPcx8cHDx8+rHD7g5s2Yaa5OXrFxpaW2yPCxQED2NiUr8Hp06fh4OCAKVOmwNfXF23b\ntsXTp08RGBiIoKAgtQO0y8Q2rSxUvLxMcNPKhHUFEfLkRLf8tnw+HyKRCDt37sTff/8NFxcXhexg\nIkLLli25rjI2NjYICAgA0as+uRmkOH6rzKPMz88HEcHIyAjOzs44efIkDh8+jObNm8PFxQX6+vow\nNzeHjo4O57UaGBigbdu2ICodQF7Grl27YGtry42RmpubCzs7O6xduxaWlpZaj5zs378f3t7eCAwM\nVFq2fPlyhISEQCKRcCUiK/K6pVIpIiMjMXPmTPD5fK6va3R0NLZv386Vs6wLnjvj7YAJrBb54osv\nVD643d3dce3aNbXbZWZmYvPmzQCAbdu2YZaFRakHNWdObZleL9i+fTssLS25cVEfPnzI9Yvs2bMn\njIyM0LRp00rDx/Lh2tSySSa8snnl14+OjuY8SRcXF5Vdubp37w4AaNOmDYKCgrj5sjC1LDwsm//+\n++/j+fPn2LdvH/h8Puzs7GBra4vLly8DAL777jv07t0bL168wP79+zFhwgT4+PhAR0cHenp6Ci8T\nHh4eWLt2LSQSCdLT09GkSROuLXjdunUIDAzEzJkzER0drdXuZnl5eTAwMIChoSGeP3/Ozb979y4s\nLS1x7tw55OTkwNramvPUVXHmzBmu+aZTp04QCoUoKSlRCA8fPXqUG8OXwagKTGC1zMyZM1U+sCt7\nIMjIyMjA1pUrS8WVebBVQiqVYv78+bCzs1PZN/TZs2dwdnauUrvsZCrtByubJpNi1aeMMrGVLRMT\nQVdXF4GBgbC0tETz5s1BRBitQjBjY2NRUlKCdevWcUXmiV6Fp1X1v/X390dKSgoMDQ3RpEkTmJub\ncyHNrKwsuLu7K51vXl4eMjIy8Omnn6ocPMDZ2RmhoaFo3bo1ioqKIJVKERERgaVLlyIyMlLrST/+\n/v7w8vJSSBRMTEzE+PHjAQCffvophg4dqnb7uXPnKkcmLC2B7Gykp6fj/fffBwCsWLEC/fr10+zJ\nMOoVTGDrAEeOHEFsbKzSg00kEtW5UUzedoqKijB06FA0a9ZMKbwplUqxceNGNGjQoNL218lEOEiK\n7a+yxKfZZQK4kJTbaeUFNDw8HJ06dYK1tTWa2tgoebDNiXCZXiVOCYVCBW9ZXbayrq4uTExMEBER\nAZFIhAcPHgAobes1MjJCTk6O2uvz+eefw8LCghNrc3NzhX3r6elh4MCB2L9/P6ytrXH69GnOU9QW\nycnJiIyMRFpaGpCdjawPP0SQiwvy8/O5dmR1Wc9SqRTr169XGY24npzMhYcBYPjw4ZjDokSMasAE\nto5QWFiI3r17Kz0sQ0JCtG1aveHp06do27YtOnTogNzcXKXlmZmZFQqrLDSrKoM4g14lHU0ut15G\nOQ9Wft8LFizA+fPnkZiYCD6fr5D9+6/c/lOJuPZSVeHk8pOOjg5CGjbEGD4fz+SaG6KiotRWMAJK\nvTlXV1d07twZQqEQBQUFePToEdauXYvAwECFY/D5fNjY2GDy5Mnw9fXFy5cvNXLfKuOHH35AcHAw\nmjVrhhlmZgARRvN4OHfuHFq3bo1FixYpbXP9+nVMnz4djRs3hqOjo0J4XHZ9l8+YwYWHgdJQ/c6d\nO2v79BhvMUxg6xAlJSUYMWKEwgPMysoKU6dOZYkVb8i1a9fg5eWFYcOGKdQElufJkydo2LChgog4\nOTlx4dvJZUK3kErbVxeVCWdqObFTleWrTghHjBjBHT8pKUmhzfewnMCWT5SqisjKPLF0Z2fuGCNH\njsSsWbPUXqd169ahUaNG+Prrr2FmZobExESF5f/99x9sbGzQtWtXpQHcG1tY4OGYMbXeVPHff//B\n0tISenp6CtdlxIgRaNq0KXe/nz17hjVr1qBly5YQi8X4+OOPcfjwYfj7+3Pt4bJpzpw5CuFhALC3\nt8d///1Xq+fGeLthAlsHkXkRZmZmEIlEaNy4Mbp3715p/z2Gan7//Xc0aNBApScDlIYJ161bhwYN\nGiAkJAQCgQC6urrQ19fHunXrFB7ao0jRq6xM5CqarK2tQURwdXVFXl4efvrpJ3Tp0gXGxsYKIeJF\nKo6hLkwsX7hfZq+tjg7Xd/PHH39Et27d1F6rvXv3wt3dHSNGjMC2bdvA4/Fw4cIFpetpaWmJs2fP\nYvny5WjWrBl8fHwwhscDiDDLwgLDhg3Dr7/+qpB4pCmkUilEIpFCcQ2i0kELdu/ejT179qBPnz4w\nNTVFfHw8Nm/ejJycHEyaNAktWrSAjUCAUURoamMDHo8He3t7AFAIDz99+hQikYjVD69hcnJyuCaM\n+ggT2DrKixcv8Pfff8PGxgYmJiYICQmBv78/64NXTTZs2AArKyuFod7kuXDhAqKjo+Hv74+jR4/C\n2dkZ06dPx8WLFxEUFKTUN1WWYJRGr0LBsr6v6jzWRlQaLm6kQmStrKzA5/MhEAiwdOlS2NjYwMDA\noEIRraoHK5uEQiEsiTDN2BgdgoMhFosVKkrJc/78eTg4OHCj5vj5+cHFxUXldXVycsLt27cRGBiI\n77//Hhnr12OmuTmO//ILZs2ahRYtWsDIyAht27bFV199hUuXLmkkEnPw4EHo6OgoXBMxESbo6cHb\n1hYBAQFYuHChwoP8woULXJ9iWSh/or4+9PT00KdPH9y7d08hPPz777+r7ArEqJySkhJcv34dGRkZ\n+OqrrzB06FBER0dzL5gpKSnaNlFjMIGt41y5cgX29vYQi8Vo06YNGjRogGPHjmnbrDqPVCrFtGnT\n4OTkhLNnzyotl5UptLS0xDfffAOJRILVq1ejdevW3Dq9evWCra2typKJ8h5t+bbZ8p7tL3LLKxJB\nWYKSrB22OiJavm1U/reuri6uJycDRBhTtozH48HZ2RmDBg3CgQMHuPbT7OxsmJqawsvLC+PGjSsd\n2YcImd27K4V+p0yZgubNm+P//u//YGdnh9zcXAwaNAj9+/fn1nn69Ck2b96MgQMHws7ODq6urvjk\nk0/wyy+/1FhEplWrVkr3Rvb93siRSusXFRXBwsJCQVx3CQTwc3AAn8/Hxo0blcLDq1atQt++fWvE\n3vrMuXPnsHHjRkybNg29e/eGv7+/ysx0+SnQ2bne9oJgAvsWcOPGDbi6usLOzg7t27eHlZUV1qxZ\no22z6iwvX75Enz59EBQUhLt37yosk0ql2Lp1K5ycnDhPBSitfuTm5oZDhw4BAI4ePYr+/ftX6jnK\nuuqkknKSk8zzlPdgy3tZbxJiVjeVH9/V0tISjS0scO6DD/DDwoXQ1dXFgAED0L17d1haWnJjwjZt\n2hR9+/ZVKq4hE6sLcsIpu5ZJSUno3r07+vXrh88//xzPnj2Dm5sbtm7dqnRfpFIpzp49i9mzZyMm\nJgZGRkaIjY3F/PnzcfHixdfybvPy8rjzlb+eziIRpohEKCg3bqt8TXDZi9FuIjgIhVxo/uXLl4iO\njsa2bdu47UaOHInZs2dX2753DRsbm2r/vU4RieptP34msG8Jd+7cgYeHB1xcXNCyZUs0bNgQI0aM\nUJuw866SnZ2NyMhIdOvWTan97+rVq+jYsSM8PT2VBuleu3YtoqOjAZQWHdDT04MVj8c9sMt7hRW1\nhVYknKq8rFFy231RFrZUtQ8ejwcrKyultkb5yZrPx+hy2xkZGeHkyZNwdnbGuHHj0KtXL4hEIqxd\nuxZAaZLQnDlz4O/vr7JylZgIi11cEOTigu7duyu8tBQUFCAsLAzDhw+HpaUlLly4gKNHj8LGxgb3\n79+v8F7l5uZiy5YtGDx4MBwcHODs7IyPPvoI27dvr1LJUABYsmSJyuuQkJCArl274ssvv1RYX75a\nluxFKJUIwcHBcHJygpmZmVJ4GADat2+PHTt2VMmmd4kXL17gr7/+wk8//YTU1FQu7FvVSU9PD1FN\nmqB45kzmwTK0y4MHD+Dj4wMPDw80b94c0dHRaNeuncJoK+8yly5dQsOGDTF27FiFZJSXL1/iyy+/\nhFgsxqxZs5TaHyUSCRo3boz9+/cjPz8fHh4easWzvIg2J8X21cq80oo8WPnjybyrVLltdXR0YGBg\ngFatWinUTlYl4KPLhNLCwgIWFha4cuUKHj58iJiYGPj5+SE8PBwuLi5ITU3lPMd9+/YpZVHLhF1H\nRwfNmzdHeHg4TExMsHDhQu4aP3jwAC4uLnj//ffRunVrSKVSjB8/Hp06daqyVyqVSnH+/HnMmTMH\nLVu2hJGREVq3bo158+YhKytL5X6kUqnSAAlU9jLUpEkTXL9+HWKxWCHzt3///kpZ3o3MzdGhQwe4\nu7sjJCQEixcvVggPA4Cjo2OFI/bUd7Kzs3H48GGsWLECI0eORIcOHeDq6gp9fX14eXkhISEBEyZM\n4ML15Sdzc3OEh4djwIABmDt3Ln755Rf8+++/kEgk2j41jcIE9i3j8ePHCA4Oho+PD5o0aYL+/fvD\nw8ODK4f3rnLgwAFYW1tj9erVCvP37NmDRo0aoUuXLmrr5v7444+IiIiAVCpVCAvLHsTWZd6rrO6z\nqnZXmQhXVgRC3SQfapZ9Byn2rxVTafERQ0NDzJkzp1IBJyJ4enoiKSkJq1atAlAaCh84cCAEAgEO\nHDiA5s2bIzAwEDZlGbShoaGceNvZ2WHUqFEYOXIkmjRpAjMzM/j6+sLNzQ18Ph/GxsYYOHAgfvvt\nN2RmZsLS0hJubm7YvHkzCgsL4e/vjxUrVrzW/Xz27Bm2bduGoUOHwsnJCU5OThgyZAi2bt2KZ8+e\nASgtE1r+/E1NTbkXgsLCQkyfPp1L2JJtI3+PIiMjERMTAzMzM5ibm+OLL75QCg/n5ubCwMCg3ouB\nRCLB1atX8euvv2L+/PkYNGgQIiMjIRaLYWpqitDQUPTr1w9paWnYvn07Ll++rBRBW7t2Ldq1a4fh\nw4dj2bJlOHToEB48ePDOdjNkAvsWkpubi8jISAQFBcHR0RFTpkyBtbU1V5z8XWP16tWwtrZWCPve\nvn0bPXv2hKurK3755Re125aUlKBJkybYvXu3UkUfeQ+OqLTQg3yfWFWZw9VtV5Wtr6rd9jK9aiMs\nL9rh4eFV2j+fz0dUVBQ6d+7MnbNUKoWxsTH09fW5UXesrKxw6dIlAECnTp3g6+urVLXo2rVrWLhw\nIWJjYyESieDk5ARdXV3Y29tz3cn09fVhYWGBu3fv4sKFCxCLxW/s+UmlUly4cAHz5s3jSka2bNkS\nZmZmSucaGBgIkUgEfX19nD9/Hi9fvoS7uzt+++03PHv2DHw+H2Ii/D1wID7/8EM0atQIX375JaKi\nosDj8bBnzx6l8HBmZib8/f3f6BzqErKw7oYNG5CamooePXrAx8cHBgYGcHR0RNu2bZGSkoIlS5bg\n4MGDuHfv3jsrkG8KE9i3lPz8fLRu3RohISGwsrLC4sWLYWtri6+//vqd+WcoKSnB2LFj0bBhQ04c\niouLsWDBAojFYkycOLHSfpgbN25ESEgI/vnnH67Wr2xSFYa11dGpdmJSVdpkU0l1uBhUWthC1fbl\nvV75Zfr6+tz3li1bgsfj4f3338f27dsRExMDotIRdExNTTFmzBiMHDkSjRs3xpUrVzBhwgTExcWp\nHAJORm5uLjZu3IiEhATo6elBV1cXbdq0QUREBNePOCAgADExMfDw8Kh0hKjqkJeXh/Hjxyu1i3fo\n0AEmJibcucvGV961axfc3d3h7e0NIuJeNn7++WeEhoYiKSkJw4YNg0AgUMoeBoBvv/1Wad7bwMOH\nD7mw7ogRI9ChQwe4uLhAKBSiadOmSEhIwMSJE7F+/XqcPHmyyu3ejKrDBPYtpqCgAB07dkRYWBjE\nYjFWrlwJHx8fDBw4UGtl62qL58+fo1u3boiKiuLqzB49ehQ+Pj5o3bo1J7gVUVJSgmbNmmHr1q1K\nZQD19fW5rFLZJD+0W3nxrKhqkyycnFoN8ZX3YFVtV16EL5NyP1t5AZKJKVFpW254eDgiIiJgaWkJ\nZ2dnxMTEYP78+bC1tcWIESMQFxeHuLi4Kt0LiUSCmTNnwtjYGGZmZhAKheDxeBg+fDgmTZoECwsL\n6Onpwc/PD5999hm2bNmCR48evfa9f/bsGRwdHbFr1y4ua1UgECA2NhY8Hg8ikQg8Hg8BAQHcy6as\nQpaenh7y8/MhlUrh6+uLzZs3w9TUFB988AHs7e2VwsMAMGrUKMycOfO17dUksrDuzp07MW/ePAwa\nNAgREREKYd3+/fsjLS0NO3bswD///MMSI2sRJrBvOYWFhUhISEBoaChsbGyQnp6Orl27IiIiot5W\nSLl79y6CgoLQp08fvHz5EtnZ2RgwYADs7Ozw008/VdmD37JlCwICAhTKU8qmxo0bqxQ1Hx8fDBs2\njBNG2fiv18s+H1Fp4pP8NvIFKarq7c6uQDjl182QE9mK+tnKhFU2SlB5YZcJ02effQZjY2N4e3vD\ny8urWvclNze39NqIxTA2NoZQKISRkRHXJWf+/PmYNWsW2rdvDxMTEzRr1gzDhg3D5s2b1Xq4UqlU\n6X6mpKSgX79+yMjI4F52ZNWmevXqBV9fX+jp6YGotB05Pj6eC/MvX74cALBz5074+Phg06ZNaNWq\nFby9vdGmTRul8DAAxMXFKYlubfP8+XOcP3gQZ5KSMHvUKIWwrpOTExfWXbp0KQ4ePIj79++/M5Gs\nugwT2HpAcXExkpKS0Lx5czg7O2PatGmYOHEinJ2dqzTk3dvE2bNn4eTkhGnTpkEikWDFihWwsrLC\n8OHDVRbwV4dUKoWfnx8mTpyoUohUCZSenh7u37+PAQMGcN5j+dFyZKJYUbusOq9VXjDL1yFW5x03\nIsIRKh0YoLywy088Hg+NGzeuUoa0mZkZBAIBdHR0Xqs04PHjx+Hh4QEej4euXbvi559/5kLHPj4+\nmDRpEo4dO4bjx49jzpw5iIuL44pbfPLJJ/j555+5Lj5ZWVmws7NDUlISli9fjp9//hk2NjZ49OgR\nmjVrBh0dHfj6+gIoHQnIzs5O4VxWrVrFFTrg8XgQi8WYMWMGfHx8sGHDBvTo0QPLly+HgYEBevbs\nqRAK3rt3L8aPHw9LS0ts27YNL168qPa1qC6ysO7y5csxYsQItG/fngvrzre1LS2K0bo11q9fj1On\nTrGwbh2HCWw9QSKRYODAgQgMDIS3tzeSk5Px448/wtLSkhuc/W3n119/hZWVFTZs2IDTp08jJCQE\nYWFhr/USsWPHDjRr1gxWVlYKD2RV3T7ERBino4Oktm05gZUPDacSYUWZF3uVSmsHlxdGVfWMy4ub\nfMhXNlj7bnoVYlYlhvLbjCp3HFVCzufzYWtrW+VkLE9PT6VaxFWhqKgIiYmJICJ88MEHKCoqQvfu\n3ZGYmIjRo0fD09MTtra2GDhwILZt24bc3FycPHkS8+bNQ3x8PMzMzODp6YnIyEiVLwCydmSRSMRl\nKrdt21ZpXUtLSwgEAvD5fPzzzz+wtbVFWFgYdHV1YWtrC11dXUyYMAFEhLCwMAVPdfjw4Qr7Sk1N\nrfZ1UMVrh3Wzs+ttxaP6ChPYekRJSQmGDRsGPz8/REREIDExEceOHeMyjd/mQuWLFi2Cra0t9uzZ\ng5SUFFhbW2PVqlWvdU5SqRRBQUHYtGmTwgNcIBDgww8/VCtic62tYWlpCX19fZWFJ8r3jZWFecsX\nlVAngmIqDTnvJsIwIjwjQoIKoZSFP2XHTKVXQ+Gp6ks7hcdTKE6RlpaGb7/9FqamphAIBCqLS8j2\nPYbHg5gIS5Ysea37FhQUBD6fDw8PD+zbtw/29vbYt28fAODff//FggUL0LJlSxgbGyMuLg5Lly7F\nrVu3IJFIcPr0afj6+lb4AiAT0cTERMTFxSl57bLv8+bNw6FDh7B69WoYGBhg+fLl+Prrr+Hp6amQ\nzNaxY0fs378fJSUlSoL9888/V+vcq5qty8K69RcmsPUMqVSK0aNHw9vbG/Hx8YiOjsbly5cRGhqK\nxMRE5OXloUWLFvj666+1bWqVKC4uxrBhw+Dl5YWvvvoKDRo0wKBBg9QOoF0VfvvtNzRt2hQrVqyA\nrq4unJ2d0a5dO0yfPl2paLy8ByspC1s+f/4cU6dOVSvEsr6xqjzY8slQ5b1Z2e+8ss+HlYiLOpGX\n70sra/uVD307GRpWebg7mW2yv5/qcPXqVRgZGZXWNBaL0aVLFzg4OCAnJweFhYW4ceMGMjMz8cMP\nP2DgwIHw9vaGvr4+TE1NYWdnp7aCVvlzreiaCIVCXLlyheu/y+fz4ePjg+joaKSkpCgdw8HBATY2\nNko1dM+fP6/yHLOzs3HkyJFKizCwbN13Dyaw9RCpVIrU1FR4eHigX79+8PHxwQ8//IC45s0xrkxA\niAihoaG4efOmts1VS25uLjp06IDw8HC0aNECvr6++P33399on1KpFKGhoUhLS4O+vj50dXXx4MED\nlJSUoEePHiqFhYgwduxYhf1IJBIEBwerfOBXlFGsqjziZHo1ILts2w1l652sREAqCglXNIpPVQpi\nqBMwU1NTtGrVCnPnzlVbvEPG4cOH0aZNG4jFYpibm8PGxgZ8Pl9tO3d1bHndoh4VTfb29igpKcGZ\nM2eUlqWkpODrr7/G3LlzKy3CwLJ1GQAT2HpNWloa3NzcMGrUKIhEIpUPJD09PXz99dd1rkrNjRs3\n0LRpU/j7+8PCwgILFy6skQfW3r170bhxY9jb24PH43Fhv1mzZql8mAsEAhgaGmLDhg1K+zpx4kS1\nvaqKhEJ2bxpRadKSbN4vpOhNq/OAZd9lnnP54hWv4/1VdT11Q7klJyfXiPBVVvNZTKUvKUeIcLzs\nc0XZ55GyZRW9+MimYcOG4a+//sKXX36ptMzIyAiGhoYwMDBA8+bNMWHCBFy4cIGFdRlqYQJbz/nm\nm2/g5ORUOuRdBQ+Yiqod1SbFxcXIzMyEhYUFzM3N0atXL9y5c6dG9i2VShEZGYng4GAIBAJ0794d\nAHD//n2Fdk3ZJBAI4O3tzYWPVdG5c2eVQvBLJQ/y8iKWSq/aUWUhZtCr7j+paoRG/p7KPNbZcttU\ntyhGVYRN1SQUCjFgwADMnj0bw4cPR69evRAdHQ1LS8saEdjKhF7+JUXdJAu7V3Quurq68PLyQkBA\ngMJ8+UpY165dw5IlSxAfHw9jY2OEhoZi6tSp+PPPP9/qPAdGzcME9h1gxYoVahNZ5N/ctU1JSQk3\nLqpQKET37t2xcuVKHD58uEbqmR48eBDW1tYQCoWwtbXlHobjxo1Tuh7GxsYwMjKCWCzG4sWL0a9f\nP5X7LF9eUV4gVT3I5UdzUdd9pzmVtr2CXnmys+lVtvJlUt0lp7wHW1Vhbdy4MTw9PeHu7o6YmBg4\nOjq+8Zi0RKUZy7L7qempERGulRPUuypEtpBK+yr3I+Xwub6+Pleg5fPPP1fY/6RJk1Te/5cvX2Lv\n3r1cvWYrKyu8//77WL9+/RvlCTDqB0xg3wEePHig9ECSzyrl8XgwMzPDkiVLtPYGnp+fj87h4RU+\nzM3NzREaGooPP/wQs2bNwpYtW3Dx4kWl0XHUERwcDF1dXQgEAq4+7owZM5SyT01MTLB7924YGBhg\n4sSJOHjwICIjI1XuMy0tTSmrV135wvLCmkrqBwpoToRLZYI6mV4VtJBNu8vtL7VsnckqjluZSPJ4\nPK49WiaMJiYmsLGxgaOjY5UErrIXOE1P8h5sYdnnYyI8L/t+nwjFcuuUlH1eK3fNTE1N0b17d6UM\nYlVNBKq4fv06li5dis6dO8PExATNmzdHamoq/vjjjzrXDMPQPExg3wGOHj2q8LBwcnKCra0tTExM\noKenx1XxCQgIQGhoKM6ePVur9q1atQr6+vqYoK//WkkrAoEA7u7u6NSpE/bs2aOw7+LiYhQXFyMj\nI4MTgcWLFwMozSaW34+BgQHEYjHOnj2LH374ATo6Orh37x5u3boFGxsblbb379+fG+JN3nutKERc\n3tNsJPeZWjZf1pcWZcJ5kBRDxrPl9jdbbl1V1aKqEubl8XhwdXWFsbExl4RkaGgIc3NzteIpC0l7\n8ngYNmwY+vbtCw8PD8775fP5cHFxQXBwMGxtbTUqsGJSbLcuJGXPtby4yk/fUekLzUJ61fYuv/+j\nR49W+++6sLAQ+/fvx6hRo9C0aVOIxWL07t0b33//fb2tssZQhAnsO8C3336rKLCGhvjR3x8hDRui\nR48eWLlyJXR0dKCjo4Phw4fDysoKY8eOrbRQ/pty69Yt+Pj4gM/nY9iwYVg7f/4btxl+//33CsdI\nTk5G8+bN4WpsjFFEaKCry426s3btWgXvrkuXLtzLRb9OnTDNxAQnMzIgkUhgYGDADZMmT2hoKD7+\n+OOkLjwAACAASURBVGOIqTSZRuY5VSRo6hKVUulVgYkncg//A3Lf/yXlhB35cokr6FXosypZzeUn\nExMT6OrqcqPOTDM2RqfQUK6Qvsz+VDlBy5Db3sjICLa2ttDR0amwi01Ni+soIixXIZxVneQFeH/Z\n+clft7S0tDf+e79x4waWL1+OLl26wMTEBEFBQZg0aRJ+//135t3WU5jAvgOUb2OUlVxLd3ZGREQE\nevXqhe+//54r0v7ll1+id+/ecHV1xa5du2rcHqlUigkTJnCe57///ssty8vLw6lTp/Djjz9i8uTJ\n6NmzJ3x9fRUK7Fc06erqwsXFBe3atUN8fDw3X96L4/P5XEEJ2fxxOjo4duwYAGDu3LlIs7ICiDDL\nwgL+/v6ws7Pjlsufh5mZGS5cuMCFe2XTfVJfurC88Mk+J5Pygz+bXnmzL+mVd1w+nPyg7LfsczdV\n3BZcmVipqzhVPsMZRNjh7KyQzORrb8+d1zgdHVjSm7XlVjbJ7JQNjpBPhDsqrmV1J1kZzH+p1LO9\n1KtXjVVRKiwsxMGDBzFmzBg0a9YMYrEYvXr1wtq1a7kykVKpFPHx8Zg8eTKOHz/ORPgthAnsO0BC\nQoLCA+nHRYuw1tsb1mVl89q3b4/WZfVNZSORDBo0CBkZGXBzc0PPnj1x7969GrHl1KlTsLe3h66u\nrtJ4oxVRUlKCGzduYPfu3Vi0aBE++eQTtG7dWqm0YW5uLv7991+sXLlS5ag35R/wqcnJKJoxA/ez\nsgAAy5cvh4uLC+6cPQvMmYOSBw+QkZGBBg0aQCQS4ZNPPuEKDty/fx9isRi/ff+9Qk3i/LLPS2oE\npXxBCvmM4INl805QqbiibN4lUhRu+b6zMmG+ICc0Mm96dyWiVlG3H1XXTFXt5QOk2Oas6vxk8zKo\n4vbpiu5VRevLjiUTWdlUPlScK3d/ZFMBvYo6HCk7n4VEOKriXFFD5RLLc+vWLaxcuRLdunWDqakp\nAgICMHjwYMXzZCHmtw4msO8APj4+Cv+ox44dQ0FBAXx9fWFlZQV9fX3ExcXB398f33//PVdCLzw8\nHLm5uRg3bhysrKywbNmy106CKiwsxPvvvw8+n4/Q0NAazbCUeb1btmwBUJrZGRQUVKWHsyw0bm9v\nD3d3dwiFQvTo0QOff/45Jk2ahAkTJnCVpBo2bAhHR0fo6OhwY6ASESaWtR0fKBOQtXIPZFUZvapC\nt+Xnyberggh/lO1btlxewLKpdHCA5qQYZpYdvyrCJLNTVuZR3Qg+K8rZdV3ueyqp9szFRBhLim2f\nFfXNTa1gncpEufx1UzeVF17Zuch7raq2Kxk1qsb+btVRVFSEQ4cOoWXLlhWec1BQECZOnIhjx44x\n77aOwgT2HeD//u//0K1bN/j5+aFjx46cuF27dg1WVlaIjY0Fn89HTEwMGjZsiG+//RYWFhYwNDSE\nvb09srOzcf78eYSHhyMsLAznzp1T2H9RURGePHmi9vjbtm2DsbExDA0N8dNPP9XouUkkEjx+/BhX\nr17FqVOnsH//frRv377KD2ai0gQfc3NzCAQCODg4wNnZGTY2NjAwMICenh4cHR3h5uYGNzc3TJky\nBRs2bEB6ejoaN24MoVCI1ORkrPTw4EQ0Te4hLV+PuDpCp0ooLtCrtlWZB/uAFEVLPps2g9QX/S+f\nkJUq970ie+Xbe0GlnrYsa7p8YQv54xaVLZOQag9W1TWojpcr/4KiThwrm2T9ZCvavnjkyBr9+62I\nVq1aVflv2NzcHD179sR3333HhZgZ2ocJbAXUpwotQ4YMQXp6utL87du3w9HREbNmzQKfz+dGOVm2\nbBnEYjFsbGwgEolw9uxZlJSUYNmyZbC0tMQXX3yB/Px8TJs2DRcuXMCkSZOQn5+PP/74g9v3o0eP\nEB0dDT6fjy5duqhMmpJIJMjJycG1a9dw+vRpHDhwAFu2bMHq1asxf/58TJo0CZ9++ik++OADxMfH\nIyoqCs2aNYOjoyOX8WpmZgYXFxf4+flVqTi8zPOUTYmJibCyssKff/6pZF9OTg6OHz+O0aNHw9HR\nEV27dkWTJk0gFAohEong6uoKPz8/8Hg8Ltu2fFavOg9WVUhVJnQH6FW3Egm9CmHuJkUvbxGVhkVl\n2a/li1bI719eNMsXxJAXqPLby9u9UM4WUKn3LFtPvjSjvGBeIMJUKhXZYWruSXULdMjOP7Xc9hlU\nmuwk654jP92k0tGOzpSbd5Je9Tv+hUqTnGTLZfuRJZ0dIYI1nw9jY2M0btwY3bt3x48//oj8/Pya\n/YdF6bjHa9asQY8ePWBmZlZlsSUiBAQEYPz48Thy5Agr2ahFeABADJVYWVmRnp4etWnThlJSUigg\nIEDbJr02rVq1onHjxlGbNm2Uln3xxRd05swZSk1NpbZt25K+vj4REU2cOJFmzpxJdnZ2dOHCBdqw\nYQPt2rWLmjRpQqdPn6Z/fv+dejx/Tt/k5xMR0ScGBrT05Uv6fNYsyszMpE2bNpGenh7FxcWRSCSi\np0+fKk35+flkbGxMZmZmSpO5ubnK+fKTsbEx8fl87lykUil16dKFfvnlF7XXolevXmRpaUnp6enU\nokULOnr0KPXu3Zu+++470tHRUbnNzZs3KSwsjO7cuUNERBKJhCwsLCgvL09p3clENJWIDhDRCSJ6\nQUQbiOg9IlpDRMlly1OJaHHZbx4RpRORBRFtIyIvFTZcIaLfiCiFiL4hIlciGklE/xKRmIj6l+2f\n5L4/VrNsu5w9j8sdZxQRzSWi0UQ0T8V5ySgiIj259eS3o7LvD4jIhoh2ElG8inOSIW9jeXtUIbNF\ndg1HE1F3InKrYJuDRNSSiNKIyI+I2pVtP63c8S2o9F6cIaLVVHqdOhBRq7L9zLGyoplFRZSf///s\nXXd4VMX6fnc3vZPeSAgkREoILQmhhRYERFABKQLSRPBipdlIELBQlAs/UeGigAgqKEiRDpGiNOlS\nQi9BAgnEEBJS9/39cXZ2Z1sK4FW8+z3PPLt7zpypZ+edr8z33UFZWZlRHWq1Gk5OTvDz80PdunXR\npUsX9O3bFz4+PpXolXUqLS3F3r17sX79eqxfvx4HDx6s9LNeXl5ITk5G586d0alTJwQFBd1XWx4E\nlZWVISMjA4cPH8aBAweQlpaGM2fO4Pbt2yguLtaPq4ODA4qKiv7i1t4H/dUI/3eltOXLzTgPZ2dn\ntmjRgv/5z3/+axExysrKmJOTwwsXLvDQoUNMS0vjypUruWDBAq5bt67S5YSEhPDChQsWy8/KymJ8\nfDxHjBjBVatWMTAwkBqNhk5OTmzTpg2dnZ0ZEhJitEN2d3fnG3Z2ZqLJMTA4HWjQoAHffvttzpw5\nkwsWLODKlSuZlpbGQ4cO8cKFC8zJyXnguqPffvtNX7/4lDnGGjVqsLi4mKTiRtLf359Llixhhw4d\n2KZNG6vGXMLLlOBU8vPzrRrjmOoSBWclOFrB4X4Ac+5S/N6o4xZvSWVsg0FHKPSss3Rc1yyp/PLc\nKVbmTKwlLhhSHSKJI0HxsK5TrkinW55BU0X3xFiaGl5lQeFid0LhWMV4inFPqaBsSylKN4eXevc2\nsyQuLS3l9u3bOXLkSDZs2JDe3t5mUhLxPjo5OTEoKIitW7fmO++8U2GwBEEZGRlGDlWuXbvGRYsW\nsU+fPqxWrVqVuNuGDRvyjTfe4I4dO/6r3O2CBQsYGRlZpbb6AA91DFwbwFqhhfXqVbgQhYWF8YUX\nXuDvv/9utZyysjL+8ccfvHjxIg8fPmwEkDNnzmRqaipffvllPvvss+zevTuTkpIYGxvL8PBwenp6\nlushp0uXLuUCsCj/hRdeoEajYbdu3czKF157QkJCaGdnx5iYGD7++ON6Dz4ODg5MSkqyeEymtre3\n2YIqFqzRo0f/F2dLoaKiInp7e9PBwcHIu5IAlbccHXnlyhWS5OnTpxkcHKx39l9aWsqUlBSGhIRw\n+/btFsuvU6cOjx49yoMHDzI6OrpcsBIgJbwryf6Bha5yJxRx5AcSEPWAIlIVnwI07sAQYWcnDHpe\nYTUru1Qs75ytiDdrDfBMx0wGadkV4R2Y621Nxc3W9L/W6inPotkS6Ir6CcVA6SaMHXGI8ZPbVZGX\nLUvJwcGBKSkp9wxGJ0+e5BtvvMHmzZszICCAjo6OFv/XDg4O9PPzY1xcHF999VUjW4eoqCi9444O\nHTroQ+q1aNGC48eP57JlyzhhwoRKG/eJ5OnpyR49enD+/PnMyMiosC8FBQXcsGEDR4wYwQYNGvDk\nyZNW85aWlvLatWvcunUrZ8yYUWmvYJbeD1bhxMHfiWwAa4WaRUZWeodrb2/PgIAA1qxZk7Vr12ZY\nWBh9fX3p4uLyp7qQ02g0eoAMCwtjgwYN2Lp1a3br1o0DBw7kSy+9xJSUFI4ePZrBwcFcsWIFt23b\nxoMHD/L8+fO8deuWEQe5bds2BgYG6kFoxowZ+mgySUlJFvti6vEGUDjXv8KqsU2bNhbDoPkA/CQi\nQn8U59KlSwwPD+f8+fPNyli/fj0DAgI4depUMx18165dOXDgQPr6+vL999+3amgjc4qpsMzdycZC\nG2AASnE0RxjcyBys0MlehMF94mwo3OwOGHSyphyjaI98ztZ0U2AKiqlQOFYBxqbWw/Ng0LmKzQFN\n6tkIc8Mn0/qiYG4kZcnDlaVxFUeRBJdKKMeZxsCgRz1l5fnKWih37NjxT9GvCrp+/TqnT5/ODh06\nsHr16nR2dr7vNcPOzo6urq56pyFVeVYOX3n9+nVu3LiRY8aMYZMmTeju7m42hynOzoz28aGLi4vF\nteB+k42D/YdSaWkpFy9ezLZt29LV1fWBvzgPIkVHR1cKyJYvX84nnniiUv1+99132bx5c70Ydfv2\n7XR2dqa9vT3j4uKs/vnt7OyoUqkYGBjIZs2aWXWO/mfQzZs32aJFC6vj1LZtW/0imZmZydq1a3Pm\nzJlWy7t06RITEhLYrVs3vXV0RkYGq1evzho1avDXX39ljRo1+NFHH/Ff//oXIyMjqVarzcS7aTCc\npZTFklEwiDWvw9gD0X4Yg8UFGAMboRjmEAauVZyRPS7VJ/sqNloQYZmDMwU3UR6hgKcwAiqEAuym\nYCWLlWW/yVNhmYOVnxXfhbh3m1S/KXiLeuSjSDt1Y3gdYLKufCExuCSNkymXbE0ULlJISIje+f9f\nQfn5+VywYAGTk5Pve61ITU0t9/8LKMZbb9rb07+SHrisbVZUKhUdHBzo6+vLmJgY9urVi++//z5f\neeWVSrdXrVbTwcGBQUFBf9n4PwiyGTlVko4ePYrZs2djw4YNuHr1apWNMh40+fv7w9XVFVFRUVCp\nVFCpVFCr1Uaf4nt6ejpKS0sRGxtbYV4A2LJlC7y8vJCYmAiVSoWCggL88MMPuKMzZpLJB8AQlQrL\nXV3R7umn8fXXX0OlUkGj0aBdu3aIiYkxq6O871XJK9L06dORnp4OAAgLC8Ply5f17atfvz7GjRsH\nJycnFBQUIDU1FYmJiejTp0+55ZaVleE///kP9uzZg+7du2Pz11/jBWdnbAwOxrncXNSsWROPPfYY\nMjMzMXfuXOTk5MAHwEIAXS3M10QA+VAMfzYB6AjgNIDa0u9NANIBvAggC8A3uu/5AFylsg4BaGRS\nfjqAaADnoRj6TAXwOipvPJSqa+NEKAY+/wLgq2tfCoBZAJoB+A+A4dLcj4KyIm7Q1VFXV0YbXRLt\nMCVTo6KPABwHMF53PwuAHwxjtBbAIN29hTAe43m6umrr6n4HQBSAnVAMrADgBIDWJmMgjLIA4D0v\nL7z1xx9Gbfz8888xZMgQC63/79L+/fvRtWtX3Lhxo8rP+kCZS41Khf8jodFo8KxWiy9IZJvktWbc\nVl7Zz9vbo8vy5ajfpg08PT3LzX/06FG88MILcHBwgLu7Oxo2bIjExEQ0b94cHh4eVe7bw0A2gL0H\nysnJwbGBA9F67dpKv4wPmlasWAFXV1eQhFarBRVphP67fG327Nl45JFH0K5duwrzarVa3LlzB5Mn\nT0bPnj3RsGFD3L59G4sWLcKJEyfM2iH/Kb+tXh0DBgzAnDlzcPfuXajVagwYMAAhISEW661M2yv6\nfuzYMezfv9+sXXZ2dvD19UXz5s2hVqtRUlKCnTt3olq1aqhXr56+HGvllpSUIC8vD+np6cjPz8db\njo6YUlSEVChWwYs1GtzQ5ZXJB8ByKNaqAuxuQLGgzYECJOehWAJPBXBX90w0gAkAJkMBW0ABzUu6\n3xehgIUzgFwAngAO6D7X6/K/qPs8AeAJKNbFAjjTAPwExeJWBhkBdDt09QurZDGvEwE0h2ED0A+W\nQUpYC6dDsZh2hgKWqVCsdAVF6cZA1COXMQ2Kde8h3fPCWjobgAsUS+s43djuBFAGYJ/uGTFmoj5R\n5lkAVwA8L9Un911sEHbFxuJqYSFOnz4NkoiKisKJEyesWpX/tyk8PNxo42iNTDdU8iZiHJS+WgPR\nqjANXl5eqFOnDrp06YK33367st34n6O/x9vzN6YXX3wRc+bMMeNw/FQq9FOpsJCESqUCALPFVq1W\nQ6vVGl3TaDT6pFKpYG9vj1atWlUZWJKTk+Hm5lapPnz44Yfo168fWrduXel+JyYm4rHHHkNoaCje\ne+893L1712K+BdLnzStX8Ntvv+H3339HfHw8zpw5gx9++AEHDhxA9erVK123JUpLS8OhQ4cAQD8H\nV69etQiur776KpydneHl5YVatWrBy8sLL730EiIjI9GiRQvcuHEDN2/exK1bt5Cbm4s7d+4gPz8f\nhYWFKCkpMTp6oVKp4OTkhHlFRShWqeBCYjoAtVaLadJ8jxw5EiNGjEBsbCz2QQGBHwG0h8LVbYGB\n85oIBQhUUBY8AYzFUIBiD4D6UEB3KQB7XXkFunyCT4iAwv3V1z0LKABXF4YjOIm66211aQCALjCA\nzWAYc9WuUI4WVYMCTp2gcK6AAnLLoYDadCiL8A4oG4gAKFznDl3/pkJZxMX7IRbvLrp2OEA5JgMp\nj6uuDcVQAPiK7t5gGB8PAoAQKJuXn6CApDhWM8ekzPLA4qZUrt/vv6Nbt26Ijo5G7dq1ER8f/5eC\na25uLk6ePImdO3diz549yM425TfNyVSCMgNK/10AuDg54Vu1GvkFylu0wMLzN2GZWdBoNKhZsyZa\ntGiBJ554Au3atYO7u3vVO/U/SDYOtjzKzsYXrVph3KlTf5oY2MHBAZMmTUJoaCjUanW5YtPyxKjl\n5enatSsWL14Mf3//Cp8/efIk0tPTsXfvXmzfvh23b9+22nZrO95OnTqhc+fOmD59OjIyMlCzZk0M\nGTIECQkJaNWqlcX6LRFJ5OfnIycnB+PHj8fXX399z+OsVqvh6uoKNzc3uLm5wdPTE9WqVYOvry/8\n/f0RFBSEkJAQhISEYNOmTfj8888xe/Zs9OnTBwDQpUsXrF+/3mqfHR0dUVpairKyMqMzml9D4TTd\nAdyCAkIvQuHOukIBonhdGa9DOW/ZH0AkFM7tcwBJMIBcNpRdsZdU9y4ALaGIUwdAEYWugsIpdtVd\ndwQQrstfBOAZKAB9BMC/oYDqs+WM31ldmwQJ8Nxjcj0NCoCacq6Ck9oG5TypJdGxDBAyhxUFBUDT\noYjGW0rPmNZzr+Tl5QU7Ozvs3LkTjzzyyAMosWIqKSnBhQsXkJ6ejt9++w179+7FiRMnkJGRgaKi\nIv2murIkxngtgOcdHOBZqxYA4OrVq+X+j03Jzc0NcXFxePTRR9GmTRs0btwY9vb2VeucjQDYALZ8\nmj4dGDfuTxcD29vbQ6PRIDg4GAEBAfD394ednZ1FsWl5YlRLnyUlJThw4ACaNGkCAOU+X1paiszM\nTOTm5laq3VXV2QCwyu2XRw9C3y0AvaI2CYmD2OwAyphV02ordNAg2io7jgAUHWZfKDpFwKBXLIWi\nXxUc6SYAv0DhAGUSouaLuu/C4cFlXXvqSdemQRHNirm5AcAfChA2g4FKoHDGAjgLoHA61mgqgBZQ\nwO0PAL8B+BkGnalwaJEGhcO9C4X7HgZFhCscUZzS5Y/R5ROOHMR4lidCHqtro+A60wBshzLOYi5M\n35XKvDthYWEICgrCI488goULF5YzClUnksjKykJ6ejpOnz6N9PR0HDlyBCdOnMC1a9fg5OQEAMjP\nz7/vuuS+1k9KQmhoKPLz83Hu3DkcP37cTJomqHr16khKSkKrVq3QqlUrREdHGzlvsdG9k01EXB4N\nHowVK1ZgwZ49f1oVnp6e6NOnD1auXIk7d+6AJA4fPoyGDRuic+fOePTRR9GkSRNoNJp7Kn/fvn0Y\nOXIk9u3bV3Hm7GxM9PODs+6nCgoAmOrtBC0w+awMUSdSd3JygqOjI1xcXFBaWoqsrCyzvPb29rC3\nt8e/SLyjE1FXdaPj4+ODjz76CBqNBiRRVlaG0tJS/feysjKQxIEDB7B8+XK0atUKSUlJIInCwkLs\n3r0bmzZt0otSk2AsgjMlIc4U3owW6vKnQjHEaQtFrBkBBeA8AdwB4AZFPGoPYzBLgwKkNQFkwgCk\nABAGoDcUABWGUM0BbIQCxgLIAQXMAUV/66qr5wQUIAQM4CpAKQfAbShcb5qu73d1bfLSfRbDoDed\noEtdoYhva8OguwWAWChi5I4w6GvbAnhSauMCGLju/VDeP28oYDwVxqJkoaudqOu7mAt5ngZJvwHr\n705mZiby8vKwdOlSKzkqpsLCQpw5c0YPonJSqVSIjo5GdHQ08vLysGnTJv1zDwJYAcDd3R1NEhNx\nzc8P1fbuxdGjR+Hu7o6WLVti7Nix+O677zBz5kyoVCrUr19fD6YtW7ZEaGjoA2mDjczJBrDlka8v\nnvzlFzxRRc6xKvfUajVq1KiBTz75BAcPHsTq1avxww8/4MSJE7h9+zbmzZuHgoICdOzYEY8++ige\nffTRKrk6O3PmDKKioiqXecECM+4JUKxJL8OcC7CmsymPfAAMJrGgsBA3CwuRm5sLHyhcimn5JSUl\nKCkpwRwoHFZFQC6LnMUYFxYWYvTo0XqOVKPRGH2qVCpkZ2ejoKAAYWFhuHbtGr766itkZWXh+vXr\nhqHRfa6CwjWtstBmHyiLfyoMusOuUER2X0MBjP1QDHXsoRjpaKBwg7ehgE9bKO4Qf4ECYvZQwBZQ\n5kEAYAEUUa+/7p4rFEAtgQHUAIM17s8AgmFwJXgHimi5npT3CoCruvKr6RJ0/QUUw6NdAKpDAd79\nUMBrFBRd7Wu6fGIDcgrAYSgGV7V17cuAskkQnLWwEJbH6zQMmxFB+TCMcxaMjZrk92IBDJsg2T1k\nee9OWVkZevfujZo1y3O0qGwOMzIyLILotWvXEBERodfhtm7dGs899xyio6Ph6+uLoqIibNq0CfPm\nzSu3jqpQaGgogoODcfHiRTg4OMDHxwctWrTA+PHjUa9ePSMu1NPTE+3bt0fz5s1RrVq1ckq10YMk\nm4j4b0qXLl3C6tWrsXr1auzZswcRERGwt7fHuXPnEB4ejj4dOqBfURHCUlOh8vOzWk5qaipIYtKk\nSmiqsrOx/9lnkbdunRGnJMSID0JULsR9H4eF4QsfH5SWlqLf1at4/dat+y5frVZXqLcS4mCRV6vV\n6o8VAYo4WKvVVihatCQel3Wvwr/tKCjcYVMowLIRBuOePVBAcz0Ua9l+UIyehH9i2bBHcKjCghgW\n7k0DMB8KYNWGYd7OAlgBRUxdHQYfwoDCGQ7VtcNUzwooQH4agAcM4CwsqQUoTpeuz4EiGu6o6+sz\nunsLYTDwAqCXkrhAMeYaBUVHLfJBV+9PUMTGsjh5lW68HtXV8aLJ2AGVUynI4ugVx46hfv36AIC8\nvDyLIHrmzBm4u7vrudHatWvrv0dEROiNom7duoUjR47g8OHD2LVrF7Zt24Y/TI4A3QupVCp4enqi\nqKgINWrUQOvWrdGyZUu0atUK4eHhFRdgo/862QD2IaDc3Fxs2LABq1evxvr16xEYGIhXS0vx3Jkz\neL9aNeSNGIG+ffsiJibG7Nm+ffuiS5cuGDBgQKXrGzNoEPwXLUJPKIvqbBgsOk0XrMDAQADQc3um\nr5NKpUKvXr2Qn5+PGjVq4M7FiwjdvBmvHTsG79qKcPDjiROR89FH+FKjwbWSEhQVFaG0tBRVoerV\nq+Py5cv4+OOPMWvWLOzYsQNBQUEoLS3F7du3kZeXp0+5ublYvHgx1qxZgyeeeAK3bt3Czz//DGdn\nZ0REROC3337D8Nu3y9UvWwJgcSRGHL8hFAAZLz33E4CjUDi+2tJ1uR4fKGDdBYp4NhzGXCmgHN/J\nBtBEuvYfKKC0A8pxHxcYGwQJjvlXXfuCoABgdV0/3gUwGgrHewkGoyiZ5KM6UVDOoEbo8v5HV+Zk\nGMTF8vlVsdmIhcHRfm8oVs/pUIIcuECxigYUDnYtFE75HSgi7bq6sXKFAazXwgDKVTnDuUNX3jqV\nCu/ExcHFxQXp6enIzc1FVFSUEYAKQJXPepLEhQsXcPjwYaP0xx9/oEGDBmjYsCFq1qyJ0aNHV6JF\nlknYDtSqVQuPP/44kpKS0Lx5c/j6+t5zmTb6L1IFjihs9Dej4uJibt26lW8OH873qlVjvYAANm7c\nmH5+fqxbty6nTJnCc+fO6fM3adLEKIRcZam0tJRFV69SO3Wq3k3Za6+9ZuRtxdPTkzdv3qRWq2V2\ndjYnTZpk0SuLRqPhjh07SCrh35ydndmyZctyvVCVlpYyPz+fWVlZbNy4sb4s2ROPvb09P/vsM65c\nuZJr167lwoULWb16dYtBDQRdunSJrVq1YoMGDZicnExXV1c2a9aMAwcOZIMGDajWebExdYNob2/P\n+Ph4Dho0iBMnTtR7b5L7KVwHyp6MhMehnVA8OxEGz0tnAO6G4uZQ+BA2daO4VedpaDYUL0+F0r0b\n0ncCPAtjD0yE4j94JwwBxkuheEeSPUld1H0vkj4LpDJKpfbK/oVNneyLfm3QtVncNw1kQBiH28yA\nygAAIABJREFU5ss0KUf0W/avLMZkI8y9MEWZfLfkrcqan2MRY9fZ2Zlr167lpUuXWFZWZvbe3L17\nl7/++ivnz5/PF198ka1ataKHhwdDQ0PZtWtXvv322/zuu+944sQJzps3jzExMXR0dLT4f5CTHOZQ\nTt7e3uzXrx83b95sMcyjjR4OsgHsQ0xarZZHjx7llClTGB8fT3d3d0ZFRdHd3Z1NmjThzJkz6ebm\nxps3b953XZcvXzZbMN5//32jPGfPnuUjjzxidSHZsmULSXLSpEn09/dnSkpKhfWOHDnSqByxML7j\n5sbdu3dTq9WyoKCAn3/+Of38/Lh69Wru3buXW7du5ZoFC7imdWuOHTyY/fv3Z7169ahWq/WLWkBA\nANu1a8cePXrQx8eH9vb29PDwYLNmzczaf+TIEe7bt48jR46kt7c3g4ODzfKYuvybC4OD/A9g7Jw+\nHeagkmoCQpSeT4UBrGWn9kVS3p0SqJ01KecP6ftUGLsavGOhLSIJ38iZMPg3Fv2YJYFgFsBBOsAy\njewj+2pOlcZC9jUsrs+GAagplSPqFMBpzU+4PH6yCz/5eUuAC4Djxo0jSWZlZXHLli18++239T54\nRSCMAQMGcMaMGdyyZQvPnTvH7du38+WXX2b16tWNfPGq1WoGBARw0KBB7N69uxGYintxcXEMDQ2l\no6OjPhbzrFmzePfu3fv+v9ro70E2EfE/iK5du4Y1a9Zg1apVSEtLg5ubG7KyspCYmIghQ4agR48e\n92zgsGnTJvTt2xe3bt0CoBw+P3/+PMLCwozy5eXloXfv3li/fr2lYjBv3jw0atRIH5f2lVdeQZ06\ndZCfn69PwvHDr7/+ip07dxo97wNghIMDvnN3x9WiIhQUFECj0aC0tBQBAQGoVq0aXF1d4erqikFZ\nWRh04gQmODri3eJikISjoyMiIyMRGxuLwMBAHDlyBNu3b4eTkxO8vb3Rvn17PPPMM+jUqRMiIiJw\n5swZPPbYY7h48SIKCwsxaNAgODg4YPz48WZ9Ezq9C1D0grJOcyIU3aTQj06D4WiM0M9OhaKb7AdF\nJyrcHwKKODUZisj3ou5aDd3nWQBaXblToZwVdYfByYSgIijnYYVTiTQo4uFIGPSy+bqy3KGc3z2g\na9svUNQFJVAM3p6FIh6uDcUgCQDydM9N1P0mjHWi4oiTOGpjKhYfDEU8PU7XtmMAGsBgDb1PN25C\n72sqDhY6b2coInD5+I6pfhxQzqAXFxejVq1auHz5MkpKSmBvb69XT8hLY9dmzfBBdDTWBQRg3b59\n2LdvHwoKCvT3NRoNQkND0b9/f4wbNw7nz5/H119/jSVLluD69esoKyuDh4cHSktL4e/vj6SkJL3+\ntEaNGlCr1X8br1E2enBkA9h/KOXn52PWrFn497//jaKiIqhUKty9excJCQkYMWIEunfvDldXg4fb\nEydOICoqCgUFBUYgJ4Pe0qVLsWvXLuTk5CAsLAxlZWXo1KmTUb78/Hzk5eXh0qVLVg07fH194ejo\niLy8PBQWFqJdu3bw9/eHm5ubHhyFL+DMzEyjZzt37oyZM2fCw8MDrq6uOHjwIJ5++mn88MMPaN68\nuT6fVqvFjhUrcHLcOKRevAj/unXxySefwM/PD1evXsWePXvw0Ucf4fbt2wgICMDNmzf1/orVajWK\ni4v11sg1a9ZE9+7d0bp1axw8eBCTJ0/W1yPrYsXCnwZFf/grFPA8D0Xn2h0GRwCvwXD+E7pnw2Du\n7lCcIx0FxRjJFNazoVgdD4Ri4VsCY+tbQDlyI7ZVWVD0lZ2hAKArFECTSTaOMjV6EnWaGkWJo0bp\nUIBUbBpSoVhPT4QB2CdCAXK57766vv0EBbAn6u6JT8AQtN2aAVp557Lv9yy1adl2dnaIiIhAr169\nMG7cOLi7u2P37t1YvHgxvvnmG+Tn56OsrAwqlQohISHo3LkzOnTogBYtWiA4OPgeWmCjh5FsW6ZK\nUmlpqRmQWAOiquTp0qULlixZUul2aLXaSpe/f/9+/W754sWLOHPmDPbt24ddu3YBAJydneHi4oKS\nkhK9cwkHBwd4eHjAy8tLD3aurq5wdHTE5s2b0b17d3h5ecHHxwdff/01rly5gp49e+q9JMnP/Pjj\njxgzZoxZH7KzsxEfH4+rV69i2LBh+Omnn7By5Ur9oXuS6NKlC27cuGG0MDZ77DGsXr1af/zg4MGD\n6N27N5YsWaIH19zcXCxcuBCffPIJcnNzUVBQgE8XL8Yzzyj2rMXFxZg/fz4+/vhjeHt7Y968eUhJ\nScGMGTPQunVrzJ8/H//3f/+nb0dcXBwyMzOxbNkyzJw506wvAlRdoXBmaVAsbgHFqAhQOL9RUBb2\niVA4K9n6VgBNQ91nEYBXoFjVCj+7faFYAg+BwWFFDhRg6qb73QyGP/QFKMZHIp8AWD8o4NoUCtCm\nw7ARAJTNwHooQB8JA/d4Qdd+Lyjc7EBdXbOhcIsuUI78qGAM2MIdJHT5Rf9NOUtxCvooFLAWTioA\nYC8U62lxDOgmDBsaGTAXmHyaguo9HSnTPb8AgI+3N1z69EH2pEnw8fFBSUkJVqxYgaeeegq7du1C\naWkptFotPDw80LFjRwwaNAgdO3as0Am+jf7B9NdJp/9+NHPmTHp7e9PT05Nubm76MG2mxiwPMlWr\nVo0JCQls3LgxY2JiWKdOHSYmJrJt27aMj49nvXr1GB4eTl9fX32sSBcXF/r7+zMiIoL169dnQkIC\n27dvz27durFv374cNmwYX3nlFSYmJjI5OZmzZs3i559/zm+++YZr1qzhokWLOGzYMFavXp1qtdpi\n/5o0acIZM2Zw586dJMk33niDQ4cONRqvq1evMigoiJs3b7Y6pm+++aa+TFO9V7169dipUyc+/fTT\nRmXPmTPHTKc2MzjYyPjkxIkTDAwM5MqVK0mSR48e5fPPP08vLy8+/vjjjImJYdu2bfWxbUnywIED\nDA0NpYODA1966SVu3LiRPj4+HDRoEGNiYujr68vo6GgjXbO1eJpy6DnTWKsipcGgaxWfov+yIY7Q\nD+6UnpWNgITucI3025IOlzDEjN0GYz3rNii60Z0w6E1FzNkLUj5hRJQKg9GQqPe4VJYwsDoDg95X\n3E+XyoqColsVelVZL+sDY0OpTCg6WMI8Pqzp+Iv3QgRTtzRHcji1sLCwKv839bFnXVz45JNPsrS0\nlEeOHOGoUaMYERFhpFMNDw/n+PHjKxW03Eb/O2QDWIle6tev0kHW/8w0YMAAbty4kbt27eKRI0d4\n7tw5Xr9+nXfu3LFo4WiNnnrqKX777bfl5rlx4wZ9fX3LbY9YSF588UXeunXL6HkRpN10YSkpKeHb\nb79tZCFpGj9SrVbT39+fK1euZEhICOfPn8/c3Fx6eXkZAdl0f3+WXLvG48eP84MPPuC5c+cYHBzM\nSZMmcezYsUxISGBwcDDfeecdzpkzh35+fpw2bZp+rAoLCzl06FDa2dnR39+fr776Khs1aqTvG6T2\nmAZsl62KBSjKoCMMmmbpvgvwuq7LF68DnmQJNESsUgEcAkim6pIMTIQSUHyqrqz9UIySBkGxQLYE\nrsel8kQw8tkw3gTclr6L+LJ5AHvAOBC6COguwN/Uclkk0e9tMMRwTYaxRbO8aVgDA5hehMGYS2wK\nBLhvgMHC2nSDI8eJLW8TdK//Zx+A49RqjuzVi/Hx8XR0dKRKpaKTkxPt7e3ZqFEjfvrpp7xx40al\n/5M2+t8imw5WonlRURh+9uxfFoJOkBCBkganCZWJoWp6Lzc3Fx4eHrC3t7f6HEm9JyNTsqa3UqvV\ncHd3R2hoKNzc3PD777/jjz/+QExMDDQaDYqLi3Hq1Ckzn8aiPNmf7x86Bw9lZWXQaDRISkrCL7/8\ngsLCQn2/69Wrh7t37+LixYtGkW4ENWjQADExMdi1axeys7NRu3ZtkEReXh6ys7P17bCzs9PrV0U/\nrPlnNaUPYNB/ivOYa6HoHdvoro+Fwcm+adg34TpR1tGK88XW/BunwlgHuQmK+0E3KGLU/bpyzkJx\no9hSl2eUrjz5rGgaDF6ehHencwDUMIiSAYNhlTBYEiQ7pwAUsXI1KHrfIChi8Wa6tnyvGytR1mkA\nS6B4s+oLxTNVRxgbcYkx2QVgMxTjKFmMbukstqX309I79iACdbi7u6O4uBhNmzZF//798dRTT8Hf\n37/iB230P002gJVo6tixyJ4x4y8Loi7oww8/xGuvvab/LYC2Ki4Zy8rKEB4ejuPHj8PZ2bnC527e\nvImNGzdi7dq12L9/P0hivFqND7RaqxsOOzs7NGvWDK+88gpmzJiB8PBwxMXFYcqUKWYGTmq1GrGx\nsbh86JCRVx9h7HI/421nZ4fS0lI4OzsjPDwcXl5eIImzZ8/i5s2bRhsLNzc3FBcXIzY2Fuf37cOA\nsrJK1b8RCigIYx7hQGEcDFavvSyUIy/4wttQKIDnYIiCIyLT/AsKKBLGuktAsQwWziZKYdC1CteJ\noqxpUMbURZdEYHYVFGDbBMUJxJcwgBtgsGj+EsDTAJxgCAgg02Uoxli3oPgJFmAtO6YQbflZ15YJ\nUCL8CAvhaTCEtpsMxaViAxg2Kqm69qyCYsAlIgv5omJHEnJEGdOoPIIqC8LivRIUGhqK4cOHo127\ndoiLi4ODg7LluHPnDqZNm4a2bdsiMTFRb0tgSllZWbh27RouX76MW7du4ZdffsGNGzdw/vx5nDx5\nUr/x8/T0xNy5c9G7d+9yemqjh4FsACvRyZMnsWLFCjg6OuqTvb29/vNegK6q90iiXbt2SEhIuK++\nXL58GYmJibh69WqVn7169api1PPWW+h99265AGRvb49ff/0VwcHBaNy4MXJycnDnzh2jPIGBgVi6\ndCnatm2LCU5OmFxUZOShZyLuD2gdHBzw3HPPoaSkBLt378aZM2dQXFyMalothqhU+NbZGb8XF5t5\nh6pKNKAoKJ6G6kIB290wRMupjHWqXFcHKJ6M0qAAyAIYc2syyZ6QxkKxLI62kG8XFMCQo80Ikq19\n06Acf3nJQhnnoXCtfjCAq+z72AWWLYsFRy/oli5FQhkrFQwB2ztCOUpUAEPEIdn6WpDw4nQBBstq\n4e1JxKK9Vw62MiAMALGxsTh16hSKior01xwcHBAYGIicnBwkJiaibdu2cHJywquvvgpACVsorrdt\n2xYJCQlwcHDAnDlzMGbMGBQWFpZr0RwPZZNzIzYWrbZsAWwemx5u+tOEzzb6S2nz5s1s06bNfZWx\ne/du+vn5sUWLFhV6pRHemeTD9gDYoUMHZmZm6svsHBfHsTr9VhQUQ6CLMOgzy6vDWrK3t2dgYCA9\nPDyMrpvqfE1TRTo6+b6sg5X1iJXV78llCR1uFIyNpYS3ovNQ9KtnTOoR/RE60Zsw6DczdPmToXhB\nIgxGTKbppsmnacrT1ZkHRdebCkXHvBGKjjYd4CJdG4TO9QMY9KginZO+b4DBIGy2dF02pPpAui68\nO6XC2CuUuCYbllmaB9lQy9K9FCg66lST+5XV28bExDAiIoK+vr5m77xpMr1vzUArHsaOQ4rfffd+\nlwEb/cVkA9h/KH3yySd87rnn7vl5rVbLVq1a8YsvvtBfS09PZ79+/ejh4UFPT08C4NChQ1mvXj2L\n7t48PT25fv16vWea33//nb169TJbaEQ6Y2VBvNd0L0Yu8jMyQMsWreUZ2JhaF/tYKFfOuxHGQGNq\nHWwKNKkwti42Tfm6JI+pAOpbJnn36D6Ft6ZsmIPkdRgbR4n2pknXNgCcp6vnV+n6Ren7B1L/LYGl\n+J4KwwZhmzTe8gZnqlSmpXmIgrFxlaWN2xiT+k1dKIprYtxN3TP6WiizKu+YpXbLbb5tb8/8S5fu\nex2w0V9LtnOw/1A6ffo0ateuXXFGK7Ru3TrcunULAwcO1F+rXbu2/swuSRw5cgRhYWHIyMhAjx49\nUFRUhCtXrujz5+bmolu3blCr1UhISEBQUBCWL1+uF5HtgOJYwAmKWDISinhTxKFdgHsTGcsiuKoa\nq1k6n7oAiuEQdG27CUVsO0rX7hQYYuZaixsrn5cVfRsMg17VBYpxlJixPVDOl7aFIjpNhCJWFvpa\nFwBPwSCuLZDKEXQHwDYAw2EIDyfTXhgcT4gYrWeg6JgzocRh9Ycyntt0fb+ke1boZk/DEB0IUMS4\nabp2X4Oil70JQ3xbQNHJhkOZf0AR50L3ewKA41CcVJRAeR8KoIyhiFAkorbGQ/Hu9CuMw9F9BEVk\nLfTljWDw8kQocyXyu8A4XqzpnE/U/RbjK/+uyrtlKhYeJP0WNBjAN7rvrt9/D38TL2k2egjpr0Z4\nG/05NKJnT54ZPlzvqL8qVFpayvr163PVqlXl5tNqtZw7dy59fX25ePFiFhcXs2XLlhZ37Wq1mq6u\nrtRoNHouQRz9mK3jOjbquI0UC7v7yiTBJd7r83IZlsSKphypfC51jEk+axys3DbBEcn+d4Vf4DQp\nr7gnRIoyhyb7ERb+hktgcNZ/HcbnYc/B2L+xaJc4UnNOqlNwmtnS82LO5kLhXGV/xCUAv9HN4Qcw\n5nIJg2N9WUQq90sOjCCOM5k680+V+mU69iKJo1E9dGXHw3iuUmB8zlccR9qgyyufVabuuikHa0kq\nolKp6OjoSG9vb4aEhOilPIAxZ2zt3XN0dOTkyZNZUlJyr397G/3NyAaw/0D6+eef+a6Xl7KgTJtW\n5ecXLlzIFi1aUKvVWs1z+/Zt9u3blzExMTx58qT+ekZGBv38/IwWDhF8QJwxFYu6WJhPwVw0Z0lH\nVpHI15rYryIANdW1VkYvKxb6jTCIDCvSxVmrXyz+clSZD3SLvxijnTAAlwxoMoDlmPwWkXfOQAG7\nWTDoebfBcN5W3izshnLWNVl3zzTSjTh7e8Pkmqm+d41UzzYYxL6y+F0+T7xGKns3jEWosipBdloh\nypeDBshzY6q7FnOVKj2/FcYbEDmCj7XNkoODA4OCgpiYmMhq1arxmWeeYUFBgdH/4/jx43ziiSfo\n6+vLyMhI+qvVVt8rNzc3/vvf/2ZRUVGV/6s2+nuTDWD/gdShQwcu+vBDBVyryMHevXuXYWFh3LVr\nl9U8hw8fZlRUFJ977jmzhYUkt2zZYqaTTUxM5IkTJ4yuJesW8B5QwFSAQKrJIpiKynEBldG5Wipj\nnEpltphbq0NwNbJO0RRYrS3M1pIAmngYIt2IzYUYA2sOHu4AvAZF73rb5N5aGHN6giPdKV1PhwF0\n5byy0dE5GLjj/TCOoCPXJ4ymhLHVHijc7x4YOEPBMcrcqQDTHVL7RBtM86ea1CnrYcVnCowB2pL0\nwTTUHqEAt6h7ozQ/n9asSQJ8y9GRbdu25fXr1/Xv+vXr19moUSMOGjSIxcXFvHDhAgcMGEB3d3cG\nBgZSpVLRx8eHL7zwglkEJgcHB44dO5Y5OTlV+o/a6OEhG8D+w2jnzp2sUaMGi4uL7+n5Dz/8kN27\nd7d4T6vV8rPPPqOvry+/+uqrcsuxFBtWAJFY8ObCmCuSkyw2FR6P7sVoCQCdnJzKBWH5Wrirq9l9\nBwcH/XexwKeWU5+pCHSMlbrKe1aAxwcwGD4JblCAgCwetpRki1TZKlmAtcx1ygY2cn2iHfKzov5L\nUEDR1AsTYVk8LHOTIm2FYiB1Cop4mbrfsghdHm8fGDYEIu6s+C5AuLKSCAGysjFVFMAfVSrO/te/\nuGnTJr7xxhuM9vHhovr12SA4mN7e3gwICGBaWhqPHTvGbt26MTQ0lG3atGFISAjt7e1pb29PjUbD\npKQkpqWlcdasWfT392e3bt309ffp04fnz5+/p/+ojR4esgHsP4zatWvH+fPn39OzOTk59PPz4/Hj\nx83u5ebmsnfv3oyJieGpU6cqLKusrIyPPvqo0aIm9KxiIRYAIaxb5WMdp6TPqZVcNOXk6+trpAOr\nalKpVAwJCTHixBMSEhig0yGX1wbRT8GNy3kFYMgcsMzxysddhPWrAJqN0nXTmKmmyVR8LPSogks9\nDnAhDBxjsq7M2VAkCplQjuJQBz7JMADybphbOwuuVXC152GwKBZWzWJMTGPViiTKPwUD9y+4aKEH\nNZUQpMKYs7Vm1V1ZdcGkSZP4/fff87XXXmNCQgJdXFxYt25dent709nZmb169aK7u7veL7hpmXZ2\ndhw7diwLCwv5/fffMzIykp06deLRo0dJklOmTOGePXvu6f9po4ePbAD7D6Lt27ezZs2a98y9vvHG\nGxwyZIjZ9UOHDjEyMpLDhw+3KBK2RllZWaxevbp+8ZENTWQA2A8D5yKL6Uz92IrF9hSMjVEqA5j3\nyv1aS+UFgJC5NFnXKMSdog/i/hiTayKlWChzIwwcnJxKpe+mols5nYNBvytA8gwMoJ4mjft1GLjo\nbSblTIU5yK4x+Z0qXTtucm+jrowPYBzk4LZJWXJ/TcHTVG9vyajMGvBaSrVr1zZ7hwsKCrh9+3a+\n8847ehGvWq02q8/e3p6//PILJ06cyODgYDZp0oQxMTHcuHHjPf0XbfTPIBvA/oOoTZs2RudWq0JX\nr16lt7c3L1++rL+m1Wr56aef0tfXl0uXLr2ncnfv3q2PSBMFY7GmEGHO0y20QnS5EcYcnRBPnpGe\nFQt2ZS2Fq6K/vV8wNrU2lUHGNDqNqZERYbCilXW4ok3iDOhWE2AyTabi44swcLHbYFnvSijc6TwY\nuMkzVsqfqmvfRd3vPdJ8bYPBSEiMhQBq4bAiymS8UmAAceGUQgZZ2XK3MjpuMd8p5eQxTQEBATx3\n7pzVd/mrr77SqzlM36c6deowLS2Nffr0oZeXFz08PPjzzz/f03/GRv8csgHsP4TS0tJYq1atezbx\nHz58OMeNG6f/LUTCsbGxTE9Pv6+2tWrVSg+wGdIiLaxe82DQwxYCXAGDNyNTzikN5scpKsOpVqR7\nlRfMyhypkJNKpTLS05qWLR+rEddk/WyUrp8CrKaa5BFgLYBKXPOxMD4F0ndrnppkZxLzoACYcDph\nWh6l63Nh4I5Tdf2U9aGmmwkxR/LRpPLGVvQtDQZwtqTHrsxmSd7gVGVzpNFo+MMPP5i9w2PGjLE4\nv3ERERw/fjxdXFzo7OzMlJQU3rlzh2vXrqWfnx/XrFlzX/8dGz3cZAPYfwBptVq2bt2aCxcuvKfn\nT548SV9fX30ouoMHDzIyMpLPP/98lUTCluiDDz6gSqViixYtuE6tNlu47+o+rVnJCtAlFDHoIhhE\nrakw52IsLb7WQNeaiPFBcLCyhyZLbZB/m4pWBddF3b2p0j1hZCTAK173W1j5ygArdKAXAObCeFMj\nkhBLT4UhxJy4JlwhCsCX2yTGaTYUUXG8dD/T5DO1kmMre4wS81fRxsjS+KdK9VY0T9bKadCgAZcs\nWaL3QrZw4UKzPO3bt6eXlxednJzYq1cvNmvWjO3bt9e7Bt27dy8DAwM5d+7c+/oP2ejhJRvA/gNo\n69atjIqKumfu9amnnuK0adOo1Wr5ySef0NfXl19//fV9t2vJkiUEwNGjR/OFF15glG7RPg+FG0qF\nwcFBMozFwdkw5sDKpO+yDlKOHzobio5xJ4xFkLK4UOZsHrRe1rQ+0b7yuGkfGMSqslGUnEcAT6FU\nrqmlr6VkSRebrxvjuTBY+qbDAOJyXFcBVDKgyuMl+w6W2zoL5s4xKrsxkedHXHdzc2NgYCDVarVe\n3VAeWIrx2lhB3RVxwnFxcfTx8eHAgQPp6+urP8ft6OjIyMhIVqtWjR06dOCTTz7JGjVqcMuWLZww\nYQKDg4O5detWkuTp06dZq1YtpqSklHuu3Eb/TLIB7ENOWq2WLVu25OLFi+/p+d27d7N69eq8du0a\ne/XqxdjYWJ4+ffq+27V161Z9oPbyDIIsLZSfP/II29SvzzZBQdwIc12jfORkJ8wdxRMK9xRvsvim\nwhgQqsLRVDXPxnLqEu1IhTlXKJfxAZTNRDIMYl0ZZDfCXEcq9NpiQ7INBumAbAhlyhmnwpiTPgOD\nNTRhfGZVbF62SXlNJQiib5UBV9kxyahRo7hu3TouW7aMnp6eDA0N5caNG/nVV1+xb9++VoNOyGAp\ni+StbQ7Km0tx/ds5czh79mw9sNevX5/R0dGMiYlhnTp16OnpyQMHDpAk165dy+DgYL788stcs2YN\ng4KCOHHiRJaWljIzM5NNmzblkCFD7tkA0UYPJ9kA9iGnzZs3Mzo6mqWlpVV+VoiWU1JSWKtWLY4c\nOVIvErsfOnbsGDUajX7Hbyl1797d4o6+oKCAhw4d4uuvv05fX18CBo5EGN4QBpGmAAnBwZ6BwZgn\nU7dYxkPhqBbBwClaOjMpgK883as1rseSCDgVlvWA5QUOsBRZxpIFrnw0RTZIWgEDkB6X6pI9Mp2B\nweCIAHfBAKAyRyyPiQzAa2DMwcrO9CsStVu6Zmdnx/r169PV1ZWFhYUkFWcprq6u/OOPP3jz5k0e\nOXKEqampldr4iDmS9d7lWRxXNMeJiYk8efIkk5KS6OTkRGdnZ/bt25fjx49no0aN9JKj7Oxs9u3b\nl7Vr1+aaNWvYpk0btmvXjteuXWNeXh47d+7Mzp07My8v777/YzZ6OMgGsA8xabVaJiYmcsmSJff0\n/Nq1axkYGEgfHx9+++23D6RNGRkZdHZ2NnLuYJqcnZ352Wef6QG2tLSU27dv54gRI8xCzonFcywU\nTi4d4P8BbFqjBpOTk/n2iBH8tXdvPqkzpIIu321pkTQFKJnrS4WBSxPek8ozjrEGIFUxjBJiTAHy\nwleu8GxFGBwnCIOueVBEvnNhDOJiY2FqVXxHl1dY706V6hPAKMBU9F927mDqA1gYa8kcrKg/1cp4\nWRoTS9dUKhWfeuophoeH8/XXX2dMTAwBsHr16nR2dqaXlxfr16/P5s2bVzi28hxZssKuzFxZA+DE\nxET+/vvvzMrK4syZM1mvXj2GOjlxfnQ0c86c0f8Hli1bxoCAAI4fP55vvfUWg4KCuGXwMvAXAAAg\nAElEQVTLFhYXF3PIkCFs2rSpkTcoG/1zyQawDzFt2LCBderUuSfuteDyZU7y8GCT8HCekRaHe6Gb\nN29y8ODBPHDgAH19fcsF18DAQC5evJgFBQVctWoVe/fuXW5+kZo2bcqfHntMARAL/pVdXFzMFnEh\nHhQc7EUJgLKgWM6mSddk46LKiJCraiRlSU8oc1ri8wYM+lgBEoLbNA29JveVVpIwdtoK43BvW2Fu\nKCaDk8xZV8TRj61gvMLDw8sFZLVaTY1Gwxo1ahAAX331VZ46dcqI28vOztYDcnBwMOPj4/nUU0/x\npZde4rRp07h06VLu3LmTu3fv5owZM5iYmKjX2Wo0Grq7u5cLoKbXLTmSABQvTJmZmdRqtUwfNoyE\n4m5z8ODBeg48MzOT3bt3Z0xMDD/99FMGBQUxJSWFJSUlnDBhAmvVqnXf/zsb/f3JBrAPKWm1WiYk\nJNyTMVJBQQHnRUWRuP+gzgUFBQwLCzNaKCsCS2dn53LFx6YLb6tWrfjRRx9Re+MGOW0atTdu8Pz5\n8/zqq684cuRINmjQoFIAJ3SKpnpL+Zyl7BdYjrIiuDmRPx4Gz0TymVVZbykb2ZiKggUXKQc8mAcD\n5yraJgy6bki/5f6I/KJ9s2Ee09X0TKypr15LgCmMqCoyFJLHOioqyur8u+pcUIo6ReQZS3m9vb15\n8eJFi+/8pUuXqqTHzM3N5eTJk2lvb28VMK1tzFxcXOjr62u1na1bt+a5vXvJadO4cMYMenh40NHR\nkW+99RbLysqo1Wr55Zdf0s/Pj2PHjmWbNm3Ytm1b/v7775w7dy4DAwO5d+/e+/r/2ejvTTaAfUhp\n3bp1rFu3bpW514KCAnbs2JHDn3qKpR98cE/h7ASVlJSwYcOGlQLKqiRHR0c+/vjj/Pzzz3n9+nUW\nFxdz7969nDlzJnv27El/f3+6ubkxICCAnp6eVOsilciLo1xecHAwY2NjGRgYqAcm4WDhlEl+axzh\nGhhznQKABPCJaDGmTuRTYQyuG2F8nnUnjAFfgPtGKGBpGulFOHCAVOZx6Vo8jJ1HFEBxfSjqFO0p\nj4szDYheHpcnb4SWLFnCIUOGWJzT999/n/+Xmso37e0Z4ujI7t27m0VdktO797nxk+nkyZPl1iX3\nzdLGQ1gNazQaiyBdt25d7t69m2VlZZwwYQIdHR3p4eHBTz/9lCR55coVduzYkU2bNuULL7zAoKAg\nbt68matXr6avry/Xrl37wPpqo78X2QD2ISStVsu4uLgq600FuPbt2/e+Y05qtVp27NjxgYPrv/71\nL27ZsoXTpk1jr169WKtWLWo0Gjo4OBhxIWq1mnZ2dnrPOkH29hYXx9DQUNavX58JCQmMi4tjw4YN\nWbt2bSZUq8Z1ajUbODnpuS4XFxcG2dvrOVFTDlYWcc42AVJxJEZ4KpKjsgiRbBoMHGkqzEFcgLa4\nLo66XIQBjOX+ydayol0CXMVxHFNL6spE+BEbCeGRKVXKLzYgX9SpowcfQBHBkooPaksgtHjxYn75\n5ZcMCAhg+/bt+fnnn3PAgAEW63d0dKSPjw87duzI119/ncuWLePZs2fv+ZjL0qVLK/3++alUHKdz\nhRgQEKAXK4vk6elJNzc3i5x6YGAgV65cybt373LIkCHUaDQMDAzkqlWr9IEyfHx8+PzzzzMwMJAT\nJkzgrl27GBAQcM/+w2309yY72Oiho3Xr1uHu3bvo2bNnpZ+5e/cuunfvDj8/PyxatAh2dvc39UOH\nDsWmTZuMrvkAGAxgAYCbut+joKw+c3TXKqI5c+Zgzpw5ZtfLysoAAA4ODnB1dYWbmxvc3Nzg7u4O\nDw8PuLq64r0TJ5Dj5IR0Nzeo9uzBiy++iMjISLi6usLFxQWurq5mabPu09nZGWq1GufOncOOHTvg\ncPYs8u7eRaPWrbF51y48FxCAEydO4LN161BaWgrVrVvIBuAK4AkAtQGc0PWxI4CJAP4A0BWAva4P\noQAiAawF8LHu2lJd/tMABgBoDWCV7l5X0XdpHMbqxtcHQHfdeE8A4AJgvC7PHQBuuromAHhcl2+6\n7rOuLn+BNFcAoFar4ebmhjm3b6NAl+cd3b18ADN0+QFgR1ERAMDb2xu3b99GcXExsrOz8cknn4Ck\n2fydOnUKrVu3BgD4+fnh2LFjOHz4MADj98a/Th3s2bMH+fn5OHjwIA4ePIilS5dizJgxyM3NRaNG\njdC4cWN9ql27NjQajVl9MvXt2xc3btzAK6+8Um6+oKAgBAQE4N8nTkClUoE5Ofr3zsvLC/n5+cjN\nzQUAqFQqeHp64vbt2/r+ZmZm4sknn4Sbmxvef/99TJ06FYMGDcITTzyByMhILF68GPv27cPgwYNR\nvXp1bN68GTt27MDy5csxaNAgZGRkICUlBSqVqtx22ughor8a4W1UNdJqtWzatCmXL19e6WcKCgqY\nnJzMfv363TfnSpKvv/66xd1/KgyGOCko/yyotaRSqRgQEMA2bdrwnXfe4aFDh3jr1q1KB6O+du0a\nHRwc+MILL9x3P63RlStX6Ovry65du7Jx48Zs7uvLtRKXa6oLls+byucyU3VjJetsP4DBKngWDM4z\nxLiK5wQnLDjYDVB0uGcAHtVduwBji1/5mI2YK73HJB8fent7G8W2rchKWKSgoCA6Oztz586deucL\n4nkxFmq1mtOnT6e3tzeHDx/OhIQE/TEswRW/YWdXrlvOrKwsbtq0ie+//75euuHq6srmzZtz1KhR\n/OKLL3j48GGrOtpXXnnFqG8yJ9+/f3/euXOHpGK09+WXX7J9+/Z0dHSkk5MTNRqNfmxcXFyMuHRZ\nkiInOzs7jh8/nqdOnWJCQgJVKhXj4uJ4+vRpzpw5kz4+PnzssccYEBDAYcOGMTo6msOGDWNJSQk3\nbdpkszT+B5ANYB8yWr16NRs0aMCysrJK5X+Q4CqOBVlbaOXYnAJQTB21W0pqtZqOjo4cMmTIfTtI\nj4uLo7+//592oL+kpIQtW7bklClTeOvWLZ4/f56DBw+2KIaVP02BSvb2JBsdyWkDzPWs8nMCXGXv\nV/Lz6TA+WmMJ/P1UKv2ZZWs6xopSXFwc7ezsOHToUGo0GmZmZhr1UYC4nZ0dHR0dOWrUKDo7OzM5\nOdlo3J597LEqz0dOTg7T0tL44Ycf8plnnmGdOnXo7OzMpk2bcvjw4fzss8+4b98+rl27lj4+Pvo2\ni7a9rtHwk08+sSp+vnv3Ln/88Uf26dOH7u7udHR0NHKeYupZypLxnkqlYu/evbl161ZGR0dTpVKx\nc+fO/PnnnxkfH89HHnlEny8iIoLNmjWjo6OjzdL4H0A2gH2ISKvVsnHjxvz+++8rlf9BguvAgQON\nouIIYxxT5wrWAEUsPrGxsXz55Zf5008/VZorrSzNnz+fGo3mT41i8sYbbzA5OZllZWXs2rWrkS5O\ncIVp0ubClHuXg86nSpsPmaMVulZhHSyPtXw2NV4HwhdNgPVXGPwDy1yrvOA7OjoacV0hISH6gAUB\nAQH09vamt7d3pQC2ZcuWBBSXhl27duWFCxcscokiJScnU6VSMSkpyej6rFmzHsgc3blzhz///DM/\n/vhjDh48WG/cJicfgHNq1OCBKoSTKysr4+7du/niiy8yKChIbxMgNiWV2Zw0b96cCxYsYGBgIDUa\nDfv27VuuAZafn5/N0vghJhvAPkT0ww8/MDY2tlLca0FBATt06PBAwHXPnj30gSLq3AmDw3ghuqyM\n+Fej0XD48OH31Y7yKDs7m05OTnzmmWf+tDrWr1/PkJAQHjlyhO3btzfro2wcJABSAEx50XZMywm0\ns+PbTk4Md3XVL9rlOW0QSYS5k8sU3pm2wdg/swC4L7/80giA3N3d2bNnT44YMYJHjhyhm5tbhXP7\n+OOP6zm3K1eucO/eveXmV6lUdHNzM3MqcvDgwQc6X1lZWXz00UcttsHT05POzs585JFH2K9fP86Y\nMYPbtm1jTk5OpctPT0/npEmTGB0dXWXuPyIigm+++SadnZ0rzOvs7GyzNH5IyQawDwlptVo2bNiQ\nK1eurDCvDK734oTCtN7u3bubLeaEwjmVZ5Far149Tpo0iVu3bv3T3cMlJSXRy8vrvqP/WKMrV67Q\n39+fzz77LL28vCxakVrj7MPCwsyAyhQwvb292apVKz777LN87733uGDBAjZu3LhcQBY6UtnS2dI8\nmHKxjzzyCPv378+kpCTu3r1bn69Dhw6cMmUK1Wo1ExISuGHDBv7yyy9mmwPT9vTt25f29vZUq9Uk\nyV9//ZUtW7akSqWii4sL69ata/Z8rVq1jH57eHjc97sq0969exkaGmpWr1qt5pQpU1hWVsbi4mIe\nPXqUCxcu5EsvvcQWLVrQzc2NNWvWZM+ePfnee+9xw4YNvHHjRoX1ZWZm8tNPP2VCQkKVwFYAfUX5\n1Gq1zdL4ISQbwD4ktGLFCjZq1KjCowr5+fkPDFwF7du3j1EwcKwizbKy246NjeW8efMe6IJZHn37\n7bfUaDRct27dn1J+YWEhIyMj6e7uzn79+tHT09PiIihAszJBvn0ATnJ356eTJ/PatWtG9U2cOJF2\ndnYMCQnhvn37OHfuXC5btowqlcoi0Fbk+s/UxaGdnR2//PJLtm3bVp+nb9++DAkJYYcOHTht2jQu\nWbKEdevWZZMmTTh58mQzb1tGzvWjovTXZd23RqNhWloay8rKOHPmTH2/X9doOPfdd9m9e3cCigvC\nwYMHP9A527Nnj5k+1M/Pj1u2bCn3udLSUp48eZJLlizh6NGj2bZtW3p5eTE0NJTdunXjxIkTuXr1\namZkZFj9L965c4fff/89O3XqRAcHh3vSa1tLEydOtEXleYjIBrAPAZWVlbFBgwZctWpVufkEuD7z\nzDMPFNy0Wi1/e/ZZI89AcwH6q9UMDw/noEGD+OOPP/LmzZsPrM7K0h9//EFXV1d27dr1Tyl//fr1\n9PX1pZeXF/fs2UOtVsvnn3++XOf+qRYAT61W8+WXX2ZKSgpXrVrFrVu38umnn6a/vz+nTp3KvLw8\n/vLLL3rd3pQpU3jnzh3+8MMPjIuL03PMlsC0PHGznIKDg+nq6kp3d3cjUKxVqxYLCgo4dOhQOjg4\n6OexrKyMK1asYOPGjRkeHm4EFNbqFNFlSBKA0ebhvffe42QPDxLg+ZEjGRERQQAPxLJdJq1Wy6FD\nhxq1q0WLFszIyLjn8s6fP8/vvvuOb775Jjt16kQ/Pz/6+/uzU6dOfPPNN/ndd9/x/PnzZuBXUlLC\nuXPnsl27dhYtje8lPfvssw98zGz055ANYB8C+u6779ikSZNyd65/FrgKyrtwgdNdXbmyYUP+5/33\neeHChb/FTvqxxx7TR115kHT48GEmJyczJCSEPj4+et+zP/74I5s0aWLmh3iNye+xKhWDHRzMxH+m\nBmq//fYbe/TooRfDxsbG8q233mLTpk31C7JKpaKTkxP79+9v7JrQhDO1lCIiIjh16lQuWrSIPXv2\npL29vdFCP3ToULq4uNDd3Z1BQUFs1aoVe/ToYaTn12q1XL9+PWvXrl0hwAox5vXr1wnAzF6gUfXq\nnOzhwT/OnqVaraazs/MDnbcbN24wMjKSDg4OXL58Ofv06cPRo0c/cKtyrVbLjIwMrl69mqmpqXz8\n8ccZEhJCLy8vtmvXjmPGjOHSpUt56tQpM7B/EKlVq1b6Y0U2+vuSDWD/5lRWVsb69etzzZo1VvP8\n2eD6d6U1a9bQzs6O33zzzQMrMyMjg4MHD6a/vz8nT57MgIAApqWlcfPmzUxMTGTdunW5fPlybv32\nWzOn+OKMa4sWLVitWjWz88J2dnbMycnhgQMH2KZNG549e5ajR4+mRqOhvb097ezsqFar9WDr6OjI\n4OBgLly4kEVFRSwoKKC9vb0e3ORoOHI9Li4ufPXVV3ns2DGjvpkes/Lw8OBLL73EXbt2MTIykvb2\n9vTw8KC/vz8HDRpktoHSarV6v9OWOGmNRqOXJOzcuVPv3UkmHx8f1qlThySpUqkYExPzwOZu3bp1\ndHJyYlhYmJ5b/W//HzIzM7l+/Xq+++677NGjByMiIqoUD7kqyd/f33ZW9m9ONoD9m9OyZcsYFxdn\nlVvMz89n+/bt/+fANS8vjx4eHkxKSnog5d2+fZsTJkygt7c3X3/9dWZnZ7Nly5YcNmwYW7duzaio\nKC5ZskQ/xj4+PvSRQG6bDlxDQ0MZFBTEtLQ0fvTRR2Zcx9ChQ810ctHR0YyPj6eDg4PeBaSdnR0H\nDhzI3Nxco3YePHiQl0aNMjoONFVXTnx8PDdv3mz2Hnz77becPn26ngPVaDR0cXHhsmXLOHHiRIaH\nh1Oj0TAyMpItWrTgG2+8wQCNhpM8PPjJpEnMkvxVnz592oiDlV0vBgcHMzQ0lCT5xRdf0MXFxWyc\nHR0dGRcXx7y8PALgsGHD7nvutFotR40aRbVazT59+lT6jPh/g4qKiszOyj7oVJHqyEZ/HdkA9m9M\nZWVlrFevHn/88UeL9wW49u/f/38KXEnqw9zd7w5e6MiCgoLYv39/fRSXgQMH0tvbmzVq1ODChQv1\nOq9Dhw7xxRdfpKurq1HUm4064GrWrBmvXLlCkmzTpo3RQlgeJ+Pp6UkPDw8mJyczLS2NR48e1eto\np02bZiwOzMrivl69+MX48fyhRQuO6NnTopW2Vqvl8OHDjeoJCAhgQUEBfXx82Lp1a5Lkq6++yscf\nf5zDhg1TOGQfH25o356EYojl7u7O3r1768FbLk9wstP9/RkREUEHBweSZGpqKv38/IzaU1hYSEAx\nalq0aBEBcMKECfc1fzdv3mTdunVpZ2fHRYsW3VdZfwbdunWLzz//POPi4qxG5XkQqWbNmszMzPyr\nu2sjE7IB7N+YvvnmGyYkJFjkXv+XwTUtLY12dnb6aCX3QkKfWrduXSYlJXH//v0klSMmcXFx1Gg0\nnDFjBouLi5mdnc1Zs2axYcOGDAsLY0pKCs+dO0d26EBCcbAfBXDEiBHMz8/n/v37OWHChEpbjzo5\nOfHpp5+2eA702LFjfPrppxkQEGAOtOVQcXGxWaQjlUrFzZs3kySXLFlCtVrNrVu36nXMpMLJJyQk\nsI6fH1/XaBiuM4pq2bIl69WrZxSaUOZkAzQaurq6ElCWlMGDB7NmzZpGbTpw4AABsEGD/2/vzsOi\nKts/gH9nmAGGRVZxgNxKAUVBQtlUDBVEcw8URVMqU3NXLJdSX+2t1MJyQa0UU3P7mZqmWGkiYGqG\nLGqJZm64AYKIwyIw9+8PZF6GGWAQhgG5P9c1F845c848c9D5+jznWVyoe/fuJBaLacSIEc/9O/z1\n119JIpGQVCqlf/7557nPU1+ePn1KycnJFBUVRdOnT6cePXoorllNHlV1anvzzTfrvD8Ce34csA1U\ncXExdejQgaKjo1X2yWQy6t27d5MKV7lcTl9++SVt3ryZLC0t6dVXX33uTlaJiYnUp08fcnR0pIMH\nD5JcLqfk5GQaMmSIYgWV6OhoOnz4MAUFBZGZmRmNHj2afv31V+Xmx8uX6ZaLCzkJBDRu3DgKCgoi\nS0tL6tChA3l6emr8hTl69Ohqy3zhwgUKDg7WKGhzcnJUghAovQe8fft2xfV0sbOjJcbGtHrRIqXj\nCwsLaciQIRQYGEi2trbUqlUrMjY2JkNDQxo8eHCVtXAAtHjxYvLw8CBnZ2d68OCB4ve0cuVKMjIy\nIqlUSsbGxtS+fXvF/diakMvlNGfOHBIKhTRw4ECtTYtZH4qLi+ny5cu0Y8cOCg8Pp969e5O5uXmV\nf18q3v8umwTm52f/0TMxMaGtW7fq+qMx4oBtsHbs2EFeXl4qIVIWrmPHjm0y4UpEtHXrVqWa2OnT\np2t8jtu3b9O4ceOoRYsWFBkZSU+fPqVLly4pgmvlypXk5uZGvr6+ZGdnRx4eHrR+/XqV2X0yMzNp\nx44d1LlzZxKJRGRtbU1jxoyhLVu2UEpKCrVu3bramoahoSFNmTKF/v333xp9hvJBu3LlSpWgvXXr\nFllYWKj9Ylbpwfxs6FXhxx+rvE9hYSENGjSI/Pz8qHnz5hQXF0cTJ06ssplTXY3d0NBQ8Xe4bIL+\nsvGpixYtIkNDQyooKND482dlZVGXLl1IJBLRunXranTtGgt1w4LKT1tZ8e9V+UlgyuafvjtrVq3W\nemZ1gwO2ASouLiYnJyf6ucI8qU01XDMyMlSGuxgbG2s87vbx48e0cOFCsrS0pAULFlBOTg5duXKF\nQkNDqXnz5rRkyRJau3atYj7eOXPm0MWLFxXH5+fn07Fjx2jevHnk7u5OJiYmZGlpSU5OThQfH68I\nkMWLF1dZ0wBKV57ZsGED5efn1+qapKSkqARtUlKS2lmBhEKh+p7WGRm0umVL+m3PHrXvUVBQQK+/\n/jo5ODhQSEgIEZVOOiJ8tl6qJmNvW7ZsqTifs7Mz9e/fXzGr1Z07d6hjx46UmJio0Wc+efIkmZiY\nkJWVlUoP6Rdd+WFB8+fPJxsbG6XALetsRwAdFghK/7xiha6L3eRxwDYgDx48IA8PD5o6dSp5e3sr\n1V6bargSkdr5ZMeOHVvtcUVFRbR+/XqSSqUUGhpK69ato169elHfvn3J0tKSxo8fT8HBwWRmZkbe\n3t5kZWVFaWlpVFJSQufPn6fly5eTv78/mZiYkJeXF3344Ye0bt06sre3p0WLFimai2/dukXBwcFV\n3itzdHTUyiIEZUFb2fSNYrGYYmNjKz0+IiKiylmU8vPzKSAggIyNjRW9VdPT02nusy/x6uahdnJy\nUpzL1NSUPvzwQzIyMiKRSETFxcXUv39/mjp1Kq2oIgzkcjktWLCA9PT06LXXXiOZTPYcV+rFdPv2\nbZJIJNTW1JQWA/SJgQFtmT+/NFy5BqtzHLANSHh4uOKLqU2bNooJvptyuP7www8qX9rm5uZV3oOU\ny+V06NAhcnJyoq5du9LIkSOV7muZmpqSiYkJicVi6tq1KyUmJpK1tTWFh4fTyJEjydramhwcHOi9\n996j/fv3U3Z2Nsnlclq7di3Z2NiojEk+evRopQFjaGio9dpWVFSU2uZZY2Njunz5cpXHpqWlkYWF\nRZXNtPn5+dS1a1cyMjKirKwsIiJysbOrsgZrBdAHQiHZGxiQh4cHrVmzhgQCgeLesLm5uUoHn7Jz\nl5edna1YDu+TTz5pEJObNFRyuZwyMjJqtGAB0y4O2Abi/v37Ks17ERERJJPJyM/Pj958880mF67Z\n2dlqV3OpOOfwyZMnqXfv3nT//n1KSEig7t27U4sWLahNmzZV1q6A0kkZDAwMyMjIiEaNGkWbNm2i\nmzdvKp1fJpPR2LFjycXFhf755x/F9H+JiYnk5eWl9rx6enr11tEkMjJSpclWIBDQ4sWLNep13KtX\nr2rHUubl5ZGdnR05ODhQcXFxpZ+7YvP4h4aGFBYWRj4+Pmpr1+Wfx8XFKb1nfHw8NWvWjMzMzOjM\nmTO1ukaM6QIHbAMxe/ZspS8bkUhEn332WZMNVyKiYcOGqXwpDx48WLE/NTWVhg4dqthnZ2dHBgYG\nNZ45x8XFpdK5Xa9du0aurq4UGhpKx48fJ09PT7K2tqauXbtWer7y8/lqW15eHr322ms0F/+739uu\nXTs6e/YsBQUFUYsWLejzzz+vMmjXr19Po0aNqva9bt++Tfr6+hQYGEg9evQgV1dXlabwsg5M5bdV\nnJ6x7FFxvdnIyEgiKq2JLV68mEQiEXXr1o1rZKzR4oBtAO7du1fpklUeHh5NMlyjo6PVNnlmZWVR\nRkYGTZ06VWW1lOd9VLYM2OHDh8nGxobee+89Gj58uEbnatWqFa1du1Zry+aVVzbJgoGBAR349lva\n5e5O/bt1UxpKlJycTG+88YYiaNXdv0xPTyczMzONarvbtm0jIyMjsrKyos8++4z09PSUwr1iuFZ1\nrcp31AFKxxFnZ2eTj48PiUQi+uCDD7hJmDVqHLANwMyZM6v8ItJkDdgXSW5urtqhJlu2bKHPPvtM\no0XAq3q4ubnRpEmTyNzcnI4ePary/iUlJbR48WKys7Oj/v37axQazs7OtG3btnobk3nz5k2ytbUl\nIyOjKjsxlSkLWqlUSl988YVK0Pbr10+jOZ3lcjkNGDCAxGIxDR06lLZt20bNBQK1w0aq6wDVvHlz\npedisZgMDQ3JyMio2mXlGGsMOGB17O7duyprbZZ/BAQE1EttqCEZO3asynVo2bIlGRkZPVegtmrV\nit5++23atWsXpaenU1FREfXo0YM+VjP+MysriwYMGEDdu3endu3aKcK1/Go55c/t4+NDhw4dqtf5\nbxMTE6lZs2ZkYWFBf/31V42OrSxoo6KiaOjQoRqdIy0tjYRCIXXs2JFCQkJIKpUqXZOq/jNSts9W\nLKaYmBiV/RKJhExNTWnQoEH0448/8rJsrFHjgNWx6dOnc7iWc/LkyVo3+RobG9PQoUMpMjKSrly5\notLMOH/+fPL391cJxcTERHr55ZcpODiYjh07Rk7W1hSO0jVeCf9bLQcA+fn5qXTKqQ+//PKLyoox\nzyMpKYmGDx+uCNo7d+5Qs2bNNJ5mz9zcnFxcXMjHx4eCg4OrXOvU2tpa8eey2u0SY2OV+7Ut9PQo\nMDCQzMzMyMPDgzp06EBSqZTmz5/fKKZCZKwiDlgdSktLq3RmnKYYrjKZTOW+nCb38wQCATk6OtKi\nRYvozJkzams9ycnJdPz4cYqOjiZ7e3uVRQK2bt1KFhYWit6xQqFQEQaLy5XBz8+PkpOT6+uSKNmy\nZQsZGBhQly5d6my+2fJB26lTJ9q4caNGx1lZWZGXlxctX76cvL29yd/fX6P//FgBtLtbN6XfZ9l1\n/tjMjK5cuUIZGRm0du1aRYeyV199VbHO6o4dO2o9SQdj9YUDVofeeusttV9C/fr1a3LhSkQ0adIk\npevQHqBLlTTNCoVC8vT0pE2bNlXbOefx48fk4OBAAoGAjI2N6fjx44p9hYWFNFgwSLsAAB3hSURB\nVGzYMBIKhSrDRqwA+sbRkaxQuhB6amqqti+BWnK5nJYuXUoGBgbUr1+/Gk0tqKmkpCTq1q0b6evr\nK4aHVcXIyIgSEhLIysqKUlJSyMPDgwA8V8czK4DeFwgoVc1EHJcvX6aFCxdSy5YtqVWrVtS+fXuy\nsLCg6dOnU0pKSp1fB8bqkoCICKze3b59G61bt0bFy9+sWTO4uLjA1NQUJiYmMDY2fq6fhoaGEAgE\nOvp0NffHH3/A09NT8dwKQCyAjgD+AuAL4GG51wcEBODnn3+u9rxEhNDQUOzcuVOxrU+fPvjpp5+Q\nmZkJFxcXZGdnqz3WwsICKSkpEAqFsLOze56PVWtyuRzvvvsutm/fjjFjxuDrr7+GUCjUynvJZDJI\npVL06tULCQkJeP/99zFx4kQYGRkpvY6IIBKJUFhYiBUrViA2NhY7d+6EnZ0dCgoKavSeAoEA7dq1\nw8GDB+Hk5FTp6+RyOeLi4rB161bs3bsX1tbWyM7OxiuvvIKJEydi5MiRMDU1fa7PzZjW6DTem7D0\n9HSaMGyYRsMZnuchFArJ1NSUpFIptWvXjlxdXal79+4UEBBAw4cPp7Fjx9LkyZPpwIEDur4UVFBQ\nQPr6+krlL2s2vPSsJlu2vW3bthQVFaVx55evv/5a5dpMmDCBtm7dSvr6+qSvr6+2GfrVV1/VqHeu\nNuXn51O/fv3IwMCAli1bVi/vOXLkSNqwYQMlJibSsGHDSCqVqtRonz59SiKRSPFnV1dXWr16tdrJ\nJKp7+Pn51biMMpmMduzYQYGBgWRsbEwtW7YkY2Njeuutt+i///0v+fr60rfffkuPHj2i3NzcBrUA\nO2taOGB1acUKjYYzaPMxZ84cnY81dHd3V9tsWD70WrZsSRs3bqTCwkKNz5uUlKRyj7tz5840aNAg\ntWEejtIZmDZv3qzzL+Xs7GxydXUlAwMD2rx5c7297/79++m1115TPC8LWltbW1q1ahXl5eVRTk4O\nGRsbl66JS0Tnzp1TLFVX00fPnj1rVd67d+/SF198QR07diQzMzOlJmpDQ0Nq164dSaVSWrp0Kd25\nc6dW78VYTXETsS5lZmJb796YdeGCUvNnfRKJRCgpKYGRkZFSE3NtmqfLfhoZGUFPT6/K9z9//jzc\n3d3hAWAbgKMAluJ/zcG2trZYsGABJkyYAAMDA40/V25uLrp27YorV64othkbG8PX1xd///03bty4\nodhuBSAMwA+mpvg5IQHt27fX+H20IS0tDT4+PsjMzMSBAwcQEBBQb+9dWFgIW1tbXLx4UalZPCkp\nCUuXLsWZM2cwefJkrFixAgUFBRg3bhwWLFiANWvWYMOGDWqbiMuubxSg8vfcwcEBqampdVL2EydO\noE+fPiq3XcoIBAL07NkTc+bMwYABAyASierkfRmrDAesjj19+hRPnjzBkydPIJPJ6uxnYWGhRu+/\natUqTJs2DXl5eXVeBplMBkNDwyqDWCKR4J/Dh3H4wQOYPCvTXADrjY0xatQojBgxApaWlirHicXi\nSj8TqbnvCgD29vaws7PDuXPnlLYHBARg9erVcHR0rMmvTisuXryInj17Qi6XIyYmBm5ubvVehrCw\nMHTp0gUzZsxQ2ZeYmIj3338fx44dU2wTiUQIDQ3Fvn37kJubq3JMOICVKP29bpdKcf/+fcU+MzMz\nPHr0qE7K/f3332PMmDEavdbU1BTjx4/HjBkz8Morr9TJ+zNWEQfsC6q4uFijEOzRowdcXV21UgYi\nQn5+fpVlePjwIXxXrECXO3cAAPEA5jk6onmHDigoKKj0OD09vUqD+/79+0hISFAqS1ltpbi4GAAw\ne/Zs7NixA7NmzcKIESMUncr09fV11jksJiYGr7/+OszMzHDq1Cm0bdtWJ+X4+eefsWTJEpw+fVrt\n/qVLl2Lx4sUan698DRZWVnj06BFKSkoU+/Pz82FoaFirMpe5cuUKtm/fjm3btim1UlTF2dkZ4eHh\nCAkJqbNyMAZwwLKGIDUVOW++icN378Jn/3606dq1ypcTkaLmXzF4L168iNmzZyuCtCJLS0t4eXkh\nLy8Pubm5KjX3kpKSOmker/hTIpFUGdw7d+5EWFgY2rZti7i4OFhbW9fqktZGUVER7O3tcfbsWbUh\nv2rVKsybNw9Pnz6t9lztAUQAmA3gKqC4baCfm6sI3fM3b6JVq1Z1+hnkcjni4+PxzTffYO/evRr1\nbtbX18fAgQOxePFiuLi41Gl5WNPEActeGLm5uXBwcFBqgiwjEAgQHx8PHx+fKs9RVFSkaN6uyybz\nwsJCGBkZqQRvl5dewssnT2J5ejpEUilGjhypaBLX5FFVU3ltTJ48Ga1bt8a8efNU9p05cwbTp0/H\ntGnTsGzZMly9erXS8xwCMBDATwAGldtevtl4xB9/oFu3bnVa/vLy8/Px448/Ys2aNTh9+nSl92jL\ns7Ozw6RJkzBr1iyYmJhU+3rG1OGAZS+E4uJiWFtbIycnR+3+Vq1a4caNGzpr/i0pKUFeXp5S8D5+\n/BjXJk3C+L/+wpqWLYG5cxVN6po8cnNzIRQKNQ7j8o+yJnF1DwMDA8TGxmLGjBlISkpS+SwxMTFY\nsmQJYmJiUFxcjJ07d6oN2vYANgAQAJiI0hpsmfLNxl9s2YJx48Zp69IrefDgAbZs2YLIyEjcunWr\n2tcLhUJ4enpi0aJF6NevX6MaW850jwOWNXpZWVkYPHgwTp06pXa/UCjE5s2b6+1LXBNPnz5FUFAQ\nzv/yCzZ6eWHA//0fBM2b1+gc5ZvK6/JRVFQEY2NjPHnyBK1atYKVlZVSAGdnZyM1NRVjxoxRbJNI\nJEhKSsJ3332n6OhUWe0V+F/AHnvpJSxZuxZDhgyp/UUFEBsbCz09PZX/NBgZGamE48WLFxEREYE9\ne/ZAJpNVe25TU1MEBQXh448/1tnEI6xx4YBljdr58+fxxhtv4MaNG2qHgzg6OiI5OblGQ3y07fHj\nx+jbty8uXLiAzz//HFOmTNF1kZSUdZALDw+HgYEBxo8frxTAsbGxiI+Px4gRI1TC+dGjRzhx4gTk\ncjk8AHwP4D6At6Bcgy1rIl4oFiN18OAqa9SVPYyNjVWG2tjY2CAjI0PlMwkEAqUhaBXPk5OTg0uX\nLuHevXsaXaO2bdtixowZmDp1arVD0VjTxQPBWKO1ZcsWTJ48WdGBJQylX9oAECEUYt++fXVWM6or\nd+/eRY8ePXD//n3s3LkTQ4cO1XWRVIhEIpiZmeGdd97BuHHjsGbNGqXan1wuR3Z2Nj788EO1x589\nexZeXl7oD6Dds0cElGuxUWU/i4rgnJGBAQMGKJrPnzx5gvT0dI1q2/r6+kpN3g8fqh9RTkSKY+rC\n9evXMXPmTPz777/46quv6uSc7MXDAcsancLCQsyYMQMbN25U2h4F4CV7e8j79EHJd9/ppnBV+Pvv\nv9GzZ08UFhbi2LFj1Xa40jUPDw8UFhYiOTkZXbp0UWwvKCiocjiLp6cn7OzsQHfvAgCuoLQXcXkP\nAXz+7M+xsbG4f/8+FixYAH9//yrnJC6PiFBQUKAIzpycnHodN2wFYFRaGpCZCeiw1zdruDhgWaOS\nlpaGoKAgnD17VmVfyJQpmBwRAX19fR2UrGrx8fEIDAyERCLBn3/+2SAmtaiOQCBASEgIdu3apRSw\n+fn5kEgkVR7r6uqKdc8CVgAgC6WTSqjrhOYBIOrKFcwaPx7NvL3hdPCgRoElEAggkUggkUjQvHlz\n5Ofnw9/fX21NNz8/vyYfXSNhALz27cOOf//F6MTEOj8/a/w4YFmjcfz4cQwbNkxltiBDQ0N88803\nGs/iU9/27t2LsWPHws7ODvHx8bC1tdV1kTQWEhKCIUOG4NNPP1U0E1dXgwWAFi1a4CGAPJQ228sA\nyN9+GxEREQBKa39TUBq+Y1DajLwPgPHp08hZuBBmFVonNCGRSPDLL7+o3VdSUlInHcByc3Px4MED\nyGQy/N6+PX6SSjE9NhYL27bF33//zRNVMGX1N+0xY89HLpfTRx99pHay+LZt21JSUpKui1ipVatW\nkaGhIXl4eFBOTo6ui1NjcrmcOnToQKdPn1ZsW7ZsGS1YsKDK444cOUJ4thLSoWc/ly9fTh07diSR\nSKRYYIEAOl3uzwTQcT09nS+2oImyRTJ++eUXEgqFpK+v36D/LrL6p52FJRmrI48ePUKbNm2wbNky\nlX2BgYFISEjQ2lSPtUFEmDVrFubPnw9/f3/ExcWhWbNmui5WjZVvJi6jSQ2Wng1OeBulQ3XeBuDj\n44PTp0/jzJkziAKwGMASlK77W+aGWIzfR4/W2pq3damsRu/v74/MzMzSiUO6dFHU0hnjGixrsJYt\nW0Z6enpqa65isVjn67VW5unTpzR8+HAyNDSk9957r1HUxqpy+fJlsrW1peLiYiIimjNnDq1cubLK\nY4qLi8nS0pJ+e1Yr/dPUlC5fvqzY7+3trbQ04WKAjnp5EWVkaPWzaJNcLidfX18CQP7+/jpfBpLp\nXsP/byJrkr799lt89NFHMC8pQThK79mVcXJyUvTIbWhyc3PRq1cvHDlyBEuWLMG6desaRW2sKo6O\njpBKpYiNLa1rajI5v56eHk6dOoWEZ7W89qGhSh27yhYLKBu7vBaAyeefN+reuAKBACdPnsTSpUvx\n66+/QiqVIisrS9fFYjrUuP/lsxeWl5cX2gM4hdJOMmVTMUyePBkXLlxokEuM3b9/H+7u7khKSsK3\n336LDz74QNdFqjPlm4kLCgqq7UVcVFQENzc3fE2EnwB4btyo1JM3ICAAHTp0UIxd3gJgdEBApeNY\nG5OPPvoI8fHxyMrKgo2NjdLSfqxp4YBlDVKnTp3wi7Mzyuo8AgD79+9HZGRkg1wo+8qVK3B1dcXd\nu3dx6NAhhIaG6rpIdWrEiBH44YcfUFRUpFENViwWIzIyEu87OmIggL/694ek3HSEAoEAycnJ2Glg\ngMMCAQYCWGhnV21wNxbdu3dHRkYGmjdvDn9/f8ydO1fXRWI6wAHLGqw2P/yAe506YY1EgplXrzbI\nWY+A0tVlunbtiqKiIpw6dQp9+vTRdZHqXJs2beDg4IBjx45p1MkJKF24fcj+/YgWCiE4cgSIilLa\nLxaLMeK99zBBJMLJ11/Hu6dPw8jISFsfod6Zm5vjzp07CAwMxOeff674O8KaDg5Y1nA5OsL2wgVM\ny8uDebt2ui6NWj/++CN69+4NMzMzJCYmNsgezXWlrJlYk4kmyjTv0AGfOjri1tSpQFiYyv6wsDDc\nKypCckBAo77/WhmhUIjo6GisWLECNxIS8KGBAf45c0bXxWL1hAOWsecUGRmJkJAQtG/fHklJSWjd\nurWui6RVwcHBOHjwIGQyWY0mVHg1IAA77O3VBmibNm0gEAhw/vz5uixqgzN37lwcDgrCciJs9Pbm\n+YubCA5YxmqIiDBv3jyEh4ejR48eOHPmDKysrKo/sJGztbWFm5sbHjx4UKN7pX5+fvjtt99Utj9+\n/Bj37t0DEeHQoUO4fPlyXRa3wfFcvx6Z77+PbXp6mDlzJnx9fTVa/J01XhywjNVAcXExQkNDsWbN\nGgQHByM6OvqF6ZijiZCQEDx48KBGNdhevXrh9OnTePr0qdL2adOmKYbulK3p+0Kztob18uW4lZcH\ne3t7xMXFwczMDFlZWXjnnXewdetWXZeQ1TEOWMY0JJPJ0KdPHxw4cACzZ8/Gli1bGmSPZm164403\nkJubC7lcrvEx5ubmcHR0VFmgoWPHjrC1tYU1gPkiEUSPHtVxaRsmfX19pKWlITg4GLm5ubCyssKm\nTZswbtw4jBkzhmu1LxAOWMY0kJ6ejm7duuHcuXP48ssvsWzZMqU1UpuCgoIC6OvrQywW49SpUzU6\ntnfv3irNxB988AHu3r2LRS1b4pPiYoyQyXD9+vW6LHKDtmfPHoSHhytt+/7779GqVSvcfbYSEWvc\nOGAZq8a1a9fQpUsX3Lx5E3v27MG7776r6yLpxObNm9GsWTMUFhZi5syZmD59usbH+vn54cSJE2r3\nBe7ejfcB3O7bFxs2bKij0jZ8crkcURWGLgGlSzLa29tjx44dOigVq0scsIxV4dy5c3B3d4dMJsNv\nv/2GgQMH6rpIOlNQUKD4MxHVaExnjx498Oeff6pdl7W9tzdO+fjgWFISoqKilN7nRSYUChETE1Pp\nIhChoaEYP358/RaK1SkOWMYqceTIEbz22muQSCQ4d+4cPD09dV0knaoYfLdu3dL4WFNTU7i6uuL3\n339Xu3/z5s1IS0vDSy+9hN27d9eqnI1Jp06dcP36dXTu3FlpuxWAcADZV6+qXaSeNQ4csIypsWnT\nJgQFBeGll15CYmIiHBwcdF0knatY+6zpsJrKhusApQsK+Pj44ObNm1i7du1zl7ExsrS0REJCglLI\nTkXpHM07BQI0q9D7mjUeHLCMlUNEWLRoEaZPnw43Nzf8+eefkEqlui5Wg1CxBnv37l2kp6drfHzv\n3r0rvQ8LABs2bMDjx49x/fp1nDt3Do8fP24yPWrFYjFSUlIwceJEAKXr+AGA0alTEGzZorNysdrh\ngGXsmeLiYoSFhSEiIgL9+/fHiRMnYGpqqutiNRgVa7DOzs7Yu3evxsd7e3sjJSUFubm5avc7OzvD\n29sbMpkMoaGhsLOzQ0xMTG2K3Ohs2LABsbGxmHX1KtLeeQeyuXPVTjHJGgcOWMYA5OXloX///ti7\ndy8mTJiAPXv2QF9fX9fFalAq1mC9vLwUS9hpQiKRoFu3boiPj6/0NU5OTigoKMDVq1chk8mwbt26\n5y5vY9WzZ0+Yt2uHl775BsYrVryQczQ3FRywrMlKSEjAiRMnkJmZCS8vL/z+++9YunQpVq1a1egX\nSdeGijVYd3d3XLp0CWlpaRqfo6r7sAAwevRopef79u2r0fkZa0j4W4Q1SUePHkWvXr0wePBgODs7\n49q1a9i8eTNmz56t66I1WBVrsKamphg6dCj27Nmj8Tmquw/bq1cvtGzZUvG87J44Y40RByxrcr77\n7jsMGjQIMpkMT548QUZGBjZt2oSRI0fqumgNWsWAlUgkiiXsNOXh4YHU1FRkZ2er3X/27FncuXNH\nadt3332HwsLCmheYMR3jgGVNBhHhk08+wfjx41FcXKy0naemq17FJmJDQ0P4+fnh5s2buHbtmkbn\n0NfXh4+PD2JjY9Xud3V1VUy8UDYW1EIu5+XdWKPEAcuahJKSEkyZMgULFy5U2i4QCPDll19y07AG\nKk54IJFIIBKJEBwcXKPJIaq6DyuRSBS/oykoHQv6e+vWmDNunNLr5OnpuD19OpCZWaPPwFh94oBl\nL7z8/Hy8/vrrWL9+vdJ2fX197N69GzNmzNBRyRqX/v37w7dFC/xqaIi3uneH9bPerSEhIdi5c6fG\n51E38X95kyZNQlBQEHy8vAAADjdvQq/CUm75kZFouWYNHnz22XN8Esbqh4Caykhu1iQ9fPgQffv2\nRVJSktJ2MzMz/Pjjj+jVq5eOStY4FfTtC8Pjx1HYty8Mfv0VQOmk9a1bt0Z0dDQ6depU7TmKi4th\nbW2NK1euwMbGptLXPUxNRcnq1RCLRLD46CPl4SqZmYgNC8P6ggLsfFYOxhoarsGyF9aNGzfg5uam\nEq7m5uaIj4/ncH0OhuvWoSQwEE+WLlVsEwqFGDlypMbNxCKRCD179qx2EgkrR0fYrFsHi6++Uh0L\nam0Nrx9+QMLNmzh69GhNPwZj9YIDlr2QkpKS4Obmhtu3b6vs8/LygrOzsw5K9QJwdIRedDSsvL2V\nNpf1Jta0Qayq5es0pa+vjy+++AKzZ89W6rTGWEPBActeOMePH4eXlxcePXqksm/cuHE4dOhQk1ss\nXdvc3d1BRDh//rxGr6/uPqymBg4cCHt7e2zcuLHW52KsrnHAshfK9u3bERAQoHbc5KJFixAVFQWR\nSKSDkr3YBAKBohZbVFQEmUxW5etdXFzw4MEDfPXVV7VaZF0gECAiIgJLly5FVlbWc5+HMW3ggGUv\nBCLCp59+irFjx0IulyvtEwgE2LhxI/7zn/9wzVVLSkpK8PLLL2P9+vWwtbXF6tWrK33t9evX4ejo\niJycHMycORNLliyp1ao5nTt3xvDhw7G03H1hxhoC7kXMGr2SkhJMmzZNZRgOULoM2L59+zBw4EAd\nlKzp+Oabb/Duu+8qnnfu3BkpKSlqX1tUVAQLCwulWu6lS5fQsWPH537/jIwMdOzYEXFxcXBycnru\n8zBWl7gGyxq1goICDBs2TG24mpiYIC4ujsO1HgwZMkRpgYQLFy7g0qVLal8rFovh6+urtK22HZ6a\nN2+OefPmITw8vFbnYawuccCyRis7Oxu+vr44dOiQyj6pVIqEhAR4enrqoGRNj42NDfr06aO0raph\nO35+fkrP66LD07Rp05Camoqff/651udirC5wwLJG6fbt23B3d8e5c+dU9jk5OSExMREODg46KFnT\nFRISovS8qmE7vXv3VnoeExOjcu+8phrLsJ3afk7WeHDAskbnwoULcHNzw/Xr11X29ejRA2fPnoVU\nKtVByZq2YcOGQSwWK55fvXoViYmJal/bpUsXmJubK55nZWVVes+2JgYNGgRbW1t8/fXXtT6XtiQn\nJ+PGjRu6LgarBxywrFGJiYmBp6cnHj58qLIvKCgIx48fV6zGwuqXhYUFAgMDlbZVtpSdnp6eykxa\ntb0PC/xv2M6SJUvw/fffY/LkybU+Z13rbGuL4z174vHs2bxYwQuOA5Y1Grt27ULfvn1Vlk0DgFmz\nZmH37t3Q19cHUDpsR93rmHaNGjVK6fnu3bsrbRLVxn3YMmKxGGPGjMGGDRsQHR1dZ+etC6Jt2/B2\nWhqarVoFREXpujhMi3iYDmsUIiIiMGfOnEr3zZo1S2lbXl4e4uLi0K9fv/ooHnvmyZMnsLGxUfrP\nzalTp+Dj46Py2gsXLiAgIACdpFJ8YGODdv/9L9p07VrrMvTp00cprJ2cnJCSkqLUfK1TmZnA2rV4\n+PAhLBctgqB5c12XiGkLMdaAlZSU0IwZMwiAykNPT4927dpV6bEfDBtG1zp0ILp8uR5LzEaMGKH0\ne5o2bZra18nlcpLL5UQrVhABpT/rwPnz50kgECiV4auvvqqTczNWE9xEzBq0W7duqe2wIpFIcOzY\nMYwcObLSYxc9eoSX//4b4MXU61XF3sR79uxBSUmJyusEAkHpzFphYcCKFaU/64CbmxveeustlTIQ\nN9axesZNxKzB27F6NVJnzIAAwFoAsLLCb7/9BhcXl6oPTE3Fk4kTYbhuHUS8ek69KSgogI2NDXJz\ncxXbjh8/rjI0R5vu37+P9u3bw4oIyzt0wPCDByG2ta2392cM4E5OrBHoc+sW/gNgCYA5FhY4f/58\n9eEKAI6OMImJ4XCtZ4aGhhg2bJjStsp6E2uLVCrF/v378dfcuRj5558Qb99er+/PGMA1WNYI/PvH\nHzDduhUmxsYonDAB5u3a6bpIrBrR0dEYMGCA4rmlpSXu3bun6OVdbzIzS3vqhoWpLtrOmJZxwDLG\n6lxRURGkUqnSEnKHDx9WCl3GXnTcRMwYq3NisRhBQUFK23bu3Kmj0jCmG1yDZYxpxYkTJ5Q6NpmY\nmCA9PR0SiUSHpWKs/nANljGmFb6+vrAt13P3yZMnOHLkiA5LxFj94oBljGmFnp4eRowYobStvnsT\nM6ZLHLCMMa0pm3RCKhJhwyuv4L0KgcvYi0yk6wIwxl5cnp6eOHDgAAZcugTxwoUAL9PGmhDu5MQY\n0z4ej8qaIA5YxhhjTAv4HixjjDGmBRywjDHGmBZwwDLGGGNawAHLGGOMaQEHLGOMMaYFHLCMMcaY\nFnDAMsYYY1rAAcsYY4xpAQcsY4wxpgUcsIwxxpgWcMAyxhhjWsAByxhjjGkBByxjjDGmBRywjDHG\nmBZwwDLGGGNawAHLGGOMaQEHLGOMMaYFHLCMMcaYFnDAMsYYY1rAAcsYY4xpAQcsY4wxpgUcsIwx\nxpgWcMAyxhhjWsAByxhjjGkBByxjjDGmBRywjDHGmBZwwDLGGGNawAHLGGOMaQEHLGOMMaYFHLCM\nMcaYFnDAMsYYY1rAAcsYY4xpAQcsY4wxpgUcsIwxxpgWcMAyxhhjWsAByxhjjGkBByxjjDGmBRyw\njDHGmBZwwDLGGGNawAHLGGOMaQEHLGOMMaYFHLCMMcaYFnDAMsYYY1rAAcsYY4xpAQcsY4wxpgUc\nsIwxxpgW/D8FpMHCiYcwpAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x236c488b5c0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nx.draw(testGraph,node_size=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Connected Components\n",
    "To undirected graph, connected.\n",
    "\n",
    "to directed graph, strongly connected."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "552"
      ]
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nx.number_strongly_connected_components(testGraph)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "testGraph_undirected = testGraph.to_undirected()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [],
   "source": [
    "ConnectedPart = [len(c) for c in sorted(nx.connected_components(testGraph_undirected), key=len, reverse=True)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[2814, 10, 2, 2, 2, 2]"
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ConnectedPart"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Cal Some Network Variable"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## PageRank"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "pagerankresult = nx.pagerank(testGraph)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'XLY': 0.0006881159088858526,\n",
       " 'XLP': 0.0006554333192592182,\n",
       " 'XLI': 0.0006953157388523947,\n",
       " 'XLB': 0.0005632737613162665,\n",
       " 'XLV': 0.00040193933977818115,\n",
       " 'XLK': 0.00021036248843658321,\n",
       " 'XLU': 0.00016257153520455269,\n",
       " 'XLE': 7.030117739201231e-05,\n",
       " 'XLF': 7.354882809989453e-05,\n",
       " 'XLRE': 5.3629828755721396e-05,\n",
       " 'FLWS': 0.0001738770960059293,\n",
       " 'STMP': 0.00015514014888878944,\n",
       " 'OSTK': 0.00010862910823281947,\n",
       " 'FTD': 9.865345613218407e-05,\n",
       " 'SRCE': 0.0019823860571330423,\n",
       " 'THFF': 0.0016264618749735054,\n",
       " 'CTBI': 0.002079248573983525,\n",
       " 'LKFN': 0.0029811347267360345,\n",
       " 'BANF': 0.003300507690545271,\n",
       " 'STBA': 0.0014754400421076504,\n",
       " 'FOXA': 0.0002122963567778135,\n",
       " 'NWSA': 0.00014074988988074913,\n",
       " 'DISCA': 0.0005198435497764905,\n",
       " 'VIAB': 0.0001470743130712486,\n",
       " 'CBS': 0.00018207688642596804,\n",
       " 'FOX': 0.00026827419680868457,\n",
       " 'NWS': 0.0002683279026014633,\n",
       " 'VIA': 0.00030372546515918783,\n",
       " 'TWX': 0.00030510963891679796,\n",
       " 'DIS': 0.0003663198550076476,\n",
       " 'TWOU': 0.00017951233181847452,\n",
       " 'ZEN': 0.0006147281291383184,\n",
       " 'PCTY': 0.00031615662883956977,\n",
       " 'HUBS': 0.0005870945867095603,\n",
       " 'QTWO': 0.00022161576855547535,\n",
       " 'PAYC': 0.0015212074637910484,\n",
       " 'DDD': 0.0006697162642339087,\n",
       " 'SSYS': 0.0008678071771102422,\n",
       " 'XONE': 0.000832863307644741,\n",
       " 'ONVO': 0.0004595740290591027,\n",
       " 'MMM': 0.0011649563479382836,\n",
       " 'UTX': 0.0010017077173587157,\n",
       " 'PG': 0.0031714980736574734,\n",
       " 'DD': 0.0007710403923564524,\n",
       " 'JNJ': 0.0035869171153127934,\n",
       " 'CAT': 0.0008241340735889211,\n",
       " 'EGHT': 7.483282626461678e-05,\n",
       " 'SONS': 0.00011462101660800603,\n",
       " 'VG': 7.483282626461678e-05,\n",
       " 'INSM': 9.032741780784518e-05,\n",
       " 'AVHI': 8.65347246552012e-05,\n",
       " 'ATLO': 0.0003170503606261072,\n",
       " 'SENEA': 0.0001592983453853451,\n",
       " 'ADUS': 0.00018450933727527183,\n",
       " 'ANCX': 0.0001129028192344776,\n",
       " 'BMTC': 0.0033604834724130293,\n",
       " 'ATEN': 0.00016961516593064633,\n",
       " 'HIVE': 0.00010173945598202167,\n",
       " 'AMBR': 0.0002356584029905564,\n",
       " 'GIMO': 0.00011666874462196857,\n",
       " 'CUDA': 0.000457311852929295,\n",
       " 'IMPV': 0.0008978424691938235,\n",
       " 'AAC': 8.212110509116672e-05,\n",
       " 'AFH': 0.0007611257487795645,\n",
       " 'AAON': 0.0007441311738489028,\n",
       " 'ABCB': 0.0005746810315986871,\n",
       " 'APOG': 0.00043635767009879845,\n",
       " 'ACET': 0.0002299527631028228,\n",
       " 'ABCO': 0.00040167611021074153,\n",
       " 'AIMC': 0.00021851225625743893,\n",
       " 'AIR': 0.00024278195074498715,\n",
       " 'ESL': 0.0010160581322771782,\n",
       " 'TGI': 0.0008681225683223316,\n",
       " 'CW': 0.0009081164899779925,\n",
       " 'HEI': 0.0008351719248480226,\n",
       " 'AAN': 0.00010199529460388742,\n",
       " 'RCII': 0.00012945192793621776,\n",
       " 'ATR': 0.0003762791592009133,\n",
       " 'ABM': 0.00022434040203661066,\n",
       " 'AEL': 0.0002725287850376975,\n",
       " 'AHL': 0.002588992007609446,\n",
       " 'ABAX': 0.0002600786721960206,\n",
       " 'VIVO': 0.0002884415244532171,\n",
       " 'ABMD': 0.00023389047834820447,\n",
       " 'NEOG': 0.00036541964837026445,\n",
       " 'ABT': 0.0005036269476682355,\n",
       " 'ABBV': 0.00023015935972183445,\n",
       " 'BMY': 0.0008217009093131166,\n",
       " 'LLY': 0.0005326290761580754,\n",
       " 'MRK': 0.0017655614708473248,\n",
       " 'GILD': 0.0009884455970892987,\n",
       " 'CELG': 0.0015140246517326074,\n",
       " 'BIIB': 0.001725943972909302,\n",
       " 'ABEO': 5.3629828755721396e-05,\n",
       " 'PIRS': 0.00011169776338224804,\n",
       " 'AKBA': 0.0009582335274805295,\n",
       " 'AKAO': 0.000393634172102379,\n",
       " 'ANF': 0.0011556458703055386,\n",
       " 'AEO': 0.0007920337763248374,\n",
       " 'GPS': 0.0008135236368731895,\n",
       " 'URBN': 0.0010742604659169366,\n",
       " 'JWN': 0.0015918232024836711,\n",
       " 'COH': 0.0003902100483511826,\n",
       " 'ALGN': 0.00013526058666944176,\n",
       " 'NUVA': 0.0008767541270023745,\n",
       " 'EW': 0.00014749794685336285,\n",
       " 'ANGO': 0.0005101594014044296,\n",
       " 'BRC': 0.0002497551815286283,\n",
       " 'FUL': 0.0013986351996503692,\n",
       " 'AWR': 0.0010618947987983663,\n",
       " 'BKH': 0.0008728263495613439,\n",
       " 'AXAS': 0.00011587332994723602,\n",
       " 'GST': 0.00011715111072708586,\n",
       " 'AREX': 0.00020586733878792703,\n",
       " 'ACIA': 0.0011202790330827313,\n",
       " 'TWLO': 0.000599909711549411,\n",
       " 'LITE': 0.001186375438095551,\n",
       " 'AAOI': 0.001033807179580094,\n",
       " 'OCLR': 0.0008516860801985459,\n",
       " 'PI': 0.0002821044329615021,\n",
       " 'ACTG': 0.00012164594684318904,\n",
       " 'ACIW': 0.0005174148239628479,\n",
       " 'ACHC': 0.0001990915039271332,\n",
       " 'EVHC': 0.0002087504620066375,\n",
       " 'BNFT': 0.0002754821755983156,\n",
       " 'AKRX': 0.0002280924296677351,\n",
       " 'ACAD': 0.0010106292914079638,\n",
       " 'SRPT': 0.0008295319634567748,\n",
       " 'CLDX': 0.0011855108244102407,\n",
       " 'ALNY': 0.0005417728493013141,\n",
       " 'CLVS': 0.0037891239702702055,\n",
       " 'ACHN': 0.00043764932034193996,\n",
       " 'AKR': 0.0006040575667736345,\n",
       " 'BFS': 0.0006758447288600122,\n",
       " 'RPT': 0.0008679471861845379,\n",
       " 'REG': 0.00145994149692836,\n",
       " 'CDR': 0.0004474506022034112,\n",
       " 'AXDX': 0.0001741952330429629,\n",
       " 'GKOS': 0.0005299090361322843,\n",
       " 'GNMK': 0.00012721248381465146,\n",
       " 'XLRN': 0.0011870234453564192,\n",
       " 'ATRC': 0.0005764226803822366,\n",
       " 'EPZM': 0.0012276932367158186,\n",
       " 'MGNX': 0.0007713211863137617,\n",
       " 'AGIO': 0.002868157812907313,\n",
       " 'FPRX': 0.0005183241967592012,\n",
       " 'ACN': 5.3629828755721396e-05,\n",
       " 'CTSH': 0.0001924822771305775,\n",
       " 'ADP': 0.00048356364141033354,\n",
       " 'CL': 0.0009797302218538734,\n",
       " 'CB': 0.0019506174679203461,\n",
       " 'AMNB': 0.001899240889830912,\n",
       " 'ACNB': 6.162874037068124e-05,\n",
       " 'ACCO': 0.00010301180418607775,\n",
       " 'FBHS': 9.193463150389841e-05,\n",
       " 'WRK': 0.0001171149929354091,\n",
       " 'ALSN': 0.00011720993957587225,\n",
       " 'ARAY': 5.3629828755721396e-05,\n",
       " 'VAR': 0.00021551959814450266,\n",
       " 'CEMP': 0.00026517706029883186,\n",
       " 'CNAT': 0.00016302817315967682,\n",
       " 'FOLD': 0.0009314486328688221,\n",
       " 'ARRY': 0.0014432314485132922,\n",
       " 'ACXM': 0.00033256254662495527,\n",
       " 'ANSS': 0.00046173085412379435,\n",
       " 'ACRS': 0.00020368563422705748,\n",
       " 'AIMT': 0.00013014738294081176,\n",
       " 'CTMX': 0.0006973310048566615,\n",
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       " 'EDGE': 0.0001627949714287353,\n",
       " 'CVLY': 0.00038424168984765107,\n",
       " 'ACOR': 0.0004040586461595731,\n",
       " 'AMAG': 0.0002848188246742242,\n",
       " 'BMRN': 0.0014613844999136782,\n",
       " 'SGEN': 0.0005011452032052673,\n",
       " 'ATVI': 0.00017562963635518074,\n",
       " 'EA': 0.0001483874479582304,\n",
       " 'TTWO': 0.00014562462383048902,\n",
       " 'NVDA': 0.00032376173133518294,\n",
       " 'ADBE': 0.0005309770407934939,\n",
       " 'GME': 0.00010883953711850712,\n",
       " 'ACTA': 5.3629828755721396e-05,\n",
       " 'ADMS': 0.00013101679984330934,\n",
       " 'BV': 0.00042121788343034395,\n",
       " 'EIGI': 0.00029930873611343445,\n",
       " 'ATU': 0.0001195490400990793,\n",
       " 'AIN': 0.00019294821069358364,\n",
       " 'BGG': 0.00010918825718314529,\n",
       " 'AME': 0.000444972682032429,\n",
       " 'IEX': 0.0004267914230158928,\n",
       " 'AXE': 0.0005388586941132169,\n",
       " 'AYI': 0.0001195759212449921,\n",
       " 'AOS': 0.00016244957188923313,\n",
       " 'APH': 0.000403801157655416,\n",
       " 'ADTN': 0.000287368025324687,\n",
       " 'ADS': 0.00025931124611612805,\n",
       " 'AGYS': 0.0001097001359910956,\n",
       " 'AEIS': 0.0008147955383940601,\n",
       " 'ARDX': 0.00018725319812248423,\n",
       " 'FLXN': 0.000539614353588636,\n",
       " 'ALDR': 0.00044516632697454123,\n",
       " 'AE': 5.3629828755721396e-05,\n",
       " 'ISRL': 8.781936035825578e-05,\n",
       " 'MCF': 0.0001581261252712838,\n",
       " 'AFAM': 0.0005535836275731957,\n",
       " 'FLXS': 0.0031672925975774926,\n",
       " 'MRLN': 0.001430449461275623,\n",
       " 'AOSL': 7.457436686324023e-05,\n",
       " 'LHCG': 0.0006078436744477314,\n",
       " 'ADSK': 0.0005012391906792069,\n",
       " 'INTU': 0.0004968805096788668,\n",
       " 'SYMC': 0.00023824241043253637,\n",
       " 'AMAT': 0.0010980628138285908,\n",
       " 'CTXS': 0.0006308753470901855,\n",
       " 'ARRS': 0.00017598395206009162,\n",
       " 'DSPG': 0.00037673443662291793,\n",
       " 'ADRO': 0.00034528767724430556,\n",
       " 'BLCM': 0.0013036929088526526,\n",
       " 'ADXS': 0.0002060037712092573,\n",
       " 'ONCE': 0.000522749140511446,\n",
       " 'AAP': 0.00031511171724939077,\n",
       " 'AZO': 0.00046277428126191854,\n",
       " 'ORLY': 0.0005060869444308897,\n",
       " 'AN': 0.0003042063391452457,\n",
       " 'GPC': 0.002125818382055244,\n",
       " 'DLTR': 0.0004656368137157726,\n",
       " 'WMS': 0.00015981967649748358,\n",
       " 'IGT': 0.00016047599352911454,\n",
       " 'PNK': 0.0007499400907171918,\n",
       " 'PENN': 0.0009215941247683852,\n",
       " 'BYD': 0.0010390805420849186,\n",
       " 'ADES': 5.3629828755721396e-05,\n",
       " 'MKSI': 0.001173926442418454,\n",
       " 'BRKS': 0.0014015260776008406,\n",
       " 'ACLS': 0.0002522592024718747,\n",
       " 'ESIO': 0.00025022894805907565,\n",
       " 'CGNX': 0.00033744034226214066,\n",
       " 'AMD': 0.0005186503267567748,\n",
       " 'MU': 0.00037706606870067813,\n",
       " 'TXN': 0.0009000140005518168,\n",
       " 'INTC': 0.000616620814313357,\n",
       " 'ZIOP': 0.00024398997106432705,\n",
       " 'AGEN': 0.0002291318805672504,\n",
       " 'AGII': 0.0011028100833096063,\n",
       " 'AAWW': 0.0003584941214279457,\n",
       " 'ACM': 0.00021405607958730965,\n",
       " 'JEC': 0.000775939015684272,\n",
       " 'KBR': 0.0003331794634540413,\n",
       " 'TTEK': 0.0004699399269421866,\n",
       " 'GVA': 0.00028709857015318655,\n",
       " 'FLR': 0.0008159522073699112,\n",
       " 'AEGN': 7.053647789796698e-05,\n",
       " 'CCC': 0.0003686546341321647,\n",
       " 'LNN': 0.00037161189941130833,\n",
       " 'AERI': 0.00040436108598830935,\n",
       " 'ITCI': 0.00019300537860265145,\n",
       " 'PTCT': 0.0008025692028624949,\n",
       " 'FIVN': 0.00018920691756542618,\n",
       " 'CSLT': 0.00017591361584404268,\n",
       " 'AJRD': 0.00012845085628700992,\n",
       " 'OA': 0.00023012747650837247,\n",
       " 'KTOS': 0.00018331866901022512,\n",
       " 'BWXT': 0.0001575086263572188,\n",
       " 'HII': 0.0001690886672528135,\n",
       " 'AVAV': 8.895900018992043e-05,\n",
       " 'IRBT': 0.0001032367959480284,\n",
       " 'AMBA': 0.0011276387339196915,\n",
       " 'AES': 0.00013580171220357033,\n",
       " 'EIX': 0.0005873677893942233,\n",
       " 'CMS': 0.0002944877112603132,\n",
       " 'CNP': 0.00025690036946070754,\n",
       " 'DYN': 0.00015255482721604786,\n",
       " 'CPN': 0.00011784728166463005,\n",
       " 'AET': 0.0004936333214757529,\n",
       " 'CI': 0.0005976707142963148,\n",
       " 'HUM': 0.0007042135041734304,\n",
       " 'UNH': 0.0003728535012931766,\n",
       " 'ALL': 0.0006971449587865036,\n",
       " 'CAH': 0.00043178882875568415,\n",
       " 'AMG': 0.000260682874256542,\n",
       " 'BEN': 0.0010477924082579696,\n",
       " 'EV': 0.0008310438684740482,\n",
       " 'WDR': 0.000427014775006361,\n",
       " 'AIZ': 0.000419002703824753,\n",
       " 'FII': 0.0004513263497122734,\n",
       " 'AFL': 0.0004906026230470076,\n",
       " 'APD': 0.001559422929090034,\n",
       " 'BDX': 0.00125122043825112,\n",
       " 'EMR': 0.0007808998597132883,\n",
       " 'MITT': 0.0002797896196952833,\n",
       " 'MTGE': 0.0002518745449168474,\n",
       " 'WMC': 0.0002831233626808768,\n",
       " 'DX': 0.0001700251607187347,\n",
       " 'CYS': 0.0018731804640753638,\n",
       " 'AGCO': 5.7079805432729775e-05,\n",
       " 'BG': 0.0001536427751732709,\n",
       " 'CF': 0.0006302113219957114,\n",
       " 'CRIS': 0.00027145339027780465,\n",
       " 'BCRX': 0.00021788729926181872,\n",
       " 'A': 7.515486341782293e-05,\n",
       " 'HPQ': 0.00018403189298580864,\n",
       " 'ADI': 0.001438136732031529,\n",
       " 'JNPR': 0.0027313798780412794,\n",
       " 'ALOG': 0.00026621948846275537,\n",
       " 'BLUE': 0.0033942133692267474,\n",
       " 'KITE': 0.004553212637899646,\n",
       " 'JUNO': 0.0031118226714698296,\n",
       " 'AGNC': 0.001110634034546471,\n",
       " 'NLY': 0.0005313502738285986,\n",
       " 'CIM': 0.0004742598858821716,\n",
       " 'IVR': 0.001647231077562738,\n",
       " 'ARR': 0.0008669625071857139,\n",
       " 'ADC': 5.3629828755721396e-05,\n",
       " 'AHH': 6.882517613462557e-05,\n",
       " 'AGFS': 0.00029919431773673115,\n",
       " 'EVRI': 0.00018214730204612324,\n",
       " 'HZN': 0.0001930487917000732,\n",
       " 'DLTH': 0.00015478134472603672,\n",
       " 'GBT': 8.683909542092091e-05,\n",
       " 'BPMC': 0.00034383721441515983,\n",
       " 'RGNX': 0.0011557555752666068,\n",
       " 'AL': 5.3629828755721396e-05,\n",
       " 'ATI': 0.00017358131814639122,\n",
       " 'CENX': 0.00011897209260919153,\n",
       " 'AYR': 8.944455477097413e-05,\n",
       " 'PX': 0.000644993404686652,\n",
       " 'ECL': 0.0006727292596751215,\n",
       " 'BMS': 0.002866012161601627,\n",
       " 'DOV': 0.0045081097559551584,\n",
       " 'ATSG': 7.4017027696408e-05,\n",
       " 'CVGI': 0.00015295109679575058,\n",
       " 'MIC': 0.00011065213225225746,\n",
       " 'AWH': 0.0014219541953019016,\n",
       " 'AKS': 0.0008698233831035109,\n",
       " 'X': 0.0007982165379108671,\n",
       " 'STLD': 0.001002877561892322,\n",
       " 'NUE': 0.0006623042277485775,\n",
       " 'CLF': 0.00012942288065817916,\n",
       " 'AKAM': 0.0001767834004120303,\n",
       " 'FFIV': 0.00018030695127376335,\n",
       " 'NTAP': 0.0014156656976974033,\n",
       " 'VRSN': 0.00048238803681303715,\n",
       " 'CNCE': 0.00048578030954907523,\n",
       " 'FGEN': 0.0002732712646813205,\n",
       " 'LCI': 0.0001719779523546637,\n",
       " 'HZNP': 0.00021289305644498578,\n",
       " 'AKTS': 5.3629828755721396e-05,\n",
       " 'NTLA': 0.0004303115290444838,\n",
       " 'PLSE': 0.00010934610247837002,\n",
       " 'ALG': 0.0006317477565076277,\n",
       " 'CSS': 0.002326191852293166,\n",
       " 'EBF': 0.0007597517342231287,\n",
       " 'DCO': 0.0006852152962639804,\n",
       " 'ALRM': 0.00045582859535956896,\n",
       " 'APPF': 0.0003789429741288486,\n",
       " 'MB': 0.0002514496244002574,\n",
       " 'XTLY': 0.00030497412154888474,\n",
       " 'ALK': 0.0004644630356167792,\n",
       " 'JBLU': 0.0005450584547963524,\n",
       " 'DAL': 0.0008593937674375202,\n",
       " 'HA': 0.00023598313190325123,\n",
       " 'UAL': 0.0007334347309239772,\n",
       " 'LUV': 0.000704357201478767,\n",
       " 'AIT': 0.000144505682520057,\n",
       " 'AMRI': 0.0001091226772356237,\n",
       " 'ALKS': 0.0003291480884735454,\n",
       " 'ANIK': 0.00013271390129142522,\n",
       " 'ALB': 0.000303938503805039,\n",
       " 'FMC': 0.0003130159687956282,\n",
       " 'CBT': 0.00041475298967177097,\n",
       " 'AA': 8.550821676495945e-05,\n",
       " 'AXP': 0.0001970820492044805,\n",
       " 'BA': 0.0005806326559431732,\n",
       " 'RDUS': 0.0003746756449329167,\n",
       " 'SAGE': 0.00040291204519794,\n",
       " 'ALR': 5.3629828755721396e-05,\n",
       " 'BIO': 9.761520246624111e-05,\n",
       " 'HAE': 0.0004738847883766819,\n",
       " 'PODD': 0.0003560213611868561,\n",
       " 'HOLX': 5.970796770728306e-05,\n",
       " 'CRL': 0.00023919851035409314,\n",
       " 'ALEX': 0.00018267321209300075,\n",
       " 'OSG': 0.0006093211424707906,\n",
       " 'KEX': 0.00025396993858103575,\n",
       " 'JBHT': 0.0010692339777642922,\n",
       " 'LSTR': 0.0008852504410969935,\n",
       " 'ALX': 7.265392967195439e-05,\n",
       " 'ARE': 0.00043008040637407453,\n",
       " 'EGP': 0.0002143421494163544,\n",
       " 'KRC': 0.0018420780604172105,\n",
       " 'OFC': 0.0012057193838369454,\n",
       " 'SLG': 0.0006830884967531938,\n",
       " 'CLI': 0.0012304407897952918,\n",
       " 'CPT': 0.0013026994473598862,\n",
       " 'ALXN': 0.002004561664315949,\n",
       " 'REGN': 0.001999445656331762,\n",
       " 'VRTX': 0.001297529031560568,\n",
       " 'ALCO': 0.00018204382635907753,\n",
       " 'LMNR': 0.0001575331162464284,\n",
       " 'CVGW': 0.00018674569271380056,\n",
       " 'IDXX': 0.0003854821740465012,\n",
       " 'MASI': 0.00015322091798036018,\n",
       " 'NBIX': 0.0005545800261824558,\n",
       " 'INCY': 0.0007773847490961368,\n",
       " 'Y': 0.0002095373077804854,\n",
       " 'WTM': 0.00017852532314423431,\n",
       " 'WRB': 0.00015383740335031502,\n",
       " 'AXS': 0.0028446228530936996,\n",
       " 'AFG': 0.0001797021533137247,\n",
       " 'MKL': 0.00016130271556383038,\n",
       " 'CRS': 0.00033437784345144477,\n",
       " 'ABTX': 5.3629828755721396e-05,\n",
       " 'IBTX': 0.0003685675926338172,\n",
       " 'EQBK': 0.00013630906607975862,\n",
       " 'NCOM': 0.00021702020851941127,\n",
       " 'VBTX': 0.00015789344797961522,\n",
       " 'ALGT': 0.0001654548749057705,\n",
       " 'SAVE': 0.00017044765768232294,\n",
       " 'SKYW': 0.0001299913380619759,\n",
       " 'CPA': 8.218659330728938e-05,\n",
       " 'ALLE': 8.822352478416344e-05,\n",
       " 'IR': 0.0001480983764952275,\n",
       " 'AON': 0.00029518039493960286,\n",
       " 'AGN': 0.00010444345061563767,\n",
       " 'ALE': 0.00013245431652517524,\n",
       " 'LNT': 0.00038031274064468236,\n",
       " 'AVA': 0.0002191094181393192,\n",
       " 'IDA': 0.0004312961088782796,\n",
       " 'WR': 0.0003396205874079664,\n",
       " 'GPN': 0.0002939562546089186,\n",
       " 'WEC': 0.0003696726466064486,\n",
       " 'SCG': 0.00046364522365677517,\n",
       " 'OGE': 0.00024183110525009127,\n",
       " 'PNW': 0.0007075800796256937,\n",
       " 'AMOT': 5.3629828755721396e-05,\n",
       " 'ACGL': 0.0017496263137418582,\n",
       " 'VR': 0.00020830140532102813,\n",
       " 'DAN': 0.0006621393217300395,\n",
       " 'AWI': 0.00013094678251912963,\n",
       " 'BERY': 0.00010474729040858693,\n",
       " 'MTOR': 0.00014738156402784386,\n",
       " 'WBC': 0.000281750357574088,\n",
       " 'MDRX': 0.00033521481697103896,\n",
       " 'QSII': 0.0005102262568156352,\n",
       " 'CERN': 0.00027822852204041653,\n",
       " 'ATHN': 0.00018088437889704872,\n",
       " 'CPSI': 0.00035645079001214583,\n",
       " 'MCK': 0.000368381028475249,\n",
       " 'HIG': 0.0007468413258219281,\n",
       " 'DFS': 0.00021668294334025337,\n",
       " 'PGR': 0.0003089221031904975,\n",
       " 'ALLY': 0.00021441368381960602,\n",
       " 'SC': 0.00011439047229588287,\n",
       " 'SYF': 0.00014772490870504576,\n",
       " 'CFG': 0.0001497221946422455,\n",
       " 'VOYA': 7.793408617178599e-05,\n",
       " 'NAVI': 9.874948845237868e-05,\n",
       " 'AMED': 0.00038526644902653557,\n",
       " 'APEI': 0.0012641712057787572,\n",
       " 'ENSG': 0.00030791982608123757,\n",
       " 'ALJ': 0.00019795470321240944,\n",
       " 'DK': 0.00029969195839829675,\n",
       " 'CVI': 0.0002320302988988457,\n",
       " 'TSO': 0.0002743582831667353,\n",
       " 'PCMI': 0.0002528135015965049,\n",
       " 'WLFC': 0.0017471608189902758,\n",
       " 'SALM': 0.00052124802260082,\n",
       " 'GOOGL': 0.00011821018966968898,\n",
       " 'FB': 0.002615096068546355,\n",
       " 'TSLA': 0.001642829536562617,\n",
       " 'NFLX': 0.0022053656229215476,\n",
       " 'TWTR': 0.001643902373801986,\n",
       " 'GOOG': 0.0014861092276763671,\n",
       " 'AAPL': 0.0007992006237104374,\n",
       " 'AMZN': 0.0007063072175948894,\n",
       " 'ASPS': 0.00018892614456780764,\n",
       " 'OCN': 0.00015456254348683915,\n",
       " 'RESI': 0.00017754522917736609,\n",
       " 'CACC': 0.0002907974821241881,\n",
       " 'EARN': 0.00028494303639721647,\n",
       " 'AMSF': 0.0004051752052532271,\n",
       " 'MO': 0.00020080713422307653,\n",
       " 'PM': 0.00023909821029560342,\n",
       " 'KO': 0.002441922159076998,\n",
       " 'MNTA': 0.000138351926137268,\n",
       " 'AMBC': 5.3629828755721396e-05,\n",
       " 'AGO': 0.0001929174696343045,\n",
       " 'GPRO': 0.000832858272463176,\n",
       " 'NXPI': 0.0008555003397516846,\n",
       " 'SWKS': 0.0009146645803352211,\n",
       " 'AVGO': 0.00101432535939426,\n",
       " 'AMC': 0.0001626331123178921,\n",
       " 'IMH': 0.00010901609568503456,\n",
       " 'RGC': 0.00027664559085914205,\n",
       " 'ANH': 0.0007714951568342641,\n",
       " 'CNK': 0.0002477142212170491,\n",
       " 'AMCX': 0.00017614397809883567,\n",
       " 'MSG': 0.0002736159498673839,\n",
       " 'SNI': 0.0005086140124691319,\n",
       " 'MSGN': 0.0003932796557574156,\n",
       " 'DOX': 0.0002874685529277814,\n",
       " 'CVG': 0.0004849396938880404,\n",
       " 'CSGS': 0.00035154299835240085,\n",
       " 'CHE': 0.0001084173766811532,\n",
       " 'KND': 0.00042906493321829794,\n",
       " 'CPLA': 0.002016917075253971,\n",
       " 'LOPE': 0.001097579068387294,\n",
       " 'STRA': 0.0016504185888640437,\n",
       " 'BPI': 0.0004433549694647753,\n",
       " 'AEE': 0.00011294262677038309,\n",
       " 'DTE': 0.0003751105550791635,\n",
       " 'AJG': 0.00013344425245899919,\n",
       " 'ABC': 0.00034129805476764075,\n",
       " 'AMRC': 5.970796770728306e-05,\n",
       " 'BCPC': 0.0001556709366569116,\n",
       " 'DISCK': 0.0004871824991349354,\n",
       " 'TNC': 0.0016193765633969936,\n",
       " 'WETF': 0.00022838953987079017,\n",
       " 'AAL': 0.0005251988112503503,\n",
       " 'AAT': 0.0001163131066757189,\n",
       " 'HPP': 0.00027959565109658756,\n",
       " 'CHSP': 0.0006372860691941835,\n",
       " 'PSB': 0.00016446003942897664,\n",
       " 'AXL': 0.0010564103962241171,\n",
       " 'LEA': 0.0009492905295203065,\n",
       " 'TEN': 0.0006355882492667994,\n",
       " 'BWA': 0.0007531749355498943,\n",
       " 'ACC': 6.882517613462557e-05,\n",
       " 'GES': 0.0005133527730274816,\n",
       " 'CHS': 0.000474642981549953,\n",
       " 'AEP': 0.001341980398093734,\n",
       " 'SO': 0.0010690408672612063,\n",
       " 'D': 0.0007323796284600573,\n",
       " 'DUK': 0.0007821512195558256,\n",
       " 'FE': 0.000937821687765054,\n",
       " 'ED': 0.00045061408727295916,\n",
       " 'FFG': 0.00029539561370651215,\n",
       " 'JPM': 0.0011786573543558188,\n",
       " 'AMH': 8.256688565222336e-05,\n",
       " 'SFR': 8.170309720060916e-05,\n",
       " 'ANAT': 0.0001420338158230857,\n",
       " 'AIG': 0.00013809076128416353,\n",
       " 'C': 0.001025446683870945,\n",
       " 'GS': 0.0005431288743962914,\n",
       " 'BAC': 0.0009357487857408688,\n",
       " 'NWLI': 0.00017158974412960674,\n",
       " 'ERIE': 0.0005140970733333871,\n",
       " 'CFFI': 0.0033293960490357456,\n",
       " 'AROW': 0.0019778021211803317,\n",
       " 'ARII': 0.00032775701448853616,\n",
       " 'GBX': 0.00037608865187159106,\n",
       " 'RAIL': 0.00021339587639509312,\n",
       " 'TRN': 0.0003918199487065694,\n",
       " 'WAB': 0.00030432911943897845,\n",
       " 'GWR': 0.0002105990442400744,\n",
       " 'AMSWA': 5.3629828755721396e-05,\n",
       " 'CWT': 0.0015818271465860103,\n",
       " 'CTWS': 0.002238139735778945,\n",
       " 'SJW': 0.0021626124547796783,\n",
       " 'MSEX': 0.0020914271223695293,\n",
       " 'WTR': 0.00013517592996484075,\n",
       " 'AMT': 0.00012125793754359665,\n",
       " 'CCI': 0.0001273989713080714,\n",
       " 'SBAC': 0.00012979217058640554,\n",
       " 'CRM': 0.000332519460064953,\n",
       " 'AVB': 0.0028291896688855825,\n",
       " 'AVD': 5.3629828755721396e-05,\n",
       " 'KWR': 0.0005022001577615528,\n",
       " 'AMWD': 0.0003748136485520861,\n",
       " 'UFPI': 0.00037745809099907953,\n",
       " 'AWK': 7.654192658012756e-05,\n",
       " 'CRMT': 0.00017294056558784368,\n",
       " 'CRVL': 0.00028967647786658457,\n",
       " 'CVCO': 0.0001573697018310131,\n",
       " 'CRAI': 0.00022551807264003382,\n",
       " 'JBSS': 0.00038869220535209427,\n",
       " 'AMP': 0.00019920152985675264,\n",
       " 'AIV': 0.0016578477981628783,\n",
       " 'CCBG': 0.00129338912030492,\n",
       " 'NAVG': 0.0021629161933558808,\n",
       " 'ATNI': 0.0003105227291919672,\n",
       " 'IPCC': 0.002270074558176276,\n",
       " 'ABG': 0.0002627089615380243,\n",
       " 'BDGE': 0.00017147637418573318,\n",
       " 'ROP': 0.0005809488006987385,\n",
       " 'AMGN': 0.0005866224359731709,\n",
       " 'TGTX': 0.0004258829420101265,\n",
       " 'HALO': 0.00035442654421315953,\n",
       " 'MACK': 0.0001825294345883905,\n",
       " 'AMKR': 0.00017114197735853512,\n",
       " 'LSCC': 0.0003513533792047312,\n",
       " 'IDTI': 0.00027697578829145994,\n",
       " 'AP': 5.3629828755721396e-05,\n",
       " 'ASTE': 0.00021226335822615073,\n",
       " 'AMPH': 5.3629828755721396e-05,\n",
       " 'BLL': 0.001436033945736773,\n",
       " 'BETR': 9.688092993779098e-05,\n",
       " 'BUFF': 0.0002538739949496876,\n",
       " 'PLNT': 0.0001212762352741647,\n",
       " 'OLLI': 0.00027504729121185844,\n",
       " 'WING': 0.0003220589534474703,\n",
       " 'AFSI': 0.00010764763798590447,\n",
       " 'MHLD': 8.941915121451907e-05,\n",
       " 'APC': 0.0019806495262731537,\n",
       " 'APA': 0.0015629714156482385,\n",
       " 'DVN': 0.0015277780084160836,\n",
       " 'EOG': 0.0018200649413019799,\n",
       " 'OXY': 0.0008961235555586975,\n",
       " 'NBL': 0.0012019024638926367,\n",
       " 'MXIM': 0.0013515197368995575,\n",
       " 'XLNX': 0.0016824627641923936,\n",
       " 'NSM': 0.0004987258468212431,\n",
       " 'OSIS': 0.000285609311968044,\n",
       " 'AVXL': 5.3629828755721396e-05,\n",
       " 'ANDE': 0.00019898711738679099,\n",
       " 'MGPI': 0.00020869379364640711,\n",
       " 'PEIX': 0.00020047996647212316,\n",
       " 'GPRE': 0.00016518944402675622,\n",
       " 'ADM': 0.00021566277465714722,\n",
       " 'ANGI': 8.491884904962838e-05,\n",
       " 'YELP': 0.0009111186429517316,\n",
       " 'Z': 0.00045657466911146736,\n",
       " 'GRPN': 0.0008082775509940928,\n",
       " 'BCOV': 0.0004213108764678355,\n",
       " 'MMSI': 0.0004956128538699583,\n",
       " 'ELGX': 0.0004229227528871342,\n",
       " 'CUTR': 0.00011162162945407465,\n",
       " 'UHAL': 5.3629828755721396e-05,\n",
       " 'CASY': 0.00019527491757275568,\n",
       " 'ULTI': 0.0014376216440632162,\n",
       " 'ODFL': 0.00023273135705882204,\n",
       " 'HSKA': 8.586782963651991e-05,\n",
       " 'CBM': 0.00010217379344527968,\n",
       " 'ARW': 0.0005026270761423949,\n",
       " 'BDC': 0.00033937985040724924,\n",
       " 'WCC': 0.00035245074153068964,\n",
       " 'AVT': 0.00039023712590674004,\n",
       " 'BHE': 0.0005408107416078165,\n",
       " 'MFA': 0.0006963393714609602,\n",
       " 'CMO': 0.0005689779198825333,\n",
       " 'BLKB': 0.0008578567744158753,\n",
       " 'FLIR': 9.278181619060565e-05,\n",
       " 'ATRS': 5.3629828755721396e-05,\n",
       " 'CPRX': 0.00017977830429515338,\n",
       " 'ATHX': 9.43027671085709e-05,\n",
       " 'AR': 0.00017413482843718438,\n",
       " 'RICE': 0.00027025901525231565,\n",
       " 'GPOR': 0.00019731886866849644,\n",
       " 'PDCE': 0.0002641753323750439,\n",
       " 'RSPP': 0.0005883416953285578,\n",
       " 'FANG': 0.0007019743690029336,\n",
       " 'ANTM': 0.00022575939093306393,\n",
       " 'CNC': 0.00019012333624291664,\n",
       " 'HCA': 0.0007253789374391044,\n",
       " 'MMC': 0.0002577269418175222,\n",
       " 'CHK': 0.0003868008445415764,\n",
       " 'EQR': 0.0024518730981721625,\n",
       " 'BXP': 0.002465993342792213,\n",
       " 'UDR': 0.0008048400934105949,\n",
       " 'ARI': 0.0003079993750113698,\n",
       " 'STWD': 0.0003186296770153328,\n",
       " 'NRZ': 0.00042804488966264914,\n",
       " 'PMT': 8.459366339437904e-05,\n",
       " 'APLE': 5.3629828755721396e-05,\n",
       " 'CLDT': 0.0011553013105332017,\n",
       " 'STAG': 0.0011243904115590345,\n",
       " 'EPR': 0.0005248883588887736,\n",
       " 'LTC': 0.0010678550187250757,\n",
       " 'LXP': 0.0004389833637526486,\n",
       " 'BEL': 0.0001130653911052265,\n",
       " 'MSM': 0.0002859729214978581,\n",
       " 'KLAC': 0.001313890258651603,\n",
       " 'FN': 0.00024632980572481927,\n",
       " 'LPI': 0.0006376470948374107,\n",
       " 'BBG': 0.00019998079950536403,\n",
       " 'BCEI': 0.0002782496156615351,\n",
       " 'CSL': 0.00036635044320775195,\n",
       " 'SLGN': 0.00032218820073293093,\n",
       " 'BRO': 0.00015792751240066794,\n",
       " 'CWCO': 0.0004343545609852007,\n",
       " 'AQMS': 5.3629828755721396e-05,\n",
       " 'ARMK': 7.843701488526725e-05,\n",
       " 'CDW': 0.00015550958435839185,\n",
       " 'SERV': 8.329586895916743e-05,\n",
       " 'BURL': 0.0001905357341204366,\n",
       " 'PETX': 8.554005825142015e-05,\n",
       " 'OMER': 0.00012509249505934664,\n",
       " 'OCUL': 0.00044628549714790936,\n",
       " 'PTLA': 0.0004405169893465403,\n",
       " 'ARC': 5.3629828755721396e-05,\n",
       " 'AHT': 0.00036728480778292774,\n",
       " 'ARCB': 6.27470371830639e-05,\n",
       " 'SAIA': 0.00021604491530295247,\n",
       " 'RRTS': 0.00016336352348211727,\n",
       " 'RNR': 0.0011905409091556485,\n",
       " 'CAG': 0.00035200006016816065,\n",
       " 'MON': 0.0005799766899348255,\n",
       " 'DE': 0.0006108067747828886,\n",
       " 'CLX': 0.0008281444683417369,\n",
       " 'AROC': 0.00035744919259806773,\n",
       " 'EXTN': 0.00035744919259806773,\n",
       " 'ATRA': 0.00019040250768552076,\n",
       " 'VSAR': 0.00023621179990283983,\n",
       " 'ASC': 0.0001471754089550581,\n",
       " 'STNG': 0.0002864578048316268,\n",
       " 'NNA': 0.00018166642234571372,\n",
       " 'GNRT': 0.00012681003673266662,\n",
       " 'CMRE': 7.329316967098864e-05,\n",
       " 'ARNA': 0.00011730404060727885,\n",
       " 'KERX': 0.0002242826488043763,\n",
       " 'ACRE': 8.321801166207998e-05,\n",
       " 'AGX': 0.0006245365487217055,\n",
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       " 'VEC': 0.0005180847838862247,\n",
       " 'NSR': 0.0001902063259476603,\n",
       " 'NHTC': 0.00024413184173782527,\n",
       " 'SIGI': 0.0011587822921839243,\n",
       " 'ANET': 0.0005138256273115193,\n",
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       " 'VEEV': 0.0010867667134352068,\n",
       " 'SPLK': 0.0015701577825939306,\n",
       " 'AI': 5.3629828755721396e-05,\n",
       " 'NYMT': 0.00018519626616710267,\n",
       " 'TWO': 0.0007403924218423382,\n",
       " 'OC': 0.0001782641407744891,\n",
       " 'BECN': 0.00029595379146311077,\n",
       " 'AFI': 9.295094142324318e-05,\n",
       " 'ANIP': 5.3629828755721396e-05,\n",
       " 'ENTA': 0.0002335415519849356,\n",
       " 'TECD': 0.00036718207233077616,\n",
       " 'ARTNA': 0.0008326453776226463,\n",
       " 'YORW': 0.0006976304464930014,\n",
       " 'APAM': 6.24675135695818e-05,\n",
       " 'ASBB': 6.806683544710838e-05,\n",
       " 'HTBI': 0.00013589424877949354,\n",
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       " 'ASNA': 0.0003220800604657629,\n",
       " 'EXPR': 0.00036639731141897386,\n",
       " 'FRAN': 0.00037411454663171986,\n",
       " 'CATO': 0.00013366542734170118,\n",
       " 'DSW': 0.00018953816425929627,\n",
       " 'ASCMA': 8.826828565413526e-05,\n",
       " 'LVNTA': 0.0008237760045368755,\n",
       " 'LBRDA': 0.0009842840170012467,\n",
       " 'AHP': 0.00010870042727916299,\n",
       " 'SBH': 8.443147481576572e-05,\n",
       " 'PEB': 8.132547079199538e-05,\n",
       " 'FCH': 0.0008722976195829176,\n",
       " 'SHO': 0.0010711521961399807,\n",
       " 'DRH': 0.0008742253003099072,\n",
       " 'LHO': 0.0012291995289531916,\n",
       " 'HT': 0.00046067474777478713,\n",
       " 'ASH': 0.00010413477544943514,\n",
       " 'EMN': 0.00034804085346359817,\n",
       " 'AVY': 0.0007780658326067068,\n",
       " 'AZPN': 0.0005312083591964419,\n",
       " 'MANH': 0.0007723918568289889,\n",
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       " 'ASMB': 5.3629828755721396e-05,\n",
       " 'ASB': 5.666889823150223e-05,\n",
       " 'BKU': 7.319542687789712e-05,\n",
       " 'MBFI': 0.0009876258836155041,\n",
       " 'BXS': 0.0008058367997573941,\n",
       " 'HBHC': 0.0009687227957456829,\n",
       " 'WTFC': 0.000650724374429358,\n",
       " 'AC': 5.3629828755721396e-05,\n",
       " 'GBL': 0.0003066628074487181,\n",
       " 'UNM': 0.0009543937343913532,\n",
       " 'MBI': 0.00026348281334278553,\n",
       " 'RDN': 0.00025044631080492496,\n",
       " 'CMCO': 0.00011614336941975187,\n",
       " 'AST': 0.0002687199349332292,\n",
       " 'BTX': 0.00021159213654020607,\n",
       " 'OCX': 0.00012235009043674774,\n",
       " 'FATE': 0.00018043701497011928,\n",
       " 'AF': 8.327915757526347e-05,\n",
       " 'DCOM': 0.0005244011418340977,\n",
       " 'BOH': 0.0005224779820073723,\n",
       " 'WBS': 0.00013920877917369625,\n",
       " 'BRKL': 0.0004060143817643555,\n",
       " 'ATRO': 5.3629828755721396e-05,\n",
       " 'ATRI': 0.0002963990009682545,\n",
       " 'LMIA': 0.0002651018801094111,\n",
       " 'HOME': 5.3629828755721396e-05,\n",
       " 'HFWA': 0.0004945875299969071,\n",
       " 'KRNY': 0.0006864320693549101,\n",
       " 'HTLF': 0.0006526268306906683,\n",
       " 'T': 0.00029783656546213485,\n",
       " 'MCD': 0.00022472566281574868,\n",
       " 'GE': 0.0003879838281108551,\n",
       " 'VZ': 0.0002540855041765511,\n",
       " 'PFE': 0.0013922129312499113,\n",
       " 'XOM': 0.0015381217686705596,\n",
       " 'MDSO': 0.00020069157617155493,\n",
       " 'ATKR': 9.578246937916307e-05,\n",
       " 'CLSD': 0.00020971300463199828,\n",
       " 'COTV': 0.0003326556297333669,\n",
       " 'KNSL': 0.00019441825669062044,\n",
       " 'TPIC': 0.00021764033925705898,\n",
       " 'ACBI': 0.00010641915510212697,\n",
       " 'CARO': 0.00013328652901483613,\n",
       " 'GNBC': 0.0002681826292559379,\n",
       " 'AT': 6.736246601974139e-05,\n",
       " 'CTL': 0.00019932433258614842,\n",
       " 'TDS': 0.000303770059836297,\n",
       " 'USM': 0.00019319958432956105,\n",
       " 'WTS': 0.0007767886339091742,\n",
       " 'UNFI': 0.000270626013361717,\n",
       " 'TEAM': 5.3629828755721396e-05,\n",
       " 'NEWR': 0.0005511257417543199,\n",
       " 'ATO': 0.0003837126578204606,\n",
       " 'WGL': 0.0024979434289947085,\n",
       " 'VVC': 0.002396607639241597,\n",
       " 'NWN': 0.002186339848156908,\n",
       " 'NJR': 0.00113856455787379,\n",
       " 'CASS': 0.0011314840749883615,\n",
       " 'SHEN': 0.0001587778526492911,\n",
       " 'NXTM': 0.00031267654312022844,\n",
       " 'MLAB': 0.00039383711046880204,\n",
       " 'UTMD': 0.0004492788445667738,\n",
       " 'ATW': 0.0001739537140486658,\n",
       " 'RDC': 0.0008034304829450719,\n",
       " 'ESV': 0.0008713869725847365,\n",
       " 'DO': 0.0008760357167009396,\n",
       " 'NE': 0.001081394756377882,\n",
       " 'OII': 0.0008876648372364044,\n",
       " 'BOLD': 0.00011197564768313645,\n",
       " 'AVXS': 0.0006909448039976305,\n",
       " 'PTGX': 0.00010117301849439825,\n",
       " 'SYRS': 0.0003115909388452322,\n",
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       " 'PAYX': 0.0001902786922500793,\n",
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       " 'GPI': 0.000321259385184578,\n",
       " 'SAH': 0.0002674417281132724,\n",
       " 'BBBY': 0.0004122228526870717,\n",
       " 'ESS': 0.0013669596077407439,\n",
       " 'AGR': 5.3629828755721396e-05,\n",
       " 'NCR': 0.0001512629273647685,\n",
       " 'LSI': 0.000312132696995368,\n",
       " 'CMCSA': 0.00020404959873698234,\n",
       " 'ES': 5.8188432969392644e-05,\n",
       " 'BCR': 0.0026984893693196856,\n",
       " 'EXEL': 0.0007630856802008629,\n",
       " 'RIGL': 0.0004377173135645959,\n",
       " 'HLIT': 9.996096571964887e-05,\n",
       " 'CAR': 0.0003738068167540433,\n",
       " 'HTZ': 0.00023497157799003474,\n",
       " 'WYN': 0.0005257161448650163,\n",
       " 'PHH': 0.00015812821780019254,\n",
       " 'H': 0.00029046400899062974,\n",
       " 'URI': 0.00012237658632026656,\n",
       " 'AVX': 0.0003176464686090384,\n",
       " 'KEM': 0.00021777747219580584,\n",
       " 'VSH': 0.00020821881963286354,\n",
       " 'CTS': 0.0001590852654794769,\n",
       " 'AXTA': 8.058169093489043e-05,\n",
       " 'GHC': 0.00016775617465255213,\n",
       " 'ENTG': 0.0003527502163545047,\n",
       " 'AXGN': 5.3629828755721396e-05,\n",
       " 'AXON': 6.762192381220582e-05,\n",
       " 'MCRB': 0.00024636939612458135,\n",
       " 'AXTI': 0.0002437712160180495,\n",
       " 'EMKR': 0.00019141215337059868,\n",
       " 'AZZ': 0.0001495879837721449,\n",
       " 'POWL': 0.00019227797653450368,\n",
       " 'SNHY': 0.0006208828865707952,\n",
       " 'BMI': 0.0003355052188837249,\n",
       " 'BGS': 0.00011479049065914197,\n",
       " 'PF': 0.00017170985366963835,\n",
       " 'THS': 0.00022022353200036138,\n",
       " 'FLO': 0.00018707599544662772,\n",
       " 'HAIN': 0.00016478139378383867,\n",
       " 'RILY': 5.3629828755721396e-05,\n",
       " 'REIS': 0.00016815866379448066,\n",
       " 'FCFP': 8.700532389152878e-05,\n",
       " 'SAMG': 8.359408764232971e-05,\n",
       " 'BW': 9.826014096254098e-05,\n",
       " 'HURN': 0.0003506907376207457,\n",
       " 'GRC': 0.0008407898750334306,\n",
       " 'FELE': 0.0002992889235759288,\n",
       " 'ITRI': 0.00030219686488677463,\n",
       " 'BHI': 0.00029466272570305516,\n",
       " 'HAL': 0.0003303845235607365,\n",
       " 'SLB': 0.00043267120402220243,\n",
       " 'WFT': 0.00013746631394899743,\n",
       " 'DORM': 0.00035587936587545344,\n",
       " 'BJRI': 0.0005012729843926747,\n",
       " 'IOSP': 0.00024430993853422783,\n",
       " 'BWINB': 0.0005016390965580929,\n",
       " 'EMCI': 0.0017371223398908993,\n",
       " 'CCK': 0.0003574215116677617,\n",
       " 'BANC': 5.3629828755721396e-05,\n",
       " 'OPB': 8.975762009303469e-05,\n",
       " 'BHLB': 0.00015630487121330157,\n",
       " 'PPBI': 0.0003088604538767944,\n",
       " 'BOKF': 0.0015482004351747682,\n",
       " 'BMRC': 0.001630581734907267,\n",
       " 'BLX': 7.643999123237941e-05,\n",
       " 'ROIC': 0.0002012263512863926,\n",
       " 'TBBK': 5.3629828755721396e-05,\n",
       " 'TCBK': 0.0002375471139796581,\n",
       " 'SNBC': 0.00012046601782595583,\n",
       " 'TCBI': 0.0001367140787794104,\n",
       " 'UCBI': 0.00010663978649053839,\n",
       " 'TRMK': 0.001455741422836892,\n",
       " 'CFR': 0.0008894480370172653,\n",
       " 'CBSH': 0.0011102788211599366,\n",
       " 'BOCH': 5.3629828755721396e-05,\n",
       " 'BKMU': 0.000224527714819954,\n",
       " 'BFIN': 0.0001508677640675642,\n",
       " 'BPFH': 0.0002158490096567934,\n",
       " 'BANR': 0.00016020044143409313,\n",
       " 'WFC': 0.000820259155808441,\n",
       " 'F': 0.00023031901591527017,\n",
       " 'CPF': 8.612637525593275e-05,\n",
       " 'BSRR': 0.00060174662547164,\n",
       " 'BK': 0.00029920492662813497,\n",
       " 'STT': 0.0004698152175534932,\n",
       " 'USB': 0.00030120166925571673,\n",
       " 'PNC': 0.0008918933305546805,\n",
       " 'BBT': 0.0009167618922062908,\n",
       " 'STI': 0.0015994553316019107,\n",
       " 'OZRK': 0.00015822638101331034,\n",
       " 'HOMB': 0.0002548331703320097,\n",
       " 'IBKC': 0.0004715994211129172,\n",
       " 'SFNC': 0.0008374492582802934,\n",
       " 'SBNY': 0.00015474070204020475,\n",
       " 'PNFP': 0.00024817082840459826,\n",
       " 'BNCL': 0.0006693803140699396,\n",
       " 'BCBP': 7.072779534198227e-05,\n",
       " 'RATE': 5.3629828755721396e-05,\n",
       " 'JCOM': 0.000136414966035606,\n",
       " 'WBMD': 0.00010776145070443379,\n",
       " 'FRC': 6.192544612032144e-05,\n",
       " 'BWFG': 7.907241454729386e-05,\n",
       " 'BSF': 6.585031928390238e-05,\n",
       " 'COLB': 0.00028622345729359145,\n",
       " 'BHB': 6.191820005330549e-05,\n",
       " 'CAC': 0.0006021973266783725,\n",
       " 'BNED': 7.25378681166781e-05,\n",
       " 'BKS': 8.167821870918844e-05,\n",
       " 'HRI': 0.00012209501385773168,\n",
       " 'ODP': 0.0001704457910712772,\n",
       " 'SPLS': 0.00025102198250008913,\n",
       " 'BBY': 0.0004721085293749152,\n",
       " 'B': 8.268158816848537e-05,\n",
       " 'PFPT': 0.0009657767004200222,\n",
       " 'QLYS': 0.0007340098216964804,\n",
       " 'FTNT': 0.001326098378076529,\n",
       " 'BBSI': 0.0001924851269292798,\n",
       " 'KFY': 0.0009015577058394211,\n",
       " 'HSII': 0.0007764900164362863,\n",
       " 'KFRC': 0.0007395342568082704,\n",
       " 'ICFI': 0.0003823856747986954,\n",
       " 'ASGN': 0.00017035235522936133,\n",
       " 'BAS': 0.00015358388381699178,\n",
       " 'KEG': 0.00012598528378326878,\n",
       " 'RES': 0.0005185431728345476,\n",
       " 'SPN': 0.0009172545175926059,\n",
       " 'BSET': 0.00022974140555011288,\n",
       " 'HOFT': 0.0015132299845356109,\n",
       " 'ETH': 0.00029650590342651607,\n",
       " 'LZB': 0.00031989111735829056,\n",
       " 'EDIT': 0.00043358675512907984,\n",
       " 'AVID': 5.3629828755721396e-05,\n",
       " 'BLDR': 0.00023843425723853355,\n",
       " 'BBGI': 0.0005959739384724651,\n",
       " 'SGA': 0.0005568112162124697,\n",
       " 'ETM': 0.0008456233247338319,\n",
       " 'BZH': 0.00033223813143394473,\n",
       " 'HOV': 0.0003121723228958132,\n",
       " 'KBH': 0.0007394987046025025,\n",
       " 'PHM': 0.0007597995333993691,\n",
       " 'LEN': 0.0009088562152739126,\n",
       " 'DHI': 0.0005393738546603146,\n",
       " 'BAX': 0.0004857629063324062,\n",
       " 'KSS': 0.0014094003765848465,\n",
       " 'BELFB': 0.00010427733503200526,\n",
       " 'BGC': 0.00015685718803097894,\n",
       " 'CINF': 0.0041448640752960765,\n",
       " 'PLXS': 0.0007046621044604659,\n",
       " 'SANM': 0.0006027431412091441,\n",
       " 'JBL': 0.000524923498726751,\n",
       " 'NFBK': 0.00041220277355501255,\n",
       " 'CSBK': 0.0008069782798935872,\n",
       " 'ORIT': 0.0004147713502999251,\n",
       " 'CSOD': 0.0013520612656160815,\n",
       " 'RNET': 9.625639305695948e-05,\n",
       " 'THG': 0.000231868492873953,\n",
       " 'GPK': 0.00017646278355478467,\n",
       " 'TGT': 0.000840756782496411,\n",
       " 'LOW': 0.000494156003614479,\n",
       " 'HD': 0.0008404757685398202,\n",
       " 'WMT': 0.0012271745981100944,\n",
       " 'BGSF': 5.3629828755721396e-05,\n",
       " 'BCRH': 8.511777348222986e-05,\n",
       " 'NVEE': 7.575603780593659e-05,\n",
       " 'FSB': 0.00013371106066074,\n",
       " 'BGCP': 5.666889823150223e-05,\n",
       " ...}"
      ]
     },
     "execution_count": 88,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pagerankresult"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Parse All Data to Graph and Cal PageRank"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def gen_graph(testfile):\n",
    "    # read all content as string and split it by line break,\\n\n",
    "    # if the size of file is under 100kb, ignore it.\n",
    "    if os.path.getsize(testfile)>100000:\n",
    "        rawdata = open(testfile).read().split(\"\\n\") \n",
    "        rawdata2 = [i.split(\"\\t\") for i in rawdata]\n",
    "        testGraph = nx.DiGraph()\n",
    "        for i in rawdata2:\n",
    "            try:\n",
    "                for j in range(2,len(i)):\n",
    "                    if i[j] in stockdict.keys():\n",
    "                        testGraph.add_edge(i[1],i[j],weight=7-j)\n",
    "            except:\n",
    "                print(i)\n",
    "        return testGraph"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "store graph in a dict, key is the filename."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "AllGraph = dict()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import os"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "137472"
      ]
     },
     "execution_count": 96,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "os.path.getsize(testfile)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [],
   "source": [
    "for root, dirs, files in os.walk(\"./russel_3000/\"):\n",
    "    for file in files:\n",
    "        filepath = os.path.join(root,file)\n",
    "        if os.path.getsize(filepath)>100000:\n",
    "            AllGraph[file]=gen_graph(filepath)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## About PageRank Algorithm in Networkx\n",
    "\n",
    "the default damping factor used is 0.85 \n",
    "\n",
    "defalut weigt is weight,5 4 3 2 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'weight': 5}"
      ]
     },
     "execution_count": 126,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "testGraph.edge['XLY']['XLP']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Anakin\\Anaconda3\\lib\\site-packages\\networkx\\generators\\stochastic.py:56: UserWarning: zero out-degree for node HNRG\n",
      "  warnings.warn('zero out-degree for node %s' % u)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "russel_10242.txt\n",
      "russel_10250.txt\n",
      "russel_10251.txt\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Anakin\\Anaconda3\\lib\\site-packages\\networkx\\generators\\stochastic.py:56: UserWarning: zero out-degree for node PNM\n",
      "  warnings.warn('zero out-degree for node %s' % u)\n",
      "C:\\Users\\Anakin\\Anaconda3\\lib\\site-packages\\networkx\\generators\\stochastic.py:56: UserWarning: zero out-degree for node TRIP\n",
      "  warnings.warn('zero out-degree for node %s' % u)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "russel_10258.txt\n",
      "russel_10260.txt\n",
      "russel_10261.txt\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Anakin\\Anaconda3\\lib\\site-packages\\networkx\\generators\\stochastic.py:56: UserWarning: zero out-degree for node CECE\n",
      "  warnings.warn('zero out-degree for node %s' % u)\n",
      "C:\\Users\\Anakin\\Anaconda3\\lib\\site-packages\\networkx\\generators\\stochastic.py:56: UserWarning: zero out-degree for node TRTN\n",
      "  warnings.warn('zero out-degree for node %s' % u)\n",
      "C:\\Users\\Anakin\\Anaconda3\\lib\\site-packages\\networkx\\generators\\stochastic.py:56: UserWarning: zero out-degree for node CELG\n",
      "  warnings.warn('zero out-degree for node %s' % u)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "russel_10273.txt\n",
      "russel_10276.txt\n",
      "russel_10278.txt\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Anakin\\Anaconda3\\lib\\site-packages\\networkx\\generators\\stochastic.py:56: UserWarning: zero out-degree for node RGEN\n",
      "  warnings.warn('zero out-degree for node %s' % u)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "russel_10282.txt\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Anakin\\Anaconda3\\lib\\site-packages\\networkx\\generators\\stochastic.py:56: UserWarning: zero out-degree for node MD\n",
      "  warnings.warn('zero out-degree for node %s' % u)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "russel_10284.txt\n",
      "russel_10285.txt\n",
      "russel_10287.txt\n",
      "russel_10288.txt\n",
      "russel_10289.txt\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Anakin\\Anaconda3\\lib\\site-packages\\networkx\\generators\\stochastic.py:56: UserWarning: zero out-degree for node FPRX\n",
      "  warnings.warn('zero out-degree for node %s' % u)\n",
      "C:\\Users\\Anakin\\Anaconda3\\lib\\site-packages\\networkx\\generators\\stochastic.py:56: UserWarning: zero out-degree for node CDW\n",
      "  warnings.warn('zero out-degree for node %s' % u)\n",
      "C:\\Users\\Anakin\\Anaconda3\\lib\\site-packages\\networkx\\generators\\stochastic.py:56: UserWarning: zero out-degree for node CECO ENVIRONMENTAL CORP\n",
      "  warnings.warn('zero out-degree for node %s' % u)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "russel_10296.txt\n",
      "russel_10302.txt\n",
      "russel_10303.txt\n",
      "russel_10304.txt\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Anakin\\Anaconda3\\lib\\site-packages\\networkx\\generators\\stochastic.py:56: UserWarning: zero out-degree for node MEDP\n",
      "  warnings.warn('zero out-degree for node %s' % u)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "russel_10306.txt\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Anakin\\Anaconda3\\lib\\site-packages\\networkx\\generators\\stochastic.py:56: UserWarning: zero out-degree for node RUBI\n",
      "  warnings.warn('zero out-degree for node %s' % u)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "russel_10315.txt\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Anakin\\Anaconda3\\lib\\site-packages\\networkx\\generators\\stochastic.py:56: UserWarning: zero out-degree for node COR\n",
      "  warnings.warn('zero out-degree for node %s' % u)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "russel_10317.txt\n",
      "russel_10319.txt\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Anakin\\Anaconda3\\lib\\site-packages\\networkx\\generators\\stochastic.py:56: UserWarning: zero out-degree for node CPLA\n",
      "  warnings.warn('zero out-degree for node %s' % u)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "russel_10323.txt\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Anakin\\Anaconda3\\lib\\site-packages\\networkx\\generators\\stochastic.py:56: UserWarning: zero out-degree for node GRCGORMAN RUPP CO\n",
      "  warnings.warn('zero out-degree for node %s' % u)\n",
      "C:\\Users\\Anakin\\Anaconda3\\lib\\site-packages\\networkx\\generators\\stochastic.py:56: UserWarning: zero out-degree for node WWEATHERFORD INTL PLC\n",
      "  warnings.warn('zero out-degree for node %s' % u)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "russel_10327.txt\n",
      "russel_10330.txt\n",
      "russel_10332.txt\n",
      "russel_10333.txt\n",
      "russel_10334.txt\n",
      "russel_10336.txt\n",
      "russel_10339.txt\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Anakin\\Anaconda3\\lib\\site-packages\\networkx\\generators\\stochastic.py:56: UserWarning: zero out-degree for node NNBR\n",
      "  warnings.warn('zero out-degree for node %s' % u)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "russel_10344.txt\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Anakin\\Anaconda3\\lib\\site-packages\\networkx\\generators\\stochastic.py:56: UserWarning: zero out-degree for node WFT\n",
      "  warnings.warn('zero out-degree for node %s' % u)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "russel_10346.txt\n",
      "russel_10350.txt\n",
      "russel_10351.txt\n",
      "russel_10352.txt\n",
      "russel_10353.txt\n",
      "russel_10354.txt\n",
      "russel_10355.txt\n",
      "russel_10356.txt\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Anakin\\Anaconda3\\lib\\site-packages\\networkx\\generators\\stochastic.py:56: UserWarning: zero out-degree for node WASH\n",
      "  warnings.warn('zero out-degree for node %s' % u)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "russel_10357.txt\n",
      "russel_10358.txt\n",
      "russel_10360.txt\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Anakin\\Anaconda3\\lib\\site-packages\\networkx\\generators\\stochastic.py:56: UserWarning: zero out-degree for node CVRS\n",
      "  warnings.warn('zero out-degree for node %s' % u)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "russel_10361.txt\n",
      "russel_10362.txt\n",
      "russel_10366.txt\n",
      "Wall time: 2min 58s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "PageRankScore = dict()\n",
    "for i in AllGraph:\n",
    "    try:\n",
    "        PageRankScore[i]=nx.pagerank(AllGraph[i],max_iter=200)\n",
    "    except:\n",
    "        print(i)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "244"
      ]
     },
     "execution_count": 117,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(AllGraph)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "198"
      ]
     },
     "execution_count": 116,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(PageRankScore)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "PageRankData = pd.DataFrame.from_dict?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "PageRankData = pd.DataFrame.from_dict(PageRankScore,orient='index')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {},
   "outputs": [],
   "source": [
    "PageRankData.to_csv(\"PageRankRussel3000.csv\",index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Visualize the Dynamic Change of Stock Network"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
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