3-Python-For-Finance.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Provides ways to work with large multidimensional arrays\n",
    "import numpy as np \n",
    "# Allows for further data manipulation and analysis\n",
    "import pandas as pd\n",
    "from pandas_datareader import data as web # Reads stock data \n",
    "import seaborn as sns\n",
    "sns.set_style(\"darkgrid\")\n",
    "import matplotlib.pyplot as plt # Plotting\n",
    "import matplotlib.dates as mdates # Styling dates\n",
    "%matplotlib inline\n",
    "\n",
    "import datetime as dt # For defining dates\n",
    "import mplfinance as mpf # Matplotlib finance\n",
    "\n",
    "import time\n",
    "\n",
    "# Used to get data from a directory\n",
    "import os\n",
    "from os import listdir\n",
    "from os.path import isfile, join\n",
    "\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Dates"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Define path to files\n",
    "PATH = \"./Stocks/\"\n",
    "\n",
    "# Start date defaults\n",
    "S_YEAR = 2017\n",
    "S_MONTH = 1\n",
    "S_DAY = 3\n",
    "S_DATE_STR = \"2017-01-03\"\n",
    "S_DATE_DATETIME = dt.datetime(S_YEAR, S_MONTH, S_DAY)\n",
    "\n",
    "# End date defaults\n",
    "E_YEAR = 2021\n",
    "E_MONTH = 8\n",
    "E_DAY = 19\n",
    "E_DATE_STR = \"2021-08-19\"\n",
    "E_DATE_DATETIME = dt.datetime(E_YEAR, E_MONTH, E_DAY)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Get Stock File Names in a List"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['A', 'AA', 'AAL', 'AAME', 'AAOI', 'AAON', 'AAP', 'AAPL', 'AAT', 'AAWW', 'ABBV', 'ABC', 'ABCB', 'ABEO', 'ABG', 'ABIO', 'ABM', 'ABMD', 'ABR', 'ABT', 'ABTX', 'AC', 'ACAD', 'ACBI', 'ACC', 'ACCO', 'ACER', 'ACGL', 'ACHC', 'ACHV', 'ACIW', 'ACLS', 'ACM', 'ACMR', 'ACN', 'ACNB', 'ACOR', 'ACRE', 'ACRS', 'ACRX', 'ACTG', 'ACU', 'ACY', 'ADBE', 'ADC', 'ADES', 'ADI', 'ADM', 'ADMA', 'ADMP', 'ADMS', 'ADNT', 'ADP', 'ADS', 'ADSK', 'ADTN', 'ADUS', 'ADVM', 'ADXS', 'AE', 'AEE', 'AEHR', 'AEIS', 'AEL', 'AEMD', 'AEO', 'AEP', 'AERI', 'AES', 'AEY', 'AFG', 'AFI', 'AFL', 'AGCO', 'AGEN', 'AGFS', 'AGIO', 'AGLE', 'AGM', 'AGNC', 'AGO', 'AGR', 'AGRX', 'AGTC', 'AGX', 'AGYS', 'AHH', 'AHT', 'AIG', 'AIMC', 'AIN', 'AINC', 'AIR', 'AIRG', 'AIRI', 'AIRT', 'AIT', 'AIV', 'AIZ', 'AJG', 'AJRD', 'AJX', 'AKAM', 'AKBA', 'AKR', 'AKTS', 'AL', 'ALB', 'ALBO', 'ALCO', 'ALDX', 'ALE', 'ALEX', 'ALG', 'ALGN', 'ALGT', 'ALJJ', 'ALK', 'ALKS', 'ALL', 'ALLE', 'ALLY', 'ALNA', 'ALNY', 'ALOT', 'ALPN', 'ALRM', 'ALSN', 'ALT', 'ALTR', 'ALV', 'ALX', 'ALXN', 'AM', 'AMAT', 'AMBC', 'AMC', 'AMCX', 'AMD', 'AME', 'AMED', 'AMG', 'AMGN', 'AMH', 'AMKR', 'AMN', 'AMNB', 'AMOT', 'AMP', 'AMPE', 'AMPH', 'AMRC', 'AMRK', 'AMRS', 'AMS', 'AMSC', 'AMSF', 'AMSWA', 'AMT', 'AMTX', 'AMWD', 'AMZN', 'AN', 'ANAB', 'ANAT', 'ANDE', 'ANET', 'ANF', 'ANGI', 'ANGO', 'ANIK', 'ANIP', 'ANIX', 'ANSS', 'ANTM', 'AON', 'AOS', 'AOSL', 'AP', 'APA', 'APAM', 'APD', 'APDN', 'APEI', 'APEN', 'APH', 'APLE', 'APLS', 'APOG', 'APPF', 'APPN', 'APPS', 'APRN', 'APT', 'APTS', 'APTV', 'APVO', 'AQB', 'AQMS', 'AQUA', 'AR', 'ARAV', 'ARAY', 'ARC', 'ARCB', 'ARCH', 'ARDX', 'ARE', 'ARES', 'ARGO', 'ARI', 'ARKR', 'ARL', 'ARMK', 'ARNA', 'AROC', 'AROW', 'ARR', 'ARTNA', 'ARTW', 'ARW', 'ARWR', 'ASB', 'ASGN', 'ASH', 'ASIX', 'ASMB', 'ASPN', 'ASPS', 'ASRT', 'ASRV', 'ASTC', 'ASTE', 'ASUR', 'ASYS', 'ATEC', 'ATEN', 'ATGE', 'ATH', 'ATHX', 'ATI', 'ATKR', 'ATLC', 'ATLO', 'ATNI', 'ATNM', 'ATNX', 'ATO', 'ATOS', 'ATR', 'ATRA', 'ATRC', 'ATRI', 'ATRO', 'ATRS', 'ATSG', 'ATUS', 'ATVI', 'AUBN', 'AUMN', 'AUTO', 'AVA', 'AVAV', 'AVB', 'AVD', 'AVEO', 'AVGO', 'AVGR', 'AVID', 'AVNS', 'AVNW', 'AVT', 'AVXL', 'AVY', 'AVYA', 'AWI', 'AWK', 'AWR', 'AWRE', 'AX', 'AXAS', 'AXDX', 'AXGN', 'AXL', 'AXP', 'AXR', 'AXS', 'AXSM', 'AXTA', 'AXTI', 'AYI', 'AYX', 'AZO', 'AZPN', 'AZZ', 'B', 'BA', 'BAC', 'BAH', 'BANC', 'BAND', 'BANF', 'BANR', 'BATRA', 'BATRK', 'BAX', 'BBBY', 'BBCP', 'BBGI', 'BBSI', 'BBW', 'BBY', 'BC', 'BCBP', 'BCC', 'BCEI', 'BCLI', 'BCO', 'BCOR', 'BCOV', 'BCPC', 'BCRX', 'BDC', 'BDL', 'BDN', 'BDSI', 'BDX', 'BECN', 'BELFA', 'BELFB', 'BEN', 'BERY', 'BFAM', 'BFIN', 'BFS', 'BG', 'BGCP', 'BGFV', 'BGS', 'BGSF', 'BH', 'BHB', 'BHE', 'BHF', 'BHLB', 'BHR', 'BHVN', 'BIG', 'BIIB', 'BIO', 'BIOC', 'BIOL', 'BJRI', 'BK', 'BKD', 'BKE', 'BKH', 'BKI', 'BKNG', 'BKSC', 'BKTI', 'BKU', 'BL', 'BLBD', 'BLCM', 'BLD', 'BLDR', 'BLFS', 'BLK', 'BLKB', 'BLL', 'BLMN', 'BLUE', 'BMI', 'BMRC', 'BMRN', 'BMTC', 'BMY', 'BNED', 'BNFT', 'BOCH', 'BOH', 'BOKF', 'BOMN', 'BOOM', 'BOOT', 'BOTJ', 'BOX', 'BPFH', 'BPMC', 'BPOP', 'BPRN', 'BPTH', 'BR', 'BRC', 'BRG', 'BRID', 'BRKL', 'BRKR', 'BRKS', 'BRN', 'BRO', 'BRT', 'BRX', 'BSET', 'BSGM', 'BSQR', 'BSRR', 'BSX', 'BTN', 'BTU', 'BURL', 'BUSE', 'BW', 'BWA', 'BWEN', 'BWFG', 'BWXT', 'BXC', 'BXMT', 'BXP', 'BXS', 'BY', 'BYD', 'BYFC', 'BZH', 'C', 'CABO', 'CAC', 'CACC', 'CACI', 'CADE', 'CAG', 'CAH', 'CAI', 'CAKE', 'CAL', 'CALA', 'CALM', 'CALX', 'CAMP', 'CAPR', 'CAR', 'CARA', 'CARG', 'CARS', 'CASA', 'CASH', 'CASI', 'CASS', 'CASY', 'CAT', 'CATB', 'CATC', 'CATO', 'CATY', 'CB', 'CBAN', 'CBAY', 'CBB', 'CBFV', 'CBIO', 'CBLI', 'CBOE', 'CBRE', 'CBRL', 'CBSH', 'CBT', 'CBTX', 'CBU', 'CBZ', 'CC', 'CCBG', 'CCF', 'CCI', 'CCK', 'CCL', 'CCMP', 'CCNE', 'CCO', 'CCOI', 'CCRN', 'CCS', 'CCXI', 'CDE', 'CDEV', 'CDK', 'CDMO', 'CDNA', 'CDNS', 'CDR', 'CDTX', 'CDW', 'CDXC', 'CDXS', 'CDZI', 'CE', 'CECE', 'CEI', 'CEIX', 'CELC', 'CELH', 'CEMI', 'CENT', 'CENTA', 'CENX', 'CERC', 'CERN', 'CERS', 'CETX', 'CEVA', 'CF', 'CFBK', 'CFFI', 'CFFN', 'CFG', 'CFMS', 'CFR', 'CFX', 'CGNX', 'CHCI', 'CHCO', 'CHCT', 'CHD', 'CHDN', 'CHE', 'CHEF', 'CHGG', 'CHH', 'CHMA', 'CHMG', 'CHMI', 'CHRS', 'CHRW', 'CHS', 'CHTR', 'CHUY', 'CI', 'CIA', 'CIDM', 'CIEN', 'CIM', 'CINF', 'CIO', 'CIR', 'CIT', 'CIVB', 'CIX', 'CIZN', 'CKX', 'CL', 'CLAR', 'CLB', 'CLBS', 'CLDR', 'CLDT', 'CLDX', 'CLF', 'CLFD', 'CLH', 'CLI', 'CLIR', 'CLNE', 'CLPR', 'CLR', 'CLRB', 'CLRO', 'CLSN', 'CLVS', 'CLW', 'CLX', 'CLXT', 'CMA', 'CMC', 'CMCO', 'CMCSA', 'CMCT', 'CME', 'CMG', 'CMI', 'CMO', 'CMP', 'CMRX', 'CMS', 'CMT', 'CMTL', 'CNA', 'CNBKA', 'CNC', 'CNCE', 'CNDT', 'CNFR', 'CNK', 'CNMD', 'CNNE', 'CNO', 'CNOB', 'CNP', 'CNS', 'CNSL', 'CNTY', 'CNX', 'CNXN', 'CODA', 'COF', 'COG', 'COHN', 'COHR', 'COHU', 'COKE', 'COLB', 'COLL', 'COLM', 'COMM', 'CONE', 'CONN', 'COO', 'COOP', 'COP', 'COR', 'CORE', 'CORR', 'CORT', 'COST', 'COTY', 'COUP', 'COWN', 'CPB', 'CPE', 'CPF', 'CPHC', 'CPIX', 'CPK', 'CPRI', 'CPRT', 'CPRX', 'CPS', 'CPSH', 'CPSI', 'CPSS', 'CPT', 'CR', 'CRAI', 'CRBP', 'CREE', 'CRI', 'CRIS', 'CRK', 'CRL', 'CRM', 'CRMD', 'CRMT', 'CROX', 'CRS', 'CRUS', 'CRVL', 'CRVS', 'CRWS', 'CRY', 'CSCO', 'CSGP', 'CSGS', 'CSII', 'CSL', 'CSLT', 'CSOD', 'CSPI', 'CSTR', 'CSU', 'CSV', 'CSWI', 'CSX', 'CTAS', 'CTBI', 'CTG', 'CTHR', 'CTIB', 'CTIC', 'CTLT', 'CTMX', 'CTO', 'CTRE', 'CTRN', 'CTS', 'CTSH', 'CTSO', 'CTT', 'CTXS', 'CUBE', 'CUBI', 'CULP', 'CURO', 'CUTR', 'CUZ', 'CVA', 'CVBF', 'CVCO', 'CVCY', 'CVGI', 'CVGW', 'CVI', 'CVLT', 'CVLY', 'CVM', 'CVNA', 'CVR', 'CVS', 'CVU', 'CVV', 'CVX', 'CW', 'CWBC', 'CWBR', 'CWEN', 'CWH', 'CWST', 'CWT', 'CXP', 'CXW', 'CYAN', 'CYBE', 'CYCC', 'CYH', 'CYRX', 'CYTK', 'CYTR', 'CZNC', 'CZR', 'CZWI', 'D', 'DAIO', 'DAKT', 'DAL', 'DAN', 'DAR', 'DARE', 'DBD', 'DBI', 'DCI', 'DCO', 'DCOM', 'DCPH', 'DD', 'DDD', 'DDS', 'DE', 'DEA', 'DECK', 'DEI', 'DELL', 'DENN', 'DFIN', 'DFS', 'DG', 'DGICA', 'DGII', 'DGLY', 'DGX', 'DHI', 'DHIL', 'DHR', 'DHX', 'DIN', 'DIOD', 'DIS', 'DISCA', 'DISCK', 'DISH', 'DIT', 'DJCO', 'DK', 'DKS', 'DLA', 'DLB', 'DLHC', 'DLR', 'DLTH', 'DLTR', 'DLX', 'DMRC', 'DNLI', 'DNOW', 'DOC', 'DOOR', 'DORM', 'DOV', 'DPZ', 'DRE', 'DRH', 'DRI', 'DRNA', 'DRQ', 'DRRX', 'DS', 'DSKE', 'DSPG', 'DSS', 'DTE', 'DUK', 'DVA', 'DVAX', 'DVD', 'DVN', 'DWSN', 'DX', 'DXC', 'DXCM', 'DXLG', 'DXPE', 'DXYN', 'DY', 'DZSI', 'EA', 'EARN', 'EAT', 'EBAY', 'EBF', 'EBIX', 'EBMT', 'EBS', 'EBSB', 'EBTC', 'ECHO', 'ECL', 'ECOL', 'ECOM', 'ECPG', 'ED', 'EDIT', 'EDUC', 'EEFT', 'EEX', 'EFC', 'EFOI', 'EFSC', 'EFX', 'EGAN', 'EGBN', 'EGHT', 'EGLE', 'EGP', 'EGRX', 'EGY', 'EHC', 'EHTH', 'EIG', 'EIGR', 'EIX', 'EKSO', 'EL', 'ELF', 'ELMD', 'ELOX', 'ELS', 'ELSE', 'ELVT', 'ELY', 'EMAN', 'EMCF', 'EME', 'EMKR', 'EML', 'EMMS', 'EMN', 'EMR', 'ENDP', 'ENG', 'ENPH', 'ENR', 'ENS', 'ENSG', 'ENSV', 'ENTA', 'ENTG', 'ENV', 'ENVA', 'ENZ', 'EOG', 'EPAM', 'EPAY', 'EPC', 'EPM', 'EPR', 'EPZM', 'EQBK', 'EQC', 'EQIX', 'EQR', 'EQT', 'ERIE', 'ERII', 'ES', 'ESBK', 'ESCA', 'ESE', 'ESGR', 'ESNT', 'ESP', 'ESPR', 'ESRT', 'ESS', 'ESSA', 'ESTE', 'ESXB', 'ETH', 'ETN', 'ETR', 'ETSY', 'EVBG', 'EVBN', 'EVC', 'EVFM', 'EVH', 'EVI', 'EVOK', 'EVOL', 'EVR', 'EVRG', 'EVRI', 'EVTC', 'EW', 'EWBC', 'EXAS', 'EXC', 'EXEL', 'EXLS', 'EXP', 'EXPD', 'EXPE', 'EXPO', 'EXPR', 'EXR', 'EXTN', 'EXTR', 'EYE', 'EYEG', 'EYES', 'EYPT', 'EZPW', 'F', 'FAF', 'FANG', 'FARM', 'FARO', 'FAST', 'FATE', 'FB', 'FBC', 'FBHS', 'FBIO', 'FBIZ', 'FBK', 'FBMS', 'FBNC', 'FBP', 'FC', 'FCAP', 'FCBC', 'FCBP', 'FCCO', 'FCCY', 'FCEL', 'FCF', 'FCFS', 'FCN', 'FCNCA', 'FCPT', 'FCX', 'FDBC', 'FDP', 'FDS', 'FDX', 'FE', 'FEIM', 'FELE', 'FET', 'FEYE', 'FF', 'FFBC', 'FFIC', 'FFIN', 'FFIV', 'FFNW', 'FFWM', 'FGBI', 'FGEN', 'FHB', 'FHN', 'FI', 'FIBK', 'FICO', 'FIS', 'FISI', 'FISV', 'FITB', 'FIVE', 'FIVN', 'FIX', 'FIZZ', 'FL', 'FLDM', 'FLIC', 'FLL', 'FLMN', 'FLNT', 'FLO', 'FLOW', 'FLR', 'FLS', 'FLT', 'FLWS', 'FLXN', 'FLXS', 'FMAO', 'FMBH', 'FMBI', 'FMC', 'FMNB', 'FN', 'FNB', 'FNCB', 'FND', 'FNF', 'FNHC', 'FNKO', 'FNLC', 'FNWB', 'FOE', 'FOLD', 'FONR', 'FOR', 'FORD', 'FORM', 'FORR', 'FOSL', 'FOXF', 'FPI', 'FR', 'FRBA', 'FRBK', 'FRC', 'FRD', 'FRGI', 'FRME', 'FRPH', 'FRPT', 'FRT', 'FRTA', 'FSBW', 'FSFG', 'FSLR', 'FSP', 'FSS', 'FSTR', 'FTEK', 'FTI', 'FTK', 'FTNT', 'FTV', 'FUL', 'FULT', 'FUNC', 'FUSB', 'FVE', 'FWONA', 'FWONK', 'FWRD', 'G', 'GABC', 'GAIA', 'GALT', 'GATX', 'GBCI', 'GBL', 'GBLI', 'GBT', 'GBX', 'GCBC', 'GCI', 'GCO', 'GCP', 'GD', 'GDDY', 'GDEN', 'GDOT', 'GDP', 'GE', 'GEF', 'GENC', 'GEO', 'GEOS', 'GERN', 'GES', 'GEVO', 'GFED', 'GFF', 'GGG', 'GHC', 'GHL', 'GHM', 'GIFI', 'GIII', 'GILD', 'GIS', 'GKOS', 'GLBZ', 'GLDD', 'GLPI', 'GLRE', 'GLT', 'GLW', 'GLYC', 'GM', 'GME', 'GMED', 'GMRE', 'GMS', 'GNCA', 'GNE', 'GNK', 'GNL', 'GNRC', 'GNTX', 'GNTY', 'GNW', 'GOGO', 'GOLF', 'GOOD', 'GOOG', 'GOOGL', 'GORO', 'GPC', 'GPI', 'GPK', 'GPMT', 'GPN', 'GPRE', 'GPRO', 'GPS', 'GPX', 'GRA', 'GRBK', 'GRC', 'GRMN', 'GROW', 'GRPN', 'GS', 'GSAT', 'GSBC', 'GSIT', 'GT', 'GTHX', 'GTIM', 'GTLS', 'GTN', 'GTS', 'GTT', 'GTY', 'GTYH', 'GVA', 'GVP', 'GWB', 'GWGH', 'GWRE', 'GWRS', 'GWW', 'H', 'HA', 'HAE', 'HAFC', 'HAIN', 'HAL', 'HALL', 'HALO', 'HAS', 'HASI', 'HAYN', 'HBAN', 'HBB', 'HBCP', 'HBI', 'HBIO', 'HBMD', 'HBNC', 'HBP', 'HCA', 'HCC', 'HCCI', 'HCHC', 'HCI', 'HCKT', 'HCSG', 'HD', 'HDSN', 'HE', 'HEAR', 'HEES', 'HEI', 'HELE', 'HES', 'HFBL', 'HFC', 'HFWA', 'HGV', 'HHC', 'HI', 'HIBB', 'HIFS', 'HIG', 'HII', 'HIL', 'HIW', 'HL', 'HLF', 'HLI', 'HLIT', 'HLNE', 'HLT', 'HLX', 'HMHC', 'HMN', 'HMNF', 'HMST', 'HMTV', 'HNI', 'HNRG', 'HOFT', 'HOG', 'HOLX', 'HOMB', 'HOME', 'HON', 'HONE', 'HOPE', 'HOV', 'HP', 'HPE', 'HPP', 'HPQ', 'HQY', 'HR', 'HRB', 'HRC', 'HRI', 'HRL', 'HROW', 'HRTG', 'HRTX', 'HSC', 'HSIC', 'HSII', 'HSKA', 'HSON', 'HST', 'HSTM', 'HSY', 'HT', 'HTA', 'HTBI', 'HTBK', 'HTBX', 'HTGM', 'HTH', 'HTLD', 'HTLF', 'HUBB', 'HUBG', 'HUBS', 'HUM', 'HUN', 'HURC', 'HURN', 'HUSA', 'HVT', 'HWBK', 'HWC', 'HWKN', 'HXL', 'HY', 'HZN', 'HZNP', 'HZO', 'IAC', 'IART', 'IBCP', 'IBIO', 'IBKR', 'IBM', 'IBOC', 'IBP', 'IBTX', 'ICAD', 'ICBK', 'ICCC', 'ICD', 'ICE', 'ICFI', 'ICHR', 'ICON', 'ICPT', 'ICUI', 'IDA', 'IDCC', 'IDN', 'IDRA', 'IDT', 'IDXG', 'IDXX', 'IEC', 'IESC', 'IEX', 'IFF', 'IHC', 'III', 'IIIN', 'IIN', 'IIPR', 'IIVI', 'IKNX', 'ILMN', 'IMGN', 'IMH', 'IMKTA', 'IMMR', 'IMXI', 'INBK', 'INCY', 'INDB', 'INFI', 'INFN', 'INFO', 'INFU', 'INGN', 'INGR', 'INN', 'INO', 'INOD', 'INOV', 'INPX', 'INS', 'INSE', 'INSG', 'INSM', 'INSW', 'INT', 'INTC', 'INTG', 'INTT', 'INTU', 'INUV', 'INVA', 'INVE', 'INVH', 'IO', 'IONS', 'IOR', 'IOSP', 'IOVA', 'IP', 'IPAR', 'IPG', 'IPGP', 'IPI', 'IPWR', 'IQV', 'IR', 'IRBT', 'IRDM', 'IRIX', 'IRM', 'IRMD', 'IROQ', 'IRT', 'IRTC', 'IRWD', 'ISBC', 'ISDR', 'ISIG', 'ISNS', 'ISR', 'ISRG', 'ISSC', 'ISTR', 'IT', 'ITCI', 'ITGR', 'ITI', 'ITIC', 'ITRI', 'ITT', 'ITW', 'IVAC', 'IVC', 'IVR', 'IVZ', 'IZEA', 'JACK', 'JAGX', 'JAKK', 'JAX', 'JAZZ', 'JBGS', 'JBHT', 'JBL', 'JBLU', 'JBSS', 'JBT', 'JCI', 'JCOM', 'JCS', 'JCTCF', 'JEF', 'JELD', 'JHG', 'JILL', 'JJSF', 'JKHY', 'JLL', 'JNCE', 'JNJ', 'JNPR', 'JOB', 'JOE', 'JOUT', 'JPM', 'JRVR', 'JVA', 'JWN', 'JYNT', 'K', 'KAI', 'KALA', 'KALU', 'KALV', 'KAMN', 'KAR', 'KBAL', 'KBH', 'KBR', 'KDMN', 'KDP', 'KE', 'KELYA', 'KEQU', 'KEX', 'KEY', 'KEYS', 'KFFB', 'KFRC', 'KFY', 'KHC', 'KIDS', 'KIM', 'KIN', 'KINS', 'KIRK', 'KKR', 'KLAC', 'KLIC', 'KMB', 'KMI', 'KMPH', 'KMPR', 'KMT', 'KMX', 'KN', 'KNL', 'KNSL', 'KNX', 'KO', 'KODK', 'KOP', 'KOPN', 'KOS', 'KPTI', 'KR', 'KRA', 'KRC', 'KREF', 'KRG', 'KRNY', 'KRO', 'KRYS', 'KSS', 'KSU', 'KTCC', 'KTOS', 'KURA', 'KVHI', 'KW', 'KWR', 'L', 'LAD', 'LADR', 'LAKE', 'LAMR', 'LANC', 'LAND', 'LARK', 'LAUR', 'LAWS', 'LAZ', 'LB', 'LBAI', 'LBC', 'LBRDA', 'LBRDK', 'LBTYA', 'LBTYK', 'LC', 'LCI', 'LCII', 'LCNB', 'LCUT', 'LDL', 'LDOS', 'LE', 'LEA', 'LECO', 'LEE', 'LEG', 'LEN', 'LEU', 'LFUS', 'LFVN', 'LGIH', 'LGL', 'LGND', 'LH', 'LHCG', 'LIFE', 'LII', 'LILA', 'LILAK', 'LIN', 'LINC', 'LIND', 'LIQT', 'LITE', 'LIVE', 'LIVN', 'LIVX', 'LJPC', 'LKFN', 'LKQ', 'LL', 'LLNW', 'LLY', 'LMAT', 'LMFA', 'LMNR', 'LMNX', 'LMT', 'LNC', 'LNDC', 'LNG', 'LNN', 'LNT', 'LNTH', 'LOAN', 'LOB', 'LOCO', 'LODE', 'LOOP', 'LOPE', 'LORL', 'LOW', 'LPCN', 'LPG', 'LPI', 'LPLA', 'LPSN', 'LPTH', 'LPX', 'LQDT', 'LRCX', 'LRN', 'LSBK', 'LSCC', 'LSI', 'LSTR', 'LSXMA', 'LSXMK', 'LTBR', 'LTC', 'LTRPA', 'LTRX', 'LUB', 'LULU', 'LUNA', 'LUV', 'LVS', 'LW', 'LWAY', 'LXP', 'LXRX', 'LXU', 'LYB', 'LYTS', 'LYV', 'LZB', 'M', 'MA', 'MAA', 'MAC', 'MACK', 'MAN', 'MANH', 'MANT', 'MAR', 'MARA', 'MARK', 'MAS', 'MASI', 'MAT', 'MATW', 'MATX', 'MAYS', 'MBCN', 'MBI', 'MBII', 'MBIN', 'MBIO', 'MBOT', 'MBUU', 'MBWM', 'MC', 'MCB', 'MCBC', 'MCD', 'MCF', 'MCFT', 'MCHP', 'MCHX', 'MCK', 'MCO', 'MCRB', 'MCRI', 'MCS', 'MCY', 'MD', 'MDB', 'MDC', 'MDGL', 'MDLY', 'MDLZ', 'MDP', 'MDRX', 'MDT', 'MDU', 'MED', 'MEDP', 'MEI', 'MEIP', 'MERC', 'MET', 'MFA', 'MFNC', 'MG', 'MGEE', 'MGI', 'MGLN', 'MGM', 'MGNX', 'MGPI', 'MGRC', 'MGY', 'MGYR', 'MHH', 'MHK', 'MHLD', 'MHO', 'MIC', 'MICR', 'MICT', 'MIDD', 'MIND', 'MITK', 'MITT', 'MKC', 'MKL', 'MKSI', 'MKTX', 'MLAB', 'MLHR', 'MLI', 'MLM', 'MLND', 'MLP', 'MLR', 'MLSS', 'MLVF', 'MMAC', 'MMC', 'MMI', 'MMM', 'MMS', 'MMSI', 'MN', 'MNKD', 'MNOV', 'MNR', 'MNRO', 'MNST', 'MNTX', 'MO', 'MOBL', 'MOD', 'MODN', 'MOFG', 'MOH', 'MORN', 'MOS', 'MOSY', 'MOV', 'MPAA', 'MPB', 'MPC', 'MPW', 'MPWR', 'MPX', 'MRAM', 'MRC', 'MRCY', 'MRIN', 'MRK', 'MRKR', 'MRLN', 'MRNS', 'MRO', 'MRSN', 'MRTN', 'MRTX', 'MRVL', 'MS', 'MSA', 'MSBI', 'MSCI', 'MSEX', 'MSFT', 'MSGN', 'MSI', 'MSM', 'MSN', 'MSON', 'MSTR', 'MTB', 'MTCH', 'MTD', 'MTDR', 'MTEM', 'MTEX', 'MTG', 'MTH', 'MTN', 'MTNB', 'MTOR', 'MTRN', 'MTRX', 'MTSI', 'MTW', 'MTX', 'MTZ', 'MU', 'MUR', 'MUSA', 'MUX', 'MVBF', 'MVIS', 'MWA', 'MXIM', 'MXL', 'MYE', 'MYGN', 'MYRG', 'NAII', 'NATH', 'NATI', 'NATR', 'NAV', 'NAVB', 'NAVI', 'NBEV', 'NBHC', 'NBIX', 'NBN', 'NBR', 'NBTB', 'NBY', 'NC', 'NCBS', 'NCLH', 'NCMI', 'NCR', 'NCSM', 'NDAQ', 'NDLS', 'NDSN', 'NEE', 'NEM', 'NEO', 'NEOG', 'NEON', 'NERV', 'NETE', 'NEU', 'NEWR', 'NFBK', 'NFG', 'NFLX', 'NGS', 'NGVC', 'NGVT', 'NHC', 'NHI', 'NHTC', 'NI', 'NICK', 'NJR', 'NKE', 'NKSH', 'NKTR', 'NL', 'NLS', 'NLSN', 'NLY', 'NMIH', 'NMRK', 'NNBR', 'NNI', 'NNN', 'NNVC', 'NOC', 'NODK', 'NOG', 'NOV', 'NOVT', 'NOW', 'NP', 'NPK', 'NPO', 'NPTN', 'NR', 'NRC', 'NRG', 'NRIM', 'NRZ', 'NSA', 'NSC', 'NSEC', 'NSIT', 'NSP', 'NSSC', 'NSTG', 'NTAP', 'NTCT', 'NTGR', 'NTIC', 'NTIP', 'NTLA', 'NTNX', 'NTRA', 'NTRS', 'NTWK', 'NUAN', 'NUE', 'NURO', 'NUS', 'NUVA', 'NVAX', 'NVDA', 'NVEC', 'NVEE', 'NVFY', 'NVIV', 'NVR', 'NVRO', 'NVTA', 'NWBI', 'NWE', 'NWFL', 'NWHM', 'NWL', 'NWLI', 'NWN', 'NWPX', 'NWS', 'NWSA', 'NX', 'NXGN', 'NXRT', 'NXST', 'NXTD', 'NYCB', 'NYMT', 'NYT', 'O', 'OAS', 'OBCI', 'OC', 'OCC', 'OCFC', 'OCN', 'OCUL', 'OCX', 'ODC', 'ODFL', 'ODP', 'ODT', 'OESX', 'OFC', 'OFED', 'OFG', 'OFIX', 'OFLX', 'OGE', 'OGEN', 'OGS', 'OHI', 'OI', 'OII', 'OIS', 'OKE', 'OKTA', 'OLED', 'OLLI', 'OLN', 'OLP', 'OMC', 'OMCL', 'OMER', 'OMEX', 'OMF', 'OMI', 'ON', 'ONB', 'ONCS', 'ONTX', 'ONVO', 'OOMA', 'OPGN', 'OPI', 'OPK', 'OPOF', 'OPRX', 'OPTN', 'OPTT', 'OPY', 'ORA', 'ORBC', 'ORC', 'ORCL', 'ORGO', 'ORI', 'ORLY', 'ORN', 'ORRF', 'OSBC', 'OSG', 'OSIS', 'OSK', 'OSPN', 'OSTK', 'OSUR', 'OTIC', 'OTTR', 'OUT', 'OVBC', 'OVLY', 'OXM', 'OXY', 'OZK', 'PACB', 'PACW', 'PAG', 'PAHC', 'PANL', 'PANW', 'PAR', 'PARR', 'PATI', 'PATK', 'PAYC', 'PAYX', 'PB', 'PBCT', 'PBF', 'PBH', 'PBHC', 'PBI', 'PBIP', 'PBPB', 'PBYI', 'PCAR', 'PCH', 'PCRX', 'PCSB', 'PCTI', 'PCTY', 'PCYG', 'PCYO', 'PDCE', 'PDCO', 'PDEX', 'PDFS', 'PDLB', 'PDM', 'PEB', 'PEBK', 'PEBO', 'PED', 'PEG', 'PEGA', 'PEI', 'PEN', 'PENN', 'PEP', 'PESI', 'PETQ', 'PETS', 'PFBC', 'PFBI', 'PFE', 'PFG', 'PFGC', 'PFIE', 'PFIN', 'PFIS', 'PFMT', 'PFPT', 'PFS', 'PFSW', 'PG', 'PGC', 'PGR', 'PGRE', 'PGTI', 'PH', 'PHIO', 'PHM', 'PHX', 'PI', 'PII', 'PINC', 'PJT', 'PK', 'PKBK', 'PKE', 'PKG', 'PKI', 'PKOH', 'PLAB', 'PLAY', 'PLBC', 'PLCE', 'PLD', 'PLNT', 'PLOW', 'PLPC', 'PLSE', 'PLUG', 'PLUS', 'PLXP', 'PLXS', 'PLYA', 'PLYM', 'PM', 'PMBC', 'PMD', 'PMT', 'PMTS', 'PNBK', 'PNC', 'PNFP', 'PNM', 'PNR', 'PNRG', 'PNW', 'PODD', 'POOL', 'POR', 'POST', 'POWI', 'POWL', 'PPBI', 'PPC', 'PPG', 'PPIH', 'PPL', 'PPSI', 'PQG', 'PRA', 'PRAA', 'PRAH', 'PRFT', 'PRGO', 'PRGS', 'PRI', 'PRIM', 'PRK', 'PRLB', 'PRMW', 'PRO', 'PROV', 'PRPH', 'PRTA', 'PRTK', 'PRTS', 'PRTY', 'PRU', 'PSA', 'PSB', 'PSMT', 'PSTG', 'PSX', 'PTC', 'PTCT', 'PTE', 'PTEN', 'PTGX', 'PTN', 'PTSI', 'PULM', 'PUMP', 'PVAC', 'PVBC', 'PVH', 'PW', 'PWOD', 'PWR', 'PXD', 'PXLW', 'PYPL', 'PZG', 'PZN', 'PZZA', 'QADA', 'QADB', 'QCOM', 'QCRH', 'QDEL', 'QLYS', 'QNST', 'QRHC', 'QRTEA', 'QRVO', 'QTRX', 'QTS', 'QTWO', 'QUAD', 'QUIK', 'QUMU', 'QUOT', 'R', 'RAD', 'RAIL', 'RAMP', 'RARE', 'RAVE', 'RAVN', 'RBB', 'RBBN', 'RBC', 'RBCAA', 'RBCN', 'RBNC', 'RC', 'RCII', 'RCKT', 'RCKY', 'RCL', 'RCM', 'RCMT', 'RDFN', 'RDI', 'RDN', 'RDNT', 'RDUS', 'RE', 'REED', 'REFR', 'REG', 'REGI', 'REGN', 'REI', 'RELL', 'RELV', 'REPH', 'RES', 'RESN', 'RETA', 'REV', 'REVG', 'REX', 'REXR', 'RF', 'RFIL', 'RFP', 'RGA', 'RGCO', 'RGEN', 'RGLD', 'RGLS', 'RGNX', 'RGR', 'RGS', 'RH', 'RHE', 'RHI', 'RHP', 'RIBT', 'RICK', 'RIG', 'RIGL', 'RILY', 'RIOT', 'RJF', 'RKDA', 'RL', 'RLGT', 'RLGY', 'RLI', 'RLJ', 'RM', 'RMAX', 'RMBS', 'RMCF', 'RMD', 'RMR', 'RMTI', 'RNDB', 'RNG', 'RNR', 'RNST', 'RNWK', 'ROCK', 'ROG', 'ROIC', 'ROK', 'ROKU', 'ROL', 'ROLL', 'ROP', 'ROST', 'RPAI', 'RPD', 'RPM', 'RPT', 'RRC', 'RRD', 'RRGB', 'RRR', 'RRTS', 'RS', 'RSG', 'RUN', 'RUSHA', 'RUSHB', 'RUTH', 'RVNC', 'RVP', 'RVSB', 'RWT', 'RXN', 'RYAM', 'RYI', 'RYN', 'RYTM', 'SABR', 'SACH', 'SAFE', 'SAFM', 'SAFT', 'SAGE', 'SAH', 'SAIA', 'SAIC', 'SAIL', 'SAL', 'SALM', 'SAM', 'SAMG', 'SANM', 'SANW', 'SASR', 'SATS', 'SAVE', 'SBAC', 'SBCF', 'SBFG', 'SBGI', 'SBH', 'SBNY', 'SBOW', 'SBRA', 'SBSI', 'SBT', 'SBUX', 'SC', 'SCHL', 'SCHN', 'SCHW', 'SCI', 'SCL', 'SCON', 'SCOR', 'SCS', 'SCSC', 'SCVL', 'SCWX', 'SCX', 'SCYX', 'SD', 'SDPI', 'SEAC', 'SEAS', 'SEB', 'SEDG', 'SEE', 'SEIC', 'SELB', 'SELF', 'SEM', 'SENEA', 'SENEB', 'SENS', 'SESN', 'SF', 'SFBC', 'SFBS', 'SFE', 'SFIX', 'SFM', 'SFNC', 'SFST', 'SGA', 'SGC', 'SGEN', 'SGH', 'SGMA', 'SGMO', 'SGMS', 'SGRP', 'SGRY', 'SHAK', 'SHBI', 'SHEN', 'SHO', 'SHOO', 'SHSP', 'SHW', 'SIEB', 'SIEN', 'SIF', 'SIG', 'SIGA', 'SIGI', 'SINT', 'SIRI', 'SITC', 'SITE', 'SIVB', 'SIX', 'SJI', 'SJM', 'SJW', 'SKT', 'SKX', 'SKY', 'SKYW', 'SLAB', 'SLB', 'SLCA', 'SLCT', 'SLG', 'SLGN', 'SLM', 'SLNO', 'SLP', 'SLS', 'SM', 'SMBC', 'SMBK', 'SMED', 'SMG', 'SMIT', 'SMMF', 'SMP', 'SMPL', 'SMSI', 'SMTC', 'SNA', 'SNAP', 'SNBR', 'SNCR', 'SND', 'SNDR', 'SNDX', 'SNFCA', 'SNOA', 'SNPS', 'SNR', 'SNV', 'SNX', 'SO', 'SOHO', 'SOI', 'SON', 'SP', 'SPB', 'SPG', 'SPGI', 'SPKE', 'SPLK', 'SPNE', 'SPOK', 'SPPI', 'SPR', 'SPRO', 'SPRT', 'SPSC', 'SPTN', 'SPWH', 'SPWR', 'SPXC', 'SQ', 'SQBG', 'SR', 'SRC', 'SRCE', 'SRCL', 'SRDX', 'SRE', 'SREV', 'SRG', 'SRI', 'SRNE', 'SRPT', 'SRT', 'SRTS', 'SSB', 'SSBI', 'SSD', 'SSKN', 'SSNC', 'SSP', 'SSTI', 'SSTK', 'ST', 'STAA', 'STAG', 'STAR', 'STBA', 'STC', 'STCN', 'STE', 'STFC', 'STKS', 'STL', 'STLD', 'STMP', 'STOR', 'STRA', 'STRL', 'STRM', 'STRS', 'STRT', 'STT', 'STWD', 'STX', 'STZ', 'SUI', 'SUM', 'SUMR', 'SUNW', 'SUP', 'SUPN', 'SVBI', 'SVRA', 'SVT', 'SWCH', 'SWK', 'SWKS', 'SWM', 'SWN', 'SWX', 'SXC', 'SXI', 'SXT', 'SYBT', 'SYBX', 'SYF', 'SYK', 'SYKE', 'SYN', 'SYNA', 'SYNH', 'SYNL', 'SYPR', 'SYRS', 'SYX', 'SYY', 'T', 'TACO', 'TACT', 'TAIT', 'TAP', 'TAST', 'TAYD', 'TBBK', 'TBI', 'TBK', 'TBNK', 'TBPH', 'TCBI', 'TCBK', 'TCFC', 'TCI', 'TCMD', 'TCON', 'TCS', 'TDC', 'TDG', 'TDOC', 'TDS', 'TDW', 'TDY', 'TECH', 'TEL', 'TELL', 'TEN', 'TENX', 'TER', 'TESS', 'TEUM', 'TEX', 'TFSL', 'TFX', 'TG', 'TGEN', 'TGI', 'TGLS', 'TGNA', 'TGT', 'TGTX', 'THC', 'THFF', 'THG', 'THO', 'THR', 'THRM', 'THS', 'TILE', 'TIPT', 'TISI', 'TITN', 'TJX', 'TKR', 'TLGT', 'TLYS', 'TMHC', 'TMO', 'TMP', 'TMST', 'TMUS', 'TNC', 'TNDM', 'TNET', 'TNXP', 'TOL', 'TOWN', 'TPB', 'TPC', 'TPH', 'TPHS', 'TPIC', 'TPR', 'TPX', 'TR', 'TRC', 'TRCH', 'TREC', 'TREE', 'TREX', 'TRGP', 'TRHC', 'TRIP', 'TRMB', 'TRMK', 'TRN', 'TRNO', 'TRNS', 'TROW', 'TROX', 'TRS', 'TRST', 'TRT', 'TRTN', 'TRTX', 'TRU', 'TRUP', 'TRV', 'TRVN', 'TSBK', 'TSC', 'TSCO', 'TSE', 'TSLA', 'TSN', 'TSQ', 'TTC', 'TTD', 'TTEC', 'TTEK', 'TTGT', 'TTI', 'TTMI', 'TTNP', 'TTOO', 'TTWO', 'TUP', 'TUSK', 'TVTY', 'TWI', 'TWIN', 'TWLO', 'TWNK', 'TWO', 'TWOU', 'TWTR', 'TXMD', 'TXN', 'TXRH', 'TXT', 'TYL', 'TYME', 'TZOO', 'UA', 'UAA', 'UAL', 'UAMY', 'UBA', 'UBCP', 'UBFO', 'UBOH', 'UBSI', 'UCBI', 'UCTT', 'UDR', 'UE', 'UEC', 'UEIC', 'UFAB', 'UFCS', 'UFI', 'UFPI', 'UFPT', 'UFS', 'UG', 'UGI', 'UHAL', 'UHS', 'UHT', 'UIHC', 'UIS', 'ULBI', 'ULH', 'ULTA', 'UMBF', 'UMH', 'UMPQ', 'UNAM', 'UNB', 'UNF', 'UNFI', 'UNH', 'UNIT', 'UNM', 'UNP', 'UNTY', 'UNVR', 'UONE', 'UONEK', 'UPLD', 'UPS', 'URBN', 'URI', 'USAK', 'USAP', 'USB', 'USCR', 'USEG', 'USFD', 'USIO', 'USLM', 'USM', 'USNA', 'USPH', 'UTHR', 'UTI', 'UTL', 'UTMD', 'UUU', 'UVE', 'UVSP', 'UVV', 'V', 'VAC', 'VALU', 'VBFC', 'VBIV', 'VBTX', 'VC', 'VCEL', 'VCRA', 'VCYT', 'VEC', 'VECO', 'VEEV', 'VER', 'VERI', 'VERU', 'VFC', 'VG', 'VGR', 'VHC', 'VIAV', 'VICR', 'VIRC', 'VIRT', 'VISL', 'VIVO', 'VKTX', 'VLGEA', 'VLO', 'VLY', 'VMC', 'VMI', 'VMW', 'VNCE', 'VNDA', 'VNO', 'VNRX', 'VNTR', 'VOXX', 'VOYA', 'VPG', 'VRA', 'VRAY', 'VREX', 'VRNS', 'VRNT', 'VRRM', 'VRS', 'VRSK', 'VRSN', 'VRTS', 'VRTV', 'VRTX', 'VSAT', 'VSEC', 'VSH', 'VST', 'VSTM', 'VSTO', 'VTNR', 'VTR', 'VTVT', 'VUZI', 'VVI', 'VVV', 'VXRT', 'VYGR', 'VZ', 'W', 'WAB', 'WABC', 'WAFD', 'WAL', 'WASH', 'WAT', 'WATT', 'WBA', 'WBS', 'WBT', 'WCC', 'WD', 'WDAY', 'WDC', 'WDFC', 'WEC', 'WELL', 'WEN', 'WERN', 'WETF', 'WEX', 'WEYS', 'WFC', 'WGO', 'WHG', 'WHLM', 'WHLR', 'WHR', 'WINA', 'WING', 'WIRE', 'WK', 'WKHS', 'WLDN', 'WLFC', 'WLK', 'WLL', 'WLTW', 'WM', 'WMB', 'WMC', 'WMK', 'WMS', 'WMT', 'WNC', 'WNEB', 'WOR', 'WOW', 'WPC', 'WPG', 'WRB', 'WRE', 'WRI', 'WRK', 'WRLD', 'WSBC', 'WSBF', 'WSC', 'WSFS', 'WSM', 'WSO', 'WSR', 'WST', 'WSTG', 'WSTL', 'WTBA', 'WTFC', 'WTI', 'WTM', 'WTRH', 'WTS', 'WTT', 'WTTR', 'WU', 'WVE', 'WVFC', 'WVVI', 'WW', 'WWD', 'WWE', 'WWR', 'WWW', 'WY', 'WYNN', 'WYY', 'X', 'XBIT', 'XEC', 'XEL', 'XELA', 'XELB', 'XENT', 'XFOR', 'XHR', 'XLNX', 'XLRN', 'XNCR', 'XOM', 'XOMA', 'XONE', 'XPER', 'XPL', 'XPO', 'XRAY', 'XRX', 'XSPA', 'XTNT', 'XXII', 'XYL', 'Y', 'YELP', 'YEXT', 'YORW', 'YTEN', 'YUM', 'Z', 'ZBH', 'ZBRA', 'ZDGE', 'ZEN', 'ZEUS', 'ZG', 'ZGNX', 'ZION', 'ZIOP', 'ZIXI', 'ZNGA', 'ZSAN', 'ZTS', 'ZUMZ', 'ZYNE', 'ZYXI']\n"
     ]
    }
   ],
   "source": [
    "files = [x for x in listdir(PATH) if isfile(join(PATH, x))]\n",
    "tickers = [os.path.splitext(x)[0] for x in files]\n",
    "\n",
    "tickers.sort()\n",
    "print(tickers)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Function that Returns a Dataframe from a CSV"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Reads a dataframe from the CSV file, changes index to date and returns it\n",
    "def get_df_from_csv(ticker):\n",
    "    # Try to get the file and if it doesn't exist issue a warning\n",
    "    try:\n",
    "        df = pd.read_csv(PATH + ticker + '.csv')\n",
    "    except FileNotFoundError:\n",
    "        print(\"File Doesn't Exist\")\n",
    "    else:\n",
    "        return df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Function that Saves Dataframe to CSV"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def save_dataframe_to_csv(df, ticker):\n",
    "    df.to_csv(PATH + ticker + '.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Return 1st Valid Date in Dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Receives a start and end date and returns the 1st date in that range\n",
    "def get_valid_dates(df, sdate, edate):\n",
    "    try:\n",
    "        mask = (df[\"Date\"] > sdate) & (df[\"Date\"] <= edate)\n",
    "        sm_df = df.loc[mask]\n",
    "        sm_df = sm_df.set_index([\"Date\"])\n",
    "        \n",
    "        # Get smallest date that matches\n",
    "        sm_date = sm_df.index.min()\n",
    "        last_date = sm_df.index.max()\n",
    "        \n",
    "        # Add leading zeros to date\n",
    "        # Split string on - and if a number is less than 2 add a zero in front\n",
    "        date_leading = '-'.join(('0' if len(x)<2 else '')+x for x in sm_date.split('-'))\n",
    "        date_ending = '-'.join(('0' if len(x)<2 else '')+x for x in last_date.split('-'))\n",
    "        print(date_leading, \" \", date_ending)\n",
    "    except Exception:\n",
    "        print(\"Date Corrupted\")\n",
    "    else:\n",
    "        return date_leading, date_ending"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Returns Return on Investment over Time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def roi_between_dates(df, sdate, edate):\n",
    "    try:\n",
    "        start_val = df.loc[sdate, \"Adj Close\"]\n",
    "        end_val = df.loc[edate, \"Adj Close\"]\n",
    "        \n",
    "        roi = ((end_val - start_val) / start_val)\n",
    "    except Exception:\n",
    "        print(\"Data Corrupted\")\n",
    "    else:\n",
    "        return roi"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Get Mean Between Dates"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_mean_between_dates(df, sdate, edate):\n",
    "    mask = (df[\"Date\"] > sdate) & (df[\"Date\"] <= edate)\n",
    "    \n",
    "    return df.loc[mask][\"Adj Close\"].mean()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Get Standard Deviation Between Dates"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_std_between_dates(df, sdate, edate):\n",
    "    mask = (df[\"Date\"] > sdate) & (df[\"Date\"] <= edate)\n",
    "    \n",
    "    return df.loc[mask][\"Adj Close\"].std()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Get Coefficient of Variation Between Dates"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_cov_between_dates(df, sdate, edate):\n",
    "    mask = (df[\"Date\"] > sdate) & (df[\"Date\"] <= edate)\n",
    "    \n",
    "    mean = df.loc[mask][\"Adj Close\"].mean()\n",
    "    std = df.loc[mask][\"Adj Close\"].std()\n",
    "    \n",
    "    cov = std / mean\n",
    "    return cov"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Test Functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dataframe for Ticker A\n"
     ]
    }
   ],
   "source": [
    "# Get our 1st ticker\n",
    "tickers[0]\n",
    "print(\"Dataframe for Ticker\", tickers[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>Date</th>\n",
       "      <th>Adj Close</th>\n",
       "      <th>daily_return</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>2017-01-03</td>\n",
       "      <td>44.773853</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>2017-01-04</td>\n",
       "      <td>45.361336</td>\n",
       "      <td>0.013121</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>2017-01-05</td>\n",
       "      <td>44.822021</td>\n",
       "      <td>-0.011889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>2017-01-06</td>\n",
       "      <td>46.218483</td>\n",
       "      <td>0.031156</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>2017-01-09</td>\n",
       "      <td>46.362946</td>\n",
       "      <td>0.003126</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1161</th>\n",
       "      <td>1161</td>\n",
       "      <td>2021-08-13</td>\n",
       "      <td>159.229996</td>\n",
       "      <td>0.006829</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1162</th>\n",
       "      <td>1162</td>\n",
       "      <td>2021-08-16</td>\n",
       "      <td>162.070007</td>\n",
       "      <td>0.017836</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1163</th>\n",
       "      <td>1163</td>\n",
       "      <td>2021-08-17</td>\n",
       "      <td>160.910004</td>\n",
       "      <td>-0.007157</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1164</th>\n",
       "      <td>1164</td>\n",
       "      <td>2021-08-18</td>\n",
       "      <td>163.020004</td>\n",
       "      <td>0.013113</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1165</th>\n",
       "      <td>1165</td>\n",
       "      <td>2021-08-19</td>\n",
       "      <td>167.669998</td>\n",
       "      <td>0.028524</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1166 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Unnamed: 0        Date   Adj Close  daily_return\n",
       "0              0  2017-01-03   44.773853           NaN\n",
       "1              1  2017-01-04   45.361336      0.013121\n",
       "2              2  2017-01-05   44.822021     -0.011889\n",
       "3              3  2017-01-06   46.218483      0.031156\n",
       "4              4  2017-01-09   46.362946      0.003126\n",
       "...          ...         ...         ...           ...\n",
       "1161        1161  2021-08-13  159.229996      0.006829\n",
       "1162        1162  2021-08-16  162.070007      0.017836\n",
       "1163        1163  2021-08-17  160.910004     -0.007157\n",
       "1164        1164  2021-08-18  163.020004      0.013113\n",
       "1165        1165  2021-08-19  167.669998      0.028524\n",
       "\n",
       "[1166 rows x 4 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Get a dataframe for that ticker\n",
    "stock_a = get_df_from_csv(tickers[0])\n",
    "stock_a"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2020-01-02   2020-12-31\n"
     ]
    }
   ],
   "source": [
    "# Get the first and last valid date in the date range\n",
    "sdate, edate = get_valid_dates(stock_a, '2020-01-01', '2020-12-31')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Adj Close Mean : 91.88143609062074\n",
      "Adj Close Standard Deviation : 13.810425880870476\n",
      "Adj Close Coefficient of Variation : 0.15030703119669941\n"
     ]
    }
   ],
   "source": [
    "print(\"Adj Close Mean :\", get_mean_between_dates(stock_a, sdate, edate))\n",
    "print(\"Adj Close Standard Deviation :\", get_std_between_dates(stock_a, sdate, edate))\n",
    "print(\"Adj Close Coefficient of Variation :\", get_cov_between_dates(stock_a, sdate, edate))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>Adj Close</th>\n",
       "      <th>daily_return</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2017-01-03</th>\n",
       "      <td>0</td>\n",
       "      <td>44.773853</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-04</th>\n",
       "      <td>1</td>\n",
       "      <td>45.361336</td>\n",
       "      <td>0.013121</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-05</th>\n",
       "      <td>2</td>\n",
       "      <td>44.822021</td>\n",
       "      <td>-0.011889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-06</th>\n",
       "      <td>3</td>\n",
       "      <td>46.218483</td>\n",
       "      <td>0.031156</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-09</th>\n",
       "      <td>4</td>\n",
       "      <td>46.362946</td>\n",
       "      <td>0.003126</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-08-13</th>\n",
       "      <td>1161</td>\n",
       "      <td>159.229996</td>\n",
       "      <td>0.006829</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-08-16</th>\n",
       "      <td>1162</td>\n",
       "      <td>162.070007</td>\n",
       "      <td>0.017836</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-08-17</th>\n",
       "      <td>1163</td>\n",
       "      <td>160.910004</td>\n",
       "      <td>-0.007157</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-08-18</th>\n",
       "      <td>1164</td>\n",
       "      <td>163.020004</td>\n",
       "      <td>0.013113</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-08-19</th>\n",
       "      <td>1165</td>\n",
       "      <td>167.669998</td>\n",
       "      <td>0.028524</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1166 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            Unnamed: 0   Adj Close  daily_return\n",
       "Date                                            \n",
       "2017-01-03           0   44.773853           NaN\n",
       "2017-01-04           1   45.361336      0.013121\n",
       "2017-01-05           2   44.822021     -0.011889\n",
       "2017-01-06           3   46.218483      0.031156\n",
       "2017-01-09           4   46.362946      0.003126\n",
       "...                ...         ...           ...\n",
       "2021-08-13        1161  159.229996      0.006829\n",
       "2021-08-16        1162  162.070007      0.017836\n",
       "2021-08-17        1163  160.910004     -0.007157\n",
       "2021-08-18        1164  163.020004      0.013113\n",
       "2021-08-19        1165  167.669998      0.028524\n",
       "\n",
       "[1166 rows x 3 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stock_a = stock_a.set_index(['Date'])\n",
    "stock_a"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Return on Investment since 2020: 0.3875002142531709\n"
     ]
    }
   ],
   "source": [
    "print(\"Return on Investment since 2020:\", roi_between_dates(stock_a, sdate, edate))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# COV & ROI for All Stocks Over Defined Period"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_cov_ror(tickers, sdate, edate):\n",
    "    # Define column names for dataframe\n",
    "    col_names = [\"Ticker\", \"COV\", \"ROI\"]\n",
    "    \n",
    "    # Create dataframe with column names\n",
    "    df = pd.DataFrame(columns = col_names)\n",
    "    \n",
    "    for ticker in tickers:\n",
    "        print(\"Working on :\", ticker)\n",
    "        s_df = get_df_from_csv(ticker)\n",
    "    \n",
    "        sdate2, edate2 = get_valid_dates(s_df, sdate, edate)\n",
    "    \n",
    "        cov = get_cov_between_dates(s_df, sdate2, edate2)\n",
    "    \n",
    "        # Set date as index\n",
    "        s_df = s_df.set_index(['Date'])\n",
    "        roi = roi_between_dates(s_df, sdate2, edate2)\n",
    "\n",
    "        # Add stock data to new dataframe row\n",
    "        # len provides the length of the dataframe which is the next open index\n",
    "        df.loc[len(df.index)] = [ticker, cov, roi]\n",
    "    \n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Working on : A\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AAL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AAME\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AAOI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AAON\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AAP\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AAPL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AAT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AAWW\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ABBV\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ABC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ABCB\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ABEO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ABG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ABIO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ABM\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ABMD\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ABR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ABT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ABTX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ACAD\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ACBI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ACC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ACCO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ACER\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ACGL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ACHC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ACHV\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ACIW\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ACLS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ACM\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ACMR\n",
      "2017-11-02   2017-12-29\n",
      "Working on : ACN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ACNB\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ACOR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ACRE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ACRS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ACRX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ACTG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ACU\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ACY\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ADBE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ADC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ADES\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ADI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ADM\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ADMA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ADMP\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ADMS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ADNT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ADP\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ADS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ADSK\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ADTN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ADUS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ADVM\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ADXS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AEE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AEHR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AEIS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AEL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AEMD\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AEO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AEP\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AERI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AES\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AEY\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AFG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AFI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AFL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AGCO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AGEN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AGFS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AGIO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AGLE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AGM\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AGNC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AGO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AGR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AGRX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AGTC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AGX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AGYS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AHH\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AHT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AIG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AIMC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AIN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AINC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AIR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AIRG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AIRI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AIRT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AIT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AIV\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AIZ\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AJG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AJRD\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AJX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AKAM\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AKBA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AKR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AKTS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ALB\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ALBO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ALCO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ALDX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ALE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ALEX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ALG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ALGN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ALGT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ALJJ\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ALK\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ALKS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ALL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ALLE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ALLY\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ALNA\n",
      "2017-11-02   2017-12-29\n",
      "Working on : ALNY\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ALOT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ALPN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ALRM\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ALSN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ALT\n",
      "2017-05-26   2017-12-29\n",
      "Working on : ALTR\n",
      "2017-11-01   2017-12-29\n",
      "Working on : ALV\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ALX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ALXN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AM\n",
      "2017-05-04   2017-12-29\n",
      "Working on : AMAT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AMBC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AMC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AMCX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AMD\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AME\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AMED\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AMG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AMGN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AMH\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AMKR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AMN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AMNB\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AMOT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AMP\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AMPE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AMPH\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AMRC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AMRK\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AMRS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AMS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AMSC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AMSF\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AMSWA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AMT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AMTX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AMWD\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AMZN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ANAB\n",
      "2017-01-26   2017-12-29\n",
      "Working on : ANAT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ANDE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ANET\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ANF\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ANGI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ANGO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ANIK\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ANIP\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ANIX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ANSS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ANTM\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AON\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AOS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AOSL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AP\n",
      "2017-01-04   2017-12-29\n",
      "Working on : APA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : APAM\n",
      "2017-01-04   2017-12-29\n",
      "Working on : APD\n",
      "2017-01-04   2017-12-29\n",
      "Working on : APDN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : APEI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : APEN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : APH\n",
      "2017-01-04   2017-12-29\n",
      "Working on : APLE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : APLS\n",
      "2017-11-09   2017-12-29\n",
      "Working on : APOG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : APPF\n",
      "2017-01-04   2017-12-29\n",
      "Working on : APPN\n",
      "2017-05-25   2017-12-29\n",
      "Working on : APPS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : APRN\n",
      "2017-06-29   2017-12-29\n",
      "Working on : APT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : APTS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : APTV\n",
      "2017-01-04   2017-12-29\n",
      "Working on : APVO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AQB\n",
      "2017-01-11   2017-12-29\n",
      "Working on : AQMS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AQUA\n",
      "2017-11-02   2017-12-29\n",
      "Working on : AR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ARAV\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ARAY\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ARC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ARCB\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ARCH\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ARDX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ARE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ARES\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ARGO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ARI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ARKR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ARL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ARMK\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ARNA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AROC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AROW\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ARR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ARTNA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ARTW\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ARW\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ARWR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ASB\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ASGN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ASH\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ASIX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ASMB\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ASPN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ASPS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ASRT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ASRV\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ASTC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ASTE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ASUR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ASYS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ATEC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ATEN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ATGE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ATH\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ATHX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ATI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ATKR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ATLC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ATLO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ATNI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ATNM\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ATNX\n",
      "2017-06-14   2017-12-29\n",
      "Working on : ATO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ATOS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ATR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ATRA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ATRC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ATRI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ATRO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ATRS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ATSG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ATUS\n",
      "2017-06-22   2017-12-29\n",
      "Working on : ATVI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AUBN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AUMN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AUTO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AVA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AVAV\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AVB\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AVD\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AVEO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AVGO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AVGR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AVID\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AVNS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AVNW\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AVT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AVXL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AVY\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AVYA\n",
      "2017-12-19   2017-12-29\n",
      "Working on : AWI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AWK\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AWR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AWRE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AXAS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AXDX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AXGN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AXL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AXP\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AXR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AXS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AXSM\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AXTA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AXTI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AYI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AYX\n",
      "2017-03-24   2017-12-29\n",
      "Working on : AZO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AZPN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : AZZ\n",
      "2017-01-04   2017-12-29\n",
      "Working on : B\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BAC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BAH\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BANC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BAND\n",
      "2017-11-09   2017-12-29\n",
      "Working on : BANF\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BANR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BATRA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BATRK\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BAX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BBBY\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BBCP\n",
      "2017-08-21   2017-12-29\n",
      "Working on : BBGI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BBSI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BBW\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BBY\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BCBP\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BCC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BCEI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BCLI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BCO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BCOR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BCOV\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BCPC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BCRX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BDC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BDL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BDN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BDSI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BDX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BECN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BELFA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BELFB\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BEN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BERY\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BFAM\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BFIN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BFS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BGCP\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BGFV\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BGS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BGSF\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BH\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BHB\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BHE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BHF\n",
      "2017-07-17   2017-12-29\n",
      "Working on : BHLB\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BHR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BHVN\n",
      "2017-05-04   2017-12-29\n",
      "Working on : BIG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BIIB\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BIO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BIOC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BIOL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BJRI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BK\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BKD\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BKE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BKH\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BKI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BKNG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BKSC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BKTI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BKU\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BLBD\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BLCM\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BLD\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BLDR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BLFS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BLK\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BLKB\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BLL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BLMN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BLUE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BMI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BMRC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BMRN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BMTC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BMY\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BNED\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BNFT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BOCH\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BOH\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BOKF\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BOMN\n",
      "2017-06-13   2017-12-29\n",
      "Working on : BOOM\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BOOT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BOTJ\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BOX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BPFH\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BPMC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BPOP\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BPRN\n",
      "2017-05-31   2017-12-29\n",
      "Working on : BPTH\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BRC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BRG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BRID\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BRKL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BRKR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BRKS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BRN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BRO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BRT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BRX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BSET\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BSGM\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BSQR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BSRR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BSX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BTN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BTU\n",
      "2017-04-03   2017-12-29\n",
      "Working on : BURL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BUSE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BW\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BWA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BWEN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BWFG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BWXT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BXC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BXMT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BXP\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BXS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BY\n",
      "2017-06-30   2017-12-29\n",
      "Working on : BYD\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BYFC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : BZH\n",
      "2017-01-04   2017-12-29\n",
      "Working on : C\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CABO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CAC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CACC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CACI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CADE\n",
      "2017-04-24   2017-12-29\n",
      "Working on : CAG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CAH\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CAI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CAKE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CAL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CALA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CALM\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CALX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CAMP\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CAPR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CAR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CARA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CARG\n",
      "2017-10-12   2017-12-29\n",
      "Working on : CARS\n",
      "2017-06-01   2017-12-29\n",
      "Working on : CASA\n",
      "2017-12-15   2017-12-29\n",
      "Working on : CASH\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CASI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CASS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CASY\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CAT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CATB\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CATC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CATO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CATY\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CB\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CBAN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CBAY\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CBB\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CBFV\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CBIO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CBLI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CBOE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CBRE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CBRL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CBSH\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CBT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CBTX\n",
      "2017-11-08   2017-12-29\n",
      "Working on : CBU\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CBZ\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CCBG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CCF\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CCI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CCK\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CCL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CCMP\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CCNE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CCO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CCOI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CCRN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CCS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CCXI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CDE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CDEV\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CDK\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CDMO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CDNA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CDNS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CDR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CDTX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CDW\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CDXC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CDXS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CDZI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CECE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CEI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CEIX\n",
      "2017-11-14   2017-12-29\n",
      "Working on : CELC\n",
      "2017-09-20   2017-12-29\n",
      "Working on : CELH\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CEMI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CENT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CENTA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CENX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CERC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CERN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CERS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CETX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CEVA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CF\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CFBK\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CFFI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CFFN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CFG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CFMS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CFR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CFX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CGNX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CHCI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CHCO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CHCT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CHD\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CHDN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CHE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CHEF\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CHGG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CHH\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CHMA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CHMG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CHMI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CHRS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CHRW\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CHS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CHTR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CHUY\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CIA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CIDM\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CIEN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CIM\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CINF\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CIO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CIR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CIT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CIVB\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CIX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CIZN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CKX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CLAR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CLB\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CLBS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CLDR\n",
      "2017-04-28   2017-12-29\n",
      "Working on : CLDT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CLDX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CLF\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CLFD\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CLH\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CLI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CLIR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CLNE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CLPR\n",
      "2017-02-10   2017-12-29\n",
      "Working on : CLR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CLRB\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CLRO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CLSN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CLVS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CLW\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CLX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CLXT\n",
      "2017-07-20   2017-12-29\n",
      "Working on : CMA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CMC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CMCO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CMCSA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CMCT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CME\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CMG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CMI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CMO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CMP\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CMRX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CMS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CMT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CMTL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CNA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CNBKA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CNC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CNCE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CNDT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CNFR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CNK\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CNMD\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CNNE\n",
      "2017-11-20   2017-12-29\n",
      "Working on : CNO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CNOB\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CNP\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CNS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CNSL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CNTY\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CNX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CNXN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CODA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : COF\n",
      "2017-01-04   2017-12-29\n",
      "Working on : COG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : COHN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : COHR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : COHU\n",
      "2017-01-04   2017-12-29\n",
      "Working on : COKE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : COLB\n",
      "2017-01-04   2017-12-29\n",
      "Working on : COLL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : COLM\n",
      "2017-01-04   2017-12-29\n",
      "Working on : COMM\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CONE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CONN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : COO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : COOP\n",
      "2017-01-04   2017-12-29\n",
      "Working on : COP\n",
      "2017-01-04   2017-12-29\n",
      "Working on : COR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CORE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CORR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CORT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : COST\n",
      "2017-01-04   2017-12-29\n",
      "Working on : COTY\n",
      "2017-01-04   2017-12-29\n",
      "Working on : COUP\n",
      "2017-01-04   2017-12-29\n",
      "Working on : COWN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CPB\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CPE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CPF\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CPHC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CPIX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CPK\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CPRI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CPRT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CPRX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CPS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CPSH\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CPSI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CPSS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CPT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CRAI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CRBP\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CREE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CRI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CRIS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CRK\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CRL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CRM\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CRMD\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CRMT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CROX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CRS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CRUS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CRVL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CRVS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CRWS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CRY\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CSCO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CSGP\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CSGS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CSII\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CSL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CSLT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CSOD\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CSPI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CSTR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CSU\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CSV\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CSWI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CSX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CTAS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CTBI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CTG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CTHR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CTIB\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CTIC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CTLT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CTMX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CTO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CTRE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CTRN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CTS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CTSH\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CTSO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CTT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CTXS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CUBE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CUBI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CULP\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CURO\n",
      "2017-12-07   2017-12-29\n",
      "Working on : CUTR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CUZ\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CVA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CVBF\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CVCO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CVCY\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CVGI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CVGW\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CVI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CVLT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CVLY\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CVM\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CVNA\n",
      "2017-04-28   2017-12-29\n",
      "Working on : CVR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CVS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CVU\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CVV\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CVX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CW\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CWBC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CWBR\n",
      "2017-12-15   2017-12-29\n",
      "Working on : CWEN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CWH\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CWST\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CWT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CXP\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CXW\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CYAN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CYBE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CYCC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CYH\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CYRX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CYTK\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CYTR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CZNC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CZR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : CZWI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : D\n",
      "2017-01-04   2017-12-29\n",
      "Working on : DAIO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : DAKT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : DAL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : DAN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : DAR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : DARE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : DBD\n",
      "2017-01-04   2017-12-29\n",
      "Working on : DBI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : DCI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : DCO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : DCOM\n",
      "2017-01-04   2017-12-29\n",
      "Working on : DCPH\n",
      "2017-09-28   2017-12-29\n",
      "Working on : DD\n",
      "2017-01-04   2017-12-29\n",
      "Working on : DDD\n",
      "2017-01-04   2017-12-29\n",
      "Working on : DDS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : DE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : DEA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : DECK\n",
      "2017-01-04   2017-12-29\n",
      "Working on : DEI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : DELL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : DENN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : DFIN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : DFS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : DG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : DGICA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : DGII\n",
      "2017-01-04   2017-12-29\n",
      "Working on : DGLY\n",
      "2017-01-04   2017-12-29\n",
      "Working on : DGX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : DHI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : DHIL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : DHR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : DHX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : DIN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : DIOD\n",
      "2017-01-04   2017-12-29\n",
      "Working on : DIS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : DISCA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : DISCK\n",
      "2017-01-04   2017-12-29\n",
      "Working on : DISH\n",
      "2017-01-04   2017-12-29\n",
      "Working on : DIT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : DJCO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : DK\n",
      "2017-01-04   2017-12-29\n",
      "Working on : DKS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : DLA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : DLB\n",
      "2017-01-04   2017-12-29\n",
      "Working on : DLHC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : DLR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : DLTH\n",
      "2017-01-04   2017-12-29\n",
      "Working on : DLTR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : DLX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : DMRC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : DNLI\n",
      "2017-12-08   2017-12-29\n",
      "Working on : DNOW\n",
      "2017-01-04   2017-12-29\n",
      "Working on : DOC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : DOOR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : DORM\n",
      "2017-01-04   2017-12-29\n",
      "Working on : DOV\n",
      "2017-01-04   2017-12-29\n",
      "Working on : DPZ\n",
      "2017-01-04   2017-12-29\n",
      "Working on : DRE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : DRH\n",
      "2017-01-04   2017-12-29\n",
      "Working on : DRI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : DRNA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : DRQ\n",
      "2017-01-04   2017-12-29\n",
      "Working on : DRRX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : DS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : DSKE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : DSPG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : DSS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : DTE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : DUK\n",
      "2017-01-04   2017-12-29\n",
      "Working on : DVA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : DVAX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : DVD\n",
      "2017-01-04   2017-12-29\n",
      "Working on : DVN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : DWSN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : DX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : DXC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : DXCM\n",
      "2017-01-04   2017-12-29\n",
      "Working on : DXLG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : DXPE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : DXYN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : DY\n",
      "2017-01-04   2017-12-29\n",
      "Working on : DZSI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : EA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : EARN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : EAT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : EBAY\n",
      "2017-01-04   2017-12-29\n",
      "Working on : EBF\n",
      "2017-01-04   2017-12-29\n",
      "Working on : EBIX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : EBMT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : EBS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : EBSB\n",
      "2017-01-04   2017-12-29\n",
      "Working on : EBTC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ECHO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ECL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ECOL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ECOM\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ECPG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ED\n",
      "2017-01-04   2017-12-29\n",
      "Working on : EDIT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : EDUC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : EEFT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : EEX\n",
      "2017-04-28   2017-12-29\n",
      "Working on : EFC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : EFOI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : EFSC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : EFX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : EGAN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : EGBN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : EGHT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : EGLE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : EGP\n",
      "2017-01-04   2017-12-29\n",
      "Working on : EGRX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : EGY\n",
      "2017-01-04   2017-12-29\n",
      "Working on : EHC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : EHTH\n",
      "2017-01-04   2017-12-29\n",
      "Working on : EIG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : EIGR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : EIX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : EKSO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : EL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ELF\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ELMD\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ELOX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ELS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ELSE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ELVT\n",
      "2017-04-06   2017-12-29\n",
      "Working on : ELY\n",
      "2017-01-04   2017-12-29\n",
      "Working on : EMAN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : EMCF\n",
      "2017-01-04   2017-12-29\n",
      "Working on : EME\n",
      "2017-01-04   2017-12-29\n",
      "Working on : EMKR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : EML\n",
      "2017-01-04   2017-12-29\n",
      "Working on : EMMS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : EMN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : EMR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ENDP\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ENG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ENPH\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ENR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ENS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ENSG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ENSV\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ENTA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ENTG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ENV\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ENVA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ENZ\n",
      "2017-01-04   2017-12-29\n",
      "Working on : EOG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : EPAM\n",
      "2017-01-04   2017-12-29\n",
      "Working on : EPAY\n",
      "2017-01-04   2017-12-29\n",
      "Working on : EPC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : EPM\n",
      "2017-01-04   2017-12-29\n",
      "Working on : EPR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : EPZM\n",
      "2017-01-04   2017-12-29\n",
      "Working on : EQBK\n",
      "2017-01-04   2017-12-29\n",
      "Working on : EQC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : EQIX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : EQR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : EQT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ERIE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ERII\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ES\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ESBK\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ESCA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ESE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ESGR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ESNT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ESP\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ESPR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ESRT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ESS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ESSA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ESTE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ESXB\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ETH\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ETN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ETR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ETSY\n",
      "2017-01-04   2017-12-29\n",
      "Working on : EVBG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : EVBN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : EVC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : EVFM\n",
      "2017-01-04   2017-12-29\n",
      "Working on : EVH\n",
      "2017-01-04   2017-12-29\n",
      "Working on : EVI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : EVOK\n",
      "2017-01-04   2017-12-29\n",
      "Working on : EVOL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : EVR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : EVRG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : EVRI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : EVTC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : EW\n",
      "2017-01-04   2017-12-29\n",
      "Working on : EWBC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : EXAS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : EXC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : EXEL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : EXLS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : EXP\n",
      "2017-01-04   2017-12-29\n",
      "Working on : EXPD\n",
      "2017-01-04   2017-12-29\n",
      "Working on : EXPE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : EXPO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : EXPR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : EXR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : EXTN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : EXTR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : EYE\n",
      "2017-10-27   2017-12-29\n",
      "Working on : EYEG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : EYES\n",
      "2017-01-04   2017-12-29\n",
      "Working on : EYPT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : EZPW\n",
      "2017-01-04   2017-12-29\n",
      "Working on : F\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FAF\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FANG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FARM\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FARO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FAST\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FATE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FB\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FBC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FBHS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FBIO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FBIZ\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FBK\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FBMS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FBNC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FBP\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FCAP\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FCBC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FCBP\n",
      "2017-12-26   2017-12-29\n",
      "Working on : FCCO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FCCY\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FCEL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FCF\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FCFS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FCN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FCNCA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FCPT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FCX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FDBC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FDP\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FDS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FDX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FEIM\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FELE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FET\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FEYE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FF\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FFBC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FFIC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FFIN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FFIV\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FFNW\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FFWM\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FGBI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FGEN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FHB\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FHN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FIBK\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FICO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FIS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FISI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FISV\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FITB\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FIVE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FIVN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FIX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FIZZ\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FLDM\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FLIC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FLL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FLMN\n",
      "2017-10-30   2017-12-29\n",
      "Working on : FLNT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FLO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FLOW\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FLR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FLS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FLT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FLWS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FLXN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FLXS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FMAO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FMBH\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FMBI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FMC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FMNB\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FNB\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FNCB\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FND\n",
      "2017-04-27   2017-12-29\n",
      "Working on : FNF\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FNHC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FNKO\n",
      "2017-11-02   2017-12-29\n",
      "Working on : FNLC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FNWB\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FOE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FOLD\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FONR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FOR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FORD\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FORM\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FORR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FOSL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FOXF\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FPI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FRBA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FRBK\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FRC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FRD\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FRGI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FRME\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FRPH\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FRPT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FRT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FRTA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FSBW\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FSFG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FSLR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FSP\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FSS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FSTR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FTEK\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FTI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FTK\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FTNT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FTV\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FUL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FULT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FUNC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FUSB\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FVE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FWONA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FWONK\n",
      "2017-01-04   2017-12-29\n",
      "Working on : FWRD\n",
      "2017-01-04   2017-12-29\n",
      "Working on : G\n",
      "2017-01-04   2017-12-29\n",
      "Working on : GABC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : GAIA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : GALT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : GATX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : GBCI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : GBL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : GBLI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : GBT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : GBX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : GCBC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : GCI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : GCO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : GCP\n",
      "2017-01-04   2017-12-29\n",
      "Working on : GD\n",
      "2017-01-04   2017-12-29\n",
      "Working on : GDDY\n",
      "2017-01-04   2017-12-29\n",
      "Working on : GDEN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : GDOT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : GDP\n",
      "2017-01-04   2017-12-29\n",
      "Working on : GE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : GEF\n",
      "2017-01-04   2017-12-29\n",
      "Working on : GENC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : GEO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : GEOS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : GERN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : GES\n",
      "2017-01-04   2017-12-29\n",
      "Working on : GEVO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : GFED\n",
      "2017-01-04   2017-12-29\n",
      "Working on : GFF\n",
      "2017-01-04   2017-12-29\n",
      "Working on : GGG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : GHC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : GHL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : GHM\n",
      "2017-01-04   2017-12-29\n",
      "Working on : GIFI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : GIII\n",
      "2017-01-04   2017-12-29\n",
      "Working on : GILD\n",
      "2017-01-04   2017-12-29\n",
      "Working on : GIS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : GKOS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : GLBZ\n",
      "2017-01-04   2017-12-29\n",
      "Working on : GLDD\n",
      "2017-01-04   2017-12-29\n",
      "Working on : GLPI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : GLRE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : GLT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : GLW\n",
      "2017-01-04   2017-12-29\n",
      "Working on : GLYC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : GM\n",
      "2017-01-04   2017-12-29\n",
      "Working on : GME\n",
      "2017-01-04   2017-12-29\n",
      "Working on : GMED\n",
      "2017-01-04   2017-12-29\n",
      "Working on : GMRE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : GMS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : GNCA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : GNE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : GNK\n",
      "2017-01-04   2017-12-29\n",
      "Working on : GNL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : GNRC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : GNTX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : GNTY\n",
      "2017-05-09   2017-12-29\n",
      "Working on : GNW\n",
      "2017-01-04   2017-12-29\n",
      "Working on : GOGO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : GOLF\n",
      "2017-01-04   2017-12-29\n",
      "Working on : GOOD\n",
      "2017-01-04   2017-12-29\n",
      "Working on : GOOG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : GOOGL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : GORO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : GPC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : GPI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : GPK\n",
      "2017-01-04   2017-12-29\n",
      "Working on : GPMT\n",
      "2017-06-26   2017-12-29\n",
      "Working on : GPN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : GPRE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : GPRO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : GPS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : GPX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : GRA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : GRBK\n",
      "2017-01-04   2017-12-29\n",
      "Working on : GRC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : GRMN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : GROW\n",
      "2017-01-04   2017-12-29\n",
      "Working on : GRPN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : GS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : GSAT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : GSBC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : GSIT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : GT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : GTHX\n",
      "2017-05-17   2017-12-29\n",
      "Working on : GTIM\n",
      "2017-01-04   2017-12-29\n",
      "Working on : GTLS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : GTN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : GTS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : GTT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : GTY\n",
      "2017-01-04   2017-12-29\n",
      "Working on : GTYH\n",
      "2017-01-04   2017-12-29\n",
      "Working on : GVA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : GVP\n",
      "2017-01-04   2017-12-29\n",
      "Working on : GWB\n",
      "2017-01-04   2017-12-29\n",
      "Working on : GWGH\n",
      "2017-01-04   2017-12-29\n",
      "Working on : GWRE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : GWRS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : GWW\n",
      "2017-01-04   2017-12-29\n",
      "Working on : H\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HAE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HAFC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HAIN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HAL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HALL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HALO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HAS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HASI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HAYN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HBAN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HBB\n",
      "2017-09-26   2017-12-29\n",
      "Working on : HBCP\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HBI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HBIO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HBMD\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HBNC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HBP\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HCA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HCC\n",
      "2017-04-13   2017-12-29\n",
      "Working on : HCCI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HCHC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HCI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HCKT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HCSG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HD\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HDSN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HEAR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HEES\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HEI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HELE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HES\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HFBL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HFC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HFWA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HGV\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HHC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HIBB\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HIFS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HIG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HII\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HIL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HIW\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HLF\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HLI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HLIT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HLNE\n",
      "2017-03-01   2017-12-29\n",
      "Working on : HLT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HLX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HMHC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HMN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HMNF\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HMST\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HMTV\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HNI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HNRG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HOFT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HOG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HOLX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HOMB\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HOME\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HON\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HONE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HOPE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HOV\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HP\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HPE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HPP\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HPQ\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HQY\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HRB\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HRC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HRI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HRL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HROW\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HRTG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HRTX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HSC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HSIC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HSII\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HSKA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HSON\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HST\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HSTM\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HSY\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HTA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HTBI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HTBK\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HTBX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HTGM\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HTH\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HTLD\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HTLF\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HUBB\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HUBG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HUBS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HUM\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HUN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HURC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HURN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HUSA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HVT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HWBK\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HWC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HWKN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HXL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HY\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HZN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HZNP\n",
      "2017-01-04   2017-12-29\n",
      "Working on : HZO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : IAC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : IART\n",
      "2017-01-04   2017-12-29\n",
      "Working on : IBCP\n",
      "2017-01-04   2017-12-29\n",
      "Working on : IBIO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : IBKR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : IBM\n",
      "2017-01-04   2017-12-29\n",
      "Working on : IBOC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : IBP\n",
      "2017-01-04   2017-12-29\n",
      "Working on : IBTX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ICAD\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ICBK\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ICCC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ICD\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ICE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ICFI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ICHR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ICON\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ICPT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ICUI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : IDA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : IDCC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : IDN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : IDRA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : IDT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : IDXG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : IDXX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : IEC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : IESC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : IEX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : IFF\n",
      "2017-01-04   2017-12-29\n",
      "Working on : IHC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : III\n",
      "2017-01-04   2017-12-29\n",
      "Working on : IIIN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : IIN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : IIPR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : IIVI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : IKNX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ILMN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : IMGN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : IMH\n",
      "2017-01-04   2017-12-29\n",
      "Working on : IMKTA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : IMMR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : IMXI\n",
      "2017-03-27   2017-12-29\n",
      "Working on : INBK\n",
      "2017-01-04   2017-12-29\n",
      "Working on : INCY\n",
      "2017-01-04   2017-12-29\n",
      "Working on : INDB\n",
      "2017-01-04   2017-12-29\n",
      "Working on : INFI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : INFN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : INFO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : INFU\n",
      "2017-01-04   2017-12-29\n",
      "Working on : INGN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : INGR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : INN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : INO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : INOD\n",
      "2017-01-04   2017-12-29\n",
      "Working on : INOV\n",
      "2017-01-04   2017-12-29\n",
      "Working on : INPX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : INS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : INSE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : INSG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : INSM\n",
      "2017-01-04   2017-12-29\n",
      "Working on : INSW\n",
      "2017-01-04   2017-12-29\n",
      "Working on : INT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : INTC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : INTG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : INTT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : INTU\n",
      "2017-01-04   2017-12-29\n",
      "Working on : INUV\n",
      "2017-01-04   2017-12-29\n",
      "Working on : INVA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : INVE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : INVH\n",
      "2017-02-01   2017-12-29\n",
      "Working on : IO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : IONS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : IOR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : IOSP\n",
      "2017-01-04   2017-12-29\n",
      "Working on : IOVA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : IP\n",
      "2017-01-04   2017-12-29\n",
      "Working on : IPAR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : IPG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : IPGP\n",
      "2017-01-04   2017-12-29\n",
      "Working on : IPI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : IPWR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : IQV\n",
      "2017-01-04   2017-12-29\n",
      "Working on : IR\n",
      "2017-05-12   2017-12-29\n",
      "Working on : IRBT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : IRDM\n",
      "2017-01-04   2017-12-29\n",
      "Working on : IRIX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : IRM\n",
      "2017-01-04   2017-12-29\n",
      "Working on : IRMD\n",
      "2017-01-04   2017-12-29\n",
      "Working on : IROQ\n",
      "2017-01-04   2017-12-29\n",
      "Working on : IRT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : IRTC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : IRWD\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ISBC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ISDR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ISIG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ISNS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ISR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ISRG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ISSC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ISTR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : IT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ITCI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ITGR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ITI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ITIC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ITRI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ITT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ITW\n",
      "2017-01-04   2017-12-29\n",
      "Working on : IVAC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : IVC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : IVR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : IVZ\n",
      "2017-01-04   2017-12-29\n",
      "Working on : IZEA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : JACK\n",
      "2017-01-04   2017-12-29\n",
      "Working on : JAGX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : JAKK\n",
      "2017-01-04   2017-12-29\n",
      "Working on : JAX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : JAZZ\n",
      "2017-01-04   2017-12-29\n",
      "Working on : JBGS\n",
      "2017-07-06   2017-12-29\n",
      "Working on : JBHT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : JBL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : JBLU\n",
      "2017-01-04   2017-12-29\n",
      "Working on : JBSS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : JBT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : JCI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : JCOM\n",
      "2017-01-04   2017-12-29\n",
      "Working on : JCS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : JCTCF\n",
      "2017-01-04   2017-12-29\n",
      "Working on : JEF\n",
      "2017-01-04   2017-12-29\n",
      "Working on : JELD\n",
      "2017-01-27   2017-12-29\n",
      "Working on : JHG\n",
      "2017-05-30   2017-12-29\n",
      "Working on : JILL\n",
      "2017-03-09   2017-12-29\n",
      "Working on : JJSF\n",
      "2017-01-04   2017-12-29\n",
      "Working on : JKHY\n",
      "2017-01-04   2017-12-29\n",
      "Working on : JLL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : JNCE\n",
      "2017-01-27   2017-12-29\n",
      "Working on : JNJ\n",
      "2017-01-04   2017-12-29\n",
      "Working on : JNPR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : JOB\n",
      "2017-01-04   2017-12-29\n",
      "Working on : JOE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : JOUT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : JPM\n",
      "2017-01-04   2017-12-29\n",
      "Working on : JRVR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : JVA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : JWN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : JYNT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : K\n",
      "2017-01-04   2017-12-29\n",
      "Working on : KAI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : KALA\n",
      "2017-07-20   2017-12-29\n",
      "Working on : KALU\n",
      "2017-01-04   2017-12-29\n",
      "Working on : KALV\n",
      "2017-01-04   2017-12-29\n",
      "Working on : KAMN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : KAR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : KBAL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : KBH\n",
      "2017-01-04   2017-12-29\n",
      "Working on : KBR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : KDMN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : KDP\n",
      "2017-01-04   2017-12-29\n",
      "Working on : KE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : KELYA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : KEQU\n",
      "2017-01-04   2017-12-29\n",
      "Working on : KEX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : KEY\n",
      "2017-01-04   2017-12-29\n",
      "Working on : KEYS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : KFFB\n",
      "2017-01-04   2017-12-29\n",
      "Working on : KFRC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : KFY\n",
      "2017-01-04   2017-12-29\n",
      "Working on : KHC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : KIDS\n",
      "2017-10-13   2017-12-29\n",
      "Working on : KIM\n",
      "2017-01-04   2017-12-29\n",
      "Working on : KIN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : KINS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : KIRK\n",
      "2017-01-04   2017-12-29\n",
      "Working on : KKR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : KLAC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : KLIC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : KMB\n",
      "2017-01-04   2017-12-29\n",
      "Working on : KMI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : KMPH\n",
      "2017-01-04   2017-12-29\n",
      "Working on : KMPR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : KMT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : KMX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : KN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : KNL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : KNSL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : KNX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : KO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : KODK\n",
      "2017-01-04   2017-12-29\n",
      "Working on : KOP\n",
      "2017-01-04   2017-12-29\n",
      "Working on : KOPN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : KOS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : KPTI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : KR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : KRA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : KRC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : KREF\n",
      "2017-05-05   2017-12-29\n",
      "Working on : KRG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : KRNY\n",
      "2017-01-04   2017-12-29\n",
      "Working on : KRO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : KRYS\n",
      "2017-09-20   2017-12-29\n",
      "Working on : KSS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : KSU\n",
      "2017-01-04   2017-12-29\n",
      "Working on : KTCC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : KTOS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : KURA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : KVHI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : KW\n",
      "2017-01-04   2017-12-29\n",
      "Working on : KWR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : L\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LAD\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LADR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LAKE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LAMR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LANC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LAND\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LARK\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LAUR\n",
      "2017-02-01   2017-12-29\n",
      "Working on : LAWS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LAZ\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LB\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LBAI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LBC\n",
      "2017-12-08   2017-12-29\n",
      "Working on : LBRDA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LBRDK\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LBTYA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LBTYK\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LCI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LCII\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LCNB\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LCUT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LDL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LDOS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LEA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LECO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LEE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LEG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LEN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LEU\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LFUS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LFVN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LGIH\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LGL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LGND\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LH\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LHCG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LIFE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LII\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LILA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LILAK\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LIN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LINC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LIND\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LIQT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LITE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LIVE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LIVN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LIVX\n",
      "2017-08-18   2017-12-29\n",
      "Working on : LJPC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LKFN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LKQ\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LLNW\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LLY\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LMAT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LMFA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LMNR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LMNX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LMT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LNC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LNDC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LNG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LNN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LNT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LNTH\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LOAN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LOB\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LOCO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LODE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LOOP\n",
      "2017-11-20   2017-12-29\n",
      "Working on : LOPE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LORL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LOW\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LPCN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LPG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LPI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LPLA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LPSN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LPTH\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LPX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LQDT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LRCX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LRN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LSBK\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LSCC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LSI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LSTR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LSXMA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LSXMK\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LTBR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LTC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LTRPA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LTRX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LUB\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LULU\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LUNA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LUV\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LVS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LW\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LWAY\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LXP\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LXRX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LXU\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LYB\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LYTS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LYV\n",
      "2017-01-04   2017-12-29\n",
      "Working on : LZB\n",
      "2017-01-04   2017-12-29\n",
      "Working on : M\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MAA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MAC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MACK\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MAN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MANH\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MANT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MAR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MARA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MARK\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MAS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MASI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MAT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MATW\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MATX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MAYS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MBCN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MBI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MBII\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MBIN\n",
      "2017-10-27   2017-12-29\n",
      "Working on : MBIO\n",
      "2017-08-22   2017-12-29\n",
      "Working on : MBOT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MBUU\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MBWM\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MCB\n",
      "2017-11-08   2017-12-29\n",
      "Working on : MCBC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MCD\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MCF\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MCFT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MCHP\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MCHX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MCK\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MCO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MCRB\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MCRI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MCS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MCY\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MD\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MDB\n",
      "2017-10-19   2017-12-29\n",
      "Working on : MDC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MDGL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MDLY\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MDLZ\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MDP\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MDRX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MDT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MDU\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MED\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MEDP\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MEI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MEIP\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MERC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MET\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MFA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MFNC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MGEE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MGI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MGLN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MGM\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MGNX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MGPI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MGRC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MGY\n",
      "2017-06-29   2017-12-29\n",
      "Working on : MGYR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MHH\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MHK\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MHLD\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MHO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MIC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MICR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MICT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MIDD\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MIND\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MITK\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MITT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MKC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MKL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MKSI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MKTX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MLAB\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MLHR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MLI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MLM\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MLND\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MLP\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MLR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MLSS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MLVF\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MMAC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MMC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MMI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MMM\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MMS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MMSI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MNKD\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MNOV\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MNR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MNRO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MNST\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MNTX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MOBL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MOD\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MODN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MOFG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MOH\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MORN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MOS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MOSY\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MOV\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MPAA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MPB\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MPC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MPW\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MPWR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MPX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MRAM\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MRC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MRCY\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MRIN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MRK\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MRKR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MRLN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MRNS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MRO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MRSN\n",
      "2017-06-28   2017-12-29\n",
      "Working on : MRTN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MRTX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MRVL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MSA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MSBI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MSCI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MSEX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MSFT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MSGN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MSI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MSM\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MSN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MSON\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MSTR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MTB\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MTCH\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MTD\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MTDR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MTEM\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MTEX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MTG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MTH\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MTN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MTNB\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MTOR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MTRN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MTRX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MTSI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MTW\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MTX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MTZ\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MU\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MUR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MUSA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MUX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MVBF\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MVIS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MWA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MXIM\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MXL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MYE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MYGN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : MYRG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NAII\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NATH\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NATI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NATR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NAV\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NAVB\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NAVI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NBEV\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NBHC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NBIX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NBN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NBR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NBTB\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NBY\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NCBS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NCLH\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NCMI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NCR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NCSM\n",
      "2017-04-28   2017-12-29\n",
      "Working on : NDAQ\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NDLS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NDSN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NEE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NEM\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NEO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NEOG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NEON\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NERV\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NETE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NEU\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NEWR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NFBK\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NFG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NFLX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NGS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NGVC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NGVT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NHC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NHI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NHTC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NICK\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NJR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NKE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NKSH\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NKTR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NLS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NLSN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NLY\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NMIH\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NMRK\n",
      "2017-12-15   2017-12-29\n",
      "Working on : NNBR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NNI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NNN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NNVC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NOC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NODK\n",
      "2017-03-16   2017-12-29\n",
      "Working on : NOG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NOV\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NOVT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NOW\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NP\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NPK\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NPO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NPTN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NRC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NRG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NRIM\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NRZ\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NSA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NSC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NSEC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NSIT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NSP\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NSSC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NSTG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NTAP\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NTCT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NTGR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NTIC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NTIP\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NTLA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NTNX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NTRA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NTRS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NTWK\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NUAN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NUE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NURO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NUS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NUVA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NVAX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NVDA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NVEC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NVEE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NVFY\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NVIV\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NVR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NVRO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NVTA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NWBI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NWE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NWFL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NWHM\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NWL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NWLI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NWN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NWPX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NWS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NWSA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NXGN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NXRT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NXST\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NXTD\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NYCB\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NYMT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : NYT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : O\n",
      "2017-01-04   2017-12-29\n",
      "Working on : OAS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : OBCI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : OC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : OCC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : OCFC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : OCN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : OCUL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : OCX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ODC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ODFL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ODP\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ODT\n",
      "2017-12-07   2017-12-29\n",
      "Working on : OESX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : OFC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : OFED\n",
      "2017-01-04   2017-12-29\n",
      "Working on : OFG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : OFIX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : OFLX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : OGE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : OGEN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : OGS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : OHI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : OI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : OII\n",
      "2017-01-04   2017-12-29\n",
      "Working on : OIS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : OKE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : OKTA\n",
      "2017-04-07   2017-12-29\n",
      "Working on : OLED\n",
      "2017-01-04   2017-12-29\n",
      "Working on : OLLI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : OLN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : OLP\n",
      "2017-01-04   2017-12-29\n",
      "Working on : OMC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : OMCL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : OMER\n",
      "2017-01-04   2017-12-29\n",
      "Working on : OMEX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : OMF\n",
      "2017-01-04   2017-12-29\n",
      "Working on : OMI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ON\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ONB\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ONCS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ONTX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ONVO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : OOMA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : OPGN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : OPI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : OPK\n",
      "2017-01-04   2017-12-29\n",
      "Working on : OPOF\n",
      "2017-01-04   2017-12-29\n",
      "Working on : OPRX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : OPTN\n",
      "2017-10-13   2017-12-29\n",
      "Working on : OPTT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : OPY\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ORA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ORBC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ORC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ORCL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ORGO\n",
      "2017-01-05   2017-12-29\n",
      "Working on : ORI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ORLY\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ORN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ORRF\n",
      "2017-01-04   2017-12-29\n",
      "Working on : OSBC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : OSG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : OSIS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : OSK\n",
      "2017-01-04   2017-12-29\n",
      "Working on : OSPN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : OSTK\n",
      "2017-01-04   2017-12-29\n",
      "Working on : OSUR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : OTIC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : OTTR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : OUT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : OVBC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : OVLY\n",
      "2017-01-04   2017-12-29\n",
      "Working on : OXM\n",
      "2017-01-04   2017-12-29\n",
      "Working on : OXY\n",
      "2017-01-04   2017-12-29\n",
      "Working on : OZK\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PACB\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PACW\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PAG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PAHC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PANL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PANW\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PAR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PARR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PATI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PATK\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PAYC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PAYX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PB\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PBCT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PBF\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PBH\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PBHC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PBI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PBIP\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PBPB\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PBYI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PCAR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PCH\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PCRX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PCSB\n",
      "2017-04-21   2017-12-29\n",
      "Working on : PCTI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PCTY\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PCYG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PCYO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PDCE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PDCO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PDEX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PDFS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PDLB\n",
      "2017-10-02   2017-12-29\n",
      "Working on : PDM\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PEB\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PEBK\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PEBO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PED\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PEG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PEGA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PEI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PEN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PENN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PEP\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PESI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PETQ\n",
      "2017-07-21   2017-12-29\n",
      "Working on : PETS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PFBC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PFBI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PFE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PFG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PFGC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PFIE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PFIN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PFIS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PFMT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PFPT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PFS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PFSW\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PGC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PGR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PGRE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PGTI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PH\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PHIO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PHM\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PHX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PII\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PINC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PJT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PK\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PKBK\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PKE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PKG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PKI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PKOH\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PLAB\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PLAY\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PLBC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PLCE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PLD\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PLNT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PLOW\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PLPC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PLSE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PLUG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PLUS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PLXP\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PLXS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PLYA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PLYM\n",
      "2017-06-09   2017-12-29\n",
      "Working on : PM\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PMBC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PMD\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PMT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PMTS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PNBK\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PNC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PNFP\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PNM\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PNR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PNRG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PNW\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PODD\n",
      "2017-01-04   2017-12-29\n",
      "Working on : POOL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : POR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : POST\n",
      "2017-01-04   2017-12-29\n",
      "Working on : POWI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : POWL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PPBI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PPC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PPG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PPIH\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PPL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PPSI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PQG\n",
      "2017-09-29   2017-12-29\n",
      "Working on : PRA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PRAA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PRAH\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PRFT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PRGO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PRGS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PRI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PRIM\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PRK\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PRLB\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PRMW\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PRO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PROV\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PRPH\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PRTA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PRTK\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PRTS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PRTY\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PRU\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PSA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PSB\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PSMT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PSTG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PSX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PTC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PTCT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PTE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PTEN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PTGX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PTN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PTSI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PULM\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PUMP\n",
      "2017-03-17   2017-12-29\n",
      "Working on : PVAC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PVBC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PVH\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PW\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PWOD\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PWR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PXD\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PXLW\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PYPL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PZG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PZN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : PZZA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : QADA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : QADB\n",
      "2017-01-04   2017-12-29\n",
      "Working on : QCOM\n",
      "2017-01-04   2017-12-29\n",
      "Working on : QCRH\n",
      "2017-01-04   2017-12-29\n",
      "Working on : QDEL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : QLYS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : QNST\n",
      "2017-01-04   2017-12-29\n",
      "Working on : QRHC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : QRTEA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : QRVO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : QTRX\n",
      "2017-12-07   2017-12-29\n",
      "Working on : QTS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : QTWO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : QUAD\n",
      "2017-01-04   2017-12-29\n",
      "Working on : QUIK\n",
      "2017-01-04   2017-12-29\n",
      "Working on : QUMU\n",
      "2017-01-04   2017-12-29\n",
      "Working on : QUOT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : R\n",
      "2017-01-04   2017-12-29\n",
      "Working on : RAD\n",
      "2017-01-04   2017-12-29\n",
      "Working on : RAIL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : RAMP\n",
      "2017-01-04   2017-12-29\n",
      "Working on : RARE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : RAVE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : RAVN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : RBB\n",
      "2017-07-26   2017-12-29\n",
      "Working on : RBBN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : RBC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : RBCAA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : RBCN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : RBNC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : RC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : RCII\n",
      "2017-01-04   2017-12-29\n",
      "Working on : RCKT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : RCKY\n",
      "2017-01-04   2017-12-29\n",
      "Working on : RCL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : RCM\n",
      "2017-03-16   2017-12-29\n",
      "Working on : RCMT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : RDFN\n",
      "2017-07-28   2017-12-29\n",
      "Working on : RDI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : RDN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : RDNT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : RDUS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : RE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : REED\n",
      "2017-01-04   2017-12-29\n",
      "Working on : REFR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : REG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : REGI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : REGN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : REI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : RELL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : RELV\n",
      "2017-01-04   2017-12-29\n",
      "Working on : REPH\n",
      "2017-01-04   2017-12-29\n",
      "Working on : RES\n",
      "2017-01-04   2017-12-29\n",
      "Working on : RESN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : RETA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : REV\n",
      "2017-01-04   2017-12-29\n",
      "Working on : REVG\n",
      "2017-01-27   2017-12-29\n",
      "Working on : REX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : REXR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : RF\n",
      "2017-01-04   2017-12-29\n",
      "Working on : RFIL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : RFP\n",
      "2017-01-04   2017-12-29\n",
      "Working on : RGA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : RGCO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : RGEN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : RGLD\n",
      "2017-01-04   2017-12-29\n",
      "Working on : RGLS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : RGNX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : RGR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : RGS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : RH\n",
      "2017-01-04   2017-12-29\n",
      "Working on : RHE\n",
      "2017-10-09   2017-12-29\n",
      "Working on : RHI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : RHP\n",
      "2017-01-04   2017-12-29\n",
      "Working on : RIBT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : RICK\n",
      "2017-01-04   2017-12-29\n",
      "Working on : RIG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : RIGL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : RILY\n",
      "2017-01-04   2017-12-29\n",
      "Working on : RIOT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : RJF\n",
      "2017-01-04   2017-12-29\n",
      "Working on : RKDA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : RL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : RLGT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : RLGY\n",
      "2017-01-04   2017-12-29\n",
      "Working on : RLI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : RLJ\n",
      "2017-01-04   2017-12-29\n",
      "Working on : RM\n",
      "2017-01-04   2017-12-29\n",
      "Working on : RMAX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : RMBS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : RMCF\n",
      "2017-01-04   2017-12-29\n",
      "Working on : RMD\n",
      "2017-01-04   2017-12-29\n",
      "Working on : RMR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : RMTI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : RNDB\n",
      "2017-01-04   2017-12-29\n",
      "Working on : RNG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : RNR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : RNST\n",
      "2017-01-04   2017-12-29\n",
      "Working on : RNWK\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ROCK\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ROG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ROIC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ROK\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ROKU\n",
      "2017-09-28   2017-12-29\n",
      "Working on : ROL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ROLL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ROP\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ROST\n",
      "2017-01-04   2017-12-29\n",
      "Working on : RPAI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : RPD\n",
      "2017-01-04   2017-12-29\n",
      "Working on : RPM\n",
      "2017-01-04   2017-12-29\n",
      "Working on : RPT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : RRC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : RRD\n",
      "2017-01-04   2017-12-29\n",
      "Working on : RRGB\n",
      "2017-01-04   2017-12-29\n",
      "Working on : RRR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : RRTS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : RS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : RSG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : RUN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : RUSHA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : RUSHB\n",
      "2017-01-04   2017-12-29\n",
      "Working on : RUTH\n",
      "2017-01-04   2017-12-29\n",
      "Working on : RVNC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : RVP\n",
      "2017-01-04   2017-12-29\n",
      "Working on : RVSB\n",
      "2017-01-04   2017-12-29\n",
      "Working on : RWT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : RXN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : RYAM\n",
      "2017-01-04   2017-12-29\n",
      "Working on : RYI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : RYN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : RYTM\n",
      "2017-10-09   2017-12-29\n",
      "Working on : SABR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SACH\n",
      "2017-02-10   2017-12-29\n",
      "Working on : SAFE\n",
      "2017-06-22   2017-12-29\n",
      "Working on : SAFM\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SAFT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SAGE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SAH\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SAIA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SAIC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SAIL\n",
      "2017-11-17   2017-12-29\n",
      "Working on : SAL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SALM\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SAM\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SAMG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SANM\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SANW\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SASR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SATS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SAVE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SBAC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SBCF\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SBFG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SBGI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SBH\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SBNY\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SBOW\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SBRA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SBSI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SBT\n",
      "2017-11-16   2017-12-29\n",
      "Working on : SBUX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SCHL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SCHN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SCHW\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SCI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SCL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SCON\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SCOR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SCS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SCSC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SCVL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SCWX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SCX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SCYX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SD\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SDPI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SEAC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SEAS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SEB\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SEDG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SEE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SEIC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SELB\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SELF\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SEM\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SENEA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SENEB\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SENS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SESN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SF\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SFBC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SFBS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SFE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SFIX\n",
      "2017-11-17   2017-12-29\n",
      "Working on : SFM\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SFNC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SFST\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SGA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SGC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SGEN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SGH\n",
      "2017-05-24   2017-12-29\n",
      "Working on : SGMA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SGMO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SGMS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SGRP\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SGRY\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SHAK\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SHBI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SHEN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SHO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SHOO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SHSP\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SHW\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SIEB\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SIEN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SIF\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SIG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SIGA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SIGI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SINT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SIRI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SITC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SITE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SIVB\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SIX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SJI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SJM\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SJW\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SKT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SKX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SKY\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SKYW\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SLAB\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SLB\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SLCA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SLCT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SLG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SLGN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SLM\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SLNO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SLP\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SLS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SM\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SMBC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SMBK\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SMED\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SMG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SMIT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SMMF\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SMP\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SMPL\n",
      "2017-07-10   2017-12-29\n",
      "Working on : SMSI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SMTC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SNA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SNAP\n",
      "2017-03-02   2017-12-29\n",
      "Working on : SNBR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SNCR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SND\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SNDR\n",
      "2017-04-06   2017-12-29\n",
      "Working on : SNDX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SNFCA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SNOA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SNPS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SNR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SNV\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SNX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SOHO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SOI\n",
      "2017-05-12   2017-12-29\n",
      "Working on : SON\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SP\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SPB\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SPG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SPGI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SPKE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SPLK\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SPNE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SPOK\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SPPI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SPR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SPRO\n",
      "2017-11-02   2017-12-29\n",
      "Working on : SPRT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SPSC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SPTN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SPWH\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SPWR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SPXC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SQ\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SQBG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SRC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SRCE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SRCL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SRDX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SRE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SREV\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SRG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SRI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SRNE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SRPT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SRT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SRTS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SSB\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SSBI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SSD\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SSKN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SSNC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SSP\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SSTI\n",
      "2017-06-07   2017-12-29\n",
      "Working on : SSTK\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ST\n",
      "2017-01-04   2017-12-29\n",
      "Working on : STAA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : STAG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : STAR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : STBA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : STC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : STCN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : STE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : STFC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : STKS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : STL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : STLD\n",
      "2017-01-04   2017-12-29\n",
      "Working on : STMP\n",
      "2017-01-04   2017-12-29\n",
      "Working on : STOR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : STRA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : STRL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : STRM\n",
      "2017-01-04   2017-12-29\n",
      "Working on : STRS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : STRT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : STT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : STWD\n",
      "2017-01-04   2017-12-29\n",
      "Working on : STX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : STZ\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SUI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SUM\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SUMR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SUNW\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SUP\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SUPN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SVBI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SVRA\n",
      "2017-04-28   2017-12-29\n",
      "Working on : SVT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SWCH\n",
      "2017-10-06   2017-12-29\n",
      "Working on : SWK\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SWKS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SWM\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SWN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SWX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SXC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SXI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SXT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SYBT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SYBX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SYF\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SYK\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SYKE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SYN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SYNA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SYNH\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SYNL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SYPR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SYRS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SYX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : SYY\n",
      "2017-01-04   2017-12-29\n",
      "Working on : T\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TACO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TACT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TAIT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TAP\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TAST\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TAYD\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TBBK\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TBI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TBK\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TBNK\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TBPH\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TCBI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TCBK\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TCFC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TCI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TCMD\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TCON\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TCS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TDC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TDG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TDOC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TDS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TDW\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TDY\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TECH\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TEL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TELL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TEN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TENX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TER\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TESS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TEUM\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TEX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TFSL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TFX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TGEN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TGI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TGLS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TGNA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TGT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TGTX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : THC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : THFF\n",
      "2017-01-04   2017-12-29\n",
      "Working on : THG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : THO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : THR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : THRM\n",
      "2017-01-04   2017-12-29\n",
      "Working on : THS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TILE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TIPT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TISI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TITN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TJX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TKR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TLGT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TLYS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TMHC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TMO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TMP\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TMST\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TMUS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TNC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TNDM\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TNET\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TNXP\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TOL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TOWN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TPB\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TPC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TPH\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TPHS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TPIC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TPR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TPX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TRC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TRCH\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TREC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TREE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TREX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TRGP\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TRHC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TRIP\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TRMB\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TRMK\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TRN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TRNO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TRNS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TROW\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TROX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TRS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TRST\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TRT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TRTN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TRTX\n",
      "2017-07-20   2017-12-29\n",
      "Working on : TRU\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TRUP\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TRV\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TRVN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TSBK\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TSC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TSCO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TSE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TSLA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TSN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TSQ\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TTC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TTD\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TTEC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TTEK\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TTGT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TTI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TTMI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TTNP\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TTOO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TTWO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TUP\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TUSK\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TVTY\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TWI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TWIN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TWLO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TWNK\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TWO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TWOU\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TWTR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TXMD\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TXN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TXRH\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TXT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TYL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TYME\n",
      "2017-01-04   2017-12-29\n",
      "Working on : TZOO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : UA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : UAA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : UAL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : UAMY\n",
      "2017-01-04   2017-12-29\n",
      "Working on : UBA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : UBCP\n",
      "2017-01-04   2017-12-29\n",
      "Working on : UBFO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : UBOH\n",
      "2017-01-04   2017-12-29\n",
      "Working on : UBSI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : UCBI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : UCTT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : UDR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : UE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : UEC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : UEIC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : UFAB\n",
      "2017-01-04   2017-12-29\n",
      "Working on : UFCS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : UFI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : UFPI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : UFPT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : UFS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : UG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : UGI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : UHAL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : UHS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : UHT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : UIHC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : UIS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ULBI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ULH\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ULTA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : UMBF\n",
      "2017-01-04   2017-12-29\n",
      "Working on : UMH\n",
      "2017-01-04   2017-12-29\n",
      "Working on : UMPQ\n",
      "2017-01-04   2017-12-29\n",
      "Working on : UNAM\n",
      "2017-01-04   2017-12-29\n",
      "Working on : UNB\n",
      "2017-01-04   2017-12-29\n",
      "Working on : UNF\n",
      "2017-01-04   2017-12-29\n",
      "Working on : UNFI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : UNH\n",
      "2017-01-04   2017-12-29\n",
      "Working on : UNIT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : UNM\n",
      "2017-01-04   2017-12-29\n",
      "Working on : UNP\n",
      "2017-01-04   2017-12-29\n",
      "Working on : UNTY\n",
      "2017-01-04   2017-12-29\n",
      "Working on : UNVR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : UONE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : UONEK\n",
      "2017-01-04   2017-12-29\n",
      "Working on : UPLD\n",
      "2017-01-04   2017-12-29\n",
      "Working on : UPS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : URBN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : URI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : USAK\n",
      "2017-01-04   2017-12-29\n",
      "Working on : USAP\n",
      "2017-01-04   2017-12-29\n",
      "Working on : USB\n",
      "2017-01-04   2017-12-29\n",
      "Working on : USCR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : USEG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : USFD\n",
      "2017-01-04   2017-12-29\n",
      "Working on : USIO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : USLM\n",
      "2017-01-04   2017-12-29\n",
      "Working on : USM\n",
      "2017-01-04   2017-12-29\n",
      "Working on : USNA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : USPH\n",
      "2017-01-04   2017-12-29\n",
      "Working on : UTHR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : UTI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : UTL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : UTMD\n",
      "2017-01-04   2017-12-29\n",
      "Working on : UUU\n",
      "2017-01-04   2017-12-29\n",
      "Working on : UVE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : UVSP\n",
      "2017-01-04   2017-12-29\n",
      "Working on : UVV\n",
      "2017-01-04   2017-12-29\n",
      "Working on : V\n",
      "2017-01-04   2017-12-29\n",
      "Working on : VAC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : VALU\n",
      "2017-01-04   2017-12-29\n",
      "Working on : VBFC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : VBIV\n",
      "2017-01-04   2017-12-29\n",
      "Working on : VBTX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : VC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : VCEL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : VCRA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : VCYT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : VEC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : VECO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : VEEV\n",
      "2017-01-04   2017-12-29\n",
      "Working on : VER\n",
      "2017-01-04   2017-12-29\n",
      "Working on : VERI\n",
      "2017-05-12   2017-12-29\n",
      "Working on : VERU\n",
      "2017-01-04   2017-12-29\n",
      "Working on : VFC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : VG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : VGR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : VHC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : VIAV\n",
      "2017-01-04   2017-12-29\n",
      "Working on : VICR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : VIRC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : VIRT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : VISL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : VIVO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : VKTX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : VLGEA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : VLO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : VLY\n",
      "2017-01-04   2017-12-29\n",
      "Working on : VMC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : VMI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : VMW\n",
      "2017-01-04   2017-12-29\n",
      "Working on : VNCE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : VNDA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : VNO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : VNRX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : VNTR\n",
      "2017-08-03   2017-12-29\n",
      "Working on : VOXX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : VOYA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : VPG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : VRA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : VRAY\n",
      "2017-01-04   2017-12-29\n",
      "Working on : VREX\n",
      "2017-01-23   2017-12-29\n",
      "Working on : VRNS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : VRNT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : VRRM\n",
      "2017-03-24   2017-12-29\n",
      "Working on : VRS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : VRSK\n",
      "2017-01-04   2017-12-29\n",
      "Working on : VRSN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : VRTS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : VRTV\n",
      "2017-01-04   2017-12-29\n",
      "Working on : VRTX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : VSAT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : VSEC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : VSH\n",
      "2017-01-04   2017-12-29\n",
      "Working on : VST\n",
      "2017-01-04   2017-12-29\n",
      "Working on : VSTM\n",
      "2017-01-04   2017-12-29\n",
      "Working on : VSTO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : VTNR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : VTR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : VTVT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : VUZI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : VVI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : VVV\n",
      "2017-01-04   2017-12-29\n",
      "Working on : VXRT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : VYGR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : VZ\n",
      "2017-01-04   2017-12-29\n",
      "Working on : W\n",
      "2017-01-04   2017-12-29\n",
      "Working on : WAB\n",
      "2017-01-04   2017-12-29\n",
      "Working on : WABC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : WAFD\n",
      "2017-01-04   2017-12-29\n",
      "Working on : WAL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : WASH\n",
      "2017-01-04   2017-12-29\n",
      "Working on : WAT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : WATT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : WBA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : WBS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : WBT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : WCC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : WD\n",
      "2017-01-04   2017-12-29\n",
      "Working on : WDAY\n",
      "2017-01-04   2017-12-29\n",
      "Working on : WDC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : WDFC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : WEC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : WELL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : WEN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : WERN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : WETF\n",
      "2017-01-04   2017-12-29\n",
      "Working on : WEX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : WEYS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : WFC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : WGO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : WHG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : WHLM\n",
      "2017-01-04   2017-12-29\n",
      "Working on : WHLR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : WHR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : WINA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : WING\n",
      "2017-01-04   2017-12-29\n",
      "Working on : WIRE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : WK\n",
      "2017-01-04   2017-12-29\n",
      "Working on : WKHS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : WLDN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : WLFC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : WLK\n",
      "2017-01-04   2017-12-29\n",
      "Working on : WLL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : WLTW\n",
      "2017-01-04   2017-12-29\n",
      "Working on : WM\n",
      "2017-01-04   2017-12-29\n",
      "Working on : WMB\n",
      "2017-01-04   2017-12-29\n",
      "Working on : WMC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : WMK\n",
      "2017-01-04   2017-12-29\n",
      "Working on : WMS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : WMT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : WNC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : WNEB\n",
      "2017-01-04   2017-12-29\n",
      "Working on : WOR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : WOW\n",
      "2017-05-25   2017-12-29\n",
      "Working on : WPC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : WPG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : WRB\n",
      "2017-01-04   2017-12-29\n",
      "Working on : WRE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : WRI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : WRK\n",
      "2017-01-04   2017-12-29\n",
      "Working on : WRLD\n",
      "2017-01-04   2017-12-29\n",
      "Working on : WSBC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : WSBF\n",
      "2017-01-04   2017-12-29\n",
      "Working on : WSC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : WSFS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : WSM\n",
      "2017-01-04   2017-12-29\n",
      "Working on : WSO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : WSR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : WST\n",
      "2017-01-04   2017-12-29\n",
      "Working on : WSTG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : WSTL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : WTBA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : WTFC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : WTI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : WTM\n",
      "2017-01-04   2017-12-29\n",
      "Working on : WTRH\n",
      "2017-01-04   2017-12-29\n",
      "Working on : WTS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : WTT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : WTTR\n",
      "2017-06-26   2017-12-29\n",
      "Working on : WU\n",
      "2017-01-04   2017-12-29\n",
      "Working on : WVE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : WVFC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : WVVI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : WW\n",
      "2017-01-04   2017-12-29\n",
      "Working on : WWD\n",
      "2017-01-04   2017-12-29\n",
      "Working on : WWE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : WWR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : WWW\n",
      "2017-01-04   2017-12-29\n",
      "Working on : WY\n",
      "2017-01-04   2017-12-29\n",
      "Working on : WYNN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : WYY\n",
      "2017-01-04   2017-12-29\n",
      "Working on : X\n",
      "2017-01-04   2017-12-29\n",
      "Working on : XBIT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : XEC\n",
      "2017-01-04   2017-12-29\n",
      "Working on : XEL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : XELA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : XELB\n",
      "2017-01-04   2017-12-29\n",
      "Working on : XENT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : XFOR\n",
      "2017-11-16   2017-12-29\n",
      "Working on : XHR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : XLNX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : XLRN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : XNCR\n",
      "2017-01-04   2017-12-29\n",
      "Working on : XOM\n",
      "2017-01-04   2017-12-29\n",
      "Working on : XOMA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : XONE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : XPER\n",
      "2017-01-04   2017-12-29\n",
      "Working on : XPL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : XPO\n",
      "2017-01-04   2017-12-29\n",
      "Working on : XRAY\n",
      "2017-01-04   2017-12-29\n",
      "Working on : XRX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : XSPA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : XTNT\n",
      "2017-01-04   2017-12-29\n",
      "Working on : XXII\n",
      "2017-01-04   2017-12-29\n",
      "Working on : XYL\n",
      "2017-01-04   2017-12-29\n",
      "Working on : Y\n",
      "2017-01-04   2017-12-29\n",
      "Working on : YELP\n",
      "2017-01-04   2017-12-29\n",
      "Working on : YEXT\n",
      "2017-04-13   2017-12-29\n",
      "Working on : YORW\n",
      "2017-01-04   2017-12-29\n",
      "Working on : YTEN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : YUM\n",
      "2017-01-04   2017-12-29\n",
      "Working on : Z\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ZBH\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ZBRA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ZDGE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ZEN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ZEUS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ZG\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ZGNX\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ZION\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ZIOP\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ZIXI\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ZNGA\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ZSAN\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ZTS\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ZUMZ\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ZYNE\n",
      "2017-01-04   2017-12-29\n",
      "Working on : ZYXI\n",
      "2017-01-04   2017-12-29\n"
     ]
    }
   ],
   "source": [
    "# Remove CRC GRUB AAN ARNC\n",
    "market_df = get_cov_ror(tickers, '2017-01-03', '2017-12-31')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Ticker</th>\n",
       "      <th>COV</th>\n",
       "      <th>ROI</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2906</th>\n",
       "      <td>ZYXI</td>\n",
       "      <td>0.857302</td>\n",
       "      <td>8.085714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1728</th>\n",
       "      <td>MRNS</td>\n",
       "      <td>0.764778</td>\n",
       "      <td>6.846154</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2873</th>\n",
       "      <td>XOMA</td>\n",
       "      <td>0.747840</td>\n",
       "      <td>6.385892</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2215</th>\n",
       "      <td>RIOT</td>\n",
       "      <td>1.082547</td>\n",
       "      <td>6.270913</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2117</th>\n",
       "      <td>PTE</td>\n",
       "      <td>0.466284</td>\n",
       "      <td>5.990964</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>163</th>\n",
       "      <td>ANAB</td>\n",
       "      <td>0.608761</td>\n",
       "      <td>4.924706</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1643</th>\n",
       "      <td>MDGL</td>\n",
       "      <td>0.755781</td>\n",
       "      <td>4.607208</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2357</th>\n",
       "      <td>SINT</td>\n",
       "      <td>1.309814</td>\n",
       "      <td>4.046296</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>898</th>\n",
       "      <td>ESPR</td>\n",
       "      <td>0.322437</td>\n",
       "      <td>3.740100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2340</th>\n",
       "      <td>SGMO</td>\n",
       "      <td>0.491382</td>\n",
       "      <td>3.685714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2351</th>\n",
       "      <td>SIEB</td>\n",
       "      <td>0.589554</td>\n",
       "      <td>3.607508</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1821</th>\n",
       "      <td>NKTR</td>\n",
       "      <td>0.509885</td>\n",
       "      <td>3.537994</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>800</th>\n",
       "      <td>DVAX</td>\n",
       "      <td>0.576550</td>\n",
       "      <td>3.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>AMPE</td>\n",
       "      <td>0.622572</td>\n",
       "      <td>3.195876</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>458</th>\n",
       "      <td>CBAY</td>\n",
       "      <td>0.406374</td>\n",
       "      <td>3.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2416</th>\n",
       "      <td>SPPI</td>\n",
       "      <td>0.519979</td>\n",
       "      <td>2.997891</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>265</th>\n",
       "      <td>AVEO</td>\n",
       "      <td>0.633630</td>\n",
       "      <td>2.929577</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2500</th>\n",
       "      <td>SYX</td>\n",
       "      <td>0.424288</td>\n",
       "      <td>2.873550</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2059</th>\n",
       "      <td>PLSE</td>\n",
       "      <td>0.338111</td>\n",
       "      <td>2.763955</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>367</th>\n",
       "      <td>BLFS</td>\n",
       "      <td>0.462254</td>\n",
       "      <td>2.680982</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     Ticker       COV       ROI\n",
       "2906   ZYXI  0.857302  8.085714\n",
       "1728   MRNS  0.764778  6.846154\n",
       "2873   XOMA  0.747840  6.385892\n",
       "2215   RIOT  1.082547  6.270913\n",
       "2117    PTE  0.466284  5.990964\n",
       "163    ANAB  0.608761  4.924706\n",
       "1643   MDGL  0.755781  4.607208\n",
       "2357   SINT  1.309814  4.046296\n",
       "898    ESPR  0.322437  3.740100\n",
       "2340   SGMO  0.491382  3.685714\n",
       "2351   SIEB  0.589554  3.607508\n",
       "1821   NKTR  0.509885  3.537994\n",
       "800    DVAX  0.576550  3.250000\n",
       "149    AMPE  0.622572  3.195876\n",
       "458    CBAY  0.406374  3.000000\n",
       "2416   SPPI  0.519979  2.997891\n",
       "265    AVEO  0.633630  2.929577\n",
       "2500    SYX  0.424288  2.873550\n",
       "2059   PLSE  0.338111  2.763955\n",
       "367    BLFS  0.462254  2.680982"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Get top 20 stocks ROI\n",
    "market_df.sort_values(by=['ROI'], ascending=False).head(20)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Merge Multiple Stocks in One Dataframe by Column Name"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "def merge_df_by_column_name(col_name, sdate, edate, *tickers):\n",
    "    # Will hold data for all dataframes with the same column name\n",
    "    mult_df = pd.DataFrame()\n",
    "    \n",
    "    for x in tickers:\n",
    "        df = get_df_from_csv(x)\n",
    "        df['Date'] = pd.to_datetime(df['Date'])\n",
    "        # Use a mask to grab data between defined dates\n",
    "        mask = (df['Date'] >= sdate) & (df['Date'] <= edate)\n",
    "        mult_df[x] = df.loc[mask][col_name]\n",
    "        \n",
    "    return mult_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Create a Correlation Matrix using FAANGS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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VKERERKTKKjEZsdbqNo0iIiKVWRW46ZmIiIhIRB3UU3tFRESkkqkCc0ZERESkMtMwjYiIiEj5qDIiIiLiZTEwTKPKiIiIiLhKlREREREvi4E5I0pGREREvEzDNCIiIiLlo8qIiIiIl6kyIiIiIlI+qoyIiIh4mSawioiIiKs0TCMiIiJSPqqMiIiIeFkMDNOoMiIiIiKuUmVERETEyzRnRERERKR8VBkRERHxshiYM6JkRERExMs0TCMiIiJSPqqMiIiIeJkqIyIiIiLlo8qIiIiIlwUCbkdQbkpGREREvEzDNCIiIiLlo8qIiIiIl6kyIiIiIlI+qoyIiIh4me7AKiIiIq7SMI2IiIhI+agyIiIi4mUxcJ8RVUZERETEVaqMiIiIeJnmjIiIiIiUT0QrI4+0GhzJzQtw3/cPuR1ClfBsyyFuhxDzeqWe5HYIMe/lTW5HUDUMi/YPjIHKiIZpREREvEz3GREREZGqxhjjA54HmgG5QD9r7cqw/nuAXsBuYKS1dnJJ29OcEREREQ8L+AMV/iqD84Eka2074F5gVFGHMaYJ0BtoC3QD/mWMSSlpY0pGRERE5GB1BKYCWGvnAieH9TUAZlprc6y1OcAKoGlJG9MwjYiIiJdFYAKrMaY/0D+saYy1dkzY8iHArrDlQmNMNWttAfATcJ8xJh1IANoD4Z/9AyUjIiIiXhaBCayhxKOkBGI3kB627AslIlhrlxljniVYOVkHfAtsK+nnaZhGREREDtYc4GwAY0xbgtUQQstHAunW2g7AAOB4YHFJG1NlRERExMvKNuG0on0InGmM+RpwgL7GmNuBlcAkoIEx5jsgD7jLWltY0saUjIiIiMhBsdb6CVY9wmWEvb/+YLanZERERMTLdAdWERERcVUMJCOawCoiIiKuUmVERETEywKuTGCtUKqMiIiIiKtUGREREfEyzRkRERERKR9VRkRERLzMnZueVSglIyIiIl4WgWfTRJuGaURERMRVqoyIiIh4WQwM06gyIiIiIq5SZURERMTDAjFwaa+SERERES/TMI2IiIhI+agyIiIi4mW6tFdERESkfFQZERER8bIYmDOiZERERMTLYuBqGg3TiIiIiKtUGREREfGyWB6mMcYMOVCftfZfkQlHREREqpqSKiOb91tOBe4B1gBKRkRERCqDGLi094DJiLX2paL3xpgOwFjgWeDhKMQlIiIiVUSJc0aMMfEEk48zgN7W2oVRiUpERETKJsbnjLQAXgWmAq2ttflRi0pERETKJNYflPctsBs4FZhljAFwgIC1tn0UYhMREZEqoKRkpF7UohAREZG/JpaHaYB3gNustXPDG40xnwDnRjQqERERqTJKSkaOAF4zxoy01r4S1p4e4Zgiw3E4e3hfjm5Yk4LcfCbdM5Yda3+/erlul2Z0vrUnjgObFq/m00HjSUxP5sJnbyYhJZGCvAI+HPg8e7bucnEnvG/RkgyefGEc458d6XYoscFxOH3E1RzRoCaFeQVMu3ssu0Lf6yMb1uTUoVcUr3pMizp8ct3TrJ21yK1oPcNxHHoM78vRDWpSkJfPx/eMZXvY+aJel2Z0KTpf/LSayYOD54tLRv9+vnj/tufJ0vmiRI7j8M/hffl7w5oU5ubzyX7HuW7oOOPAL4tXMyV0Xr4odF4uzCvgg4E6zrFQGSnpdvDrgU7AVcaY540xRet6cq9POqsV1RLjGXfBML587F26DepT3JeQmsQZ9/fi7Wse55Xzh7Jr/TZSDk+n2UWd2ZKxnvEXP8SSSXNpf30PF/fA+8ZNmMjQR/9NXm6e26HEjLpntSIuMZ53L3iQ2Y++w6mDexf3bV26jvcuHcF7l47gx9enseLT75SIlNFJ3YLni5d7DmPaY+9y1n7ni2739WLCNY8z5vyh7NwQPF+0uKgzmzPW88olD7F48lw69Nf5ojRF5+VXLhjGF39yXu52fy/euuZxxp4/lJ2h83Lz0Hn51YsfYrHOy0EBf8W/oqzEZ9NYa7cAp4UWZxhjjox8SJFR8xTDz7N+BGDjwpUc07R2cd/xreqxJWM93Qb14eqJg8natou92zPZYteTkJoEQGJ6Mv78AldijxXHH3sMTz88yO0wYsqxpxjWzAwmGL8u/Jm/h32vi1RLTqTd7Rcyc9gb0Q7Ps044xbAidL7YsHAlxzX5/bjWbFWPzXY9Zw3qw7X/+f18sTljPQlpofNFWjL+Ap0vSlPzFMPKsON87H7n5c2h83JfnZdjXknDNA6AtbYA+D9jTF9gTlG71ySkJZObmV28HCj048T5CBT6ST48nVrtGvLS2feTtyeHq98bwoYFK8jekcWJnZtwwxcjSa6eyviLdePZ8jiza0c2/rL/jX2lPBLSksnL3Fu87A/7XhdpfNmprJjyLTk7stwI0ZMS9ztf+Av9+OJ8+Av9pByWTu12DXkhdL64duIQ1i9Ywd6dWdTt1ISbpo0k+dBUXtH5olSJacnk7HdeLj7OhweP84uh49w3dF7euyOLOp2bcGPovDxOxzkmhmlKSkaGhi9Ya181xiwGRkQ2pMjIy8ouzqYBHN/vJ+zsHVlsWrSqeD7Ium8zOLrhCTQ6tx1fvziZBW9N56iTjufiFwfy0j/ucyV+kT+Tl5VNQlpy8XL497rISee3Z/KAZ6Idmqfl/sn5wh86rnt3ZrHpx1XF8xTWzAueL5qc047ZL01m/lvT+ftJx3PZCwN5vrvOFyXJzcom8QDHOXtHFhsX/X6c14bOy43PbcecFyfzfeg4X/riQF7QednzShymMcZ0Dn8BycDw6IRWsdbNX07drs0BOK5FXbbY9cV9vyxew5GmBsmHpeHE+ajRoi5bV2wkZ9ceckN/de75bTeJYSd9kcpg0/zl1OraDICjW9RhW8b6ffoT0pOJS4gn65ftboTnWevmL6d+6HxR40/OF0eZGqQcloYvzsfxofNF9q495ISfL9J1vijNuvnLqRd2nDeXcJxrhB1nnZf3FfAHKvwVbSVVRmYCPwPfhZaLhmcCwFcRjCkiMqbO58SOTej7wVAcx+HjO1+ibb/ubF+zmeVfLGD6Y+/S5417AVg6eS5bl29gxhMTOWfkdZx8xZnExccx+d6xLu+FyL5WTp3PCZ0ac+kHQ8Bx+PzOMbTs152dazezatoCDqt9DLs3bHU7TM9Z9tl86nRqQr/3g+eLD+96ifbXdue3tZuxXyxg2sh3ufL14Pli8ZS5bFm+gemjJnLeY9fR+vLg+eITnS9KlTF1PnU6NuHaD4ZC6LzcLnRetl8s4MvH3uXy0Hl5yeTgcZ7xxETOHXkdp1xxJj4d56AYGKZxAoE/3wljTEugN9ASmA68aa1dczAb/9cJfbx/hCq5+75/yO0QqoRnWw5xO4SYt8On00Wk6RBHx7C1E6I6tzLzlh4V/v9s+jOTo7oPJT21dwGwwBjjELyiZrAx5mjgk/An+oqIiIiLYuDZNCXOGQGw1gaAr4EvQuv3i3RQIiIiUnWU9NTeeKA7waEaA3wMDLTW2ijFJiIiIqWJgTkjJVVGtgCPAIuBewlWR04wxnSLRmAiIiJSNZR0Nc3HBK+cqQOcGGo7EjgTSDrQh0RERCSKYqAyUtIE1quL3htjWgM3AacArxzoMyIiIhJdB7oq1ktKmjOSAPQC/g/IAw4Baltrsw/0GREREZGDVdKckTVAU+Bya20nYJMSERERkUrGH6j4V5SVNGfkaaAPUMsYMxaPPiBPREREKrcDVkastSOttc2AZwhe3nuKMeYxY0zjqEUnIiIiJYvxyggA1tpZwCxjzKHAFcAbQIsIxyUiIiJl4MaD7SpaqclIEWvtTmB06CUiIiJSIcqcjIiIiEglFAOVkVKfTSMiIiISSaqMiIiIeJn3H9qrZERERMTLYmECq4ZpRERExFWqjIiIiHiZKiMiIiIi5aPKiIiIiJfFwARWVUZERETEVaqMiIiIeFgsXE2jZERERMTLNEwjIiIiUj6qjIiIiHhYLAzTqDIiIiIirlJlRERExMtiYM6IkhEREREPC8RAMqJhGhEREXGVKiMiIiJepsqIiIiISPmoMiIiIuJhsTBnRMmIiIiIl8VAMqJhGhEREXGVKiMiIiIeFgvDNKqMiIiIiKtUGREREfGwWKiMKBkRERHxsFhIRjRMIyIiIq5SZURERMTLAo7bEZRbRJORHv6sSG5egGdbDnE7hCrhpgX/cjuEmFezbg+3Q4h57yY1cjsEkT+lyoiIiIiHac6IiIiISDmpMiIiIuJhAb/mjIiIiIiLNEwjIiIiUk6qjIiIiHhYIAYu7VVlRERERFylyoiIiIiHuTFnxBjjA54HmgG5QD9r7cqw/juA3oAfeNha+2FJ21MyIiIi4mEuXU1zPpBkrW1njGkLjALOAzDGHArcCtQFUoEfgBKTEQ3TiIiIyMHqCEwFsNbOBU4O69sDrCWYiKQSrI6USJURERERDwsEKn6bxpj+QP+wpjHW2jFhy4cAu8KWC40x1ay1BaHl9cBSIA54pLSfp2RERERE9hFKPMaUsMpuID1s2ReWiHQHjgFqh5Y/M8bMsdbOO9DGNEwjIiLiYQG/U+GvMpgDnA0QmjPyU1jfDiAbyLXW5gA7gUNL2pgqIyIiIh7m0gTWD4EzjTFfAw7Q1xhzO7DSWvuJMeYMYK4xxg/MBqaVtDElIyIiInJQrLV+YMB+zRlh/UOBoWXdnpIRERERD4vEBNZo05wRERERcZUqIyIiIh7m0pyRCqXKiIiIiLhKlREREREPi4Wn9ioZERER8TA3HpRX0TRMIyIiIq5SZURERMTD/DEwTKPKiIiIiLhKlREREREP0wRWERERcZXuMyIiIiJSTqqMiIiIeJieTSMiIiJSTqqMiIiIeFiVnDNijEmJRCAiIiJy8PwBp8Jf0fZXhmlmVnQQIiIiUnX9lWEa79eDREREYkQs3Gfkr1RGYmDeroiIiFQWB6yMGGMe4Y+JhwMcF9GIREREpMxi4dLekoZpMg7Qfn8kAhEREZGqqaRk5E2gO5BlrZ0ZnXBERETkYMTCU3tLSkaeB6oDacaYVtbaUVGKSURERMooFiawlpSMNLTWdjLGxAOfAt5PRhyH40cMILlhLQJ5+ay7+1ly1/wKQHLD2tQYdm3xqqktDKuue5hDTm1JcqPaAMQfeRiFu/dgz7vblfA9x3E4fcTVHNGgJoV5BUy7eyy71m4G4MiGNTl16BXFqx7Tog6fXPc0a2ctcivamLJoSQZPvjCO8c+OdDsUT3Ich0dHDaFhY0NeXh533DyENavXFfc/9Oh9tG7bkqysPQBc3fsmCgoKeezJIdSsWYP4hHgeuHsEPyz4ya1d8AbHoe6j/UhrVAt/Xj7Lb3+RnNA5ObVRLeo8dHXxqoe0rMeSvo+TuXAlp8z5N3vsegC2/Xcem8b+143opQKVlIzkA1hr840xMXHb+EPPaoMvKZ7l599DSov6HDf4GlZd+zAA2UtXs+KSQcH1/tme/F+3s3vmQnbPXBj8cLU4zAePsvae59wK33PqntWKuMR43r3gQY5uUYdTB/fmk35PAbB16Treu3QEAPX+2ZqsX7crEakg4yZMZNLU6SQnJbodimd173E6iUkJnNOtNy1PbsrQEXfTt/dNxf1NmzWkV8/r2L59Z3HbHffeSMbSFdwy4D4aNKpPo8ZGyUgp/tb9FHxJCfzQ4wHSW9bjxGFXsvTqYAK9Z8kaFvUcBsAR57Ql75ft7JjxA4d2asKWj+bw8wPj3Au8komFCawxkWSUVWrrhsXJxd6Fy0lpWvcP6/iSEznm9t6sH/ryPu1H9f0nu79aSE7G2qjEGguOPcWwZmYwwfh14c/8vWntP6xTLTmRdrdfyMxhb0Q7vJh1/LHH8PTDg9wOw9Nat23JjC9mA7Bg/iKaNW9U3Oc4DrXrnMDj/36Qj6e+yWWX9wSgy2kdyM/P5+33x3DbXTcw48s5rsTuJdVbN2DH9OA5OXPBCtKb1fnDOr6URE6461JWDn4VgLRmJ5LW9ESafvggDV6+nYSjDo1myBIhJVVGOhpjNhG8nPfwsPcBa+2xUYmugsWlpVC4e8/vDYV+iPMF/w3522VnsnPKHAp3ZBa3OfHVOKLPP8g4585ohut5CWnJ5GXuLV72F/px4nwEwo5348tOZcWUb8nZkeVGiDHpzK4d2fjLZrfD8LS09DQyd//+nfQX+omLi6OwsJCU1GTGjZnAS8+9hi/Ox/uTxvPjwsUc/rfDqH5odXpd2J+LLzuXocPv4pYB97m4F5VfXHoyBWHniMCfnJOP7nUa2yZ9Q8H24Dk5e8VG1v64ip3/+4mjenakzsPXsqyf92cRlEdMT2C11ib8Wbsxpkbkwomswqy9+NKSf2/wOft86QEOv+BUVl3/2D5t6R2bkfXtEvxh/9FI6fKyskkIO96Ob99EBOCk89szecAz0Q5NpERZmVmkpqUWLzs+h8LCQgCy9+bw8otvkJ2dA8Dsr76lUWPDju07+fy/0wH4/NOZ3DTwuugH7jGFmdnE7XOO+OM5+agLO+2TbOycvZjC7DwAtn06jxPuvjQ6wVZisTCBtczDNMaYrsaY94H5EYwnovZ8t4zqp7UCIKVFfbL3G3LxpafgJFQj/5dt+7Snd2rG7hnfRy3OWLFp/nJqdW0GwNEt6rAtY/0+/QnpycQlxJP1y3Y3whM5oO++Xcjp3ToB0PLkpmQsXVHcV6duLT75bAI+n49q1arRum1LFv24jHlzF3B6t84AtO1wMjZjpSuxe8nu7zI4/PSWAKS3rMeejHX79Melp+BLiCd302/FbfWevIEjerQB4NCOTchatCp6AUvElPhsGmNMKnA1cANwNHAL0DvyYUXGzqlzSe/UnPofPgYOrL3jGY667lxy1/zKrmnzSDrxWPI2bPnD55JOPI7t781wIWJvWzl1Pid0asylHwwBx+HzO8fQsl93dq7dzKppCzis9jHs3rDV7TBF/uC/k76gc5f2fPLZBBzH4bYbH+D6G69i9ap1fP7pDN57ZxJTvnib/PwC3nvnE5ZnrOSZUWMYNfpfTPr8LQoKCrh5wL1u70alt+2/8zi0c1OaTRqO4zjYgc9x3PU9yF79K9s/n09ynWPIWb/vOXnNiAnUf+oGjr36LAr35rLi9hdcir7yiIVhGidwgGm4xpjRwGnAh8BrwDPW2u4Hs/EFx58XA3N8K7dZTrrbIVQJNy34l9shxLyadXu4HULMezepUekrSbl1/nViVLODb4/tWeG/a9ts+iCq+1DiBFbge+Bb4Gf0gDwREZFKJxZ+OR9wzoi1tgXwItATsEB9Y8xJ0QpMRERESucPOBX+irYSJ7Baa7+21vYFWgJPAJOMMflRiUxERESqhBInsIY5CWgPpAOfRy4cERERORixcGnvAZMRY0wC0Au4EcgFDgFqW2uzoxSbiIiIVAElDdOsAZoCfay1nYBNSkREREQqF38EXtFW0jDN00AfoJYxZizBW8GLiIiIVKiSrqYZaa1tBjxD8EZnpxhjHjPGNI5adCIiIlKiAE6Fv6Kt1NvBW2tnWWuvAOoAGwA9XlVERKSS8Acq/hVtZb2aBmvtTmB06CUiIiJSIcqcjIiIiEjl44+BKZ1lfmqviIiISCSoMiIiIuJhbkw4rWhKRkRERDzMjfuCVDQN04iIiIirVBkRERHxsFgYplFlRERERFylyoiIiIiHxcKcESUjIiIiHhYLyYiGaURERMRVqoyIiIh4mCawioiIiJSTKiMiIiIe5vd+YUSVEREREXGXKiMiIiIeFgtP7VUyIiIi4mEBtwOoABqmEREREVepMiIiIuJhuumZiIiISDmpMiIiIuJhfkcTWEVERMRFmsAqIiIiUk6qjIiIiHiYJrCKiIiIlJMqIyIiIh4WC8+mUTIiIiLiYbFwO3gN04iIiIirVBkRERHxMF3aKyIiIlJOqoyIiIh4mCawluLSnA2R3LwAvVJPcjuEKqFm3R5uhxDz1q2c7HYIMS/52E5uh1AlFLgdgAepMiIiIuJhsXDTMyUjIiIiHqYJrCIiIiLlpMqIiIiIh8XCBFZVRkRERMRVqoyIiIh4mCawioiIiKtiIRnRMI2IiIi4SpURERERDwtoAquIiIhI+agyIiIi4mGxMGdEyYiIiIiHKRkRERGRKscY4wOeB5oBuUA/a+3KUF9z4Omw1dsC51trpx5oe0pGREREPMylZ9OcDyRZa9sZY9oCo4DzAKy1PwBdAIwxFwMbS0pEQBNYRURE5OB1BKYCWGvnAifvv4IxJhV4ELi1tI2pMiIiIuJhkXg2jTGmP9A/rGmMtXZM2PIhwK6w5UJjTDVrbUFY27XARGvtttJ+npIRERER2Uco8RhTwiq7gfSwZd9+iQhAH+Cisvw8DdOIiIh4mD8CrzKYA5wNEJoz8lN4pzGmOpBorV1flo2pMiIiIuJhLl3a+yFwpjHma8AB+hpjbgdWWms/AeoDa8q6MSUjIiIiclCstX5gwH7NGWH93xG84qZMlIyIiIh4mEuX9lYozRkRERERV6kyIiIi4mGRuLQ32pSMiIiIeFgsPJtGwzQiIiLiKlVGREREPEwTWEVERETKSZURERERD/PHQG1EyYiIiIiHaQKriIiISDmpMiIiIuJh3h+kKaUyYoxJPUB7/ciEIyIiIlVNacM0s4wxDcIbjDF9gWmRC0lERETKyh+BV7SVNkxzDfC2MeYJgo8Lfgk4DugQ6cBERESkaiixMmKtXQR0Bq4C1gA/A6dZazdEPjQREREpjd+p+Fe0leVqmuuBmsCLwLlA44hGJCIiImXmJ1Dhr2grbQLrZ0BL4BRr7WCgP/AfY8z/RSM4ERERiX2lVUbetdb2stbuBrDWfge0B7pFPDIREREpVSACr2grcQKrtXbcn7TtMMbMilxIkeM4Dg+OvJeTGtUnLy+P+297iHWrf5/+MmjEnbRq05w9WXsAGHDFHdx6z/U0aBy8kvmIo44gc1cmF3e/2o3wPcFxHHoM78vRDWpSkJfPx/eMZfvazcX99bo0o8utPXEc2PTTaiYPHk9iejKXjL6ZhJRECvIKeP+258nausvFvajcHMfh0VFDaNjYkJeXxx03D2HN6nXF/Q89eh+t27YkK/Q9vrr3TRQUFPLYk0OoWbMG8QnxPHD3CH5Y8JNbuxATFi3J4MkXxjH+2ZFuh+JZjuPw7OhHaNa0Ibm5ufQfcBc//7ymuP/JUQ/SoUNrsjKzALjgwmtISUnm9fGjSUiIZ/uOnVx51c3F33Xxrr9607NewFMVGUg0nHl2FxKTErnk7L40b9WY+x68jRuuvKO4v1GzBlxzyU3s2L6zuG3EoFEAVKtWjXcmv8IDtw+PdtieclK3VlRLjOflnsOo0aIuZw3qw9vXPQlAQmoS3e7rxauXDWfvjiw6Xt+DlMPTaXpeezZnrOfzR9+m1WVd6dC/B5+NmODujlRi3XucTmJSAud0603Lk5sydMTd9O19U3F/02YN6dXzOraHfY/vuPdGMpau4JYB99GgUX0aNTZKRsph3ISJTJo6neSkRLdD8bTzzvsHSUmJdOx8Lm1at+TxkUPoeeE1xf2tWjbl7H/25rffdhS3DR1yJ6+/OZE333yPIYNv59prevPvZ152I/xKoyrfDt6Fubbl16pNc7768msAfvh+MY2bNyzucxyHWrWPZ/ioB3hnyitc1PvcfT57Rb9LmT1zLsuXrYxqzF5zwimGFbN+BGDDwpUc16R2cV/NVvXYbNdz1qA+XPufwWRt28Xe7ZlszlhPQloSAIlpyfgLClyJ3Stat23JjC9mA7Bg/iKaNW9U3Oc4DrXrnMDj/36Qj6e+yWWX9wSgy2kdyM/P5+33x3DbXTcw48s5rsQeK44/9hiefniQ22F4Xsf2rfns8xkAfDtvAa1aNi3ucxyHunVr8+ILI/lq5kdcfdWlANxx51AmTHgfx3GoUeNYdu5UFTUWJrCWWBkxxiREK5BoSEtPIzNU7gPwF/qJi4ujsLCQlJRk3njlXca9MIE4n483PnqJn35Yil26kvj4alx2VU8u7HaVi9F7Q2JaMrmZ2cXL/kI/vjgf/kI/KYelU7tdQ144+37y9uRw7cQhrF+wgr07s6jbqQk3TRtJ8qGpvHLxv1zcg8ovLT2NzN0H+B6nJjNuzAReeu41fHE+3p80nh8XLubwvx1G9UOr0+vC/lx82bkMHX4Xtwy4z8W98LYzu3Zk4y+bS19RSpR+SBq7d2UWLxeGfZdTU1N47vlXeerpl4iLi+OLaRP5fsEifvppGXFxcSz4fhpJiYkMH+G5Ir38idIqIxbICL1s2L9/i3BcEZGVmUVq2u93uPf5HAoLCwHIzs7htZfeJic7hz179jL3f99xUqPgXJH2p7bhu28WFo9byoHlZmWTkJpUvOz4gokIwN6dWWz6cRVZW3eRtzeXNfMyOLrhCXS9tSezX5rMs2fezetXPMplLwx0KXpv2P977IR/j/fm8PKLb5CdncOerL3M/upbGjU27Ni+k8//Ox2Azz+dSbPmukJf3Je5O4u09LTiZZ/PV/xd3rs3m2dGjyU7O4esrD3MnDmHpk2D1eyCggKaNuvKDf93D+PH/duV2CuTWJjAWtpNz2pba08MvWqH/xutACvSgnk/0uWM4M1jm7dqjA0bcqldpybvTBmHz+ejWrVqtGrTnCWLMgBo37k1X6msXSbr5i+nftfmANRoUZctdn1x3y+L13CUqUHKYWn44nwc36IuW1dsJHvXHnIy9wKw57fdJKYnuxG6Z3z37UJO79YJgJYnNyVj6Yrivjp1a/HJZxOKv8et27Zk0Y/LmDd3Aad36wxA2w4nYzM03Cjum/PNd3T/x2kAtGndksWLlxX31a9/Il/N+qj4u9yhfWsWLvyJ0c88TJdT2wOQmZmF3x8Lj4mT0oZp3rPWXhR6391a+2l0woqMz6fMoMOpbXh3yjgcx+HeWx6k74A+rF29numffcXHE6cwcep4CvIL+Og/U1hpVwFwYt1afPSfKS5H7w3LPptPnU5N6Pf+UBzH4cO7XqL9td35be1m7BcLmDbyXa58/V4AFk+Zy5blG5g+aiLnPXYdrS8/k7j4OD65d6zLe1G5/XfSF3Tu0p5PPpuA4zjcduMDXH/jVaxetY7PP53Be+9MYsoXb5OfX8B773zC8oyVPDNqDKNG/4tJn79FQUEBNw+41+3dEOGjjz7ljNM7879ZH+M4DtdedxsDb+3Pyp9XM3nyNCZMeJ85sydRkF/AG2++x9Kly3n2uVd4/tlHGfTAbfj9fm66RcONsTCB1QkEDpxVGmNmWGu7ht5Pt9aedjAbr3dkK6WsEdYr9SS3Q6gSXt650O0QYt66lZPdDiHmJR/bye0QqoSCvI1Rvcjj9lqXVfjv2ifXvBPVfTiYq2k8eQWNiIiIVG6l3WfEMcbEE0xait47ANbavEgHJyIiIiWLhSGI0pKREwhePQPBJMSG9XlyEquIiIhULqUlI8MO0B4LiZiIiIjnxcIE1tKSkf1nRzpAX2Av8HpEIhIREZEyC8RAfaC0B+UVXzNljKkDvAZMBgZGNiwRERGpKsr0oDxjzI0EE5DbrLW6/k5ERKSSiPlhGmPMccCrwHagtbV2R0nri4iIiBys0iojS4BcYDrwnDGmuMNa2zuCcYmIiEgZuPGU3YpWWjJyXlSiEBERkSqrtAmss6IViIiIiBw879dFyjiBVURERCqnWBimOZhn04iIiIhUOFVGREREPCwWLu1VZURERERcpcqIiIiIh8X87eBFRESkctMwjYiIiEg5qTIiIiLiYbEwTKPKiIiIiLhKlREREREPi4U5I0pGREREPMwf0DCNiIiISLmoMiIiIuJh3q+LqDIiIiIiLlNlRERExMP01F4RERGRclJlRERExMNi4aZnSkZEREQ8LBbuM6JhGhEREXGVKiMiIiIepgmsIiIiIuWkyoiIiIiHaQKriIiIuEoTWEVERETKSZURERERDwvoqb0iIiIi5aPKiIiIiIfFwqW9SkZEREQ8TBNYRURERMopopWRmXWrR3LzAry8ye0IqoZ3kxq5HULMSz62k9shxLzsTf9zOwSJgFi4z4gqIyIiIuIqzRkRERHxsFiYwKrKiIiIiLhKlREREREPi4WbnikZERER8TBd2isiIiJSTqqMiIiIeJgu7RUREREpJ1VGREREPCwWLu1VMiIiIuJhsXA1jYZpRERExFWqjIiIiHhYLAzTqDIiIiIirlJlRERExMNi4dJeJSMiIiIe5tcEVhEREZHyUWVERETEw7xfF1EyIiIiIgfJGOMDngeaAblAP2vtyrD+7sBQwAG+B2601h4wb9IwjYiIiIf5CVT4qwzOB5Kste2Ae4FRRR3GmHTgcaCHtbYNsAY4oqSNKRkRERGRg9URmApgrZ0LnBzW1x74CRhljPkfsNlau7WkjSkZERER8TCXKiOHALvClguNMUVTP44AugL3AN2BgcaY+iVtTHNGREREPCwSz6YxxvQH+oc1jbHWjglb3g2khy37rLUFofe/Ad9Za38NbesroDmw/EA/T8mIiIiI7COUeIwpYZU5wDnAf4wxbQkOyxRZADQ2xhwB7ATaAi+X9POUjIiIiHiYS8+m+RA40xjzNcErZvoaY24HVlprPzHG3Ad8Flr3P9baxSVtTMmIiIiIHBRrrR8YsF9zRlj/O8A7Zd2ekhEREREP07NpRERExFWRmMAabbq0V0RERFylyoiIiIiHuTSBtUKVmowYYw611u40xvQE0gg+k+cda21+xKMTERGRmFfiMI0x5nzgi9DiEKAB0AcYGNGoREREpEwCgUCFv6KttDkjNwNnhd7vsNbeB1wKXBzRqERERKRMXLodfIUqLRnxWWt/C72fBWCt3QXsjWhUIiIiUmWUNmckueiNtXZYWHtcRKIRERGRgxIL9xkprTLyjTHmpvAGY8wA4JvIhSQiIiJVSWmVkQeAccaYa4BVQO3Qv1dGOjAREREpnT8GbnpWYjJird0LXGaM+TtQC9hgrd0YjcBERESkaijLfUZaAzcAJwDrjDEvWGu/jXhkIiIiUqpYmDNSYjJijPkHMCz0WgXUB0YbYx601k6JeHSR4jgcetetxNetQyA/nx2PPEHhhk3F3Wm9Lia52+ng95P5+lvkzJrtYrDe4jgO/xzel783rElhbj6f3DOW7Ws3F/fX7dKMLrf2BAd+WbyaKYPGk5iezEXP3kxCSiKFeQV8MPB5srbucnEvKjnHoe6j/UhrVAt/Xj7Lb3+RnDW/ApDaqBZ1Hrq6eNVDWtZjSd/HyVy4klPm/Js9dj0A2/47j01j/+tG9J7gOA7Pjn6EZk0bkpubS/8Bd/Hzz2uK+58c9SAdOrQmKzMLgAsuvIaUlGReHz+ahIR4tu/YyZVX3UxW1h6X9iA2LFqSwZMvjGP8syPdDqVSi/lhGuBu4Gxr7fbQ8nJjzDxgIuDZZCSpc0dISGBr/5uJb9SA6jffwPZ7BgPgpKWSeklPNl98BU5yEke99rKSkYNw0lmtqJYYzysXDKNGi7p0G9SHd657EoCE1CS63d+L8ZcOZ++OLDpc34OUw9Npcl57tmSsZ9ojb9Pysq60v74Hnw+f4PKeVF5/634KvqQEfujxAOkt63HisCtZenXwZL1nyRoW9RwGwBHntCXvl+3smPEDh3ZqwpaP5vDzA+PcC9xDzjvvHyQlJdKx87m0ad2Sx0cOoeeF1xT3t2rZlLP/2ZvffttR3DZ0yJ28/uZE3nzzPYYMvp1rr+nNv5952Y3wY8K4CROZNHU6yUmJbociUVDqg/LCEpGi5S2AE7GIoiCxWWNy534HQP6SZSQ0MMV9gewcCn/djJOchJOUBAG/W2F6Us1TDCtn/QjAhoUrObZp7eK+41vVY3PGeroN6kPfiYPJ2raLvdsz2WLXk5CaBEBiejL+/AJXYveK6q0bsGP6QgAyF6wgvVmdP6zjS0nkhLsuZeXgVwFIa3YiaU1PpOmHD9Lg5dtJOOrQaIbsOR3bt+azz2cA8O28BbRq2bS4z3Ec6tatzYsvjOSrmR9x9VWXAnDHnUOZMOF9HMehRo1j2blT1b3yOP7YY3j64UFuh+EJgQj8L9pKq4zEG2MSrLV5RQ3GmAQgIbJhRZaTmoI/rHwaKCyEOB8UBhOPwi1b+ftbr4LPR+Ybb7sVpiclpiWTk5ldvBwo9OOL8+Ev9JNyeDq12zXkxbPvJ29PDn3fG8KGBSvYuyOLOp2bcOMXI0munsq4i//l4h5UfnHpyRRk/n7fwUChf5/vL8DRvU5j26RvKNieCUD2io2s/XEVO//3E0f17Eidh69lWb9RUY/dK9IPSWP3rszi5cJCP3FxcRQWFpKamsJzz7/KU0+/RFxcHF9Mm8j3Cxbx00/LiIuLY8H300hKTGT4iKdc3APvO7NrRzb+srn0FSUmlFYZeQt4xRhzGAQfmgeMBTz9GzqwZy++1OL7ueH4fj+RJ7VrQ9zfDufXC3vz6wWXkdy5A/ENT3IrVM/JzcomMVTlgOCx9YeObfaOLDYuWkXW1l3k7c1l7bcZHN3wBLoM7MmcFyfz3Bl388YVj3LpiwNdit4bCjOziUsL//46+yQiAEdd2IlfJ3xZvLxz9mJ2zlkCwLZP55HWuFZUYvWqzN1ZpKWnFS/7fD4KCwsB2Ls3m2dGjyU7O4esrD3MnDmHpk0bAlBQUEDTZl254f/uYfy4f7sSu1Q9/kCgwl/RVmIyYq19AZgNfGWM+QWYC8yz1nr6v7LcRYtJbNcGgPhGDcj/eVVxnz8zk0BuHuTlQ14+/swsfGlpB9qU7Gfd/OXU69ocgBot6rI5NGES4JfFazjK1CDlsDR8cT5qtKjL1hUbyd61h9zQX/p7fttNYtgvWvmj3d9lcPjpLQFIb1mPPRnr9umPS0/BlxBP7qbfitvqPXkDR/QIfucP7diErEWrkAOb8813dP/HaQC0ad2SxYuXFffVr38iX836CJ/PR7Vq1ejQvjULF/7E6Gcepsup7QHIzMzC7/f+pELxhqowTIO19iXgJWOMY62Nif+6cmbNJql1K44YMxoH2DFiJGmXXUTBhk3kzP6avGUZHDn2OfD7yV20mNx5890O2TMyps6nTscmXPvBUHAcPr7zJdr16872NZuxXyzgy8fe5fI37gVgyeS5bFm+gRlPTOTckddxyhVn4ouP45N7x7q8F5Xbtv/O49DOTWk2aTiO42AHPsdx1/cge/WvbP98Psl1jiFn/ZZ9PrNmxATqP3UDx159FoV7c1lx+wsuRe8NH330KWec3pn/zfoYx3G49rrbGHhrf1b+vJrJk6cxYcL7zJk9iYL8At548z2WLl3Os8+9wvPPPsqgB27D7/dz0y33ub0bIp7hlPaoYGPMnUB/IAXIA5631j5Rlo1vbHdaTCQvldnLm45xO4Qq4bTcvNJXknI5bfvXbocQ87I3/c/tEKqE+CNOjOpFHnWOaFnhv2t/3rYgqvtQ4jCNMWYgwXuLtLLW1gCaAw2MMXdFPjQRERGpCkqbwHoRMMBamwlgrd0NDAB6RjowERERKV0szBkpLRnJs9buM03fWpsP5EcuJBERESmrQMBf4a9oKy0ZCRhjjgpvCD00T3cCExERkQpR2tU0w4FPjTEjgJ+B2sADwP2RDkxERERK54+BB+WVdp+RGcCVQFdgFMGn995urZ0WhdhERESkCijtapqGwGhr7c1ADeAQYIIxRhNYRUREKoFAIFDhr2grbc7IYwSf3Avwi7W2HXAacEtEoxIREZEqo7RkJMVaW3T70V0A1tqVlOHOrSIiIhJ5fgIV/oq20pKK4oeEWGvPD2vXpb0iIiKVgBvDKhWttMrIRmNM6/CG0PKvkQtJREREqpLSKiN3A58YY74EVgInAqcD50Q6MBERESmdP9YrI9ba1UBr4GsgFZgPtLfWrivpcyIiIiJlVepEVGttNvCfKMQiIiIiB8mNZ8lUNF0VIyIi4mFVYQKriIiISESpMiIiIuJhMf9sGhEREZFIU2VERETEw2JhzoiSEREREQ+L+fuMiIiIiESaKiMiIiIeFgvDNKqMiIiIiKtUGREREfEwXdorIiIiUk6qjIiIiHhYLMwZUTIiIiLiYbq0V0RERKScVBkRERHxsIAmsIqIiIiUjyojIiIiHhYLc0aUjIiIiHhYLFxNo2EaERERcZUqIyIiIh6mCawiIiIi5aTKiIiIiIfFwpwRJSMiIiIeFgvJiIZpRERExFWqjIiIiHiY9+siqoyIiIiIy5xYGGsSERER71JlRERERFylZERERERcpWREREREXKVkRERERFylZERERERcpWREREREXFVlb3pmjKkFLAIWhDVPB+4MtTlAKnCftXZa1AP0GGPM3cBtQG1rbY4xZjxwPvB3a21uaJ2WwPdAV4L36XkwbBM1gN+AS4EVQFtr7fehzw0AjrbWDovKzlRy+x/rsPYfgDnW2hvD2vKArwke73hgGXADcDlwkrX23iiGXukZY7oAHwONrbXrQ22PAhnAMGAd4A+tvt1a29MYs4bgsQz//+Jagt/ls6y1AWNMU2A8cKq1NjM6e1O5GGNOBEYS/G99L5AN3G2tXWKM6QoMJvgHcgLwHvBU6Ng5BL+zvYGC0OYes9Z+GtpuKjACaBfaZgB4xlr7YdR2TsqtqldGllpruxS9gNfD2k4l+OV/ytUIveNy4B3gsrC2X4DuYct9gFUA1tpZYcf9UoInkNtD6+0GXjXGJEY6aI/6w7E2xnQAfgJOM8akh627PXScu1prOwKHAGdHNVrvySX4/XP+pK9b2Dmj54E2YK19BdgB3G2MqQ68AVxZhRORFOATYJS1tq219jSCf4w8Z4xpDIwC+oTOB52BBgT/MAToD3QAzgj1XwgMM8a0DfWPA1ZZa9uE+i8BBhtjDo/KzkmFqOrJSGkOA7a4HURlF/pr8mfgReDGsK63gV6hdXxAS+C7/T4bT/CvoMettXNCzSuAqQT/2pEwJRzr6wgexw+Bqw7w2XggDciKbJSeNx3Yzr7H96/oD1wLvA88aa1dXN7APOwcYLq19puiBmvtPIJV0gHAw9baX0LtBcAdwPWhVW8Gbi2qPFlrfyNYpbrBGHM0YKy1z4RtdyvQylq7PeJ7JRWmyg7ThDQ0xswMW34grK0a0ILgfwhSsn7AWGutNcbkGmPahNrnAReGyqjtgBlAw/0++29gibV2zH7tg4F5xpiOkQzcg/7sWC8DOob6lgIfAc+G1j889H0OhF6fWmunG2OujnbgHnMDwe/f1P3aPzfGFA3TPG6tnXKgDVhrdxlj/hPa1gURitMragMrixaMMR8D1YFjgI3AK+ErW2t3G2NSQn/EHGGt3bbf9lYBJwC1Qu+LtvsgcCpwmDHmIWvtexHYF4mAqp6MLA2V9YDieSTFbaGse6Ex5ktr7VpXIqzkjDGHESz7H2WMuZngCeYmoDC0ysfAecAZwHDg4bDP9gWaAKftv11rbW6o/y3g5Ujug1eUcKy/JljlnBxa9RhjzOnW2i8JDdO4Ea+XWWt/M8YMBF4D5oR1dQufG1ISY8wpBCsCzxOsZPWp6Dg9ZD1wctGCtfY8AGPMXILnilrAwqJ+Y8whQJ611m+M2W2MOXy/Skc9gvN3NoQ+W7TdoaHPP0qwCigeoWGakm0nOCGqqidtJbkceMVa281a+w+gDdANODLU/xZwJXCMtTb8L5hTgPuBi6y1+X+2YWvtgtDn74lg/F5yoGN9J3COtfYfofabKf8QQ5VnrZ0EWODqg/1sKHF8g+CQ2VCghjHmmgoN0Fs+Bs4Im+eBMaYuwcmsw4FBoT/+ioYTnwZeCK06GnimaA6ZMeYogsf0RWvtBmC1Meb/wrZbnWBVWw9e8xD9kv2jomEaP8GraV621v7sbkiVWj/giqIFa+1eY8z7ofbR1toMY8yR7FeGJVgh8QHvGmOK2rII/qW//3rnRCJwD/qzY/098A9r7ZKw9d4HnjLGHF/K9q4yxpwRttzFWqv5JPsaCJxehvXmGGOKfvm9TXAS5nPW2h8AjDGXA18bY7621mZEItDKzFqbZYw5B3jUGHMMwd89hcBt1tpZxpj7CZ4L4ghe9fUB8Hjos6ND7V8ZY/IJJhkPWWu/Dm3+SoITWmeHtpkKTCQ4yVs8Qk/tFREREVdpmEZERERcpWREREREXKVkRERERFylZERERERcpWREREREXKVkRERERFylZERERERcpWREREREXPX/ukk3fn3ZOYkAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 720x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Correlation tells us how closely 2 stocks returns move together\n",
    "# Correlation is a standardized value lying between -1 and 1\n",
    "# When this value is greater that .5 we say that these stocks are strongly correlated\n",
    "# Of course each stocks price is perfectly correlated with itself\n",
    "\n",
    "# We focus on the correlation of returns because investors care about returns \n",
    "\n",
    "# Merge all stock price data into 1 dataframe\n",
    "faang_list = [\"FB\", \"AMZN\", \"AAPL\", \"NFLX\", \"GOOG\"]\n",
    "mult_df = merge_df_by_column_name('daily_return',  '2020-1-1', '2020-12-31', *faang_list)\n",
    "mult_df\n",
    "\n",
    "# Generate a Correlation Matrix\n",
    "plt.figure(figsize=(10, 8))\n",
    "sns.heatmap(mult_df.corr(), annot=True)\n",
    "plt.title(\"Correaltion Heatmap\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAJ8AAAFHCAYAAAC/AZ4WAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAAsTAAALEwEAmpwYAAAbcklEQVR4nO2df7xuU53H3+fikt81GhUmVD73Ir/Jz0QhkoxqhIqLbiYyKE1qKlOmUkxT6qabQiWqwURTqIS4fkcRPnVJhEi4t/L7nmf+WOuwnTnnec59zrOf/ex9vu/72q+7f6793ft8nu9a67vWXmuo1WoRBFUwrWoDgqlLiC+ojBBfUBkhvqAyQnxBZYT4gspYcnFOlrQm8DvgXbZPKex/P7C+7QM6XH8wMN32HEkrAj8CVga+Dvy77eUlHQKsbPvTi2HXAcB78/MsCVwJvM/2AklrASfYfvOEH/S5aR8LrGL7sA7n3Qk8ATwGtIClgWHg/bYv6HDtacDNtk9oc85KwLm2d8zbNwKvsf3IBB9l4OjG8w0DJ0hap4trtwWWzesbAavaXg84e+QE2ycvpvA2Bz4K7GR7Q2AD4Gngy/mUlwLqwtZu2M/2RrY3tr0ucCxwao/Sfj6wxchGvs8jPUq7EhbL82UeA04EzpS0le0niwclTQeOB7YHlgBuAA4HXgvsAewk6SmSp1ot/4L3KVx/LLAK8HHgl8BBtn8o6ePAVsAutocLt3wx6Ue0LPCQ7UWSPgqsJ2kJ4JR8nwtt7yJpT+Bj2baFwFG2r5G0JPAZYHeSeOcB7xn1bEcABwCvt/3Hdi9J0hCwFvBQYd9BOc1pwJ+Bw2zfNuq6A4F3A9OBFwCftv1lkoifl9/XptnGF9p+UNJH8jt8GvhNTvePki4h5QLbAP8A/BzYf9T7q4xuy3z/AfwN+OQYxz5IegmbZk90L+kFngucB3zO9ueBg4HbbW9EEvRzsP0AsD8wNwvmAGDfMV7cj4ArgDsl/ULSF4HNgUtsLyrcZxdJM4CTgTfb3oDkMb+fiwDvIf1RNwTWB1YA9h65iaQPAG8lZXXjCe8MSTdKuhu4G5gBvDFfv31+nu1sb0wS+jnFiyUtD7wL2C2fs3c+D2AW8Fj2eIsK18wCdgU2z890M3BaIdmXAa8BXgnsSHIKA0E3ng/bw5LeDtwg6cJRh3cnleN2kgTpF/xAl/e5SNJ3SH+k7W3/aYxzngL2k3Q0sAPp5Z4O/JSCeDI7Aj+1fUe+9mJJD5BE9zrgm7ZHfgh7wzOe+M3Ai4A3dsjq9rN9XS5n/gS4deRewBuAlwPz8nsBeIGkFxSe5a+SdgfeIOkVpKLJ8m3uB0l4p9r+W97+PPDhnAMBnJ9/sH+RNJ/kTQeCrmu7tu8CDiH9oVcpHFoC+Jf8C92IVE55Szf3yFnXusD9wJbjnHOgpD1s32v7DNuzgU2At0paZdTpYz3vNGApkrd+pqFb0qqSXpw3f5ufYY6klTvZbft3wDuAT0l6Vd69BEncI+9lE2Az4OHCPVcHbiSVUy8H/q3TvcZ4pmkkpzKUt4u5Squwv3ImFWqx/T1StndEYfeFwGGSpkuaBnwV+FQ+9jTpDz1RjgSWI/2RjsqVi9EMA8fnP9wI6wB3kv6wxXteDOwsaW0ASTsCawBXkzzVvpKWznZ/mWfLor+yfTbJm35pIobbnkfK/ubk9C4C9ikI+pCcXpHNgD8Bx9m+kJSLkMuuTwNL5B9kkQuBWZKWy9uHA5fZfmIidlZJL+J8hwO/L2x/gvSHvwG4hfRLe18+9iPgcEnHdEpU0sbAh0gF5HtIAj9T0grF82yfBpwE/FCSJd2WbXp9Lhv9Glgk6RrgVlLZ7hxJNwOfJmWlC4CvANfn5SbgPuALo8w6Ani1pH/qZH/mGGBNYHYW0/HAjyX9CtgX2Mt2sVvRRcAfAEu6gVRJ+BMpu74P+AVwq6S/K1zzNdIP5xpJt5I86n4TtK9ShqJLVVAV0cIRVEaIL6iMEF9QGV3F+XpBbrGYb/sbuUXil7a/P5F2zkIaLyQFuncgBb2HgTNIgexF+ZyLSMHpB3P761tsX9fD55hBavFZI+96GPiw7cvz8a8CJ9u+vou01yS9i06xvlpSmeez/VHb38ibO7J4IRhyvO0KUnPSjNyasiMprvitwqk7Td7atpwNnGJ7g9zC8BHgfwvB450YoNjaIFFKbTeHCY62/RNJbyPFu55v+7HsCW4gieRmUhD0eFJI4SjgTcCKpBaFVfM5+xYi+CP3OAbYyPbeo/YvQwr97E4KqxyQ09iN1Lb5Y2Bj4O9JQd8P5+veSArqTgceJfVGuTK3cGxFakP+le23j7rfQ8Dhtr9V2LcLcBXwAeBoUk+gdwL3kOKHa5IEebrtz+ZrdgeOIzmEv5HigAvInk/STOCH+R2dTwovbQs8CdwBzLL91/H/KoNHWZ7vXOD1ef31pKxouxxsfQOFNk3bXwKuI4n13Lx7NVJz1zrA6sBeY9xja+Cy0TttP05qHdjW9qy8ewfbd+f1x21vRhL/+yStkZuyPsmzbaqzSbHAkcDtS4FNRgsvcyhwkqR7JX1X0mHAtbYXZGHfS2p2u5pUJPiZ7VeSGvvfLultklYleesDsvf8LCkGCYCk9UmCOzi/o61I7bUb2N6UJL4NxrBtoClTfLvm9e2A/yRlP68iNfK37REC/I/tR3O57WaSlxqL8bLqpSk0lY3i2wDZhvtz2juRPNtPc6+RM0jlx5fna66y/fRYidk+M1/7TuA24EDgllxee4Ys5G3ILSQ5sH0a6T1tQ/JwN+Zj59geeX9LAz8DbrQ90iJyE7AIuFrSJ4Czc4tKrShFfLZvAqZL2gOYT/rV7kzqUnV2u2szTxXWx2uPvIL0638OuWfI5qQuURNNewlSh4ONCm2vW5KEDzBmdiZphqRP237c9k9yOXYTkjhGt2dPG+M5xmtXHpJU9GR7AptI2gsgd27YEHg/SYTfkXTkOM87sJRZ4TiXVJa7KPdZW4nU7DOW+Ba3zRdgDjBT0gdz2yeSnk/q6HCZ7WvyeYsmkPZIm++MnM5uwK+AZTpcdz8wW9IzQssVjVVJTWGQn832X0jlwEPzeSuRvOWPSW3LMyWtl695E89Wmp6wfQXJo54s6UW5fPhTYJ7tY4FvkMRYK8oW3wzSyyX/f1+h7FXkfFLv6P0nmrjthaSyzxqkbO5mUhnwWgqdU0nly8tzuWm8tH5NKuedJemXpPbpPUZXcsa47mFSDfsgSXdK+jWpnfWzti/Op/0PyTPtTPrxvVbSTcA1pB/iabbvz8dOz9n+UcDbRt3rEuAs0icHPyK1Wd8s6TpS+ffYdrYOItG2G1RGtHAElRHiCxYbSa9S+j5k9P43SrpW0pWS3tUpnRBfsFgofctyCqMqY5KWAj5HimpsT6qIrdourRBfsLjczthB/5mktvqHnb5ovBx4dbuESu1Y8IoXbhq1mZL57Z+uH7Pd+KkH7+jq3a+/za7vJtX8R5hre+7Ihu2zRwfQMyuSmgNH+AspvDYulfVqCUpmeFHnc8YgC21uxxP/PwtJn5uOsALwSLsLQnxNpdX378JvBV6Rg+x/JWW5bbvFhfiaynB/xCdpX2B523MlHUX6mm4a8PX84de4lBpkjjJf+YxX5nvy3l939e6nv2S9vvU9DM/XVPrk+SZDiK+p9L/Mt9iE+JpKl7XdfhLiayo18HzRwhFURni+phIVjqAqWjXIdkN8TSU8X1AZ4fmCyohQS1AZ4fmCyogyX1AZ4fmCygjPF1RFqxUVjqAqItsNKiOy3aAymub5JK0BLJmndwoGmboHmSW9jvQV+v2kIbs+CTwqaa7tz7S7NqiYBni+T5K+Tn8Baeivl5G+xbyUZ6fiDAaRBpT5HrX9W0jTqjvNgYukR0u3LGg8ncRX/PkUh5ONof0HnQZku5tKmkcS27qF9ZmlWxZMjgZkuyeQxvuFND1B2y/QgwGiAeLbwfYnACSdanvHPtgU9IAmNK8NjbMeDDoN8HytcdaDQafBFY6W7a1Lty7ongZ4vtrN5xVk6u75bP++X4YEPaYBni+oK3X3fEGNCc8XVEaIL6iMyHaDygjPF1RGeL6gMmrg+WJk0qAywvM1lch2g8qoQbYb4msqIb6gMkqc1qxXhPiaSni+oDJCfEFlRG03qIzwfEFlRIUjqIyp7vn2WW5GmckH7Zjq4gsqpIQKh6RpwBxgQ+AJ4GDb8wvH/xXYB1gIfMb2D9qlFx0LGkpruNXV0oE9gWVsbwV8EDhx5ICkVwL7AlsCOwMfl7Rsu8RCfE1leLi7pT3bAhcA2L4K2KxwbCZwie3HbT8O/JYOn95GtttUusx2Jc0GZhd2zbU9N6+vCCwoHFskaUnbTwM3AcdIWgGYDmwNzKUNIb6m0jkLHZMstPFEsxBYobA9LQsP27dK+iLJM94FXA082O5eke0Gi8MVwG4AkrYkeTvy9guBFWxvAxwCrAHc3C6x8HxNpZxQy7nAToUxe2ZJOgqYD5wPzJR0LfAkcLTttuO0hfiaSgnisz1M8mpFbiusv3tx0gvxNZVoXgsqI1o4gsrosrbbT0J8TSX68wWVEZ4vqIpWlPmCyqiz55P00fGO2f54OeYEPaPmZb77R20vB/wrcCcQ4ht06uz5bH9lZF3SNsApwBdJ06AGg07dy3ySliKJ7XXAvrZv6ItVweSpgecbt1eLpI2Ba4FFwBYhvJrRGu5u6SPtPN/VpP5b2wOXSoKYfag+1MDztRPfK/pmRdBz6h7nOws4MvfVfwZJ5wF7lGpVMCVo15N5FeB0SQeN2r/CWCcHA8Zwq7ulj7QT393AdsD+kubkbzYhpj6tBzUXH7YfAEZmF/9Z7qcf1IGa13aHAPLXSe+RNIv0AUnMOF4HalDbbef5PlbcsH0qsB/wu1ItCnpCSSMW9JROLRyvHmP3cSXZEvSSGni+duK7BLid1MoBz2a3LeCyEm0KekHN43ybkQZ+2QS4GPiW7Tv7YVTQA+rs+Wz/AviFpCFSjfcjkl4EnFfs8RIMKDUQX8fhMmy3gHnAT/L5B5dtVDB5Wq1WV0s/adeTeSlgV1LWK+D7wBG23SfbgslQA8/Xrsz3AHAvcCZwKqmi8VJJL7V9UT+MCyZBzcX3fZLgXgasnfe9ENgJWKZku4JJ0u+YXTe0q3AcMLIuaQvgMGBz4GvlmxVMmjqLT9J00uDO7yENebUisJbtx/pkWzAZBj/M17a2eydpTN23294OuDeEVx/q3rz2X6S23DUlnUJ0KKgXNch2x/V8tj9je0PgC6Rwy+aSjpe0ft+sCxrNRILMl9p+B6nW+wfgm6VbFUye4S6XPjLhsVpsPwKclJdgwKl1qCWoOTWo7Yb4Gkp4vqA6wvMFVVGDEdJCfI0lxBdURXi+oDpCfEFVhOcLKiPEF1RGiC+ojtbgd0IqVXxffSRG0i2b8aYFCM8XVEZreIp7vqA66uD5OvbnC4KyCM/XUFolVDjy6LRzgA2BJ4CDbc8vHH8fqdf7MPBJ2+e2Sy88X0MpaWDSPYFlbG8FfBA4ceSApJWBfwG2AnYmfQPUlhBfQ2kND3W1dGBb4AKAPEvBZoVjfwN+T5qjbzkm0MAX2W5D6XbMH0mzgdmFXXNtz83rKwILCscWSVoyD50MaRD5W4AlgE91uleIr6F0G2rJQps7zuGFPHcqjGkF4e0KvBhYK29fKOkK29eMd6/IdhtKSdnuFcBuAJK2BG4qHHsYeAx4wvbjwCPAyu0SC8/XUEoaau9cYCdJ80iDCMySdBQw3/Z5kl4HXCVpGLgc+HG7xIbKHBDwxSuvO/hfsdSc+x65ZUx3dccrd+7q3a9900V9axoJz9dQyojz9ZoQX0OpQ/NaiK+hDNfA8y12bVfSsmUYEvSWVmuoq6WfdBNquaTXRgS9p6RQS0/pJtsdfH8elBVq6SndiK8GjxXUujOppE/x/4U2BKxWqkVBT6hDhaOd57ttnP0fKsOQYOrRTnzfIjUW/9X2Jf0xJ+gVdQ8yzwFWApaXtKntE9ucGwwYdahwtAu1rGv7bcA/kjxgUCOGW0NdLf2knfieArD9VIfzggGkDkHmaF5rKHXIdtuJb1tJ95LCKy8orLdsv6Qv1gVdU+tQi+3pY+2XtHp55gS9ou613ecgaQfSzJPbAC8qzaKgJ9Ta8wFIWg44APhnkuAOJ30UHAw4NSjytW1eOwnYkdRv/x+BL9j+dr8MCyZH3T3ftsD1wNXA7dTjxxRk6lDmazfr5MbAycBegIF1JM3ol2HB5KjBvH/tg8e259meBWwCnACcL+mpvlgWTIoWQ10t/WSitd0ZwNakr9UvKs+coFfUYOq1thWO6cA+wKGk4bBWBNaKqe7rwXANOpy3y3bvBDYA9rO9HXBvCK8+1D3b/S9gP2BNSacQ324EPaZdbfcztjcEvkAKLG8u6XhJ6/fNuqBral/bBbB9qe13AC8D/gB8s3SrgklT92z3Odh+BDgpL8GAU4PRMqI/X1MJ8QWV0e8stBtCfA2lBt+Mh/iaSh2CzCG+hlKD1rUQX1OJCkdQGcNDke0GFRHZblAZke0GlRGhlqAyItQSVEaU+YLKmPLZ7l3zf1Bm8kHNCc/XUKK2G1RGlPmCypjyZb6gOiLbDSojxBdURg3GCQrxNZXwfEFllCE+SdNI87NsSBpC5WDb8/OxjUgDDYywJbCn7QvGSy/E11BKCrXsCSxjeytJWwInAm8CsH0j8BoASW8F7mknPAjxNZZuQy2SZgOzC7vm2p6b17cFLgCwfZWkzca4fjng34FXd7pXiK+hdJvtZqHNHefwisCCwvYiSUvafrqw7yDge7Yf7HSvEF9DKanCsZA0RuMI00YJD9LgUm+ZSGIxrVVDaXW5dOAKYDeAXOa7qXhQ0krA0rbvnoiN4fkaSknNa+cCO0maRxoyb5ako4D5ts8D1iGN6zghQnwNpYxs1/YwcMio3bcVjl9LqhFPiBBfQ6lDr5a2Zb5cbR5r/zrlmBP0imFaXS39pFOF41JJM4s7JM0CflyeScFUoVO2eyBwpqQTSIXNrwCrkSb/CwaYOrTtdpoE5lekSPX+pFrM7cCOtv9QvmnBZCgp1NJTJhLnezfwD6SpsPYAYkDwGlD7AcElXUia+mpz2x8htfl9V9J7+mFc0D3DQ90t/aST5/uO7X1sL4Rn4jhbAzuXblkwKWpf27X99TH2PQxcWppFQU9oSplvLPbpqRVBz6lDma/bFo4afCEwtel3FtoNbcWXZ54MasjgS6+z5zPPPsdQXh+iHs82palDkLmt+Gyv1S9Dgt5Sh2y3U5zvvwvru5ZvTtArmlDb/bvC+tFlGhL0lqbVdqOGWyNaNch2O4lvSNJSJA85sj4EYPvJso0Luqf2FQ7gpaQaLyTRuXBs7VIsCnpCHSocncR37Dj7B//JgoGnk/hmjNoeAmYBjwLfKMWioCfUwTt0ivMdM7Iu6WXA6cAPgCPKNSuYLE3IdgGQdChJcEfajiHma0DtKxySVgNOBR4CtsjdqYIa0IRQy69J47BdDHxJ0jMHbO9bol3BJKm95yOPvRbUj9p7PtvRY7mmNMHzBTVluFVzzxfUl8GXXoivsTQmzhfUj9pXOIL6EhWOoDIi2w0qI7LdoDIi2w0qo1WDOF9MhRBURni+hjLlKxzPe8l2ZSYfAE8/ec+Y+6PMF1RG1HaDypjy2W5QHXWo7Yb4GkqU+YLKiDJfUBlR5gsqI8p8QWWE5wsqI8p8QWXEB0RBZZQhPUnTgDnAhqTBBA62Pb9wfFfgY6QBpa4HDrU9rinRq6WhlDT91Z7AMra3Aj4InDhyQNIKwGeB3W2/ijRL6SrtEgvxNZSSxLctcAGA7auAzQrHtgZuAk6U9HPgftt/apdYZLsNpdtQi6TZpNlFR5hre25eXxFYUDi2SNKStp8mebkdgI2AvwI/l3Sl7d+Md6+O4pO0su1HJO0FLE8qTpxl+6nFeaigHmShzR3n8EJghcL2tCw8gD8D19r+I4Cky0hCHFd8nebh2BP4Sd78KDAT2I8YHHLgKSnbvQLYDUDSlqRsdoRfAOtLWkXSksCWwC3tEutU5nsvsEtefziPVLo38NZOVgbV0uryXwfOBR6XNA/4HHCkpKMk7WH7AeAY4ELgauAc2ze3S6xTtjvN9p/z+qUAthdIerSTlUG1lNG8ZnsYOGTU7tsKx88Czppoep3E97xCwscW9i8x0RsE1VCH5rVO2e6Vkg4r7pB0CHBleSYFvaDVanW19JNOnu/DwNclHQjcAayV/39n2YYFk6MOnq/TyKSPAm+TtCqwJvAH22N/LhUMFI3oWCBpC+CfSVNh3SXpy7avLt2yYFLUoWNBpzjf64EvAN8h1XL+GzhJ0hv6YFswCUoKtfSUTp7vA8Buth/K27+RdA3wPeB/S7UsmBS193wABeGNbD9AzL078NTB83US31KSphd35O3p45wfDAjDrVZXSz/pJL5vA1+T9HxInQyAU4AzS7YrmCS193y2vwxcDlwm6T7gKuAa25/vh3FB99TB8w1NNKotaahdl+ixWHL6aoNf6q05Tz95z5jl77VX2bird3/Hgzf0rTw/kTjf+0mdC5eV9CQwx/YJpVsWTIpWa/AHzOgU5zsCWAfY1PbqpM6BMyUdXb5pQdPpVOF4C3CI7b8A2F5ICjbvVbZhweQoqTNpT+kkvidzH65nyN3nowv9gFOHXi2dxNeS9PfFHbmTweAXKKY4dfB8nSocxwE/kvQfwO2kLlUfBj5UtmHB5KjDQEEdQy2S1iOV82YCi4DjbP98IolHqKV8xgu1vHjldbt69/c9ckvfQi2darvrAifZfi+wOum7zTPyZ5TBAFP7Fg7geFLPFoD78jAJOwKHl2pVMGmaUOFY1vZ1eX0BQB4YJkY6GHCaUOEofr22Z2F/hFoGnDpUODp5vntyN/pnyNt/LM+koBfUoWPBRHoynyfpp8B8YG3gtcAbyzYsmBy193y2fwdsAcwDlgOuA7a2fVcfbAsmQR3KfBPuUtUNEecrn/HifCsut3ZX737h3+4YnC5VQT2pwwdEIb6G0u+AcTeE+BpKeL6gMmpf2w2CMgnP11CizBdURh2y3RBfQwnxBZUx+NIruYUjCNoRtd2gMkJ8QWWE+ILKCPEFlRHiCyojxBdURogvqIzGB5klvQb4PrC+7bvzvk+TJqw7FriLZ8eeecj2XpLuBGbYfryQzkGkGTd3sd2StAFwGrD9yCheweIxVTzfE8CpksbqIr6z7dfkZdyRGGx/DXgY+ICklYBvAu8M4XXPVBHfxcBDwKGTTGc2cBBwNvCfneaTDdozVcQHaQqvIyW9fNT+iyRdkpe2MyvZXgB8F9gYOKckO6cMjS/zjWD7z3mY39NJ07WPsHOxbNcOSZuTvlmeA5wM7NdrO6cSU8nzYft8wMABi3ttnovkm8D+wMeA1fNUsEGXTBnPV+AI0qgLnbhC0kiXnzOBVwNfsn0jgKS3A/MkzbN92zhpBG2ILlVBZUypbDcYLEJ8QWWE+ILKCPEFlRHiCyojxBdURogvqIz/A8yMw6slBUayAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 144x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# We can look at the correlation between Netflix and the others\n",
    "plt.figure(figsize=(2, 5))\n",
    "sns.heatmap(pd.DataFrame(mult_df.corr()['NFLX']))\n",
    "plt.title(\"Netflix Stock Relation\\nwith Other Stocks\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# We can plot this in a bar chart\n",
    "plt.figure(figsize=(12, 6))\n",
    "sns.barplot(x=mult_df.corr()['NFLX'].index, y=mult_df.corr()['NFLX'].values)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Get the Variance of a Stock"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.2143523699684344"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Remember variance is a measure of how spread out a data set is\n",
    "# Get Netflix variance\n",
    "mult_df['NFLX'].var()\n",
    "\n",
    "# Annualize by getting the number of samples and multiply\n",
    "days = len(mult_df.index) # 253\n",
    "\n",
    "nflx_a_var = mult_df['NFLX'].var() * days\n",
    "nflx_a_var"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12, 6))\n",
    "ax = sns.violinplot(mult_df['NFLX'])\n",
    "ax = sns.swarmplot(mult_df['NFLX'], color=\"orange\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Get Covariance of Stocks\n",
    "### Covariance is the measure of the relationship between 2 blocks of data. The covariance of a stock to itself is the variance of that variable."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>FB</th>\n",
       "      <th>AMZN</th>\n",
       "      <th>AAPL</th>\n",
       "      <th>NFLX</th>\n",
       "      <th>GOOG</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>FB</th>\n",
       "      <td>0.211498</td>\n",
       "      <td>0.121090</td>\n",
       "      <td>0.165004</td>\n",
       "      <td>0.122340</td>\n",
       "      <td>0.141870</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AMZN</th>\n",
       "      <td>0.121090</td>\n",
       "      <td>0.148918</td>\n",
       "      <td>0.125888</td>\n",
       "      <td>0.121261</td>\n",
       "      <td>0.100904</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AAPL</th>\n",
       "      <td>0.165004</td>\n",
       "      <td>0.125888</td>\n",
       "      <td>0.218483</td>\n",
       "      <td>0.120969</td>\n",
       "      <td>0.135044</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NFLX</th>\n",
       "      <td>0.122340</td>\n",
       "      <td>0.121261</td>\n",
       "      <td>0.120969</td>\n",
       "      <td>0.214352</td>\n",
       "      <td>0.094118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GOOG</th>\n",
       "      <td>0.141870</td>\n",
       "      <td>0.100904</td>\n",
       "      <td>0.135044</td>\n",
       "      <td>0.094118</td>\n",
       "      <td>0.147431</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            FB      AMZN      AAPL      NFLX      GOOG\n",
       "FB    0.211498  0.121090  0.165004  0.122340  0.141870\n",
       "AMZN  0.121090  0.148918  0.125888  0.121261  0.100904\n",
       "AAPL  0.165004  0.125888  0.218483  0.120969  0.135044\n",
       "NFLX  0.122340  0.121261  0.120969  0.214352  0.094118\n",
       "GOOG  0.141870  0.100904  0.135044  0.094118  0.147431"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mult_df.cov() * days"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Why do We Care About Risk\n",
    "Most investors don't handle massive flucuations in stock prices well. What we want to do at the very least is to make them aware of how dramatically their portfolios returns may be. We can then do our best to minimize risk by adding other stocks that have returns that aren't as closely correlated.\n",
    "\n",
    "# Calculating a Portfolios Variance\n",
    "When calculating the variance of a portfolio we must define its weight, or how much of the portfolio it makes up. If you add up the weight of all stocks you get a value of 1.\n",
    "\n",
    "$ w_1, w_2 $ = Stock Weights\n",
    "\n",
    "$ \\sigma_1, \\sigma_2 $ = Stock Standard Deviations\n",
    "\n",
    "Portfolio Variance = $ (w_1\\sigma_1 + w_2\\sigma_2)^2 $\n",
    "\n",
    "Since $ (a+b)^2 = a^2 + 2ab + b^2 $\n",
    "\n",
    "Then the Portfolio Variance = $ w_1^2\\sigma_1^2 + 2w_1\\sigma_1w_2\\sigma_2\\rho_12 + w_2^2\\sigma_2^2 $"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 360x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Let's create a portfolio made up of Facebook & Newmont Corporation\n",
    "port_list = [\"FB\", \"NEM\"]\n",
    "port_df = merge_df_by_column_name('daily_return',  '2020-1-1', '2020-12-31', *port_list)\n",
    "port_df\n",
    "\n",
    "# Generate a Correlation Matrix to see that they are not correlated\n",
    "plt.figure(figsize=(5, 4))\n",
    "sns.heatmap(port_df.corr(), annot=True)\n",
    "plt.title(\"Correaltion Heatmap\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>FB</th>\n",
       "      <th>NEM</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>754</th>\n",
       "      <td>209.779999</td>\n",
       "      <td>41.741852</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>755</th>\n",
       "      <td>208.669998</td>\n",
       "      <td>41.365192</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>756</th>\n",
       "      <td>212.600006</td>\n",
       "      <td>41.780479</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>757</th>\n",
       "      <td>213.059998</td>\n",
       "      <td>41.751507</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>758</th>\n",
       "      <td>215.220001</td>\n",
       "      <td>40.640842</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             FB        NEM\n",
       "754  209.779999  41.741852\n",
       "755  208.669998  41.365192\n",
       "756  212.600006  41.780479\n",
       "757  213.059998  41.751507\n",
       "758  215.220001  40.640842"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Get prices at the beginning of Jan 2020 to calculate weight of both stocks\n",
    "price_df = merge_df_by_column_name('Adj Close',  '2020-1-1', '2020-12-31', *[\"FB\",\"NEM\"])\n",
    "price_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "# I'll buy 1 share of FB at 209.78 & 5 of NEM for 41.74 for a total of 208.70\n",
    "# Total Value = $418.48\n",
    "fb_wt = round(209.78 / 418.48, 4)\n",
    "nem_wt = round(208.70 / 418.48, 4)\n",
    "# make sure to change the values a little bit so they sum up to 1\n",
    "wts = np.array([fb_wt, nem_wt])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Portfolio Var : 0.12743401424648793\n",
      "FB Var : 0.21149771065707507\n",
      "NEM Var : 0.2133476376573067\n"
     ]
    }
   ],
   "source": [
    "# The portfolio variance is found from matrix multiplication\n",
    "# We transpose the weights, multiply by the covarience and then the weight to get \n",
    "# the covariance of the portfolio\n",
    "wts.T\n",
    "port_var = np.dot(wts.T, np.dot(port_df.cov() * 253, wts))\n",
    "print(\"Portfolio Var :\", port_var)\n",
    "print(\"FB Var :\", port_df[\"FB\"].var() * 253)\n",
    "print(\"NEM Var :\", port_df[\"NEM\"].var() * 253)"
   ]
  }
 ],
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  "kernelspec": {
   "display_name": "Python 3.9.7 64-bit",
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