Python for Finance 6.ipynb

{
 "cells": [
  {
   "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 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",
    "#Statsmodels is a great library we can use to run regressions.\n",
    "import statsmodels.api as sm\n",
    "# Seaborn extends the capabilities of Matplotlib\n",
    "import seaborn as sns\n",
    "# Used for calculating regressions\n",
    "from statsmodels.tsa.ar_model import AutoReg, ar_select_order"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Dates & Other Constants"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Define path to files\n",
    "# For MacOS\n",
    "PATH = \"/Users/derekbanas/Documents/Tutorials/Python for Finance/Stocks/\"\n",
    "# For Windows\n",
    "# PATH = \"D:/Python for Finance/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": [
    "## Holds Stocks not Downloaded"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "stocks_not_downloaded = []\n",
    "missing_stocks = []"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Get Stock File Names in a List"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2886"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "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",
    "tickers\n",
    "\n",
    "# On MacOS Only\n",
    "# tickers.remove('.DS_Store')\n",
    "# 2886 total stocks\n",
    "tickers.sort()\n",
    "len(tickers)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Save Stock Data to CSV"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Function that gets a dataframe by providing a ticker and starting date\n",
    "def save_to_csv_from_yahoo(ticker, syear, smonth, sday, eyear, emonth, eday):\n",
    "    # Defines the time periods to use\n",
    "    start = dt.datetime(syear, smonth, sday)\n",
    "    end = dt.datetime(eyear, emonth, eday)\n",
    "    \n",
    "    try:\n",
    "        print(\"Get Data for : \", ticker)\n",
    "        # Reads data into a dataframe\n",
    "        df = web.DataReader(ticker, 'yahoo', start, end)['Adj Close']\n",
    "    \n",
    "        # Wait 10 seconds\n",
    "        time.sleep(5)\n",
    "    \n",
    "        # Save data to a CSV file Windows\n",
    "        # df.to_csv('D:/Python for Finance/Update/' + ticker + '.csv')\n",
    "        \n",
    "        # Save data to a CSV file Mac\n",
    "        df.to_csv('/Users/derekbanas/Documents/Tutorials/Python for Finance/Update/' + ticker + '.csv')\n",
    "    except Exception as ex:\n",
    "        stocks_not_downloaded.append(ticker)\n",
    "        print(\"Couldn't Get Data for :\", ticker)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "# for x in range(1501, 2886):\n",
    "#   save_to_csv_from_yahoo(tickers[x], 2021, 8, 20, 2021, 9, 10)\n",
    "# print(\"Finished\")\n",
    "# stocks_not_downloaded\n",
    "\n",
    "# for x in missing_stocks:\n",
    "#   save_to_csv_from_yahoo(x, 2021, 8, 20, 2021, 9, 10)\n",
    "# print(\"Finished\")\n",
    "# stocks_not_downloaded"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Function that Returns a Dataframe from a CSV"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_df_from_csv(folder, ticker):\n",
    "    try:\n",
    "        df = pd.read_csv(folder + ticker + '.csv', index_col='Date', \n",
    "                         parse_dates=True)\n",
    "    except FileNotFoundError:\n",
    "        pass\n",
    "        print(\"File Doesn't Exist\")\n",
    "    else:\n",
    "        return df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Merge New Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def update_stock_data(ticker):\n",
    "    # For Windows \n",
    "    # up_folder = 'D:/Python for Finance/Update/'\n",
    "    # For MacOS\n",
    "    up_folder = '/Users/derekbanas/Documents/Tutorials/Python for Finance/Update/'\n",
    "\n",
    "    # For Windows \n",
    "    # stock_folder = PATH\n",
    "    # For MacOS\n",
    "    stock_folder = PATH\n",
    "\n",
    "    update_df = get_df_from_csv(up_folder, ticker)\n",
    "    update_df\n",
    "\n",
    "    # Get original dataframe\n",
    "    orig_df = get_df_from_csv(stock_folder, ticker)\n",
    "\n",
    "    # Drop the unnamed column\n",
    "    orig_df.drop(orig_df.columns[orig_df.columns.str.contains('unnamed',case = False)],\n",
    "          axis = 1, inplace = True)\n",
    "\n",
    "    # Drop the daily_return column\n",
    "    orig_df = orig_df.drop('daily_return', 1)\n",
    "\n",
    "    join_df = pd.concat([orig_df, update_df])\n",
    "    return join_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Save Dataframe to CSV"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "def save_dataframe_to_csv(df, folder, ticker):\n",
    "    df.to_csv(folder + ticker + '.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Update Files with New Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "def update_stocks(stock_folder):\n",
    "    \n",
    "    for x in tickers:\n",
    "        try:\n",
    "            print(\"Working on :\", x)\n",
    "            new_df = update_stock_data(x)\n",
    "            save_dataframe_to_csv(new_df, stock_folder, x)\n",
    "        except Exception as ex:\n",
    "            print(ex)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Working on : A\n",
      "\"['daily_return'] not found in axis\"\n",
      "Working on : AA\n",
      "Working on : AAL\n",
      "Working on : AAME\n",
      "Working on : AAOI\n",
      "Working on : AAON\n",
      "Working on : AAP\n",
      "Working on : AAPL\n",
      "Working on : AAT\n",
      "Working on : AAWW\n",
      "Working on : ABBV\n",
      "Working on : ABC\n",
      "Working on : ABCB\n",
      "Working on : ABEO\n",
      "Working on : ABG\n",
      "Working on : ABIO\n",
      "Working on : ABM\n",
      "Working on : ABMD\n",
      "Working on : ABR\n",
      "Working on : ABT\n",
      "Working on : ABTX\n",
      "Working on : AC\n",
      "Working on : ACAD\n",
      "Working on : ACBI\n",
      "Working on : ACC\n",
      "Working on : ACCO\n",
      "Working on : ACER\n",
      "Working on : ACGL\n",
      "Working on : ACHC\n",
      "Working on : ACHV\n",
      "Working on : ACIW\n",
      "Working on : ACLS\n",
      "Working on : ACM\n",
      "Working on : ACMR\n",
      "Working on : ACN\n",
      "Working on : ACNB\n",
      "Working on : ACOR\n",
      "Working on : ACRE\n",
      "Working on : ACRS\n",
      "Working on : ACRX\n",
      "Working on : ACTG\n",
      "Working on : ACU\n",
      "Working on : ACY\n",
      "Working on : ADBE\n",
      "Working on : ADC\n",
      "Working on : ADES\n",
      "Working on : ADI\n",
      "Working on : ADM\n",
      "Working on : ADMA\n",
      "Working on : ADMP\n",
      "Working on : ADMS\n",
      "Working on : ADNT\n",
      "Working on : ADP\n",
      "Working on : ADS\n",
      "Working on : ADSK\n",
      "Working on : ADTN\n",
      "Working on : ADUS\n",
      "Working on : ADVM\n",
      "Working on : ADXS\n",
      "Working on : AE\n",
      "Working on : AEE\n",
      "Working on : AEHR\n",
      "Working on : AEIS\n",
      "Working on : AEL\n",
      "Working on : AEMD\n",
      "Working on : AEO\n",
      "Working on : AEP\n",
      "Working on : AERI\n",
      "Working on : AES\n",
      "Working on : AEY\n",
      "Working on : AFG\n",
      "Working on : AFI\n",
      "Working on : AFL\n",
      "Working on : AGCO\n",
      "Working on : AGEN\n",
      "Working on : AGFS\n",
      "Working on : AGIO\n",
      "Working on : AGLE\n",
      "Working on : AGM\n",
      "Working on : AGNC\n",
      "Working on : AGO\n",
      "Working on : AGR\n",
      "Working on : AGRX\n",
      "Working on : AGTC\n",
      "Working on : AGX\n",
      "Working on : AGYS\n",
      "Working on : AHH\n",
      "Working on : AHT\n",
      "Working on : AIG\n",
      "Working on : AIMC\n",
      "Working on : AIN\n",
      "Working on : AINC\n",
      "Working on : AIR\n",
      "Working on : AIRG\n",
      "Working on : AIRI\n",
      "Working on : AIRT\n",
      "Working on : AIT\n",
      "Working on : AIV\n",
      "Working on : AIZ\n",
      "Working on : AJG\n",
      "Working on : AJRD\n",
      "Working on : AJX\n",
      "Working on : AKAM\n",
      "Working on : AKBA\n",
      "Working on : AKR\n",
      "Working on : AKTS\n",
      "Working on : AL\n",
      "Working on : ALB\n",
      "Working on : ALBO\n",
      "Working on : ALCO\n",
      "Working on : ALDX\n",
      "Working on : ALE\n",
      "Working on : ALEX\n",
      "Working on : ALG\n",
      "Working on : ALGN\n",
      "Working on : ALGT\n",
      "Working on : ALJJ\n",
      "Working on : ALK\n",
      "Working on : ALKS\n",
      "Working on : ALL\n",
      "Working on : ALLE\n",
      "Working on : ALLY\n",
      "Working on : ALNA\n",
      "Working on : ALNY\n",
      "Working on : ALOT\n",
      "Working on : ALPN\n",
      "Working on : ALRM\n",
      "Working on : ALSN\n",
      "Working on : ALT\n",
      "Working on : ALTR\n",
      "Working on : ALV\n",
      "Working on : ALX\n",
      "Working on : AM\n",
      "Working on : AMAT\n",
      "Working on : AMBC\n",
      "Working on : AMC\n",
      "Working on : AMCX\n",
      "Working on : AMD\n",
      "Working on : AME\n",
      "Working on : AMED\n",
      "Working on : AMG\n",
      "Working on : AMGN\n",
      "Working on : AMH\n",
      "Working on : AMKR\n",
      "Working on : AMN\n",
      "Working on : AMNB\n",
      "Working on : AMOT\n",
      "Working on : AMP\n",
      "Working on : AMPE\n",
      "Working on : AMPH\n",
      "Working on : AMRC\n",
      "Working on : AMRK\n",
      "Working on : AMRS\n",
      "Working on : AMS\n",
      "Working on : AMSC\n",
      "Working on : AMSF\n",
      "Working on : AMSWA\n",
      "Working on : AMT\n",
      "Working on : AMTX\n",
      "Working on : AMWD\n",
      "Working on : AMZN\n",
      "Working on : AN\n",
      "Working on : ANAB\n",
      "Working on : ANAT\n",
      "Working on : ANDE\n",
      "Working on : ANET\n",
      "Working on : ANF\n",
      "Working on : ANGI\n",
      "Working on : ANGO\n",
      "Working on : ANIK\n",
      "Working on : ANIP\n",
      "Working on : ANIX\n",
      "Working on : ANSS\n",
      "Working on : ANTM\n",
      "Working on : AON\n",
      "Working on : AOS\n",
      "Working on : AOSL\n",
      "Working on : AP\n",
      "Working on : APA\n",
      "Working on : APAM\n",
      "Working on : APD\n",
      "Working on : APDN\n",
      "Working on : APEI\n",
      "Working on : APEN\n",
      "Working on : APH\n",
      "Working on : APLE\n",
      "Working on : APLS\n",
      "Working on : APOG\n",
      "Working on : APPF\n",
      "Working on : APPN\n",
      "Working on : APPS\n",
      "Working on : APRN\n",
      "Working on : APT\n",
      "Working on : APTS\n",
      "Working on : APTV\n",
      "Working on : APVO\n",
      "Working on : AQB\n",
      "Working on : AQMS\n",
      "Working on : AQUA\n",
      "Working on : AR\n",
      "Working on : ARAV\n",
      "Working on : ARAY\n",
      "Working on : ARC\n",
      "Working on : ARCB\n",
      "Working on : ARCH\n",
      "Working on : ARDX\n",
      "Working on : ARE\n",
      "Working on : ARES\n",
      "Working on : ARGO\n",
      "Working on : ARI\n",
      "Working on : ARKR\n",
      "Working on : ARL\n",
      "Working on : ARMK\n",
      "Working on : ARNA\n",
      "Working on : AROC\n",
      "Working on : AROW\n",
      "Working on : ARR\n",
      "Working on : ARTNA\n",
      "Working on : ARTW\n",
      "Working on : ARW\n",
      "Working on : ARWR\n",
      "Working on : ASB\n",
      "Working on : ASGN\n",
      "Working on : ASH\n",
      "Working on : ASIX\n",
      "Working on : ASMB\n",
      "Working on : ASPN\n",
      "Working on : ASPS\n",
      "Working on : ASRT\n",
      "Working on : ASRV\n",
      "Working on : ASTC\n",
      "Working on : ASTE\n",
      "Working on : ASUR\n",
      "Working on : ASYS\n",
      "Working on : ATEC\n",
      "Working on : ATEN\n",
      "Working on : ATGE\n",
      "Working on : ATH\n",
      "Working on : ATHX\n",
      "Working on : ATI\n",
      "Working on : ATKR\n",
      "Working on : ATLC\n",
      "Working on : ATLO\n",
      "Working on : ATNI\n",
      "Working on : ATNM\n",
      "Working on : ATNX\n",
      "Working on : ATO\n",
      "Working on : ATOS\n",
      "Working on : ATR\n",
      "Working on : ATRA\n",
      "Working on : ATRC\n",
      "Working on : ATRI\n",
      "Working on : ATRO\n",
      "Working on : ATRS\n",
      "Working on : ATSG\n",
      "Working on : ATUS\n",
      "Working on : ATVI\n",
      "Working on : AUBN\n",
      "Working on : AUMN\n",
      "Working on : AUTO\n",
      "Working on : AVA\n",
      "Working on : AVAV\n",
      "Working on : AVB\n",
      "Working on : AVD\n",
      "Working on : AVEO\n",
      "Working on : AVGO\n",
      "Working on : AVGR\n",
      "Working on : AVID\n",
      "Working on : AVNS\n",
      "Working on : AVNW\n",
      "Working on : AVT\n",
      "Working on : AVXL\n",
      "Working on : AVY\n",
      "Working on : AVYA\n",
      "Working on : AWI\n",
      "Working on : AWK\n",
      "Working on : AWR\n",
      "Working on : AWRE\n",
      "Working on : AX\n",
      "Working on : AXAS\n",
      "Working on : AXDX\n",
      "Working on : AXGN\n",
      "Working on : AXL\n",
      "Working on : AXP\n",
      "Working on : AXR\n",
      "Working on : AXS\n",
      "Working on : AXSM\n",
      "Working on : AXTA\n",
      "Working on : AXTI\n",
      "Working on : AYI\n",
      "Working on : AYX\n",
      "Working on : AZO\n",
      "Working on : AZPN\n",
      "Working on : AZZ\n",
      "Working on : B\n",
      "Working on : BA\n",
      "Working on : BAC\n",
      "Working on : BAH\n",
      "Working on : BANC\n",
      "Working on : BAND\n",
      "Working on : BANF\n",
      "Working on : BANR\n",
      "Working on : BATRA\n",
      "Working on : BATRK\n",
      "Working on : BAX\n",
      "Working on : BBBY\n",
      "Working on : BBCP\n",
      "Working on : BBGI\n",
      "Working on : BBSI\n",
      "Working on : BBW\n",
      "Working on : BBY\n",
      "Working on : BC\n",
      "Working on : BCBP\n",
      "Working on : BCC\n",
      "Working on : BCEI\n",
      "Working on : BCLI\n",
      "Working on : BCO\n",
      "Working on : BCOR\n",
      "Working on : BCOV\n",
      "Working on : BCPC\n",
      "Working on : BCRX\n",
      "Working on : BDC\n",
      "Working on : BDL\n",
      "Working on : BDN\n",
      "Working on : BDSI\n",
      "Working on : BDX\n",
      "Working on : BECN\n",
      "Working on : BELFA\n",
      "Working on : BELFB\n",
      "Working on : BEN\n",
      "Working on : BERY\n",
      "Working on : BFAM\n",
      "Working on : BFIN\n",
      "Working on : BFS\n",
      "Working on : BG\n",
      "Working on : BGCP\n",
      "Working on : BGFV\n",
      "Working on : BGS\n",
      "Working on : BGSF\n",
      "Working on : BH\n",
      "Working on : BHB\n",
      "Working on : BHE\n",
      "Working on : BHF\n",
      "Working on : BHLB\n",
      "Working on : BHR\n",
      "Working on : BHVN\n",
      "Working on : BIG\n",
      "Working on : BIIB\n",
      "Working on : BIO\n",
      "Working on : BIOC\n",
      "Working on : BIOL\n",
      "Working on : BJRI\n",
      "Working on : BK\n",
      "Working on : BKD\n",
      "Working on : BKE\n",
      "Working on : BKH\n",
      "Working on : BKI\n",
      "Working on : BKNG\n",
      "Working on : BKSC\n",
      "Working on : BKTI\n",
      "Working on : BKU\n",
      "Working on : BL\n",
      "Working on : BLBD\n",
      "Working on : BLCM\n",
      "Working on : BLD\n",
      "Working on : BLDR\n",
      "Working on : BLFS\n",
      "Working on : BLK\n",
      "Working on : BLKB\n",
      "Working on : BLL\n",
      "Working on : BLMN\n",
      "Working on : BLUE\n",
      "Working on : BMI\n",
      "Working on : BMRC\n",
      "Working on : BMRN\n",
      "Working on : BMTC\n",
      "Working on : BMY\n",
      "Working on : BNED\n",
      "Working on : BNFT\n",
      "Working on : BOCH\n",
      "Working on : BOH\n",
      "Working on : BOKF\n",
      "Working on : BOMN\n",
      "Working on : BOOM\n",
      "Working on : BOOT\n",
      "Working on : BOTJ\n",
      "Working on : BOX\n",
      "Working on : BPMC\n",
      "Working on : BPOP\n",
      "Working on : BPRN\n",
      "Working on : BPTH\n",
      "Working on : BR\n",
      "Working on : BRC\n",
      "Working on : BRG\n",
      "Working on : BRID\n",
      "Working on : BRKL\n",
      "Working on : BRKR\n",
      "Working on : BRKS\n",
      "Working on : BRN\n",
      "Working on : BRO\n",
      "Working on : BRT\n",
      "Working on : BRX\n",
      "Working on : BSET\n",
      "Working on : BSGM\n",
      "Working on : BSQR\n",
      "Working on : BSRR\n",
      "Working on : BSX\n",
      "Working on : BTN\n",
      "Working on : BTU\n",
      "Working on : BURL\n",
      "Working on : BUSE\n",
      "Working on : BW\n",
      "Working on : BWA\n",
      "Working on : BWEN\n",
      "Working on : BWFG\n",
      "Working on : BWXT\n",
      "Working on : BXC\n",
      "Working on : BXMT\n",
      "Working on : BXP\n",
      "Working on : BXS\n",
      "Working on : BY\n",
      "Working on : BYD\n",
      "Working on : BYFC\n",
      "Working on : BZH\n",
      "Working on : C\n",
      "Working on : CABO\n",
      "Working on : CAC\n",
      "Working on : CACC\n",
      "Working on : CACI\n",
      "Working on : CADE\n",
      "Working on : CAG\n",
      "Working on : CAH\n",
      "Working on : CAI\n",
      "Working on : CAKE\n",
      "Working on : CAL\n",
      "Working on : CALA\n",
      "Working on : CALM\n",
      "Working on : CALX\n",
      "Working on : CAMP\n",
      "Working on : CAPR\n",
      "Working on : CAR\n",
      "Working on : CARA\n",
      "Working on : CARG\n",
      "Working on : CARS\n",
      "Working on : CASA\n",
      "Working on : CASH\n",
      "Working on : CASI\n",
      "Working on : CASS\n",
      "Working on : CASY\n",
      "Working on : CAT\n",
      "Working on : CATB\n",
      "Working on : CATC\n",
      "Working on : CATO\n",
      "Working on : CATY\n",
      "Working on : CB\n",
      "Working on : CBAN\n",
      "Working on : CBAY\n",
      "Working on : CBB\n",
      "Working on : CBFV\n",
      "Working on : CBIO\n",
      "Working on : CBLI\n",
      "Working on : CBOE\n",
      "Working on : CBRE\n",
      "Working on : CBRL\n",
      "Working on : CBSH\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Working on : CBT\n",
      "Working on : CBTX\n",
      "Working on : CBU\n",
      "Working on : CBZ\n",
      "Working on : CC\n",
      "Working on : CCBG\n",
      "Working on : CCF\n",
      "Working on : CCI\n",
      "Working on : CCK\n",
      "Working on : CCL\n",
      "Working on : CCMP\n",
      "Working on : CCNE\n",
      "Working on : CCO\n",
      "Working on : CCOI\n",
      "Working on : CCRN\n",
      "Working on : CCS\n",
      "Working on : CCXI\n",
      "Working on : CDE\n",
      "Working on : CDEV\n",
      "Working on : CDK\n",
      "Working on : CDMO\n",
      "Working on : CDNA\n",
      "Working on : CDNS\n",
      "Working on : CDR\n",
      "Working on : CDTX\n",
      "Working on : CDW\n",
      "Working on : CDXC\n",
      "Working on : CDXS\n",
      "Working on : CDZI\n",
      "Working on : CE\n",
      "Working on : CECE\n",
      "Working on : CEI\n",
      "Working on : CEIX\n",
      "Working on : CELC\n",
      "File Doesn't Exist\n",
      "Working on : CELH\n",
      "Working on : CEMI\n",
      "Working on : CENT\n",
      "Working on : CENTA\n",
      "Working on : CENX\n",
      "Working on : CERN\n",
      "Working on : CERS\n",
      "Working on : CETX\n",
      "Working on : CEVA\n",
      "Working on : CF\n",
      "Working on : CFBK\n",
      "Working on : CFFI\n",
      "Working on : CFFN\n",
      "Working on : CFG\n",
      "Working on : CFMS\n",
      "Working on : CFR\n",
      "Working on : CFX\n",
      "Working on : CGNX\n",
      "Working on : CHCI\n",
      "Working on : CHCO\n",
      "Working on : CHCT\n",
      "Working on : CHD\n",
      "Working on : CHDN\n",
      "Working on : CHE\n",
      "Working on : CHEF\n",
      "Working on : CHGG\n",
      "Working on : CHH\n",
      "Working on : CHMG\n",
      "Working on : CHMI\n",
      "Working on : CHRS\n",
      "Working on : CHRW\n",
      "Working on : CHS\n",
      "Working on : CHTR\n",
      "Working on : CHUY\n",
      "Working on : CI\n",
      "Working on : CIA\n",
      "Working on : CIDM\n",
      "Working on : CIEN\n",
      "Working on : CIM\n",
      "Working on : CINF\n",
      "Working on : CIO\n",
      "Working on : CIR\n",
      "Working on : CIT\n",
      "Working on : CIVB\n",
      "Working on : CIX\n",
      "Working on : CIZN\n",
      "Working on : CKX\n",
      "Working on : CL\n",
      "Working on : CLAR\n",
      "Working on : CLB\n",
      "Working on : CLBS\n",
      "Working on : CLDR\n",
      "Working on : CLDT\n",
      "Working on : CLDX\n",
      "Working on : CLF\n",
      "Working on : CLFD\n",
      "Working on : CLH\n",
      "Working on : CLI\n",
      "Working on : CLIR\n",
      "Working on : CLNE\n",
      "Working on : CLPR\n",
      "Working on : CLR\n",
      "Working on : CLRB\n",
      "Working on : CLRO\n",
      "Working on : CLSN\n",
      "Working on : CLVS\n",
      "Working on : CLW\n",
      "Working on : CLX\n",
      "Working on : CLXT\n",
      "Working on : CMA\n",
      "Working on : CMC\n",
      "Working on : CMCO\n",
      "Working on : CMCSA\n",
      "Working on : CMCT\n",
      "Working on : CME\n",
      "Working on : CMG\n",
      "Working on : CMI\n",
      "Working on : CMO\n",
      "Working on : CMP\n",
      "Working on : CMRX\n",
      "Working on : CMS\n",
      "Working on : CMT\n",
      "Working on : CMTL\n",
      "Working on : CNA\n",
      "Working on : CNBKA\n",
      "Working on : CNC\n",
      "Working on : CNCE\n",
      "Working on : CNDT\n",
      "Working on : CNFR\n",
      "Working on : CNK\n",
      "Working on : CNMD\n",
      "Working on : CNNE\n",
      "Working on : CNO\n",
      "Working on : CNOB\n",
      "Working on : CNP\n",
      "Working on : CNS\n",
      "Working on : CNSL\n",
      "Working on : CNTY\n",
      "Working on : CNX\n",
      "Working on : CNXN\n",
      "Working on : CODA\n",
      "Working on : COF\n",
      "Working on : COG\n",
      "Working on : COHN\n",
      "Working on : COHR\n",
      "Working on : COHU\n",
      "Working on : COKE\n",
      "Working on : COLB\n",
      "Working on : COLL\n",
      "Working on : COLM\n",
      "Working on : COMM\n",
      "Working on : CONE\n",
      "Working on : CONN\n",
      "Working on : COO\n",
      "Working on : COOP\n",
      "Working on : COP\n",
      "Working on : COR\n",
      "Working on : CORE\n",
      "Working on : CORR\n",
      "Working on : CORT\n",
      "Working on : COST\n",
      "Working on : COTY\n",
      "Working on : COUP\n",
      "Working on : COWN\n",
      "Working on : CPB\n",
      "Working on : CPE\n",
      "Working on : CPF\n",
      "Working on : CPHC\n",
      "Working on : CPIX\n",
      "Working on : CPK\n",
      "Working on : CPRI\n",
      "Working on : CPRT\n",
      "Working on : CPRX\n",
      "Working on : CPS\n",
      "Working on : CPSH\n",
      "Working on : CPSI\n",
      "Working on : CPSS\n",
      "Working on : CPT\n",
      "Working on : CR\n",
      "Working on : CRAI\n",
      "Working on : CRBP\n",
      "Working on : CREE\n",
      "Working on : CRI\n",
      "Working on : CRIS\n",
      "Working on : CRK\n",
      "Working on : CRL\n",
      "Working on : CRM\n",
      "Working on : CRMD\n",
      "Working on : CRMT\n",
      "Working on : CROX\n",
      "Working on : CRS\n",
      "Working on : CRUS\n",
      "Working on : CRVL\n",
      "Working on : CRVS\n",
      "Working on : CRWS\n",
      "Working on : CRY\n",
      "Working on : CSCO\n",
      "Working on : CSGP\n",
      "Working on : CSGS\n",
      "Working on : CSII\n",
      "Working on : CSL\n",
      "Working on : CSLT\n",
      "Working on : CSOD\n",
      "Working on : CSPI\n",
      "Working on : CSTR\n",
      "Working on : CSU\n",
      "Working on : CSV\n",
      "Working on : CSWI\n",
      "Working on : CSX\n",
      "Working on : CTAS\n",
      "Working on : CTBI\n",
      "Working on : CTG\n",
      "Working on : CTHR\n",
      "Working on : CTIB\n",
      "Working on : CTIC\n",
      "Working on : CTLT\n",
      "Working on : CTMX\n",
      "Working on : CTO\n",
      "Working on : CTRE\n",
      "Working on : CTRN\n",
      "Working on : CTS\n",
      "Working on : CTSH\n",
      "Working on : CTSO\n",
      "Working on : CTT\n",
      "Working on : CTXS\n",
      "Working on : CUBE\n",
      "Working on : CUBI\n",
      "Working on : CULP\n",
      "Working on : CURO\n",
      "Working on : CUTR\n",
      "Working on : CUZ\n",
      "Working on : CVA\n",
      "Working on : CVBF\n",
      "Working on : CVCO\n",
      "Working on : CVCY\n",
      "Working on : CVGI\n",
      "Working on : CVGW\n",
      "Working on : CVI\n",
      "Working on : CVLT\n",
      "Working on : CVLY\n",
      "Working on : CVM\n",
      "Working on : CVNA\n",
      "Working on : CVR\n",
      "Working on : CVS\n",
      "Working on : CVU\n",
      "Working on : CVV\n",
      "Working on : CVX\n",
      "Working on : CW\n",
      "Working on : CWBC\n",
      "Working on : CWBR\n",
      "Working on : CWEN\n",
      "Working on : CWH\n",
      "Working on : CWST\n",
      "Working on : CWT\n",
      "Working on : CXP\n",
      "Working on : CXW\n",
      "Working on : CYAN\n",
      "Working on : CYBE\n",
      "Working on : CYCC\n",
      "Working on : CYH\n",
      "Working on : CYRX\n",
      "Working on : CYTK\n",
      "Working on : CYTR\n",
      "Working on : CZNC\n",
      "Working on : CZR\n",
      "Working on : CZWI\n",
      "Working on : D\n",
      "Working on : DAIO\n",
      "Working on : DAKT\n",
      "Working on : DAL\n",
      "Working on : DAN\n",
      "Working on : DAR\n",
      "Working on : DARE\n",
      "Working on : DBD\n",
      "Working on : DBI\n",
      "Working on : DCI\n",
      "Working on : DCO\n",
      "Working on : DCOM\n",
      "Working on : DCPH\n",
      "Working on : DD\n",
      "Working on : DDD\n",
      "Working on : DDS\n",
      "Working on : DE\n",
      "Working on : DEA\n",
      "Working on : DECK\n",
      "Working on : DEI\n",
      "Working on : DELL\n",
      "Working on : DENN\n",
      "Working on : DFIN\n",
      "Working on : DFS\n",
      "Working on : DG\n",
      "Working on : DGICA\n",
      "Working on : DGII\n",
      "Working on : DGLY\n",
      "Working on : DGX\n",
      "Working on : DHI\n",
      "Working on : DHIL\n",
      "Working on : DHR\n",
      "Working on : DHX\n",
      "Working on : DIN\n",
      "Working on : DIOD\n",
      "Working on : DIS\n",
      "Working on : DISCA\n",
      "Working on : DISCK\n",
      "Working on : DISH\n",
      "Working on : DIT\n",
      "Working on : DJCO\n",
      "Working on : DK\n",
      "Working on : DKS\n",
      "Working on : DLA\n",
      "Working on : DLB\n",
      "Working on : DLHC\n",
      "Working on : DLR\n",
      "Working on : DLTH\n",
      "Working on : DLTR\n",
      "Working on : DLX\n",
      "Working on : DMRC\n",
      "Working on : DNLI\n",
      "Working on : DNOW\n",
      "Working on : DOC\n",
      "Working on : DOOR\n",
      "Working on : DORM\n",
      "Working on : DOV\n",
      "Working on : DPZ\n",
      "Working on : DRE\n",
      "Working on : DRH\n",
      "Working on : DRI\n",
      "Working on : DRNA\n",
      "Working on : DRQ\n",
      "Working on : DRRX\n",
      "Working on : DS\n",
      "Working on : DSKE\n",
      "Working on : DSPG\n",
      "Working on : DSS\n",
      "Working on : DTE\n",
      "Working on : DUK\n",
      "Working on : DVA\n",
      "Working on : DVAX\n",
      "Working on : DVD\n",
      "Working on : DVN\n",
      "Working on : DWSN\n",
      "Working on : DX\n",
      "Working on : DXC\n",
      "Working on : DXCM\n",
      "Working on : DXLG\n",
      "Working on : DXPE\n",
      "Working on : DXYN\n",
      "Working on : DY\n",
      "Working on : DZSI\n",
      "Working on : EA\n",
      "Working on : EARN\n",
      "Working on : EAT\n",
      "Working on : EBAY\n",
      "Working on : EBF\n",
      "Working on : EBIX\n",
      "Working on : EBMT\n",
      "Working on : EBS\n",
      "Working on : EBSB\n",
      "Working on : EBTC\n",
      "Working on : ECHO\n",
      "Working on : ECL\n",
      "Working on : ECOL\n",
      "Working on : ECOM\n",
      "Working on : ECPG\n",
      "Working on : ED\n",
      "Working on : EDIT\n",
      "Working on : EDUC\n",
      "Working on : EEFT\n",
      "Working on : EEX\n",
      "Working on : EFC\n",
      "Working on : EFOI\n",
      "Working on : EFSC\n",
      "Working on : EFX\n",
      "Working on : EGAN\n",
      "Working on : EGBN\n",
      "Working on : EGHT\n",
      "Working on : EGLE\n",
      "Working on : EGP\n",
      "Working on : EGRX\n",
      "Working on : EGY\n",
      "Working on : EHC\n",
      "Working on : EHTH\n",
      "Working on : EIG\n",
      "Working on : EIGR\n",
      "Working on : EIX\n",
      "Working on : EKSO\n",
      "Working on : EL\n",
      "Working on : ELF\n",
      "Working on : ELMD\n",
      "Working on : ELOX\n",
      "Working on : ELS\n",
      "Working on : ELSE\n",
      "Working on : ELVT\n",
      "Working on : ELY\n",
      "Working on : EMAN\n",
      "Working on : EMCF\n",
      "Working on : EME\n",
      "Working on : EMKR\n",
      "Working on : EML\n",
      "Working on : EMMS\n",
      "Working on : EMN\n",
      "Working on : EMR\n",
      "Working on : ENDP\n",
      "Working on : ENG\n",
      "Working on : ENPH\n",
      "Working on : ENR\n",
      "Working on : ENS\n",
      "Working on : ENSG\n",
      "Working on : ENSV\n",
      "Working on : ENTA\n",
      "Working on : ENTG\n",
      "Working on : ENV\n",
      "Working on : ENVA\n",
      "Working on : ENZ\n",
      "Working on : EOG\n",
      "Working on : EPAM\n",
      "Working on : EPAY\n",
      "Working on : EPC\n",
      "Working on : EPM\n",
      "Working on : EPR\n",
      "Working on : EPZM\n",
      "Working on : EQBK\n",
      "Working on : EQC\n",
      "Working on : EQIX\n",
      "Working on : EQR\n",
      "Working on : EQT\n",
      "Working on : ERIE\n",
      "Working on : ERII\n",
      "Working on : ES\n",
      "Working on : ESBK\n",
      "Working on : ESCA\n",
      "Working on : ESE\n",
      "Working on : ESGR\n",
      "Working on : ESNT\n",
      "Working on : ESP\n",
      "Working on : ESPR\n",
      "Working on : ESRT\n",
      "Working on : ESS\n",
      "Working on : ESSA\n",
      "Working on : ESTE\n",
      "Working on : ESXB\n",
      "Working on : ETH\n",
      "Working on : ETN\n",
      "Working on : ETR\n",
      "Working on : ETSY\n",
      "Working on : EVBG\n",
      "Working on : EVBN\n",
      "Working on : EVC\n",
      "Working on : EVFM\n",
      "Working on : EVH\n",
      "Working on : EVI\n",
      "Working on : EVOK\n",
      "Working on : EVOL\n",
      "Working on : EVR\n",
      "Working on : EVRG\n",
      "Working on : EVRI\n",
      "Working on : EVTC\n",
      "Working on : EW\n",
      "Working on : EWBC\n",
      "Working on : EXAS\n",
      "Working on : EXC\n",
      "Working on : EXEL\n",
      "Working on : EXLS\n",
      "Working on : EXP\n",
      "Working on : EXPD\n",
      "Working on : EXPE\n",
      "Working on : EXPO\n",
      "Working on : EXPR\n",
      "Working on : EXR\n",
      "Working on : EXTN\n",
      "Working on : EXTR\n",
      "Working on : EYE\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Working on : EYEG\n",
      "Working on : EYES\n",
      "Working on : EYPT\n",
      "Working on : EZPW\n",
      "Working on : F\n",
      "Working on : FAF\n",
      "Working on : FANG\n",
      "Working on : FARM\n",
      "Working on : FARO\n",
      "Working on : FAST\n",
      "Working on : FATE\n",
      "Working on : FB\n",
      "Working on : FBC\n",
      "Working on : FBHS\n",
      "Working on : FBIO\n",
      "Working on : FBIZ\n",
      "Working on : FBK\n",
      "Working on : FBMS\n",
      "Working on : FBNC\n",
      "Working on : FBP\n",
      "Working on : FC\n",
      "Working on : FCAP\n",
      "Working on : FCBC\n",
      "Working on : FCCO\n",
      "Working on : FCCY\n",
      "Working on : FCEL\n",
      "Working on : FCF\n",
      "Working on : FCFS\n",
      "Working on : FCN\n",
      "Working on : FCNCA\n",
      "Working on : FCPT\n",
      "Working on : FCX\n",
      "Working on : FDBC\n",
      "Working on : FDP\n",
      "Working on : FDS\n",
      "Working on : FDX\n",
      "Working on : FE\n",
      "Working on : FEIM\n",
      "Working on : FELE\n",
      "Working on : FET\n",
      "Working on : FEYE\n",
      "Working on : FF\n",
      "Working on : FFBC\n",
      "Working on : FFIC\n",
      "Working on : FFIN\n",
      "Working on : FFIV\n",
      "Working on : FFNW\n",
      "Working on : FFWM\n",
      "Working on : FGBI\n",
      "Working on : FGEN\n",
      "Working on : FHB\n",
      "Working on : FHN\n",
      "Working on : FI\n",
      "Working on : FIBK\n",
      "Working on : FICO\n",
      "Working on : FIS\n",
      "Working on : FISI\n",
      "Working on : FISV\n",
      "Working on : FITB\n",
      "Working on : FIVE\n",
      "Working on : FIVN\n",
      "Working on : FIX\n",
      "Working on : FIZZ\n",
      "Working on : FL\n",
      "Working on : FLDM\n",
      "File Doesn't Exist\n",
      "Working on : FLIC\n",
      "Working on : FLL\n",
      "Working on : FLMN\n",
      "Working on : FLNT\n",
      "Working on : FLO\n",
      "Working on : FLOW\n",
      "Working on : FLR\n",
      "Working on : FLS\n",
      "Working on : FLT\n",
      "Working on : FLWS\n",
      "Working on : FLXN\n",
      "Working on : FLXS\n",
      "Working on : FMAO\n",
      "Working on : FMBH\n",
      "Working on : FMBI\n",
      "Working on : FMC\n",
      "Working on : FMNB\n",
      "Working on : FN\n",
      "Working on : FNB\n",
      "Working on : FNCB\n",
      "Working on : FND\n",
      "Working on : FNF\n",
      "Working on : FNHC\n",
      "Working on : FNKO\n",
      "Working on : FNLC\n",
      "Working on : FNWB\n",
      "Working on : FOE\n",
      "Working on : FOLD\n",
      "Working on : FONR\n",
      "Working on : FOR\n",
      "Working on : FORD\n",
      "Working on : FORM\n",
      "Working on : FORR\n",
      "Working on : FOSL\n",
      "Working on : FOXF\n",
      "Working on : FPI\n",
      "Working on : FR\n",
      "Working on : FRBA\n",
      "Working on : FRBK\n",
      "Working on : FRC\n",
      "Working on : FRD\n",
      "Working on : FRGI\n",
      "Working on : FRME\n",
      "Working on : FRPH\n",
      "Working on : FRPT\n",
      "Working on : FRT\n",
      "Working on : FRTA\n",
      "Working on : FSBW\n",
      "Working on : FSFG\n",
      "Working on : FSLR\n",
      "Working on : FSP\n",
      "Working on : FSS\n",
      "Working on : FSTR\n",
      "Working on : FTEK\n",
      "Working on : FTI\n",
      "Working on : FTK\n",
      "Working on : FTNT\n",
      "Working on : FTV\n",
      "Working on : FUL\n",
      "Working on : FULT\n",
      "Working on : FUNC\n",
      "Working on : FUSB\n",
      "Working on : FVE\n",
      "Working on : FWONA\n",
      "Working on : FWONK\n",
      "Working on : FWRD\n",
      "Working on : G\n",
      "Working on : GABC\n",
      "Working on : GAIA\n",
      "Working on : GALT\n",
      "Working on : GATX\n",
      "Working on : GBCI\n",
      "Working on : GBL\n",
      "Working on : GBLI\n",
      "Working on : GBT\n",
      "Working on : GBX\n",
      "Working on : GCBC\n",
      "Working on : GCI\n",
      "Working on : GCO\n",
      "Working on : GCP\n",
      "Working on : GD\n",
      "Working on : GDDY\n",
      "Working on : GDEN\n",
      "Working on : GDOT\n",
      "Working on : GDP\n",
      "Working on : GE\n",
      "Working on : GEF\n",
      "Working on : GENC\n",
      "Working on : GEO\n",
      "Working on : GEOS\n",
      "Working on : GERN\n",
      "Working on : GES\n",
      "Working on : GEVO\n",
      "Working on : GFED\n",
      "Working on : GFF\n",
      "Working on : GGG\n",
      "Working on : GHC\n",
      "Working on : GHL\n",
      "Working on : GHM\n",
      "Working on : GIFI\n",
      "Working on : GIII\n",
      "Working on : GILD\n",
      "Working on : GIS\n",
      "Working on : GKOS\n",
      "Working on : GLBZ\n",
      "Working on : GLDD\n",
      "Working on : GLPI\n",
      "Working on : GLRE\n",
      "Working on : GLT\n",
      "Working on : GLW\n",
      "Working on : GLYC\n",
      "Working on : GM\n",
      "Working on : GME\n",
      "Working on : GMED\n",
      "Working on : GMRE\n",
      "Working on : GMS\n",
      "Working on : GNCA\n",
      "Working on : GNE\n",
      "Working on : GNK\n",
      "Working on : GNL\n",
      "Working on : GNRC\n",
      "Working on : GNTX\n",
      "Working on : GNTY\n",
      "Working on : GNW\n",
      "Working on : GOGO\n",
      "Working on : GOLF\n",
      "Working on : GOOD\n",
      "Working on : GOOG\n",
      "Working on : GOOGL\n",
      "Working on : GORO\n",
      "Working on : GPC\n",
      "Working on : GPI\n",
      "Working on : GPK\n",
      "Working on : GPMT\n",
      "Working on : GPN\n",
      "Working on : GPRE\n",
      "Working on : GPRO\n",
      "Working on : GPS\n",
      "Working on : GPX\n",
      "Working on : GRA\n",
      "Working on : GRBK\n",
      "Working on : GRC\n",
      "Working on : GRMN\n",
      "Working on : GROW\n",
      "Working on : GRPN\n",
      "Working on : GS\n",
      "Working on : GSAT\n",
      "Working on : GSBC\n",
      "Working on : GSIT\n",
      "Working on : GT\n",
      "Working on : GTHX\n",
      "Working on : GTIM\n",
      "Working on : GTLS\n",
      "Working on : GTN\n",
      "Working on : GTS\n",
      "Working on : GTY\n",
      "Working on : GTYH\n",
      "Working on : GVA\n",
      "Working on : GVP\n",
      "Working on : GWB\n",
      "Working on : GWGH\n",
      "Working on : GWRE\n",
      "Working on : GWRS\n",
      "Working on : GWW\n",
      "Working on : H\n",
      "Working on : HA\n",
      "Working on : HAE\n",
      "Working on : HAFC\n",
      "Working on : HAIN\n",
      "Working on : HAL\n",
      "Working on : HALL\n",
      "Working on : HALO\n",
      "Working on : HAS\n",
      "Working on : HASI\n",
      "Working on : HAYN\n",
      "Working on : HBAN\n",
      "Working on : HBB\n",
      "Working on : HBCP\n",
      "Working on : HBI\n",
      "Working on : HBIO\n",
      "Working on : HBMD\n",
      "Working on : HBNC\n",
      "Working on : HBP\n",
      "Working on : HCA\n",
      "Working on : HCC\n",
      "Working on : HCCI\n",
      "Working on : HCHC\n",
      "Working on : HCI\n",
      "Working on : HCKT\n",
      "Working on : HCSG\n",
      "Working on : HD\n",
      "Working on : HDSN\n",
      "Working on : HE\n",
      "Working on : HEAR\n",
      "Working on : HEES\n",
      "Working on : HEI\n",
      "Working on : HELE\n",
      "Working on : HES\n",
      "Working on : HFBL\n",
      "Working on : HFC\n",
      "Working on : HFWA\n",
      "Working on : HGV\n",
      "Working on : HHC\n",
      "Working on : HI\n",
      "Working on : HIBB\n",
      "Working on : HIFS\n",
      "Working on : HIG\n",
      "Working on : HII\n",
      "Working on : HIL\n",
      "Working on : HIW\n",
      "Working on : HL\n",
      "Working on : HLF\n",
      "Working on : HLI\n",
      "Working on : HLIT\n",
      "Working on : HLNE\n",
      "Working on : HLT\n",
      "Working on : HLX\n",
      "Working on : HMHC\n",
      "Working on : HMN\n",
      "Working on : HMNF\n",
      "Working on : HMST\n",
      "Working on : HMTV\n",
      "Working on : HNI\n",
      "Working on : HNRG\n",
      "Working on : HOFT\n",
      "Working on : HOG\n",
      "Working on : HOLX\n",
      "Working on : HOMB\n",
      "Working on : HON\n",
      "Working on : HONE\n",
      "Working on : HOPE\n",
      "Working on : HOV\n",
      "Working on : HP\n",
      "Working on : HPE\n",
      "Working on : HPP\n",
      "Working on : HPQ\n",
      "Working on : HQY\n",
      "Working on : HR\n",
      "Working on : HRB\n",
      "Working on : HRC\n",
      "Working on : HRI\n",
      "Working on : HRL\n",
      "Working on : HROW\n",
      "Working on : HRTG\n",
      "Working on : HRTX\n",
      "Working on : HSC\n",
      "Working on : HSIC\n",
      "Working on : HSII\n",
      "Working on : HSKA\n",
      "Working on : HSON\n",
      "Working on : HST\n",
      "Working on : HSTM\n",
      "Working on : HSY\n",
      "Working on : HT\n",
      "Working on : HTA\n",
      "Working on : HTBI\n",
      "Working on : HTBK\n",
      "Working on : HTBX\n",
      "Working on : HTGM\n",
      "Working on : HTH\n",
      "Working on : HTLD\n",
      "Working on : HTLF\n",
      "Working on : HUBB\n",
      "Working on : HUBG\n",
      "Working on : HUBS\n",
      "Working on : HUM\n",
      "Working on : HUN\n",
      "Working on : HURC\n",
      "Working on : HURN\n",
      "Working on : HUSA\n",
      "Working on : HVT\n",
      "Working on : HWBK\n",
      "Working on : HWC\n",
      "Working on : HWKN\n",
      "Working on : HXL\n",
      "Working on : HY\n",
      "Working on : HZN\n",
      "Working on : HZNP\n",
      "Working on : HZO\n",
      "Working on : IAC\n",
      "Working on : IART\n",
      "Working on : IBCP\n",
      "Working on : IBIO\n",
      "Working on : IBKR\n",
      "Working on : IBM\n",
      "Working on : IBOC\n",
      "Working on : IBP\n",
      "Working on : IBTX\n",
      "Working on : ICAD\n",
      "Working on : ICBK\n",
      "Working on : ICCC\n",
      "Working on : ICD\n",
      "Working on : ICE\n",
      "Working on : ICFI\n",
      "Working on : ICHR\n",
      "Working on : ICPT\n",
      "Working on : ICUI\n",
      "Working on : IDA\n",
      "Working on : IDCC\n",
      "Working on : IDN\n",
      "Working on : IDRA\n",
      "Working on : IDT\n",
      "Working on : IDXG\n",
      "Working on : IDXX\n",
      "Working on : IEC\n",
      "Working on : IESC\n",
      "Working on : IEX\n",
      "Working on : IFF\n",
      "Working on : IHC\n",
      "Working on : III\n",
      "Working on : IIIN\n",
      "Working on : IIN\n",
      "Working on : IIPR\n",
      "Working on : IIVI\n",
      "Working on : IKNX\n",
      "Working on : ILMN\n",
      "Working on : IMGN\n",
      "Working on : IMH\n",
      "Working on : IMKTA\n",
      "Working on : IMMR\n",
      "Working on : IMXI\n",
      "Working on : INBK\n",
      "Working on : INCY\n",
      "Working on : INDB\n",
      "Working on : INFI\n",
      "Working on : INFN\n",
      "Working on : INFO\n",
      "Working on : INFU\n",
      "Working on : INGN\n",
      "Working on : INGR\n",
      "Working on : INN\n",
      "Working on : INO\n",
      "Working on : INOD\n",
      "Working on : INOV\n",
      "Working on : INPX\n",
      "Working on : INS\n",
      "Working on : INSE\n",
      "Working on : INSG\n",
      "Working on : INSM\n",
      "Working on : INSW\n",
      "Working on : INT\n",
      "Working on : INTC\n",
      "Working on : INTG\n",
      "Working on : INTT\n",
      "Working on : INTU\n",
      "Working on : INUV\n",
      "Working on : INVA\n",
      "Working on : INVE\n",
      "Working on : INVH\n",
      "Working on : IO\n",
      "Working on : IONS\n",
      "Working on : IOR\n",
      "Working on : IOSP\n",
      "Working on : IOVA\n",
      "Working on : IP\n",
      "Working on : IPAR\n",
      "Working on : IPG\n",
      "Working on : IPGP\n",
      "Working on : IPI\n",
      "Working on : IPWR\n",
      "Working on : IQV\n",
      "Working on : IR\n",
      "Working on : IRBT\n",
      "Working on : IRDM\n",
      "Working on : IRIX\n",
      "Working on : IRM\n",
      "Working on : IRMD\n",
      "Working on : IROQ\n",
      "Working on : IRT\n",
      "Working on : IRTC\n",
      "Working on : IRWD\n",
      "Working on : ISBC\n",
      "Working on : ISDR\n",
      "Working on : ISIG\n",
      "Working on : ISNS\n",
      "Working on : ISR\n",
      "Working on : ISRG\n",
      "Working on : ISSC\n",
      "Working on : ISTR\n",
      "Working on : IT\n",
      "Working on : ITCI\n",
      "Working on : ITGR\n",
      "Working on : ITI\n",
      "Working on : ITIC\n",
      "Working on : ITRI\n",
      "Working on : ITT\n",
      "Working on : ITW\n",
      "Working on : IVAC\n",
      "Working on : IVC\n",
      "Working on : IVR\n",
      "Working on : IVZ\n",
      "Working on : IZEA\n",
      "Working on : JACK\n",
      "Working on : JAGX\n",
      "Working on : JAKK\n",
      "Working on : JAX\n",
      "Working on : JAZZ\n",
      "Working on : JBGS\n",
      "Working on : JBHT\n",
      "Working on : JBL\n",
      "Working on : JBLU\n",
      "Working on : JBSS\n",
      "Working on : JBT\n",
      "Working on : JCI\n",
      "Working on : JCOM\n",
      "Working on : JCS\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Working on : JCTCF\n",
      "Working on : JEF\n",
      "Working on : JELD\n",
      "Working on : JHG\n",
      "Working on : JILL\n",
      "Working on : JJSF\n",
      "Working on : JKHY\n",
      "Working on : JLL\n",
      "Working on : JNCE\n",
      "Working on : JNJ\n",
      "Working on : JNPR\n",
      "Working on : JOB\n",
      "Working on : JOE\n",
      "Working on : JOUT\n",
      "Working on : JPM\n",
      "Working on : JRVR\n",
      "Working on : JVA\n",
      "Working on : JWN\n",
      "Working on : JYNT\n",
      "Working on : K\n",
      "Working on : KAI\n",
      "Working on : KALA\n",
      "Working on : KALU\n",
      "Working on : KALV\n",
      "Working on : KAMN\n",
      "Working on : KAR\n",
      "Working on : KBAL\n",
      "Working on : KBH\n",
      "Working on : KBR\n",
      "Working on : KDMN\n",
      "Working on : KDP\n",
      "Working on : KE\n",
      "Working on : KELYA\n",
      "Working on : KEQU\n",
      "Working on : KEX\n",
      "Working on : KEY\n",
      "Working on : KEYS\n",
      "Working on : KFFB\n",
      "Working on : KFRC\n",
      "Working on : KFY\n",
      "Working on : KHC\n",
      "Working on : KIDS\n",
      "Working on : KIM\n",
      "Working on : KIN\n",
      "Working on : KINS\n",
      "Working on : KIRK\n",
      "Working on : KKR\n",
      "Working on : KLAC\n",
      "Working on : KLIC\n",
      "Working on : KMB\n",
      "Working on : KMI\n",
      "Working on : KMPH\n",
      "Working on : KMPR\n",
      "Working on : KMT\n",
      "Working on : KMX\n",
      "Working on : KN\n",
      "Working on : KNSL\n",
      "Working on : KNX\n",
      "Working on : KO\n",
      "Working on : KODK\n",
      "Working on : KOP\n",
      "Working on : KOPN\n",
      "Working on : KOS\n",
      "Working on : KPTI\n",
      "Working on : KR\n",
      "Working on : KRA\n",
      "Working on : KRC\n",
      "Working on : KREF\n",
      "Working on : KRG\n",
      "Working on : KRNY\n",
      "Working on : KRO\n",
      "Working on : KRYS\n",
      "Working on : KSS\n",
      "Working on : KSU\n",
      "Working on : KTCC\n",
      "Working on : KTOS\n",
      "Working on : KURA\n",
      "Working on : KVHI\n",
      "Working on : KW\n",
      "Working on : KWR\n",
      "Working on : L\n",
      "Working on : LAD\n",
      "Working on : LADR\n",
      "Working on : LAKE\n",
      "Working on : LAMR\n",
      "Working on : LANC\n",
      "Working on : LAND\n",
      "Working on : LARK\n",
      "Working on : LAUR\n",
      "Working on : LAWS\n",
      "File Doesn't Exist\n",
      "Working on : LAZ\n",
      "Working on : LBAI\n",
      "Working on : LBC\n",
      "Working on : LBRDA\n",
      "Working on : LBRDK\n",
      "Working on : LBTYA\n",
      "Working on : LBTYK\n",
      "Working on : LC\n",
      "Working on : LCI\n",
      "Working on : LCII\n",
      "Working on : LCNB\n",
      "Working on : LCUT\n",
      "Working on : LDL\n",
      "Working on : LDOS\n",
      "Working on : LE\n",
      "Working on : LEA\n",
      "Working on : LECO\n",
      "Working on : LEE\n",
      "Working on : LEG\n",
      "Working on : LEN\n",
      "Working on : LEU\n",
      "Working on : LFUS\n",
      "Working on : LFVN\n",
      "Working on : LGIH\n",
      "Working on : LGL\n",
      "Working on : LGND\n",
      "Working on : LH\n",
      "Working on : LHCG\n",
      "Working on : LIFE\n",
      "Working on : LII\n",
      "Working on : LILA\n",
      "Working on : LILAK\n",
      "Working on : LIN\n",
      "Working on : LINC\n",
      "Working on : LIND\n",
      "Working on : LIQT\n",
      "Working on : LITE\n",
      "Working on : LIVE\n",
      "Working on : LIVN\n",
      "Working on : LIVX\n",
      "Working on : LJPC\n",
      "Working on : LKFN\n",
      "Working on : LKQ\n",
      "Working on : LL\n",
      "Working on : LLNW\n",
      "Working on : LLY\n",
      "Working on : LMAT\n",
      "Working on : LMFA\n",
      "Working on : LMNR\n",
      "Working on : LMT\n",
      "Working on : LNC\n",
      "Working on : LNDC\n",
      "Working on : LNG\n",
      "Working on : LNN\n",
      "Working on : LNT\n",
      "Working on : LNTH\n",
      "Working on : LOAN\n",
      "Working on : LOB\n",
      "Working on : LOCO\n",
      "Working on : LODE\n",
      "Working on : LOOP\n",
      "Working on : LOPE\n",
      "Working on : LORL\n",
      "Working on : LOW\n",
      "Working on : LPCN\n",
      "Working on : LPG\n",
      "Working on : LPI\n",
      "Working on : LPLA\n",
      "Working on : LPSN\n",
      "Working on : LPTH\n",
      "Working on : LPX\n",
      "Working on : LQDT\n",
      "Working on : LRCX\n",
      "Working on : LRN\n",
      "Working on : LSBK\n",
      "Working on : LSCC\n",
      "Working on : LSI\n",
      "Working on : LSTR\n",
      "Working on : LSXMA\n",
      "Working on : LSXMK\n",
      "Working on : LTBR\n",
      "Working on : LTC\n",
      "Working on : LTRPA\n",
      "Working on : LTRX\n",
      "Working on : LUB\n",
      "Working on : LULU\n",
      "Working on : LUNA\n",
      "Working on : LUV\n",
      "Working on : LVS\n",
      "Working on : LW\n",
      "Working on : LWAY\n",
      "Working on : LXP\n",
      "Working on : LXRX\n",
      "Working on : LXU\n",
      "Working on : LYB\n",
      "Working on : LYTS\n",
      "Working on : LYV\n",
      "Working on : LZB\n",
      "Working on : M\n",
      "Working on : MA\n",
      "Working on : MAA\n",
      "Working on : MAC\n",
      "Working on : MACK\n",
      "Working on : MAN\n",
      "Working on : MANH\n",
      "Working on : MANT\n",
      "Working on : MAR\n",
      "Working on : MARA\n",
      "Working on : MARK\n",
      "Working on : MAS\n",
      "Working on : MASI\n",
      "Working on : MAT\n",
      "Working on : MATW\n",
      "Working on : MATX\n",
      "Working on : MAYS\n",
      "Working on : MBCN\n",
      "Working on : MBI\n",
      "Working on : MBII\n",
      "Working on : MBIN\n",
      "Working on : MBIO\n",
      "Working on : MBOT\n",
      "Working on : MBUU\n",
      "Working on : MBWM\n",
      "Working on : MC\n",
      "Working on : MCB\n",
      "Working on : MCBC\n",
      "Working on : MCD\n",
      "Working on : MCF\n",
      "Working on : MCFT\n",
      "Working on : MCHP\n",
      "Working on : MCHX\n",
      "Working on : MCK\n",
      "Working on : MCO\n",
      "Working on : MCRB\n",
      "Working on : MCRI\n",
      "Working on : MCS\n",
      "Working on : MCY\n",
      "Working on : MD\n",
      "Working on : MDB\n",
      "Working on : MDC\n",
      "Working on : MDGL\n",
      "Working on : MDLZ\n",
      "Working on : MDP\n",
      "Working on : MDRX\n",
      "Working on : MDT\n",
      "Working on : MDU\n",
      "Working on : MED\n",
      "Working on : MEDP\n",
      "Working on : MEI\n",
      "Working on : MEIP\n",
      "Working on : MERC\n",
      "Working on : MET\n",
      "Working on : MFA\n",
      "Working on : MFNC\n",
      "Working on : MG\n",
      "Working on : MGEE\n",
      "Working on : MGI\n",
      "Working on : MGLN\n",
      "Working on : MGM\n",
      "Working on : MGNX\n",
      "Working on : MGPI\n",
      "Working on : MGRC\n",
      "Working on : MGY\n",
      "Working on : MGYR\n",
      "Working on : MHH\n",
      "Working on : MHK\n",
      "Working on : MHLD\n",
      "Working on : MHO\n",
      "Working on : MIC\n",
      "Working on : MICR\n",
      "Working on : MICT\n",
      "Working on : MIDD\n",
      "Working on : MIND\n",
      "Working on : MITK\n",
      "Working on : MITT\n",
      "Working on : MKC\n",
      "Working on : MKL\n",
      "Working on : MKSI\n",
      "Working on : MKTX\n",
      "Working on : MLAB\n",
      "Working on : MLHR\n",
      "Working on : MLI\n",
      "Working on : MLM\n",
      "Working on : MLP\n",
      "Working on : MLR\n",
      "Working on : MLSS\n",
      "Working on : MLVF\n",
      "Working on : MMC\n",
      "Working on : MMI\n",
      "Working on : MMM\n",
      "Working on : MMS\n",
      "Working on : MMSI\n",
      "Working on : MN\n",
      "Working on : MNKD\n",
      "Working on : MNOV\n",
      "Working on : MNR\n",
      "Working on : MNRO\n",
      "Working on : MNST\n",
      "Working on : MNTX\n",
      "Working on : MO\n",
      "Working on : MOD\n",
      "Working on : MODN\n",
      "Working on : MOFG\n",
      "Working on : MOH\n",
      "Working on : MORN\n",
      "Working on : MOS\n",
      "Working on : MOSY\n",
      "Working on : MOV\n",
      "Working on : MPAA\n",
      "Working on : MPB\n",
      "Working on : MPC\n",
      "Working on : MPW\n",
      "Working on : MPWR\n",
      "Working on : MPX\n",
      "Working on : MRAM\n",
      "Working on : MRC\n",
      "Working on : MRCY\n",
      "Working on : MRIN\n",
      "Working on : MRK\n",
      "Working on : MRKR\n",
      "Working on : MRLN\n",
      "Working on : MRNS\n",
      "Working on : MRO\n",
      "Working on : MRSN\n",
      "Working on : MRTN\n",
      "Working on : MRTX\n",
      "Working on : MRVL\n",
      "Working on : MS\n",
      "Working on : MSA\n",
      "Working on : MSBI\n",
      "Working on : MSCI\n",
      "Working on : MSEX\n",
      "Working on : MSFT\n",
      "Working on : MSI\n",
      "Working on : MSM\n",
      "Working on : MSN\n",
      "Working on : MSON\n",
      "Working on : MSTR\n",
      "Working on : MTB\n",
      "Working on : MTCH\n",
      "Working on : MTD\n",
      "Working on : MTDR\n",
      "Working on : MTEM\n",
      "Working on : MTEX\n",
      "Working on : MTG\n",
      "Working on : MTH\n",
      "Working on : MTN\n",
      "Working on : MTNB\n",
      "Working on : MTOR\n",
      "Working on : MTRN\n",
      "Working on : MTRX\n",
      "Working on : MTSI\n",
      "Working on : MTW\n",
      "Working on : MTX\n",
      "Working on : MTZ\n",
      "Working on : MU\n",
      "Working on : MUR\n",
      "Working on : MUSA\n",
      "Working on : MUX\n",
      "Working on : MVBF\n",
      "Working on : MVIS\n",
      "Working on : MWA\n",
      "Working on : MXIM\n",
      "Working on : MXL\n",
      "Working on : MYE\n",
      "Working on : MYGN\n",
      "Working on : MYRG\n",
      "Working on : NAII\n",
      "Working on : NATH\n",
      "Working on : NATI\n",
      "Working on : NATR\n",
      "Working on : NAVB\n",
      "Working on : NAVI\n",
      "Working on : NBEV\n",
      "Working on : NBHC\n",
      "Working on : NBIX\n",
      "Working on : NBN\n",
      "Working on : NBR\n",
      "Working on : NBTB\n",
      "Working on : NBY\n",
      "Working on : NC\n",
      "Working on : NCBS\n",
      "Working on : NCLH\n",
      "Working on : NCMI\n",
      "Working on : NCR\n",
      "Working on : NCSM\n",
      "Working on : NDAQ\n",
      "Working on : NDLS\n",
      "Working on : NDSN\n",
      "Working on : NEE\n",
      "Working on : NEM\n",
      "Working on : NEO\n",
      "Working on : NEOG\n",
      "Working on : NEON\n",
      "Working on : NERV\n",
      "Working on : NETE\n",
      "Working on : NEU\n",
      "Working on : NEWR\n",
      "Working on : NFBK\n",
      "Working on : NFG\n",
      "Working on : NFLX\n",
      "Working on : NGS\n",
      "Working on : NGVC\n",
      "Working on : NGVT\n",
      "Working on : NHC\n",
      "Working on : NHI\n",
      "Working on : NHTC\n",
      "Working on : NI\n",
      "Working on : NICK\n",
      "Working on : NJR\n",
      "Working on : NKE\n",
      "Working on : NKSH\n",
      "Working on : NKTR\n",
      "Working on : NL\n",
      "Working on : NLS\n",
      "Working on : NLSN\n",
      "Working on : NLY\n",
      "Working on : NMIH\n",
      "Working on : NMRK\n",
      "Working on : NNBR\n",
      "Working on : NNI\n",
      "Working on : NNN\n",
      "Working on : NNVC\n",
      "Working on : NOC\n",
      "Working on : NODK\n",
      "Working on : NOG\n",
      "Working on : NOV\n",
      "Working on : NOVT\n",
      "Working on : NOW\n",
      "Working on : NP\n",
      "Working on : NPK\n",
      "Working on : NPO\n",
      "Working on : NPTN\n",
      "Working on : NR\n",
      "Working on : NRC\n",
      "Working on : NRG\n",
      "Working on : NRIM\n",
      "Working on : NRZ\n",
      "Working on : NSA\n",
      "Working on : NSC\n",
      "Working on : NSEC\n",
      "Working on : NSIT\n",
      "Working on : NSP\n",
      "Working on : NSSC\n",
      "Working on : NSTG\n",
      "Working on : NTAP\n",
      "Working on : NTCT\n",
      "Working on : NTGR\n",
      "Working on : NTIC\n",
      "Working on : NTIP\n",
      "Working on : NTLA\n",
      "Working on : NTNX\n",
      "Working on : NTRA\n",
      "Working on : NTRS\n",
      "Working on : NTWK\n",
      "Working on : NUAN\n",
      "Working on : NUE\n",
      "Working on : NURO\n",
      "Working on : NUS\n",
      "Working on : NUVA\n",
      "Working on : NVAX\n",
      "Working on : NVDA\n",
      "Working on : NVEC\n",
      "Working on : NVEE\n",
      "Working on : NVFY\n",
      "Working on : NVIV\n",
      "Working on : NVR\n",
      "Working on : NVRO\n",
      "Working on : NVTA\n",
      "Working on : NWBI\n",
      "Working on : NWE\n",
      "Working on : NWFL\n",
      "Working on : NWHM\n",
      "Working on : NWL\n",
      "Working on : NWLI\n",
      "Working on : NWN\n",
      "Working on : NWPX\n",
      "Working on : NWS\n",
      "Working on : NWSA\n",
      "Working on : NX\n",
      "Working on : NXGN\n",
      "Working on : NXRT\n",
      "Working on : NXST\n",
      "Working on : NXTD\n",
      "Working on : NYCB\n",
      "Working on : NYMT\n",
      "Working on : NYT\n",
      "Working on : O\n",
      "Working on : OAS\n",
      "Working on : OBCI\n",
      "Working on : OC\n",
      "Working on : OCC\n",
      "Working on : OCFC\n",
      "Working on : OCN\n",
      "Working on : OCUL\n",
      "Working on : OCX\n",
      "Working on : ODC\n",
      "Working on : ODFL\n",
      "Working on : ODP\n",
      "Working on : ODT\n",
      "Working on : OESX\n",
      "Working on : OFC\n",
      "Working on : OFED\n",
      "Working on : OFG\n",
      "Working on : OFIX\n",
      "Working on : OFLX\n",
      "Working on : OGE\n",
      "Working on : OGEN\n",
      "Working on : OGS\n",
      "Working on : OHI\n",
      "Working on : OI\n",
      "Working on : OII\n",
      "Working on : OIS\n",
      "Working on : OKE\n",
      "Working on : OKTA\n",
      "Working on : OLED\n",
      "Working on : OLLI\n",
      "Working on : OLN\n",
      "Working on : OLP\n",
      "Working on : OMC\n",
      "Working on : OMCL\n",
      "Working on : OMER\n",
      "Working on : OMEX\n",
      "Working on : OMF\n",
      "Working on : OMI\n",
      "Working on : ON\n",
      "Working on : ONB\n",
      "Working on : ONCS\n",
      "Working on : ONTX\n",
      "Working on : ONVO\n",
      "Working on : OOMA\n",
      "Working on : OPGN\n",
      "Working on : OPI\n",
      "Working on : OPK\n",
      "Working on : OPOF\n",
      "Working on : OPRX\n",
      "Working on : OPTN\n",
      "Working on : OPTT\n",
      "Working on : OPY\n",
      "Working on : ORA\n",
      "Working on : ORBC\n",
      "Working on : ORC\n",
      "Working on : ORCL\n",
      "Working on : ORGO\n",
      "Working on : ORI\n",
      "Working on : ORLY\n",
      "Working on : ORN\n",
      "Working on : ORRF\n",
      "Working on : OSBC\n",
      "Working on : OSG\n",
      "Working on : OSIS\n",
      "Working on : OSK\n",
      "Working on : OSPN\n",
      "Working on : OSTK\n",
      "Working on : OSUR\n",
      "Working on : OTIC\n",
      "Working on : OTTR\n",
      "Working on : OUT\n",
      "Working on : OVBC\n",
      "Working on : OVLY\n",
      "Working on : OXM\n",
      "Working on : OXY\n",
      "Working on : OZK\n",
      "Working on : PACB\n",
      "Working on : PACW\n",
      "Working on : PAG\n",
      "Working on : PAHC\n",
      "Working on : PANL\n",
      "Working on : PANW\n",
      "Working on : PAR\n",
      "Working on : PARR\n",
      "Working on : PATI\n",
      "Working on : PATK\n",
      "Working on : PAYC\n",
      "Working on : PAYX\n",
      "Working on : PB\n",
      "Working on : PBCT\n",
      "Working on : PBF\n",
      "Working on : PBH\n",
      "Working on : PBHC\n",
      "Working on : PBI\n",
      "Working on : PBIP\n",
      "Working on : PBPB\n",
      "Working on : PBYI\n",
      "Working on : PCAR\n",
      "Working on : PCH\n",
      "Working on : PCRX\n",
      "Working on : PCSB\n",
      "Working on : PCTI\n",
      "Working on : PCTY\n",
      "Working on : PCYG\n",
      "Working on : PCYO\n",
      "Working on : PDCE\n",
      "Working on : PDCO\n",
      "Working on : PDEX\n",
      "Working on : PDFS\n",
      "Working on : PDLB\n",
      "Working on : PDM\n",
      "Working on : PEB\n",
      "Working on : PEBK\n",
      "Working on : PEBO\n",
      "Working on : PED\n",
      "Working on : PEG\n",
      "Working on : PEGA\n",
      "Working on : PEI\n",
      "Working on : PEN\n",
      "Working on : PENN\n",
      "Working on : PEP\n",
      "Working on : PESI\n",
      "Working on : PETQ\n",
      "Working on : PETS\n",
      "Working on : PFBC\n",
      "Working on : PFBI\n",
      "Working on : PFE\n",
      "Working on : PFG\n",
      "Working on : PFGC\n",
      "Working on : PFIE\n",
      "Working on : PFIN\n",
      "Working on : PFIS\n",
      "Working on : PFMT\n",
      "Working on : PFPT\n",
      "Working on : PFS\n",
      "Working on : PFSW\n",
      "Working on : PG\n",
      "Working on : PGC\n",
      "Working on : PGR\n",
      "Working on : PGRE\n",
      "Working on : PGTI\n",
      "Working on : PH\n",
      "Working on : PHIO\n",
      "Working on : PHM\n",
      "Working on : PHX\n",
      "Working on : PI\n",
      "Working on : PII\n",
      "Working on : PINC\n",
      "Working on : PJT\n",
      "Working on : PK\n",
      "Working on : PKBK\n",
      "Working on : PKE\n",
      "Working on : PKG\n",
      "Working on : PKI\n",
      "Working on : PKOH\n",
      "Working on : PLAB\n",
      "Working on : PLAY\n",
      "Working on : PLBC\n",
      "Working on : PLCE\n",
      "Working on : PLD\n",
      "Working on : PLNT\n",
      "Working on : PLOW\n",
      "Working on : PLPC\n",
      "Working on : PLSE\n",
      "Working on : PLUG\n",
      "Working on : PLUS\n",
      "Working on : PLXP\n",
      "Working on : PLXS\n",
      "Working on : PLYA\n",
      "Working on : PLYM\n",
      "Working on : PM\n",
      "Working on : PMBC\n",
      "Working on : PMD\n",
      "Working on : PMT\n",
      "Working on : PMTS\n",
      "Working on : PNBK\n",
      "Working on : PNC\n",
      "Working on : PNFP\n",
      "Working on : PNM\n",
      "Working on : PNR\n",
      "Working on : PNRG\n",
      "Working on : PNW\n",
      "Working on : PODD\n",
      "Working on : POOL\n",
      "Working on : POR\n",
      "Working on : POST\n",
      "Working on : POWI\n",
      "Working on : POWL\n",
      "Working on : PPBI\n",
      "Working on : PPC\n",
      "Working on : PPG\n",
      "Working on : PPIH\n",
      "Working on : PPL\n",
      "Working on : PPSI\n",
      "Working on : PQG\n",
      "Working on : PRA\n",
      "Working on : PRAA\n",
      "Working on : PRFT\n",
      "Working on : PRGO\n",
      "Working on : PRGS\n",
      "Working on : PRI\n",
      "Working on : PRIM\n",
      "Working on : PRK\n",
      "Working on : PRLB\n",
      "Working on : PRMW\n",
      "Working on : PRO\n",
      "Working on : PROV\n",
      "Working on : PRPH\n",
      "Working on : PRTA\n",
      "Working on : PRTK\n",
      "Working on : PRTS\n",
      "Working on : PRTY\n",
      "Working on : PRU\n",
      "Working on : PSA\n",
      "Working on : PSB\n",
      "Working on : PSMT\n",
      "Working on : PSTG\n",
      "Working on : PSX\n",
      "Working on : PTC\n",
      "Working on : PTCT\n",
      "Working on : PTE\n",
      "Working on : PTEN\n",
      "Working on : PTGX\n",
      "Working on : PTN\n",
      "Working on : PTSI\n",
      "Working on : PULM\n",
      "Working on : PUMP\n",
      "Working on : PVAC\n",
      "Working on : PVBC\n",
      "Working on : PVH\n",
      "Working on : PW\n",
      "Working on : PWOD\n",
      "Working on : PWR\n",
      "Working on : PXD\n",
      "Working on : PXLW\n",
      "Working on : PYPL\n",
      "Working on : PZG\n",
      "Working on : PZN\n",
      "Working on : PZZA\n",
      "Working on : QADA\n",
      "Working on : QADB\n",
      "Working on : QCOM\n",
      "Working on : QCRH\n",
      "Working on : QDEL\n",
      "Working on : QLYS\n",
      "Working on : QNST\n",
      "Working on : QRHC\n",
      "Working on : QRTEA\n",
      "Working on : QRVO\n",
      "Working on : QTRX\n",
      "Working on : QTS\n",
      "Working on : QTWO\n",
      "Working on : QUAD\n",
      "Working on : QUIK\n",
      "Working on : QUMU\n",
      "Working on : QUOT\n",
      "Working on : R\n",
      "Working on : RAD\n",
      "Working on : RAIL\n",
      "Working on : RAMP\n",
      "Working on : RARE\n",
      "Working on : RAVE\n",
      "Working on : RAVN\n",
      "Working on : RBB\n",
      "Working on : RBBN\n",
      "Working on : RBC\n",
      "Working on : RBCAA\n",
      "Working on : RBCN\n",
      "Working on : RBNC\n",
      "Working on : RC\n",
      "Working on : RCII\n",
      "Working on : RCKT\n",
      "Working on : RCKY\n",
      "Working on : RCL\n",
      "Working on : RCM\n",
      "Working on : RCMT\n",
      "Working on : RDFN\n",
      "Working on : RDI\n",
      "Working on : RDN\n",
      "Working on : RDNT\n",
      "Working on : RDUS\n",
      "Working on : RE\n",
      "Working on : REED\n",
      "Working on : REFR\n",
      "Working on : REG\n",
      "Working on : REGI\n",
      "Working on : REGN\n",
      "Working on : REI\n",
      "Working on : RELL\n",
      "Working on : RELV\n",
      "Working on : REPH\n",
      "Working on : RES\n",
      "Working on : RESN\n",
      "Working on : RETA\n",
      "Working on : REV\n",
      "Working on : REVG\n",
      "Working on : REX\n",
      "Working on : REXR\n",
      "Working on : RF\n",
      "Working on : RFIL\n",
      "Working on : RFP\n",
      "Working on : RGA\n",
      "Working on : RGCO\n",
      "Working on : RGEN\n",
      "Working on : RGLD\n",
      "Working on : RGLS\n",
      "Working on : RGNX\n",
      "Working on : RGR\n",
      "Working on : RGS\n",
      "Working on : RH\n",
      "Working on : RHE\n",
      "Working on : RHI\n",
      "Working on : RHP\n",
      "Working on : RIBT\n",
      "Working on : RICK\n",
      "Working on : RIG\n",
      "Working on : RIGL\n",
      "Working on : RILY\n",
      "Working on : RIOT\n",
      "Working on : RJF\n",
      "Working on : RKDA\n",
      "Working on : RL\n",
      "Working on : RLGT\n",
      "Working on : RLGY\n",
      "Working on : RLI\n",
      "Working on : RLJ\n",
      "Working on : RM\n",
      "Working on : RMAX\n",
      "Working on : RMBS\n",
      "Working on : RMCF\n",
      "Working on : RMD\n",
      "Working on : RMR\n",
      "Working on : RMTI\n",
      "Working on : RNDB\n",
      "Working on : RNG\n",
      "Working on : RNR\n",
      "Working on : RNST\n",
      "Working on : RNWK\n",
      "Working on : ROCK\n",
      "Working on : ROG\n",
      "Working on : ROIC\n",
      "Working on : ROK\n",
      "Working on : ROKU\n",
      "Working on : ROL\n",
      "Working on : ROLL\n",
      "Working on : ROP\n",
      "Working on : ROST\n",
      "Working on : RPAI\n",
      "Working on : RPD\n",
      "Working on : RPM\n",
      "Working on : RPT\n",
      "Working on : RRC\n",
      "Working on : RRD\n",
      "Working on : RRGB\n",
      "Working on : RRR\n",
      "Working on : RRTS\n",
      "Working on : RS\n",
      "Working on : RSG\n",
      "Working on : RUN\n",
      "Working on : RUSHA\n",
      "Working on : RUSHB\n",
      "Working on : RUTH\n",
      "Working on : RVNC\n",
      "Working on : RVP\n",
      "Working on : RVSB\n",
      "Working on : RWT\n",
      "Working on : RXN\n",
      "Working on : RYAM\n",
      "Working on : RYI\n",
      "Working on : RYN\n",
      "Working on : RYTM\n",
      "Working on : SABR\n",
      "Working on : SACH\n",
      "Working on : SAFE\n",
      "Working on : SAFM\n",
      "Working on : SAFT\n",
      "Working on : SAGE\n",
      "Working on : SAH\n",
      "Working on : SAIA\n",
      "Working on : SAIC\n",
      "Working on : SAIL\n",
      "Working on : SAL\n",
      "Working on : SALM\n",
      "Working on : SAM\n",
      "Working on : SAMG\n",
      "Working on : SANM\n",
      "Working on : SANW\n",
      "Working on : SASR\n",
      "Working on : SATS\n",
      "Working on : SAVE\n",
      "Working on : SBAC\n",
      "Working on : SBCF\n",
      "Working on : SBFG\n",
      "Working on : SBGI\n",
      "Working on : SBH\n",
      "Working on : SBNY\n",
      "Working on : SBOW\n",
      "Working on : SBRA\n",
      "Working on : SBSI\n",
      "Working on : SBT\n",
      "Working on : SBUX\n",
      "Working on : SC\n",
      "Working on : SCHL\n",
      "Working on : SCHN\n",
      "Working on : SCHW\n",
      "Working on : SCI\n",
      "Working on : SCL\n",
      "Working on : SCON\n",
      "Working on : SCOR\n",
      "Working on : SCS\n",
      "Working on : SCSC\n",
      "Working on : SCVL\n",
      "Working on : SCWX\n",
      "Working on : SCX\n",
      "Working on : SCYX\n",
      "Working on : SD\n",
      "Working on : SDPI\n",
      "Working on : SEAC\n",
      "Working on : SEAS\n",
      "Working on : SEB\n",
      "Working on : SEDG\n",
      "Working on : SEE\n",
      "Working on : SEIC\n",
      "Working on : SELB\n",
      "Working on : SELF\n",
      "Working on : SEM\n",
      "Working on : SENEA\n",
      "Working on : SENEB\n",
      "Working on : SENS\n",
      "Working on : SESN\n",
      "Working on : SF\n",
      "Working on : SFBC\n",
      "Working on : SFBS\n",
      "Working on : SFE\n",
      "Working on : SFIX\n",
      "Working on : SFM\n",
      "Working on : SFNC\n",
      "Working on : SFST\n",
      "Working on : SGA\n",
      "Working on : SGC\n",
      "Working on : SGEN\n",
      "Working on : SGH\n",
      "Working on : SGMA\n",
      "Working on : SGMO\n",
      "Working on : SGMS\n",
      "Working on : SGRP\n",
      "Working on : SGRY\n",
      "Working on : SHAK\n",
      "Working on : SHBI\n",
      "Working on : SHEN\n",
      "Working on : SHO\n",
      "Working on : SHOO\n",
      "Working on : SHSP\n",
      "Working on : SHW\n",
      "Working on : SIEB\n",
      "Working on : SIEN\n",
      "Working on : SIF\n",
      "Working on : SIG\n",
      "Working on : SIGA\n",
      "Working on : SIGI\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Working on : SINT\n",
      "Working on : SIRI\n",
      "Working on : SITC\n",
      "Working on : SITE\n",
      "Working on : SIVB\n",
      "Working on : SIX\n",
      "Working on : SJI\n",
      "Working on : SJM\n",
      "Working on : SJW\n",
      "Working on : SKT\n",
      "Working on : SKX\n",
      "Working on : SKY\n",
      "Working on : SKYW\n",
      "Working on : SLAB\n",
      "Working on : SLB\n",
      "Working on : SLCA\n",
      "Working on : SLCT\n",
      "Working on : SLG\n",
      "Working on : SLGN\n",
      "Working on : SLM\n",
      "Working on : SLNO\n",
      "Working on : SLP\n",
      "Working on : SLS\n",
      "Working on : SM\n",
      "Working on : SMBC\n",
      "Working on : SMBK\n",
      "Working on : SMED\n",
      "Working on : SMG\n",
      "Working on : SMIT\n",
      "Working on : SMMF\n",
      "Working on : SMP\n",
      "Working on : SMPL\n",
      "Working on : SMSI\n",
      "Working on : SMTC\n",
      "Working on : SNA\n",
      "Working on : SNAP\n",
      "Working on : SNBR\n",
      "Working on : SNCR\n",
      "Working on : SND\n",
      "Working on : SNDR\n",
      "Working on : SNDX\n",
      "Working on : SNFCA\n",
      "Working on : SNOA\n",
      "Working on : SNPS\n",
      "Working on : SNR\n",
      "Working on : SNV\n",
      "Working on : SNX\n",
      "Working on : SO\n",
      "Working on : SOHO\n",
      "Working on : SOI\n",
      "Working on : SON\n",
      "Working on : SP\n",
      "Working on : SPB\n",
      "Working on : SPG\n",
      "Working on : SPGI\n",
      "Working on : SPKE\n",
      "Working on : SPLK\n",
      "Working on : SPNE\n",
      "Working on : SPOK\n",
      "Working on : SPPI\n",
      "Working on : SPR\n",
      "Working on : SPRO\n",
      "Working on : SPRT\n",
      "Working on : SPSC\n",
      "Working on : SPTN\n",
      "Working on : SPWH\n",
      "Working on : SPWR\n",
      "Working on : SPXC\n",
      "Working on : SQ\n",
      "Working on : SQBG\n",
      "Working on : SR\n",
      "Working on : SRC\n",
      "Working on : SRCE\n",
      "Working on : SRCL\n",
      "Working on : SRDX\n",
      "Working on : SRE\n",
      "Working on : SREV\n",
      "Working on : SRG\n",
      "Working on : SRI\n",
      "Working on : SRNE\n",
      "Working on : SRPT\n",
      "Working on : SRT\n",
      "Working on : SRTS\n",
      "Working on : SSB\n",
      "Working on : SSBI\n",
      "Working on : SSD\n",
      "Working on : SSKN\n",
      "Working on : SSNC\n",
      "Working on : SSP\n",
      "Working on : SSTI\n",
      "Working on : SSTK\n",
      "Working on : ST\n",
      "Working on : STAA\n",
      "Working on : STAG\n",
      "Working on : STAR\n",
      "Working on : STBA\n",
      "Working on : STC\n",
      "Working on : STCN\n",
      "Working on : STE\n",
      "Working on : STFC\n",
      "Working on : STKS\n",
      "Working on : STL\n",
      "Working on : STLD\n",
      "Working on : STMP\n",
      "Working on : STOR\n",
      "Working on : STRA\n",
      "Working on : STRL\n",
      "Working on : STRM\n",
      "Working on : STRS\n",
      "Working on : STRT\n",
      "Working on : STT\n",
      "Working on : STWD\n",
      "Working on : STX\n",
      "Working on : STZ\n",
      "Working on : SUI\n",
      "Working on : SUM\n",
      "Working on : SUMR\n",
      "Working on : SUNW\n",
      "Working on : SUP\n",
      "Working on : SUPN\n",
      "Working on : SVBI\n",
      "Working on : SVRA\n",
      "Working on : SVT\n",
      "Working on : SWCH\n",
      "Working on : SWK\n",
      "Working on : SWKS\n",
      "Working on : SWM\n",
      "Working on : SWN\n",
      "Working on : SWX\n",
      "Working on : SXC\n",
      "Working on : SXI\n",
      "Working on : SXT\n",
      "Working on : SYBT\n",
      "Working on : SYBX\n",
      "Working on : SYF\n",
      "Working on : SYK\n",
      "Working on : SYKE\n",
      "Working on : SYN\n",
      "Working on : SYNA\n",
      "Working on : SYNH\n",
      "Working on : SYNL\n",
      "Working on : SYPR\n",
      "Working on : SYRS\n",
      "Working on : SYY\n",
      "Working on : T\n",
      "Working on : TACO\n",
      "Working on : TACT\n",
      "Working on : TAIT\n",
      "Working on : TAP\n",
      "Working on : TAST\n",
      "Working on : TAYD\n",
      "Working on : TBBK\n",
      "Working on : TBI\n",
      "Working on : TBK\n",
      "Working on : TBNK\n",
      "Working on : TBPH\n",
      "Working on : TCBI\n",
      "Working on : TCBK\n",
      "Working on : TCFC\n",
      "Working on : TCI\n",
      "Working on : TCMD\n",
      "Working on : TCON\n",
      "Working on : TCS\n",
      "Working on : TDC\n",
      "Working on : TDG\n",
      "Working on : TDOC\n",
      "Working on : TDS\n",
      "Working on : TDW\n",
      "Working on : TDY\n",
      "Working on : TECH\n",
      "Working on : TEL\n",
      "Working on : TELL\n",
      "Working on : TEN\n",
      "Working on : TENX\n",
      "Working on : TER\n",
      "Working on : TESS\n",
      "Working on : TEUM\n",
      "Working on : TEX\n",
      "Working on : TFSL\n",
      "Working on : TFX\n",
      "Working on : TG\n",
      "Working on : TGEN\n",
      "Working on : TGI\n",
      "Working on : TGLS\n",
      "Working on : TGNA\n",
      "Working on : TGT\n",
      "Working on : TGTX\n",
      "Working on : THC\n",
      "Working on : THFF\n",
      "Working on : THG\n",
      "Working on : THO\n",
      "Working on : THR\n",
      "Working on : THRM\n",
      "Working on : THS\n",
      "Working on : TILE\n",
      "Working on : TIPT\n",
      "Working on : TISI\n",
      "Working on : TITN\n",
      "Working on : TJX\n",
      "Working on : TKR\n",
      "Working on : TLGT\n",
      "Working on : TLYS\n",
      "Working on : TMHC\n",
      "Working on : TMO\n",
      "Working on : TMP\n",
      "Working on : TMST\n",
      "Working on : TMUS\n",
      "Working on : TNC\n",
      "Working on : TNDM\n",
      "Working on : TNET\n",
      "Working on : TNXP\n",
      "Working on : TOL\n",
      "Working on : TOWN\n",
      "Working on : TPB\n",
      "Working on : TPC\n",
      "Working on : TPH\n",
      "Working on : TPHS\n",
      "Working on : TPIC\n",
      "Working on : TPR\n",
      "Working on : TPX\n",
      "Working on : TR\n",
      "Working on : TRC\n",
      "Working on : TREC\n",
      "Working on : TREE\n",
      "Working on : TREX\n",
      "Working on : TRGP\n",
      "Working on : TRHC\n",
      "Working on : TRIP\n",
      "Working on : TRMB\n",
      "Working on : TRMK\n",
      "Working on : TRN\n",
      "Working on : TRNO\n",
      "Working on : TRNS\n",
      "Working on : TROW\n",
      "Working on : TROX\n",
      "Working on : TRS\n",
      "Working on : TRST\n",
      "Working on : TRT\n",
      "Working on : TRTN\n",
      "Working on : TRTX\n",
      "Working on : TRU\n",
      "Working on : TRUP\n",
      "Working on : TRV\n",
      "Working on : TRVN\n",
      "Working on : TSBK\n",
      "Working on : TSC\n",
      "Working on : TSCO\n",
      "Working on : TSE\n",
      "Working on : TSLA\n",
      "Working on : TSN\n",
      "Working on : TSQ\n",
      "Working on : TTC\n",
      "Working on : TTD\n",
      "Working on : TTEC\n",
      "Working on : TTEK\n",
      "Working on : TTGT\n",
      "Working on : TTI\n",
      "Working on : TTMI\n",
      "Working on : TTNP\n",
      "Working on : TTOO\n",
      "Working on : TTWO\n",
      "Working on : TUP\n",
      "Working on : TUSK\n",
      "Working on : TVTY\n",
      "Working on : TWI\n",
      "Working on : TWIN\n",
      "Working on : TWLO\n",
      "Working on : TWNK\n",
      "Working on : TWO\n",
      "Working on : TWOU\n",
      "Working on : TWTR\n",
      "Working on : TXMD\n",
      "Working on : TXN\n",
      "Working on : TXRH\n",
      "Working on : TXT\n",
      "Working on : TYL\n",
      "Working on : TYME\n",
      "Working on : TZOO\n",
      "Working on : UA\n",
      "Working on : UAA\n",
      "Working on : UAL\n",
      "Working on : UAMY\n",
      "Working on : UBA\n",
      "Working on : UBCP\n",
      "Working on : UBFO\n",
      "Working on : UBOH\n",
      "Working on : UBSI\n",
      "Working on : UCBI\n",
      "Working on : UCTT\n",
      "Working on : UDR\n",
      "Working on : UE\n",
      "Working on : UEC\n",
      "Working on : UEIC\n",
      "Working on : UFAB\n",
      "Working on : UFCS\n",
      "Working on : UFI\n",
      "Working on : UFPI\n",
      "Working on : UFPT\n",
      "Working on : UFS\n",
      "Working on : UG\n",
      "Working on : UGI\n",
      "Working on : UHAL\n",
      "Working on : UHS\n",
      "Working on : UHT\n",
      "Working on : UIHC\n",
      "Working on : UIS\n",
      "Working on : ULBI\n",
      "Working on : ULH\n",
      "Working on : ULTA\n",
      "Working on : UMBF\n",
      "Working on : UMH\n",
      "Working on : UMPQ\n",
      "Working on : UNAM\n",
      "Working on : UNB\n",
      "Working on : UNF\n",
      "Working on : UNFI\n",
      "Working on : UNH\n",
      "Working on : UNIT\n",
      "Working on : UNM\n",
      "Working on : UNP\n",
      "Working on : UNTY\n",
      "Working on : UNVR\n",
      "Working on : UONE\n",
      "Working on : UONEK\n",
      "Working on : UPLD\n",
      "Working on : UPS\n",
      "Working on : URBN\n",
      "Working on : URI\n",
      "Working on : USAK\n",
      "Working on : USAP\n",
      "Working on : USB\n",
      "Working on : USCR\n",
      "Working on : USEG\n",
      "Working on : USFD\n",
      "Working on : USIO\n",
      "Working on : USLM\n",
      "Working on : USM\n",
      "Working on : USNA\n",
      "Working on : USPH\n",
      "Working on : UTHR\n",
      "Working on : UTI\n",
      "Working on : UTL\n",
      "Working on : UTMD\n",
      "Working on : UUU\n",
      "Working on : UVE\n",
      "Working on : UVSP\n",
      "Working on : UVV\n",
      "Working on : V\n",
      "Working on : VAC\n",
      "Working on : VALU\n",
      "Working on : VBFC\n",
      "Working on : VBIV\n",
      "Working on : VBTX\n",
      "Working on : VC\n",
      "Working on : VCEL\n",
      "Working on : VCRA\n",
      "Working on : VCYT\n",
      "Working on : VEC\n",
      "Working on : VECO\n",
      "Working on : VEEV\n",
      "Working on : VER\n",
      "Working on : VERI\n",
      "Working on : VERU\n",
      "Working on : VFC\n",
      "Working on : VG\n",
      "Working on : VGR\n",
      "Working on : VHC\n",
      "Working on : VIAV\n",
      "Working on : VICR\n",
      "Working on : VIRC\n",
      "Working on : VIRT\n",
      "Working on : VISL\n",
      "Working on : VIVO\n",
      "Working on : VKTX\n",
      "Working on : VLGEA\n",
      "Working on : VLO\n",
      "Working on : VLY\n",
      "Working on : VMC\n",
      "Working on : VMI\n",
      "Working on : VMW\n",
      "Working on : VNCE\n",
      "Working on : VNDA\n",
      "Working on : VNO\n",
      "Working on : VNRX\n",
      "Working on : VNTR\n",
      "Working on : VOXX\n",
      "Working on : VOYA\n",
      "Working on : VPG\n",
      "Working on : VRA\n",
      "Working on : VRAY\n",
      "Working on : VREX\n",
      "Working on : VRNS\n",
      "Working on : VRNT\n",
      "Working on : VRRM\n",
      "Working on : VRS\n",
      "Working on : VRSK\n",
      "Working on : VRSN\n",
      "Working on : VRTS\n",
      "Working on : VRTV\n",
      "Working on : VRTX\n",
      "Working on : VSAT\n",
      "Working on : VSEC\n",
      "Working on : VSH\n",
      "Working on : VST\n",
      "Working on : VSTM\n",
      "Working on : VSTO\n",
      "Working on : VTNR\n",
      "Working on : VTR\n",
      "Working on : VTVT\n",
      "Working on : VUZI\n",
      "Working on : VVI\n",
      "Working on : VVV\n",
      "Working on : VXRT\n",
      "Working on : VYGR\n",
      "Working on : VZ\n",
      "Working on : W\n",
      "Working on : WAB\n",
      "Working on : WABC\n",
      "Working on : WAFD\n",
      "Working on : WAL\n",
      "Working on : WASH\n",
      "Working on : WAT\n",
      "Working on : WATT\n",
      "Working on : WBA\n",
      "Working on : WBS\n",
      "Working on : WBT\n",
      "Working on : WCC\n",
      "Working on : WD\n",
      "Working on : WDAY\n",
      "Working on : WDC\n",
      "Working on : WDFC\n",
      "Working on : WEC\n",
      "Working on : WELL\n",
      "Working on : WEN\n",
      "Working on : WERN\n",
      "Working on : WETF\n",
      "Working on : WEX\n",
      "Working on : WEYS\n",
      "Working on : WFC\n",
      "Working on : WGO\n",
      "Working on : WHG\n",
      "Working on : WHLM\n",
      "Working on : WHLR\n",
      "Working on : WHR\n",
      "Working on : WINA\n",
      "Working on : WING\n",
      "Working on : WIRE\n",
      "Working on : WK\n",
      "Working on : WKHS\n",
      "Working on : WLDN\n",
      "Working on : WLFC\n",
      "Working on : WLK\n",
      "Working on : WLL\n",
      "Working on : WLTW\n",
      "Working on : WM\n",
      "Working on : WMB\n",
      "Working on : WMC\n",
      "Working on : WMK\n",
      "Working on : WMS\n",
      "Working on : WMT\n",
      "Working on : WNC\n",
      "Working on : WNEB\n",
      "Working on : WOR\n",
      "Working on : WOW\n",
      "Working on : WPC\n",
      "Working on : WPG\n",
      "Working on : WRB\n",
      "Working on : WRE\n",
      "Working on : WRK\n",
      "Working on : WRLD\n",
      "Working on : WSBC\n",
      "Working on : WSBF\n",
      "Working on : WSC\n",
      "Working on : WSFS\n",
      "Working on : WSM\n",
      "Working on : WSO\n",
      "Working on : WSR\n",
      "Working on : WST\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Working on : WSTG\n",
      "Working on : WSTL\n",
      "Working on : WTBA\n",
      "Working on : WTFC\n",
      "Working on : WTI\n",
      "Working on : WTM\n",
      "Working on : WTRH\n",
      "Working on : WTS\n",
      "Working on : WTT\n",
      "Working on : WTTR\n",
      "Working on : WU\n",
      "Working on : WVE\n",
      "Working on : WVFC\n",
      "Working on : WVVI\n",
      "Working on : WW\n",
      "Working on : WWD\n",
      "Working on : WWE\n",
      "Working on : WWR\n",
      "Working on : WWW\n",
      "Working on : WY\n",
      "Working on : WYNN\n",
      "Working on : WYY\n",
      "Working on : X\n",
      "Working on : XBIT\n",
      "Working on : XEC\n",
      "Working on : XEL\n",
      "Working on : XELA\n",
      "Working on : XELB\n",
      "Working on : XENT\n",
      "Working on : XFOR\n",
      "Working on : XHR\n",
      "Working on : XLNX\n",
      "Working on : XLRN\n",
      "Working on : XNCR\n",
      "Working on : XOM\n",
      "Working on : XOMA\n",
      "Working on : XONE\n",
      "Working on : XPER\n",
      "Working on : XPL\n",
      "Working on : XPO\n",
      "Working on : XRAY\n",
      "Working on : XRX\n",
      "Working on : XSPA\n",
      "Working on : XTNT\n",
      "Working on : XXII\n",
      "Working on : XYL\n",
      "Working on : Y\n",
      "Working on : YELP\n",
      "Working on : YEXT\n",
      "Working on : YORW\n",
      "Working on : YTEN\n",
      "Working on : YUM\n",
      "Working on : Z\n",
      "Working on : ZBH\n",
      "Working on : ZBRA\n",
      "Working on : ZDGE\n",
      "Working on : ZEN\n",
      "Working on : ZEUS\n",
      "Working on : ZG\n",
      "Working on : ZGNX\n",
      "Working on : ZION\n",
      "Working on : ZIOP\n",
      "Working on : ZIXI\n",
      "Working on : ZNGA\n",
      "Working on : ZSAN\n",
      "Working on : ZTS\n",
      "Working on : ZUMZ\n",
      "Working on : ZYNE\n",
      "Working on : ZYXI\n",
      "File Doesn't Exist\n"
     ]
    }
   ],
   "source": [
    "# For Windows\n",
    "# update_stocks(PATH)\n",
    "# For MacOS\n",
    "update_stocks(PATH)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Add Daily Return to Dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# We calculate a percentage rate of return for each day to compare investments.\n",
    "# Simple Rate of Return = (End Price - Beginning Price) / Beginning Price OR (EP / BP) - 1\n",
    "\n",
    "# Shift provides the value from the previous day\n",
    "# NaN is displayed because there was no previous day price for the 1st calculation\n",
    "def add_daily_return_to_df(df, ticker):\n",
    "    df['daily_return'] = (df['Adj Close'] / df['Adj Close'].shift(1)) - 1\n",
    "    # Save data to a CSV file\n",
    "    # For Windows\n",
    "    df.to_csv(PATH + ticker + '.csv')\n",
    "    # For MacOS\n",
    "    # df.to_csv(PATH + ticker + '.csv')\n",
    "    return df  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Update Daily Returns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Working on : A\n",
      "Working on : AA\n",
      "Working on : AAL\n",
      "Working on : AAME\n",
      "Working on : AAOI\n",
      "Working on : AAON\n",
      "Working on : AAP\n",
      "Working on : AAPL\n",
      "Working on : AAT\n",
      "Working on : AAWW\n",
      "Working on : ABBV\n",
      "Working on : ABC\n",
      "Working on : ABCB\n",
      "Working on : ABEO\n",
      "Working on : ABG\n",
      "Working on : ABIO\n",
      "Working on : ABM\n",
      "Working on : ABMD\n",
      "Working on : ABR\n",
      "Working on : ABT\n",
      "Working on : ABTX\n",
      "Working on : AC\n",
      "Working on : ACAD\n",
      "Working on : ACBI\n",
      "Working on : ACC\n",
      "Working on : ACCO\n",
      "Working on : ACER\n",
      "Working on : ACGL\n",
      "Working on : ACHC\n",
      "Working on : ACHV\n",
      "Working on : ACIW\n",
      "Working on : ACLS\n",
      "Working on : ACM\n",
      "Working on : ACMR\n",
      "Working on : ACN\n",
      "Working on : ACNB\n",
      "Working on : ACOR\n",
      "Working on : ACRE\n",
      "Working on : ACRS\n",
      "Working on : ACRX\n",
      "Working on : ACTG\n",
      "Working on : ACU\n",
      "Working on : ACY\n",
      "Working on : ADBE\n",
      "Working on : ADC\n",
      "Working on : ADES\n",
      "Working on : ADI\n",
      "Working on : ADM\n",
      "Working on : ADMA\n",
      "Working on : ADMP\n",
      "Working on : ADMS\n",
      "Working on : ADNT\n",
      "Working on : ADP\n",
      "Working on : ADS\n",
      "Working on : ADSK\n",
      "Working on : ADTN\n",
      "Working on : ADUS\n",
      "Working on : ADVM\n",
      "Working on : ADXS\n",
      "Working on : AE\n",
      "Working on : AEE\n",
      "Working on : AEHR\n",
      "Working on : AEIS\n",
      "Working on : AEL\n",
      "Working on : AEMD\n",
      "Working on : AEO\n",
      "Working on : AEP\n",
      "Working on : AERI\n",
      "Working on : AES\n",
      "Working on : AEY\n",
      "Working on : AFG\n",
      "Working on : AFI\n",
      "Working on : AFL\n",
      "Working on : AGCO\n",
      "Working on : AGEN\n",
      "Working on : AGFS\n",
      "Working on : AGIO\n",
      "Working on : AGLE\n",
      "Working on : AGM\n",
      "Working on : AGNC\n",
      "Working on : AGO\n",
      "Working on : AGR\n",
      "Working on : AGRX\n",
      "Working on : AGTC\n",
      "Working on : AGX\n",
      "Working on : AGYS\n",
      "Working on : AHH\n",
      "Working on : AHT\n",
      "Working on : AIG\n",
      "Working on : AIMC\n",
      "Working on : AIN\n",
      "Working on : AINC\n",
      "Working on : AIR\n",
      "Working on : AIRG\n",
      "Working on : AIRI\n",
      "Working on : AIRT\n",
      "Working on : AIT\n",
      "Working on : AIV\n",
      "Working on : AIZ\n",
      "Working on : AJG\n",
      "Working on : AJRD\n",
      "Working on : AJX\n",
      "Working on : AKAM\n",
      "Working on : AKBA\n",
      "Working on : AKR\n",
      "Working on : AKTS\n",
      "Working on : AL\n",
      "Working on : ALB\n",
      "Working on : ALBO\n",
      "Working on : ALCO\n",
      "Working on : ALDX\n",
      "Working on : ALE\n",
      "Working on : ALEX\n",
      "Working on : ALG\n",
      "Working on : ALGN\n",
      "Working on : ALGT\n",
      "Working on : ALJJ\n",
      "Working on : ALK\n",
      "Working on : ALKS\n",
      "Working on : ALL\n",
      "Working on : ALLE\n",
      "Working on : ALLY\n",
      "Working on : ALNA\n",
      "Working on : ALNY\n",
      "Working on : ALOT\n",
      "Working on : ALPN\n",
      "Working on : ALRM\n",
      "Working on : ALSN\n",
      "Working on : ALT\n",
      "Working on : ALTR\n",
      "Working on : ALV\n",
      "Working on : ALX\n",
      "Working on : AM\n",
      "Working on : AMAT\n",
      "Working on : AMBC\n",
      "Working on : AMC\n",
      "Working on : AMCX\n",
      "Working on : AMD\n",
      "Working on : AME\n",
      "Working on : AMED\n",
      "Working on : AMG\n",
      "Working on : AMGN\n",
      "Working on : AMH\n",
      "Working on : AMKR\n",
      "Working on : AMN\n",
      "Working on : AMNB\n",
      "Working on : AMOT\n",
      "Working on : AMP\n",
      "Working on : AMPE\n",
      "Working on : AMPH\n",
      "Working on : AMRC\n",
      "Working on : AMRK\n",
      "Working on : AMRS\n",
      "Working on : AMS\n",
      "Working on : AMSC\n",
      "Working on : AMSF\n",
      "Working on : AMSWA\n",
      "Working on : AMT\n",
      "Working on : AMTX\n",
      "Working on : AMWD\n",
      "Working on : AMZN\n",
      "Working on : AN\n",
      "Working on : ANAB\n",
      "Working on : ANAT\n",
      "Working on : ANDE\n",
      "Working on : ANET\n",
      "Working on : ANF\n",
      "Working on : ANGI\n",
      "Working on : ANGO\n",
      "Working on : ANIK\n",
      "Working on : ANIP\n",
      "Working on : ANIX\n",
      "Working on : ANSS\n",
      "Working on : ANTM\n",
      "Working on : AON\n",
      "Working on : AOS\n",
      "Working on : AOSL\n",
      "Working on : AP\n",
      "Working on : APA\n",
      "Working on : APAM\n",
      "Working on : APD\n",
      "Working on : APDN\n",
      "Working on : APEI\n",
      "Working on : APEN\n",
      "Working on : APH\n",
      "Working on : APLE\n",
      "Working on : APLS\n",
      "Working on : APOG\n",
      "Working on : APPF\n",
      "Working on : APPN\n",
      "Working on : APPS\n",
      "Working on : APRN\n",
      "Working on : APT\n",
      "Working on : APTS\n",
      "Working on : APTV\n",
      "Working on : APVO\n",
      "Working on : AQB\n",
      "Working on : AQMS\n",
      "Working on : AQUA\n",
      "Working on : AR\n",
      "Working on : ARAV\n",
      "Working on : ARAY\n",
      "Working on : ARC\n",
      "Working on : ARCB\n",
      "Working on : ARCH\n",
      "Working on : ARDX\n",
      "Working on : ARE\n",
      "Working on : ARES\n",
      "Working on : ARGO\n",
      "Working on : ARI\n",
      "Working on : ARKR\n",
      "Working on : ARL\n",
      "Working on : ARMK\n",
      "Working on : ARNA\n",
      "Working on : AROC\n",
      "Working on : AROW\n",
      "Working on : ARR\n",
      "Working on : ARTNA\n",
      "Working on : ARTW\n",
      "Working on : ARW\n",
      "Working on : ARWR\n",
      "Working on : ASB\n",
      "Working on : ASGN\n",
      "Working on : ASH\n",
      "Working on : ASIX\n",
      "Working on : ASMB\n",
      "Working on : ASPN\n",
      "Working on : ASPS\n",
      "Working on : ASRT\n",
      "Working on : ASRV\n",
      "Working on : ASTC\n",
      "Working on : ASTE\n",
      "Working on : ASUR\n",
      "Working on : ASYS\n",
      "Working on : ATEC\n",
      "Working on : ATEN\n",
      "Working on : ATGE\n",
      "Working on : ATH\n",
      "Working on : ATHX\n",
      "Working on : ATI\n",
      "Working on : ATKR\n",
      "Working on : ATLC\n",
      "Working on : ATLO\n",
      "Working on : ATNI\n",
      "Working on : ATNM\n",
      "Working on : ATNX\n",
      "Working on : ATO\n",
      "Working on : ATOS\n",
      "Working on : ATR\n",
      "Working on : ATRA\n",
      "Working on : ATRC\n",
      "Working on : ATRI\n",
      "Working on : ATRO\n",
      "Working on : ATRS\n",
      "Working on : ATSG\n",
      "Working on : ATUS\n",
      "Working on : ATVI\n",
      "Working on : AUBN\n",
      "Working on : AUMN\n",
      "Working on : AUTO\n",
      "Working on : AVA\n",
      "Working on : AVAV\n",
      "Working on : AVB\n",
      "Working on : AVD\n",
      "Working on : AVEO\n",
      "Working on : AVGO\n",
      "Working on : AVGR\n",
      "Working on : AVID\n",
      "Working on : AVNS\n",
      "Working on : AVNW\n",
      "Working on : AVT\n",
      "Working on : AVXL\n",
      "Working on : AVY\n",
      "Working on : AVYA\n",
      "Working on : AWI\n",
      "Working on : AWK\n",
      "Working on : AWR\n",
      "Working on : AWRE\n",
      "Working on : AX\n",
      "Working on : AXAS\n",
      "Working on : AXDX\n",
      "Working on : AXGN\n",
      "Working on : AXL\n",
      "Working on : AXP\n",
      "Working on : AXR\n",
      "Working on : AXS\n",
      "Working on : AXSM\n",
      "Working on : AXTA\n",
      "Working on : AXTI\n",
      "Working on : AYI\n",
      "Working on : AYX\n",
      "Working on : AZO\n",
      "Working on : AZPN\n",
      "Working on : AZZ\n",
      "Working on : B\n",
      "Working on : BA\n",
      "Working on : BAC\n",
      "Working on : BAH\n",
      "Working on : BANC\n",
      "Working on : BAND\n",
      "Working on : BANF\n",
      "Working on : BANR\n",
      "Working on : BATRA\n",
      "Working on : BATRK\n",
      "Working on : BAX\n",
      "Working on : BBBY\n",
      "Working on : BBCP\n",
      "Working on : BBGI\n",
      "Working on : BBSI\n",
      "Working on : BBW\n",
      "Working on : BBY\n",
      "Working on : BC\n",
      "Working on : BCBP\n",
      "Working on : BCC\n",
      "Working on : BCEI\n",
      "Working on : BCLI\n",
      "Working on : BCO\n",
      "Working on : BCOR\n",
      "Working on : BCOV\n",
      "Working on : BCPC\n",
      "Working on : BCRX\n",
      "Working on : BDC\n",
      "Working on : BDL\n",
      "Working on : BDN\n",
      "Working on : BDSI\n",
      "Working on : BDX\n",
      "Working on : BECN\n",
      "Working on : BELFA\n",
      "Working on : BELFB\n",
      "Working on : BEN\n",
      "Working on : BERY\n",
      "Working on : BFAM\n",
      "Working on : BFIN\n",
      "Working on : BFS\n",
      "Working on : BG\n",
      "Working on : BGCP\n",
      "Working on : BGFV\n",
      "Working on : BGS\n",
      "Working on : BGSF\n",
      "Working on : BH\n",
      "Working on : BHB\n",
      "Working on : BHE\n",
      "Working on : BHF\n",
      "Working on : BHLB\n",
      "Working on : BHR\n",
      "Working on : BHVN\n",
      "Working on : BIG\n",
      "Working on : BIIB\n",
      "Working on : BIO\n",
      "Working on : BIOC\n",
      "Working on : BIOL\n",
      "Working on : BJRI\n",
      "Working on : BK\n",
      "Working on : BKD\n",
      "Working on : BKE\n",
      "Working on : BKH\n",
      "Working on : BKI\n",
      "Working on : BKNG\n",
      "Working on : BKSC\n",
      "Working on : BKTI\n",
      "Working on : BKU\n",
      "Working on : BL\n",
      "Working on : BLBD\n",
      "Working on : BLCM\n",
      "Working on : BLD\n",
      "Working on : BLDR\n",
      "Working on : BLFS\n",
      "Working on : BLK\n",
      "Working on : BLKB\n",
      "Working on : BLL\n",
      "Working on : BLMN\n",
      "Working on : BLUE\n",
      "Working on : BMI\n",
      "Working on : BMRC\n",
      "Working on : BMRN\n",
      "Working on : BMTC\n",
      "Working on : BMY\n",
      "Working on : BNED\n",
      "Working on : BNFT\n",
      "Working on : BOCH\n",
      "Working on : BOH\n",
      "Working on : BOKF\n",
      "Working on : BOMN\n",
      "Working on : BOOM\n",
      "Working on : BOOT\n",
      "Working on : BOTJ\n",
      "Working on : BOX\n",
      "Working on : BPMC\n",
      "Working on : BPOP\n",
      "Working on : BPRN\n",
      "Working on : BPTH\n",
      "Working on : BR\n",
      "Working on : BRC\n",
      "Working on : BRG\n",
      "Working on : BRID\n",
      "Working on : BRKL\n",
      "Working on : BRKR\n",
      "Working on : BRKS\n",
      "Working on : BRN\n",
      "Working on : BRO\n",
      "Working on : BRT\n",
      "Working on : BRX\n",
      "Working on : BSET\n",
      "Working on : BSGM\n",
      "Working on : BSQR\n",
      "Working on : BSRR\n",
      "Working on : BSX\n",
      "Working on : BTN\n",
      "Working on : BTU\n",
      "Working on : BURL\n",
      "Working on : BUSE\n",
      "Working on : BW\n",
      "Working on : BWA\n",
      "Working on : BWEN\n",
      "Working on : BWFG\n",
      "Working on : BWXT\n",
      "Working on : BXC\n",
      "Working on : BXMT\n",
      "Working on : BXP\n",
      "Working on : BXS\n",
      "Working on : BY\n",
      "Working on : BYD\n",
      "Working on : BYFC\n",
      "Working on : BZH\n",
      "Working on : C\n",
      "Working on : CABO\n",
      "Working on : CAC\n",
      "Working on : CACC\n",
      "Working on : CACI\n",
      "Working on : CADE\n",
      "Working on : CAG\n",
      "Working on : CAH\n",
      "Working on : CAI\n",
      "Working on : CAKE\n",
      "Working on : CAL\n",
      "Working on : CALA\n",
      "Working on : CALM\n",
      "Working on : CALX\n",
      "Working on : CAMP\n",
      "Working on : CAPR\n",
      "Working on : CAR\n",
      "Working on : CARA\n",
      "Working on : CARG\n",
      "Working on : CARS\n",
      "Working on : CASA\n",
      "Working on : CASH\n",
      "Working on : CASI\n",
      "Working on : CASS\n",
      "Working on : CASY\n",
      "Working on : CAT\n",
      "Working on : CATB\n",
      "Working on : CATC\n",
      "Working on : CATO\n",
      "Working on : CATY\n",
      "Working on : CB\n",
      "Working on : CBAN\n",
      "Working on : CBAY\n",
      "Working on : CBB\n",
      "Working on : CBFV\n",
      "Working on : CBIO\n",
      "Working on : CBLI\n",
      "Working on : CBOE\n",
      "Working on : CBRE\n",
      "Working on : CBRL\n",
      "Working on : CBSH\n",
      "Working on : CBT\n",
      "Working on : CBTX\n",
      "Working on : CBU\n",
      "Working on : CBZ\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Working on : CC\n",
      "Working on : CCBG\n",
      "Working on : CCF\n",
      "Working on : CCI\n",
      "Working on : CCK\n",
      "Working on : CCL\n",
      "Working on : CCMP\n",
      "Working on : CCNE\n",
      "Working on : CCO\n",
      "Working on : CCOI\n",
      "Working on : CCRN\n",
      "Working on : CCS\n",
      "Working on : CCXI\n",
      "Working on : CDE\n",
      "Working on : CDEV\n",
      "Working on : CDK\n",
      "Working on : CDMO\n",
      "Working on : CDNA\n",
      "Working on : CDNS\n",
      "Working on : CDR\n",
      "Working on : CDTX\n",
      "Working on : CDW\n",
      "Working on : CDXC\n",
      "Working on : CDXS\n",
      "Working on : CDZI\n",
      "Working on : CE\n",
      "Working on : CECE\n",
      "Working on : CEI\n",
      "Working on : CEIX\n",
      "Working on : CELC\n",
      "Working on : CELH\n",
      "Working on : CEMI\n",
      "Working on : CENT\n",
      "Working on : CENTA\n",
      "Working on : CENX\n",
      "Working on : CERN\n",
      "Working on : CERS\n",
      "Working on : CETX\n",
      "Working on : CEVA\n",
      "Working on : CF\n",
      "Working on : CFBK\n",
      "Working on : CFFI\n",
      "Working on : CFFN\n",
      "Working on : CFG\n",
      "Working on : CFMS\n",
      "Working on : CFR\n",
      "Working on : CFX\n",
      "Working on : CGNX\n",
      "Working on : CHCI\n",
      "Working on : CHCO\n",
      "Working on : CHCT\n",
      "Working on : CHD\n",
      "Working on : CHDN\n",
      "Working on : CHE\n",
      "Working on : CHEF\n",
      "Working on : CHGG\n",
      "Working on : CHH\n",
      "Working on : CHMG\n",
      "Working on : CHMI\n",
      "Working on : CHRS\n",
      "Working on : CHRW\n",
      "Working on : CHS\n",
      "Working on : CHTR\n",
      "Working on : CHUY\n",
      "Working on : CI\n",
      "Working on : CIA\n",
      "Working on : CIDM\n",
      "Working on : CIEN\n",
      "Working on : CIM\n",
      "Working on : CINF\n",
      "Working on : CIO\n",
      "Working on : CIR\n",
      "Working on : CIT\n",
      "Working on : CIVB\n",
      "Working on : CIX\n",
      "Working on : CIZN\n",
      "Working on : CKX\n",
      "Working on : CL\n",
      "Working on : CLAR\n",
      "Working on : CLB\n",
      "Working on : CLBS\n",
      "Working on : CLDR\n",
      "Working on : CLDT\n",
      "Working on : CLDX\n",
      "Working on : CLF\n",
      "Working on : CLFD\n",
      "Working on : CLH\n",
      "Working on : CLI\n",
      "Working on : CLIR\n",
      "Working on : CLNE\n",
      "Working on : CLPR\n",
      "Working on : CLR\n",
      "Working on : CLRB\n",
      "Working on : CLRO\n",
      "Working on : CLSN\n",
      "Working on : CLVS\n",
      "Working on : CLW\n",
      "Working on : CLX\n",
      "Working on : CLXT\n",
      "Working on : CMA\n",
      "Working on : CMC\n",
      "Working on : CMCO\n",
      "Working on : CMCSA\n",
      "Working on : CMCT\n",
      "Working on : CME\n",
      "Working on : CMG\n",
      "Working on : CMI\n",
      "Working on : CMO\n",
      "Working on : CMP\n",
      "Working on : CMRX\n",
      "Working on : CMS\n",
      "Working on : CMT\n",
      "Working on : CMTL\n",
      "Working on : CNA\n",
      "Working on : CNBKA\n",
      "Working on : CNC\n",
      "Working on : CNCE\n",
      "Working on : CNDT\n",
      "Working on : CNFR\n",
      "Working on : CNK\n",
      "Working on : CNMD\n",
      "Working on : CNNE\n",
      "Working on : CNO\n",
      "Working on : CNOB\n",
      "Working on : CNP\n",
      "Working on : CNS\n",
      "Working on : CNSL\n",
      "Working on : CNTY\n",
      "Working on : CNX\n",
      "Working on : CNXN\n",
      "Working on : CODA\n",
      "Working on : COF\n",
      "Working on : COG\n",
      "Working on : COHN\n",
      "Working on : COHR\n",
      "Working on : COHU\n",
      "Working on : COKE\n",
      "Working on : COLB\n",
      "Working on : COLL\n",
      "Working on : COLM\n",
      "Working on : COMM\n",
      "Working on : CONE\n",
      "Working on : CONN\n",
      "Working on : COO\n",
      "Working on : COOP\n",
      "Working on : COP\n",
      "Working on : COR\n",
      "Working on : CORE\n",
      "Working on : CORR\n",
      "Working on : CORT\n",
      "Working on : COST\n",
      "Working on : COTY\n",
      "Working on : COUP\n",
      "Working on : COWN\n",
      "Working on : CPB\n",
      "Working on : CPE\n",
      "Working on : CPF\n",
      "Working on : CPHC\n",
      "Working on : CPIX\n",
      "Working on : CPK\n",
      "Working on : CPRI\n",
      "Working on : CPRT\n",
      "Working on : CPRX\n",
      "Working on : CPS\n",
      "Working on : CPSH\n",
      "Working on : CPSI\n",
      "Working on : CPSS\n",
      "Working on : CPT\n",
      "Working on : CR\n",
      "Working on : CRAI\n",
      "Working on : CRBP\n",
      "Working on : CREE\n",
      "Working on : CRI\n",
      "Working on : CRIS\n",
      "Working on : CRK\n",
      "Working on : CRL\n",
      "Working on : CRM\n",
      "Working on : CRMD\n",
      "Working on : CRMT\n",
      "Working on : CROX\n",
      "Working on : CRS\n",
      "Working on : CRUS\n",
      "Working on : CRVL\n",
      "Working on : CRVS\n",
      "Working on : CRWS\n",
      "Working on : CRY\n",
      "Working on : CSCO\n",
      "Working on : CSGP\n",
      "Working on : CSGS\n",
      "Working on : CSII\n",
      "Working on : CSL\n",
      "Working on : CSLT\n",
      "Working on : CSOD\n",
      "Working on : CSPI\n",
      "Working on : CSTR\n",
      "Working on : CSU\n",
      "Working on : CSV\n",
      "Working on : CSWI\n",
      "Working on : CSX\n",
      "Working on : CTAS\n",
      "Working on : CTBI\n",
      "Working on : CTG\n",
      "Working on : CTHR\n",
      "Working on : CTIB\n",
      "Working on : CTIC\n",
      "Working on : CTLT\n",
      "Working on : CTMX\n",
      "Working on : CTO\n",
      "Working on : CTRE\n",
      "Working on : CTRN\n",
      "Working on : CTS\n",
      "Working on : CTSH\n",
      "Working on : CTSO\n",
      "Working on : CTT\n",
      "Working on : CTXS\n",
      "Working on : CUBE\n",
      "Working on : CUBI\n",
      "Working on : CULP\n",
      "Working on : CURO\n",
      "Working on : CUTR\n",
      "Working on : CUZ\n",
      "Working on : CVA\n",
      "Working on : CVBF\n",
      "Working on : CVCO\n",
      "Working on : CVCY\n",
      "Working on : CVGI\n",
      "Working on : CVGW\n",
      "Working on : CVI\n",
      "Working on : CVLT\n",
      "Working on : CVLY\n",
      "Working on : CVM\n",
      "Working on : CVNA\n",
      "Working on : CVR\n",
      "Working on : CVS\n",
      "Working on : CVU\n",
      "Working on : CVV\n",
      "Working on : CVX\n",
      "Working on : CW\n",
      "Working on : CWBC\n",
      "Working on : CWBR\n",
      "Working on : CWEN\n",
      "Working on : CWH\n",
      "Working on : CWST\n",
      "Working on : CWT\n",
      "Working on : CXP\n",
      "Working on : CXW\n",
      "Working on : CYAN\n",
      "Working on : CYBE\n",
      "Working on : CYCC\n",
      "Working on : CYH\n",
      "Working on : CYRX\n",
      "Working on : CYTK\n",
      "Working on : CYTR\n",
      "Working on : CZNC\n",
      "Working on : CZR\n",
      "Working on : CZWI\n",
      "Working on : D\n",
      "Working on : DAIO\n",
      "Working on : DAKT\n",
      "Working on : DAL\n",
      "Working on : DAN\n",
      "Working on : DAR\n",
      "Working on : DARE\n",
      "Working on : DBD\n",
      "Working on : DBI\n",
      "Working on : DCI\n",
      "Working on : DCO\n",
      "Working on : DCOM\n",
      "Working on : DCPH\n",
      "Working on : DD\n",
      "Working on : DDD\n",
      "Working on : DDS\n",
      "Working on : DE\n",
      "Working on : DEA\n",
      "Working on : DECK\n",
      "Working on : DEI\n",
      "Working on : DELL\n",
      "Working on : DENN\n",
      "Working on : DFIN\n",
      "Working on : DFS\n",
      "Working on : DG\n",
      "Working on : DGICA\n",
      "Working on : DGII\n",
      "Working on : DGLY\n",
      "Working on : DGX\n",
      "Working on : DHI\n",
      "Working on : DHIL\n",
      "Working on : DHR\n",
      "Working on : DHX\n",
      "Working on : DIN\n",
      "Working on : DIOD\n",
      "Working on : DIS\n",
      "Working on : DISCA\n",
      "Working on : DISCK\n",
      "Working on : DISH\n",
      "Working on : DIT\n",
      "Working on : DJCO\n",
      "Working on : DK\n",
      "Working on : DKS\n",
      "Working on : DLA\n",
      "Working on : DLB\n",
      "Working on : DLHC\n",
      "Working on : DLR\n",
      "Working on : DLTH\n",
      "Working on : DLTR\n",
      "Working on : DLX\n",
      "Working on : DMRC\n",
      "Working on : DNLI\n",
      "Working on : DNOW\n",
      "Working on : DOC\n",
      "Working on : DOOR\n",
      "Working on : DORM\n",
      "Working on : DOV\n",
      "Working on : DPZ\n",
      "Working on : DRE\n",
      "Working on : DRH\n",
      "Working on : DRI\n",
      "Working on : DRNA\n",
      "Working on : DRQ\n",
      "Working on : DRRX\n",
      "Working on : DS\n",
      "Working on : DSKE\n",
      "Working on : DSPG\n",
      "Working on : DSS\n",
      "Working on : DTE\n",
      "Working on : DUK\n",
      "Working on : DVA\n",
      "Working on : DVAX\n",
      "Working on : DVD\n",
      "Working on : DVN\n",
      "Working on : DWSN\n",
      "Working on : DX\n",
      "Working on : DXC\n",
      "Working on : DXCM\n",
      "Working on : DXLG\n",
      "Working on : DXPE\n",
      "Working on : DXYN\n",
      "Working on : DY\n",
      "Working on : DZSI\n",
      "Working on : EA\n",
      "Working on : EARN\n",
      "Working on : EAT\n",
      "Working on : EBAY\n",
      "Working on : EBF\n",
      "Working on : EBIX\n",
      "Working on : EBMT\n",
      "Working on : EBS\n",
      "Working on : EBSB\n",
      "Working on : EBTC\n",
      "Working on : ECHO\n",
      "Working on : ECL\n",
      "Working on : ECOL\n",
      "Working on : ECOM\n",
      "Working on : ECPG\n",
      "Working on : ED\n",
      "Working on : EDIT\n",
      "Working on : EDUC\n",
      "Working on : EEFT\n",
      "Working on : EEX\n",
      "Working on : EFC\n",
      "Working on : EFOI\n",
      "Working on : EFSC\n",
      "Working on : EFX\n",
      "Working on : EGAN\n",
      "Working on : EGBN\n",
      "Working on : EGHT\n",
      "Working on : EGLE\n",
      "Working on : EGP\n",
      "Working on : EGRX\n",
      "Working on : EGY\n",
      "Working on : EHC\n",
      "Working on : EHTH\n",
      "Working on : EIG\n",
      "Working on : EIGR\n",
      "Working on : EIX\n",
      "Working on : EKSO\n",
      "Working on : EL\n",
      "Working on : ELF\n",
      "Working on : ELMD\n",
      "Working on : ELOX\n",
      "Working on : ELS\n",
      "Working on : ELSE\n",
      "Working on : ELVT\n",
      "Working on : ELY\n",
      "Working on : EMAN\n",
      "Working on : EMCF\n",
      "Working on : EME\n",
      "Working on : EMKR\n",
      "Working on : EML\n",
      "Working on : EMMS\n",
      "Working on : EMN\n",
      "Working on : EMR\n",
      "Working on : ENDP\n",
      "Working on : ENG\n",
      "Working on : ENPH\n",
      "Working on : ENR\n",
      "Working on : ENS\n",
      "Working on : ENSG\n",
      "Working on : ENSV\n",
      "Working on : ENTA\n",
      "Working on : ENTG\n",
      "Working on : ENV\n",
      "Working on : ENVA\n",
      "Working on : ENZ\n",
      "Working on : EOG\n",
      "Working on : EPAM\n",
      "Working on : EPAY\n",
      "Working on : EPC\n",
      "Working on : EPM\n",
      "Working on : EPR\n",
      "Working on : EPZM\n",
      "Working on : EQBK\n",
      "Working on : EQC\n",
      "Working on : EQIX\n",
      "Working on : EQR\n",
      "Working on : EQT\n",
      "Working on : ERIE\n",
      "Working on : ERII\n",
      "Working on : ES\n",
      "Working on : ESBK\n",
      "Working on : ESCA\n",
      "Working on : ESE\n",
      "Working on : ESGR\n",
      "Working on : ESNT\n",
      "Working on : ESP\n",
      "Working on : ESPR\n",
      "Working on : ESRT\n",
      "Working on : ESS\n",
      "Working on : ESSA\n",
      "Working on : ESTE\n",
      "Working on : ESXB\n",
      "Working on : ETH\n",
      "Working on : ETN\n",
      "Working on : ETR\n",
      "Working on : ETSY\n",
      "Working on : EVBG\n",
      "Working on : EVBN\n",
      "Working on : EVC\n",
      "Working on : EVFM\n",
      "Working on : EVH\n",
      "Working on : EVI\n",
      "Working on : EVOK\n",
      "Working on : EVOL\n",
      "Working on : EVR\n",
      "Working on : EVRG\n",
      "Working on : EVRI\n",
      "Working on : EVTC\n",
      "Working on : EW\n",
      "Working on : EWBC\n",
      "Working on : EXAS\n",
      "Working on : EXC\n",
      "Working on : EXEL\n",
      "Working on : EXLS\n",
      "Working on : EXP\n",
      "Working on : EXPD\n",
      "Working on : EXPE\n",
      "Working on : EXPO\n",
      "Working on : EXPR\n",
      "Working on : EXR\n",
      "Working on : EXTN\n",
      "Working on : EXTR\n",
      "Working on : EYE\n",
      "Working on : EYEG\n",
      "Working on : EYES\n",
      "Working on : EYPT\n",
      "Working on : EZPW\n",
      "Working on : F\n",
      "Working on : FAF\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Working on : FANG\n",
      "Working on : FARM\n",
      "Working on : FARO\n",
      "Working on : FAST\n",
      "Working on : FATE\n",
      "Working on : FB\n",
      "Working on : FBC\n",
      "Working on : FBHS\n",
      "Working on : FBIO\n",
      "Working on : FBIZ\n",
      "Working on : FBK\n",
      "Working on : FBMS\n",
      "Working on : FBNC\n",
      "Working on : FBP\n",
      "Working on : FC\n",
      "Working on : FCAP\n",
      "Working on : FCBC\n",
      "Working on : FCCO\n",
      "Working on : FCCY\n",
      "Working on : FCEL\n",
      "Working on : FCF\n",
      "Working on : FCFS\n",
      "Working on : FCN\n",
      "Working on : FCNCA\n",
      "Working on : FCPT\n",
      "Working on : FCX\n",
      "Working on : FDBC\n",
      "Working on : FDP\n",
      "Working on : FDS\n",
      "Working on : FDX\n",
      "Working on : FE\n",
      "Working on : FEIM\n",
      "Working on : FELE\n",
      "Working on : FET\n",
      "Working on : FEYE\n",
      "Working on : FF\n",
      "Working on : FFBC\n",
      "Working on : FFIC\n",
      "Working on : FFIN\n",
      "Working on : FFIV\n",
      "Working on : FFNW\n",
      "Working on : FFWM\n",
      "Working on : FGBI\n",
      "Working on : FGEN\n",
      "Working on : FHB\n",
      "Working on : FHN\n",
      "Working on : FI\n",
      "Working on : FIBK\n",
      "Working on : FICO\n",
      "Working on : FIS\n",
      "Working on : FISI\n",
      "Working on : FISV\n",
      "Working on : FITB\n",
      "Working on : FIVE\n",
      "Working on : FIVN\n",
      "Working on : FIX\n",
      "Working on : FIZZ\n",
      "Working on : FL\n",
      "Working on : FLDM\n",
      "Working on : FLIC\n",
      "Working on : FLL\n",
      "Working on : FLMN\n",
      "Working on : FLNT\n",
      "Working on : FLO\n",
      "Working on : FLOW\n",
      "Working on : FLR\n",
      "Working on : FLS\n",
      "Working on : FLT\n",
      "Working on : FLWS\n",
      "Working on : FLXN\n",
      "Working on : FLXS\n",
      "Working on : FMAO\n",
      "Working on : FMBH\n",
      "Working on : FMBI\n",
      "Working on : FMC\n",
      "Working on : FMNB\n",
      "Working on : FN\n",
      "Working on : FNB\n",
      "Working on : FNCB\n",
      "Working on : FND\n",
      "Working on : FNF\n",
      "Working on : FNHC\n",
      "Working on : FNKO\n",
      "Working on : FNLC\n",
      "Working on : FNWB\n",
      "Working on : FOE\n",
      "Working on : FOLD\n",
      "Working on : FONR\n",
      "Working on : FOR\n",
      "Working on : FORD\n",
      "Working on : FORM\n",
      "Working on : FORR\n",
      "Working on : FOSL\n",
      "Working on : FOXF\n",
      "Working on : FPI\n",
      "Working on : FR\n",
      "Working on : FRBA\n",
      "Working on : FRBK\n",
      "Working on : FRC\n",
      "Working on : FRD\n",
      "Working on : FRGI\n",
      "Working on : FRME\n",
      "Working on : FRPH\n",
      "Working on : FRPT\n",
      "Working on : FRT\n",
      "Working on : FRTA\n",
      "Working on : FSBW\n",
      "Working on : FSFG\n",
      "Working on : FSLR\n",
      "Working on : FSP\n",
      "Working on : FSS\n",
      "Working on : FSTR\n",
      "Working on : FTEK\n",
      "Working on : FTI\n",
      "Working on : FTK\n",
      "Working on : FTNT\n",
      "Working on : FTV\n",
      "Working on : FUL\n",
      "Working on : FULT\n",
      "Working on : FUNC\n",
      "Working on : FUSB\n",
      "Working on : FVE\n",
      "Working on : FWONA\n",
      "Working on : FWONK\n",
      "Working on : FWRD\n",
      "Working on : G\n",
      "Working on : GABC\n",
      "Working on : GAIA\n",
      "Working on : GALT\n",
      "Working on : GATX\n",
      "Working on : GBCI\n",
      "Working on : GBL\n",
      "Working on : GBLI\n",
      "Working on : GBT\n",
      "Working on : GBX\n",
      "Working on : GCBC\n",
      "Working on : GCI\n",
      "Working on : GCO\n",
      "Working on : GCP\n",
      "Working on : GD\n",
      "Working on : GDDY\n",
      "Working on : GDEN\n",
      "Working on : GDOT\n",
      "Working on : GDP\n",
      "Working on : GE\n",
      "Working on : GEF\n",
      "Working on : GENC\n",
      "Working on : GEO\n",
      "Working on : GEOS\n",
      "Working on : GERN\n",
      "Working on : GES\n",
      "Working on : GEVO\n",
      "Working on : GFED\n",
      "Working on : GFF\n",
      "Working on : GGG\n",
      "Working on : GHC\n",
      "Working on : GHL\n",
      "Working on : GHM\n",
      "Working on : GIFI\n",
      "Working on : GIII\n",
      "Working on : GILD\n",
      "Working on : GIS\n",
      "Working on : GKOS\n",
      "Working on : GLBZ\n",
      "Working on : GLDD\n",
      "Working on : GLPI\n",
      "Working on : GLRE\n",
      "Working on : GLT\n",
      "Working on : GLW\n",
      "Working on : GLYC\n",
      "Working on : GM\n",
      "Working on : GME\n",
      "Working on : GMED\n",
      "Working on : GMRE\n",
      "Working on : GMS\n",
      "Working on : GNCA\n",
      "Working on : GNE\n",
      "Working on : GNK\n",
      "Working on : GNL\n",
      "Working on : GNRC\n",
      "Working on : GNTX\n",
      "Working on : GNTY\n",
      "Working on : GNW\n",
      "Working on : GOGO\n",
      "Working on : GOLF\n",
      "Working on : GOOD\n",
      "Working on : GOOG\n",
      "Working on : GOOGL\n",
      "Working on : GORO\n",
      "Working on : GPC\n",
      "Working on : GPI\n",
      "Working on : GPK\n",
      "Working on : GPMT\n",
      "Working on : GPN\n",
      "Working on : GPRE\n",
      "Working on : GPRO\n",
      "Working on : GPS\n",
      "Working on : GPX\n",
      "Working on : GRA\n",
      "Working on : GRBK\n",
      "Working on : GRC\n",
      "Working on : GRMN\n",
      "Working on : GROW\n",
      "Working on : GRPN\n",
      "Working on : GS\n",
      "Working on : GSAT\n",
      "Working on : GSBC\n",
      "Working on : GSIT\n",
      "Working on : GT\n",
      "Working on : GTHX\n",
      "Working on : GTIM\n",
      "Working on : GTLS\n",
      "Working on : GTN\n",
      "Working on : GTS\n",
      "Working on : GTY\n",
      "Working on : GTYH\n",
      "Working on : GVA\n",
      "Working on : GVP\n",
      "Working on : GWB\n",
      "Working on : GWGH\n",
      "Working on : GWRE\n",
      "Working on : GWRS\n",
      "Working on : GWW\n",
      "Working on : H\n",
      "Working on : HA\n",
      "Working on : HAE\n",
      "Working on : HAFC\n",
      "Working on : HAIN\n",
      "Working on : HAL\n",
      "Working on : HALL\n",
      "Working on : HALO\n",
      "Working on : HAS\n",
      "Working on : HASI\n",
      "Working on : HAYN\n",
      "Working on : HBAN\n",
      "Working on : HBB\n",
      "Working on : HBCP\n",
      "Working on : HBI\n",
      "Working on : HBIO\n",
      "Working on : HBMD\n",
      "Working on : HBNC\n",
      "Working on : HBP\n",
      "Working on : HCA\n",
      "Working on : HCC\n",
      "Working on : HCCI\n",
      "Working on : HCHC\n",
      "Working on : HCI\n",
      "Working on : HCKT\n",
      "Working on : HCSG\n",
      "Working on : HD\n",
      "Working on : HDSN\n",
      "Working on : HE\n",
      "Working on : HEAR\n",
      "Working on : HEES\n",
      "Working on : HEI\n",
      "Working on : HELE\n",
      "Working on : HES\n",
      "Working on : HFBL\n",
      "Working on : HFC\n",
      "Working on : HFWA\n",
      "Working on : HGV\n",
      "Working on : HHC\n",
      "Working on : HI\n",
      "Working on : HIBB\n",
      "Working on : HIFS\n",
      "Working on : HIG\n",
      "Working on : HII\n",
      "Working on : HIL\n",
      "Working on : HIW\n",
      "Working on : HL\n",
      "Working on : HLF\n",
      "Working on : HLI\n",
      "Working on : HLIT\n",
      "Working on : HLNE\n",
      "Working on : HLT\n",
      "Working on : HLX\n",
      "Working on : HMHC\n",
      "Working on : HMN\n",
      "Working on : HMNF\n",
      "Working on : HMST\n",
      "Working on : HMTV\n",
      "Working on : HNI\n",
      "Working on : HNRG\n",
      "Working on : HOFT\n",
      "Working on : HOG\n",
      "Working on : HOLX\n",
      "Working on : HOMB\n",
      "Working on : HON\n",
      "Working on : HONE\n",
      "Working on : HOPE\n",
      "Working on : HOV\n",
      "Working on : HP\n",
      "Working on : HPE\n",
      "Working on : HPP\n",
      "Working on : HPQ\n",
      "Working on : HQY\n",
      "Working on : HR\n",
      "Working on : HRB\n",
      "Working on : HRC\n",
      "Working on : HRI\n",
      "Working on : HRL\n",
      "Working on : HROW\n",
      "Working on : HRTG\n",
      "Working on : HRTX\n",
      "Working on : HSC\n",
      "Working on : HSIC\n",
      "Working on : HSII\n",
      "Working on : HSKA\n",
      "Working on : HSON\n",
      "Working on : HST\n",
      "Working on : HSTM\n",
      "Working on : HSY\n",
      "Working on : HT\n",
      "Working on : HTA\n",
      "Working on : HTBI\n",
      "Working on : HTBK\n",
      "Working on : HTBX\n",
      "Working on : HTGM\n",
      "Working on : HTH\n",
      "Working on : HTLD\n",
      "Working on : HTLF\n",
      "Working on : HUBB\n",
      "Working on : HUBG\n",
      "Working on : HUBS\n",
      "Working on : HUM\n",
      "Working on : HUN\n",
      "Working on : HURC\n",
      "Working on : HURN\n",
      "Working on : HUSA\n",
      "Working on : HVT\n",
      "Working on : HWBK\n",
      "Working on : HWC\n",
      "Working on : HWKN\n",
      "Working on : HXL\n",
      "Working on : HY\n",
      "Working on : HZN\n",
      "Working on : HZNP\n",
      "Working on : HZO\n",
      "Working on : IAC\n",
      "Working on : IART\n",
      "Working on : IBCP\n",
      "Working on : IBIO\n",
      "Working on : IBKR\n",
      "Working on : IBM\n",
      "Working on : IBOC\n",
      "Working on : IBP\n",
      "Working on : IBTX\n",
      "Working on : ICAD\n",
      "Working on : ICBK\n",
      "Working on : ICCC\n",
      "Working on : ICD\n",
      "Working on : ICE\n",
      "Working on : ICFI\n",
      "Working on : ICHR\n",
      "Working on : ICPT\n",
      "Working on : ICUI\n",
      "Working on : IDA\n",
      "Working on : IDCC\n",
      "Working on : IDN\n",
      "Working on : IDRA\n",
      "Working on : IDT\n",
      "Working on : IDXG\n",
      "Working on : IDXX\n",
      "Working on : IEC\n",
      "Working on : IESC\n",
      "Working on : IEX\n",
      "Working on : IFF\n",
      "Working on : IHC\n",
      "Working on : III\n",
      "Working on : IIIN\n",
      "Working on : IIN\n",
      "Working on : IIPR\n",
      "Working on : IIVI\n",
      "Working on : IKNX\n",
      "Working on : ILMN\n",
      "Working on : IMGN\n",
      "Working on : IMH\n",
      "Working on : IMKTA\n",
      "Working on : IMMR\n",
      "Working on : IMXI\n",
      "Working on : INBK\n",
      "Working on : INCY\n",
      "Working on : INDB\n",
      "Working on : INFI\n",
      "Working on : INFN\n",
      "Working on : INFO\n",
      "Working on : INFU\n",
      "Working on : INGN\n",
      "Working on : INGR\n",
      "Working on : INN\n",
      "Working on : INO\n",
      "Working on : INOD\n",
      "Working on : INOV\n",
      "Working on : INPX\n",
      "Working on : INS\n",
      "Working on : INSE\n",
      "Working on : INSG\n",
      "Working on : INSM\n",
      "Working on : INSW\n",
      "Working on : INT\n",
      "Working on : INTC\n",
      "Working on : INTG\n",
      "Working on : INTT\n",
      "Working on : INTU\n",
      "Working on : INUV\n",
      "Working on : INVA\n",
      "Working on : INVE\n",
      "Working on : INVH\n",
      "Working on : IO\n",
      "Working on : IONS\n",
      "Working on : IOR\n",
      "Working on : IOSP\n",
      "Working on : IOVA\n",
      "Working on : IP\n",
      "Working on : IPAR\n",
      "Working on : IPG\n",
      "Working on : IPGP\n",
      "Working on : IPI\n",
      "Working on : IPWR\n",
      "Working on : IQV\n",
      "Working on : IR\n",
      "Working on : IRBT\n",
      "Working on : IRDM\n",
      "Working on : IRIX\n",
      "Working on : IRM\n",
      "Working on : IRMD\n",
      "Working on : IROQ\n",
      "Working on : IRT\n",
      "Working on : IRTC\n",
      "Working on : IRWD\n",
      "Working on : ISBC\n",
      "Working on : ISDR\n",
      "Working on : ISIG\n",
      "Working on : ISNS\n",
      "Working on : ISR\n",
      "Working on : ISRG\n",
      "Working on : ISSC\n",
      "Working on : ISTR\n",
      "Working on : IT\n",
      "Working on : ITCI\n",
      "Working on : ITGR\n",
      "Working on : ITI\n",
      "Working on : ITIC\n",
      "Working on : ITRI\n",
      "Working on : ITT\n",
      "Working on : ITW\n",
      "Working on : IVAC\n",
      "Working on : IVC\n",
      "Working on : IVR\n",
      "Working on : IVZ\n",
      "Working on : IZEA\n",
      "Working on : JACK\n",
      "Working on : JAGX\n",
      "Working on : JAKK\n",
      "Working on : JAX\n",
      "Working on : JAZZ\n",
      "Working on : JBGS\n",
      "Working on : JBHT\n",
      "Working on : JBL\n",
      "Working on : JBLU\n",
      "Working on : JBSS\n",
      "Working on : JBT\n",
      "Working on : JCI\n",
      "Working on : JCOM\n",
      "Working on : JCS\n",
      "Working on : JCTCF\n",
      "Working on : JEF\n",
      "Working on : JELD\n",
      "Working on : JHG\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Working on : JILL\n",
      "Working on : JJSF\n",
      "Working on : JKHY\n",
      "Working on : JLL\n",
      "Working on : JNCE\n",
      "Working on : JNJ\n",
      "Working on : JNPR\n",
      "Working on : JOB\n",
      "Working on : JOE\n",
      "Working on : JOUT\n",
      "Working on : JPM\n",
      "Working on : JRVR\n",
      "Working on : JVA\n",
      "Working on : JWN\n",
      "Working on : JYNT\n",
      "Working on : K\n",
      "Working on : KAI\n",
      "Working on : KALA\n",
      "Working on : KALU\n",
      "Working on : KALV\n",
      "Working on : KAMN\n",
      "Working on : KAR\n",
      "Working on : KBAL\n",
      "Working on : KBH\n",
      "Working on : KBR\n",
      "Working on : KDMN\n",
      "Working on : KDP\n",
      "Working on : KE\n",
      "Working on : KELYA\n",
      "Working on : KEQU\n",
      "Working on : KEX\n",
      "Working on : KEY\n",
      "Working on : KEYS\n",
      "Working on : KFFB\n",
      "Working on : KFRC\n",
      "Working on : KFY\n",
      "Working on : KHC\n",
      "Working on : KIDS\n",
      "Working on : KIM\n",
      "Working on : KIN\n",
      "Working on : KINS\n",
      "Working on : KIRK\n",
      "Working on : KKR\n",
      "Working on : KLAC\n",
      "Working on : KLIC\n",
      "Working on : KMB\n",
      "Working on : KMI\n",
      "Working on : KMPH\n",
      "Working on : KMPR\n",
      "Working on : KMT\n",
      "Working on : KMX\n",
      "Working on : KN\n",
      "Working on : KNSL\n",
      "Working on : KNX\n",
      "Working on : KO\n",
      "Working on : KODK\n",
      "Working on : KOP\n",
      "Working on : KOPN\n",
      "Working on : KOS\n",
      "Working on : KPTI\n",
      "Working on : KR\n",
      "Working on : KRA\n",
      "Working on : KRC\n",
      "Working on : KREF\n",
      "Working on : KRG\n",
      "Working on : KRNY\n",
      "Working on : KRO\n",
      "Working on : KRYS\n",
      "Working on : KSS\n",
      "Working on : KSU\n",
      "Working on : KTCC\n",
      "Working on : KTOS\n",
      "Working on : KURA\n",
      "Working on : KVHI\n",
      "Working on : KW\n",
      "Working on : KWR\n",
      "Working on : L\n",
      "Working on : LAD\n",
      "Working on : LADR\n",
      "Working on : LAKE\n",
      "Working on : LAMR\n",
      "Working on : LANC\n",
      "Working on : LAND\n",
      "Working on : LARK\n",
      "Working on : LAUR\n",
      "Working on : LAWS\n",
      "Working on : LAZ\n",
      "Working on : LBAI\n",
      "Working on : LBC\n",
      "Working on : LBRDA\n",
      "Working on : LBRDK\n",
      "Working on : LBTYA\n",
      "Working on : LBTYK\n",
      "Working on : LC\n",
      "Working on : LCI\n",
      "Working on : LCII\n",
      "Working on : LCNB\n",
      "Working on : LCUT\n",
      "Working on : LDL\n",
      "Working on : LDOS\n",
      "Working on : LE\n",
      "Working on : LEA\n",
      "Working on : LECO\n",
      "Working on : LEE\n",
      "Working on : LEG\n",
      "Working on : LEN\n",
      "Working on : LEU\n",
      "Working on : LFUS\n",
      "Working on : LFVN\n",
      "Working on : LGIH\n",
      "Working on : LGL\n",
      "Working on : LGND\n",
      "Working on : LH\n",
      "Working on : LHCG\n",
      "Working on : LIFE\n",
      "Working on : LII\n",
      "Working on : LILA\n",
      "Working on : LILAK\n",
      "Working on : LIN\n",
      "Working on : LINC\n",
      "Working on : LIND\n",
      "Working on : LIQT\n",
      "Working on : LITE\n",
      "Working on : LIVE\n",
      "Working on : LIVN\n",
      "Working on : LIVX\n",
      "Working on : LJPC\n",
      "Working on : LKFN\n",
      "Working on : LKQ\n",
      "Working on : LL\n",
      "Working on : LLNW\n",
      "Working on : LLY\n",
      "Working on : LMAT\n",
      "Working on : LMFA\n",
      "Working on : LMNR\n",
      "Working on : LMT\n",
      "Working on : LNC\n",
      "Working on : LNDC\n",
      "Working on : LNG\n",
      "Working on : LNN\n",
      "Working on : LNT\n",
      "Working on : LNTH\n",
      "Working on : LOAN\n",
      "Working on : LOB\n",
      "Working on : LOCO\n",
      "Working on : LODE\n",
      "Working on : LOOP\n",
      "Working on : LOPE\n",
      "Working on : LORL\n",
      "Working on : LOW\n",
      "Working on : LPCN\n",
      "Working on : LPG\n",
      "Working on : LPI\n",
      "Working on : LPLA\n",
      "Working on : LPSN\n",
      "Working on : LPTH\n",
      "Working on : LPX\n",
      "Working on : LQDT\n",
      "Working on : LRCX\n",
      "Working on : LRN\n",
      "Working on : LSBK\n",
      "Working on : LSCC\n",
      "Working on : LSI\n",
      "Working on : LSTR\n",
      "Working on : LSXMA\n",
      "Working on : LSXMK\n",
      "Working on : LTBR\n",
      "Working on : LTC\n",
      "Working on : LTRPA\n",
      "Working on : LTRX\n",
      "Working on : LUB\n",
      "Working on : LULU\n",
      "Working on : LUNA\n",
      "Working on : LUV\n",
      "Working on : LVS\n",
      "Working on : LW\n",
      "Working on : LWAY\n",
      "Working on : LXP\n",
      "Working on : LXRX\n",
      "Working on : LXU\n",
      "Working on : LYB\n",
      "Working on : LYTS\n",
      "Working on : LYV\n",
      "Working on : LZB\n",
      "Working on : M\n",
      "Working on : MA\n",
      "Working on : MAA\n",
      "Working on : MAC\n",
      "Working on : MACK\n",
      "Working on : MAN\n",
      "Working on : MANH\n",
      "Working on : MANT\n",
      "Working on : MAR\n",
      "Working on : MARA\n",
      "Working on : MARK\n",
      "Working on : MAS\n",
      "Working on : MASI\n",
      "Working on : MAT\n",
      "Working on : MATW\n",
      "Working on : MATX\n",
      "Working on : MAYS\n",
      "Working on : MBCN\n",
      "Working on : MBI\n",
      "Working on : MBII\n",
      "Working on : MBIN\n",
      "Working on : MBIO\n",
      "Working on : MBOT\n",
      "Working on : MBUU\n",
      "Working on : MBWM\n",
      "Working on : MC\n",
      "Working on : MCB\n",
      "Working on : MCBC\n",
      "Working on : MCD\n",
      "Working on : MCF\n",
      "Working on : MCFT\n",
      "Working on : MCHP\n",
      "Working on : MCHX\n",
      "Working on : MCK\n",
      "Working on : MCO\n",
      "Working on : MCRB\n",
      "Working on : MCRI\n",
      "Working on : MCS\n",
      "Working on : MCY\n",
      "Working on : MD\n",
      "Working on : MDB\n",
      "Working on : MDC\n",
      "Working on : MDGL\n",
      "Working on : MDLZ\n",
      "Working on : MDP\n",
      "Working on : MDRX\n",
      "Working on : MDT\n",
      "Working on : MDU\n",
      "Working on : MED\n",
      "Working on : MEDP\n",
      "Working on : MEI\n",
      "Working on : MEIP\n",
      "Working on : MERC\n",
      "Working on : MET\n",
      "Working on : MFA\n",
      "Working on : MFNC\n",
      "Working on : MG\n",
      "Working on : MGEE\n",
      "Working on : MGI\n",
      "Working on : MGLN\n",
      "Working on : MGM\n",
      "Working on : MGNX\n",
      "Working on : MGPI\n",
      "Working on : MGRC\n",
      "Working on : MGY\n",
      "Working on : MGYR\n",
      "Working on : MHH\n",
      "Working on : MHK\n",
      "Working on : MHLD\n",
      "Working on : MHO\n",
      "Working on : MIC\n",
      "Working on : MICR\n",
      "Working on : MICT\n",
      "Working on : MIDD\n",
      "Working on : MIND\n",
      "Working on : MITK\n",
      "Working on : MITT\n",
      "Working on : MKC\n",
      "Working on : MKL\n",
      "Working on : MKSI\n",
      "Working on : MKTX\n",
      "Working on : MLAB\n",
      "Working on : MLHR\n",
      "Working on : MLI\n",
      "Working on : MLM\n",
      "Working on : MLP\n",
      "Working on : MLR\n",
      "Working on : MLSS\n",
      "Working on : MLVF\n",
      "Working on : MMC\n",
      "Working on : MMI\n",
      "Working on : MMM\n",
      "Working on : MMS\n",
      "Working on : MMSI\n",
      "Working on : MN\n",
      "Working on : MNKD\n",
      "Working on : MNOV\n",
      "Working on : MNR\n",
      "Working on : MNRO\n",
      "Working on : MNST\n",
      "Working on : MNTX\n",
      "Working on : MO\n",
      "Working on : MOD\n",
      "Working on : MODN\n",
      "Working on : MOFG\n",
      "Working on : MOH\n",
      "Working on : MORN\n",
      "Working on : MOS\n",
      "Working on : MOSY\n",
      "Working on : MOV\n",
      "Working on : MPAA\n",
      "Working on : MPB\n",
      "Working on : MPC\n",
      "Working on : MPW\n",
      "Working on : MPWR\n",
      "Working on : MPX\n",
      "Working on : MRAM\n",
      "Working on : MRC\n",
      "Working on : MRCY\n",
      "Working on : MRIN\n",
      "Working on : MRK\n",
      "Working on : MRKR\n",
      "Working on : MRLN\n",
      "Working on : MRNS\n",
      "Working on : MRO\n",
      "Working on : MRSN\n",
      "Working on : MRTN\n",
      "Working on : MRTX\n",
      "Working on : MRVL\n",
      "Working on : MS\n",
      "Working on : MSA\n",
      "Working on : MSBI\n",
      "Working on : MSCI\n",
      "Working on : MSEX\n",
      "Working on : MSFT\n",
      "Working on : MSI\n",
      "Working on : MSM\n",
      "Working on : MSN\n",
      "Working on : MSON\n",
      "Working on : MSTR\n",
      "Working on : MTB\n",
      "Working on : MTCH\n",
      "Working on : MTD\n",
      "Working on : MTDR\n",
      "Working on : MTEM\n",
      "Working on : MTEX\n",
      "Working on : MTG\n",
      "Working on : MTH\n",
      "Working on : MTN\n",
      "Working on : MTNB\n",
      "Working on : MTOR\n",
      "Working on : MTRN\n",
      "Working on : MTRX\n",
      "Working on : MTSI\n",
      "Working on : MTW\n",
      "Working on : MTX\n",
      "Working on : MTZ\n",
      "Working on : MU\n",
      "Working on : MUR\n",
      "Working on : MUSA\n",
      "Working on : MUX\n",
      "Working on : MVBF\n",
      "Working on : MVIS\n",
      "Working on : MWA\n",
      "Working on : MXIM\n",
      "Working on : MXL\n",
      "Working on : MYE\n",
      "Working on : MYGN\n",
      "Working on : MYRG\n",
      "Working on : NAII\n",
      "Working on : NATH\n",
      "Working on : NATI\n",
      "Working on : NATR\n",
      "Working on : NAVB\n",
      "Working on : NAVI\n",
      "Working on : NBEV\n",
      "Working on : NBHC\n",
      "Working on : NBIX\n",
      "Working on : NBN\n",
      "Working on : NBR\n",
      "Working on : NBTB\n",
      "Working on : NBY\n",
      "Working on : NC\n",
      "Working on : NCBS\n",
      "Working on : NCLH\n",
      "Working on : NCMI\n",
      "Working on : NCR\n",
      "Working on : NCSM\n",
      "Working on : NDAQ\n",
      "Working on : NDLS\n",
      "Working on : NDSN\n",
      "Working on : NEE\n",
      "Working on : NEM\n",
      "Working on : NEO\n",
      "Working on : NEOG\n",
      "Working on : NEON\n",
      "Working on : NERV\n",
      "Working on : NETE\n",
      "Working on : NEU\n",
      "Working on : NEWR\n",
      "Working on : NFBK\n",
      "Working on : NFG\n",
      "Working on : NFLX\n",
      "Working on : NGS\n",
      "Working on : NGVC\n",
      "Working on : NGVT\n",
      "Working on : NHC\n",
      "Working on : NHI\n",
      "Working on : NHTC\n",
      "Working on : NI\n",
      "Working on : NICK\n",
      "Working on : NJR\n",
      "Working on : NKE\n",
      "Working on : NKSH\n",
      "Working on : NKTR\n",
      "Working on : NL\n",
      "Working on : NLS\n",
      "Working on : NLSN\n",
      "Working on : NLY\n",
      "Working on : NMIH\n",
      "Working on : NMRK\n",
      "Working on : NNBR\n",
      "Working on : NNI\n",
      "Working on : NNN\n",
      "Working on : NNVC\n",
      "Working on : NOC\n",
      "Working on : NODK\n",
      "Working on : NOG\n",
      "Working on : NOV\n",
      "Working on : NOVT\n",
      "Working on : NOW\n",
      "Working on : NP\n",
      "Working on : NPK\n",
      "Working on : NPO\n",
      "Working on : NPTN\n",
      "Working on : NR\n",
      "Working on : NRC\n",
      "Working on : NRG\n",
      "Working on : NRIM\n",
      "Working on : NRZ\n",
      "Working on : NSA\n",
      "Working on : NSC\n",
      "Working on : NSEC\n",
      "Working on : NSIT\n",
      "Working on : NSP\n",
      "Working on : NSSC\n",
      "Working on : NSTG\n",
      "Working on : NTAP\n",
      "Working on : NTCT\n",
      "Working on : NTGR\n",
      "Working on : NTIC\n",
      "Working on : NTIP\n",
      "Working on : NTLA\n",
      "Working on : NTNX\n",
      "Working on : NTRA\n",
      "Working on : NTRS\n",
      "Working on : NTWK\n",
      "Working on : NUAN\n",
      "Working on : NUE\n",
      "Working on : NURO\n",
      "Working on : NUS\n",
      "Working on : NUVA\n",
      "Working on : NVAX\n",
      "Working on : NVDA\n",
      "Working on : NVEC\n",
      "Working on : NVEE\n",
      "Working on : NVFY\n",
      "Working on : NVIV\n",
      "Working on : NVR\n",
      "Working on : NVRO\n",
      "Working on : NVTA\n",
      "Working on : NWBI\n",
      "Working on : NWE\n",
      "Working on : NWFL\n",
      "Working on : NWHM\n",
      "Working on : NWL\n",
      "Working on : NWLI\n",
      "Working on : NWN\n",
      "Working on : NWPX\n",
      "Working on : NWS\n",
      "Working on : NWSA\n",
      "Working on : NX\n",
      "Working on : NXGN\n",
      "Working on : NXRT\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Working on : NXST\n",
      "Working on : NXTD\n",
      "Working on : NYCB\n",
      "Working on : NYMT\n",
      "Working on : NYT\n",
      "Working on : O\n",
      "Working on : OAS\n",
      "Working on : OBCI\n",
      "Working on : OC\n",
      "Working on : OCC\n",
      "Working on : OCFC\n",
      "Working on : OCN\n",
      "Working on : OCUL\n",
      "Working on : OCX\n",
      "Working on : ODC\n",
      "Working on : ODFL\n",
      "Working on : ODP\n",
      "Working on : ODT\n",
      "Working on : OESX\n",
      "Working on : OFC\n",
      "Working on : OFED\n",
      "Working on : OFG\n",
      "Working on : OFIX\n",
      "Working on : OFLX\n",
      "Working on : OGE\n",
      "Working on : OGEN\n",
      "Working on : OGS\n",
      "Working on : OHI\n",
      "Working on : OI\n",
      "Working on : OII\n",
      "Working on : OIS\n",
      "Working on : OKE\n",
      "Working on : OKTA\n",
      "Working on : OLED\n",
      "Working on : OLLI\n",
      "Working on : OLN\n",
      "Working on : OLP\n",
      "Working on : OMC\n",
      "Working on : OMCL\n",
      "Working on : OMER\n",
      "Working on : OMEX\n",
      "Working on : OMF\n",
      "Working on : OMI\n",
      "Working on : ON\n",
      "Working on : ONB\n",
      "Working on : ONCS\n",
      "Working on : ONTX\n",
      "Working on : ONVO\n",
      "Working on : OOMA\n",
      "Working on : OPGN\n",
      "Working on : OPI\n",
      "Working on : OPK\n",
      "Working on : OPOF\n",
      "Working on : OPRX\n",
      "Working on : OPTN\n",
      "Working on : OPTT\n",
      "Working on : OPY\n",
      "Working on : ORA\n",
      "Working on : ORBC\n",
      "Working on : ORC\n",
      "Working on : ORCL\n",
      "Working on : ORGO\n",
      "Working on : ORI\n",
      "Working on : ORLY\n",
      "Working on : ORN\n",
      "Working on : ORRF\n",
      "Working on : OSBC\n",
      "Working on : OSG\n",
      "Working on : OSIS\n",
      "Working on : OSK\n",
      "Working on : OSPN\n",
      "Working on : OSTK\n",
      "Working on : OSUR\n",
      "Working on : OTIC\n",
      "Working on : OTTR\n",
      "Working on : OUT\n",
      "Working on : OVBC\n",
      "Working on : OVLY\n",
      "Working on : OXM\n",
      "Working on : OXY\n",
      "Working on : OZK\n",
      "Working on : PACB\n",
      "Working on : PACW\n",
      "Working on : PAG\n",
      "Working on : PAHC\n",
      "Working on : PANL\n",
      "Working on : PANW\n",
      "Working on : PAR\n",
      "Working on : PARR\n",
      "Working on : PATI\n",
      "Working on : PATK\n",
      "Working on : PAYC\n",
      "Working on : PAYX\n",
      "Working on : PB\n",
      "Working on : PBCT\n",
      "Working on : PBF\n",
      "Working on : PBH\n",
      "Working on : PBHC\n",
      "Working on : PBI\n",
      "Working on : PBIP\n",
      "Working on : PBPB\n",
      "Working on : PBYI\n",
      "Working on : PCAR\n",
      "Working on : PCH\n",
      "Working on : PCRX\n",
      "Working on : PCSB\n",
      "Working on : PCTI\n",
      "Working on : PCTY\n",
      "Working on : PCYG\n",
      "Working on : PCYO\n",
      "Working on : PDCE\n",
      "Working on : PDCO\n",
      "Working on : PDEX\n",
      "Working on : PDFS\n",
      "Working on : PDLB\n",
      "Working on : PDM\n",
      "Working on : PEB\n",
      "Working on : PEBK\n",
      "Working on : PEBO\n",
      "Working on : PED\n",
      "Working on : PEG\n",
      "Working on : PEGA\n",
      "Working on : PEI\n",
      "Working on : PEN\n",
      "Working on : PENN\n",
      "Working on : PEP\n",
      "Working on : PESI\n",
      "Working on : PETQ\n",
      "Working on : PETS\n",
      "Working on : PFBC\n",
      "Working on : PFBI\n",
      "Working on : PFE\n",
      "Working on : PFG\n",
      "Working on : PFGC\n",
      "Working on : PFIE\n",
      "Working on : PFIN\n",
      "Working on : PFIS\n",
      "Working on : PFMT\n",
      "Working on : PFPT\n",
      "Working on : PFS\n",
      "Working on : PFSW\n",
      "Working on : PG\n",
      "Working on : PGC\n",
      "Working on : PGR\n",
      "Working on : PGRE\n",
      "Working on : PGTI\n",
      "Working on : PH\n",
      "Working on : PHIO\n",
      "Working on : PHM\n",
      "Working on : PHX\n",
      "Working on : PI\n",
      "Working on : PII\n",
      "Working on : PINC\n",
      "Working on : PJT\n",
      "Working on : PK\n",
      "Working on : PKBK\n",
      "Working on : PKE\n",
      "Working on : PKG\n",
      "Working on : PKI\n",
      "Working on : PKOH\n",
      "Working on : PLAB\n",
      "Working on : PLAY\n",
      "Working on : PLBC\n",
      "Working on : PLCE\n",
      "Working on : PLD\n",
      "Working on : PLNT\n",
      "Working on : PLOW\n",
      "Working on : PLPC\n",
      "Working on : PLSE\n",
      "Working on : PLUG\n",
      "Working on : PLUS\n",
      "Working on : PLXP\n",
      "Working on : PLXS\n",
      "Working on : PLYA\n",
      "Working on : PLYM\n",
      "Working on : PM\n",
      "Working on : PMBC\n",
      "Working on : PMD\n",
      "Working on : PMT\n",
      "Working on : PMTS\n",
      "Working on : PNBK\n",
      "Working on : PNC\n",
      "Working on : PNFP\n",
      "Working on : PNM\n",
      "Working on : PNR\n",
      "Working on : PNRG\n",
      "Working on : PNW\n",
      "Working on : PODD\n",
      "Working on : POOL\n",
      "Working on : POR\n",
      "Working on : POST\n",
      "Working on : POWI\n",
      "Working on : POWL\n",
      "Working on : PPBI\n",
      "Working on : PPC\n",
      "Working on : PPG\n",
      "Working on : PPIH\n",
      "Working on : PPL\n",
      "Working on : PPSI\n",
      "Working on : PQG\n",
      "Working on : PRA\n",
      "Working on : PRAA\n",
      "Working on : PRFT\n",
      "Working on : PRGO\n",
      "Working on : PRGS\n",
      "Working on : PRI\n",
      "Working on : PRIM\n",
      "Working on : PRK\n",
      "Working on : PRLB\n",
      "Working on : PRMW\n",
      "Working on : PRO\n",
      "Working on : PROV\n",
      "Working on : PRPH\n",
      "Working on : PRTA\n",
      "Working on : PRTK\n",
      "Working on : PRTS\n",
      "Working on : PRTY\n",
      "Working on : PRU\n",
      "Working on : PSA\n",
      "Working on : PSB\n",
      "Working on : PSMT\n",
      "Working on : PSTG\n",
      "Working on : PSX\n",
      "Working on : PTC\n",
      "Working on : PTCT\n",
      "Working on : PTE\n",
      "Working on : PTEN\n",
      "Working on : PTGX\n",
      "Working on : PTN\n",
      "Working on : PTSI\n",
      "Working on : PULM\n",
      "Working on : PUMP\n",
      "Working on : PVAC\n",
      "Working on : PVBC\n",
      "Working on : PVH\n",
      "Working on : PW\n",
      "Working on : PWOD\n",
      "Working on : PWR\n",
      "Working on : PXD\n",
      "Working on : PXLW\n",
      "Working on : PYPL\n",
      "Working on : PZG\n",
      "Working on : PZN\n",
      "Working on : PZZA\n",
      "Working on : QADA\n",
      "Working on : QADB\n",
      "Working on : QCOM\n",
      "Working on : QCRH\n",
      "Working on : QDEL\n",
      "Working on : QLYS\n",
      "Working on : QNST\n",
      "Working on : QRHC\n",
      "Working on : QRTEA\n",
      "Working on : QRVO\n",
      "Working on : QTRX\n",
      "Working on : QTS\n",
      "Working on : QTWO\n",
      "Working on : QUAD\n",
      "Working on : QUIK\n",
      "Working on : QUMU\n",
      "Working on : QUOT\n",
      "Working on : R\n",
      "Working on : RAD\n",
      "Working on : RAIL\n",
      "Working on : RAMP\n",
      "Working on : RARE\n",
      "Working on : RAVE\n",
      "Working on : RAVN\n",
      "Working on : RBB\n",
      "Working on : RBBN\n",
      "Working on : RBC\n",
      "Working on : RBCAA\n",
      "Working on : RBCN\n",
      "Working on : RBNC\n",
      "Working on : RC\n",
      "Working on : RCII\n",
      "Working on : RCKT\n",
      "Working on : RCKY\n",
      "Working on : RCL\n",
      "Working on : RCM\n",
      "Working on : RCMT\n",
      "Working on : RDFN\n",
      "Working on : RDI\n",
      "Working on : RDN\n",
      "Working on : RDNT\n",
      "Working on : RDUS\n",
      "Working on : RE\n",
      "Working on : REED\n",
      "Working on : REFR\n",
      "Working on : REG\n",
      "Working on : REGI\n",
      "Working on : REGN\n",
      "Working on : REI\n",
      "Working on : RELL\n",
      "Working on : RELV\n",
      "Working on : REPH\n",
      "Working on : RES\n",
      "Working on : RESN\n",
      "Working on : RETA\n",
      "Working on : REV\n",
      "Working on : REVG\n",
      "Working on : REX\n",
      "Working on : REXR\n",
      "Working on : RF\n",
      "Working on : RFIL\n",
      "Working on : RFP\n",
      "Working on : RGA\n",
      "Working on : RGCO\n",
      "Working on : RGEN\n",
      "Working on : RGLD\n",
      "Working on : RGLS\n",
      "Working on : RGNX\n",
      "Working on : RGR\n",
      "Working on : RGS\n",
      "Working on : RH\n",
      "Working on : RHE\n",
      "Working on : RHI\n",
      "Working on : RHP\n",
      "Working on : RIBT\n",
      "Working on : RICK\n",
      "Working on : RIG\n",
      "Working on : RIGL\n",
      "Working on : RILY\n",
      "Working on : RIOT\n",
      "Working on : RJF\n",
      "Working on : RKDA\n",
      "Working on : RL\n",
      "Working on : RLGT\n",
      "Working on : RLGY\n",
      "Working on : RLI\n",
      "Working on : RLJ\n",
      "Working on : RM\n",
      "Working on : RMAX\n",
      "Working on : RMBS\n",
      "Working on : RMCF\n",
      "Working on : RMD\n",
      "Working on : RMR\n",
      "Working on : RMTI\n",
      "Working on : RNDB\n",
      "Working on : RNG\n",
      "Working on : RNR\n",
      "Working on : RNST\n",
      "Working on : RNWK\n",
      "Working on : ROCK\n",
      "Working on : ROG\n",
      "Working on : ROIC\n",
      "Working on : ROK\n",
      "Working on : ROKU\n",
      "Working on : ROL\n",
      "Working on : ROLL\n",
      "Working on : ROP\n",
      "Working on : ROST\n",
      "Working on : RPAI\n",
      "Working on : RPD\n",
      "Working on : RPM\n",
      "Working on : RPT\n",
      "Working on : RRC\n",
      "Working on : RRD\n",
      "Working on : RRGB\n",
      "Working on : RRR\n",
      "Working on : RRTS\n",
      "Working on : RS\n",
      "Working on : RSG\n",
      "Working on : RUN\n",
      "Working on : RUSHA\n",
      "Working on : RUSHB\n",
      "Working on : RUTH\n",
      "Working on : RVNC\n",
      "Working on : RVP\n",
      "Working on : RVSB\n",
      "Working on : RWT\n",
      "Working on : RXN\n",
      "Working on : RYAM\n",
      "Working on : RYI\n",
      "Working on : RYN\n",
      "Working on : RYTM\n",
      "Working on : SABR\n",
      "Working on : SACH\n",
      "Working on : SAFE\n",
      "Working on : SAFM\n",
      "Working on : SAFT\n",
      "Working on : SAGE\n",
      "Working on : SAH\n",
      "Working on : SAIA\n",
      "Working on : SAIC\n",
      "Working on : SAIL\n",
      "Working on : SAL\n",
      "Working on : SALM\n",
      "Working on : SAM\n",
      "Working on : SAMG\n",
      "Working on : SANM\n",
      "Working on : SANW\n",
      "Working on : SASR\n",
      "Working on : SATS\n",
      "Working on : SAVE\n",
      "Working on : SBAC\n",
      "Working on : SBCF\n",
      "Working on : SBFG\n",
      "Working on : SBGI\n",
      "Working on : SBH\n",
      "Working on : SBNY\n",
      "Working on : SBOW\n",
      "Working on : SBRA\n",
      "Working on : SBSI\n",
      "Working on : SBT\n",
      "Working on : SBUX\n",
      "Working on : SC\n",
      "Working on : SCHL\n",
      "Working on : SCHN\n",
      "Working on : SCHW\n",
      "Working on : SCI\n",
      "Working on : SCL\n",
      "Working on : SCON\n",
      "Working on : SCOR\n",
      "Working on : SCS\n",
      "Working on : SCSC\n",
      "Working on : SCVL\n",
      "Working on : SCWX\n",
      "Working on : SCX\n",
      "Working on : SCYX\n",
      "Working on : SD\n",
      "Working on : SDPI\n",
      "Working on : SEAC\n",
      "Working on : SEAS\n",
      "Working on : SEB\n",
      "Working on : SEDG\n",
      "Working on : SEE\n",
      "Working on : SEIC\n",
      "Working on : SELB\n",
      "Working on : SELF\n",
      "Working on : SEM\n",
      "Working on : SENEA\n",
      "Working on : SENEB\n",
      "Working on : SENS\n",
      "Working on : SESN\n",
      "Working on : SF\n",
      "Working on : SFBC\n",
      "Working on : SFBS\n",
      "Working on : SFE\n",
      "Working on : SFIX\n",
      "Working on : SFM\n",
      "Working on : SFNC\n",
      "Working on : SFST\n",
      "Working on : SGA\n",
      "Working on : SGC\n",
      "Working on : SGEN\n",
      "Working on : SGH\n",
      "Working on : SGMA\n",
      "Working on : SGMO\n",
      "Working on : SGMS\n",
      "Working on : SGRP\n",
      "Working on : SGRY\n",
      "Working on : SHAK\n",
      "Working on : SHBI\n",
      "Working on : SHEN\n",
      "Working on : SHO\n",
      "Working on : SHOO\n",
      "Working on : SHSP\n",
      "Working on : SHW\n",
      "Working on : SIEB\n",
      "Working on : SIEN\n",
      "Working on : SIF\n",
      "Working on : SIG\n",
      "Working on : SIGA\n",
      "Working on : SIGI\n",
      "Working on : SINT\n",
      "Working on : SIRI\n",
      "Working on : SITC\n",
      "Working on : SITE\n",
      "Working on : SIVB\n",
      "Working on : SIX\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Working on : SJI\n",
      "Working on : SJM\n",
      "Working on : SJW\n",
      "Working on : SKT\n",
      "Working on : SKX\n",
      "Working on : SKY\n",
      "Working on : SKYW\n",
      "Working on : SLAB\n",
      "Working on : SLB\n",
      "Working on : SLCA\n",
      "Working on : SLCT\n",
      "Working on : SLG\n",
      "Working on : SLGN\n",
      "Working on : SLM\n",
      "Working on : SLNO\n",
      "Working on : SLP\n",
      "Working on : SLS\n",
      "Working on : SM\n",
      "Working on : SMBC\n",
      "Working on : SMBK\n",
      "Working on : SMED\n",
      "Working on : SMG\n",
      "Working on : SMIT\n",
      "Working on : SMMF\n",
      "Working on : SMP\n",
      "Working on : SMPL\n",
      "Working on : SMSI\n",
      "Working on : SMTC\n",
      "Working on : SNA\n",
      "Working on : SNAP\n",
      "Working on : SNBR\n",
      "Working on : SNCR\n",
      "Working on : SND\n",
      "Working on : SNDR\n",
      "Working on : SNDX\n",
      "Working on : SNFCA\n",
      "Working on : SNOA\n",
      "Working on : SNPS\n",
      "Working on : SNR\n",
      "Working on : SNV\n",
      "Working on : SNX\n",
      "Working on : SO\n",
      "Working on : SOHO\n",
      "Working on : SOI\n",
      "Working on : SON\n",
      "Working on : SP\n",
      "Working on : SPB\n",
      "Working on : SPG\n",
      "Working on : SPGI\n",
      "Working on : SPKE\n",
      "Working on : SPLK\n",
      "Working on : SPNE\n",
      "Working on : SPOK\n",
      "Working on : SPPI\n",
      "Working on : SPR\n",
      "Working on : SPRO\n",
      "Working on : SPRT\n",
      "Working on : SPSC\n",
      "Working on : SPTN\n",
      "Working on : SPWH\n",
      "Working on : SPWR\n",
      "Working on : SPXC\n",
      "Working on : SQ\n",
      "Working on : SQBG\n",
      "Working on : SR\n",
      "Working on : SRC\n",
      "Working on : SRCE\n",
      "Working on : SRCL\n",
      "Working on : SRDX\n",
      "Working on : SRE\n",
      "Working on : SREV\n",
      "Working on : SRG\n",
      "Working on : SRI\n",
      "Working on : SRNE\n",
      "Working on : SRPT\n",
      "Working on : SRT\n",
      "Working on : SRTS\n",
      "Working on : SSB\n",
      "Working on : SSBI\n",
      "Working on : SSD\n",
      "Working on : SSKN\n",
      "Working on : SSNC\n",
      "Working on : SSP\n",
      "Working on : SSTI\n",
      "Working on : SSTK\n",
      "Working on : ST\n",
      "Working on : STAA\n",
      "Working on : STAG\n",
      "Working on : STAR\n",
      "Working on : STBA\n",
      "Working on : STC\n",
      "Working on : STCN\n",
      "Working on : STE\n",
      "Working on : STFC\n",
      "Working on : STKS\n",
      "Working on : STL\n",
      "Working on : STLD\n",
      "Working on : STMP\n",
      "Working on : STOR\n",
      "Working on : STRA\n",
      "Working on : STRL\n",
      "Working on : STRM\n",
      "Working on : STRS\n",
      "Working on : STRT\n",
      "Working on : STT\n",
      "Working on : STWD\n",
      "Working on : STX\n",
      "Working on : STZ\n",
      "Working on : SUI\n",
      "Working on : SUM\n",
      "Working on : SUMR\n",
      "Working on : SUNW\n",
      "Working on : SUP\n",
      "Working on : SUPN\n",
      "Working on : SVBI\n",
      "Working on : SVRA\n",
      "Working on : SVT\n",
      "Working on : SWCH\n",
      "Working on : SWK\n",
      "Working on : SWKS\n",
      "Working on : SWM\n",
      "Working on : SWN\n",
      "Working on : SWX\n",
      "Working on : SXC\n",
      "Working on : SXI\n",
      "Working on : SXT\n",
      "Working on : SYBT\n",
      "Working on : SYBX\n",
      "Working on : SYF\n",
      "Working on : SYK\n",
      "Working on : SYKE\n",
      "Working on : SYN\n",
      "Working on : SYNA\n",
      "Working on : SYNH\n",
      "Working on : SYNL\n",
      "Working on : SYPR\n",
      "Working on : SYRS\n",
      "Working on : SYY\n",
      "Working on : T\n",
      "Working on : TACO\n",
      "Working on : TACT\n",
      "Working on : TAIT\n",
      "Working on : TAP\n",
      "Working on : TAST\n",
      "Working on : TAYD\n",
      "Working on : TBBK\n",
      "Working on : TBI\n",
      "Working on : TBK\n",
      "Working on : TBNK\n",
      "Working on : TBPH\n",
      "Working on : TCBI\n",
      "Working on : TCBK\n",
      "Working on : TCFC\n",
      "Working on : TCI\n",
      "Working on : TCMD\n",
      "Working on : TCON\n",
      "Working on : TCS\n",
      "Working on : TDC\n",
      "Working on : TDG\n",
      "Working on : TDOC\n",
      "Working on : TDS\n",
      "Working on : TDW\n",
      "Working on : TDY\n",
      "Working on : TECH\n",
      "Working on : TEL\n",
      "Working on : TELL\n",
      "Working on : TEN\n",
      "Working on : TENX\n",
      "Working on : TER\n",
      "Working on : TESS\n",
      "Working on : TEUM\n",
      "Working on : TEX\n",
      "Working on : TFSL\n",
      "Working on : TFX\n",
      "Working on : TG\n",
      "Working on : TGEN\n",
      "Working on : TGI\n",
      "Working on : TGLS\n",
      "Working on : TGNA\n",
      "Working on : TGT\n",
      "Working on : TGTX\n",
      "Working on : THC\n",
      "Working on : THFF\n",
      "Working on : THG\n",
      "Working on : THO\n",
      "Working on : THR\n",
      "Working on : THRM\n",
      "Working on : THS\n",
      "Working on : TILE\n",
      "Working on : TIPT\n",
      "Working on : TISI\n",
      "Working on : TITN\n",
      "Working on : TJX\n",
      "Working on : TKR\n",
      "Working on : TLGT\n",
      "Working on : TLYS\n",
      "Working on : TMHC\n",
      "Working on : TMO\n",
      "Working on : TMP\n",
      "Working on : TMST\n",
      "Working on : TMUS\n",
      "Working on : TNC\n",
      "Working on : TNDM\n",
      "Working on : TNET\n",
      "Working on : TNXP\n",
      "Working on : TOL\n",
      "Working on : TOWN\n",
      "Working on : TPB\n",
      "Working on : TPC\n",
      "Working on : TPH\n",
      "Working on : TPHS\n",
      "Working on : TPIC\n",
      "Working on : TPR\n",
      "Working on : TPX\n",
      "Working on : TR\n",
      "Working on : TRC\n",
      "Working on : TREC\n",
      "Working on : TREE\n",
      "Working on : TREX\n",
      "Working on : TRGP\n",
      "Working on : TRHC\n",
      "Working on : TRIP\n",
      "Working on : TRMB\n",
      "Working on : TRMK\n",
      "Working on : TRN\n",
      "Working on : TRNO\n",
      "Working on : TRNS\n",
      "Working on : TROW\n",
      "Working on : TROX\n",
      "Working on : TRS\n",
      "Working on : TRST\n",
      "Working on : TRT\n",
      "Working on : TRTN\n",
      "Working on : TRTX\n",
      "Working on : TRU\n",
      "Working on : TRUP\n",
      "Working on : TRV\n",
      "Working on : TRVN\n",
      "Working on : TSBK\n",
      "Working on : TSC\n",
      "Working on : TSCO\n",
      "Working on : TSE\n",
      "Working on : TSLA\n",
      "Working on : TSN\n",
      "Working on : TSQ\n",
      "Working on : TTC\n",
      "Working on : TTD\n",
      "Working on : TTEC\n",
      "Working on : TTEK\n",
      "Working on : TTGT\n",
      "Working on : TTI\n",
      "Working on : TTMI\n",
      "Working on : TTNP\n",
      "Working on : TTOO\n",
      "Working on : TTWO\n",
      "Working on : TUP\n",
      "Working on : TUSK\n",
      "Working on : TVTY\n",
      "Working on : TWI\n",
      "Working on : TWIN\n",
      "Working on : TWLO\n",
      "Working on : TWNK\n",
      "Working on : TWO\n",
      "Working on : TWOU\n",
      "Working on : TWTR\n",
      "Working on : TXMD\n",
      "Working on : TXN\n",
      "Working on : TXRH\n",
      "Working on : TXT\n",
      "Working on : TYL\n",
      "Working on : TYME\n",
      "Working on : TZOO\n",
      "Working on : UA\n",
      "Working on : UAA\n",
      "Working on : UAL\n",
      "Working on : UAMY\n",
      "Working on : UBA\n",
      "Working on : UBCP\n",
      "Working on : UBFO\n",
      "Working on : UBOH\n",
      "Working on : UBSI\n",
      "Working on : UCBI\n",
      "Working on : UCTT\n",
      "Working on : UDR\n",
      "Working on : UE\n",
      "Working on : UEC\n",
      "Working on : UEIC\n",
      "Working on : UFAB\n",
      "Working on : UFCS\n",
      "Working on : UFI\n",
      "Working on : UFPI\n",
      "Working on : UFPT\n",
      "Working on : UFS\n",
      "Working on : UG\n",
      "Working on : UGI\n",
      "Working on : UHAL\n",
      "Working on : UHS\n",
      "Working on : UHT\n",
      "Working on : UIHC\n",
      "Working on : UIS\n",
      "Working on : ULBI\n",
      "Working on : ULH\n",
      "Working on : ULTA\n",
      "Working on : UMBF\n",
      "Working on : UMH\n",
      "Working on : UMPQ\n",
      "Working on : UNAM\n",
      "Working on : UNB\n",
      "Working on : UNF\n",
      "Working on : UNFI\n",
      "Working on : UNH\n",
      "Working on : UNIT\n",
      "Working on : UNM\n",
      "Working on : UNP\n",
      "Working on : UNTY\n",
      "Working on : UNVR\n",
      "Working on : UONE\n",
      "Working on : UONEK\n",
      "Working on : UPLD\n",
      "Working on : UPS\n",
      "Working on : URBN\n",
      "Working on : URI\n",
      "Working on : USAK\n",
      "Working on : USAP\n",
      "Working on : USB\n",
      "Working on : USCR\n",
      "Working on : USEG\n",
      "Working on : USFD\n",
      "Working on : USIO\n",
      "Working on : USLM\n",
      "Working on : USM\n",
      "Working on : USNA\n",
      "Working on : USPH\n",
      "Working on : UTHR\n",
      "Working on : UTI\n",
      "Working on : UTL\n",
      "Working on : UTMD\n",
      "Working on : UUU\n",
      "Working on : UVE\n",
      "Working on : UVSP\n",
      "Working on : UVV\n",
      "Working on : V\n",
      "Working on : VAC\n",
      "Working on : VALU\n",
      "Working on : VBFC\n",
      "Working on : VBIV\n",
      "Working on : VBTX\n",
      "Working on : VC\n",
      "Working on : VCEL\n",
      "Working on : VCRA\n",
      "Working on : VCYT\n",
      "Working on : VEC\n",
      "Working on : VECO\n",
      "Working on : VEEV\n",
      "Working on : VER\n",
      "Working on : VERI\n",
      "Working on : VERU\n",
      "Working on : VFC\n",
      "Working on : VG\n",
      "Working on : VGR\n",
      "Working on : VHC\n",
      "Working on : VIAV\n",
      "Working on : VICR\n",
      "Working on : VIRC\n",
      "Working on : VIRT\n",
      "Working on : VISL\n",
      "Working on : VIVO\n",
      "Working on : VKTX\n",
      "Working on : VLGEA\n",
      "Working on : VLO\n",
      "Working on : VLY\n",
      "Working on : VMC\n",
      "Working on : VMI\n",
      "Working on : VMW\n",
      "Working on : VNCE\n",
      "Working on : VNDA\n",
      "Working on : VNO\n",
      "Working on : VNRX\n",
      "Working on : VNTR\n",
      "Working on : VOXX\n",
      "Working on : VOYA\n",
      "Working on : VPG\n",
      "Working on : VRA\n",
      "Working on : VRAY\n",
      "Working on : VREX\n",
      "Working on : VRNS\n",
      "Working on : VRNT\n",
      "Working on : VRRM\n",
      "Working on : VRS\n",
      "Working on : VRSK\n",
      "Working on : VRSN\n",
      "Working on : VRTS\n",
      "Working on : VRTV\n",
      "Working on : VRTX\n",
      "Working on : VSAT\n",
      "Working on : VSEC\n",
      "Working on : VSH\n",
      "Working on : VST\n",
      "Working on : VSTM\n",
      "Working on : VSTO\n",
      "Working on : VTNR\n",
      "Working on : VTR\n",
      "Working on : VTVT\n",
      "Working on : VUZI\n",
      "Working on : VVI\n",
      "Working on : VVV\n",
      "Working on : VXRT\n",
      "Working on : VYGR\n",
      "Working on : VZ\n",
      "Working on : W\n",
      "Working on : WAB\n",
      "Working on : WABC\n",
      "Working on : WAFD\n",
      "Working on : WAL\n",
      "Working on : WASH\n",
      "Working on : WAT\n",
      "Working on : WATT\n",
      "Working on : WBA\n",
      "Working on : WBS\n",
      "Working on : WBT\n",
      "Working on : WCC\n",
      "Working on : WD\n",
      "Working on : WDAY\n",
      "Working on : WDC\n",
      "Working on : WDFC\n",
      "Working on : WEC\n",
      "Working on : WELL\n",
      "Working on : WEN\n",
      "Working on : WERN\n",
      "Working on : WETF\n",
      "Working on : WEX\n",
      "Working on : WEYS\n",
      "Working on : WFC\n",
      "Working on : WGO\n",
      "Working on : WHG\n",
      "Working on : WHLM\n",
      "Working on : WHLR\n",
      "Working on : WHR\n",
      "Working on : WINA\n",
      "Working on : WING\n",
      "Working on : WIRE\n",
      "Working on : WK\n",
      "Working on : WKHS\n",
      "Working on : WLDN\n",
      "Working on : WLFC\n",
      "Working on : WLK\n",
      "Working on : WLL\n",
      "Working on : WLTW\n",
      "Working on : WM\n",
      "Working on : WMB\n",
      "Working on : WMC\n",
      "Working on : WMK\n",
      "Working on : WMS\n",
      "Working on : WMT\n",
      "Working on : WNC\n",
      "Working on : WNEB\n",
      "Working on : WOR\n",
      "Working on : WOW\n",
      "Working on : WPC\n",
      "Working on : WPG\n",
      "Working on : WRB\n",
      "Working on : WRE\n",
      "Working on : WRK\n",
      "Working on : WRLD\n",
      "Working on : WSBC\n",
      "Working on : WSBF\n",
      "Working on : WSC\n",
      "Working on : WSFS\n",
      "Working on : WSM\n",
      "Working on : WSO\n",
      "Working on : WSR\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Working on : WST\n",
      "Working on : WSTG\n",
      "Working on : WSTL\n",
      "Working on : WTBA\n",
      "Working on : WTFC\n",
      "Working on : WTI\n",
      "Working on : WTM\n",
      "Working on : WTRH\n",
      "Working on : WTS\n",
      "Working on : WTT\n",
      "Working on : WTTR\n",
      "Working on : WU\n",
      "Working on : WVE\n",
      "Working on : WVFC\n",
      "Working on : WVVI\n",
      "Working on : WW\n",
      "Working on : WWD\n",
      "Working on : WWE\n",
      "Working on : WWR\n",
      "Working on : WWW\n",
      "Working on : WY\n",
      "Working on : WYNN\n",
      "Working on : WYY\n",
      "Working on : X\n",
      "Working on : XBIT\n",
      "Working on : XEC\n",
      "Working on : XEL\n",
      "Working on : XELA\n",
      "Working on : XELB\n",
      "Working on : XENT\n",
      "Working on : XFOR\n",
      "Working on : XHR\n",
      "Working on : XLNX\n",
      "Working on : XLRN\n",
      "Working on : XNCR\n",
      "Working on : XOM\n",
      "Working on : XOMA\n",
      "Working on : XONE\n",
      "Working on : XPER\n",
      "Working on : XPL\n",
      "Working on : XPO\n",
      "Working on : XRAY\n",
      "Working on : XRX\n",
      "Working on : XSPA\n",
      "Working on : XTNT\n",
      "Working on : XXII\n",
      "Working on : XYL\n",
      "Working on : Y\n",
      "Working on : YELP\n",
      "Working on : YEXT\n",
      "Working on : YORW\n",
      "Working on : YTEN\n",
      "Working on : YUM\n",
      "Working on : Z\n",
      "Working on : ZBH\n",
      "Working on : ZBRA\n",
      "Working on : ZDGE\n",
      "Working on : ZEN\n",
      "Working on : ZEUS\n",
      "Working on : ZG\n",
      "Working on : ZGNX\n",
      "Working on : ZION\n",
      "Working on : ZIOP\n",
      "Working on : ZIXI\n",
      "Working on : ZNGA\n",
      "Working on : ZSAN\n",
      "Working on : ZTS\n",
      "Working on : ZUMZ\n",
      "Working on : ZYNE\n",
      "Working on : ZYXI\n"
     ]
    }
   ],
   "source": [
    "for x in tickers:\n",
    "    try:\n",
    "        print(\"Working on :\", x)\n",
    "        new_df = get_df_from_csv(PATH, x)\n",
    "        new_df = add_daily_return_to_df(new_df, x)\n",
    "        save_dataframe_to_csv(new_df, PATH, x)\n",
    "    except Exception as ex:\n",
    "        print(ex)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Regression Time Series Example with AutoReg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "def calc_projected_roi(ticker):\n",
    "    a_df = get_df_from_csv(PATH, ticker) \n",
    "\n",
    "    a_df = a_df.asfreq('d') # Change frequency to day\n",
    "    a_df.index # Check frequency\n",
    "    a_df = a_df.fillna(method='ffill') # Fill missing values\n",
    "\n",
    "    # Delete unnamed column\n",
    "    a_df.drop(a_df.columns[a_df.columns.str.contains('unnamed',case = False)],\n",
    "          axis = 1, inplace = True)\n",
    "\n",
    "    # Delete daily return column\n",
    "    a_df = a_df.drop(['daily_return'], axis=1)\n",
    "    \n",
    "    # Figure out optimum lags which will be 1 or 2 for this data set\n",
    "    lags = ar_select_order(a_df, maxlag=30)\n",
    "\n",
    "    # Create our model using whole data set\n",
    "    model = AutoReg(a_df['Adj Close'], lags.ar_lags)\n",
    "    model_fit = model.fit()\n",
    "\n",
    "    # Define training and testing area\n",
    "    print(\"Length :\",len(a_df)) # 1712 observations\n",
    "    train_df = a_df.iloc[50:1369] # 80% minus 1st 50\n",
    "    test_df = a_df.iloc[1369:] # Last 20%\n",
    "\n",
    "    # Define training model for 500 days (Play with Number & Test)\n",
    "    # and White's covariance estimator\n",
    "    train_model = AutoReg(a_df['Adj Close'], 500).fit(cov_type=\"HC0\")\n",
    "\n",
    "    # Define start and end for prediction \n",
    "    start = len(train_df)\n",
    "    end = len(train_df) + len(test_df) - 1\n",
    "\n",
    "    prediction = train_model.predict(start=start, end=end, dynamic=True)\n",
    "\n",
    "    # Predict 160 days into the future\n",
    "    forecast = train_model.predict(start=end, end=end+60, dynamic=True)\n",
    "\n",
    "    # Get starting price of prediction\n",
    "    s_price = forecast.head(1).iloc[0]\n",
    "\n",
    "    # Get the last price of prediction\n",
    "    e_price = forecast.iloc[-1]\n",
    "\n",
    "    # Get return over prediction\n",
    "    return (e_price - s_price) / s_price\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_proj_rois():\n",
    "    # Will hold all tickers & stock rois\n",
    "    ticker = []\n",
    "    roi = []\n",
    "    \n",
    "    for x in tickers:\n",
    "        print(\"Working on :\", x)\n",
    "        try:\n",
    "            the_roi = calc_projected_roi(x)\n",
    "        except Exception as ex:\n",
    "            print(\"Stock Data Corrupted\")\n",
    "        else:\n",
    "            ticker.append(x)\n",
    "            print(\"ROI :\", the_roi)\n",
    "            roi.append(the_roi)\n",
    "        \n",
    "    return pd.DataFrame({'Ticker':ticker, 'ROI':roi})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Working on : A\n",
      "Length : 1712\n",
      "ROI : 0.165561002862514\n",
      "Working on : AA\n",
      "Length : 1712\n",
      "ROI : 0.20511643705999383\n",
      "Working on : AAL\n",
      "Length : 1712\n",
      "ROI : -0.19869231449018618\n",
      "Working on : AAME\n",
      "Length : 1712\n",
      "ROI : -0.2873387550565349\n",
      "Working on : AAOI\n",
      "Length : 1712\n",
      "ROI : 0.09534333658815371\n",
      "Working on : AAON\n",
      "Length : 1712\n",
      "ROI : 0.13645197212053428\n",
      "Working on : AAP\n",
      "Length : 1712\n",
      "ROI : -0.09781601433208445\n",
      "Working on : AAPL\n",
      "Length : 1712\n",
      "ROI : 0.0084654771061319\n",
      "Working on : AAT\n",
      "Length : 1712\n",
      "ROI : 0.1707229501397717\n",
      "Working on : AAWW\n",
      "Length : 1712\n",
      "ROI : -0.0029433118277889655\n",
      "Working on : ABBV\n",
      "Length : 1712\n",
      "ROI : -0.06846954569194354\n",
      "Working on : ABC\n",
      "Length : 1712\n",
      "ROI : 0.01678930590005204\n",
      "Working on : ABCB\n",
      "Length : 1712\n",
      "ROI : -0.059967874602925686\n",
      "Working on : ABEO\n",
      "Length : 1712\n",
      "ROI : -0.13196344863586584\n",
      "Working on : ABG\n",
      "Length : 1712\n",
      "ROI : -0.23103037829764989\n",
      "Working on : ABIO\n",
      "Length : 1712\n",
      "ROI : 0.18983373558654332\n",
      "Working on : ABM\n",
      "Length : 1712\n",
      "ROI : 0.14300714268907594\n",
      "Working on : ABMD\n",
      "Length : 1712\n",
      "ROI : 0.07400510488983676\n",
      "Working on : ABR\n",
      "Length : 1712\n",
      "ROI : -0.0031650359835856774\n",
      "Working on : ABT\n",
      "Length : 1712\n",
      "ROI : 0.02772882036435094\n",
      "Working on : ABTX\n",
      "Length : 1712\n",
      "ROI : 0.0640998331580599\n",
      "Working on : AC\n",
      "Length : 1712\n",
      "ROI : -0.029443766598120365\n",
      "Working on : ACAD\n",
      "Length : 1712\n",
      "ROI : -0.5123905500450329\n",
      "Working on : ACBI\n",
      "Length : 1712\n",
      "ROI : -0.0765033032347559\n",
      "Working on : ACC\n",
      "Length : 1712\n",
      "ROI : -0.059499870121936985\n",
      "Working on : ACCO\n",
      "Length : 1712\n",
      "ROI : -0.007612214265607525\n",
      "Working on : ACER\n",
      "Length : 1712\n",
      "ROI : 0.38435574802495337\n",
      "Working on : ACGL\n",
      "Length : 1712\n",
      "ROI : 0.008119797855860799\n",
      "Working on : ACHC\n",
      "Length : 1712\n",
      "ROI : 0.08393596703322512\n",
      "Working on : ACHV\n",
      "Length : 1712\n",
      "ROI : 0.5163088344085763\n",
      "Working on : ACIW\n",
      "Length : 1712\n",
      "ROI : -0.1475640254319476\n",
      "Working on : ACLS\n",
      "Length : 1712\n",
      "ROI : 0.16195960327584896\n",
      "Working on : ACM\n",
      "Length : 1712\n",
      "ROI : 0.0986370948945778\n",
      "Working on : ACMR\n",
      "Length : 1409\n",
      "ROI : 0.2965149057057461\n",
      "Working on : ACN\n",
      "Length : 1712\n",
      "ROI : 0.09695429682239905\n",
      "Working on : ACNB\n",
      "Length : 1712\n",
      "ROI : 0.14839690225478458\n",
      "Working on : ACOR\n",
      "Length : 1712\n",
      "ROI : -0.6966766314132362\n",
      "Working on : ACRE\n",
      "Length : 1712\n",
      "ROI : -0.08401861009410817\n",
      "Working on : ACRS\n",
      "Length : 1712\n",
      "ROI : 0.5765315063635466\n",
      "Working on : ACRX\n",
      "Length : 1712\n",
      "ROI : -0.49729959573835164\n",
      "Working on : ACTG\n",
      "Length : 1712\n",
      "ROI : 0.4433067213894022\n",
      "Working on : ACU\n",
      "Length : 1712\n",
      "ROI : -0.16481377880493076\n",
      "Working on : ACY\n",
      "Length : 1712\n",
      "ROI : 1.1218122450739683\n",
      "Working on : ADBE\n",
      "Length : 1712\n",
      "ROI : 0.06853316422778975\n",
      "Working on : ADC\n",
      "Length : 1712\n",
      "ROI : -0.037296666445502245\n",
      "Working on : ADES\n",
      "Length : 1712\n",
      "ROI : 0.15446380066092885\n",
      "Working on : ADI\n",
      "Length : 1712\n",
      "ROI : 0.0050376801161600105\n",
      "Working on : ADM\n",
      "Length : 1712\n",
      "ROI : 0.022591978847506675\n",
      "Working on : ADMA\n",
      "Length : 1712\n",
      "ROI : -0.1423909771376498\n",
      "Working on : ADMP\n",
      "Length : 1712\n",
      "ROI : -0.11634768893933557\n",
      "Working on : ADMS\n",
      "Length : 1712\n",
      "ROI : 0.06593079786325833\n",
      "Working on : ADNT\n",
      "Length : 1712\n",
      "ROI : -0.02126150903348916\n",
      "Working on : ADP\n",
      "Length : 1712\n",
      "ROI : 0.014245703552813453\n",
      "Working on : ADS\n",
      "Length : 1712\n",
      "ROI : -0.023454103224697053\n",
      "Working on : ADSK\n",
      "Length : 1712\n",
      "ROI : -0.04545439859365373\n",
      "Working on : ADTN\n",
      "Length : 1712\n",
      "ROI : 0.04795129850451547\n",
      "Working on : ADUS\n",
      "Length : 1712\n",
      "ROI : 0.18904035802687524\n",
      "Working on : ADVM\n",
      "Length : 1712\n",
      "ROI : -0.027801414231228224\n",
      "Working on : ADXS\n",
      "Length : 1712\n",
      "ROI : 0.673020781364156\n",
      "Working on : AE\n",
      "Length : 1712\n",
      "ROI : 0.11570968564470224\n",
      "Working on : AEE\n",
      "Length : 1712\n",
      "ROI : -0.027505218900866463\n",
      "Working on : AEHR\n",
      "Length : 1712\n",
      "ROI : 0.6113465969892936\n",
      "Working on : AEIS\n",
      "Length : 1712\n",
      "ROI : -0.08179569052420921\n",
      "Working on : AEL\n",
      "Length : 1712\n",
      "ROI : 0.029394210670153544\n",
      "Working on : AEMD\n",
      "Length : 1712\n",
      "ROI : -0.08362319339682817\n",
      "Working on : AEO\n",
      "Length : 1712\n",
      "ROI : -0.18234777580473363\n",
      "Working on : AEP\n",
      "Length : 1712\n",
      "ROI : 0.03660046174044774\n",
      "Working on : AERI\n",
      "Length : 1712\n",
      "ROI : 0.3856096076918031\n",
      "Working on : AES\n",
      "Length : 1712\n",
      "ROI : -0.15450458198242553\n",
      "Working on : AEY\n",
      "Length : 1712\n",
      "ROI : -0.0509161713206604\n",
      "Working on : AFG\n",
      "Length : 1712\n",
      "ROI : 0.03997803915467785\n",
      "Working on : AFI\n",
      "Length : 1712\n",
      "ROI : -0.1587471606270699\n",
      "Working on : AFL\n",
      "Length : 1712\n",
      "ROI : -0.02100866922604898\n",
      "Working on : AGCO\n",
      "Length : 1712\n",
      "ROI : 0.07165953736209055\n",
      "Working on : AGEN\n",
      "Length : 1712\n",
      "ROI : -0.10311778015124058\n",
      "Working on : AGFS\n",
      "Length : 1712\n",
      "ROI : 0.07172204221956953\n",
      "Working on : AGIO\n",
      "Length : 1712\n",
      "ROI : -0.05496211070625478\n",
      "Working on : AGLE\n",
      "Length : 1712\n",
      "ROI : 0.15387966926389093\n",
      "Working on : AGM\n",
      "Length : 1712\n",
      "ROI : -0.005791247419411256\n",
      "Working on : AGNC\n",
      "Length : 1712\n",
      "ROI : -0.15576313248515397\n",
      "Working on : AGO\n",
      "Length : 1712\n",
      "ROI : 0.010981101268205475\n",
      "Working on : AGR\n",
      "Length : 1712\n",
      "ROI : -0.07400360758411005\n",
      "Working on : AGRX\n",
      "Length : 1712\n",
      "ROI : 0.2901622979451957\n",
      "Working on : AGTC\n",
      "Length : 1712\n",
      "ROI : 0.03906870893869121\n",
      "Working on : AGX\n",
      "Length : 1712\n",
      "ROI : -0.012575287828591481\n",
      "Working on : AGYS\n",
      "Length : 1712\n",
      "ROI : -0.14002746756223547\n",
      "Working on : AHH\n",
      "Length : 1712\n",
      "ROI : 0.11656363852567762\n",
      "Working on : AHT\n",
      "Length : 1712\n",
      "ROI : 0.5015622512458394\n",
      "Working on : AIG\n",
      "Length : 1712\n",
      "ROI : -0.012091874921633215\n",
      "Working on : AIMC\n",
      "Length : 1712\n",
      "ROI : -0.20138958892122083\n",
      "Working on : AIN\n",
      "Length : 1712\n",
      "ROI : -0.05942680454751195\n",
      "Working on : AINC\n",
      "Length : 1712\n",
      "ROI : -0.18417421807256618\n",
      "Working on : AIR\n",
      "Length : 1712\n",
      "ROI : -0.024717216368294315\n",
      "Working on : AIRG\n",
      "Length : 1712\n",
      "ROI : -0.10883271413036479\n",
      "Working on : AIRI\n",
      "Length : 1712\n",
      "ROI : -0.0464415114849951\n",
      "Working on : AIRT\n",
      "Length : 1712\n",
      "ROI : 0.14035432221753996\n",
      "Working on : AIT\n",
      "Length : 1712\n",
      "ROI : 0.02339424824052136\n",
      "Working on : AIV\n",
      "Length : 1712\n",
      "ROI : -0.047479265793111375\n",
      "Working on : AIZ\n",
      "Length : 1712\n",
      "ROI : 0.008858326960201453\n",
      "Working on : AJG\n",
      "Length : 1712\n",
      "ROI : -0.008275051704342803\n",
      "Working on : AJRD\n",
      "Length : 1712\n",
      "ROI : -0.10262590985321494\n",
      "Working on : AJX\n",
      "Length : 1712\n",
      "ROI : 0.04194836760195034\n",
      "Working on : AKAM\n",
      "Length : 1712\n",
      "ROI : 0.07254548782016511\n",
      "Working on : AKBA\n",
      "Length : 1712\n",
      "ROI : 0.6020132130976217\n",
      "Working on : AKR\n",
      "Length : 1712\n",
      "ROI : -0.042377789799328776\n",
      "Working on : AKTS\n",
      "Length : 1712\n",
      "ROI : 0.3311563566832397\n",
      "Working on : AL\n",
      "Length : 1712\n",
      "ROI : -0.040488915254757056\n",
      "Working on : ALB\n",
      "Length : 1712\n",
      "ROI : 0.1371499370218215\n",
      "Working on : ALBO\n",
      "Length : 1712\n",
      "ROI : -0.1090818052866713\n",
      "Working on : ALCO\n",
      "Length : 1712\n",
      "ROI : -0.08754565819721757\n",
      "Working on : ALDX\n",
      "Length : 1712\n",
      "ROI : 0.19340739402399074\n",
      "Working on : ALE\n",
      "Length : 1712\n",
      "ROI : 0.038288456099371614\n",
      "Working on : ALEX\n",
      "Length : 1712\n",
      "ROI : -0.02085329532564273\n",
      "Working on : ALG\n",
      "Length : 1712\n",
      "ROI : 0.02416684365404475\n",
      "Working on : ALGN\n",
      "Length : 1712\n",
      "ROI : 0.04972557299578707\n",
      "Working on : ALGT\n",
      "Length : 1712\n",
      "ROI : -0.03670696160190665\n",
      "Working on : ALJJ\n",
      "Length : 1712\n",
      "ROI : -0.15921068794619897\n",
      "Working on : ALK\n",
      "Length : 1712\n",
      "ROI : -0.10757044821116081\n",
      "Working on : ALKS\n",
      "Length : 1712\n",
      "ROI : 0.07717060411988315\n",
      "Working on : ALL\n",
      "Length : 1712\n",
      "ROI : -0.01440448845147702\n",
      "Working on : ALLE\n",
      "Length : 1712\n",
      "ROI : 0.016975896297752868\n",
      "Working on : ALLY\n",
      "Length : 1712\n",
      "ROI : -0.06962240314746478\n",
      "Working on : ALNA\n",
      "Length : 1409\n",
      "ROI : 0.45040555482152933\n",
      "Working on : ALNY\n",
      "Length : 1712\n",
      "ROI : 0.024362456702432072\n",
      "Working on : ALOT\n",
      "Length : 1712\n",
      "ROI : 0.12922489645775456\n",
      "Working on : ALPN\n",
      "Length : 1712\n",
      "ROI : -0.10240203635940281\n",
      "Working on : ALRM\n",
      "Length : 1712\n",
      "ROI : 0.006206873319939037\n",
      "Working on : ALSN\n",
      "Length : 1712\n",
      "ROI : 0.09662927615145565\n",
      "Working on : ALT\n",
      "Length : 1569\n",
      "ROI : 0.7985804637156503\n",
      "Working on : ALTR\n",
      "Length : 1410\n",
      "ROI : 0.14877648193762985\n",
      "Working on : ALV\n",
      "Length : 1712\n",
      "ROI : -0.05333126904929169\n",
      "Working on : ALX\n",
      "Length : 1712\n",
      "ROI : -0.08658507862919045\n",
      "Working on : AM\n",
      "Length : 1591\n",
      "ROI : 0.016436614478259316\n",
      "Working on : AMAT\n",
      "Length : 1712\n",
      "ROI : 0.030472492375001842\n",
      "Working on : AMBC\n",
      "Length : 1712\n",
      "ROI : -0.10399841619694251\n",
      "Working on : AMC\n",
      "Length : 1712\n",
      "ROI : 0.7515869332565924\n",
      "Working on : AMCX\n",
      "Length : 1712\n",
      "ROI : 0.030529364063735433\n",
      "Working on : AMD\n",
      "Length : 1712\n",
      "ROI : 0.16287328547022845\n",
      "Working on : AME\n",
      "Length : 1712\n",
      "ROI : -0.05616619380791817\n",
      "Working on : AMED\n",
      "Length : 1712\n",
      "ROI : -0.2119247618775438\n",
      "Working on : AMG\n",
      "Length : 1712\n",
      "ROI : 0.03746928275633138\n",
      "Working on : AMGN\n",
      "Length : 1712\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ROI : -0.03468629812127735\n",
      "Working on : AMH\n",
      "Length : 1712\n",
      "ROI : 0.012873357627078676\n",
      "Working on : AMKR\n",
      "Length : 1712\n",
      "ROI : 0.33098186907583244\n",
      "Working on : AMN\n",
      "Length : 1712\n",
      "ROI : 0.1402792931118714\n",
      "Working on : AMNB\n",
      "Length : 1712\n",
      "ROI : 0.05256092543546953\n",
      "Working on : AMOT\n",
      "Length : 1712\n",
      "ROI : -0.07921083025828449\n",
      "Working on : AMP\n",
      "Length : 1712\n",
      "ROI : 0.103052495413398\n",
      "Working on : AMPE\n",
      "Length : 1712\n",
      "ROI : -0.1257144303237342\n",
      "Working on : AMPH\n",
      "Length : 1712\n",
      "ROI : -0.11563582473029506\n",
      "Working on : AMRC\n",
      "Length : 1712\n",
      "ROI : 0.1552688907215073\n",
      "Working on : AMRK\n",
      "Length : 1712\n",
      "ROI : 0.3237427929441906\n",
      "Working on : AMRS\n",
      "Length : 1712\n",
      "ROI : -0.09847548530884152\n",
      "Working on : AMS\n",
      "Length : 1712\n",
      "ROI : -0.08049591766535347\n",
      "Working on : AMSC\n",
      "Length : 1712\n",
      "ROI : -0.4191702070842916\n",
      "Working on : AMSF\n",
      "Length : 1712\n",
      "ROI : 0.05763215190794593\n",
      "Working on : AMSWA\n",
      "Length : 1712\n",
      "ROI : 0.23489509306337963\n",
      "Working on : AMT\n",
      "Length : 1712\n",
      "ROI : 0.057663693199937666\n",
      "Working on : AMTX\n",
      "Length : 1712\n",
      "ROI : -1.2065044627502621\n",
      "Working on : AMWD\n",
      "Length : 1712\n",
      "ROI : 0.019061990086811982\n",
      "Working on : AMZN\n",
      "Length : 1712\n",
      "ROI : -0.03154847534384311\n",
      "Working on : AN\n",
      "Length : 1712\n",
      "ROI : -0.10376230173829747\n",
      "Working on : ANAB\n",
      "Length : 1689\n",
      "ROI : 0.22543125957930693\n",
      "Working on : ANAT\n",
      "Length : 1712\n",
      "ROI : 0.20872833958842946\n",
      "Working on : ANDE\n",
      "Length : 1712\n",
      "ROI : -0.022878645225842407\n",
      "Working on : ANET\n",
      "Length : 1712\n",
      "ROI : -0.07142040521805677\n",
      "Working on : ANF\n",
      "Length : 1712\n",
      "ROI : -0.20941741000991498\n",
      "Working on : ANGI\n",
      "Length : 1712\n",
      "ROI : 0.2881972251471026\n",
      "Working on : ANGO\n",
      "Length : 1712\n",
      "ROI : 0.08992753753479296\n",
      "Working on : ANIK\n",
      "Length : 1712\n",
      "ROI : -0.044163647866654256\n",
      "Working on : ANIP\n",
      "Length : 1712\n",
      "ROI : -0.16195490652144848\n",
      "Working on : ANIX\n",
      "Length : 1712\n",
      "ROI : 0.05516076491908587\n",
      "Working on : ANSS\n",
      "Length : 1712\n",
      "ROI : -0.03477816111997762\n",
      "Working on : ANTM\n",
      "Length : 1712\n",
      "ROI : -0.061212613919406085\n",
      "Working on : AON\n",
      "Length : 1712\n",
      "ROI : 0.1862405801966122\n",
      "Working on : AOS\n",
      "Length : 1712\n",
      "ROI : 0.018458082267825457\n",
      "Working on : AOSL\n",
      "Length : 1712\n",
      "ROI : -0.006246991853829647\n",
      "Working on : AP\n",
      "Length : 1712\n",
      "ROI : -0.18510509549505016\n",
      "Working on : APA\n",
      "Length : 1712\n",
      "ROI : -0.0769365121438145\n",
      "Working on : APAM\n",
      "Length : 1712\n",
      "ROI : 0.00012890639310810778\n",
      "Working on : APD\n",
      "Length : 1712\n",
      "ROI : -0.03493894607841785\n",
      "Working on : APDN\n",
      "Length : 1712\n",
      "ROI : 0.17108968839993313\n",
      "Working on : APEI\n",
      "Length : 1712\n",
      "ROI : 0.05817529343417524\n",
      "Working on : APEN\n",
      "Length : 1712\n",
      "ROI : 0.14752632074953162\n",
      "Working on : APH\n",
      "Length : 1712\n",
      "ROI : 0.11542281266228673\n",
      "Working on : APLE\n",
      "Length : 1712\n",
      "ROI : -0.1053316181842258\n",
      "Working on : APLS\n",
      "Length : 1402\n",
      "ROI : -0.38856798793955105\n",
      "Working on : APOG\n",
      "Length : 1712\n",
      "ROI : -0.040191526649731246\n",
      "Working on : APPF\n",
      "Length : 1712\n",
      "ROI : -0.01323382326443918\n",
      "Working on : APPN\n",
      "Length : 1570\n",
      "ROI : -0.06868369378840226\n",
      "Working on : APPS\n",
      "Length : 1712\n",
      "ROI : 0.07873093331643966\n",
      "Working on : APRN\n",
      "Length : 1535\n",
      "ROI : 1.0740544553967464\n",
      "Working on : APT\n",
      "Length : 1712\n",
      "ROI : -0.540617428284486\n",
      "Working on : APTS\n",
      "Length : 1712\n",
      "ROI : 0.19315721186123658\n",
      "Working on : APTV\n",
      "Length : 1712\n",
      "ROI : -0.011225278732206254\n",
      "Working on : APVO\n",
      "Length : 1712\n",
      "ROI : 0.38206473169266403\n",
      "Working on : AQB\n",
      "Length : 1704\n",
      "ROI : -0.17887248305969186\n",
      "Working on : AQMS\n",
      "Length : 1712\n",
      "ROI : -0.08269470067023743\n",
      "Working on : AQUA\n",
      "Length : 1409\n",
      "ROI : 0.1492741682929613\n",
      "Working on : AR\n",
      "Length : 1712\n",
      "ROI : 0.24052229019010635\n",
      "Working on : ARAV\n",
      "Length : 1712\n",
      "ROI : 0.2419068682946597\n",
      "Working on : ARAY\n",
      "Length : 1712\n",
      "ROI : -0.13081882158814861\n",
      "Working on : ARC\n",
      "Length : 1712\n",
      "ROI : 0.02592437755355054\n",
      "Working on : ARCB\n",
      "Length : 1712\n",
      "ROI : -0.016991245252831407\n",
      "Working on : ARCH\n",
      "Length : 1712\n",
      "ROI : 0.5226623485707994\n",
      "Working on : ARDX\n",
      "Length : 1712\n",
      "ROI : 0.5637210381457959\n",
      "Working on : ARE\n",
      "Length : 1712\n",
      "ROI : 0.047705296442220345\n",
      "Working on : ARES\n",
      "Length : 1712\n",
      "ROI : 0.1368323675410394\n",
      "Working on : ARGO\n",
      "Length : 1712\n",
      "ROI : 0.0571524338425502\n",
      "Working on : ARI\n",
      "Length : 1712\n",
      "ROI : 0.07684593534636436\n",
      "Working on : ARKR\n",
      "Length : 1712\n",
      "ROI : -0.3166462599178623\n",
      "Working on : ARL\n",
      "Length : 1712\n",
      "ROI : -0.0817176442281769\n",
      "Working on : ARMK\n",
      "Length : 1712\n",
      "ROI : -0.05963429317823107\n",
      "Working on : ARNA\n",
      "Length : 1712\n",
      "ROI : -0.0519676728506411\n",
      "Working on : AROC\n",
      "Length : 1712\n",
      "ROI : -0.04720450201906914\n",
      "Working on : AROW\n",
      "Length : 1712\n",
      "ROI : -0.030759967251356744\n",
      "Working on : ARR\n",
      "Length : 1712\n",
      "ROI : 0.04319999948161452\n",
      "Working on : ARTNA\n",
      "Length : 1712\n",
      "ROI : 0.016214414246356425\n",
      "Working on : ARTW\n",
      "Length : 1712\n",
      "ROI : -0.02241024376518624\n",
      "Working on : ARW\n",
      "Length : 1712\n",
      "ROI : -0.06793665631848984\n",
      "Working on : ARWR\n",
      "Length : 1712\n",
      "ROI : 0.0020098973257731538\n",
      "Working on : ASB\n",
      "Length : 1712\n",
      "ROI : 0.10491631093203053\n",
      "Working on : ASGN\n",
      "Length : 1712\n",
      "ROI : 0.0751507991927902\n",
      "Working on : ASH\n",
      "Length : 1712\n",
      "ROI : -0.0365279295740414\n",
      "Working on : ASIX\n",
      "Length : 1712\n",
      "ROI : 0.14527942691109322\n",
      "Working on : ASMB\n",
      "Length : 1712\n",
      "ROI : 0.38688578328668566\n",
      "Working on : ASPN\n",
      "Length : 1712\n",
      "ROI : 0.2844505467498377\n",
      "Working on : ASPS\n",
      "Length : 1712\n",
      "ROI : -0.14907885693533424\n",
      "Working on : ASRT\n",
      "Length : 1712\n",
      "ROI : 0.6470617068441552\n",
      "Working on : ASRV\n",
      "Length : 1712\n",
      "ROI : 0.03988414126615432\n",
      "Working on : ASTC\n",
      "Length : 1712\n",
      "ROI : 0.4302458043065118\n",
      "Working on : ASTE\n",
      "Length : 1712\n",
      "ROI : -0.13834741523853203\n",
      "Working on : ASUR\n",
      "Length : 1712\n",
      "ROI : -0.044775089149903795\n",
      "Working on : ASYS\n",
      "Length : 1712\n",
      "ROI : 0.08621796547597037\n",
      "Working on : ATEC\n",
      "Length : 1712\n",
      "ROI : -0.08034957529320073\n",
      "Working on : ATEN\n",
      "Length : 1712\n",
      "ROI : 0.21179116930959138\n",
      "Working on : ATGE\n",
      "Length : 1712\n",
      "ROI : 0.12449109093709985\n",
      "Working on : ATH\n",
      "Length : 1712\n",
      "ROI : 0.020989268596755647\n",
      "Working on : ATHX\n",
      "Length : 1712\n",
      "ROI : -0.212426735762948\n",
      "Working on : ATI\n",
      "Length : 1712\n",
      "ROI : -0.07706187844392327\n",
      "Working on : ATKR\n",
      "Length : 1712\n",
      "ROI : 0.11604638084228533\n",
      "Working on : ATLC\n",
      "Length : 1712\n",
      "ROI : 0.24110704932100635\n",
      "Working on : ATLO\n",
      "Length : 1712\n",
      "ROI : -0.025872223642618066\n",
      "Working on : ATNI\n",
      "Length : 1712\n",
      "ROI : 0.10790343701137155\n",
      "Working on : ATNM\n",
      "Length : 1712\n",
      "ROI : -0.5573021526184466\n",
      "Working on : ATNX\n",
      "Length : 1550\n",
      "ROI : -0.17461635098345923\n",
      "Working on : ATO\n",
      "Length : 1712\n",
      "ROI : -0.01238051387127325\n",
      "Working on : ATOS\n",
      "Length : 1712\n",
      "ROI : -0.23906141847157203\n",
      "Working on : ATR\n",
      "Length : 1712\n",
      "ROI : -0.1401477162354781\n",
      "Working on : ATRA\n",
      "Length : 1712\n",
      "ROI : 0.23511743666671292\n",
      "Working on : ATRC\n",
      "Length : 1712\n",
      "ROI : 0.012982240680336576\n",
      "Working on : ATRI\n",
      "Length : 1712\n",
      "ROI : 0.06584540498164275\n",
      "Working on : ATRO\n",
      "Length : 1712\n",
      "ROI : -0.19691844328388058\n",
      "Working on : ATRS\n",
      "Length : 1712\n",
      "ROI : -0.24459096296363214\n",
      "Working on : ATSG\n",
      "Length : 1712\n",
      "ROI : 0.053990420547201115\n",
      "Working on : ATUS\n",
      "Length : 1542\n",
      "ROI : -0.2429375895484689\n",
      "Working on : ATVI\n",
      "Length : 1712\n",
      "ROI : -0.10245945659890013\n",
      "Working on : AUBN\n",
      "Length : 1712\n",
      "ROI : 0.25425813496394895\n",
      "Working on : AUMN\n",
      "Length : 1712\n",
      "ROI : -0.25819854403725045\n",
      "Working on : AUTO\n",
      "Length : 1712\n",
      "ROI : -0.17328637609973707\n",
      "Working on : AVA\n",
      "Length : 1712\n",
      "ROI : -0.02813680797269363\n",
      "Working on : AVAV\n",
      "Length : 1712\n",
      "ROI : -0.1708476125681846\n",
      "Working on : AVB\n",
      "Length : 1712\n",
      "ROI : -0.02409299818039424\n",
      "Working on : AVD\n",
      "Length : 1712\n",
      "ROI : -0.07466193514233097\n",
      "Working on : AVEO\n",
      "Length : 1712\n",
      "ROI : 0.26936325926907206\n",
      "Working on : AVGO\n",
      "Length : 1712\n",
      "ROI : 0.02048196476551332\n",
      "Working on : AVGR\n",
      "Length : 1712\n",
      "ROI : -0.16421362341924536\n",
      "Working on : AVID\n",
      "Length : 1712\n",
      "ROI : -0.16123714778359693\n",
      "Working on : AVNS\n",
      "Length : 1712\n",
      "ROI : 0.07026949100118206\n",
      "Working on : AVNW\n",
      "Length : 1712\n",
      "ROI : 0.5240815034394635\n",
      "Working on : AVT\n",
      "Length : 1712\n",
      "ROI : -0.03934063037223413\n",
      "Working on : AVXL\n",
      "Length : 1712\n",
      "ROI : 0.010312300061200881\n",
      "Working on : AVY\n",
      "Length : 1712\n",
      "ROI : 0.1389145763993291\n",
      "Working on : AVYA\n",
      "Length : 1362\n",
      "Stock Data Corrupted\n",
      "Working on : AWI\n",
      "Length : 1712\n",
      "ROI : -0.0006843659685054688\n",
      "Working on : AWK\n",
      "Length : 1712\n",
      "ROI : 0.07617304115152941\n",
      "Working on : AWR\n",
      "Length : 1712\n",
      "ROI : -0.006390983689682354\n",
      "Working on : AWRE\n",
      "Length : 1712\n",
      "ROI : 0.014505111366006417\n",
      "Working on : AX\n",
      "Length : 1712\n",
      "ROI : -0.006028170800888385\n",
      "Working on : AXAS\n",
      "Length : 1705\n",
      "ROI : 0.12958512132063357\n",
      "Working on : AXDX\n",
      "Length : 1712\n",
      "ROI : -0.13426848562826052\n",
      "Working on : AXGN\n",
      "Length : 1712\n",
      "ROI : -0.005882896095371243\n",
      "Working on : AXL\n",
      "Length : 1712\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ROI : 0.12284719893398753\n",
      "Working on : AXP\n",
      "Length : 1712\n",
      "ROI : -0.14901874856909772\n",
      "Working on : AXR\n",
      "Length : 1712\n",
      "ROI : 0.2550369617446386\n",
      "Working on : AXS\n",
      "Length : 1712\n",
      "ROI : 0.018996511008371835\n",
      "Working on : AXSM\n",
      "Length : 1712\n",
      "ROI : -0.6194040086545355\n",
      "Working on : AXTA\n",
      "Length : 1712\n",
      "ROI : -0.0072134628595315\n",
      "Working on : AXTI\n",
      "Length : 1712\n",
      "ROI : 0.05352467741665288\n",
      "Working on : AYI\n",
      "Length : 1712\n",
      "ROI : -0.0010780580424865835\n",
      "Working on : AYX\n",
      "Length : 1632\n",
      "ROI : 0.09403728272893751\n",
      "Working on : AZO\n",
      "Length : 1712\n",
      "ROI : -0.0285337201812819\n",
      "Working on : AZPN\n",
      "Length : 1712\n",
      "ROI : -0.18961003245282246\n",
      "Working on : AZZ\n",
      "Length : 1712\n",
      "ROI : -0.1519677274543817\n",
      "Working on : B\n",
      "Length : 1712\n",
      "ROI : -0.06632601041005196\n",
      "Working on : BA\n",
      "Length : 1712\n",
      "ROI : 0.1666542521629129\n",
      "Working on : BAC\n",
      "Length : 1712\n",
      "ROI : -0.06213868895847258\n",
      "Working on : BAH\n",
      "Length : 1712\n",
      "ROI : -0.028335413834135306\n",
      "Working on : BANC\n",
      "Length : 1712\n",
      "ROI : -0.040347247091974694\n",
      "Working on : BAND\n",
      "Length : 1402\n",
      "ROI : 0.01990223326256418\n",
      "Working on : BANF\n",
      "Length : 1712\n",
      "ROI : -0.07309556854215389\n",
      "Working on : BANR\n",
      "Length : 1712\n",
      "ROI : 0.11934691683152597\n",
      "Working on : BATRA\n",
      "Length : 1712\n",
      "ROI : -0.022013154020861552\n",
      "Working on : BATRK\n",
      "Length : 1712\n",
      "ROI : 0.007738019458422963\n",
      "Working on : BAX\n",
      "Length : 1712\n",
      "ROI : 0.02243140084244583\n",
      "Working on : BBBY\n",
      "Length : 1712\n",
      "ROI : 0.356865076865844\n",
      "Working on : BBCP\n",
      "Length : 1482\n",
      "ROI : 0.07656487258245052\n",
      "Working on : BBGI\n",
      "Length : 1712\n",
      "ROI : 0.03769218026873983\n",
      "Working on : BBSI\n",
      "Length : 1712\n",
      "ROI : -0.019697639931590703\n",
      "Working on : BBW\n",
      "Length : 1712\n",
      "ROI : 0.19570880058558285\n",
      "Working on : BBY\n",
      "Length : 1712\n",
      "ROI : 0.042897647232917606\n",
      "Working on : BC\n",
      "Length : 1712\n",
      "ROI : 0.059861785231400566\n",
      "Working on : BCBP\n",
      "Length : 1712\n",
      "ROI : -0.04072664046029709\n",
      "Working on : BCC\n",
      "Length : 1712\n",
      "ROI : 0.1137868318775469\n",
      "Working on : BCEI\n",
      "Length : 1712\n",
      "ROI : 0.25161183044898894\n",
      "Working on : BCLI\n",
      "Length : 1712\n",
      "ROI : 1.0117912350738683\n",
      "Working on : BCO\n",
      "Length : 1712\n",
      "ROI : 0.039886421816480624\n",
      "Working on : BCOR\n",
      "Length : 1712\n",
      "ROI : 0.2964389280555239\n",
      "Working on : BCOV\n",
      "Length : 1712\n",
      "ROI : -0.42220652470824105\n",
      "Working on : BCPC\n",
      "Length : 1712\n",
      "ROI : 0.0311082739355454\n",
      "Working on : BCRX\n",
      "Length : 1712\n",
      "ROI : -0.10804903124047828\n",
      "Working on : BDC\n",
      "Length : 1712\n",
      "ROI : 0.05781068069601628\n",
      "Working on : BDL\n",
      "Length : 1712\n",
      "ROI : -0.08269891473892717\n",
      "Working on : BDN\n",
      "Length : 1712\n",
      "ROI : -0.09707568713607066\n",
      "Working on : BDSI\n",
      "Length : 1712\n",
      "ROI : 0.06347287120928276\n",
      "Working on : BDX\n",
      "Length : 1712\n",
      "ROI : 0.03734617129542446\n",
      "Working on : BECN\n",
      "Length : 1712\n",
      "ROI : -0.030115504453075512\n",
      "Working on : BELFA\n",
      "Length : 1712\n",
      "ROI : 0.07874620911775285\n",
      "Working on : BELFB\n",
      "Length : 1712\n",
      "ROI : 0.014664414860933542\n",
      "Working on : BEN\n",
      "Length : 1712\n",
      "ROI : -0.08403971656847692\n",
      "Working on : BERY\n",
      "Length : 1712\n",
      "ROI : 0.0015061673220661048\n",
      "Working on : BFAM\n",
      "Length : 1712\n",
      "ROI : -0.14164361528059413\n",
      "Working on : BFIN\n",
      "Length : 1712\n",
      "ROI : 0.08984869306849315\n",
      "Working on : BFS\n",
      "Length : 1712\n",
      "ROI : -0.11754723551609428\n",
      "Working on : BG\n",
      "Length : 1712\n",
      "ROI : 0.01966919586328411\n",
      "Working on : BGCP\n",
      "Length : 1712\n",
      "ROI : 0.014333388882128609\n",
      "Working on : BGFV\n",
      "Length : 1712\n",
      "ROI : 0.6035033389505331\n",
      "Working on : BGS\n",
      "Length : 1712\n",
      "ROI : -0.05764027248540662\n",
      "Working on : BGSF\n",
      "Length : 1712\n",
      "ROI : 0.41376309905321834\n",
      "Working on : BH\n",
      "Length : 1712\n",
      "ROI : 0.00906209182849485\n",
      "Working on : BHB\n",
      "Length : 1712\n",
      "ROI : -0.039132175481188254\n",
      "Working on : BHE\n",
      "Length : 1712\n",
      "ROI : -0.05720687713666335\n",
      "Working on : BHF\n",
      "Length : 1517\n",
      "ROI : -0.016903513740557714\n",
      "Working on : BHLB\n",
      "Length : 1712\n",
      "ROI : -0.0759110149742348\n",
      "Working on : BHR\n",
      "Length : 1712\n",
      "ROI : 0.18578075347192305\n",
      "Working on : BHVN\n",
      "Length : 1591\n",
      "ROI : -0.08507330490024109\n",
      "Working on : BIG\n",
      "Length : 1712\n",
      "ROI : -0.09869380231945694\n",
      "Working on : BIIB\n",
      "Length : 1712\n",
      "ROI : 0.012933262976887613\n",
      "Working on : BIO\n",
      "Length : 1712\n",
      "ROI : 0.1349475618204442\n",
      "Working on : BIOC\n",
      "Length : 1712\n",
      "ROI : 0.1697571064822295\n",
      "Working on : BIOL\n",
      "Length : 1712\n",
      "ROI : -0.07675326292008343\n",
      "Working on : BJRI\n",
      "Length : 1712\n",
      "ROI : 0.023769544496065095\n",
      "Working on : BK\n",
      "Length : 1712\n",
      "ROI : 0.04555617824643143\n",
      "Working on : BKD\n",
      "Length : 1712\n",
      "ROI : -0.16863356608776578\n",
      "Working on : BKE\n",
      "Length : 1712\n",
      "ROI : -0.07059395719386292\n",
      "Working on : BKH\n",
      "Length : 1712\n",
      "ROI : 0.04601207838745071\n",
      "Working on : BKI\n",
      "Length : 1712\n",
      "ROI : 0.06124914478212615\n",
      "Working on : BKNG\n",
      "Length : 1712\n",
      "ROI : 0.05558524888082864\n",
      "Working on : BKSC\n",
      "Length : 1712\n",
      "ROI : 0.027749847561579107\n",
      "Working on : BKTI\n",
      "Length : 1712\n",
      "ROI : 0.09723500031330899\n",
      "Working on : BKU\n",
      "Length : 1712\n",
      "ROI : -0.028068592894479032\n",
      "Working on : BL\n",
      "Length : 1712\n",
      "ROI : 0.1382330763475078\n",
      "Working on : BLBD\n",
      "Length : 1712\n",
      "ROI : -0.10658495643287091\n",
      "Working on : BLCM\n",
      "Length : 1712\n",
      "ROI : -0.1135609948445304\n",
      "Working on : BLD\n",
      "Length : 1712\n",
      "ROI : 0.12988285090117588\n",
      "Working on : BLDR\n",
      "Length : 1712\n",
      "ROI : 0.19581003997638532\n",
      "Working on : BLFS\n",
      "Length : 1712\n",
      "ROI : 0.14121266861378276\n",
      "Working on : BLK\n",
      "Length : 1712\n",
      "ROI : 0.10340861270419559\n",
      "Working on : BLKB\n",
      "Length : 1712\n",
      "ROI : -0.041257245013853396\n",
      "Working on : BLL\n",
      "Length : 1712\n",
      "ROI : 0.178783293902049\n",
      "Working on : BLMN\n",
      "Length : 1712\n",
      "ROI : -0.09124952122692773\n",
      "Working on : BLUE\n",
      "Length : 1712\n",
      "ROI : -0.4769740915146671\n",
      "Working on : BMI\n",
      "Length : 1712\n",
      "ROI : 0.05886138829634118\n",
      "Working on : BMRC\n",
      "Length : 1712\n",
      "ROI : 0.21525537485700144\n",
      "Working on : BMRN\n",
      "Length : 1712\n",
      "ROI : 0.021234496979048778\n",
      "Working on : BMTC\n",
      "Length : 1712\n",
      "ROI : -0.02361609339899741\n",
      "Working on : BMY\n",
      "Length : 1712\n",
      "ROI : -0.06633406573198003\n",
      "Working on : BNED\n",
      "Length : 1712\n",
      "ROI : 0.02070353292297984\n",
      "Working on : BNFT\n",
      "Length : 1712\n",
      "ROI : -0.061803433349621996\n",
      "Working on : BOCH\n",
      "Length : 1712\n",
      "ROI : 0.08583719949019054\n",
      "Working on : BOH\n",
      "Length : 1712\n",
      "ROI : -0.02748583226672556\n",
      "Working on : BOKF\n",
      "Length : 1712\n",
      "ROI : 0.05601472439363339\n",
      "Working on : BOMN\n",
      "Length : 1551\n",
      "ROI : -0.22991131076108143\n",
      "Working on : BOOM\n",
      "Length : 1712\n",
      "ROI : -0.12986820797451923\n",
      "Working on : BOOT\n",
      "Length : 1712\n",
      "ROI : -0.021098044811440366\n",
      "Working on : BOTJ\n",
      "Length : 1712\n",
      "ROI : -0.14159515221873026\n",
      "Working on : BOX\n",
      "Length : 1712\n",
      "ROI : -0.04236595594010413\n",
      "Working on : BPMC\n",
      "Length : 1712\n",
      "ROI : 0.10216937222292509\n",
      "Working on : BPOP\n",
      "Length : 1712\n",
      "ROI : -0.04904413967434488\n",
      "Working on : BPRN\n",
      "Length : 1564\n",
      "ROI : 0.016038836962196157\n",
      "Working on : BPTH\n",
      "Length : 1712\n",
      "ROI : -0.2898804324319987\n",
      "Working on : BR\n",
      "Length : 1712\n",
      "ROI : 0.023900438783894758\n",
      "Working on : BRC\n",
      "Length : 1712\n",
      "ROI : -0.0025460295930179364\n",
      "Working on : BRG\n",
      "Length : 1712\n",
      "ROI : -0.17879512306421275\n",
      "Working on : BRID\n",
      "Length : 1712\n",
      "ROI : 0.09906516018175157\n",
      "Working on : BRKL\n",
      "Length : 1712\n",
      "ROI : -0.09737325294212777\n",
      "Working on : BRKR\n",
      "Length : 1712\n",
      "ROI : -0.027313654139359607\n",
      "Working on : BRKS\n",
      "Length : 1712\n",
      "ROI : 0.02879598975120914\n",
      "Working on : BRN\n",
      "Length : 1712\n",
      "ROI : 0.22659906080851702\n",
      "Working on : BRO\n",
      "Length : 1712\n",
      "ROI : 0.012975167076651578\n",
      "Working on : BRT\n",
      "Length : 1712\n",
      "ROI : 0.0009044711707569897\n",
      "Working on : BRX\n",
      "Length : 1712\n",
      "ROI : -0.10026309913019071\n",
      "Working on : BSET\n",
      "Length : 1712\n",
      "ROI : -0.18568288887449458\n",
      "Working on : BSGM\n",
      "Length : 1712\n",
      "ROI : -0.47967583158143184\n",
      "Working on : BSQR\n",
      "Length : 1712\n",
      "ROI : 0.3085074107849573\n",
      "Working on : BSRR\n",
      "Length : 1712\n",
      "ROI : -0.02902407059699549\n",
      "Working on : BSX\n",
      "Length : 1712\n",
      "ROI : -0.09034365038876693\n",
      "Working on : BTN\n",
      "Length : 1712\n",
      "ROI : -0.17020095701155769\n",
      "Working on : BTU\n",
      "Length : 1622\n",
      "ROI : 0.4542744454951926\n",
      "Working on : BURL\n",
      "Length : 1712\n",
      "ROI : -0.021647615022930465\n",
      "Working on : BUSE\n",
      "Length : 1712\n",
      "ROI : 0.002211826808390836\n",
      "Working on : BW\n",
      "Length : 1712\n",
      "ROI : 0.040164137335256964\n",
      "Working on : BWA\n",
      "Length : 1712\n",
      "ROI : -0.12904295835644417\n",
      "Working on : BWEN\n",
      "Length : 1712\n",
      "ROI : -0.6393252695523914\n",
      "Working on : BWFG\n",
      "Length : 1712\n",
      "ROI : -0.019182097849581966\n",
      "Working on : BWXT\n",
      "Length : 1712\n",
      "ROI : 0.004055692924188374\n",
      "Working on : BXC\n",
      "Length : 1712\n",
      "ROI : 0.010383510297776172\n",
      "Working on : BXMT\n",
      "Length : 1712\n",
      "ROI : -0.0005211635423919018\n",
      "Working on : BXP\n",
      "Length : 1712\n",
      "ROI : 0.004111758162627889\n",
      "Working on : BXS\n",
      "Length : 1712\n",
      "ROI : 0.0480252387380459\n",
      "Working on : BY\n",
      "Length : 1534\n",
      "ROI : 0.0152965631079454\n",
      "Working on : BYD\n",
      "Length : 1712\n",
      "ROI : -0.057985181651358735\n",
      "Working on : BYFC\n",
      "Length : 1712\n",
      "ROI : 0.2594285628552476\n",
      "Working on : BZH\n",
      "Length : 1712\n",
      "ROI : 0.010674578343731722\n",
      "Working on : C\n",
      "Length : 1712\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ROI : -0.022823151285376188\n",
      "Working on : CABO\n",
      "Length : 1712\n",
      "ROI : -0.0950676147312195\n",
      "Working on : CAC\n",
      "Length : 1712\n",
      "ROI : 0.050022236112399705\n",
      "Working on : CACC\n",
      "Length : 1712\n",
      "ROI : 0.17951286032454247\n",
      "Working on : CACI\n",
      "Length : 1712\n",
      "ROI : -0.00765993514207678\n",
      "Working on : CADE\n",
      "Length : 1601\n",
      "ROI : 0.07126531627902333\n",
      "Working on : CAG\n",
      "Length : 1712\n",
      "ROI : -0.04458024636701466\n",
      "Working on : CAH\n",
      "Length : 1712\n",
      "ROI : -0.07208581371310052\n",
      "Working on : CAI\n",
      "Length : 1712\n",
      "ROI : -0.08981983780131356\n",
      "Working on : CAKE\n",
      "Length : 1712\n",
      "ROI : -0.1518161481249701\n",
      "Working on : CAL\n",
      "Length : 1712\n",
      "ROI : 0.013175518256232794\n",
      "Working on : CALA\n",
      "Length : 1712\n",
      "ROI : 0.3618555214543016\n",
      "Working on : CALM\n",
      "Length : 1712\n",
      "ROI : 0.011334717774770724\n",
      "Working on : CALX\n",
      "Length : 1712\n",
      "ROI : -0.05250890158644357\n",
      "Working on : CAMP\n",
      "Length : 1712\n",
      "ROI : 0.16965997434989089\n",
      "Working on : CAPR\n",
      "Length : 1712\n",
      "ROI : 0.10990156898643758\n",
      "Working on : CAR\n",
      "Length : 1712\n",
      "ROI : 0.2592605390297264\n",
      "Working on : CARA\n",
      "Length : 1712\n",
      "ROI : 0.21101592484915052\n",
      "Working on : CARG\n",
      "Length : 1430\n",
      "ROI : 0.17515482737782676\n",
      "Working on : CARS\n",
      "Length : 1563\n",
      "ROI : 0.041643487839722576\n",
      "Working on : CASA\n",
      "Length : 1366\n",
      "Stock Data Corrupted\n",
      "Working on : CASH\n",
      "Length : 1712\n",
      "ROI : -0.0902075945878028\n",
      "Working on : CASI\n",
      "Length : 1712\n",
      "ROI : 0.27389702415413814\n",
      "Working on : CASS\n",
      "Length : 1712\n",
      "ROI : 0.11258390963774584\n",
      "Working on : CASY\n",
      "Length : 1712\n",
      "ROI : -0.01844717982545183\n",
      "Working on : CAT\n",
      "Length : 1712\n",
      "ROI : -0.07776328305677202\n",
      "Working on : CATB\n",
      "Length : 1705\n",
      "ROI : 1.4684957245323662\n",
      "Working on : CATC\n",
      "Length : 1712\n",
      "ROI : 0.039695742029967264\n",
      "Working on : CATO\n",
      "Length : 1712\n",
      "ROI : 0.031355568691777254\n",
      "Working on : CATY\n",
      "Length : 1712\n",
      "ROI : 0.06389993436978131\n",
      "Working on : CB\n",
      "Length : 1712\n",
      "ROI : -0.12341402925351654\n",
      "Working on : CBAN\n",
      "Length : 1712\n",
      "ROI : 0.04556135295193687\n",
      "Working on : CBAY\n",
      "Length : 1712\n",
      "ROI : 0.10046127463887426\n",
      "Working on : CBB\n",
      "Length : 1705\n",
      "ROI : -0.08671926693183614\n",
      "Working on : CBFV\n",
      "Length : 1712\n",
      "ROI : 0.05094766508868505\n",
      "Working on : CBIO\n",
      "Length : 1712\n",
      "ROI : 0.10830758978791905\n",
      "Working on : CBLI\n",
      "Length : 1705\n",
      "ROI : -0.16370683145146295\n",
      "Working on : CBOE\n",
      "Length : 1712\n",
      "ROI : 0.055158558554611915\n",
      "Working on : CBRE\n",
      "Length : 1712\n",
      "ROI : 0.05543788388568813\n",
      "Working on : CBRL\n",
      "Length : 1712\n",
      "ROI : 0.07197473993957686\n",
      "Working on : CBSH\n",
      "Length : 1712\n",
      "ROI : -0.026292346745377265\n",
      "Working on : CBT\n",
      "Length : 1712\n",
      "ROI : 0.004631799633201689\n",
      "Working on : CBTX\n",
      "Length : 1403\n",
      "ROI : 0.08503753468661635\n",
      "Working on : CBU\n",
      "Length : 1712\n",
      "ROI : -0.10013967873736965\n",
      "Working on : CBZ\n",
      "Length : 1712\n",
      "ROI : 0.12492953359197356\n",
      "Working on : CC\n",
      "Length : 1712\n",
      "ROI : -0.06143074847138247\n",
      "Working on : CCBG\n",
      "Length : 1712\n",
      "ROI : -0.047782498830900605\n",
      "Working on : CCF\n",
      "Length : 1712\n",
      "ROI : 0.045475620363319834\n",
      "Working on : CCI\n",
      "Length : 1712\n",
      "ROI : 0.016787234700995145\n",
      "Working on : CCK\n",
      "Length : 1712\n",
      "ROI : 0.06866889758896613\n",
      "Working on : CCL\n",
      "Length : 1712\n",
      "ROI : -0.01993309935255791\n",
      "Working on : CCMP\n",
      "Length : 1712\n",
      "ROI : 0.065600800011809\n",
      "Working on : CCNE\n",
      "Length : 1712\n",
      "ROI : 0.1305784815530231\n",
      "Working on : CCO\n",
      "Length : 1712\n",
      "ROI : 0.10579035868335486\n",
      "Working on : CCOI\n",
      "Length : 1712\n",
      "ROI : 0.018339943967260793\n",
      "Working on : CCRN\n",
      "Length : 1712\n",
      "ROI : 0.1730182723483435\n",
      "Working on : CCS\n",
      "Length : 1712\n",
      "ROI : 0.2964154642119621\n",
      "Working on : CCXI\n",
      "Length : 1712\n",
      "ROI : -1.5441726332313863\n",
      "Working on : CDE\n",
      "Length : 1712\n",
      "ROI : 0.07642614593916434\n",
      "Working on : CDEV\n",
      "Length : 1712\n",
      "ROI : 0.26107349398062146\n",
      "Working on : CDK\n",
      "Length : 1712\n",
      "ROI : -0.04884341905252363\n",
      "Working on : CDMO\n",
      "Length : 1712\n",
      "ROI : -0.017899039844594507\n",
      "Working on : CDNA\n",
      "Length : 1712\n",
      "ROI : -0.2690937861348438\n",
      "Working on : CDNS\n",
      "Length : 1712\n",
      "ROI : 0.16886445772298908\n",
      "Working on : CDR\n",
      "Length : 1712\n",
      "ROI : 0.06961858686341606\n",
      "Working on : CDTX\n",
      "Length : 1712\n",
      "ROI : 0.2595957816015963\n",
      "Working on : CDW\n",
      "Length : 1712\n",
      "ROI : 0.04529756598556704\n",
      "Working on : CDXC\n",
      "Length : 1712\n",
      "ROI : -0.06433092283283381\n",
      "Working on : CDXS\n",
      "Length : 1712\n",
      "ROI : 0.035823137765010504\n",
      "Working on : CDZI\n",
      "Length : 1712\n",
      "ROI : -0.12151448066483957\n",
      "Working on : CE\n",
      "Length : 1712\n",
      "ROI : 0.0244714038140552\n",
      "Working on : CECE\n",
      "Length : 1712\n",
      "ROI : 0.07458418613480963\n",
      "Working on : CEI\n",
      "Length : 1712\n",
      "ROI : 6.670115560652643\n",
      "Working on : CEIX\n",
      "Length : 1397\n",
      "ROI : 0.20541709083812257\n",
      "Working on : CELC\n",
      "Length : 1430\n",
      "ROI : 0.07128024869252994\n",
      "Working on : CELH\n",
      "Length : 1712\n",
      "ROI : 0.044357312953085495\n",
      "Working on : CEMI\n",
      "Length : 1712\n",
      "ROI : -0.29568846925935766\n",
      "Working on : CENT\n",
      "Length : 1712\n",
      "ROI : -0.07460734273781232\n",
      "Working on : CENTA\n",
      "Length : 1712\n",
      "ROI : -0.06958314160904218\n",
      "Working on : CENX\n",
      "Length : 1712\n",
      "ROI : -0.13114843795995476\n",
      "Working on : CERN\n",
      "Length : 1712\n",
      "ROI : -0.040463278854486064\n",
      "Working on : CERS\n",
      "Length : 1712\n",
      "ROI : 0.007063818997315953\n",
      "Working on : CETX\n",
      "Length : 1712\n",
      "ROI : -0.23146884633336892\n",
      "Working on : CEVA\n",
      "Length : 1712\n",
      "ROI : 0.07912905307416726\n",
      "Working on : CF\n",
      "Length : 1712\n",
      "ROI : -0.05573827178686077\n",
      "Working on : CFBK\n",
      "Length : 1712\n",
      "ROI : -0.06138732428189869\n",
      "Working on : CFFI\n",
      "Length : 1712\n",
      "ROI : 0.007056527623132871\n",
      "Working on : CFFN\n",
      "Length : 1712\n",
      "ROI : -0.06807619440317766\n",
      "Working on : CFG\n",
      "Length : 1712\n",
      "ROI : -0.04972316948788116\n",
      "Working on : CFMS\n",
      "Length : 1712\n",
      "ROI : 0.2761945422024666\n",
      "Working on : CFR\n",
      "Length : 1712\n",
      "ROI : 0.05800089563451443\n",
      "Working on : CFX\n",
      "Length : 1712\n",
      "ROI : 0.03703152613590281\n",
      "Working on : CGNX\n",
      "Length : 1712\n",
      "ROI : -0.029293205968449504\n",
      "Working on : CHCI\n",
      "Length : 1712\n",
      "ROI : 0.15795294085180125\n",
      "Working on : CHCO\n",
      "Length : 1712\n",
      "ROI : 0.008417431015635614\n",
      "Working on : CHCT\n",
      "Length : 1712\n",
      "ROI : 0.03845245103509868\n",
      "Working on : CHD\n",
      "Length : 1712\n",
      "ROI : 0.04718803194249647\n",
      "Working on : CHDN\n",
      "Length : 1712\n",
      "ROI : 0.21408342852063145\n",
      "Working on : CHE\n",
      "Length : 1712\n",
      "ROI : 0.006835407962894873\n",
      "Working on : CHEF\n",
      "Length : 1712\n",
      "ROI : 0.10744381291750842\n",
      "Working on : CHGG\n",
      "Length : 1712\n",
      "ROI : -0.054313815567102484\n",
      "Working on : CHH\n",
      "Length : 1712\n",
      "ROI : -0.08202116919131269\n",
      "Working on : CHMG\n",
      "Length : 1712\n",
      "ROI : 0.024697781127936812\n",
      "Working on : CHMI\n",
      "Length : 1712\n",
      "ROI : 0.17703498393837402\n",
      "Working on : CHRS\n",
      "Length : 1712\n",
      "ROI : 0.15680749612460834\n",
      "Working on : CHRW\n",
      "Length : 1712\n",
      "ROI : -0.11446785808642901\n",
      "Working on : CHS\n",
      "Length : 1712\n",
      "ROI : -0.1695980836570654\n",
      "Working on : CHTR\n",
      "Length : 1712\n",
      "ROI : 0.037307503447943154\n",
      "Working on : CHUY\n",
      "Length : 1712\n",
      "ROI : -0.16378358412871152\n",
      "Working on : CI\n",
      "Length : 1712\n",
      "ROI : -0.09938034281969041\n",
      "Working on : CIA\n",
      "Length : 1712\n",
      "ROI : 0.10315988442947521\n",
      "Working on : CIDM\n",
      "Length : 1712\n",
      "ROI : 0.8284709263657951\n",
      "Working on : CIEN\n",
      "Length : 1712\n",
      "ROI : 0.008759471632429704\n",
      "Working on : CIM\n",
      "Length : 1712\n",
      "ROI : 0.186738625950402\n",
      "Working on : CINF\n",
      "Length : 1712\n",
      "ROI : 0.004602322972883697\n",
      "Working on : CIO\n",
      "Length : 1712\n",
      "ROI : 0.19885452834374362\n",
      "Working on : CIR\n",
      "Length : 1712\n",
      "ROI : -0.2579394271997745\n",
      "Working on : CIT\n",
      "Length : 1712\n",
      "ROI : 0.07500832751135972\n",
      "Working on : CIVB\n",
      "Length : 1712\n",
      "ROI : -0.043414657086668536\n",
      "Working on : CIX\n",
      "Length : 1712\n",
      "ROI : 0.05527377064942094\n",
      "Working on : CIZN\n",
      "Length : 1712\n",
      "ROI : 0.008078534510044161\n",
      "Working on : CKX\n",
      "Length : 1712\n",
      "ROI : 0.0549232640576567\n",
      "Working on : CL\n",
      "Length : 1712\n",
      "ROI : 0.007069858014009731\n",
      "Working on : CLAR\n",
      "Length : 1712\n",
      "ROI : -0.0691165157487169\n",
      "Working on : CLB\n",
      "Length : 1712\n",
      "ROI : 0.0866631211046364\n",
      "Working on : CLBS\n",
      "Length : 1712\n",
      "ROI : -0.0694805316020142\n",
      "Working on : CLDR\n",
      "Length : 1597\n",
      "ROI : -0.05665922680342733\n",
      "Working on : CLDT\n",
      "Length : 1712\n",
      "ROI : -0.008102701782170986\n",
      "Working on : CLDX\n",
      "Length : 1712\n",
      "ROI : 0.2900909454836063\n",
      "Working on : CLF\n",
      "Length : 1712\n",
      "ROI : -0.12544153705441424\n",
      "Working on : CLFD\n",
      "Length : 1712\n",
      "ROI : 0.12153333710107345\n",
      "Working on : CLH\n",
      "Length : 1712\n",
      "ROI : -0.030025757657036377\n",
      "Working on : CLI\n",
      "Length : 1712\n",
      "ROI : -0.07661380590990209\n",
      "Working on : CLIR\n",
      "Length : 1712\n",
      "ROI : -0.3582953266555725\n",
      "Working on : CLNE\n",
      "Length : 1712\n",
      "ROI : -0.25752995025289993\n",
      "Working on : CLPR\n",
      "Length : 1674\n",
      "ROI : 0.16399768903353726\n",
      "Working on : CLR\n",
      "Length : 1712\n",
      "ROI : 0.11606831016780501\n",
      "Working on : CLRB\n",
      "Length : 1712\n",
      "ROI : 0.006935048826583418\n",
      "Working on : CLRO\n",
      "Length : 1712\n",
      "ROI : 0.09285028638357286\n",
      "Working on : CLSN\n",
      "Length : 1712\n",
      "ROI : 0.1455071802517629\n",
      "Working on : CLVS\n",
      "Length : 1712\n",
      "ROI : -0.16289765109041493\n",
      "Working on : CLW\n",
      "Length : 1712\n",
      "ROI : -0.06987836910302521\n",
      "Working on : CLX\n",
      "Length : 1712\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ROI : 0.02043048369821868\n",
      "Working on : CLXT\n",
      "Length : 1514\n",
      "ROI : 0.15943292285038602\n",
      "Working on : CMA\n",
      "Length : 1712\n",
      "ROI : 0.07297896038901241\n",
      "Working on : CMC\n",
      "Length : 1712\n",
      "ROI : 0.02442888495936471\n",
      "Working on : CMCO\n",
      "Length : 1712\n",
      "ROI : -0.1660933394330442\n",
      "Working on : CMCSA\n",
      "Length : 1712\n",
      "ROI : 0.0032223887593641866\n",
      "Working on : CMCT\n",
      "Length : 1712\n",
      "ROI : -0.15446580936544393\n",
      "Working on : CME\n",
      "Length : 1712\n",
      "ROI : -0.06907061832694775\n",
      "Working on : CMG\n",
      "Length : 1712\n",
      "ROI : 0.09177348012401182\n",
      "Working on : CMI\n",
      "Length : 1712\n",
      "ROI : 0.03262721051964589\n",
      "Working on : CMO\n",
      "Length : 1712\n",
      "ROI : -0.010210067964899481\n",
      "Working on : CMP\n",
      "Length : 1712\n",
      "ROI : -0.07028906815602505\n",
      "Working on : CMRX\n",
      "Length : 1712\n",
      "ROI : 0.046599865886842715\n",
      "Working on : CMS\n",
      "Length : 1712\n",
      "ROI : 0.02891200387900443\n",
      "Working on : CMT\n",
      "Length : 1712\n",
      "ROI : -0.09187664740431745\n",
      "Working on : CMTL\n",
      "Length : 1712\n",
      "ROI : 0.10264503018447249\n",
      "Working on : CNA\n",
      "Length : 1712\n",
      "ROI : 0.00642887714192581\n",
      "Working on : CNBKA\n",
      "Length : 1712\n",
      "ROI : -0.0373004979627953\n",
      "Working on : CNC\n",
      "Length : 1712\n",
      "ROI : -0.12577641730651828\n",
      "Working on : CNCE\n",
      "Length : 1712\n",
      "ROI : 0.2750666203270724\n",
      "Working on : CNDT\n",
      "Length : 1712\n",
      "ROI : 0.1655412142260827\n",
      "Working on : CNFR\n",
      "Length : 1712\n",
      "ROI : -0.10893376249251992\n",
      "Working on : CNK\n",
      "Length : 1712\n",
      "ROI : 0.04251809378245867\n",
      "Working on : CNMD\n",
      "Length : 1712\n",
      "ROI : -0.2161631258777239\n",
      "Working on : CNNE\n",
      "Length : 1391\n",
      "ROI : 0.1271609326323059\n",
      "Working on : CNO\n",
      "Length : 1712\n",
      "ROI : 0.06182891299724891\n",
      "Working on : CNOB\n",
      "Length : 1712\n",
      "ROI : 0.13388509205054797\n",
      "Working on : CNP\n",
      "Length : 1712\n",
      "ROI : 0.08677065030238372\n",
      "Working on : CNS\n",
      "Length : 1712\n",
      "ROI : -0.06577698384462445\n",
      "Working on : CNSL\n",
      "Length : 1712\n",
      "ROI : -0.05781148876190432\n",
      "Working on : CNTY\n",
      "Length : 1712\n",
      "ROI : 0.22976206696693197\n",
      "Working on : CNX\n",
      "Length : 1712\n",
      "ROI : 0.013480277111262706\n",
      "Working on : CNXN\n",
      "Length : 1712\n",
      "ROI : -0.027322952153306813\n",
      "Working on : CODA\n",
      "Length : 1712\n",
      "ROI : -0.012919152196948927\n",
      "Working on : COF\n",
      "Length : 1712\n",
      "ROI : -0.08622042388255026\n",
      "Working on : COG\n",
      "Length : 1712\n",
      "ROI : 0.08292088584147322\n",
      "Working on : COHN\n",
      "Length : 1712\n",
      "ROI : -0.4250803502673298\n",
      "Working on : COHR\n",
      "Length : 1712\n",
      "ROI : -0.04040398933760667\n",
      "Working on : COHU\n",
      "Length : 1712\n",
      "ROI : -0.1546791859101342\n",
      "Working on : COKE\n",
      "Length : 1712\n",
      "ROI : 0.006478776205100796\n",
      "Working on : COLB\n",
      "Length : 1712\n",
      "ROI : -0.11372884412357949\n",
      "Working on : COLL\n",
      "Length : 1712\n",
      "ROI : -0.2584517019405818\n",
      "Working on : COLM\n",
      "Length : 1712\n",
      "ROI : -0.13567252645988243\n",
      "Working on : COMM\n",
      "Length : 1712\n",
      "ROI : -0.026855207569569488\n",
      "Working on : CONE\n",
      "Length : 1712\n",
      "ROI : 0.10054674027299074\n",
      "Working on : CONN\n",
      "Length : 1712\n",
      "ROI : 0.06143442597092034\n",
      "Working on : COO\n",
      "Length : 1712\n",
      "ROI : -0.042726255925555914\n",
      "Working on : COOP\n",
      "Length : 1712\n",
      "ROI : 0.10084151100035617\n",
      "Working on : COP\n",
      "Length : 1712\n",
      "ROI : 0.08600635586977562\n",
      "Working on : COR\n",
      "Length : 1712\n",
      "ROI : 0.09866777534784395\n",
      "Working on : CORE\n",
      "Length : 1703\n",
      "ROI : -0.147928121601878\n",
      "Working on : CORR\n",
      "Length : 1712\n",
      "ROI : 0.5544118402193455\n",
      "Working on : CORT\n",
      "Length : 1712\n",
      "ROI : -0.1068217647594272\n",
      "Working on : COST\n",
      "Length : 1712\n",
      "ROI : 0.08982129986818359\n",
      "Working on : COTY\n",
      "Length : 1712\n",
      "ROI : -0.25556347180848044\n",
      "Working on : COUP\n",
      "Length : 1712\n",
      "ROI : -0.14366483691483076\n",
      "Working on : COWN\n",
      "Length : 1712\n",
      "ROI : -0.15460523635133586\n",
      "Working on : CPB\n",
      "Length : 1712\n",
      "ROI : -0.0345495367399471\n",
      "Working on : CPE\n",
      "Length : 1712\n",
      "ROI : 0.1678696747691788\n",
      "Working on : CPF\n",
      "Length : 1712\n",
      "ROI : -0.04994061923739463\n",
      "Working on : CPHC\n",
      "Length : 1712\n",
      "ROI : -0.03319288724950528\n",
      "Working on : CPIX\n",
      "Length : 1712\n",
      "ROI : -0.15092234771828528\n",
      "Working on : CPK\n",
      "Length : 1712\n",
      "ROI : 0.07551510900015128\n",
      "Working on : CPRI\n",
      "Length : 1712\n",
      "ROI : 0.04604177053112809\n",
      "Working on : CPRT\n",
      "Length : 1712\n",
      "ROI : -0.09938684979515516\n",
      "Working on : CPRX\n",
      "Length : 1712\n",
      "ROI : -0.08822698747094575\n",
      "Working on : CPS\n",
      "Length : 1712\n",
      "ROI : -0.10747646352613581\n",
      "Working on : CPSH\n",
      "Length : 1712\n",
      "ROI : 5.583947142155244\n",
      "Working on : CPSI\n",
      "Length : 1712\n",
      "ROI : 0.15702627516802428\n",
      "Working on : CPSS\n",
      "Length : 1712\n",
      "ROI : 0.057928314477599926\n",
      "Working on : CPT\n",
      "Length : 1712\n",
      "ROI : -0.026724099295602204\n",
      "Working on : CR\n",
      "Length : 1712\n",
      "ROI : 0.0727181250789393\n",
      "Working on : CRAI\n",
      "Length : 1712\n",
      "ROI : 0.047820343636065535\n",
      "Working on : CRBP\n",
      "Length : 1712\n",
      "ROI : -0.6589108579901964\n",
      "Working on : CREE\n",
      "Length : 1712\n",
      "ROI : -0.3462420628206907\n",
      "Working on : CRI\n",
      "Length : 1712\n",
      "ROI : -0.024796688097943928\n",
      "Working on : CRIS\n",
      "Length : 1712\n",
      "ROI : -0.6195064248415028\n",
      "Working on : CRK\n",
      "Length : 1712\n",
      "ROI : 0.06907818719756552\n",
      "Working on : CRL\n",
      "Length : 1712\n",
      "ROI : 0.13396283554927488\n",
      "Working on : CRM\n",
      "Length : 1712\n",
      "ROI : -0.1552343126342218\n",
      "Working on : CRMD\n",
      "Length : 1712\n",
      "ROI : -0.24439934634002528\n",
      "Working on : CRMT\n",
      "Length : 1712\n",
      "ROI : -0.22013475309488892\n",
      "Working on : CROX\n",
      "Length : 1712\n",
      "ROI : 0.17988494772045227\n",
      "Working on : CRS\n",
      "Length : 1712\n",
      "ROI : -0.06120526315763331\n",
      "Working on : CRUS\n",
      "Length : 1712\n",
      "ROI : -0.021102255187815017\n",
      "Working on : CRVL\n",
      "Length : 1712\n",
      "ROI : 0.17837093703305354\n",
      "Working on : CRVS\n",
      "Length : 1712\n",
      "ROI : 0.11862189489022565\n",
      "Working on : CRWS\n",
      "Length : 1712\n",
      "ROI : -0.015311021914514032\n",
      "Working on : CRY\n",
      "Length : 1712\n",
      "ROI : 0.08520928534512966\n",
      "Working on : CSCO\n",
      "Length : 1712\n",
      "ROI : 0.015491284055971388\n",
      "Working on : CSGP\n",
      "Length : 1712\n",
      "ROI : 0.07947472470370964\n",
      "Working on : CSGS\n",
      "Length : 1712\n",
      "ROI : -0.02363251777358633\n",
      "Working on : CSII\n",
      "Length : 1712\n",
      "ROI : -0.026176696246598175\n",
      "Working on : CSL\n",
      "Length : 1712\n",
      "ROI : -0.05935922877739455\n",
      "Working on : CSLT\n",
      "Length : 1712\n",
      "ROI : -0.0202248032017867\n",
      "Working on : CSOD\n",
      "Length : 1712\n",
      "ROI : 0.10400230317851365\n",
      "Working on : CSPI\n",
      "Length : 1712\n",
      "ROI : 0.15221250805352055\n",
      "Working on : CSTR\n",
      "Length : 1712\n",
      "ROI : 0.008297824010266476\n",
      "Working on : CSU\n",
      "Length : 1712\n",
      "ROI : 0.017980635892378603\n",
      "Working on : CSV\n",
      "Length : 1712\n",
      "ROI : 0.17693474922264918\n",
      "Working on : CSWI\n",
      "Length : 1712\n",
      "ROI : 0.08022056997615643\n",
      "Working on : CSX\n",
      "Length : 1712\n",
      "ROI : -0.05407490470687821\n",
      "Working on : CTAS\n",
      "Length : 1712\n",
      "ROI : -0.09302287674895166\n",
      "Working on : CTBI\n",
      "Length : 1712\n",
      "ROI : 0.01658563546102605\n",
      "Working on : CTG\n",
      "Length : 1712\n",
      "ROI : -0.19639039897802824\n",
      "Working on : CTHR\n",
      "Length : 1712\n",
      "ROI : -0.10222622280971784\n",
      "Working on : CTIB\n",
      "Length : 1712\n",
      "ROI : -0.2719840193943062\n",
      "Working on : CTIC\n",
      "Length : 1712\n",
      "ROI : 0.13968530829320858\n",
      "Working on : CTLT\n",
      "Length : 1712\n",
      "ROI : 0.1409033513940393\n",
      "Working on : CTMX\n",
      "Length : 1712\n",
      "ROI : -0.026716012445479755\n",
      "Working on : CTO\n",
      "Length : 1712\n",
      "ROI : -0.033459076936801266\n",
      "Working on : CTRE\n",
      "Length : 1712\n",
      "ROI : -0.15904517570858068\n",
      "Working on : CTRN\n",
      "Length : 1712\n",
      "ROI : -0.2571673389962114\n",
      "Working on : CTS\n",
      "Length : 1712\n",
      "ROI : -0.06795318607919991\n",
      "Working on : CTSH\n",
      "Length : 1712\n",
      "ROI : 0.054612108639174005\n",
      "Working on : CTSO\n",
      "Length : 1712\n",
      "ROI : -0.11905654133723624\n",
      "Working on : CTT\n",
      "Length : 1712\n",
      "ROI : -0.042774447717710815\n",
      "Working on : CTXS\n",
      "Length : 1712\n",
      "ROI : 0.017931212910990254\n",
      "Working on : CUBE\n",
      "Length : 1712\n",
      "ROI : 0.10997717581406383\n",
      "Working on : CUBI\n",
      "Length : 1712\n",
      "ROI : -0.04854394663897983\n",
      "Working on : CULP\n",
      "Length : 1712\n",
      "ROI : -0.06583713793750735\n",
      "Working on : CURO\n",
      "Length : 1374\n",
      "ROI : -0.0713455898605313\n",
      "Working on : CUTR\n",
      "Length : 1712\n",
      "ROI : -0.06825220408007532\n",
      "Working on : CUZ\n",
      "Length : 1712\n",
      "ROI : -0.025312859450022932\n",
      "Working on : CVA\n",
      "Length : 1712\n",
      "ROI : -0.0492486498931765\n",
      "Working on : CVBF\n",
      "Length : 1712\n",
      "ROI : 0.04812515701085532\n",
      "Working on : CVCO\n",
      "Length : 1712\n",
      "ROI : -0.044087464749739395\n",
      "Working on : CVCY\n",
      "Length : 1712\n",
      "ROI : 0.03305573929803543\n",
      "Working on : CVGI\n",
      "Length : 1712\n",
      "ROI : -0.10595045719111745\n",
      "Working on : CVGW\n",
      "Length : 1712\n",
      "ROI : -0.1276903987827395\n",
      "Working on : CVI\n",
      "Length : 1712\n",
      "ROI : 0.18162331757651856\n",
      "Working on : CVLT\n",
      "Length : 1712\n",
      "ROI : 0.03168258513188807\n",
      "Working on : CVLY\n",
      "Length : 1712\n",
      "ROI : 0.08138856964637751\n",
      "Working on : CVM\n",
      "Length : 1712\n",
      "ROI : 0.5472560880712138\n",
      "Working on : CVNA\n",
      "Length : 1597\n",
      "ROI : 0.10298850636154816\n",
      "Working on : CVR\n",
      "Length : 1712\n",
      "ROI : -0.0019906313192004487\n",
      "Working on : CVS\n",
      "Length : 1712\n",
      "ROI : -0.08793018493698447\n",
      "Working on : CVU\n",
      "Length : 1712\n",
      "ROI : -0.09400030412254486\n",
      "Working on : CVV\n",
      "Length : 1712\n",
      "ROI : -0.016535924189424588\n",
      "Working on : CVX\n",
      "Length : 1712\n",
      "ROI : 0.08795312041246033\n",
      "Working on : CW\n",
      "Length : 1712\n",
      "ROI : -0.03601001327814002\n",
      "Working on : CWBC\n",
      "Length : 1712\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ROI : -0.0008251704554653769\n",
      "Working on : CWBR\n",
      "Length : 1366\n",
      "Stock Data Corrupted\n",
      "Working on : CWEN\n",
      "Length : 1712\n",
      "ROI : 0.23881910654504074\n",
      "Working on : CWH\n",
      "Length : 1712\n",
      "ROI : 0.167540692938264\n",
      "Working on : CWST\n",
      "Length : 1712\n",
      "ROI : 0.07462986518395545\n",
      "Working on : CWT\n",
      "Length : 1712\n",
      "ROI : 0.011591645979880725\n",
      "Working on : CXP\n",
      "Length : 1712\n",
      "ROI : 0.13100007608068898\n",
      "Working on : CXW\n",
      "Length : 1712\n",
      "ROI : -0.023312396351201668\n",
      "Working on : CYAN\n",
      "Length : 1712\n",
      "ROI : -0.03452652166927184\n",
      "Working on : CYBE\n",
      "Length : 1712\n",
      "ROI : 0.19706865571316962\n",
      "Working on : CYCC\n",
      "Length : 1712\n",
      "ROI : -0.4357338724253574\n",
      "Working on : CYH\n",
      "Length : 1712\n",
      "ROI : -0.03584649093426744\n",
      "Working on : CYRX\n",
      "Length : 1712\n",
      "ROI : 0.7240820044189312\n",
      "Working on : CYTK\n",
      "Length : 1712\n",
      "ROI : -0.13201831862722962\n",
      "Working on : CYTR\n",
      "Length : 1705\n",
      "ROI : -0.5759135865597778\n",
      "Working on : CZNC\n",
      "Length : 1712\n",
      "ROI : 0.06873554998995367\n",
      "Working on : CZR\n",
      "Length : 1712\n",
      "ROI : 0.05037580294119691\n",
      "Working on : CZWI\n",
      "Length : 1712\n",
      "ROI : -0.02823938406089876\n",
      "Working on : D\n",
      "Length : 1712\n",
      "ROI : 0.07614296175770707\n",
      "Working on : DAIO\n",
      "Length : 1712\n",
      "ROI : 0.04463931951806011\n",
      "Working on : DAKT\n",
      "Length : 1712\n",
      "ROI : -0.14563262768490787\n",
      "Working on : DAL\n",
      "Length : 1712\n",
      "ROI : 0.0640461982891644\n",
      "Working on : DAN\n",
      "Length : 1712\n",
      "ROI : -0.051407079902380345\n",
      "Working on : DAR\n",
      "Length : 1712\n",
      "ROI : 0.026046718092821327\n",
      "Working on : DARE\n",
      "Length : 1712\n",
      "ROI : 0.198120461908284\n",
      "Working on : DBD\n",
      "Length : 1712\n",
      "ROI : -0.19516061114117855\n",
      "Working on : DBI\n",
      "Length : 1712\n",
      "ROI : 0.084072515670328\n",
      "Working on : DCI\n",
      "Length : 1712\n",
      "ROI : -0.03981577314310146\n",
      "Working on : DCO\n",
      "Length : 1712\n",
      "ROI : -0.11572647331344\n",
      "Working on : DCOM\n",
      "Length : 1712\n",
      "ROI : 0.06617629316504682\n",
      "Working on : DCPH\n",
      "Length : 1444\n",
      "ROI : -0.03632420053914287\n",
      "Working on : DD\n",
      "Length : 1712\n",
      "ROI : -0.03321684268400842\n",
      "Working on : DDD\n",
      "Length : 1712\n",
      "ROI : -0.061717822942954255\n",
      "Working on : DDS\n",
      "Length : 1712\n",
      "ROI : 0.12234867285382212\n",
      "Working on : DE\n",
      "Length : 1712\n",
      "ROI : 0.05227019068105903\n",
      "Working on : DEA\n",
      "Length : 1712\n",
      "ROI : 0.021857077210490804\n",
      "Working on : DECK\n",
      "Length : 1712\n",
      "ROI : 0.029261153171093325\n",
      "Working on : DEI\n",
      "Length : 1712\n",
      "ROI : 0.08259626271629876\n",
      "Working on : DELL\n",
      "Length : 1712\n",
      "ROI : -0.049855003076581986\n",
      "Working on : DENN\n",
      "Length : 1712\n",
      "ROI : 0.17819512791369063\n",
      "Working on : DFIN\n",
      "Length : 1712\n",
      "ROI : 0.06809257214587977\n",
      "Working on : DFS\n",
      "Length : 1712\n",
      "ROI : -0.09503235883359229\n",
      "Working on : DG\n",
      "Length : 1712\n",
      "ROI : 0.04991240509102314\n",
      "Working on : DGICA\n",
      "Length : 1712\n",
      "ROI : 0.003306424289864022\n",
      "Working on : DGII\n",
      "Length : 1712\n",
      "ROI : -0.03595246855173632\n",
      "Working on : DGLY\n",
      "Length : 1712\n",
      "ROI : 0.43849549285852\n",
      "Working on : DGX\n",
      "Length : 1712\n",
      "ROI : 0.10555622212158171\n",
      "Working on : DHI\n",
      "Length : 1712\n",
      "ROI : 0.03801102125968379\n",
      "Working on : DHIL\n",
      "Length : 1712\n",
      "ROI : 0.10555882332562945\n",
      "Working on : DHR\n",
      "Length : 1712\n",
      "ROI : 0.1104651818828038\n",
      "Working on : DHX\n",
      "Length : 1712\n",
      "ROI : -0.1203899793584865\n",
      "Working on : DIN\n",
      "Length : 1712\n",
      "ROI : -0.02649985637038841\n",
      "Working on : DIOD\n",
      "Length : 1712\n",
      "ROI : 0.20943827533384657\n",
      "Working on : DIS\n",
      "Length : 1712\n",
      "ROI : -0.020903920269688403\n",
      "Working on : DISCA\n",
      "Length : 1712\n",
      "ROI : -0.3621456897242765\n",
      "Working on : DISCK\n",
      "Length : 1712\n",
      "ROI : -0.11468664166782423\n",
      "Working on : DISH\n",
      "Length : 1712\n",
      "ROI : -0.06331681473959051\n",
      "Working on : DIT\n",
      "Length : 1712\n",
      "ROI : -0.13137053487624556\n",
      "Working on : DJCO\n",
      "Length : 1712\n",
      "ROI : -0.13981601308238578\n",
      "Working on : DK\n",
      "Length : 1712\n",
      "ROI : -0.009005086108448862\n",
      "Working on : DKS\n",
      "Length : 1712\n",
      "ROI : 0.33261423097199483\n",
      "Working on : DLA\n",
      "Length : 1712\n",
      "ROI : -0.09874181458456766\n",
      "Working on : DLB\n",
      "Length : 1712\n",
      "ROI : -0.017001699980861255\n",
      "Working on : DLHC\n",
      "Length : 1712\n",
      "ROI : 0.10181124383117944\n",
      "Working on : DLR\n",
      "Length : 1712\n",
      "ROI : 0.00039696550312071235\n",
      "Working on : DLTH\n",
      "Length : 1712\n",
      "ROI : -0.03189461752747299\n",
      "Working on : DLTR\n",
      "Length : 1712\n",
      "ROI : -0.026225004466809903\n",
      "Working on : DLX\n",
      "Length : 1712\n",
      "ROI : -0.17705441566712252\n",
      "Working on : DMRC\n",
      "Length : 1712\n",
      "ROI : 0.017743483062844193\n",
      "Working on : DNLI\n",
      "Length : 1373\n",
      "ROI : -0.2256745649131089\n",
      "Working on : DNOW\n",
      "Length : 1712\n",
      "ROI : 0.16100588259669282\n",
      "Working on : DOC\n",
      "Length : 1712\n",
      "ROI : -0.05451480874329893\n",
      "Working on : DOOR\n",
      "Length : 1712\n",
      "ROI : 0.11452201275320541\n",
      "Working on : DORM\n",
      "Length : 1712\n",
      "ROI : -0.15723110346118466\n",
      "Working on : DOV\n",
      "Length : 1712\n",
      "ROI : 0.03769639969263533\n",
      "Working on : DPZ\n",
      "Length : 1712\n",
      "ROI : 0.03891801462067528\n",
      "Working on : DRE\n",
      "Length : 1712\n",
      "ROI : 0.013864497597915786\n",
      "Working on : DRH\n",
      "Length : 1712\n",
      "ROI : 0.014769200687167569\n",
      "Working on : DRI\n",
      "Length : 1712\n",
      "ROI : -0.16147645481379488\n",
      "Working on : DRNA\n",
      "Length : 1712\n",
      "ROI : -0.2643685003106324\n",
      "Working on : DRQ\n",
      "Length : 1712\n",
      "ROI : -0.17180456935465957\n",
      "Working on : DRRX\n",
      "Length : 1712\n",
      "ROI : -0.0786266066146774\n",
      "Working on : DS\n",
      "Length : 1712\n",
      "ROI : 0.0521281411050846\n",
      "Working on : DSKE\n",
      "Length : 1712\n",
      "ROI : -0.0001774838490430836\n",
      "Working on : DSPG\n",
      "Length : 1712\n",
      "ROI : 0.2744388728564339\n",
      "Working on : DSS\n",
      "Length : 1712\n",
      "ROI : 1.749406148142831\n",
      "Working on : DTE\n",
      "Length : 1712\n",
      "ROI : -0.030408223692450432\n",
      "Working on : DUK\n",
      "Length : 1712\n",
      "ROI : 0.013046882516154396\n",
      "Working on : DVA\n",
      "Length : 1712\n",
      "ROI : 0.027356357977916836\n",
      "Working on : DVAX\n",
      "Length : 1712\n",
      "ROI : 0.5437168789784319\n",
      "Working on : DVD\n",
      "Length : 1712\n",
      "ROI : 0.029526808417749108\n",
      "Working on : DVN\n",
      "Length : 1712\n",
      "ROI : 0.09066185047272209\n",
      "Working on : DWSN\n",
      "Length : 1712\n",
      "ROI : -0.16897479760878026\n",
      "Working on : DX\n",
      "Length : 1712\n",
      "ROI : -0.03842915070594775\n",
      "Working on : DXC\n",
      "Length : 1712\n",
      "ROI : 0.05288778870717098\n",
      "Working on : DXCM\n",
      "Length : 1712\n",
      "ROI : 0.3527405876322933\n",
      "Working on : DXLG\n",
      "Length : 1712\n",
      "ROI : 0.5592150378636527\n",
      "Working on : DXPE\n",
      "Length : 1712\n",
      "ROI : 0.03258636511390158\n",
      "Working on : DXYN\n",
      "Length : 1712\n",
      "ROI : 0.29491129619991596\n",
      "Working on : DY\n",
      "Length : 1712\n",
      "ROI : 0.05423359544949778\n",
      "Working on : DZSI\n",
      "Length : 1712\n",
      "ROI : -0.4002040079590891\n",
      "Working on : EA\n",
      "Length : 1712\n",
      "ROI : -0.06201496132482473\n",
      "Working on : EARN\n",
      "Length : 1712\n",
      "ROI : 0.029440005104573508\n",
      "Working on : EAT\n",
      "Length : 1712\n",
      "ROI : -0.2626472193723477\n",
      "Working on : EBAY\n",
      "Length : 1712\n",
      "ROI : 0.16463925575428426\n",
      "Working on : EBF\n",
      "Length : 1712\n",
      "ROI : -0.07923536373573208\n",
      "Working on : EBIX\n",
      "Length : 1712\n",
      "ROI : -0.011163430977700619\n",
      "Working on : EBMT\n",
      "Length : 1712\n",
      "ROI : 0.03929753652691547\n",
      "Working on : EBS\n",
      "Length : 1712\n",
      "ROI : -0.674756593636958\n",
      "Working on : EBSB\n",
      "Length : 1712\n",
      "ROI : -0.12019673479130055\n",
      "Working on : EBTC\n",
      "Length : 1712\n",
      "ROI : -0.019996985609141073\n",
      "Working on : ECHO\n",
      "Length : 1712\n",
      "ROI : 0.17028872531565784\n",
      "Working on : ECL\n",
      "Length : 1712\n",
      "ROI : -0.023359843800029152\n",
      "Working on : ECOL\n",
      "Length : 1712\n",
      "ROI : 0.18448646401138896\n",
      "Working on : ECOM\n",
      "Length : 1712\n",
      "ROI : 0.14287652849642057\n",
      "Working on : ECPG\n",
      "Length : 1712\n",
      "ROI : -0.0854002556063443\n",
      "Working on : ED\n",
      "Length : 1712\n",
      "ROI : -0.023368988129315277\n",
      "Working on : EDIT\n",
      "Length : 1712\n",
      "ROI : -0.25092687527499496\n",
      "Working on : EDUC\n",
      "Length : 1712\n",
      "ROI : -0.1847885160996658\n",
      "Working on : EEFT\n",
      "Length : 1712\n",
      "ROI : 0.03180702660614481\n",
      "Working on : EEX\n",
      "Length : 1597\n",
      "ROI : -0.5191216410320929\n",
      "Working on : EFC\n",
      "Length : 1712\n",
      "ROI : -0.10841996245514766\n",
      "Working on : EFOI\n",
      "Length : 1712\n",
      "ROI : -0.22651091738353366\n",
      "Working on : EFSC\n",
      "Length : 1712\n",
      "ROI : 0.0560081379445016\n",
      "Working on : EFX\n",
      "Length : 1712\n",
      "ROI : 0.041813451285261004\n",
      "Working on : EGAN\n",
      "Length : 1712\n",
      "ROI : -0.23300896762692624\n",
      "Working on : EGBN\n",
      "Length : 1712\n",
      "ROI : -0.012438653853789054\n",
      "Working on : EGHT\n",
      "Length : 1712\n",
      "ROI : -0.2817265434921363\n",
      "Working on : EGLE\n",
      "Length : 1712\n",
      "ROI : 0.1071243138386547\n",
      "Working on : EGP\n",
      "Length : 1712\n",
      "ROI : -0.024791746489262467\n",
      "Working on : EGRX\n",
      "Length : 1712\n",
      "ROI : -0.05125291824096469\n",
      "Working on : EGY\n",
      "Length : 1712\n",
      "ROI : -0.21905869233492753\n",
      "Working on : EHC\n",
      "Length : 1712\n",
      "ROI : -0.13327072180140925\n",
      "Working on : EHTH\n",
      "Length : 1712\n",
      "ROI : -0.3340604690865557\n",
      "Working on : EIG\n",
      "Length : 1712\n",
      "ROI : -0.0011346953538852904\n",
      "Working on : EIGR\n",
      "Length : 1712\n",
      "ROI : 0.13705798536763353\n",
      "Working on : EIX\n",
      "Length : 1712\n",
      "ROI : 0.1632525436137511\n",
      "Working on : EKSO\n",
      "Length : 1712\n",
      "ROI : -0.06437556722935633\n",
      "Working on : EL\n",
      "Length : 1712\n",
      "ROI : -0.018331533569493567\n",
      "Working on : ELF\n",
      "Length : 1712\n",
      "ROI : 0.13349287890686226\n",
      "Working on : ELMD\n",
      "Length : 1712\n",
      "ROI : 0.16768898988384612\n",
      "Working on : ELOX\n",
      "Length : 1712\n",
      "ROI : 0.4850004899396714\n",
      "Working on : ELS\n",
      "Length : 1712\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ROI : -0.006148247153702203\n",
      "Working on : ELSE\n",
      "Length : 1712\n",
      "ROI : -0.03878991532157993\n",
      "Working on : ELVT\n",
      "Length : 1619\n",
      "ROI : -0.23808938062412885\n",
      "Working on : ELY\n",
      "Length : 1712\n",
      "ROI : -0.0521512068621163\n",
      "Working on : EMAN\n",
      "Length : 1712\n",
      "ROI : 0.2982564052435659\n",
      "Working on : EMCF\n",
      "Length : 1712\n",
      "ROI : -0.04245928958083102\n",
      "Working on : EME\n",
      "Length : 1712\n",
      "ROI : -0.08064145588175722\n",
      "Working on : EMKR\n",
      "Length : 1712\n",
      "ROI : -0.08428592579880506\n",
      "Working on : EML\n",
      "Length : 1712\n",
      "ROI : -0.10078127496999778\n",
      "Working on : EMMS\n",
      "Length : 1705\n",
      "ROI : -0.012700502535761804\n",
      "Working on : EMN\n",
      "Length : 1712\n",
      "ROI : -0.012435240313435025\n",
      "Working on : EMR\n",
      "Length : 1712\n",
      "ROI : 0.03307780828005558\n",
      "Working on : ENDP\n",
      "Length : 1712\n",
      "ROI : -0.2141712592397998\n",
      "Working on : ENG\n",
      "Length : 1712\n",
      "ROI : -0.5130285505447538\n",
      "Working on : ENPH\n",
      "Length : 1712\n",
      "ROI : -0.3357216100158559\n",
      "Working on : ENR\n",
      "Length : 1712\n",
      "ROI : 0.1247946833595148\n",
      "Working on : ENS\n",
      "Length : 1712\n",
      "ROI : -0.11506112783891714\n",
      "Working on : ENSG\n",
      "Length : 1712\n",
      "ROI : -0.1616965855186304\n",
      "Working on : ENSV\n",
      "Length : 1712\n",
      "ROI : -0.19373654894084133\n",
      "Working on : ENTA\n",
      "Length : 1712\n",
      "ROI : 0.11892124955496704\n",
      "Working on : ENTG\n",
      "Length : 1712\n",
      "ROI : 0.11483562322049552\n",
      "Working on : ENV\n",
      "Length : 1712\n",
      "ROI : 0.013104733655429609\n",
      "Working on : ENVA\n",
      "Length : 1712\n",
      "ROI : -0.023466214562608067\n",
      "Working on : ENZ\n",
      "Length : 1712\n",
      "ROI : 0.020763897925018048\n",
      "Working on : EOG\n",
      "Length : 1712\n",
      "ROI : 0.06304964494669485\n",
      "Working on : EPAM\n",
      "Length : 1712\n",
      "ROI : 0.1379193665954795\n",
      "Working on : EPAY\n",
      "Length : 1712\n",
      "ROI : 0.33730427662114487\n",
      "Working on : EPC\n",
      "Length : 1712\n",
      "ROI : 0.002698722528911327\n",
      "Working on : EPM\n",
      "Length : 1712\n",
      "ROI : 0.13873873927849542\n",
      "Working on : EPR\n",
      "Length : 1712\n",
      "ROI : 0.08781977236505371\n",
      "Working on : EPZM\n",
      "Length : 1712\n",
      "ROI : 0.4963046804474439\n",
      "Working on : EQBK\n",
      "Length : 1712\n",
      "ROI : 0.07571808958233588\n",
      "Working on : EQC\n",
      "Length : 1712\n",
      "ROI : -0.03029329186229793\n",
      "Working on : EQIX\n",
      "Length : 1712\n",
      "ROI : 0.10894720331398285\n",
      "Working on : EQR\n",
      "Length : 1712\n",
      "ROI : -0.008250917339347292\n",
      "Working on : EQT\n",
      "Length : 1712\n",
      "ROI : -0.05558743692261643\n",
      "Working on : ERIE\n",
      "Length : 1712\n",
      "ROI : -0.06800007536578948\n",
      "Working on : ERII\n",
      "Length : 1712\n",
      "ROI : -0.1335586409377077\n",
      "Working on : ES\n",
      "Length : 1712\n",
      "ROI : 0.017614785584834924\n",
      "Working on : ESBK\n",
      "Length : 1712\n",
      "ROI : 0.010294560605888075\n",
      "Working on : ESCA\n",
      "Length : 1712\n",
      "ROI : -0.16531699986057966\n",
      "Working on : ESE\n",
      "Length : 1712\n",
      "ROI : 0.002678967102849164\n",
      "Working on : ESGR\n",
      "Length : 1712\n",
      "ROI : -0.0773084150815977\n",
      "Working on : ESNT\n",
      "Length : 1712\n",
      "ROI : -0.02216384379485831\n",
      "Working on : ESP\n",
      "Length : 1712\n",
      "ROI : -0.048536532501280205\n",
      "Working on : ESPR\n",
      "Length : 1712\n",
      "ROI : -0.022056758574233747\n",
      "Working on : ESRT\n",
      "Length : 1712\n",
      "ROI : -0.2237862799473397\n",
      "Working on : ESS\n",
      "Length : 1712\n",
      "ROI : -0.0528497325659161\n",
      "Working on : ESSA\n",
      "Length : 1712\n",
      "ROI : -0.009499155215594109\n",
      "Working on : ESTE\n",
      "Length : 1712\n",
      "ROI : -0.05636479758983513\n",
      "Working on : ESXB\n",
      "Length : 1712\n",
      "ROI : 0.08885515873026106\n",
      "Working on : ETH\n",
      "Length : 1705\n",
      "ROI : -0.1324675549525651\n",
      "Working on : ETN\n",
      "Length : 1712\n",
      "ROI : 0.11302308346026323\n",
      "Working on : ETR\n",
      "Length : 1712\n",
      "ROI : 0.0882581976472695\n",
      "Working on : ETSY\n",
      "Length : 1712\n",
      "ROI : 0.20685344902385458\n",
      "Working on : EVBG\n",
      "Length : 1712\n",
      "ROI : 0.16721393739218723\n",
      "Working on : EVBN\n",
      "Length : 1712\n",
      "ROI : 0.04028140725032898\n",
      "Working on : EVC\n",
      "Length : 1712\n",
      "ROI : 0.16301070312886554\n",
      "Working on : EVFM\n",
      "Length : 1712\n",
      "ROI : -0.438837165639641\n",
      "Working on : EVH\n",
      "Length : 1712\n",
      "ROI : 0.09076129006510798\n",
      "Working on : EVI\n",
      "Length : 1712\n",
      "ROI : 0.0631028888629154\n",
      "Working on : EVOK\n",
      "Length : 1712\n",
      "ROI : -0.49456312363680366\n",
      "Working on : EVOL\n",
      "Length : 1712\n",
      "ROI : -0.03270066732623471\n",
      "Working on : EVR\n",
      "Length : 1712\n",
      "ROI : -0.09721583678502313\n",
      "Working on : EVRG\n",
      "Length : 1712\n",
      "ROI : 0.0705926618870552\n",
      "Working on : EVRI\n",
      "Length : 1712\n",
      "ROI : -0.16469095800493902\n",
      "Working on : EVTC\n",
      "Length : 1712\n",
      "ROI : 0.040152677864664615\n",
      "Working on : EW\n",
      "Length : 1712\n",
      "ROI : 0.10083533616122753\n",
      "Working on : EWBC\n",
      "Length : 1712\n",
      "ROI : -0.0025984425629603696\n",
      "Working on : EXAS\n",
      "Length : 1712\n",
      "ROI : -0.15866972075229363\n",
      "Working on : EXC\n",
      "Length : 1712\n",
      "ROI : 0.04185651495261057\n",
      "Working on : EXEL\n",
      "Length : 1712\n",
      "ROI : 0.14033251852492742\n",
      "Working on : EXLS\n",
      "Length : 1712\n",
      "ROI : 0.17706384449911994\n",
      "Working on : EXP\n",
      "Length : 1712\n",
      "ROI : 0.06497518541560576\n",
      "Working on : EXPD\n",
      "Length : 1712\n",
      "ROI : -0.026303914032725282\n",
      "Working on : EXPE\n",
      "Length : 1712\n",
      "ROI : -0.12195110776820263\n",
      "Working on : EXPO\n",
      "Length : 1712\n",
      "ROI : 0.23021222041622502\n",
      "Working on : EXPR\n",
      "Length : 1712\n",
      "ROI : 0.13443891870611874\n",
      "Working on : EXR\n",
      "Length : 1712\n",
      "ROI : 0.10906483730168547\n",
      "Working on : EXTN\n",
      "Length : 1712\n",
      "ROI : 0.09727267823328335\n",
      "Working on : EXTR\n",
      "Length : 1712\n",
      "ROI : -0.12619495715341436\n",
      "Working on : EYE\n",
      "Length : 1415\n",
      "ROI : 0.05569733497196061\n",
      "Working on : EYEG\n",
      "Length : 1712\n",
      "ROI : -0.017676807991042716\n",
      "Working on : EYES\n",
      "Length : 1712\n",
      "ROI : 0.13320704357250018\n",
      "Working on : EYPT\n",
      "Length : 1712\n",
      "ROI : 0.08663668704417606\n",
      "Working on : EZPW\n",
      "Length : 1712\n",
      "ROI : 0.16901533584165002\n",
      "Working on : F\n",
      "Length : 1712\n",
      "ROI : -0.2864198001960879\n",
      "Working on : FAF\n",
      "Length : 1712\n",
      "ROI : -0.06482979494260892\n",
      "Working on : FANG\n",
      "Length : 1712\n",
      "ROI : 0.016423911279312888\n",
      "Working on : FARM\n",
      "Length : 1712\n",
      "ROI : 0.1613503028663356\n",
      "Working on : FARO\n",
      "Length : 1712\n",
      "ROI : -0.061152872459789974\n",
      "Working on : FAST\n",
      "Length : 1712\n",
      "ROI : 0.11516129292706469\n",
      "Working on : FATE\n",
      "Length : 1712\n",
      "ROI : -0.6112942296308741\n",
      "Working on : FB\n",
      "Length : 1712\n",
      "ROI : 0.11182244694583988\n",
      "Working on : FBC\n",
      "Length : 1712\n",
      "ROI : 0.047906457306441066\n",
      "Working on : FBHS\n",
      "Length : 1712\n",
      "ROI : -0.04338612900116274\n",
      "Working on : FBIO\n",
      "Length : 1712\n",
      "ROI : -0.0728204646702153\n",
      "Working on : FBIZ\n",
      "Length : 1712\n",
      "ROI : -0.0072006449495362656\n",
      "Working on : FBK\n",
      "Length : 1712\n",
      "ROI : 0.025389386822529836\n",
      "Working on : FBMS\n",
      "Length : 1712\n",
      "ROI : 0.08281650795676375\n",
      "Working on : FBNC\n",
      "Length : 1712\n",
      "ROI : 0.1142281538655206\n",
      "Working on : FBP\n",
      "Length : 1712\n",
      "ROI : -0.014095731078152696\n",
      "Working on : FC\n",
      "Length : 1712\n",
      "ROI : -0.07543519206451235\n",
      "Working on : FCAP\n",
      "Length : 1712\n",
      "ROI : -0.03380469938576717\n",
      "Working on : FCBC\n",
      "Length : 1712\n",
      "ROI : 0.1134086459088832\n",
      "Working on : FCCO\n",
      "Length : 1712\n",
      "ROI : -0.03670369786387106\n",
      "Working on : FCCY\n",
      "Length : 1712\n",
      "ROI : 0.14450081343432072\n",
      "Working on : FCEL\n",
      "Length : 1712\n",
      "ROI : 0.11747464006692727\n",
      "Working on : FCF\n",
      "Length : 1712\n",
      "ROI : -0.06487858596208837\n",
      "Working on : FCFS\n",
      "Length : 1712\n",
      "ROI : 0.08739343690916188\n",
      "Working on : FCN\n",
      "Length : 1712\n",
      "ROI : 0.07089145477595299\n",
      "Working on : FCNCA\n",
      "Length : 1712\n",
      "ROI : 0.10125229438504378\n",
      "Working on : FCPT\n",
      "Length : 1712\n",
      "ROI : -0.13062496702491422\n",
      "Working on : FCX\n",
      "Length : 1712\n",
      "ROI : -0.06174205928256778\n",
      "Working on : FDBC\n",
      "Length : 1712\n",
      "ROI : 0.034305264698417326\n",
      "Working on : FDP\n",
      "Length : 1712\n",
      "ROI : -0.08511444068092297\n",
      "Working on : FDS\n",
      "Length : 1712\n",
      "ROI : 0.163087542391353\n",
      "Working on : FDX\n",
      "Length : 1712\n",
      "ROI : -0.13756830606297824\n",
      "Working on : FE\n",
      "Length : 1712\n",
      "ROI : -0.04109629251905425\n",
      "Working on : FEIM\n",
      "Length : 1712\n",
      "ROI : -0.005206254026365153\n",
      "Working on : FELE\n",
      "Length : 1712\n",
      "ROI : 0.08449804783852422\n",
      "Working on : FET\n",
      "Length : 1712\n",
      "ROI : 0.23598555859816536\n",
      "Working on : FEYE\n",
      "Length : 1712\n",
      "ROI : -0.08319676067319372\n",
      "Working on : FF\n",
      "Length : 1712\n",
      "ROI : -0.052846502750276955\n",
      "Working on : FFBC\n",
      "Length : 1712\n",
      "ROI : -0.0076043186921839106\n",
      "Working on : FFIC\n",
      "Length : 1712\n",
      "ROI : -0.029163770856548473\n",
      "Working on : FFIN\n",
      "Length : 1712\n",
      "ROI : -0.0908102256103971\n",
      "Working on : FFIV\n",
      "Length : 1712\n",
      "ROI : -0.0006842502408222493\n",
      "Working on : FFNW\n",
      "Length : 1712\n",
      "ROI : 0.009394884238065653\n",
      "Working on : FFWM\n",
      "Length : 1712\n",
      "ROI : 0.12410470347036531\n",
      "Working on : FGBI\n",
      "Length : 1712\n",
      "ROI : -0.03226285772134278\n",
      "Working on : FGEN\n",
      "Length : 1712\n",
      "ROI : -0.5765699477767318\n",
      "Working on : FHB\n",
      "Length : 1712\n",
      "ROI : -0.12584924749965723\n",
      "Working on : FHN\n",
      "Length : 1712\n",
      "ROI : -0.12936690401776293\n",
      "Working on : FI\n",
      "Length : 1712\n",
      "ROI : 0.25182962272501935\n",
      "Working on : FIBK\n",
      "Length : 1712\n",
      "ROI : -0.045773998191627155\n",
      "Working on : FICO\n",
      "Length : 1712\n",
      "ROI : -0.06271243612663698\n",
      "Working on : FIS\n",
      "Length : 1712\n",
      "ROI : -0.05391876748896657\n",
      "Working on : FISI\n",
      "Length : 1712\n",
      "ROI : 0.0687127629035243\n",
      "Working on : FISV\n",
      "Length : 1712\n",
      "ROI : 0.025448907474950835\n",
      "Working on : FITB\n",
      "Length : 1712\n",
      "ROI : -0.03389630489413804\n",
      "Working on : FIVE\n",
      "Length : 1712\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ROI : -0.015059901866785064\n",
      "Working on : FIVN\n",
      "Length : 1712\n",
      "ROI : -0.11730257788579145\n",
      "Working on : FIX\n",
      "Length : 1712\n",
      "ROI : -0.08473249580301281\n",
      "Working on : FIZZ\n",
      "Length : 1712\n",
      "ROI : 0.17618437935194853\n",
      "Working on : FL\n",
      "Length : 1712\n",
      "ROI : -0.022937440098521965\n",
      "Working on : FLDM\n",
      "Length : 1690\n",
      "ROI : 0.28140132198541223\n",
      "Working on : FLIC\n",
      "Length : 1712\n",
      "ROI : -0.10019426641884736\n",
      "Working on : FLL\n",
      "Length : 1712\n",
      "ROI : -0.040458679605731115\n",
      "Working on : FLMN\n",
      "Length : 1412\n",
      "ROI : 0.02399127244496117\n",
      "Working on : FLNT\n",
      "Length : 1712\n",
      "ROI : -0.023618841760048956\n",
      "Working on : FLO\n",
      "Length : 1712\n",
      "ROI : 0.02462238111637857\n",
      "Working on : FLOW\n",
      "Length : 1712\n",
      "ROI : 0.05942846172531593\n",
      "Working on : FLR\n",
      "Length : 1712\n",
      "ROI : 0.3190303609455869\n",
      "Working on : FLS\n",
      "Length : 1712\n",
      "ROI : -0.040163392749882676\n",
      "Working on : FLT\n",
      "Length : 1712\n",
      "ROI : 0.06081682857619863\n",
      "Working on : FLWS\n",
      "Length : 1712\n",
      "ROI : 0.21347420653971522\n",
      "Working on : FLXN\n",
      "Length : 1712\n",
      "ROI : -0.1288664787913049\n",
      "Working on : FLXS\n",
      "Length : 1712\n",
      "ROI : -0.08030518287823038\n",
      "Working on : FMAO\n",
      "Length : 1712\n",
      "ROI : 0.009000295440211744\n",
      "Working on : FMBH\n",
      "Length : 1712\n",
      "ROI : 0.006694205572291493\n",
      "Working on : FMBI\n",
      "Length : 1712\n",
      "ROI : 0.015477074561250415\n",
      "Working on : FMC\n",
      "Length : 1712\n",
      "ROI : -0.02314186767294439\n",
      "Working on : FMNB\n",
      "Length : 1712\n",
      "ROI : -0.0040375475462003756\n",
      "Working on : FN\n",
      "Length : 1712\n",
      "ROI : 0.09768678082007251\n",
      "Working on : FNB\n",
      "Length : 1712\n",
      "ROI : -0.167097253918175\n",
      "Working on : FNCB\n",
      "Length : 1712\n",
      "ROI : 0.07931824887449802\n",
      "Working on : FND\n",
      "Length : 1598\n",
      "ROI : 0.17300161926228902\n",
      "Working on : FNF\n",
      "Length : 1712\n",
      "ROI : -0.15271380867208575\n",
      "Working on : FNHC\n",
      "Length : 1712\n",
      "ROI : -0.1988346377956004\n",
      "Working on : FNKO\n",
      "Length : 1409\n",
      "ROI : 0.1872833832549488\n",
      "Working on : FNLC\n",
      "Length : 1712\n",
      "ROI : -0.10935658919019657\n",
      "Working on : FNWB\n",
      "Length : 1712\n",
      "ROI : -0.1727335500367272\n",
      "Working on : FOE\n",
      "Length : 1712\n",
      "ROI : -0.027188066555426285\n",
      "Working on : FOLD\n",
      "Length : 1712\n",
      "ROI : -0.0028445660114599794\n",
      "Working on : FONR\n",
      "Length : 1712\n",
      "ROI : 0.11538992027281564\n",
      "Working on : FOR\n",
      "Length : 1712\n",
      "ROI : -0.08923103569020165\n",
      "Working on : FORD\n",
      "Length : 1712\n",
      "ROI : -0.1620989020627647\n",
      "Working on : FORM\n",
      "Length : 1712\n",
      "ROI : 0.05238437148719103\n",
      "Working on : FORR\n",
      "Length : 1712\n",
      "ROI : 0.11813748291899522\n",
      "Working on : FOSL\n",
      "Length : 1712\n",
      "ROI : -0.06881910867898292\n",
      "Working on : FOXF\n",
      "Length : 1712\n",
      "ROI : -0.06971401535542333\n",
      "Working on : FPI\n",
      "Length : 1712\n",
      "ROI : -0.04766384541043731\n",
      "Working on : FR\n",
      "Length : 1712\n",
      "ROI : 0.0009455600699031837\n",
      "Working on : FRBA\n",
      "Length : 1712\n",
      "ROI : -0.037434882842154044\n",
      "Working on : FRBK\n",
      "Length : 1712\n",
      "ROI : 0.019409736133575516\n",
      "Working on : FRC\n",
      "Length : 1712\n",
      "ROI : 0.08303778244490499\n",
      "Working on : FRD\n",
      "Length : 1712\n",
      "ROI : -0.08862011563853922\n",
      "Working on : FRGI\n",
      "Length : 1712\n",
      "ROI : -0.016854645683737696\n",
      "Working on : FRME\n",
      "Length : 1712\n",
      "ROI : -0.038514292095203656\n",
      "Working on : FRPH\n",
      "Length : 1712\n",
      "ROI : 0.024493726241908455\n",
      "Working on : FRPT\n",
      "Length : 1712\n",
      "ROI : -0.07322730862624226\n",
      "Working on : FRT\n",
      "Length : 1712\n",
      "ROI : 0.008010887121931563\n",
      "Working on : FRTA\n",
      "Length : 1712\n",
      "ROI : 0.03979116242233686\n",
      "Working on : FSBW\n",
      "Length : 1712\n",
      "ROI : -0.08598865690189587\n",
      "Working on : FSFG\n",
      "Length : 1712\n",
      "ROI : 0.0204082116536229\n",
      "Working on : FSLR\n",
      "Length : 1712\n",
      "ROI : 0.2848243508524022\n",
      "Working on : FSP\n",
      "Length : 1712\n",
      "ROI : 0.005027871361738593\n",
      "Working on : FSS\n",
      "Length : 1712\n",
      "ROI : -0.09401050896710549\n",
      "Working on : FSTR\n",
      "Length : 1712\n",
      "ROI : -0.07089886589734974\n",
      "Working on : FTEK\n",
      "Length : 1712\n",
      "ROI : -1.897816637964233\n",
      "Working on : FTI\n",
      "Length : 1712\n",
      "ROI : -0.2656853947573966\n",
      "Working on : FTK\n",
      "Length : 1712\n",
      "ROI : 0.010208741320419988\n",
      "Working on : FTNT\n",
      "Length : 1712\n",
      "ROI : 0.20771357298068793\n",
      "Working on : FTV\n",
      "Length : 1712\n",
      "ROI : -0.04661937901315465\n",
      "Working on : FUL\n",
      "Length : 1712\n",
      "ROI : 0.06558686175524278\n",
      "Working on : FULT\n",
      "Length : 1712\n",
      "ROI : -0.042215059269566105\n",
      "Working on : FUNC\n",
      "Length : 1712\n",
      "ROI : 0.07354303558401697\n",
      "Working on : FUSB\n",
      "Length : 1712\n",
      "ROI : -0.13467113273331285\n",
      "Working on : FVE\n",
      "Length : 1712\n",
      "ROI : -0.18547727647567927\n",
      "Working on : FWONA\n",
      "Length : 1712\n",
      "ROI : -0.07714276755543432\n",
      "Working on : FWONK\n",
      "Length : 1712\n",
      "ROI : -0.055018745380781046\n",
      "Working on : FWRD\n",
      "Length : 1712\n",
      "ROI : -0.06723699463478244\n",
      "Working on : G\n",
      "Length : 1712\n",
      "ROI : -0.07290723122152407\n",
      "Working on : GABC\n",
      "Length : 1712\n",
      "ROI : -0.019399645074236582\n",
      "Working on : GAIA\n",
      "Length : 1712\n",
      "ROI : -0.22314675702634224\n",
      "Working on : GALT\n",
      "Length : 1712\n",
      "ROI : 0.28719364785015894\n",
      "Working on : GATX\n",
      "Length : 1712\n",
      "ROI : -0.08763350889684399\n",
      "Working on : GBCI\n",
      "Length : 1712\n",
      "ROI : -0.10952623900749953\n",
      "Working on : GBL\n",
      "Length : 1712\n",
      "ROI : -0.08760800914410356\n",
      "Working on : GBLI\n",
      "Length : 1712\n",
      "ROI : 0.013059019240010912\n",
      "Working on : GBT\n",
      "Length : 1712\n",
      "ROI : -0.01151297734930918\n",
      "Working on : GBX\n",
      "Length : 1712\n",
      "ROI : 0.18003204913589402\n",
      "Working on : GCBC\n",
      "Length : 1712\n",
      "ROI : 0.06895540864245313\n",
      "Working on : GCI\n",
      "Length : 1712\n",
      "ROI : 0.2611060338241754\n",
      "Working on : GCO\n",
      "Length : 1712\n",
      "ROI : 0.11550494110971508\n",
      "Working on : GCP\n",
      "Length : 1712\n",
      "ROI : 0.07604816479697424\n",
      "Working on : GD\n",
      "Length : 1712\n",
      "ROI : 0.04759437916361242\n",
      "Working on : GDDY\n",
      "Length : 1712\n",
      "ROI : -0.09029250200549636\n",
      "Working on : GDEN\n",
      "Length : 1712\n",
      "ROI : 0.05103465090336074\n",
      "Working on : GDOT\n",
      "Length : 1712\n",
      "ROI : 0.12399295736266175\n",
      "Working on : GDP\n",
      "Length : 1712\n",
      "ROI : 0.19196398326112954\n",
      "Working on : GE\n",
      "Length : 1712\n",
      "ROI : -0.1287248439899516\n",
      "Working on : GEF\n",
      "Length : 1712\n",
      "ROI : 0.05402617955264342\n",
      "Working on : GENC\n",
      "Length : 1712\n",
      "ROI : 0.040726633117032666\n",
      "Working on : GEO\n",
      "Length : 1712\n",
      "ROI : -0.08316955054625164\n",
      "Working on : GEOS\n",
      "Length : 1712\n",
      "ROI : -0.13356800053946033\n",
      "Working on : GERN\n",
      "Length : 1712\n",
      "ROI : 0.2823455541131352\n",
      "Working on : GES\n",
      "Length : 1712\n",
      "ROI : -0.19283695099484902\n",
      "Working on : GEVO\n",
      "Length : 1712\n",
      "ROI : 0.19438849397729807\n",
      "Working on : GFED\n",
      "Length : 1712\n",
      "ROI : 0.1271480257538252\n",
      "Working on : GFF\n",
      "Length : 1712\n",
      "ROI : -0.02891174253701806\n",
      "Working on : GGG\n",
      "Length : 1712\n",
      "ROI : -0.01254673577578886\n",
      "Working on : GHC\n",
      "Length : 1712\n",
      "ROI : -0.04592483106090359\n",
      "Working on : GHL\n",
      "Length : 1712\n",
      "ROI : -0.04020623466174227\n",
      "Working on : GHM\n",
      "Length : 1712\n",
      "ROI : 0.03254074868533151\n",
      "Working on : GIFI\n",
      "Length : 1712\n",
      "ROI : -0.010588149484183835\n",
      "Working on : GIII\n",
      "Length : 1712\n",
      "ROI : 0.07445943238943611\n",
      "Working on : GILD\n",
      "Length : 1712\n",
      "ROI : -0.036493266164827155\n",
      "Working on : GIS\n",
      "Length : 1712\n",
      "ROI : -0.03026820597372627\n",
      "Working on : GKOS\n",
      "Length : 1712\n",
      "ROI : -0.09721232088400157\n",
      "Working on : GLBZ\n",
      "Length : 1712\n",
      "ROI : -0.02894538240073826\n",
      "Working on : GLDD\n",
      "Length : 1712\n",
      "ROI : -0.049227963914348284\n",
      "Working on : GLPI\n",
      "Length : 1712\n",
      "ROI : -0.10111955692326506\n",
      "Working on : GLRE\n",
      "Length : 1712\n",
      "ROI : -0.01536473856048177\n",
      "Working on : GLT\n",
      "Length : 1712\n",
      "ROI : 0.07366430262219309\n",
      "Working on : GLW\n",
      "Length : 1712\n",
      "ROI : -0.14877809149016427\n",
      "Working on : GLYC\n",
      "Length : 1712\n",
      "ROI : 0.17631024416755975\n",
      "Working on : GM\n",
      "Length : 1712\n",
      "ROI : -0.23767322083401599\n",
      "Working on : GME\n",
      "Length : 1712\n",
      "ROI : -5.172371167251862\n",
      "Working on : GMED\n",
      "Length : 1712\n",
      "ROI : -0.075956044431219\n",
      "Working on : GMRE\n",
      "Length : 1712\n",
      "ROI : -0.060332088577341236\n",
      "Working on : GMS\n",
      "Length : 1712\n",
      "ROI : 0.037259414275937756\n",
      "Working on : GNCA\n",
      "Length : 1712\n",
      "ROI : 0.03721230073009324\n",
      "Working on : GNE\n",
      "Length : 1712\n",
      "ROI : 0.036125052444169574\n",
      "Working on : GNK\n",
      "Length : 1712\n",
      "ROI : 0.07343501881641554\n",
      "Working on : GNL\n",
      "Length : 1712\n",
      "ROI : -0.14522847670219813\n",
      "Working on : GNRC\n",
      "Length : 1712\n",
      "ROI : 0.05194736999136875\n",
      "Working on : GNTX\n",
      "Length : 1712\n",
      "ROI : -0.055641677728680325\n",
      "Working on : GNTY\n",
      "Length : 1586\n",
      "ROI : -0.045797094207534174\n",
      "Working on : GNW\n",
      "Length : 1712\n",
      "ROI : 0.0064526715505547096\n",
      "Working on : GOGO\n",
      "Length : 1712\n",
      "ROI : 0.15380012414753927\n",
      "Working on : GOLF\n",
      "Length : 1712\n",
      "ROI : -0.01201110888871553\n",
      "Working on : GOOD\n",
      "Length : 1712\n",
      "ROI : -0.09357818212863676\n",
      "Working on : GOOG\n",
      "Length : 1712\n",
      "ROI : 0.1182467860796817\n",
      "Working on : GOOGL\n",
      "Length : 1712\n",
      "ROI : 0.14795384149708432\n",
      "Working on : GORO\n",
      "Length : 1712\n",
      "ROI : 0.051408431270447745\n",
      "Working on : GPC\n",
      "Length : 1712\n",
      "ROI : -0.13322835227446453\n",
      "Working on : GPI\n",
      "Length : 1712\n",
      "ROI : -0.2007150184831362\n",
      "Working on : GPK\n",
      "Length : 1712\n",
      "ROI : 0.07484348702796777\n",
      "Working on : GPMT\n",
      "Length : 1538\n",
      "ROI : 0.007637677229792944\n",
      "Working on : GPN\n",
      "Length : 1712\n",
      "ROI : -0.0209567917113518\n",
      "Working on : GPRE\n",
      "Length : 1712\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ROI : 0.1330823525644222\n",
      "Working on : GPRO\n",
      "Length : 1712\n",
      "ROI : -0.1350542083597031\n",
      "Working on : GPS\n",
      "Length : 1712\n",
      "ROI : -0.10331606257959647\n",
      "Working on : GPX\n",
      "Length : 1712\n",
      "ROI : -0.012738562318264748\n",
      "Working on : GRA\n",
      "Length : 1712\n",
      "ROI : 0.0217129529061383\n",
      "Working on : GRBK\n",
      "Length : 1712\n",
      "ROI : 0.27012235565492265\n",
      "Working on : GRC\n",
      "Length : 1712\n",
      "ROI : -0.011412679869400881\n",
      "Working on : GRMN\n",
      "Length : 1712\n",
      "ROI : 0.14261113102971038\n",
      "Working on : GROW\n",
      "Length : 1712\n",
      "ROI : 0.06453959690842091\n",
      "Working on : GRPN\n",
      "Length : 1712\n",
      "ROI : -0.2763782090645297\n",
      "Working on : GS\n",
      "Length : 1712\n",
      "ROI : 0.07422382741580728\n",
      "Working on : GSAT\n",
      "Length : 1712\n",
      "ROI : 0.6527181754403967\n",
      "Working on : GSBC\n",
      "Length : 1712\n",
      "ROI : 0.05718868270421834\n",
      "Working on : GSIT\n",
      "Length : 1712\n",
      "ROI : 0.10428943812063854\n",
      "Working on : GT\n",
      "Length : 1712\n",
      "ROI : 0.1189741574267023\n",
      "Working on : GTHX\n",
      "Length : 1578\n",
      "ROI : -0.19254344115101654\n",
      "Working on : GTIM\n",
      "Length : 1712\n",
      "ROI : 0.24782626746655118\n",
      "Working on : GTLS\n",
      "Length : 1712\n",
      "ROI : 0.09990726832164407\n",
      "Working on : GTN\n",
      "Length : 1712\n",
      "ROI : -0.013007980550937466\n",
      "Working on : GTS\n",
      "Length : 1712\n",
      "ROI : -0.019790894880359355\n",
      "Working on : GTY\n",
      "Length : 1712\n",
      "ROI : -0.09927455427714951\n",
      "Working on : GTYH\n",
      "Length : 1712\n",
      "ROI : -0.0786894727857483\n",
      "Working on : GVA\n",
      "Length : 1712\n",
      "ROI : -0.00920865689594481\n",
      "Working on : GVP\n",
      "Length : 1712\n",
      "ROI : -0.11969327274166884\n",
      "Working on : GWB\n",
      "Length : 1712\n",
      "ROI : -0.12874086275134955\n",
      "Working on : GWGH\n",
      "Length : 1712\n",
      "ROI : 0.20368067705200948\n",
      "Working on : GWRE\n",
      "Length : 1712\n",
      "ROI : -0.049111447659767125\n",
      "Working on : GWRS\n",
      "Length : 1712\n",
      "ROI : 0.035115187460451815\n",
      "Working on : GWW\n",
      "Length : 1712\n",
      "ROI : -0.03760020297417913\n",
      "Working on : H\n",
      "Length : 1712\n",
      "ROI : 0.008775946176933952\n",
      "Working on : HA\n",
      "Length : 1712\n",
      "ROI : -0.22324974346759888\n",
      "Working on : HAE\n",
      "Length : 1712\n",
      "ROI : 0.30003804566821823\n",
      "Working on : HAFC\n",
      "Length : 1712\n",
      "ROI : -0.04076258334578752\n",
      "Working on : HAIN\n",
      "Length : 1712\n",
      "ROI : 0.014832895755030898\n",
      "Working on : HAL\n",
      "Length : 1712\n",
      "ROI : 0.07860316985445501\n",
      "Working on : HALL\n",
      "Length : 1712\n",
      "ROI : 0.3585025747583669\n",
      "Working on : HALO\n",
      "Length : 1712\n",
      "ROI : -0.23752011847186932\n",
      "Working on : HAS\n",
      "Length : 1712\n",
      "ROI : 0.05708199836404126\n",
      "Working on : HASI\n",
      "Length : 1712\n",
      "ROI : -0.0023398482031645206\n",
      "Working on : HAYN\n",
      "Length : 1712\n",
      "ROI : 0.035536030151538826\n",
      "Working on : HBAN\n",
      "Length : 1712\n",
      "ROI : 0.06525193732484162\n",
      "Working on : HBB\n",
      "Length : 1446\n",
      "ROI : -0.19026951027345318\n",
      "Working on : HBCP\n",
      "Length : 1712\n",
      "ROI : -0.013412821622484125\n",
      "Working on : HBI\n",
      "Length : 1712\n",
      "ROI : 0.03818361874143768\n",
      "Working on : HBIO\n",
      "Length : 1712\n",
      "ROI : -0.014532769628131707\n",
      "Working on : HBMD\n",
      "Length : 1712\n",
      "ROI : -0.057910945628227635\n",
      "Working on : HBNC\n",
      "Length : 1712\n",
      "ROI : 0.09037639550536677\n",
      "Working on : HBP\n",
      "Length : 1712\n",
      "ROI : 0.09214171594346897\n",
      "Working on : HCA\n",
      "Length : 1712\n",
      "ROI : -0.0017872879004396595\n",
      "Working on : HCC\n",
      "Length : 1612\n",
      "ROI : 0.34342409341667585\n",
      "Working on : HCCI\n",
      "Length : 1712\n",
      "ROI : 0.03035138898506761\n",
      "Working on : HCHC\n",
      "Length : 1712\n",
      "ROI : -0.04329774280337399\n",
      "Working on : HCI\n",
      "Length : 1712\n",
      "ROI : 0.2465478837159255\n",
      "Working on : HCKT\n",
      "Length : 1712\n",
      "ROI : 0.09388882186612939\n",
      "Working on : HCSG\n",
      "Length : 1712\n",
      "ROI : 0.03906030266662047\n",
      "Working on : HD\n",
      "Length : 1712\n",
      "ROI : 0.05843642130568525\n",
      "Working on : HDSN\n",
      "Length : 1712\n",
      "ROI : 0.0322060733711568\n",
      "Working on : HE\n",
      "Length : 1712\n",
      "ROI : -0.02832319778038032\n",
      "Working on : HEAR\n",
      "Length : 1712\n",
      "ROI : -0.06868608210382311\n",
      "Working on : HEES\n",
      "Length : 1712\n",
      "ROI : -0.02685227852652645\n",
      "Working on : HEI\n",
      "Length : 1712\n",
      "ROI : -0.08192808801374922\n",
      "Working on : HELE\n",
      "Length : 1712\n",
      "ROI : 0.1638402431926863\n",
      "Working on : HES\n",
      "Length : 1712\n",
      "ROI : -0.08926696954288214\n",
      "Working on : HFBL\n",
      "Length : 1712\n",
      "ROI : -0.10365091270677274\n",
      "Working on : HFC\n",
      "Length : 1712\n",
      "ROI : 0.21844802289952614\n",
      "Working on : HFWA\n",
      "Length : 1712\n",
      "ROI : 0.15678980971656215\n",
      "Working on : HGV\n",
      "Length : 1711\n",
      "ROI : 0.09384745494482458\n",
      "Working on : HHC\n",
      "Length : 1712\n",
      "ROI : -0.07351815844523628\n",
      "Working on : HI\n",
      "Length : 1712\n",
      "ROI : 0.10539739694398323\n",
      "Working on : HIBB\n",
      "Length : 1712\n",
      "ROI : -0.0883559714355406\n",
      "Working on : HIFS\n",
      "Length : 1712\n",
      "ROI : 0.021621812789403783\n",
      "Working on : HIG\n",
      "Length : 1712\n",
      "ROI : 0.041470762196737544\n",
      "Working on : HII\n",
      "Length : 1712\n",
      "ROI : 0.06970109221591034\n",
      "Working on : HIL\n",
      "Length : 1712\n",
      "ROI : -0.18342372561357417\n",
      "Working on : HIW\n",
      "Length : 1712\n",
      "ROI : -0.07660139286749763\n",
      "Working on : HL\n",
      "Length : 1712\n",
      "ROI : -0.022112077225032136\n",
      "Working on : HLF\n",
      "Length : 1712\n",
      "ROI : -0.10051689606972075\n",
      "Working on : HLI\n",
      "Length : 1712\n",
      "ROI : 0.08126036297255734\n",
      "Working on : HLIT\n",
      "Length : 1712\n",
      "ROI : -0.07644486242296286\n",
      "Working on : HLNE\n",
      "Length : 1655\n",
      "ROI : -0.07361789235193181\n",
      "Working on : HLT\n",
      "Length : 1712\n",
      "ROI : -0.14892352355088992\n",
      "Working on : HLX\n",
      "Length : 1712\n",
      "ROI : -0.014700658116188257\n",
      "Working on : HMHC\n",
      "Length : 1712\n",
      "ROI : 0.012281025587317545\n",
      "Working on : HMN\n",
      "Length : 1712\n",
      "ROI : 0.008528748137880654\n",
      "Working on : HMNF\n",
      "Length : 1712\n",
      "ROI : 0.10009062353819206\n",
      "Working on : HMST\n",
      "Length : 1712\n",
      "ROI : 0.021196498929433653\n",
      "Working on : HMTV\n",
      "Length : 1712\n",
      "ROI : 0.04896347305000562\n",
      "Working on : HNI\n",
      "Length : 1712\n",
      "ROI : -0.15104357480539876\n",
      "Working on : HNRG\n",
      "Length : 1712\n",
      "ROI : 0.07179574994573702\n",
      "Working on : HOFT\n",
      "Length : 1712\n",
      "ROI : -0.10294931348269785\n",
      "Working on : HOG\n",
      "Length : 1712\n",
      "ROI : -0.09019208960248101\n",
      "Working on : HOLX\n",
      "Length : 1712\n",
      "ROI : 0.10945362817036138\n",
      "Working on : HOMB\n",
      "Length : 1712\n",
      "ROI : -0.05675515361733536\n",
      "Working on : HON\n",
      "Length : 1712\n",
      "ROI : -0.08255792031252442\n",
      "Working on : HONE\n",
      "Length : 1712\n",
      "ROI : -0.05885240963329555\n",
      "Working on : HOPE\n",
      "Length : 1712\n",
      "ROI : -0.05870860309391118\n",
      "Working on : HOV\n",
      "Length : 1712\n",
      "ROI : 0.2291056669192486\n",
      "Working on : HP\n",
      "Length : 1712\n",
      "ROI : 0.13868876133084945\n",
      "Working on : HPE\n",
      "Length : 1712\n",
      "ROI : -0.0625115027380821\n",
      "Working on : HPP\n",
      "Length : 1712\n",
      "ROI : 0.01740674021451548\n",
      "Working on : HPQ\n",
      "Length : 1712\n",
      "ROI : -0.043838759243303604\n",
      "Working on : HQY\n",
      "Length : 1712\n",
      "ROI : -0.08798730502320709\n",
      "Working on : HR\n",
      "Length : 1712\n",
      "ROI : -0.018161466323929096\n",
      "Working on : HRB\n",
      "Length : 1712\n",
      "ROI : 0.07149893481566706\n",
      "Working on : HRC\n",
      "Length : 1712\n",
      "ROI : 0.24668563368930146\n",
      "Working on : HRI\n",
      "Length : 1712\n",
      "ROI : 0.17302106360576724\n",
      "Working on : HRL\n",
      "Length : 1712\n",
      "ROI : -0.004994303562813396\n",
      "Working on : HROW\n",
      "Length : 1712\n",
      "ROI : 0.242333300989132\n",
      "Working on : HRTG\n",
      "Length : 1712\n",
      "ROI : -0.20469911744762528\n",
      "Working on : HRTX\n",
      "Length : 1712\n",
      "ROI : 0.16863403555860362\n",
      "Working on : HSC\n",
      "Length : 1712\n",
      "ROI : -0.025945759255192376\n",
      "Working on : HSIC\n",
      "Length : 1712\n",
      "ROI : -0.06720168040264696\n",
      "Working on : HSII\n",
      "Length : 1712\n",
      "ROI : -0.0011735302243897402\n",
      "Working on : HSKA\n",
      "Length : 1712\n",
      "ROI : 0.07053671703073075\n",
      "Working on : HSON\n",
      "Length : 1712\n",
      "ROI : 0.04563009675880608\n",
      "Working on : HST\n",
      "Length : 1712\n",
      "ROI : 0.07700486574803056\n",
      "Working on : HSTM\n",
      "Length : 1712\n",
      "ROI : 0.029471693916332732\n",
      "Working on : HSY\n",
      "Length : 1712\n",
      "ROI : 0.02647639235840002\n",
      "Working on : HT\n",
      "Length : 1712\n",
      "ROI : 0.17926271052389428\n",
      "Working on : HTA\n",
      "Length : 1712\n",
      "ROI : 0.009063519839534124\n",
      "Working on : HTBI\n",
      "Length : 1712\n",
      "ROI : 0.06602062493729094\n",
      "Working on : HTBK\n",
      "Length : 1712\n",
      "ROI : 0.061623177207361754\n",
      "Working on : HTBX\n",
      "Length : 1712\n",
      "ROI : 0.303824245187072\n",
      "Working on : HTGM\n",
      "Length : 1712\n",
      "ROI : 0.08067146923617792\n",
      "Working on : HTH\n",
      "Length : 1712\n",
      "ROI : -0.04513818111208805\n",
      "Working on : HTLD\n",
      "Length : 1712\n",
      "ROI : 0.10267839331627031\n",
      "Working on : HTLF\n",
      "Length : 1712\n",
      "ROI : 0.06780516732866759\n",
      "Working on : HUBB\n",
      "Length : 1712\n",
      "ROI : 0.02725512265048874\n",
      "Working on : HUBG\n",
      "Length : 1712\n",
      "ROI : 0.07691458969949122\n",
      "Working on : HUBS\n",
      "Length : 1712\n",
      "ROI : 0.11187825125737488\n",
      "Working on : HUM\n",
      "Length : 1712\n",
      "ROI : -0.08641266870446816\n",
      "Working on : HUN\n",
      "Length : 1712\n",
      "ROI : -0.04243018677873151\n",
      "Working on : HURC\n",
      "Length : 1712\n",
      "ROI : 0.05185342977413697\n",
      "Working on : HURN\n",
      "Length : 1712\n",
      "ROI : -0.008132500506832393\n",
      "Working on : HUSA\n",
      "Length : 1712\n",
      "ROI : -0.0906958706860523\n",
      "Working on : HVT\n",
      "Length : 1712\n",
      "ROI : -0.15002424164101494\n",
      "Working on : HWBK\n",
      "Length : 1712\n",
      "ROI : -0.06023936402576852\n",
      "Working on : HWC\n",
      "Length : 1712\n",
      "ROI : -0.002957718486700327\n",
      "Working on : HWKN\n",
      "Length : 1712\n",
      "ROI : 0.2088570180611145\n",
      "Working on : HXL\n",
      "Length : 1712\n",
      "ROI : 0.14432894220217718\n",
      "Working on : HY\n",
      "Length : 1712\n",
      "ROI : -0.18665879734581656\n",
      "Working on : HZN\n",
      "Length : 1712\n",
      "ROI : -0.01224934982827927\n",
      "Working on : HZNP\n",
      "Length : 1712\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ROI : 0.1794315976856593\n",
      "Working on : HZO\n",
      "Length : 1712\n",
      "ROI : 0.04185689658707675\n",
      "Working on : IAC\n",
      "Length : 1712\n",
      "ROI : 0.10159831318257029\n",
      "Working on : IART\n",
      "Length : 1712\n",
      "ROI : -0.10635668897798399\n",
      "Working on : IBCP\n",
      "Length : 1712\n",
      "ROI : 0.05513539231509313\n",
      "Working on : IBIO\n",
      "Length : 1712\n",
      "ROI : 0.7162620854849683\n",
      "Working on : IBKR\n",
      "Length : 1712\n",
      "ROI : -0.0037347802729095643\n",
      "Working on : IBM\n",
      "Length : 1712\n",
      "ROI : -0.09799206273146922\n",
      "Working on : IBOC\n",
      "Length : 1712\n",
      "ROI : 0.09676833791578932\n",
      "Working on : IBP\n",
      "Length : 1712\n",
      "ROI : -0.02797119892446839\n",
      "Working on : IBTX\n",
      "Length : 1712\n",
      "ROI : -0.01992566532162948\n",
      "Working on : ICAD\n",
      "Length : 1712\n",
      "ROI : -0.1241123936523485\n",
      "Working on : ICBK\n",
      "Length : 1712\n",
      "ROI : 0.06894294799814445\n",
      "Working on : ICCC\n",
      "Length : 1712\n",
      "ROI : -0.07300347074633483\n",
      "Working on : ICD\n",
      "Length : 1712\n",
      "ROI : 0.842299369143124\n",
      "Working on : ICE\n",
      "Length : 1712\n",
      "ROI : -0.05840340288391204\n",
      "Working on : ICFI\n",
      "Length : 1712\n",
      "ROI : -0.043119046367334844\n",
      "Working on : ICHR\n",
      "Length : 1712\n",
      "ROI : 0.05672364393648619\n",
      "Working on : ICPT\n",
      "Length : 1712\n",
      "ROI : -0.8148936540354854\n",
      "Working on : ICUI\n",
      "Length : 1712\n",
      "ROI : 0.11572718705576818\n",
      "Working on : IDA\n",
      "Length : 1712\n",
      "ROI : 0.04243698000122681\n",
      "Working on : IDCC\n",
      "Length : 1712\n",
      "ROI : 0.0011439911940735418\n",
      "Working on : IDN\n",
      "Length : 1712\n",
      "ROI : 0.09183910952025746\n",
      "Working on : IDRA\n",
      "Length : 1712\n",
      "ROI : 0.33801913468670963\n",
      "Working on : IDT\n",
      "Length : 1712\n",
      "ROI : 0.05437676208495121\n",
      "Working on : IDXG\n",
      "Length : 1712\n",
      "ROI : -0.028153689686013585\n",
      "Working on : IDXX\n",
      "Length : 1712\n",
      "ROI : 0.07160458133395031\n",
      "Working on : IEC\n",
      "Length : 1712\n",
      "ROI : 0.46661529804264795\n",
      "Working on : IESC\n",
      "Length : 1712\n",
      "ROI : 0.01748506301700871\n",
      "Working on : IEX\n",
      "Length : 1712\n",
      "ROI : -0.08367152344686098\n",
      "Working on : IFF\n",
      "Length : 1712\n",
      "ROI : 0.0018619812343596428\n",
      "Working on : IHC\n",
      "Length : 1712\n",
      "ROI : -0.011918731222222206\n",
      "Working on : III\n",
      "Length : 1712\n",
      "ROI : 0.1840880403370269\n",
      "Working on : IIIN\n",
      "Length : 1712\n",
      "ROI : 0.008122719654838625\n",
      "Working on : IIN\n",
      "Length : 1712\n",
      "ROI : 0.14299159774656062\n",
      "Working on : IIPR\n",
      "Length : 1712\n",
      "ROI : -0.022902624100416775\n",
      "Working on : IIVI\n",
      "Length : 1712\n",
      "ROI : -0.2618699226741568\n",
      "Working on : IKNX\n",
      "Length : 1712\n",
      "ROI : 0.3284862310869729\n",
      "Working on : ILMN\n",
      "Length : 1712\n",
      "ROI : -0.06316738403681303\n",
      "Working on : IMGN\n",
      "Length : 1712\n",
      "ROI : -0.09856687793372344\n",
      "Working on : IMH\n",
      "Length : 1712\n",
      "ROI : -0.3671806015507053\n",
      "Working on : IMKTA\n",
      "Length : 1712\n",
      "ROI : 0.07903790604638941\n",
      "Working on : IMMR\n",
      "Length : 1712\n",
      "ROI : -0.024578041068565665\n",
      "Working on : IMXI\n",
      "Length : 1629\n",
      "ROI : 0.050142649554922536\n",
      "Working on : INBK\n",
      "Length : 1712\n",
      "ROI : -0.06855411052526114\n",
      "Working on : INCY\n",
      "Length : 1712\n",
      "ROI : -0.012805804376280813\n",
      "Working on : INDB\n",
      "Length : 1712\n",
      "ROI : 0.0654368694601518\n",
      "Working on : INFI\n",
      "Length : 1712\n",
      "ROI : 0.17011946904204503\n",
      "Working on : INFN\n",
      "Length : 1712\n",
      "ROI : -0.2702286830253006\n",
      "Working on : INFO\n",
      "Length : 1712\n",
      "ROI : -0.002645686357927768\n",
      "Working on : INFU\n",
      "Length : 1712\n",
      "ROI : -0.18533422169231123\n",
      "Working on : INGN\n",
      "Length : 1712\n",
      "ROI : 0.16033886704773542\n",
      "Working on : INGR\n",
      "Length : 1712\n",
      "ROI : -0.018360287255924604\n",
      "Working on : INN\n",
      "Length : 1712\n",
      "ROI : -0.18371435127897484\n",
      "Working on : INO\n",
      "Length : 1712\n",
      "ROI : -0.016286221230557854\n",
      "Working on : INOD\n",
      "Length : 1712\n",
      "ROI : 0.07366878652605084\n",
      "Working on : INOV\n",
      "Length : 1712\n",
      "ROI : 0.29797119944153394\n",
      "Working on : INPX\n",
      "Length : 1712\n",
      "ROI : 0.08624607993790885\n",
      "Working on : INS\n",
      "Length : 1712\n",
      "ROI : -0.02105511591087655\n",
      "Working on : INSE\n",
      "Length : 1712\n",
      "ROI : 0.0836625490469177\n",
      "Working on : INSG\n",
      "Length : 1712\n",
      "ROI : 0.12963121860781482\n",
      "Working on : INSM\n",
      "Length : 1712\n",
      "ROI : 0.1062014432151365\n",
      "Working on : INSW\n",
      "Length : 1712\n",
      "ROI : 0.10975183142013549\n",
      "Working on : INT\n",
      "Length : 1712\n",
      "ROI : -0.012129474615790403\n",
      "Working on : INTC\n",
      "Length : 1712\n",
      "ROI : -0.04805494187160971\n",
      "Working on : INTG\n",
      "Length : 1712\n",
      "ROI : -0.06598186755619713\n",
      "Working on : INTT\n",
      "Length : 1712\n",
      "ROI : 0.05614329316014052\n",
      "Working on : INTU\n",
      "Length : 1712\n",
      "ROI : 0.09170375748566915\n",
      "Working on : INUV\n",
      "Length : 1712\n",
      "ROI : 0.22042431958131234\n",
      "Working on : INVA\n",
      "Length : 1712\n",
      "ROI : 0.04250425169235367\n",
      "Working on : INVE\n",
      "Length : 1712\n",
      "ROI : 0.23529829179137904\n",
      "Working on : INVH\n",
      "Length : 1683\n",
      "ROI : -0.02031402433487615\n",
      "Working on : IO\n",
      "Length : 1712\n",
      "ROI : -0.04731469224051076\n",
      "Working on : IONS\n",
      "Length : 1712\n",
      "ROI : 0.15828166923022616\n",
      "Working on : IOR\n",
      "Length : 1705\n",
      "ROI : -0.05372101521928968\n",
      "Working on : IOSP\n",
      "Length : 1712\n",
      "ROI : 0.005207107216151117\n",
      "Working on : IOVA\n",
      "Length : 1712\n",
      "ROI : 0.4040803887490303\n",
      "Working on : IP\n",
      "Length : 1712\n",
      "ROI : -0.07082572711158203\n",
      "Working on : IPAR\n",
      "Length : 1712\n",
      "ROI : 0.003018991019148742\n",
      "Working on : IPG\n",
      "Length : 1712\n",
      "ROI : 0.07979076684655727\n",
      "Working on : IPGP\n",
      "Length : 1712\n",
      "ROI : -0.09510560416523611\n",
      "Working on : IPI\n",
      "Length : 1712\n",
      "ROI : -0.07041922277920107\n",
      "Working on : IPWR\n",
      "Length : 1712\n",
      "ROI : 0.11222563830875693\n",
      "Working on : IQV\n",
      "Length : 1712\n",
      "ROI : -0.016345716573716855\n",
      "Working on : IR\n",
      "Length : 1583\n",
      "ROI : 0.06270353218781144\n",
      "Working on : IRBT\n",
      "Length : 1712\n",
      "ROI : -0.016987813836510827\n",
      "Working on : IRDM\n",
      "Length : 1712\n",
      "ROI : 0.021394107145004646\n",
      "Working on : IRIX\n",
      "Length : 1712\n",
      "ROI : 0.1601532538065103\n",
      "Working on : IRM\n",
      "Length : 1712\n",
      "ROI : 0.024962989733666736\n",
      "Working on : IRMD\n",
      "Length : 1712\n",
      "ROI : -0.08655208044445145\n",
      "Working on : IROQ\n",
      "Length : 1712\n",
      "ROI : -0.03540491405357664\n",
      "Working on : IRT\n",
      "Length : 1712\n",
      "ROI : -0.07270149421726604\n",
      "Working on : IRTC\n",
      "Length : 1712\n",
      "ROI : 0.37454941996600644\n",
      "Working on : IRWD\n",
      "Length : 1712\n",
      "ROI : 0.03263569963176044\n",
      "Working on : ISBC\n",
      "Length : 1712\n",
      "ROI : -0.029222402290610905\n",
      "Working on : ISDR\n",
      "Length : 1712\n",
      "ROI : -0.06733949290930179\n",
      "Working on : ISIG\n",
      "Length : 1712\n",
      "ROI : -0.10458595459540349\n",
      "Working on : ISNS\n",
      "Length : 1712\n",
      "ROI : 0.15432575967830697\n",
      "Working on : ISR\n",
      "Length : 1712\n",
      "ROI : 0.7187724217441226\n",
      "Working on : ISRG\n",
      "Length : 1712\n",
      "ROI : 0.020382294226180084\n",
      "Working on : ISSC\n",
      "Length : 1712\n",
      "ROI : 0.039237913267521664\n",
      "Working on : ISTR\n",
      "Length : 1712\n",
      "ROI : 0.045892861102230134\n",
      "Working on : IT\n",
      "Length : 1712\n",
      "ROI : 0.2254105151992045\n",
      "Working on : ITCI\n",
      "Length : 1712\n",
      "ROI : -0.04264054998572288\n",
      "Working on : ITGR\n",
      "Length : 1712\n",
      "ROI : -0.07799097361305482\n",
      "Working on : ITI\n",
      "Length : 1712\n",
      "ROI : -0.1411601461832763\n",
      "Working on : ITIC\n",
      "Length : 1712\n",
      "ROI : 0.13477273236674214\n",
      "Working on : ITRI\n",
      "Length : 1712\n",
      "ROI : -0.24366524237610526\n",
      "Working on : ITT\n",
      "Length : 1712\n",
      "ROI : -0.04987093029864399\n",
      "Working on : ITW\n",
      "Length : 1712\n",
      "ROI : -0.015439053695974415\n",
      "Working on : IVAC\n",
      "Length : 1712\n",
      "ROI : -0.1439135195403588\n",
      "Working on : IVC\n",
      "Length : 1712\n",
      "ROI : -0.023717620104725022\n",
      "Working on : IVR\n",
      "Length : 1712\n",
      "ROI : 0.058129863326940936\n",
      "Working on : IVZ\n",
      "Length : 1712\n",
      "ROI : -0.06628179632016853\n",
      "Working on : IZEA\n",
      "Length : 1712\n",
      "ROI : 0.4299624490475424\n",
      "Working on : JACK\n",
      "Length : 1712\n",
      "ROI : -0.11781480900187985\n",
      "Working on : JAGX\n",
      "Length : 1712\n",
      "ROI : 0.15072257044701404\n",
      "Working on : JAKK\n",
      "Length : 1712\n",
      "ROI : 0.05204992974309326\n",
      "Working on : JAX\n",
      "Length : 1712\n",
      "ROI : 0.041163393076168675\n",
      "Working on : JAZZ\n",
      "Length : 1712\n",
      "ROI : -0.1289681953037023\n",
      "Working on : JBGS\n",
      "Length : 1528\n",
      "ROI : 0.029574995683314818\n",
      "Working on : JBHT\n",
      "Length : 1712\n",
      "ROI : 0.023075390310648515\n",
      "Working on : JBL\n",
      "Length : 1712\n",
      "ROI : 0.05944696162775267\n",
      "Working on : JBLU\n",
      "Length : 1712\n",
      "ROI : -0.27512762167681276\n",
      "Working on : JBSS\n",
      "Length : 1712\n",
      "ROI : 0.020261467583649162\n",
      "Working on : JBT\n",
      "Length : 1712\n",
      "ROI : -0.05571066759222681\n",
      "Working on : JCI\n",
      "Length : 1712\n",
      "ROI : 0.085500884020468\n",
      "Working on : JCOM\n",
      "Length : 1712\n",
      "ROI : -0.08426102926016671\n",
      "Working on : JCS\n",
      "Length : 1712\n",
      "ROI : 0.04023837759841146\n",
      "Working on : JCTCF\n",
      "Length : 1712\n",
      "ROI : 0.01581542073309282\n",
      "Working on : JEF\n",
      "Length : 1712\n",
      "ROI : 0.14038284366695825\n",
      "Working on : JELD\n",
      "Length : 1688\n",
      "ROI : 0.017375115275884374\n",
      "Working on : JHG\n",
      "Length : 1565\n",
      "ROI : 0.039296931365887924\n",
      "Working on : JILL\n",
      "Length : 1647\n",
      "ROI : 0.05706172996530029\n",
      "Working on : JJSF\n",
      "Length : 1712\n",
      "ROI : 0.006039309806161019\n",
      "Working on : JKHY\n",
      "Length : 1712\n",
      "ROI : 0.0059200582969491525\n",
      "Working on : JLL\n",
      "Length : 1712\n",
      "ROI : 0.04952056977757742\n",
      "Working on : JNCE\n",
      "Length : 1688\n",
      "ROI : 0.2517959443563457\n",
      "Working on : JNJ\n",
      "Length : 1712\n",
      "ROI : 0.06217218985200299\n",
      "Working on : JNPR\n",
      "Length : 1712\n",
      "ROI : 0.039465958756148965\n",
      "Working on : JOB\n",
      "Length : 1712\n",
      "ROI : 0.4715408618406451\n",
      "Working on : JOE\n",
      "Length : 1712\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ROI : 0.011696280923473312\n",
      "Working on : JOUT\n",
      "Length : 1712\n",
      "ROI : -0.010618734548320354\n",
      "Working on : JPM\n",
      "Length : 1712\n",
      "ROI : -0.067701987554706\n",
      "Working on : JRVR\n",
      "Length : 1712\n",
      "ROI : 0.02927509502532409\n",
      "Working on : JVA\n",
      "Length : 1712\n",
      "ROI : 0.09505094677661088\n",
      "Working on : JWN\n",
      "Length : 1712\n",
      "ROI : -0.02471335942045278\n",
      "Working on : JYNT\n",
      "Length : 1712\n",
      "ROI : 0.4105904546187557\n",
      "Working on : K\n",
      "Length : 1712\n",
      "ROI : -0.03203159127505137\n",
      "Working on : KAI\n",
      "Length : 1712\n",
      "ROI : 0.2827850658107401\n",
      "Working on : KALA\n",
      "Length : 1514\n",
      "ROI : -0.45942120853669544\n",
      "Working on : KALU\n",
      "Length : 1712\n",
      "ROI : 0.008413576242979854\n",
      "Working on : KALV\n",
      "Length : 1712\n",
      "ROI : -0.14012167220477073\n",
      "Working on : KAMN\n",
      "Length : 1712\n",
      "ROI : -0.06468164565489021\n",
      "Working on : KAR\n",
      "Length : 1712\n",
      "ROI : 0.11225361177104298\n",
      "Working on : KBAL\n",
      "Length : 1712\n",
      "ROI : -0.0009086564933674335\n",
      "Working on : KBH\n",
      "Length : 1712\n",
      "ROI : 0.07414215055774577\n",
      "Working on : KBR\n",
      "Length : 1712\n",
      "ROI : -0.07059357129177292\n",
      "Working on : KDMN\n",
      "Length : 1712\n",
      "ROI : 0.30143119475554325\n",
      "Working on : KDP\n",
      "Length : 1712\n",
      "ROI : 0.00220758824197557\n",
      "Working on : KE\n",
      "Length : 1712\n",
      "ROI : 0.26230439383836673\n",
      "Working on : KELYA\n",
      "Length : 1712\n",
      "ROI : 0.009628984817115131\n",
      "Working on : KEQU\n",
      "Length : 1712\n",
      "ROI : 0.08393550115292985\n",
      "Working on : KEX\n",
      "Length : 1712\n",
      "ROI : -0.04857969675286955\n",
      "Working on : KEY\n",
      "Length : 1712\n",
      "ROI : -0.06170913763706191\n",
      "Working on : KEYS\n",
      "Length : 1712\n",
      "ROI : 0.07874484804547213\n",
      "Working on : KFFB\n",
      "Length : 1712\n",
      "ROI : -0.014853342974050386\n",
      "Working on : KFRC\n",
      "Length : 1712\n",
      "ROI : 0.00868576369378382\n",
      "Working on : KFY\n",
      "Length : 1712\n",
      "ROI : -0.018757672059883185\n",
      "Working on : KHC\n",
      "Length : 1712\n",
      "ROI : -0.03649761790135585\n",
      "Working on : KIDS\n",
      "Length : 1429\n",
      "ROI : -0.019032797675234255\n",
      "Working on : KIM\n",
      "Length : 1712\n",
      "ROI : -0.05170456070353121\n",
      "Working on : KIN\n",
      "Length : 1698\n",
      "ROI : 0.02726158215638965\n",
      "Working on : KINS\n",
      "Length : 1712\n",
      "ROI : 0.12034876281552725\n",
      "Working on : KIRK\n",
      "Length : 1712\n",
      "ROI : 0.02788382431751178\n",
      "Working on : KKR\n",
      "Length : 1712\n",
      "ROI : 0.06139915163546085\n",
      "Working on : KLAC\n",
      "Length : 1712\n",
      "ROI : 0.2708527779553326\n",
      "Working on : KLIC\n",
      "Length : 1712\n",
      "ROI : 0.32901056050484406\n",
      "Working on : KMB\n",
      "Length : 1712\n",
      "ROI : -0.03532489280381148\n",
      "Working on : KMI\n",
      "Length : 1712\n",
      "ROI : -0.00139782985775852\n",
      "Working on : KMPH\n",
      "Length : 1712\n",
      "ROI : 0.4364727822643958\n",
      "Working on : KMPR\n",
      "Length : 1712\n",
      "ROI : 0.0700156013296275\n",
      "Working on : KMT\n",
      "Length : 1712\n",
      "ROI : 0.036072043458863154\n",
      "Working on : KMX\n",
      "Length : 1712\n",
      "ROI : 0.04882473914171767\n",
      "Working on : KN\n",
      "Length : 1712\n",
      "ROI : -0.03506563076301829\n",
      "Working on : KNSL\n",
      "Length : 1712\n",
      "ROI : 0.14421413735386293\n",
      "Working on : KNX\n",
      "Length : 1712\n",
      "ROI : 0.033802427332163\n",
      "Working on : KO\n",
      "Length : 1712\n",
      "ROI : -0.02319417461445759\n",
      "Working on : KODK\n",
      "Length : 1712\n",
      "ROI : 0.02412291005951922\n",
      "Working on : KOP\n",
      "Length : 1712\n",
      "ROI : -0.10174146465226011\n",
      "Working on : KOPN\n",
      "Length : 1712\n",
      "ROI : -0.0010170073333651615\n",
      "Working on : KOS\n",
      "Length : 1712\n",
      "ROI : 0.13752593664597348\n",
      "Working on : KPTI\n",
      "Length : 1712\n",
      "ROI : -0.2807181513989718\n",
      "Working on : KR\n",
      "Length : 1712\n",
      "ROI : 0.12699205305959585\n",
      "Working on : KRA\n",
      "Length : 1712\n",
      "ROI : 0.08696813076151162\n",
      "Working on : KRC\n",
      "Length : 1712\n",
      "ROI : 0.05310898379337504\n",
      "Working on : KREF\n",
      "Length : 1590\n",
      "ROI : -0.06301566556151346\n",
      "Working on : KRG\n",
      "Length : 1712\n",
      "ROI : -0.09940947117254838\n",
      "Working on : KRNY\n",
      "Length : 1712\n",
      "ROI : 0.07360033598635417\n",
      "Working on : KRO\n",
      "Length : 1712\n",
      "ROI : -0.05292564832957249\n",
      "Working on : KRYS\n",
      "Length : 1452\n",
      "ROI : -0.18761682079211547\n",
      "Working on : KSS\n",
      "Length : 1712\n",
      "ROI : 0.17589431597515262\n",
      "Working on : KSU\n",
      "Length : 1712\n",
      "ROI : -0.0037927520489850863\n",
      "Working on : KTCC\n",
      "Length : 1712\n",
      "ROI : -0.022126077727729464\n",
      "Working on : KTOS\n",
      "Length : 1712\n",
      "ROI : -0.2929798462194547\n",
      "Working on : KURA\n",
      "Length : 1712\n",
      "ROI : 0.007705671661584873\n",
      "Working on : KVHI\n",
      "Length : 1712\n",
      "ROI : -0.1994330283480189\n",
      "Working on : KW\n",
      "Length : 1712\n",
      "ROI : 0.06598904241052246\n",
      "Working on : KWR\n",
      "Length : 1712\n",
      "ROI : -0.05617989930986236\n",
      "Working on : L\n",
      "Length : 1712\n",
      "ROI : -0.06760267863100888\n",
      "Working on : LAD\n",
      "Length : 1712\n",
      "ROI : 0.15596860649314048\n",
      "Working on : LADR\n",
      "Length : 1712\n",
      "ROI : 0.21965143361120104\n",
      "Working on : LAKE\n",
      "Length : 1712\n",
      "ROI : -0.0842251116815191\n",
      "Working on : LAMR\n",
      "Length : 1712\n",
      "ROI : -0.03944944036601113\n",
      "Working on : LANC\n",
      "Length : 1712\n",
      "ROI : -0.08375099127727681\n",
      "Working on : LAND\n",
      "Length : 1712\n",
      "ROI : -0.039142333247290384\n",
      "Working on : LARK\n",
      "Length : 1712\n",
      "ROI : 0.0035054972314652734\n",
      "Working on : LAUR\n",
      "Length : 1683\n",
      "ROI : 0.23562741247610938\n",
      "Working on : LAWS\n",
      "Length : 1690\n",
      "ROI : -0.1068347053185722\n",
      "Working on : LAZ\n",
      "Length : 1712\n",
      "ROI : -0.029606490351460547\n",
      "Working on : LBAI\n",
      "Length : 1712\n",
      "ROI : 0.03219992727144584\n",
      "Working on : LBC\n",
      "Length : 1373\n",
      "ROI : 0.027563140202590163\n",
      "Working on : LBRDA\n",
      "Length : 1712\n",
      "ROI : -0.031999630482183815\n",
      "Working on : LBRDK\n",
      "Length : 1712\n",
      "ROI : -0.047764187145552375\n",
      "Working on : LBTYA\n",
      "Length : 1712\n",
      "ROI : -0.055067615984683446\n",
      "Working on : LBTYK\n",
      "Length : 1712\n",
      "ROI : -0.06487895822656671\n",
      "Working on : LC\n",
      "Length : 1712\n",
      "ROI : 0.6014333154748911\n",
      "Working on : LCI\n",
      "Length : 1712\n",
      "ROI : 0.25385969546275733\n",
      "Working on : LCII\n",
      "Length : 1712\n",
      "ROI : -0.016172751793812418\n",
      "Working on : LCNB\n",
      "Length : 1712\n",
      "ROI : -0.05001863006432268\n",
      "Working on : LCUT\n",
      "Length : 1712\n",
      "ROI : 0.09891053420671637\n",
      "Working on : LDL\n",
      "Length : 1712\n",
      "ROI : -0.009652605638008791\n",
      "Working on : LDOS\n",
      "Length : 1712\n",
      "ROI : 0.045599745092048644\n",
      "Working on : LE\n",
      "Length : 1712\n",
      "ROI : -0.2794563018624817\n",
      "Working on : LEA\n",
      "Length : 1712\n",
      "ROI : -0.0973265275172245\n",
      "Working on : LECO\n",
      "Length : 1712\n",
      "ROI : 0.05805414535002403\n",
      "Working on : LEE\n",
      "Length : 1712\n",
      "ROI : 0.16664346756075585\n",
      "Working on : LEG\n",
      "Length : 1712\n",
      "ROI : -0.14093540960670276\n",
      "Working on : LEN\n",
      "Length : 1712\n",
      "ROI : 0.09106204435705793\n",
      "Working on : LEU\n",
      "Length : 1712\n",
      "ROI : 1.0990829917832372\n",
      "Working on : LFUS\n",
      "Length : 1712\n",
      "ROI : 0.012600530075612773\n",
      "Working on : LFVN\n",
      "Length : 1712\n",
      "ROI : 0.0717930511025171\n",
      "Working on : LGIH\n",
      "Length : 1712\n",
      "ROI : -0.025714508295190196\n",
      "Working on : LGL\n",
      "Length : 1712\n",
      "ROI : 0.030853761403037368\n",
      "Working on : LGND\n",
      "Length : 1712\n",
      "ROI : 0.3210652173598791\n",
      "Working on : LH\n",
      "Length : 1712\n",
      "ROI : 0.12363572696636302\n",
      "Working on : LHCG\n",
      "Length : 1712\n",
      "ROI : -0.057517641470781755\n",
      "Working on : LIFE\n",
      "Length : 1712\n",
      "ROI : 0.07335809020737366\n",
      "Working on : LII\n",
      "Length : 1712\n",
      "ROI : -0.05725197765400278\n",
      "Working on : LILA\n",
      "Length : 1712\n",
      "ROI : -0.16287428430271453\n",
      "Working on : LILAK\n",
      "Length : 1712\n",
      "ROI : -0.16159581598674364\n",
      "Working on : LIN\n",
      "Length : 1712\n",
      "ROI : 0.025885304603679476\n",
      "Working on : LINC\n",
      "Length : 1712\n",
      "ROI : -0.08514294854975744\n",
      "Working on : LIND\n",
      "Length : 1712\n",
      "ROI : -0.00664498208071612\n",
      "Working on : LIQT\n",
      "Length : 1712\n",
      "ROI : -0.09549370500583769\n",
      "Working on : LITE\n",
      "Length : 1712\n",
      "ROI : -0.08489405313970885\n",
      "Working on : LIVE\n",
      "Length : 1712\n",
      "ROI : 1.0129765690711459\n",
      "Working on : LIVN\n",
      "Length : 1712\n",
      "ROI : 0.1084897916874954\n",
      "Working on : LIVX\n",
      "Length : 1485\n",
      "ROI : -0.19816366357574625\n",
      "Working on : LJPC\n",
      "Length : 1712\n",
      "ROI : 0.061343429397709\n",
      "Working on : LKFN\n",
      "Length : 1712\n",
      "ROI : 0.1046350638605358\n",
      "Working on : LKQ\n",
      "Length : 1712\n",
      "ROI : -0.000946798044780915\n",
      "Working on : LL\n",
      "Length : 1712\n",
      "ROI : 0.11457413463173927\n",
      "Working on : LLNW\n",
      "Length : 1712\n",
      "ROI : -0.07839827025532299\n",
      "Working on : LLY\n",
      "Length : 1712\n",
      "ROI : 0.04406739810867987\n",
      "Working on : LMAT\n",
      "Length : 1712\n",
      "ROI : 0.06838236561240342\n",
      "Working on : LMFA\n",
      "Length : 1712\n",
      "ROI : 0.3446452457928815\n",
      "Working on : LMNR\n",
      "Length : 1712\n",
      "ROI : -0.02787910083148911\n",
      "Working on : LMT\n",
      "Length : 1712\n",
      "ROI : -0.04316069256139131\n",
      "Working on : LNC\n",
      "Length : 1712\n",
      "ROI : 0.06507614697648031\n",
      "Working on : LNDC\n",
      "Length : 1712\n",
      "ROI : -0.046302816747542615\n",
      "Working on : LNG\n",
      "Length : 1712\n",
      "ROI : 0.012828085574704093\n",
      "Working on : LNN\n",
      "Length : 1712\n",
      "ROI : 0.014849908506404072\n",
      "Working on : LNT\n",
      "Length : 1712\n",
      "ROI : -0.03878017404425171\n",
      "Working on : LNTH\n",
      "Length : 1712\n",
      "ROI : 0.0800336139823073\n",
      "Working on : LOAN\n",
      "Length : 1712\n",
      "ROI : -0.06877600375872595\n",
      "Working on : LOB\n",
      "Length : 1712\n",
      "ROI : -0.07140161948082122\n",
      "Working on : LOCO\n",
      "Length : 1712\n",
      "ROI : -0.04710020801468029\n",
      "Working on : LODE\n",
      "Length : 1712\n",
      "ROI : -0.3170422722641022\n",
      "Working on : LOOP\n",
      "Length : 1391\n",
      "ROI : -0.1619847795402434\n",
      "Working on : LOPE\n",
      "Length : 1712\n",
      "ROI : -0.028272951426732203\n",
      "Working on : LORL\n",
      "Length : 1712\n",
      "ROI : 0.15489758758319816\n",
      "Working on : LOW\n",
      "Length : 1712\n",
      "ROI : 0.11311732858170528\n",
      "Working on : LPCN\n",
      "Length : 1712\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ROI : -0.10061226151486716\n",
      "Working on : LPG\n",
      "Length : 1712\n",
      "ROI : -0.05568133726983947\n",
      "Working on : LPI\n",
      "Length : 1712\n",
      "ROI : -0.07262940980026242\n",
      "Working on : LPLA\n",
      "Length : 1712\n",
      "ROI : 0.00980178980298024\n",
      "Working on : LPSN\n",
      "Length : 1712\n",
      "ROI : -0.01834263944091693\n",
      "Working on : LPTH\n",
      "Length : 1712\n",
      "ROI : -0.1326966833857586\n",
      "Working on : LPX\n",
      "Length : 1712\n",
      "ROI : 0.25572892805921804\n",
      "Working on : LQDT\n",
      "Length : 1712\n",
      "ROI : -0.04845199831361764\n",
      "Working on : LRCX\n",
      "Length : 1712\n",
      "ROI : 0.04831119481490708\n",
      "Working on : LRN\n",
      "Length : 1712\n",
      "ROI : 0.10475029010040235\n",
      "Working on : LSBK\n",
      "Length : 1712\n",
      "ROI : -0.06445633797059437\n",
      "Working on : LSCC\n",
      "Length : 1712\n",
      "ROI : 0.1546441500754553\n",
      "Working on : LSI\n",
      "Length : 1712\n",
      "ROI : 0.11131582401352301\n",
      "Working on : LSTR\n",
      "Length : 1712\n",
      "ROI : 0.09601570687777437\n",
      "Working on : LSXMA\n",
      "Length : 1712\n",
      "ROI : -0.08530904375742766\n",
      "Working on : LSXMK\n",
      "Length : 1712\n",
      "ROI : -0.07649193047179036\n",
      "Working on : LTBR\n",
      "Length : 1712\n",
      "ROI : 0.0005129703957875402\n",
      "Working on : LTC\n",
      "Length : 1712\n",
      "ROI : -0.05597840145362356\n",
      "Working on : LTRPA\n",
      "Length : 1712\n",
      "ROI : -0.18103833224722432\n",
      "Working on : LTRX\n",
      "Length : 1712\n",
      "ROI : 0.10359286235806711\n",
      "Working on : LUB\n",
      "Length : 1712\n",
      "ROI : -0.012793071069145089\n",
      "Working on : LULU\n",
      "Length : 1712\n",
      "ROI : 0.16218184332980493\n",
      "Working on : LUNA\n",
      "Length : 1712\n",
      "ROI : -0.09371588785201998\n",
      "Working on : LUV\n",
      "Length : 1712\n",
      "ROI : -0.1390833265937597\n",
      "Working on : LVS\n",
      "Length : 1712\n",
      "ROI : 0.044824966278939816\n",
      "Working on : LW\n",
      "Length : 1712\n",
      "ROI : -0.1864321678616414\n",
      "Working on : LWAY\n",
      "Length : 1712\n",
      "ROI : -0.1497769499036268\n",
      "Working on : LXP\n",
      "Length : 1712\n",
      "ROI : 0.07702911484525905\n",
      "Working on : LXRX\n",
      "Length : 1712\n",
      "ROI : 0.2971600647211092\n",
      "Working on : LXU\n",
      "Length : 1712\n",
      "ROI : 0.04649801190519836\n",
      "Working on : LYB\n",
      "Length : 1712\n",
      "ROI : -0.10784302655832763\n",
      "Working on : LYTS\n",
      "Length : 1712\n",
      "ROI : 0.13110046106760326\n",
      "Working on : LYV\n",
      "Length : 1712\n",
      "ROI : -0.06826983409352097\n",
      "Working on : LZB\n",
      "Length : 1712\n",
      "ROI : -0.09228957286283462\n",
      "Working on : M\n",
      "Length : 1712\n",
      "ROI : 0.11877107041081567\n",
      "Working on : MA\n",
      "Length : 1712\n",
      "ROI : -0.13354977131891532\n",
      "Working on : MAA\n",
      "Length : 1712\n",
      "ROI : -0.0036691047789803024\n",
      "Working on : MAC\n",
      "Length : 1712\n",
      "ROI : 0.12643779168494013\n",
      "Working on : MACK\n",
      "Length : 1712\n",
      "ROI : -0.14490300549364496\n",
      "Working on : MAN\n",
      "Length : 1712\n",
      "ROI : -0.003374444201715385\n",
      "Working on : MANH\n",
      "Length : 1712\n",
      "ROI : 0.09519494908533666\n",
      "Working on : MANT\n",
      "Length : 1712\n",
      "ROI : -0.07941400431073936\n",
      "Working on : MAR\n",
      "Length : 1712\n",
      "ROI : -0.04076901145832474\n",
      "Working on : MARA\n",
      "Length : 1712\n",
      "ROI : 0.26736421850747505\n",
      "Working on : MARK\n",
      "Length : 1712\n",
      "ROI : 0.34369379532317307\n",
      "Working on : MAS\n",
      "Length : 1712\n",
      "ROI : -0.01962381953072025\n",
      "Working on : MASI\n",
      "Length : 1712\n",
      "ROI : -0.06619911462219205\n",
      "Working on : MAT\n",
      "Length : 1712\n",
      "ROI : -0.019377134956476114\n",
      "Working on : MATW\n",
      "Length : 1712\n",
      "ROI : -0.17366669558764214\n",
      "Working on : MATX\n",
      "Length : 1712\n",
      "ROI : 0.2157990073322485\n",
      "Working on : MAYS\n",
      "Length : 1712\n",
      "ROI : 0.04490981888408472\n",
      "Working on : MBCN\n",
      "Length : 1712\n",
      "ROI : 0.015321305566986422\n",
      "Working on : MBI\n",
      "Length : 1712\n",
      "ROI : 0.0611996298553323\n",
      "Working on : MBII\n",
      "Length : 1712\n",
      "ROI : -0.2028425039088342\n",
      "Working on : MBIN\n",
      "Length : 1415\n",
      "ROI : -0.008471899559760495\n",
      "Working on : MBIO\n",
      "Length : 1481\n",
      "ROI : 0.17538357654395736\n",
      "Working on : MBOT\n",
      "Length : 1712\n",
      "ROI : -0.06665892897395728\n",
      "Working on : MBUU\n",
      "Length : 1712\n",
      "ROI : 0.057141488860132185\n",
      "Working on : MBWM\n",
      "Length : 1712\n",
      "ROI : 0.08509842424341924\n",
      "Working on : MC\n",
      "Length : 1712\n",
      "ROI : -0.03351239337503553\n",
      "Working on : MCB\n",
      "Length : 1403\n",
      "ROI : 0.09048912766121718\n",
      "Working on : MCBC\n",
      "Length : 1712\n",
      "ROI : 0.009637070594530403\n",
      "Working on : MCD\n",
      "Length : 1712\n",
      "ROI : -0.02577058073305108\n",
      "Working on : MCF\n",
      "Length : 1712\n",
      "ROI : -0.1102676872135241\n",
      "Working on : MCFT\n",
      "Length : 1712\n",
      "ROI : 0.12090221638101768\n",
      "Working on : MCHP\n",
      "Length : 1712\n",
      "ROI : 0.045649360102852234\n",
      "Working on : MCHX\n",
      "Length : 1712\n",
      "ROI : 0.27503988974403004\n",
      "Working on : MCK\n",
      "Length : 1712\n",
      "ROI : -0.031527881589898415\n",
      "Working on : MCO\n",
      "Length : 1712\n",
      "ROI : -0.009784672485846796\n",
      "Working on : MCRB\n",
      "Length : 1712\n",
      "ROI : -0.6904954382759062\n",
      "Working on : MCRI\n",
      "Length : 1712\n",
      "ROI : -0.02877628533707482\n",
      "Working on : MCS\n",
      "Length : 1712\n",
      "ROI : 0.2739670155801626\n",
      "Working on : MCY\n",
      "Length : 1712\n",
      "ROI : -0.08851798017393199\n",
      "Working on : MD\n",
      "Length : 1712\n",
      "ROI : -0.018811222746776258\n",
      "Working on : MDB\n",
      "Length : 1423\n",
      "ROI : 0.19841254279080822\n",
      "Working on : MDC\n",
      "Length : 1712\n",
      "ROI : 0.1277926494393297\n",
      "Working on : MDGL\n",
      "Length : 1712\n",
      "ROI : 0.24914457249076274\n",
      "Working on : MDLZ\n",
      "Length : 1712\n",
      "ROI : -0.04696260981444607\n",
      "Working on : MDP\n",
      "Length : 1712\n",
      "ROI : 0.09128386926441576\n",
      "Working on : MDRX\n",
      "Length : 1712\n",
      "ROI : -0.15640875665272727\n",
      "Working on : MDT\n",
      "Length : 1712\n",
      "ROI : -0.04462276959243238\n",
      "Working on : MDU\n",
      "Length : 1712\n",
      "ROI : -0.12002866611320666\n",
      "Working on : MED\n",
      "Length : 1712\n",
      "ROI : -0.17132593645352154\n",
      "Working on : MEDP\n",
      "Length : 1712\n",
      "ROI : 0.0073743653916417745\n",
      "Working on : MEI\n",
      "Length : 1712\n",
      "ROI : -0.08338843661578287\n",
      "Working on : MEIP\n",
      "Length : 1712\n",
      "ROI : 0.057112731107195634\n",
      "Working on : MERC\n",
      "Length : 1712\n",
      "ROI : 0.03936071658243529\n",
      "Working on : MET\n",
      "Length : 1712\n",
      "ROI : -0.09213299060605687\n",
      "Working on : MFA\n",
      "Length : 1712\n",
      "ROI : -0.01664971236720831\n",
      "Working on : MFNC\n",
      "Length : 1705\n",
      "ROI : -0.02137732072764166\n",
      "Working on : MG\n",
      "Length : 1712\n",
      "ROI : -0.03686372050887494\n",
      "Working on : MGEE\n",
      "Length : 1712\n",
      "ROI : 0.04612801335743386\n",
      "Working on : MGI\n",
      "Length : 1712\n",
      "ROI : -0.17920423941398195\n",
      "Working on : MGLN\n",
      "Length : 1712\n",
      "ROI : -0.05239907311656645\n",
      "Working on : MGM\n",
      "Length : 1712\n",
      "ROI : -0.023547160395446184\n",
      "Working on : MGNX\n",
      "Length : 1712\n",
      "ROI : 0.3358868284671938\n",
      "Working on : MGPI\n",
      "Length : 1712\n",
      "ROI : 0.10096319660998182\n",
      "Working on : MGRC\n",
      "Length : 1712\n",
      "ROI : -0.20240736028932957\n",
      "Working on : MGY\n",
      "Length : 1535\n",
      "ROI : 0.32108681052462146\n",
      "Working on : MGYR\n",
      "Length : 1712\n",
      "ROI : -0.050328468562940994\n",
      "Working on : MHH\n",
      "Length : 1712\n",
      "ROI : 0.15635386951882543\n",
      "Working on : MHK\n",
      "Length : 1712\n",
      "ROI : 0.006564364609873606\n",
      "Working on : MHLD\n",
      "Length : 1712\n",
      "ROI : -0.010376522900684594\n",
      "Working on : MHO\n",
      "Length : 1712\n",
      "ROI : 0.09473309149651965\n",
      "Working on : MIC\n",
      "Length : 1712\n",
      "ROI : -0.08086093430590331\n",
      "Working on : MICR\n",
      "Length : 1705\n",
      "ROI : -0.05853760217136813\n",
      "Working on : MICT\n",
      "Length : 1712\n",
      "ROI : -0.15906139340485637\n",
      "Working on : MIDD\n",
      "Length : 1712\n",
      "ROI : -0.16891593535856533\n",
      "Working on : MIND\n",
      "Length : 1712\n",
      "ROI : -0.17083062696439166\n",
      "Working on : MITK\n",
      "Length : 1712\n",
      "ROI : -0.057731248198713656\n",
      "Working on : MITT\n",
      "Length : 1712\n",
      "ROI : 0.08376678938112375\n",
      "Working on : MKC\n",
      "Length : 1712\n",
      "ROI : 0.1147799688758529\n",
      "Working on : MKL\n",
      "Length : 1712\n",
      "ROI : 0.01786376607341174\n",
      "Working on : MKSI\n",
      "Length : 1712\n",
      "ROI : -0.1049972662245707\n",
      "Working on : MKTX\n",
      "Length : 1712\n",
      "ROI : 0.084686834537419\n",
      "Working on : MLAB\n",
      "Length : 1712\n",
      "ROI : -0.021196573780229662\n",
      "Working on : MLHR\n",
      "Length : 1712\n",
      "ROI : -0.07079377728944039\n",
      "Working on : MLI\n",
      "Length : 1712\n",
      "ROI : 0.03058937567775698\n",
      "Working on : MLM\n",
      "Length : 1712\n",
      "ROI : 0.0197110152551061\n",
      "Working on : MLP\n",
      "Length : 1712\n",
      "ROI : 0.013188617224507796\n",
      "Working on : MLR\n",
      "Length : 1712\n",
      "ROI : -0.10648060830077011\n",
      "Working on : MLSS\n",
      "Length : 1712\n",
      "ROI : -0.15389089065790953\n",
      "Working on : MLVF\n",
      "Length : 1712\n",
      "ROI : -0.14641457851679887\n",
      "Working on : MMC\n",
      "Length : 1712\n",
      "ROI : 0.05220340146952844\n",
      "Working on : MMI\n",
      "Length : 1712\n",
      "ROI : -0.018631985592464453\n",
      "Working on : MMM\n",
      "Length : 1712\n",
      "ROI : 0.011987653999991278\n",
      "Working on : MMS\n",
      "Length : 1712\n",
      "ROI : -0.08495974957727451\n",
      "Working on : MMSI\n",
      "Length : 1712\n",
      "ROI : -0.05876681980361545\n",
      "Working on : MN\n",
      "Length : 1712\n",
      "ROI : 0.24331297648553832\n",
      "Working on : MNKD\n",
      "Length : 1712\n",
      "ROI : -0.09828947006231196\n",
      "Working on : MNOV\n",
      "Length : 1712\n",
      "ROI : 0.06568242139304346\n",
      "Working on : MNR\n",
      "Length : 1712\n",
      "ROI : -0.002291897443282154\n",
      "Working on : MNRO\n",
      "Length : 1712\n",
      "ROI : 0.15640031615400563\n",
      "Working on : MNST\n",
      "Length : 1712\n",
      "ROI : -0.023257368509739435\n",
      "Working on : MNTX\n",
      "Length : 1712\n",
      "ROI : 0.08560509781589305\n",
      "Working on : MO\n",
      "Length : 1712\n",
      "ROI : 0.13076308863873662\n",
      "Working on : MOD\n",
      "Length : 1712\n",
      "ROI : -0.11456361303701867\n",
      "Working on : MODN\n",
      "Length : 1712\n",
      "ROI : 0.2759905859866128\n",
      "Working on : MOFG\n",
      "Length : 1712\n",
      "ROI : 0.013795794000848025\n",
      "Working on : MOH\n",
      "Length : 1712\n",
      "ROI : 0.016696360358394075\n",
      "Working on : MORN\n",
      "Length : 1712\n",
      "ROI : 0.12033382547696662\n",
      "Working on : MOS\n",
      "Length : 1712\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ROI : 0.0975949744810305\n",
      "Working on : MOSY\n",
      "Length : 1712\n",
      "ROI : -0.375064034772093\n",
      "Working on : MOV\n",
      "Length : 1712\n",
      "ROI : 0.12904272772252343\n",
      "Working on : MPAA\n",
      "Length : 1712\n",
      "ROI : -0.14053580887925493\n",
      "Working on : MPB\n",
      "Length : 1712\n",
      "ROI : -0.045158210038170436\n",
      "Working on : MPC\n",
      "Length : 1712\n",
      "ROI : 0.16766248975640521\n",
      "Working on : MPW\n",
      "Length : 1712\n",
      "ROI : -0.010198129492605588\n",
      "Working on : MPWR\n",
      "Length : 1712\n",
      "ROI : 0.2416532171536956\n",
      "Working on : MPX\n",
      "Length : 1712\n",
      "ROI : -0.09589220525801466\n",
      "Working on : MRAM\n",
      "Length : 1712\n",
      "ROI : -0.10956691118420409\n",
      "Working on : MRC\n",
      "Length : 1712\n",
      "ROI : -0.10812567192417548\n",
      "Working on : MRCY\n",
      "Length : 1712\n",
      "ROI : -0.12782436251538287\n",
      "Working on : MRIN\n",
      "Length : 1712\n",
      "ROI : -0.002920963648869992\n",
      "Working on : MRK\n",
      "Length : 1712\n",
      "ROI : -0.014452776170246637\n",
      "Working on : MRKR\n",
      "Length : 1712\n",
      "ROI : 0.42395710079990223\n",
      "Working on : MRLN\n",
      "Length : 1712\n",
      "ROI : 0.0020162511859894467\n",
      "Working on : MRNS\n",
      "Length : 1712\n",
      "ROI : 0.07827183163300544\n",
      "Working on : MRO\n",
      "Length : 1712\n",
      "ROI : 0.19057774147134973\n",
      "Working on : MRSN\n",
      "Length : 1536\n",
      "ROI : -0.1617548706787854\n",
      "Working on : MRTN\n",
      "Length : 1712\n",
      "ROI : 0.057226255975489096\n",
      "Working on : MRTX\n",
      "Length : 1712\n",
      "ROI : 0.11012446439949972\n",
      "Working on : MRVL\n",
      "Length : 1712\n",
      "ROI : 0.03449854376429374\n",
      "Working on : MS\n",
      "Length : 1712\n",
      "ROI : 0.08250343086587682\n",
      "Working on : MSA\n",
      "Length : 1712\n",
      "ROI : -0.047959618643781406\n",
      "Working on : MSBI\n",
      "Length : 1712\n",
      "ROI : -0.03241614910010876\n",
      "Working on : MSCI\n",
      "Length : 1712\n",
      "ROI : 0.12904474768157018\n",
      "Working on : MSEX\n",
      "Length : 1712\n",
      "ROI : 0.10335350643812856\n",
      "Working on : MSFT\n",
      "Length : 1712\n",
      "ROI : 0.0515522052263351\n",
      "Working on : MSI\n",
      "Length : 1712\n",
      "ROI : -0.022697289599704792\n",
      "Working on : MSM\n",
      "Length : 1712\n",
      "ROI : -0.049643862006273576\n",
      "Working on : MSN\n",
      "Length : 1712\n",
      "ROI : -0.5201347564852853\n",
      "Working on : MSON\n",
      "Length : 1712\n",
      "ROI : 0.021557359792984728\n",
      "Working on : MSTR\n",
      "Length : 1712\n",
      "ROI : -0.5442683236017372\n",
      "Working on : MTB\n",
      "Length : 1712\n",
      "ROI : -0.0601117789775407\n",
      "Working on : MTCH\n",
      "Length : 1712\n",
      "ROI : -0.011924522414473534\n",
      "Working on : MTD\n",
      "Length : 1712\n",
      "ROI : 0.041282980384792396\n",
      "Working on : MTDR\n",
      "Length : 1712\n",
      "ROI : 0.05462636695216322\n",
      "Working on : MTEM\n",
      "Length : 1712\n",
      "ROI : -0.238993980991754\n",
      "Working on : MTEX\n",
      "Length : 1712\n",
      "ROI : 0.016226877073422616\n",
      "Working on : MTG\n",
      "Length : 1712\n",
      "ROI : 0.11259298057427003\n",
      "Working on : MTH\n",
      "Length : 1712\n",
      "ROI : 0.1738464132803264\n",
      "Working on : MTN\n",
      "Length : 1712\n",
      "ROI : -0.16164237732832729\n",
      "Working on : MTNB\n",
      "Length : 1712\n",
      "ROI : 0.16374264893857146\n",
      "Working on : MTOR\n",
      "Length : 1712\n",
      "ROI : -0.02345468151018384\n",
      "Working on : MTRN\n",
      "Length : 1712\n",
      "ROI : -0.013161561941044826\n",
      "Working on : MTRX\n",
      "Length : 1712\n",
      "ROI : 0.28230850747921304\n",
      "Working on : MTSI\n",
      "Length : 1712\n",
      "ROI : 0.07146912046527261\n",
      "Working on : MTW\n",
      "Length : 1712\n",
      "ROI : 0.058689035201646034\n",
      "Working on : MTX\n",
      "Length : 1712\n",
      "ROI : -0.011635657807974653\n",
      "Working on : MTZ\n",
      "Length : 1712\n",
      "ROI : -0.1928008230192186\n",
      "Working on : MU\n",
      "Length : 1712\n",
      "ROI : -0.029621752472469825\n",
      "Working on : MUR\n",
      "Length : 1712\n",
      "ROI : 0.11948489559583098\n",
      "Working on : MUSA\n",
      "Length : 1712\n",
      "ROI : 0.04844186090429779\n",
      "Working on : MUX\n",
      "Length : 1712\n",
      "ROI : -0.0382847534317502\n",
      "Working on : MVBF\n",
      "Length : 1712\n",
      "ROI : -0.21937477763266802\n",
      "Working on : MVIS\n",
      "Length : 1712\n",
      "ROI : 0.3821612879209868\n",
      "Working on : MWA\n",
      "Length : 1712\n",
      "ROI : 0.030869373048165803\n",
      "Working on : MXIM\n",
      "Length : 1697\n",
      "ROI : -0.0030229994551083674\n",
      "Working on : MXL\n",
      "Length : 1712\n",
      "ROI : 0.2183278656087708\n",
      "Working on : MYE\n",
      "Length : 1712\n",
      "ROI : -0.028710978717308905\n",
      "Working on : MYGN\n",
      "Length : 1712\n",
      "ROI : 0.20132434589635606\n",
      "Working on : MYRG\n",
      "Length : 1712\n",
      "ROI : 0.22440071983127463\n",
      "Working on : NAII\n",
      "Length : 1712\n",
      "ROI : 0.06827571921145537\n",
      "Working on : NATH\n",
      "Length : 1712\n",
      "ROI : 0.00996512577429932\n",
      "Working on : NATI\n",
      "Length : 1712\n",
      "ROI : -0.043803746118013645\n",
      "Working on : NATR\n",
      "Length : 1712\n",
      "ROI : -0.06897786435765982\n",
      "Working on : NAVB\n",
      "Length : 1712\n",
      "ROI : 0.21896796279559078\n",
      "Working on : NAVI\n",
      "Length : 1712\n",
      "ROI : 0.04583321205581277\n",
      "Working on : NBEV\n",
      "Length : 1712\n",
      "ROI : 0.030968097964578122\n",
      "Working on : NBHC\n",
      "Length : 1712\n",
      "ROI : 0.032418556845821365\n",
      "Working on : NBIX\n",
      "Length : 1712\n",
      "ROI : 0.05453829819754142\n",
      "Working on : NBN\n",
      "Length : 1712\n",
      "ROI : 0.07835737680477092\n",
      "Working on : NBR\n",
      "Length : 1712\n",
      "ROI : 0.07561114684167498\n",
      "Working on : NBTB\n",
      "Length : 1712\n",
      "ROI : 0.00024278657578504807\n",
      "Working on : NBY\n",
      "Length : 1712\n",
      "ROI : -0.09280513269614403\n",
      "Working on : NC\n",
      "Length : 1712\n",
      "ROI : 0.16920339353248326\n",
      "Working on : NCBS\n",
      "Length : 1712\n",
      "ROI : 0.002971174837400651\n",
      "Working on : NCLH\n",
      "Length : 1712\n",
      "ROI : -0.242531402902916\n",
      "Working on : NCMI\n",
      "Length : 1712\n",
      "ROI : -0.037630254409733305\n",
      "Working on : NCR\n",
      "Length : 1712\n",
      "ROI : -0.3125208123999292\n",
      "Working on : NCSM\n",
      "Length : 1597\n",
      "ROI : -0.1580826192252115\n",
      "Working on : NDAQ\n",
      "Length : 1712\n",
      "ROI : 0.07144017477895957\n",
      "Working on : NDLS\n",
      "Length : 1712\n",
      "ROI : -0.09622945057693064\n",
      "Working on : NDSN\n",
      "Length : 1712\n",
      "ROI : 0.06465184393857248\n",
      "Working on : NEE\n",
      "Length : 1712\n",
      "ROI : 0.13405654250347115\n",
      "Working on : NEM\n",
      "Length : 1712\n",
      "ROI : 0.09648363703080481\n",
      "Working on : NEO\n",
      "Length : 1712\n",
      "ROI : 0.28750458428102726\n",
      "Working on : NEOG\n",
      "Length : 1712\n",
      "ROI : 0.002993997841914159\n",
      "Working on : NEON\n",
      "Length : 1712\n",
      "ROI : 0.0648494144419482\n",
      "Working on : NERV\n",
      "Length : 1712\n",
      "ROI : -0.30743358012431793\n",
      "Working on : NETE\n",
      "Length : 1712\n",
      "ROI : -0.23162021065994265\n",
      "Working on : NEU\n",
      "Length : 1712\n",
      "ROI : 0.20460569791093985\n",
      "Working on : NEWR\n",
      "Length : 1712\n",
      "ROI : 0.26199080568864574\n",
      "Working on : NFBK\n",
      "Length : 1712\n",
      "ROI : -0.07232979892875696\n",
      "Working on : NFG\n",
      "Length : 1712\n",
      "ROI : 0.028877227313346333\n",
      "Working on : NFLX\n",
      "Length : 1712\n",
      "ROI : 0.0891938454934539\n",
      "Working on : NGS\n",
      "Length : 1712\n",
      "ROI : 0.03264854862645714\n",
      "Working on : NGVC\n",
      "Length : 1712\n",
      "ROI : 0.008106119941683582\n",
      "Working on : NGVT\n",
      "Length : 1712\n",
      "ROI : 0.09388929665302011\n",
      "Working on : NHC\n",
      "Length : 1712\n",
      "ROI : -0.017170150132614366\n",
      "Working on : NHI\n",
      "Length : 1712\n",
      "ROI : -0.0785665933366679\n",
      "Working on : NHTC\n",
      "Length : 1712\n",
      "ROI : -0.08647959012999927\n",
      "Working on : NI\n",
      "Length : 1712\n",
      "ROI : 0.05995217999500256\n",
      "Working on : NICK\n",
      "Length : 1712\n",
      "ROI : 0.016608492411759546\n",
      "Working on : NJR\n",
      "Length : 1712\n",
      "ROI : 0.11316674315581914\n",
      "Working on : NKE\n",
      "Length : 1712\n",
      "ROI : 0.03595646600713641\n",
      "Working on : NKSH\n",
      "Length : 1712\n",
      "ROI : 0.02956872736820468\n",
      "Working on : NKTR\n",
      "Length : 1712\n",
      "ROI : 0.10777516241678431\n",
      "Working on : NL\n",
      "Length : 1712\n",
      "ROI : -0.021840095624078928\n",
      "Working on : NLS\n",
      "Length : 1712\n",
      "ROI : -0.39680549792486625\n",
      "Working on : NLSN\n",
      "Length : 1712\n",
      "ROI : -0.2012016076720676\n",
      "Working on : NLY\n",
      "Length : 1712\n",
      "ROI : 0.004741328512788524\n",
      "Working on : NMIH\n",
      "Length : 1712\n",
      "ROI : 0.08246489091061183\n",
      "Working on : NMRK\n",
      "Length : 1366\n",
      "Stock Data Corrupted\n",
      "Working on : NNBR\n",
      "Length : 1712\n",
      "ROI : -0.02980533589181343\n",
      "Working on : NNI\n",
      "Length : 1712\n",
      "ROI : 0.06655622156580569\n",
      "Working on : NNN\n",
      "Length : 1712\n",
      "ROI : 0.06642505659694527\n",
      "Working on : NNVC\n",
      "Length : 1712\n",
      "ROI : 0.005452482528068195\n",
      "Working on : NOC\n",
      "Length : 1712\n",
      "ROI : -0.008219162278970479\n",
      "Working on : NODK\n",
      "Length : 1640\n",
      "ROI : -0.11139476354917634\n",
      "Working on : NOG\n",
      "Length : 1712\n",
      "ROI : 0.23173875929131169\n",
      "Working on : NOV\n",
      "Length : 1712\n",
      "ROI : 0.0564891137594526\n",
      "Working on : NOVT\n",
      "Length : 1712\n",
      "ROI : 0.11615928813645915\n",
      "Working on : NOW\n",
      "Length : 1712\n",
      "ROI : 0.19934148496968626\n",
      "Working on : NP\n",
      "Length : 1712\n",
      "ROI : -0.006691343767271841\n",
      "Working on : NPK\n",
      "Length : 1712\n",
      "ROI : -0.06388250225385485\n",
      "Working on : NPO\n",
      "Length : 1712\n",
      "ROI : -0.001907265255033097\n",
      "Working on : NPTN\n",
      "Length : 1712\n",
      "ROI : -0.07778143890236841\n",
      "Working on : NR\n",
      "Length : 1712\n",
      "ROI : 0.09118911121723812\n",
      "Working on : NRC\n",
      "Length : 1712\n",
      "ROI : -0.009595767089796568\n",
      "Working on : NRG\n",
      "Length : 1712\n",
      "ROI : 0.031654916476117775\n",
      "Working on : NRIM\n",
      "Length : 1712\n",
      "ROI : -0.05666211374440373\n",
      "Working on : NRZ\n",
      "Length : 1712\n",
      "ROI : 0.27644200361345506\n",
      "Working on : NSA\n",
      "Length : 1712\n",
      "ROI : 0.03782958442302128\n",
      "Working on : NSC\n",
      "Length : 1712\n",
      "ROI : -0.08222689817287199\n",
      "Working on : NSEC\n",
      "Length : 1705\n",
      "ROI : 0.12778521348043104\n",
      "Working on : NSIT\n",
      "Length : 1712\n",
      "ROI : -0.08988294925430892\n",
      "Working on : NSP\n",
      "Length : 1712\n",
      "ROI : 0.08968091935259653\n",
      "Working on : NSSC\n",
      "Length : 1712\n",
      "ROI : 0.08628207685754058\n",
      "Working on : NSTG\n",
      "Length : 1712\n",
      "ROI : 0.012793201526822144\n",
      "Working on : NTAP\n",
      "Length : 1712\n",
      "ROI : -0.030645346321175188\n",
      "Working on : NTCT\n",
      "Length : 1712\n",
      "ROI : -0.08672978660925237\n",
      "Working on : NTGR\n",
      "Length : 1712\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ROI : -0.009775113554813523\n",
      "Working on : NTIC\n",
      "Length : 1712\n",
      "ROI : -0.04303540031619071\n",
      "Working on : NTIP\n",
      "Length : 1712\n",
      "ROI : -0.09859989342466122\n",
      "Working on : NTLA\n",
      "Length : 1712\n",
      "ROI : 0.2855680364495891\n",
      "Working on : NTNX\n",
      "Length : 1712\n",
      "ROI : 0.05568644760102692\n",
      "Working on : NTRA\n",
      "Length : 1712\n",
      "ROI : 0.15055987956394504\n",
      "Working on : NTRS\n",
      "Length : 1712\n",
      "ROI : -0.09738314370541247\n",
      "Working on : NTWK\n",
      "Length : 1712\n",
      "ROI : 0.006326545464936159\n",
      "Working on : NUAN\n",
      "Length : 1712\n",
      "ROI : 0.024069955993715555\n",
      "Working on : NUE\n",
      "Length : 1712\n",
      "ROI : 0.11938190345751229\n",
      "Working on : NURO\n",
      "Length : 1712\n",
      "ROI : -0.4946166165786883\n",
      "Working on : NUS\n",
      "Length : 1712\n",
      "ROI : -0.017905071660813884\n",
      "Working on : NUVA\n",
      "Length : 1712\n",
      "ROI : -0.043164809615871776\n",
      "Working on : NVAX\n",
      "Length : 1712\n",
      "ROI : -0.2277646664486135\n",
      "Working on : NVDA\n",
      "Length : 1712\n",
      "ROI : 0.1313650026204099\n",
      "Working on : NVEC\n",
      "Length : 1712\n",
      "ROI : 0.028059238234388502\n",
      "Working on : NVEE\n",
      "Length : 1712\n",
      "ROI : -0.11230145122829263\n",
      "Working on : NVFY\n",
      "Length : 1712\n",
      "ROI : -0.0361287429984391\n",
      "Working on : NVIV\n",
      "Length : 1712\n",
      "ROI : 0.3949061262832953\n",
      "Working on : NVR\n",
      "Length : 1712\n",
      "ROI : -0.009373801155941134\n",
      "Working on : NVRO\n",
      "Length : 1712\n",
      "ROI : -0.1572197885199868\n",
      "Working on : NVTA\n",
      "Length : 1712\n",
      "ROI : -0.10489705713700655\n",
      "Working on : NWBI\n",
      "Length : 1712\n",
      "ROI : -0.03594659085424718\n",
      "Working on : NWE\n",
      "Length : 1712\n",
      "ROI : 0.056472306614139066\n",
      "Working on : NWFL\n",
      "Length : 1712\n",
      "ROI : 0.11656616912047028\n",
      "Working on : NWHM\n",
      "Length : 1705\n",
      "ROI : 0.5653154799463976\n",
      "Working on : NWL\n",
      "Length : 1712\n",
      "ROI : -0.11369903935158887\n",
      "Working on : NWLI\n",
      "Length : 1712\n",
      "ROI : -0.045456536457314387\n",
      "Working on : NWN\n",
      "Length : 1712\n",
      "ROI : 0.08799764591115293\n",
      "Working on : NWPX\n",
      "Length : 1712\n",
      "ROI : -0.016553576233074588\n",
      "Working on : NWS\n",
      "Length : 1712\n",
      "ROI : -0.09098365542960402\n",
      "Working on : NWSA\n",
      "Length : 1712\n",
      "ROI : -0.10924944868773227\n",
      "Working on : NX\n",
      "Length : 1712\n",
      "ROI : -0.1723634113540056\n",
      "Working on : NXGN\n",
      "Length : 1712\n",
      "ROI : 0.022170242371496517\n",
      "Working on : NXRT\n",
      "Length : 1712\n",
      "ROI : -0.04059280350673764\n",
      "Working on : NXST\n",
      "Length : 1712\n",
      "ROI : -0.08446802225202295\n",
      "Working on : NXTD\n",
      "Length : 1712\n",
      "ROI : -0.13091701892982308\n",
      "Working on : NYCB\n",
      "Length : 1712\n",
      "ROI : 0.03605763505372658\n",
      "Working on : NYMT\n",
      "Length : 1712\n",
      "ROI : 0.1660073317961875\n",
      "Working on : NYT\n",
      "Length : 1712\n",
      "ROI : 0.19779843249604287\n",
      "Working on : O\n",
      "Length : 1712\n",
      "ROI : -0.014648631465160756\n",
      "Working on : OAS\n",
      "Length : 1712\n",
      "ROI : 0.031633486217292686\n",
      "Working on : OBCI\n",
      "Length : 1712\n",
      "ROI : -0.7799167305490636\n",
      "Working on : OC\n",
      "Length : 1712\n",
      "ROI : -0.05922483746903668\n",
      "Working on : OCC\n",
      "Length : 1712\n",
      "ROI : 0.09664073472344857\n",
      "Working on : OCFC\n",
      "Length : 1712\n",
      "ROI : -0.010180063695401186\n",
      "Working on : OCN\n",
      "Length : 1712\n",
      "ROI : 0.019834930751063812\n",
      "Working on : OCUL\n",
      "Length : 1712\n",
      "ROI : -0.17386446394553504\n",
      "Working on : OCX\n",
      "Length : 1712\n",
      "ROI : 0.0018684143438710459\n",
      "Working on : ODC\n",
      "Length : 1712\n",
      "ROI : -0.04640241480511383\n",
      "Working on : ODFL\n",
      "Length : 1712\n",
      "ROI : 0.11387301303175566\n",
      "Working on : ODP\n",
      "Length : 1712\n",
      "ROI : -0.03441847519275084\n",
      "Working on : ODT\n",
      "Length : 1374\n",
      "ROI : 1.182327307308732\n",
      "Working on : OESX\n",
      "Length : 1712\n",
      "ROI : 0.008449848507832666\n",
      "Working on : OFC\n",
      "Length : 1712\n",
      "ROI : -0.10566207985802069\n",
      "Working on : OFED\n",
      "Length : 1712\n",
      "ROI : 0.24488416683270753\n",
      "Working on : OFG\n",
      "Length : 1712\n",
      "ROI : -0.02635897919181806\n",
      "Working on : OFIX\n",
      "Length : 1712\n",
      "ROI : 0.03628827023427737\n",
      "Working on : OFLX\n",
      "Length : 1712\n",
      "ROI : 0.03309082289433537\n",
      "Working on : OGE\n",
      "Length : 1712\n",
      "ROI : 0.07696165337858812\n",
      "Working on : OGEN\n",
      "Length : 1712\n",
      "ROI : 0.17432521555636496\n",
      "Working on : OGS\n",
      "Length : 1712\n",
      "ROI : 0.05747295039669377\n",
      "Working on : OHI\n",
      "Length : 1712\n",
      "ROI : -0.10827029088315096\n",
      "Working on : OI\n",
      "Length : 1712\n",
      "ROI : -0.0093552309418838\n",
      "Working on : OII\n",
      "Length : 1712\n",
      "ROI : -0.10279017954936072\n",
      "Working on : OIS\n",
      "Length : 1712\n",
      "ROI : 0.20215188861210895\n",
      "Working on : OKE\n",
      "Length : 1712\n",
      "ROI : 0.06255609410423008\n",
      "Working on : OKTA\n",
      "Length : 1618\n",
      "ROI : 0.09839575276228311\n",
      "Working on : OLED\n",
      "Length : 1712\n",
      "ROI : -0.08155326498316125\n",
      "Working on : OLLI\n",
      "Length : 1712\n",
      "ROI : -0.1305779803929372\n",
      "Working on : OLN\n",
      "Length : 1712\n",
      "ROI : 0.0712512340636597\n",
      "Working on : OLP\n",
      "Length : 1712\n",
      "ROI : -0.05741834101729558\n",
      "Working on : OMC\n",
      "Length : 1712\n",
      "ROI : 0.07177212221868835\n",
      "Working on : OMCL\n",
      "Length : 1712\n",
      "ROI : 0.02817685261901218\n",
      "Working on : OMER\n",
      "Length : 1712\n",
      "ROI : 0.12156430960342761\n",
      "Working on : OMEX\n",
      "Length : 1712\n",
      "ROI : 0.008790831244568354\n",
      "Working on : OMF\n",
      "Length : 1712\n",
      "ROI : -0.04922370547093082\n",
      "Working on : OMI\n",
      "Length : 1712\n",
      "ROI : 0.02628649475816566\n",
      "Working on : ON\n",
      "Length : 1712\n",
      "ROI : 0.11936779692315581\n",
      "Working on : ONB\n",
      "Length : 1712\n",
      "ROI : 0.00733356251709586\n",
      "Working on : ONCS\n",
      "Length : 1712\n",
      "ROI : -0.13192903848864426\n",
      "Working on : ONTX\n",
      "Length : 1712\n",
      "ROI : -0.5873084688141813\n",
      "Working on : ONVO\n",
      "Length : 1712\n",
      "ROI : -0.18212178357171505\n",
      "Working on : OOMA\n",
      "Length : 1712\n",
      "ROI : 0.1455432946258029\n",
      "Working on : OPGN\n",
      "Length : 1712\n",
      "ROI : -0.22542826305755248\n",
      "Working on : OPI\n",
      "Length : 1712\n",
      "ROI : -0.06185448672993924\n",
      "Working on : OPK\n",
      "Length : 1712\n",
      "ROI : -0.01119780807957058\n",
      "Working on : OPOF\n",
      "Length : 1712\n",
      "ROI : -0.12531494044746927\n",
      "Working on : OPRX\n",
      "Length : 1712\n",
      "ROI : 0.07296550123515891\n",
      "Working on : OPTN\n",
      "Length : 1429\n",
      "ROI : -0.07567805451991515\n",
      "Working on : OPTT\n",
      "Length : 1712\n",
      "ROI : 0.09916992951216784\n",
      "Working on : OPY\n",
      "Length : 1712\n",
      "ROI : -0.09051536840494476\n",
      "Working on : ORA\n",
      "Length : 1712\n",
      "ROI : -0.06149639521896036\n",
      "Working on : ORBC\n",
      "Length : 1703\n",
      "ROI : 0.156473840265292\n",
      "Working on : ORC\n",
      "Length : 1712\n",
      "ROI : -0.05648535724799567\n",
      "Working on : ORCL\n",
      "Length : 1712\n",
      "ROI : 0.034972609974310544\n",
      "Working on : ORGO\n",
      "Length : 1710\n",
      "ROI : -0.010039413619670708\n",
      "Working on : ORI\n",
      "Length : 1712\n",
      "ROI : -0.036355971079689915\n",
      "Working on : ORLY\n",
      "Length : 1712\n",
      "ROI : -0.0790973804376616\n",
      "Working on : ORN\n",
      "Length : 1712\n",
      "ROI : -0.13855006041372817\n",
      "Working on : ORRF\n",
      "Length : 1712\n",
      "ROI : -0.008826587731710427\n",
      "Working on : OSBC\n",
      "Length : 1712\n",
      "ROI : 0.05986220354081447\n",
      "Working on : OSG\n",
      "Length : 1712\n",
      "ROI : -0.21402019009027795\n",
      "Working on : OSIS\n",
      "Length : 1712\n",
      "ROI : -0.043986957906161694\n",
      "Working on : OSK\n",
      "Length : 1712\n",
      "ROI : -0.008318369331809038\n",
      "Working on : OSPN\n",
      "Length : 1712\n",
      "ROI : -0.14679112706042396\n",
      "Working on : OSTK\n",
      "Length : 1712\n",
      "ROI : -0.4168393776795597\n",
      "Working on : OSUR\n",
      "Length : 1712\n",
      "ROI : -0.07514644030729808\n",
      "Working on : OTIC\n",
      "Length : 1712\n",
      "ROI : -0.3299479448077175\n",
      "Working on : OTTR\n",
      "Length : 1712\n",
      "ROI : 0.08618230324964181\n",
      "Working on : OUT\n",
      "Length : 1712\n",
      "ROI : 0.11430677716704146\n",
      "Working on : OVBC\n",
      "Length : 1712\n",
      "ROI : 0.10349108775429941\n",
      "Working on : OVLY\n",
      "Length : 1712\n",
      "ROI : 0.0969891850401126\n",
      "Working on : OXM\n",
      "Length : 1712\n",
      "ROI : 0.054704684103367214\n",
      "Working on : OXY\n",
      "Length : 1712\n",
      "ROI : 0.08827538982358438\n",
      "Working on : OZK\n",
      "Length : 1712\n",
      "ROI : 0.01399339104100263\n",
      "Working on : PACB\n",
      "Length : 1712\n",
      "ROI : 0.3862562275788427\n",
      "Working on : PACW\n",
      "Length : 1712\n",
      "ROI : -0.06359242187506361\n",
      "Working on : PAG\n",
      "Length : 1712\n",
      "ROI : 0.1250950231773172\n",
      "Working on : PAHC\n",
      "Length : 1712\n",
      "ROI : -0.02371942540217262\n",
      "Working on : PANL\n",
      "Length : 1712\n",
      "ROI : 0.09101181920435031\n",
      "Working on : PANW\n",
      "Length : 1712\n",
      "ROI : 0.13640889101708809\n",
      "Working on : PAR\n",
      "Length : 1712\n",
      "ROI : -0.018161667117786478\n",
      "Working on : PARR\n",
      "Length : 1712\n",
      "ROI : 0.12330009266175018\n",
      "Working on : PATI\n",
      "Length : 1712\n",
      "ROI : -0.014277916436386278\n",
      "Working on : PATK\n",
      "Length : 1712\n",
      "ROI : 0.15482759665719328\n",
      "Working on : PAYC\n",
      "Length : 1712\n",
      "ROI : 0.22208135924513894\n",
      "Working on : PAYX\n",
      "Length : 1712\n",
      "ROI : -0.0785300927819262\n",
      "Working on : PB\n",
      "Length : 1712\n",
      "ROI : 0.025952068509084665\n",
      "Working on : PBCT\n",
      "Length : 1712\n",
      "ROI : -0.055173335205913894\n",
      "Working on : PBF\n",
      "Length : 1712\n",
      "ROI : 0.4202660364029944\n",
      "Working on : PBH\n",
      "Length : 1712\n",
      "ROI : 0.052328864767093884\n",
      "Working on : PBHC\n",
      "Length : 1712\n",
      "ROI : 0.023119399483013836\n",
      "Working on : PBI\n",
      "Length : 1712\n",
      "ROI : -0.04001195606065555\n",
      "Working on : PBIP\n",
      "Length : 1712\n",
      "ROI : -0.0035797051855030234\n",
      "Working on : PBPB\n",
      "Length : 1712\n",
      "ROI : -0.01066668556721117\n",
      "Working on : PBYI\n",
      "Length : 1712\n",
      "ROI : 0.010578498980626225\n",
      "Working on : PCAR\n",
      "Length : 1712\n",
      "ROI : 0.03206168706295788\n",
      "Working on : PCH\n",
      "Length : 1712\n",
      "ROI : -0.03368792333010133\n",
      "Working on : PCRX\n",
      "Length : 1712\n",
      "ROI : 0.029330655937715236\n",
      "Working on : PCSB\n",
      "Length : 1604\n",
      "ROI : 0.07261502516794045\n",
      "Working on : PCTI\n",
      "Length : 1712\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ROI : -0.06370075680796244\n",
      "Working on : PCTY\n",
      "Length : 1712\n",
      "ROI : 0.3477321152719416\n",
      "Working on : PCYG\n",
      "Length : 1712\n",
      "ROI : 0.002378296658547106\n",
      "Working on : PCYO\n",
      "Length : 1712\n",
      "ROI : -0.19594787062072702\n",
      "Working on : PDCE\n",
      "Length : 1712\n",
      "ROI : 0.20549710990233658\n",
      "Working on : PDCO\n",
      "Length : 1712\n",
      "ROI : 0.12883412993402682\n",
      "Working on : PDEX\n",
      "Length : 1712\n",
      "ROI : -0.05404873230795632\n",
      "Working on : PDFS\n",
      "Length : 1712\n",
      "ROI : 0.13699299957977393\n",
      "Working on : PDLB\n",
      "Length : 1440\n",
      "ROI : 0.08126202221655536\n",
      "Working on : PDM\n",
      "Length : 1712\n",
      "ROI : 0.08779660305635294\n",
      "Working on : PEB\n",
      "Length : 1712\n",
      "ROI : -0.025191952773870152\n",
      "Working on : PEBK\n",
      "Length : 1712\n",
      "ROI : -0.0479591144404789\n",
      "Working on : PEBO\n",
      "Length : 1712\n",
      "ROI : 0.03254041135282382\n",
      "Working on : PED\n",
      "Length : 1712\n",
      "ROI : 0.2945963329425589\n",
      "Working on : PEG\n",
      "Length : 1712\n",
      "ROI : -0.04142326587176621\n",
      "Working on : PEGA\n",
      "Length : 1712\n",
      "ROI : 0.0060266655991090936\n",
      "Working on : PEI\n",
      "Length : 1712\n",
      "ROI : -0.4069389698899302\n",
      "Working on : PEN\n",
      "Length : 1712\n",
      "ROI : 0.027404775922924042\n",
      "Working on : PENN\n",
      "Length : 1712\n",
      "ROI : 0.15546072893686763\n",
      "Working on : PEP\n",
      "Length : 1712\n",
      "ROI : -0.01931290099091271\n",
      "Working on : PESI\n",
      "Length : 1712\n",
      "ROI : -0.06667563041683067\n",
      "Working on : PETQ\n",
      "Length : 1513\n",
      "ROI : -0.18198445082295478\n",
      "Working on : PETS\n",
      "Length : 1712\n",
      "ROI : -0.1283740267030892\n",
      "Working on : PFBC\n",
      "Length : 1712\n",
      "ROI : 0.0032479154242488683\n",
      "Working on : PFBI\n",
      "Length : 1712\n",
      "ROI : -0.021477578405690787\n",
      "Working on : PFE\n",
      "Length : 1712\n",
      "ROI : -0.10716037272052291\n",
      "Working on : PFG\n",
      "Length : 1712\n",
      "ROI : -0.015436696025637494\n",
      "Working on : PFGC\n",
      "Length : 1712\n",
      "ROI : -0.21750536393367795\n",
      "Working on : PFIE\n",
      "Length : 1712\n",
      "ROI : -0.10295247515201887\n",
      "Working on : PFIN\n",
      "Length : 1712\n",
      "ROI : 0.04878252296133447\n",
      "Working on : PFIS\n",
      "Length : 1712\n",
      "ROI : 0.032071465398992714\n",
      "Working on : PFMT\n",
      "Length : 1712\n",
      "ROI : 0.13147880036930798\n",
      "Working on : PFPT\n",
      "Length : 1702\n",
      "ROI : -0.01661210466811561\n",
      "Working on : PFS\n",
      "Length : 1712\n",
      "ROI : -0.007435349996118829\n",
      "Working on : PFSW\n",
      "Length : 1712\n",
      "ROI : 0.029621406147161262\n",
      "Working on : PG\n",
      "Length : 1712\n",
      "ROI : 0.02919380783890665\n",
      "Working on : PGC\n",
      "Length : 1712\n",
      "ROI : 0.028294674312050478\n",
      "Working on : PGR\n",
      "Length : 1712\n",
      "ROI : -0.0007712263873767524\n",
      "Working on : PGRE\n",
      "Length : 1712\n",
      "ROI : -0.1861430976744841\n",
      "Working on : PGTI\n",
      "Length : 1712\n",
      "ROI : -0.06306308369956831\n",
      "Working on : PH\n",
      "Length : 1712\n",
      "ROI : 0.03032867002380622\n",
      "Working on : PHIO\n",
      "Length : 1712\n",
      "ROI : -0.0034646435470289064\n",
      "Working on : PHM\n",
      "Length : 1712\n",
      "ROI : -0.08585431334255446\n",
      "Working on : PHX\n",
      "Length : 1712\n",
      "ROI : -0.11440801531543932\n",
      "Working on : PI\n",
      "Length : 1712\n",
      "ROI : 0.04011656266547344\n",
      "Working on : PII\n",
      "Length : 1712\n",
      "ROI : -0.010497894095035942\n",
      "Working on : PINC\n",
      "Length : 1712\n",
      "ROI : 0.014103740245128468\n",
      "Working on : PJT\n",
      "Length : 1712\n",
      "ROI : -0.012307384027581308\n",
      "Working on : PK\n",
      "Length : 1711\n",
      "ROI : 0.17598712916763026\n",
      "Working on : PKBK\n",
      "Length : 1712\n",
      "ROI : 0.09934652721765262\n",
      "Working on : PKE\n",
      "Length : 1712\n",
      "ROI : 0.013220536374468373\n",
      "Working on : PKG\n",
      "Length : 1712\n",
      "ROI : 0.0727233033201001\n",
      "Working on : PKI\n",
      "Length : 1712\n",
      "ROI : 0.027214138397484388\n",
      "Working on : PKOH\n",
      "Length : 1712\n",
      "ROI : -0.13252274096053956\n",
      "Working on : PLAB\n",
      "Length : 1712\n",
      "ROI : 0.03822114694058842\n",
      "Working on : PLAY\n",
      "Length : 1712\n",
      "ROI : 0.0035328129972767657\n",
      "Working on : PLBC\n",
      "Length : 1712\n",
      "ROI : -0.05676573241289073\n",
      "Working on : PLCE\n",
      "Length : 1712\n",
      "ROI : 0.11440875469864946\n",
      "Working on : PLD\n",
      "Length : 1712\n",
      "ROI : 0.0017669097700043074\n",
      "Working on : PLNT\n",
      "Length : 1712\n",
      "ROI : -0.08371322060339571\n",
      "Working on : PLOW\n",
      "Length : 1712\n",
      "ROI : -0.06261641264542811\n",
      "Working on : PLPC\n",
      "Length : 1712\n",
      "ROI : -0.02681257314234701\n",
      "Working on : PLSE\n",
      "Length : 1712\n",
      "ROI : -0.2514347407501186\n",
      "Working on : PLUG\n",
      "Length : 1712\n",
      "ROI : -0.9425601180997216\n",
      "Working on : PLUS\n",
      "Length : 1712\n",
      "ROI : 0.15275876562120602\n",
      "Working on : PLXP\n",
      "Length : 1712\n",
      "ROI : 0.027503291583986955\n",
      "Working on : PLXS\n",
      "Length : 1712\n",
      "ROI : 0.05536831979298057\n",
      "Working on : PLYA\n",
      "Length : 1712\n",
      "ROI : 0.1579123775676056\n",
      "Working on : PLYM\n",
      "Length : 1555\n",
      "ROI : -0.06813609771338047\n",
      "Working on : PM\n",
      "Length : 1712\n",
      "ROI : 0.05660455966877953\n",
      "Working on : PMBC\n",
      "Length : 1712\n",
      "ROI : -0.03329359644459792\n",
      "Working on : PMD\n",
      "Length : 1712\n",
      "ROI : 0.16708950821805343\n",
      "Working on : PMT\n",
      "Length : 1712\n",
      "ROI : -0.12648489665488308\n",
      "Working on : PMTS\n",
      "Length : 1712\n",
      "ROI : 1.3671050238069269\n",
      "Working on : PNBK\n",
      "Length : 1712\n",
      "ROI : 0.15260331621143716\n",
      "Working on : PNC\n",
      "Length : 1712\n",
      "ROI : -0.06074806077768076\n",
      "Working on : PNFP\n",
      "Length : 1712\n",
      "ROI : 0.031578481129910824\n",
      "Working on : PNM\n",
      "Length : 1712\n",
      "ROI : -0.032513275350283484\n",
      "Working on : PNR\n",
      "Length : 1712\n",
      "ROI : 0.12660179920147066\n",
      "Working on : PNRG\n",
      "Length : 1712\n",
      "ROI : 0.1245353455885909\n",
      "Working on : PNW\n",
      "Length : 1712\n",
      "ROI : 0.017674743801802305\n",
      "Working on : PODD\n",
      "Length : 1712\n",
      "ROI : 0.12015013523623594\n",
      "Working on : POOL\n",
      "Length : 1712\n",
      "ROI : 0.14747160170172835\n",
      "Working on : POR\n",
      "Length : 1712\n",
      "ROI : 0.08844514220286892\n",
      "Working on : POST\n",
      "Length : 1712\n",
      "ROI : 0.03624345039820883\n",
      "Working on : POWI\n",
      "Length : 1712\n",
      "ROI : 0.23666546930358603\n",
      "Working on : POWL\n",
      "Length : 1712\n",
      "ROI : 0.013468506637204907\n",
      "Working on : PPBI\n",
      "Length : 1712\n",
      "ROI : -0.06213541227997516\n",
      "Working on : PPC\n",
      "Length : 1712\n",
      "ROI : 0.2642119768054503\n",
      "Working on : PPG\n",
      "Length : 1712\n",
      "ROI : -0.06844420912328651\n",
      "Working on : PPIH\n",
      "Length : 1712\n",
      "ROI : 0.06127454849193362\n",
      "Working on : PPL\n",
      "Length : 1712\n",
      "ROI : 0.014743546305848192\n",
      "Working on : PPSI\n",
      "Length : 1712\n",
      "ROI : -0.38325358320799174\n",
      "Working on : PQG\n",
      "Length : 1443\n",
      "ROI : -0.08617643232687018\n",
      "Working on : PRA\n",
      "Length : 1712\n",
      "ROI : -0.07637974776947329\n",
      "Working on : PRAA\n",
      "Length : 1712\n",
      "ROI : 0.02697502791264563\n",
      "Working on : PRFT\n",
      "Length : 1712\n",
      "ROI : 0.28605018393923215\n",
      "Working on : PRGO\n",
      "Length : 1712\n",
      "ROI : -0.059304551807686706\n",
      "Working on : PRGS\n",
      "Length : 1712\n",
      "ROI : -0.059933852776957036\n",
      "Working on : PRI\n",
      "Length : 1712\n",
      "ROI : -0.0035414740275983765\n",
      "Working on : PRIM\n",
      "Length : 1712\n",
      "ROI : -0.07531752997547829\n",
      "Working on : PRK\n",
      "Length : 1712\n",
      "ROI : -0.0950708643187782\n",
      "Working on : PRLB\n",
      "Length : 1712\n",
      "ROI : -0.03323712276683771\n",
      "Working on : PRMW\n",
      "Length : 1712\n",
      "ROI : 0.05823818995600876\n",
      "Working on : PRO\n",
      "Length : 1712\n",
      "ROI : -0.09980477797290299\n",
      "Working on : PROV\n",
      "Length : 1712\n",
      "ROI : 0.04586404092288955\n",
      "Working on : PRPH\n",
      "Length : 1712\n",
      "ROI : -0.8844562729456068\n",
      "Working on : PRTA\n",
      "Length : 1712\n",
      "ROI : 0.6888212298810256\n",
      "Working on : PRTK\n",
      "Length : 1712\n",
      "ROI : 0.13854632619965768\n",
      "Working on : PRTS\n",
      "Length : 1712\n",
      "ROI : -0.7737481464153962\n",
      "Working on : PRTY\n",
      "Length : 1712\n",
      "ROI : -0.05660756868965319\n",
      "Working on : PRU\n",
      "Length : 1712\n",
      "ROI : -0.01835956376629351\n",
      "Working on : PSA\n",
      "Length : 1712\n",
      "ROI : 0.05452464899059067\n",
      "Working on : PSB\n",
      "Length : 1712\n",
      "ROI : 0.05428112862909533\n",
      "Working on : PSMT\n",
      "Length : 1712\n",
      "ROI : -0.10469485334662079\n",
      "Working on : PSTG\n",
      "Length : 1712\n",
      "ROI : 0.07510174526290254\n",
      "Working on : PSX\n",
      "Length : 1712\n",
      "ROI : -0.04571265003700271\n",
      "Working on : PTC\n",
      "Length : 1712\n",
      "ROI : -0.1534275468198961\n",
      "Working on : PTCT\n",
      "Length : 1712\n",
      "ROI : 0.11282532360477594\n",
      "Working on : PTE\n",
      "Length : 1712\n",
      "ROI : 1.4553247889163559\n",
      "Working on : PTEN\n",
      "Length : 1712\n",
      "ROI : 0.18425368378206705\n",
      "Working on : PTGX\n",
      "Length : 1712\n",
      "ROI : 0.09072197219274383\n",
      "Working on : PTN\n",
      "Length : 1712\n",
      "ROI : 0.09413674832816527\n",
      "Working on : PTSI\n",
      "Length : 1712\n",
      "ROI : -0.2541450794552742\n",
      "Working on : PULM\n",
      "Length : 1712\n",
      "ROI : 0.1596521329043645\n",
      "Working on : PUMP\n",
      "Length : 1639\n",
      "ROI : 0.07640936287240942\n",
      "Working on : PVAC\n",
      "Length : 1712\n",
      "ROI : 0.18907289965613208\n",
      "Working on : PVBC\n",
      "Length : 1712\n",
      "ROI : -0.05843912039691778\n",
      "Working on : PVH\n",
      "Length : 1712\n",
      "ROI : 0.04696827262007215\n",
      "Working on : PW\n",
      "Length : 1712\n",
      "ROI : 0.3709047890159223\n",
      "Working on : PWOD\n",
      "Length : 1712\n",
      "ROI : 0.040791847195611096\n",
      "Working on : PWR\n",
      "Length : 1712\n",
      "ROI : 0.381737206653067\n",
      "Working on : PXD\n",
      "Length : 1712\n",
      "ROI : 0.09703182914089543\n",
      "Working on : PXLW\n",
      "Length : 1712\n",
      "ROI : 0.19494370918061588\n",
      "Working on : PYPL\n",
      "Length : 1712\n",
      "ROI : 0.12603417107594858\n",
      "Working on : PZG\n",
      "Length : 1712\n",
      "ROI : 0.02623721761995237\n",
      "Working on : PZN\n",
      "Length : 1712\n",
      "ROI : -0.018516634843100906\n",
      "Working on : PZZA\n",
      "Length : 1712\n",
      "ROI : 0.002410581530729145\n",
      "Working on : QADA\n",
      "Length : 1712\n",
      "ROI : 0.009549115579626169\n",
      "Working on : QADB\n",
      "Length : 1712\n",
      "ROI : 0.08813327317947472\n",
      "Working on : QCOM\n",
      "Length : 1712\n",
      "ROI : 0.08490606062760037\n",
      "Working on : QCRH\n",
      "Length : 1712\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ROI : 0.03899888618603192\n",
      "Working on : QDEL\n",
      "Length : 1712\n",
      "ROI : 0.14874458268764335\n",
      "Working on : QLYS\n",
      "Length : 1712\n",
      "ROI : 0.16542985400269153\n",
      "Working on : QNST\n",
      "Length : 1712\n",
      "ROI : -0.1618193375343711\n",
      "Working on : QRHC\n",
      "Length : 1712\n",
      "ROI : 0.2218225279092456\n",
      "Working on : QRTEA\n",
      "Length : 1712\n",
      "ROI : -0.09170549898841505\n",
      "Working on : QRVO\n",
      "Length : 1712\n",
      "ROI : 0.06733370316375113\n",
      "Working on : QTRX\n",
      "Length : 1374\n",
      "ROI : -0.6967054220224451\n",
      "Working on : QTS\n",
      "Length : 1702\n",
      "ROI : 0.007327061873992469\n",
      "Working on : QTWO\n",
      "Length : 1712\n",
      "ROI : -0.11448217625008637\n",
      "Working on : QUAD\n",
      "Length : 1712\n",
      "ROI : -0.05769350141243587\n",
      "Working on : QUIK\n",
      "Length : 1712\n",
      "ROI : 0.15913185854973863\n",
      "Working on : QUMU\n",
      "Length : 1712\n",
      "ROI : -0.026638449677581978\n",
      "Working on : QUOT\n",
      "Length : 1712\n",
      "ROI : -0.044074007249866806\n",
      "Working on : R\n",
      "Length : 1712\n",
      "ROI : 0.0568326966962967\n",
      "Working on : RAD\n",
      "Length : 1712\n",
      "ROI : -0.06317520388083483\n",
      "Working on : RAIL\n",
      "Length : 1712\n",
      "ROI : 0.2088570390618859\n",
      "Working on : RAMP\n",
      "Length : 1712\n",
      "ROI : -0.1272684462735227\n",
      "Working on : RARE\n",
      "Length : 1712\n",
      "ROI : 0.004144782005109542\n",
      "Working on : RAVE\n",
      "Length : 1712\n",
      "ROI : -0.20444838520954395\n",
      "Working on : RAVN\n",
      "Length : 1712\n",
      "ROI : 0.04416585459750049\n",
      "Working on : RBB\n",
      "Length : 1508\n",
      "ROI : 0.024449658407814965\n",
      "Working on : RBBN\n",
      "Length : 1712\n",
      "ROI : 0.02126899541901372\n",
      "Working on : RBC\n",
      "Length : 1712\n",
      "ROI : 0.11513168448826558\n",
      "Working on : RBCAA\n",
      "Length : 1712\n",
      "ROI : 0.09889682952526375\n",
      "Working on : RBCN\n",
      "Length : 1712\n",
      "ROI : 0.024251942502880416\n",
      "Working on : RBNC\n",
      "Length : 1712\n",
      "ROI : -0.011656459887624825\n",
      "Working on : RC\n",
      "Length : 1712\n",
      "ROI : -0.05699073673150425\n",
      "Working on : RCII\n",
      "Length : 1712\n",
      "ROI : 0.10839674253409654\n",
      "Working on : RCKT\n",
      "Length : 1712\n",
      "ROI : -0.5852050830547749\n",
      "Working on : RCKY\n",
      "Length : 1712\n",
      "ROI : -0.07921510001171685\n",
      "Working on : RCL\n",
      "Length : 1712\n",
      "ROI : 0.10652344829696353\n",
      "Working on : RCM\n",
      "Length : 1640\n",
      "ROI : -0.08447435134643837\n",
      "Working on : RCMT\n",
      "Length : 1712\n",
      "ROI : 0.30125595024355284\n",
      "Working on : RDFN\n",
      "Length : 1506\n",
      "ROI : -0.7198180094395422\n",
      "Working on : RDI\n",
      "Length : 1712\n",
      "ROI : -0.3786365122916534\n",
      "Working on : RDN\n",
      "Length : 1712\n",
      "ROI : -0.022279661631442866\n",
      "Working on : RDNT\n",
      "Length : 1712\n",
      "ROI : -0.12733953497556236\n",
      "Working on : RDUS\n",
      "Length : 1712\n",
      "ROI : -0.21539959039118065\n",
      "Working on : RE\n",
      "Length : 1712\n",
      "ROI : -0.03265020435501775\n",
      "Working on : REED\n",
      "Length : 1712\n",
      "ROI : -0.13811218854496987\n",
      "Working on : REFR\n",
      "Length : 1712\n",
      "ROI : 0.1149898618653473\n",
      "Working on : REG\n",
      "Length : 1712\n",
      "ROI : 0.0206297674405591\n",
      "Working on : REGI\n",
      "Length : 1712\n",
      "ROI : -0.24379048918718885\n",
      "Working on : REGN\n",
      "Length : 1712\n",
      "ROI : 0.10381239050810072\n",
      "Working on : REI\n",
      "Length : 1712\n",
      "ROI : 0.22201248656245443\n",
      "Working on : RELL\n",
      "Length : 1712\n",
      "ROI : 0.014348524683392067\n",
      "Working on : RELV\n",
      "Length : 1705\n",
      "ROI : 0.22485088278111137\n",
      "Working on : REPH\n",
      "Length : 1712\n",
      "ROI : 1.4662392691927004\n",
      "Working on : RES\n",
      "Length : 1712\n",
      "ROI : 0.19686566204377645\n",
      "Working on : RESN\n",
      "Length : 1712\n",
      "ROI : 0.29157718520254017\n",
      "Working on : RETA\n",
      "Length : 1712\n",
      "ROI : -0.03080023460813152\n",
      "Working on : REV\n",
      "Length : 1712\n",
      "ROI : -0.013840377253874877\n",
      "Working on : REVG\n",
      "Length : 1688\n",
      "ROI : 0.0386766164667944\n",
      "Working on : REX\n",
      "Length : 1712\n",
      "ROI : -0.06495035396553243\n",
      "Working on : REXR\n",
      "Length : 1712\n",
      "ROI : -0.01064440428834588\n",
      "Working on : RF\n",
      "Length : 1712\n",
      "ROI : -0.059588622242437425\n",
      "Working on : RFIL\n",
      "Length : 1712\n",
      "ROI : -0.15422836083542418\n",
      "Working on : RFP\n",
      "Length : 1712\n",
      "ROI : 0.08800220231710153\n",
      "Working on : RGA\n",
      "Length : 1712\n",
      "ROI : 0.01709322449218745\n",
      "Working on : RGCO\n",
      "Length : 1712\n",
      "ROI : -0.02855528179093749\n",
      "Working on : RGEN\n",
      "Length : 1712\n",
      "ROI : 0.4531522698657435\n",
      "Working on : RGLD\n",
      "Length : 1712\n",
      "ROI : 0.008468389627322954\n",
      "Working on : RGLS\n",
      "Length : 1712\n",
      "ROI : 0.19790864262711258\n",
      "Working on : RGNX\n",
      "Length : 1712\n",
      "ROI : 0.20828150310796084\n",
      "Working on : RGR\n",
      "Length : 1712\n",
      "ROI : 0.06534448337813367\n",
      "Working on : RGS\n",
      "Length : 1712\n",
      "ROI : -0.09830506372074564\n",
      "Working on : RH\n",
      "Length : 1712\n",
      "ROI : 0.089178284301414\n",
      "Working on : RHE\n",
      "Length : 1433\n",
      "ROI : -0.33053277787779245\n",
      "Working on : RHI\n",
      "Length : 1712\n",
      "ROI : 0.1121299408132823\n",
      "Working on : RHP\n",
      "Length : 1712\n",
      "ROI : 0.022760751306483328\n",
      "Working on : RIBT\n",
      "Length : 1712\n",
      "ROI : 0.43623712721932834\n",
      "Working on : RICK\n",
      "Length : 1712\n",
      "ROI : -0.10752883281776181\n",
      "Working on : RIG\n",
      "Length : 1712\n",
      "ROI : 0.00790307045191304\n",
      "Working on : RIGL\n",
      "Length : 1712\n",
      "ROI : -0.21356730027715645\n",
      "Working on : RILY\n",
      "Length : 1712\n",
      "ROI : 0.01206305149741294\n",
      "Working on : RIOT\n",
      "Length : 1712\n",
      "ROI : -0.006488114747070007\n",
      "Working on : RJF\n",
      "Length : 1712\n",
      "ROI : -0.05353050181468069\n",
      "Working on : RKDA\n",
      "Length : 1712\n",
      "ROI : 0.1040118954067085\n",
      "Working on : RL\n",
      "Length : 1712\n",
      "ROI : 0.022799028555996796\n",
      "Working on : RLGT\n",
      "Length : 1712\n",
      "ROI : -0.07823494524139839\n",
      "Working on : RLGY\n",
      "Length : 1712\n",
      "ROI : 0.03177052713783425\n",
      "Working on : RLI\n",
      "Length : 1712\n",
      "ROI : 0.03588436774674358\n",
      "Working on : RLJ\n",
      "Length : 1712\n",
      "ROI : -0.07784534987427312\n",
      "Working on : RM\n",
      "Length : 1712\n",
      "ROI : 0.09893106828280493\n",
      "Working on : RMAX\n",
      "Length : 1712\n",
      "ROI : 0.05742206319277656\n",
      "Working on : RMBS\n",
      "Length : 1712\n",
      "ROI : 0.0589844445816715\n",
      "Working on : RMCF\n",
      "Length : 1712\n",
      "ROI : -0.05347628835410589\n",
      "Working on : RMD\n",
      "Length : 1712\n",
      "ROI : 0.04265290172054833\n",
      "Working on : RMR\n",
      "Length : 1712\n",
      "ROI : 0.032937282016202316\n",
      "Working on : RMTI\n",
      "Length : 1712\n",
      "ROI : -0.44630509742677243\n",
      "Working on : RNDB\n",
      "Length : 1712\n",
      "ROI : -0.0724762490416482\n",
      "Working on : RNG\n",
      "Length : 1712\n",
      "ROI : -0.29635265931807886\n",
      "Working on : RNR\n",
      "Length : 1712\n",
      "ROI : 0.0475823587492459\n",
      "Working on : RNST\n",
      "Length : 1712\n",
      "ROI : -0.10159199530256516\n",
      "Working on : RNWK\n",
      "Length : 1712\n",
      "ROI : 0.05370130300449182\n",
      "Working on : ROCK\n",
      "Length : 1712\n",
      "ROI : 0.015530362872571072\n",
      "Working on : ROG\n",
      "Length : 1712\n",
      "ROI : -0.02266504888524665\n",
      "Working on : ROIC\n",
      "Length : 1712\n",
      "ROI : -0.03444955515150303\n",
      "Working on : ROK\n",
      "Length : 1712\n",
      "ROI : 0.09822509303914188\n",
      "Working on : ROKU\n",
      "Length : 1444\n",
      "ROI : -0.2970100292313893\n",
      "Working on : ROL\n",
      "Length : 1712\n",
      "ROI : -0.030705524473953288\n",
      "Working on : ROLL\n",
      "Length : 1712\n",
      "ROI : -0.01417939684051665\n",
      "Working on : ROP\n",
      "Length : 1712\n",
      "ROI : -0.07459696984845991\n",
      "Working on : ROST\n",
      "Length : 1712\n",
      "ROI : -0.09376018074890186\n",
      "Working on : RPAI\n",
      "Length : 1712\n",
      "ROI : 0.08652406614276877\n",
      "Working on : RPD\n",
      "Length : 1712\n",
      "ROI : -0.060442740715660664\n",
      "Working on : RPM\n",
      "Length : 1712\n",
      "ROI : 0.05850988886628542\n",
      "Working on : RPT\n",
      "Length : 1712\n",
      "ROI : -0.017880559611710492\n",
      "Working on : RRC\n",
      "Length : 1712\n",
      "ROI : -0.008251761240466593\n",
      "Working on : RRD\n",
      "Length : 1712\n",
      "ROI : -0.1365271793874519\n",
      "Working on : RRGB\n",
      "Length : 1712\n",
      "ROI : -0.3670175772873109\n",
      "Working on : RRR\n",
      "Length : 1712\n",
      "ROI : 0.016894455607689894\n",
      "Working on : RRTS\n",
      "Length : 1705\n",
      "ROI : -0.11803024237803739\n",
      "Working on : RS\n",
      "Length : 1712\n",
      "ROI : -0.05430309416389838\n",
      "Working on : RSG\n",
      "Length : 1712\n",
      "ROI : -0.05019530885190276\n",
      "Working on : RUN\n",
      "Length : 1712\n",
      "ROI : -0.2706886062462814\n",
      "Working on : RUSHA\n",
      "Length : 1712\n",
      "ROI : -0.11207206413439977\n",
      "Working on : RUSHB\n",
      "Length : 1712\n",
      "ROI : -0.07445295777993563\n",
      "Working on : RUTH\n",
      "Length : 1712\n",
      "ROI : 0.07842810982188571\n",
      "Working on : RVNC\n",
      "Length : 1712\n",
      "ROI : -0.17910386800175843\n",
      "Working on : RVP\n",
      "Length : 1712\n",
      "ROI : -0.4200116078919482\n",
      "Working on : RVSB\n",
      "Length : 1712\n",
      "ROI : 0.08813202985887839\n",
      "Working on : RWT\n",
      "Length : 1712\n",
      "ROI : 0.2630581229696847\n",
      "Working on : RXN\n",
      "Length : 1712\n",
      "ROI : 0.19007679112008047\n",
      "Working on : RYAM\n",
      "Length : 1712\n",
      "ROI : 0.358628256258233\n",
      "Working on : RYI\n",
      "Length : 1712\n",
      "ROI : 0.3772739201879061\n",
      "Working on : RYN\n",
      "Length : 1712\n",
      "ROI : -0.04796057333403476\n",
      "Working on : RYTM\n",
      "Length : 1433\n",
      "ROI : 0.030599988202278605\n",
      "Working on : SABR\n",
      "Length : 1712\n",
      "ROI : 0.13759621115872825\n",
      "Working on : SACH\n",
      "Length : 1674\n",
      "ROI : -0.14513085386404864\n",
      "Working on : SAFE\n",
      "Length : 1542\n",
      "ROI : 0.12703317126722835\n",
      "Working on : SAFM\n",
      "Length : 1712\n",
      "ROI : 0.003015927132856696\n",
      "Working on : SAFT\n",
      "Length : 1712\n",
      "ROI : 0.03569887877794692\n",
      "Working on : SAGE\n",
      "Length : 1712\n",
      "ROI : 0.22189708856162743\n",
      "Working on : SAH\n",
      "Length : 1712\n",
      "ROI : 0.2852584574281302\n",
      "Working on : SAIA\n",
      "Length : 1712\n",
      "ROI : 0.20355993068632167\n",
      "Working on : SAIC\n",
      "Length : 1712\n",
      "ROI : -0.07093702869143165\n",
      "Working on : SAIL\n",
      "Length : 1394\n",
      "ROI : -0.20954836762779253\n",
      "Working on : SAL\n",
      "Length : 1712\n",
      "ROI : 0.0381960337588167\n",
      "Working on : SALM\n",
      "Length : 1712\n",
      "ROI : 0.3046504715812848\n",
      "Working on : SAM\n",
      "Length : 1712\n",
      "ROI : -0.2905879398533392\n",
      "Working on : SAMG\n",
      "Length : 1712\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ROI : -0.06832317279602187\n",
      "Working on : SANM\n",
      "Length : 1712\n",
      "ROI : -0.10353728860711577\n",
      "Working on : SANW\n",
      "Length : 1712\n",
      "ROI : -0.19522373382224917\n",
      "Working on : SASR\n",
      "Length : 1712\n",
      "ROI : 0.02276101584865346\n",
      "Working on : SATS\n",
      "Length : 1712\n",
      "ROI : 0.07311638592154769\n",
      "Working on : SAVE\n",
      "Length : 1712\n",
      "ROI : -0.16078610878496327\n",
      "Working on : SBAC\n",
      "Length : 1712\n",
      "ROI : 0.09670255496162823\n",
      "Working on : SBCF\n",
      "Length : 1712\n",
      "ROI : -0.0855517564960796\n",
      "Working on : SBFG\n",
      "Length : 1712\n",
      "ROI : 0.05594926674006639\n",
      "Working on : SBGI\n",
      "Length : 1712\n",
      "ROI : -0.004443407050467744\n",
      "Working on : SBH\n",
      "Length : 1712\n",
      "ROI : -0.09812483009428129\n",
      "Working on : SBNY\n",
      "Length : 1712\n",
      "ROI : -0.053606327372577596\n",
      "Working on : SBOW\n",
      "Length : 1712\n",
      "ROI : 0.11520186584186923\n",
      "Working on : SBRA\n",
      "Length : 1712\n",
      "ROI : -0.09097143871712576\n",
      "Working on : SBSI\n",
      "Length : 1712\n",
      "ROI : -0.043191876322191264\n",
      "Working on : SBT\n",
      "Length : 1395\n",
      "ROI : -0.12355905521280612\n",
      "Working on : SBUX\n",
      "Length : 1712\n",
      "ROI : -0.08398627850500509\n",
      "Working on : SC\n",
      "Length : 1712\n",
      "ROI : -0.04388808172672523\n",
      "Working on : SCHL\n",
      "Length : 1712\n",
      "ROI : 0.09298644415826932\n",
      "Working on : SCHN\n",
      "Length : 1712\n",
      "ROI : -0.03738131849818492\n",
      "Working on : SCHW\n",
      "Length : 1712\n",
      "ROI : -0.050902380921679605\n",
      "Working on : SCI\n",
      "Length : 1712\n",
      "ROI : 0.013120284629902494\n",
      "Working on : SCL\n",
      "Length : 1712\n",
      "ROI : 0.061405850660759514\n",
      "Working on : SCON\n",
      "Length : 1705\n",
      "ROI : 0.40873351718290757\n",
      "Working on : SCOR\n",
      "Length : 1712\n",
      "ROI : 0.15269169895191226\n",
      "Working on : SCS\n",
      "Length : 1712\n",
      "ROI : 0.16847832705404642\n",
      "Working on : SCSC\n",
      "Length : 1712\n",
      "ROI : 0.2675074947795307\n",
      "Working on : SCVL\n",
      "Length : 1712\n",
      "ROI : 0.01184257674303218\n",
      "Working on : SCWX\n",
      "Length : 1712\n",
      "ROI : -0.17561442601413307\n",
      "Working on : SCX\n",
      "Length : 1712\n",
      "ROI : 0.37395031890260044\n",
      "Working on : SCYX\n",
      "Length : 1712\n",
      "ROI : -0.029176803245143122\n",
      "Working on : SD\n",
      "Length : 1712\n",
      "ROI : 0.41225776160723343\n",
      "Working on : SDPI\n",
      "Length : 1712\n",
      "ROI : 0.3802493474217673\n",
      "Working on : SEAC\n",
      "Length : 1712\n",
      "ROI : -0.03138001992545244\n",
      "Working on : SEAS\n",
      "Length : 1712\n",
      "ROI : 0.08140110987863874\n",
      "Working on : SEB\n",
      "Length : 1712\n",
      "ROI : -0.04716494891594113\n",
      "Working on : SEDG\n",
      "Length : 1712\n",
      "ROI : -0.07364860768517167\n",
      "Working on : SEE\n",
      "Length : 1712\n",
      "ROI : -0.020683455626741842\n",
      "Working on : SEIC\n",
      "Length : 1712\n",
      "ROI : -0.020064011148569715\n",
      "Working on : SELB\n",
      "Length : 1712\n",
      "ROI : -0.07934370496183697\n",
      "Working on : SELF\n",
      "Length : 1712\n",
      "ROI : 0.010186375068997456\n",
      "Working on : SEM\n",
      "Length : 1712\n",
      "ROI : -0.07568950954647247\n",
      "Working on : SENEA\n",
      "Length : 1712\n",
      "ROI : 0.024424338668612457\n",
      "Working on : SENEB\n",
      "Length : 1712\n",
      "ROI : -0.025774347648780043\n",
      "Working on : SENS\n",
      "Length : 1712\n",
      "ROI : 0.15277799850760299\n",
      "Working on : SESN\n",
      "Length : 1712\n",
      "ROI : -0.4174228763689539\n",
      "Working on : SF\n",
      "Length : 1712\n",
      "ROI : 0.023429362264882108\n",
      "Working on : SFBC\n",
      "Length : 1712\n",
      "ROI : -0.04423483677745936\n",
      "Working on : SFBS\n",
      "Length : 1712\n",
      "ROI : 0.09827859360810974\n",
      "Working on : SFE\n",
      "Length : 1712\n",
      "ROI : -0.16444204237108578\n",
      "Working on : SFIX\n",
      "Length : 1394\n",
      "ROI : -0.663929571429058\n",
      "Working on : SFM\n",
      "Length : 1712\n",
      "ROI : -0.13081945487616126\n",
      "Working on : SFNC\n",
      "Length : 1712\n",
      "ROI : -0.018457888269638303\n",
      "Working on : SFST\n",
      "Length : 1712\n",
      "ROI : -0.04575396624963722\n",
      "Working on : SGA\n",
      "Length : 1712\n",
      "ROI : -0.09407548478150897\n",
      "Working on : SGC\n",
      "Length : 1712\n",
      "ROI : 0.27546086417436966\n",
      "Working on : SGEN\n",
      "Length : 1712\n",
      "ROI : 0.054050896072423686\n",
      "Working on : SGH\n",
      "Length : 1571\n",
      "ROI : -0.01839138057506584\n",
      "Working on : SGMA\n",
      "Length : 1712\n",
      "ROI : -0.03489725889721799\n",
      "Working on : SGMO\n",
      "Length : 1712\n",
      "ROI : 0.025027710331056104\n",
      "Working on : SGMS\n",
      "Length : 1712\n",
      "ROI : -0.013121027889753261\n",
      "Working on : SGRP\n",
      "Length : 1712\n",
      "ROI : 0.03577975440184509\n",
      "Working on : SGRY\n",
      "Length : 1712\n",
      "ROI : 0.0025012321000252974\n",
      "Working on : SHAK\n",
      "Length : 1712\n",
      "ROI : -0.3067246882724709\n",
      "Working on : SHBI\n",
      "Length : 1712\n",
      "ROI : 0.04542627063682656\n",
      "Working on : SHEN\n",
      "Length : 1712\n",
      "ROI : -0.03562710646166172\n",
      "Working on : SHO\n",
      "Length : 1712\n",
      "ROI : 0.00699482075413016\n",
      "Working on : SHOO\n",
      "Length : 1712\n",
      "ROI : -0.11602511846801519\n",
      "Working on : SHSP\n",
      "Length : 1703\n",
      "ROI : 0.05481016422365912\n",
      "Working on : SHW\n",
      "Length : 1712\n",
      "ROI : 0.06343188488949503\n",
      "Working on : SIEB\n",
      "Length : 1712\n",
      "ROI : 0.1725004038301192\n",
      "Working on : SIEN\n",
      "Length : 1712\n",
      "ROI : 0.05177122497735354\n",
      "Working on : SIF\n",
      "Length : 1712\n",
      "ROI : -0.2101402431860052\n",
      "Working on : SIG\n",
      "Length : 1712\n",
      "ROI : 0.09199162056170687\n",
      "Working on : SIGA\n",
      "Length : 1712\n",
      "ROI : -0.027420794296027545\n",
      "Working on : SIGI\n",
      "Length : 1712\n",
      "ROI : -0.058271601724978174\n",
      "Working on : SINT\n",
      "Length : 1712\n",
      "ROI : -0.006552801305819415\n",
      "Working on : SIRI\n",
      "Length : 1712\n",
      "ROI : -0.06175052144062925\n",
      "Working on : SITC\n",
      "Length : 1712\n",
      "ROI : -0.11013838314513713\n",
      "Working on : SITE\n",
      "Length : 1712\n",
      "ROI : 0.07886849172739663\n",
      "Working on : SIVB\n",
      "Length : 1712\n",
      "ROI : -0.004446300214052342\n",
      "Working on : SIX\n",
      "Length : 1712\n",
      "ROI : 0.11420367049340965\n",
      "Working on : SJI\n",
      "Length : 1712\n",
      "ROI : 0.031120322432887284\n",
      "Working on : SJM\n",
      "Length : 1712\n",
      "ROI : -0.057321749484218226\n",
      "Working on : SJW\n",
      "Length : 1712\n",
      "ROI : -0.02345750837209481\n",
      "Working on : SKT\n",
      "Length : 1712\n",
      "ROI : -0.1086835444502076\n",
      "Working on : SKX\n",
      "Length : 1712\n",
      "ROI : -0.13024874003221912\n",
      "Working on : SKY\n",
      "Length : 1712\n",
      "ROI : 0.17731024070866422\n",
      "Working on : SKYW\n",
      "Length : 1712\n",
      "ROI : 0.1602072768769975\n",
      "Working on : SLAB\n",
      "Length : 1712\n",
      "ROI : -0.04804396222430519\n",
      "Working on : SLB\n",
      "Length : 1712\n",
      "ROI : -0.0981192540344541\n",
      "Working on : SLCA\n",
      "Length : 1712\n",
      "ROI : -0.026056723829583902\n",
      "Working on : SLCT\n",
      "Length : 1712\n",
      "ROI : 0.06419949508698516\n",
      "Working on : SLG\n",
      "Length : 1712\n",
      "ROI : -0.3054549468025691\n",
      "Working on : SLGN\n",
      "Length : 1712\n",
      "ROI : 0.04418057660851376\n",
      "Working on : SLM\n",
      "Length : 1712\n",
      "ROI : -0.1092845261095477\n",
      "Working on : SLNO\n",
      "Length : 1712\n",
      "ROI : 0.7198813367557468\n",
      "Working on : SLP\n",
      "Length : 1712\n",
      "ROI : -0.12338215669000704\n",
      "Working on : SLS\n",
      "Length : 1712\n",
      "ROI : -0.8753715726335639\n",
      "Working on : SM\n",
      "Length : 1712\n",
      "ROI : 0.17203681895193287\n",
      "Working on : SMBC\n",
      "Length : 1712\n",
      "ROI : -0.0009722508535164907\n",
      "Working on : SMBK\n",
      "Length : 1712\n",
      "ROI : 0.005396062204647079\n",
      "Working on : SMED\n",
      "Length : 1712\n",
      "ROI : -0.09366133533141026\n",
      "Working on : SMG\n",
      "Length : 1712\n",
      "ROI : -0.17728754772899344\n",
      "Working on : SMIT\n",
      "Length : 1712\n",
      "ROI : -0.1303699030898898\n",
      "Working on : SMMF\n",
      "Length : 1712\n",
      "ROI : 0.008079073802436252\n",
      "Working on : SMP\n",
      "Length : 1712\n",
      "ROI : 0.0647682242223096\n",
      "Working on : SMPL\n",
      "Length : 1524\n",
      "ROI : -0.12713367520780505\n",
      "Working on : SMSI\n",
      "Length : 1712\n",
      "ROI : -0.04086113745807703\n",
      "Working on : SMTC\n",
      "Length : 1712\n",
      "ROI : 0.07400561397954038\n",
      "Working on : SNA\n",
      "Length : 1712\n",
      "ROI : -0.07622408044999122\n",
      "Working on : SNAP\n",
      "Length : 1654\n",
      "ROI : 0.2395314011056906\n",
      "Working on : SNBR\n",
      "Length : 1712\n",
      "ROI : -0.20189539389059238\n",
      "Working on : SNCR\n",
      "Length : 1712\n",
      "ROI : -0.2169925958517196\n",
      "Working on : SND\n",
      "Length : 1712\n",
      "ROI : -0.014510150498500183\n",
      "Working on : SNDR\n",
      "Length : 1619\n",
      "ROI : -0.03866845150938351\n",
      "Working on : SNDX\n",
      "Length : 1712\n",
      "ROI : 0.23371397561414964\n",
      "Working on : SNFCA\n",
      "Length : 1712\n",
      "ROI : -0.007313246816827947\n",
      "Working on : SNOA\n",
      "Length : 1712\n",
      "ROI : 0.18601123772828929\n",
      "Working on : SNPS\n",
      "Length : 1712\n",
      "ROI : 0.1882117913057767\n",
      "Working on : SNR\n",
      "Length : 1712\n",
      "ROI : -0.25824339740734026\n",
      "Working on : SNV\n",
      "Length : 1712\n",
      "ROI : -0.07547649803488819\n",
      "Working on : SNX\n",
      "Length : 1712\n",
      "ROI : -0.010775379245186926\n",
      "Working on : SO\n",
      "Length : 1712\n",
      "ROI : 0.02936466725579915\n",
      "Working on : SOHO\n",
      "Length : 1712\n",
      "ROI : 0.34317505631992967\n",
      "Working on : SOI\n",
      "Length : 1583\n",
      "ROI : -0.06525805997284521\n",
      "Working on : SON\n",
      "Length : 1712\n",
      "ROI : -0.041386983373081075\n",
      "Working on : SP\n",
      "Length : 1712\n",
      "ROI : -0.09292772484657817\n",
      "Working on : SPB\n",
      "Length : 1712\n",
      "ROI : 0.0647821830106066\n",
      "Working on : SPG\n",
      "Length : 1712\n",
      "ROI : 0.13561979272922467\n",
      "Working on : SPGI\n",
      "Length : 1712\n",
      "ROI : 0.04835120265207874\n",
      "Working on : SPKE\n",
      "Length : 1705\n",
      "ROI : -0.11920874943154325\n",
      "Working on : SPLK\n",
      "Length : 1712\n",
      "ROI : 0.26275123670481404\n",
      "Working on : SPNE\n",
      "Length : 1712\n",
      "ROI : -0.16314860885767277\n",
      "Working on : SPOK\n",
      "Length : 1712\n",
      "ROI : 0.10885808641894014\n",
      "Working on : SPPI\n",
      "Length : 1712\n",
      "ROI : -0.029031890859860035\n",
      "Working on : SPR\n",
      "Length : 1712\n",
      "ROI : 0.08066945267674874\n",
      "Working on : SPRO\n",
      "Length : 1409\n",
      "ROI : 0.025796912397669697\n",
      "Working on : SPRT\n",
      "Length : 1712\n",
      "ROI : 1.9216845609430737\n",
      "Working on : SPSC\n",
      "Length : 1712\n",
      "ROI : 0.3189817116108777\n",
      "Working on : SPTN\n",
      "Length : 1712\n",
      "ROI : 0.09605253228774518\n",
      "Working on : SPWH\n",
      "Length : 1712\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ROI : -0.02780032532900393\n",
      "Working on : SPWR\n",
      "Length : 1712\n",
      "ROI : 0.9833575875636399\n",
      "Working on : SPXC\n",
      "Length : 1712\n",
      "ROI : -0.13733949628094919\n",
      "Working on : SQ\n",
      "Length : 1712\n",
      "ROI : -0.07336125641416198\n",
      "Working on : SQBG\n",
      "Length : 1705\n",
      "ROI : -0.2040797691914013\n",
      "Working on : SR\n",
      "Length : 1712\n",
      "ROI : 0.019744673234618818\n",
      "Working on : SRC\n",
      "Length : 1712\n",
      "ROI : -0.07871520722928246\n",
      "Working on : SRCE\n",
      "Length : 1712\n",
      "ROI : 0.09335492054591521\n",
      "Working on : SRCL\n",
      "Length : 1712\n",
      "ROI : -0.02012354648448969\n",
      "Working on : SRDX\n",
      "Length : 1712\n",
      "ROI : -0.051981217151586025\n",
      "Working on : SRE\n",
      "Length : 1712\n",
      "ROI : 0.040467564257801465\n",
      "Working on : SREV\n",
      "Length : 1712\n",
      "ROI : -0.07902416944076286\n",
      "Working on : SRG\n",
      "Length : 1712\n",
      "ROI : -0.2615777153442526\n",
      "Working on : SRI\n",
      "Length : 1712\n",
      "ROI : 0.010166886425639239\n",
      "Working on : SRNE\n",
      "Length : 1712\n",
      "ROI : 0.004251393998892422\n",
      "Working on : SRPT\n",
      "Length : 1712\n",
      "ROI : -0.05806154597536031\n",
      "Working on : SRT\n",
      "Length : 1712\n",
      "ROI : -0.15487516849734104\n",
      "Working on : SRTS\n",
      "Length : 1712\n",
      "ROI : -0.041533071675082064\n",
      "Working on : SSB\n",
      "Length : 1712\n",
      "ROI : -0.2414866866946232\n",
      "Working on : SSBI\n",
      "Length : 1712\n",
      "ROI : -0.048915179868674136\n",
      "Working on : SSD\n",
      "Length : 1712\n",
      "ROI : 0.0130959916996675\n",
      "Working on : SSKN\n",
      "Length : 1712\n",
      "ROI : 0.2157185223656698\n",
      "Working on : SSNC\n",
      "Length : 1712\n",
      "ROI : 0.02272535683531281\n",
      "Working on : SSP\n",
      "Length : 1712\n",
      "ROI : -0.02283744684865233\n",
      "Working on : SSTI\n",
      "Length : 1557\n",
      "ROI : -0.17130633974325205\n",
      "Working on : SSTK\n",
      "Length : 1712\n",
      "ROI : 0.009361440291884092\n",
      "Working on : ST\n",
      "Length : 1712\n",
      "ROI : -0.11048982093085816\n",
      "Working on : STAA\n",
      "Length : 1712\n",
      "ROI : 0.15096976227826098\n",
      "Working on : STAG\n",
      "Length : 1712\n",
      "ROI : 0.03208694748437975\n",
      "Working on : STAR\n",
      "Length : 1712\n",
      "ROI : 0.059706012203290824\n",
      "Working on : STBA\n",
      "Length : 1712\n",
      "ROI : 0.01702874267834543\n",
      "Working on : STC\n",
      "Length : 1712\n",
      "ROI : 0.030770971184917062\n",
      "Working on : STCN\n",
      "Length : 1712\n",
      "ROI : -0.06811381699832746\n",
      "Working on : STE\n",
      "Length : 1712\n",
      "ROI : 0.04073385681820064\n",
      "Working on : STFC\n",
      "Length : 1712\n",
      "ROI : -0.04121434499256898\n",
      "Working on : STKS\n",
      "Length : 1712\n",
      "ROI : 0.11461017656944353\n",
      "Working on : STL\n",
      "Length : 1712\n",
      "ROI : -0.11949881311705415\n",
      "Working on : STLD\n",
      "Length : 1712\n",
      "ROI : 0.04182996606501585\n",
      "Working on : STMP\n",
      "Length : 1712\n",
      "ROI : -0.0766093673109348\n",
      "Working on : STOR\n",
      "Length : 1712\n",
      "ROI : -0.07652533887765126\n",
      "Working on : STRA\n",
      "Length : 1712\n",
      "ROI : -0.07741381360306827\n",
      "Working on : STRL\n",
      "Length : 1712\n",
      "ROI : 0.05425173847900808\n",
      "Working on : STRM\n",
      "Length : 1712\n",
      "ROI : 0.1419207520174461\n",
      "Working on : STRS\n",
      "Length : 1712\n",
      "ROI : -0.06773576586588162\n",
      "Working on : STRT\n",
      "Length : 1712\n",
      "ROI : 0.00841836236581222\n",
      "Working on : STT\n",
      "Length : 1712\n",
      "ROI : -0.041752817852399364\n",
      "Working on : STWD\n",
      "Length : 1712\n",
      "ROI : -0.1376030810257903\n",
      "Working on : STX\n",
      "Length : 1712\n",
      "ROI : -0.003051108194161563\n",
      "Working on : STZ\n",
      "Length : 1712\n",
      "ROI : -0.02386607451665008\n",
      "Working on : SUI\n",
      "Length : 1712\n",
      "ROI : 0.0030553226181008184\n",
      "Working on : SUM\n",
      "Length : 1712\n",
      "ROI : -0.1593870874270138\n",
      "Working on : SUMR\n",
      "Length : 1712\n",
      "ROI : -0.1329766147333145\n",
      "Working on : SUNW\n",
      "Length : 1712\n",
      "ROI : -0.5322236131767132\n",
      "Working on : SUP\n",
      "Length : 1712\n",
      "ROI : -0.06947844170001093\n",
      "Working on : SUPN\n",
      "Length : 1712\n",
      "ROI : 0.11843498414385256\n",
      "Working on : SVBI\n",
      "Length : 1712\n",
      "ROI : 0.03729394655627284\n",
      "Working on : SVRA\n",
      "Length : 1597\n",
      "ROI : 0.030777916610429445\n",
      "Working on : SVT\n",
      "Length : 1712\n",
      "ROI : 0.332620137583451\n",
      "Working on : SWCH\n",
      "Length : 1436\n",
      "ROI : 0.14874738603791451\n",
      "Working on : SWK\n",
      "Length : 1712\n",
      "ROI : -0.02508571834499732\n",
      "Working on : SWKS\n",
      "Length : 1712\n",
      "ROI : -0.026272084714535085\n",
      "Working on : SWM\n",
      "Length : 1712\n",
      "ROI : -0.06566481588113733\n",
      "Working on : SWN\n",
      "Length : 1712\n",
      "ROI : -0.01894257678494863\n",
      "Working on : SWX\n",
      "Length : 1712\n",
      "ROI : 0.0925922455206672\n",
      "Working on : SXC\n",
      "Length : 1712\n",
      "ROI : 0.18481992053420665\n",
      "Working on : SXI\n",
      "Length : 1712\n",
      "ROI : 0.05788730128087212\n",
      "Working on : SXT\n",
      "Length : 1712\n",
      "ROI : 0.09636079451168146\n",
      "Working on : SYBT\n",
      "Length : 1712\n",
      "ROI : 0.22475290607909706\n",
      "Working on : SYBX\n",
      "Length : 1712\n",
      "ROI : -0.021889617418321794\n",
      "Working on : SYF\n",
      "Length : 1712\n",
      "ROI : -0.08531529995675852\n",
      "Working on : SYK\n",
      "Length : 1712\n",
      "ROI : 0.00515122604339491\n",
      "Working on : SYKE\n",
      "Length : 1698\n",
      "ROI : 0.08036718949833184\n",
      "Working on : SYN\n",
      "Length : 1712\n",
      "ROI : -0.22057812098928659\n",
      "Working on : SYNA\n",
      "Length : 1712\n",
      "ROI : 0.38437569627769197\n",
      "Working on : SYNH\n",
      "Length : 1712\n",
      "ROI : 0.08013102976702333\n",
      "Working on : SYNL\n",
      "Length : 1712\n",
      "ROI : 0.19707766201185317\n",
      "Working on : SYPR\n",
      "Length : 1712\n",
      "ROI : -0.15479936048891807\n",
      "Working on : SYRS\n",
      "Length : 1712\n",
      "ROI : 0.16858037202743714\n",
      "Working on : SYY\n",
      "Length : 1712\n",
      "ROI : -0.07777065271860856\n",
      "Working on : T\n",
      "Length : 1712\n",
      "ROI : 0.013574281117959079\n",
      "Working on : TACO\n",
      "Length : 1712\n",
      "ROI : -0.19035013186520602\n",
      "Working on : TACT\n",
      "Length : 1712\n",
      "ROI : -0.012129896872316736\n",
      "Working on : TAIT\n",
      "Length : 1712\n",
      "ROI : -0.014952638641932308\n",
      "Working on : TAP\n",
      "Length : 1712\n",
      "ROI : -0.13718210816884574\n",
      "Working on : TAST\n",
      "Length : 1712\n",
      "ROI : -0.05289544832709051\n",
      "Working on : TAYD\n",
      "Length : 1712\n",
      "ROI : 0.003516982975679586\n",
      "Working on : TBBK\n",
      "Length : 1712\n",
      "ROI : 0.14739971494399876\n",
      "Working on : TBI\n",
      "Length : 1712\n",
      "ROI : -0.03359114906241409\n",
      "Working on : TBK\n",
      "Length : 1712\n",
      "ROI : -0.09405258587301231\n",
      "Working on : TBNK\n",
      "Length : 1712\n",
      "ROI : -0.07709115360906882\n",
      "Working on : TBPH\n",
      "Length : 1712\n",
      "ROI : -0.0766118936848085\n",
      "Working on : TCBI\n",
      "Length : 1712\n",
      "ROI : -0.07556936049430611\n",
      "Working on : TCBK\n",
      "Length : 1712\n",
      "ROI : 0.0132718979335708\n",
      "Working on : TCFC\n",
      "Length : 1712\n",
      "ROI : -0.07905166207318337\n",
      "Working on : TCI\n",
      "Length : 1712\n",
      "ROI : -0.18629371455361024\n",
      "Working on : TCMD\n",
      "Length : 1712\n",
      "ROI : 0.04608986550843209\n",
      "Working on : TCON\n",
      "Length : 1712\n",
      "ROI : -0.026548437956473082\n",
      "Working on : TCS\n",
      "Length : 1712\n",
      "ROI : -0.2763599320743533\n",
      "Working on : TDC\n",
      "Length : 1712\n",
      "ROI : 0.11866880056898632\n",
      "Working on : TDG\n",
      "Length : 1712\n",
      "ROI : -0.09588961998887836\n",
      "Working on : TDOC\n",
      "Length : 1712\n",
      "ROI : -0.18129864401737986\n",
      "Working on : TDS\n",
      "Length : 1712\n",
      "ROI : -0.07324441987390211\n",
      "Working on : TDW\n",
      "Length : 1712\n",
      "ROI : -0.006666227845942719\n",
      "Working on : TDY\n",
      "Length : 1712\n",
      "ROI : -0.07137294427893616\n",
      "Working on : TECH\n",
      "Length : 1712\n",
      "ROI : 0.18270961488059573\n",
      "Working on : TEL\n",
      "Length : 1712\n",
      "ROI : 0.05610291790298454\n",
      "Working on : TELL\n",
      "Length : 1712\n",
      "ROI : -0.33623960014143994\n",
      "Working on : TEN\n",
      "Length : 1712\n",
      "ROI : -0.022595977944794975\n",
      "Working on : TENX\n",
      "Length : 1712\n",
      "ROI : 0.0015424049854352406\n",
      "Working on : TER\n",
      "Length : 1712\n",
      "ROI : -0.10709814319998523\n",
      "Working on : TESS\n",
      "Length : 1712\n",
      "ROI : -0.006013118723540346\n",
      "Working on : TEUM\n",
      "Length : 1705\n",
      "ROI : 0.30006667702123063\n",
      "Working on : TEX\n",
      "Length : 1712\n",
      "ROI : -0.009592509254905898\n",
      "Working on : TFSL\n",
      "Length : 1712\n",
      "ROI : -0.13710341281216948\n",
      "Working on : TFX\n",
      "Length : 1712\n",
      "ROI : 0.05792576230704265\n",
      "Working on : TG\n",
      "Length : 1712\n",
      "ROI : -0.11768674710337294\n",
      "Working on : TGEN\n",
      "Length : 1705\n",
      "ROI : 0.143203265000456\n",
      "Working on : TGI\n",
      "Length : 1712\n",
      "ROI : 0.025573025690409493\n",
      "Working on : TGLS\n",
      "Length : 1712\n",
      "ROI : 0.055841905220684815\n",
      "Working on : TGNA\n",
      "Length : 1712\n",
      "ROI : -0.07149080797349816\n",
      "Working on : TGT\n",
      "Length : 1712\n",
      "ROI : 0.04776103914874066\n",
      "Working on : TGTX\n",
      "Length : 1712\n",
      "ROI : -0.771902520359207\n",
      "Working on : THC\n",
      "Length : 1712\n",
      "ROI : 0.015572268202566538\n",
      "Working on : THFF\n",
      "Length : 1712\n",
      "ROI : 0.10081822905995298\n",
      "Working on : THG\n",
      "Length : 1712\n",
      "ROI : -0.0927165068401526\n",
      "Working on : THO\n",
      "Length : 1712\n",
      "ROI : 0.13255019155019196\n",
      "Working on : THR\n",
      "Length : 1712\n",
      "ROI : 0.10386489146621476\n",
      "Working on : THRM\n",
      "Length : 1712\n",
      "ROI : 0.06367449064714174\n",
      "Working on : THS\n",
      "Length : 1712\n",
      "ROI : -0.028188784954764436\n",
      "Working on : TILE\n",
      "Length : 1712\n",
      "ROI : -0.044471847299223315\n",
      "Working on : TIPT\n",
      "Length : 1712\n",
      "ROI : -0.03367270077743597\n",
      "Working on : TISI\n",
      "Length : 1712\n",
      "ROI : -0.29576593736271267\n",
      "Working on : TITN\n",
      "Length : 1712\n",
      "ROI : -0.0657979478988114\n",
      "Working on : TJX\n",
      "Length : 1712\n",
      "ROI : 0.019278404295231883\n",
      "Working on : TKR\n",
      "Length : 1712\n",
      "ROI : -0.00986499697958291\n",
      "Working on : TLGT\n",
      "Length : 1712\n",
      "ROI : -1.9345524943807504\n",
      "Working on : TLYS\n",
      "Length : 1712\n",
      "ROI : 0.009097545196354367\n",
      "Working on : TMHC\n",
      "Length : 1712\n",
      "ROI : 0.015064233054970422\n",
      "Working on : TMO\n",
      "Length : 1712\n",
      "ROI : 0.12734353081789215\n",
      "Working on : TMP\n",
      "Length : 1712\n",
      "ROI : -0.06671757606929417\n",
      "Working on : TMST\n",
      "Length : 1712\n",
      "ROI : -0.0035250028008632127\n",
      "Working on : TMUS\n",
      "Length : 1712\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ROI : -0.004270643351138456\n",
      "Working on : TNC\n",
      "Length : 1712\n",
      "ROI : -0.06439438766445209\n",
      "Working on : TNDM\n",
      "Length : 1712\n",
      "ROI : 0.2426868016508863\n",
      "Working on : TNET\n",
      "Length : 1712\n",
      "ROI : 0.17927537897111695\n",
      "Working on : TNXP\n",
      "Length : 1712\n",
      "ROI : -2.4394175934310303\n",
      "Working on : TOL\n",
      "Length : 1712\n",
      "ROI : 0.025332532046916763\n",
      "Working on : TOWN\n",
      "Length : 1712\n",
      "ROI : -0.07268753645028996\n",
      "Working on : TPB\n",
      "Length : 1712\n",
      "ROI : -0.0741791724977062\n",
      "Working on : TPC\n",
      "Length : 1712\n",
      "ROI : -0.022541130283492854\n",
      "Working on : TPH\n",
      "Length : 1712\n",
      "ROI : 0.03900618317701727\n",
      "Working on : TPHS\n",
      "Length : 1712\n",
      "ROI : -0.4432983571125674\n",
      "Working on : TPIC\n",
      "Length : 1712\n",
      "ROI : -0.4085924567338775\n",
      "Working on : TPR\n",
      "Length : 1712\n",
      "ROI : 0.08509638225002888\n",
      "Working on : TPX\n",
      "Length : 1712\n",
      "ROI : 0.10866260495205751\n",
      "Working on : TR\n",
      "Length : 1712\n",
      "ROI : 0.011164549448033382\n",
      "Working on : TRC\n",
      "Length : 1712\n",
      "ROI : 0.03852397734581004\n",
      "Working on : TREC\n",
      "Length : 1712\n",
      "ROI : 0.04604985685532243\n",
      "Working on : TREE\n",
      "Length : 1712\n",
      "ROI : 0.1644510617222183\n",
      "Working on : TREX\n",
      "Length : 1712\n",
      "ROI : 0.15481705285058395\n",
      "Working on : TRGP\n",
      "Length : 1712\n",
      "ROI : 0.09655393081053515\n",
      "Working on : TRHC\n",
      "Length : 1712\n",
      "ROI : -0.16587753526236368\n",
      "Working on : TRIP\n",
      "Length : 1712\n",
      "ROI : 0.11977924915032086\n",
      "Working on : TRMB\n",
      "Length : 1712\n",
      "ROI : 0.1569955036795413\n",
      "Working on : TRMK\n",
      "Length : 1712\n",
      "ROI : 0.016494851338891125\n",
      "Working on : TRN\n",
      "Length : 1712\n",
      "ROI : -0.009453355689685895\n",
      "Working on : TRNO\n",
      "Length : 1712\n",
      "ROI : 0.011743724513019057\n",
      "Working on : TRNS\n",
      "Length : 1712\n",
      "ROI : 0.14952055408923626\n",
      "Working on : TROW\n",
      "Length : 1712\n",
      "ROI : 0.08312994883534823\n",
      "Working on : TROX\n",
      "Length : 1712\n",
      "ROI : -0.05605142673440319\n",
      "Working on : TRS\n",
      "Length : 1712\n",
      "ROI : -0.08807125023275651\n",
      "Working on : TRST\n",
      "Length : 1712\n",
      "ROI : -0.0070927213492420135\n",
      "Working on : TRT\n",
      "Length : 1712\n",
      "ROI : -0.05396258674805509\n",
      "Working on : TRTN\n",
      "Length : 1712\n",
      "ROI : 0.11437924100871495\n",
      "Working on : TRTX\n",
      "Length : 1514\n",
      "ROI : 0.0016314762007200519\n",
      "Working on : TRU\n",
      "Length : 1712\n",
      "ROI : 0.002910847828947491\n",
      "Working on : TRUP\n",
      "Length : 1712\n",
      "ROI : -0.34901689002062714\n",
      "Working on : TRV\n",
      "Length : 1712\n",
      "ROI : -0.0704399760824217\n",
      "Working on : TRVN\n",
      "Length : 1712\n",
      "ROI : -0.46774347496755836\n",
      "Working on : TSBK\n",
      "Length : 1712\n",
      "ROI : 0.034181143628132696\n",
      "Working on : TSC\n",
      "Length : 1712\n",
      "ROI : 0.030975139022887174\n",
      "Working on : TSCO\n",
      "Length : 1712\n",
      "ROI : 0.07587631036232474\n",
      "Working on : TSE\n",
      "Length : 1712\n",
      "ROI : -0.08220891662940101\n",
      "Working on : TSLA\n",
      "Length : 1712\n",
      "ROI : -0.14864579210851056\n",
      "Working on : TSN\n",
      "Length : 1712\n",
      "ROI : 0.017351961534651628\n",
      "Working on : TSQ\n",
      "Length : 1712\n",
      "ROI : -0.07041801244367278\n",
      "Working on : TTC\n",
      "Length : 1712\n",
      "ROI : -0.04484425484041057\n",
      "Working on : TTD\n",
      "Length : 1712\n",
      "ROI : -0.059257103090844865\n",
      "Working on : TTEC\n",
      "Length : 1712\n",
      "ROI : 0.044982623816862743\n",
      "Working on : TTEK\n",
      "Length : 1712\n",
      "ROI : 0.0905459714243526\n",
      "Working on : TTGT\n",
      "Length : 1712\n",
      "ROI : -0.005357720759012666\n",
      "Working on : TTI\n",
      "Length : 1712\n",
      "ROI : 0.04941329708569953\n",
      "Working on : TTMI\n",
      "Length : 1712\n",
      "ROI : -0.020075045390029415\n",
      "Working on : TTNP\n",
      "Length : 1712\n",
      "ROI : -1.2197070500137457\n",
      "Working on : TTOO\n",
      "Length : 1712\n",
      "ROI : -0.3087535828585611\n",
      "Working on : TTWO\n",
      "Length : 1712\n",
      "ROI : -0.20126338224829815\n",
      "Working on : TUP\n",
      "Length : 1712\n",
      "ROI : 0.12246716564634534\n",
      "Working on : TUSK\n",
      "Length : 1712\n",
      "ROI : 0.26670169865981375\n",
      "Working on : TVTY\n",
      "Length : 1712\n",
      "ROI : 0.17021800694441047\n",
      "Working on : TWI\n",
      "Length : 1712\n",
      "ROI : -0.022115421989801553\n",
      "Working on : TWIN\n",
      "Length : 1712\n",
      "ROI : 0.04210652978879829\n",
      "Working on : TWLO\n",
      "Length : 1712\n",
      "ROI : -0.2852824112395621\n",
      "Working on : TWNK\n",
      "Length : 1712\n",
      "ROI : -0.05951488649424821\n",
      "Working on : TWO\n",
      "Length : 1712\n",
      "ROI : 0.08531247621117219\n",
      "Working on : TWOU\n",
      "Length : 1712\n",
      "ROI : 0.05280956703710475\n",
      "Working on : TWTR\n",
      "Length : 1712\n",
      "ROI : -0.21964258252904134\n",
      "Working on : TXMD\n",
      "Length : 1712\n",
      "ROI : -0.14990994277013975\n",
      "Working on : TXN\n",
      "Length : 1712\n",
      "ROI : 0.04614613599895093\n",
      "Working on : TXRH\n",
      "Length : 1712\n",
      "ROI : -0.11165476524907086\n",
      "Working on : TXT\n",
      "Length : 1712\n",
      "ROI : 0.054340761875802744\n",
      "Working on : TYL\n",
      "Length : 1712\n",
      "ROI : -0.11724751739027411\n",
      "Working on : TYME\n",
      "Length : 1712\n",
      "ROI : 0.11572853035569931\n",
      "Working on : TZOO\n",
      "Length : 1712\n",
      "ROI : 0.009322256966831125\n",
      "Working on : UA\n",
      "Length : 1712\n",
      "ROI : 0.10976112042791208\n",
      "Working on : UAA\n",
      "Length : 1712\n",
      "ROI : 0.16041534264589116\n",
      "Working on : UAL\n",
      "Length : 1712\n",
      "ROI : 0.14143659603173697\n",
      "Working on : UAMY\n",
      "Length : 1712\n",
      "ROI : 0.01134204669454105\n",
      "Working on : UBA\n",
      "Length : 1712\n",
      "ROI : 0.06047929478848554\n",
      "Working on : UBCP\n",
      "Length : 1712\n",
      "ROI : 0.14369370543610763\n",
      "Working on : UBFO\n",
      "Length : 1712\n",
      "ROI : 0.020067812902208763\n",
      "Working on : UBOH\n",
      "Length : 1712\n",
      "ROI : -0.17634462711503665\n",
      "Working on : UBSI\n",
      "Length : 1712\n",
      "ROI : -0.020523140592511098\n",
      "Working on : UCBI\n",
      "Length : 1712\n",
      "ROI : -0.14136733992710074\n",
      "Working on : UCTT\n",
      "Length : 1712\n",
      "ROI : 0.04809025352465696\n",
      "Working on : UDR\n",
      "Length : 1712\n",
      "ROI : -0.043903948957654426\n",
      "Working on : UE\n",
      "Length : 1712\n",
      "ROI : -0.1919645877877231\n",
      "Working on : UEC\n",
      "Length : 1712\n",
      "ROI : 0.11290564027992109\n",
      "Working on : UEIC\n",
      "Length : 1712\n",
      "ROI : 0.02222251635611675\n",
      "Working on : UFAB\n",
      "Length : 1712\n",
      "ROI : -0.22400328597670596\n",
      "Working on : UFCS\n",
      "Length : 1712\n",
      "ROI : -0.07696520353984408\n",
      "Working on : UFI\n",
      "Length : 1712\n",
      "ROI : -0.11536144399848908\n",
      "Working on : UFPI\n",
      "Length : 1712\n",
      "ROI : -0.04478840300109686\n",
      "Working on : UFPT\n",
      "Length : 1712\n",
      "ROI : 0.05287279741646114\n",
      "Working on : UFS\n",
      "Length : 1712\n",
      "ROI : 0.10726637135268835\n",
      "Working on : UG\n",
      "Length : 1712\n",
      "ROI : 0.02569532539139858\n",
      "Working on : UGI\n",
      "Length : 1712\n",
      "ROI : 0.106293902124345\n",
      "Working on : UHAL\n",
      "Length : 1712\n",
      "ROI : 0.13700579072471283\n",
      "Working on : UHS\n",
      "Length : 1712\n",
      "ROI : -0.05536979244475007\n",
      "Working on : UHT\n",
      "Length : 1712\n",
      "ROI : -0.08843431333270606\n",
      "Working on : UIHC\n",
      "Length : 1712\n",
      "ROI : 0.15314489059276074\n",
      "Working on : UIS\n",
      "Length : 1712\n",
      "ROI : -0.05681071807335589\n",
      "Working on : ULBI\n",
      "Length : 1712\n",
      "ROI : -0.026596961198831925\n",
      "Working on : ULH\n",
      "Length : 1712\n",
      "ROI : -0.00820266991441998\n",
      "Working on : ULTA\n",
      "Length : 1712\n",
      "ROI : 0.005095748121389108\n",
      "Working on : UMBF\n",
      "Length : 1712\n",
      "ROI : 0.062147778144157555\n",
      "Working on : UMH\n",
      "Length : 1712\n",
      "ROI : 0.12217962379745737\n",
      "Working on : UMPQ\n",
      "Length : 1712\n",
      "ROI : 0.03553647711795364\n",
      "Working on : UNAM\n",
      "Length : 1712\n",
      "ROI : -0.15447975861093807\n",
      "Working on : UNB\n",
      "Length : 1712\n",
      "ROI : 0.15236393010404053\n",
      "Working on : UNF\n",
      "Length : 1712\n",
      "ROI : -0.004273561592159996\n",
      "Working on : UNFI\n",
      "Length : 1712\n",
      "ROI : 0.010083298814756862\n",
      "Working on : UNH\n",
      "Length : 1712\n",
      "ROI : 0.005118034231964103\n",
      "Working on : UNIT\n",
      "Length : 1712\n",
      "ROI : -0.05129533479296159\n",
      "Working on : UNM\n",
      "Length : 1712\n",
      "ROI : 0.013965026820108\n",
      "Working on : UNP\n",
      "Length : 1712\n",
      "ROI : -0.004135556551942351\n",
      "Working on : UNTY\n",
      "Length : 1712\n",
      "ROI : 0.0006759776636342745\n",
      "Working on : UNVR\n",
      "Length : 1712\n",
      "ROI : 0.007477135070447722\n",
      "Working on : UONE\n",
      "Length : 1712\n",
      "ROI : -3.566146602845955\n",
      "Working on : UONEK\n",
      "Length : 1712\n",
      "ROI : 0.6755614471117937\n",
      "Working on : UPLD\n",
      "Length : 1712\n",
      "ROI : -0.17111525058222948\n",
      "Working on : UPS\n",
      "Length : 1712\n",
      "ROI : 0.009036351641090241\n",
      "Working on : URBN\n",
      "Length : 1712\n",
      "ROI : -0.10411799991358062\n",
      "Working on : URI\n",
      "Length : 1712\n",
      "ROI : 0.1348365927231114\n",
      "Working on : USAK\n",
      "Length : 1712\n",
      "ROI : 0.11390173208813399\n",
      "Working on : USAP\n",
      "Length : 1712\n",
      "ROI : 0.0510631103184192\n",
      "Working on : USB\n",
      "Length : 1712\n",
      "ROI : 0.021365805272827394\n",
      "Working on : USCR\n",
      "Length : 1697\n",
      "ROI : -0.04213562607244645\n",
      "Working on : USEG\n",
      "Length : 1712\n",
      "ROI : 0.06259441018820704\n",
      "Working on : USFD\n",
      "Length : 1712\n",
      "ROI : -0.06993481850477556\n",
      "Working on : USIO\n",
      "Length : 1712\n",
      "ROI : 0.08081911352772826\n",
      "Working on : USLM\n",
      "Length : 1712\n",
      "ROI : -0.04151962393412412\n",
      "Working on : USM\n",
      "Length : 1712\n",
      "ROI : -0.01601842020171317\n",
      "Working on : USNA\n",
      "Length : 1712\n",
      "ROI : -0.048202098804361965\n",
      "Working on : USPH\n",
      "Length : 1712\n",
      "ROI : -0.18685166702206144\n",
      "Working on : UTHR\n",
      "Length : 1712\n",
      "ROI : 0.05597305991703577\n",
      "Working on : UTI\n",
      "Length : 1712\n",
      "ROI : -0.0005843827380660661\n",
      "Working on : UTL\n",
      "Length : 1712\n",
      "ROI : -0.0032717132018033127\n",
      "Working on : UTMD\n",
      "Length : 1712\n",
      "ROI : 0.10834542214491463\n",
      "Working on : UUU\n",
      "Length : 1712\n",
      "ROI : -0.9408696736684614\n",
      "Working on : UVE\n",
      "Length : 1712\n",
      "ROI : 0.22684748136938254\n",
      "Working on : UVSP\n",
      "Length : 1712\n",
      "ROI : -0.030768238110623618\n",
      "Working on : UVV\n",
      "Length : 1712\n",
      "ROI : -0.03470072124891401\n",
      "Working on : V\n",
      "Length : 1712\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ROI : -0.11280134623676764\n",
      "Working on : VAC\n",
      "Length : 1712\n",
      "ROI : -0.04966336200922347\n",
      "Working on : VALU\n",
      "Length : 1712\n",
      "ROI : 0.00031354126841247256\n",
      "Working on : VBFC\n",
      "Length : 1705\n",
      "ROI : -0.07083922500092327\n",
      "Working on : VBIV\n",
      "Length : 1712\n",
      "ROI : 0.12315285016345956\n",
      "Working on : VBTX\n",
      "Length : 1712\n",
      "ROI : 0.008787668897389252\n",
      "Working on : VC\n",
      "Length : 1712\n",
      "ROI : -0.07542014926374499\n",
      "Working on : VCEL\n",
      "Length : 1712\n",
      "ROI : -0.1640500762201399\n",
      "Working on : VCRA\n",
      "Length : 1712\n",
      "ROI : -0.10240353689438514\n",
      "Working on : VCYT\n",
      "Length : 1712\n",
      "ROI : 0.4687518172377685\n",
      "Working on : VEC\n",
      "Length : 1712\n",
      "ROI : 0.16549707095750094\n",
      "Working on : VECO\n",
      "Length : 1712\n",
      "ROI : 0.014947322147542859\n",
      "Working on : VEEV\n",
      "Length : 1712\n",
      "ROI : 0.05177447600945121\n",
      "Working on : VER\n",
      "Length : 1712\n",
      "ROI : -0.08370802528475213\n",
      "Working on : VERI\n",
      "Length : 1583\n",
      "ROI : 0.041755595774950076\n",
      "Working on : VERU\n",
      "Length : 1712\n",
      "ROI : -0.4493185120379357\n",
      "Working on : VFC\n",
      "Length : 1712\n",
      "ROI : -0.10765363571376232\n",
      "Working on : VG\n",
      "Length : 1712\n",
      "ROI : -0.13521788141372837\n",
      "Working on : VGR\n",
      "Length : 1712\n",
      "ROI : 0.00494120740443194\n",
      "Working on : VHC\n",
      "Length : 1712\n",
      "ROI : 0.24173406874814896\n",
      "Working on : VIAV\n",
      "Length : 1712\n",
      "ROI : -0.07031421709505556\n",
      "Working on : VICR\n",
      "Length : 1712\n",
      "ROI : 0.01661738296640428\n",
      "Working on : VIRC\n",
      "Length : 1712\n",
      "ROI : -0.04400030135828809\n",
      "Working on : VIRT\n",
      "Length : 1712\n",
      "ROI : -0.11069079714385528\n",
      "Working on : VISL\n",
      "Length : 1712\n",
      "ROI : -0.15846006947761687\n",
      "Working on : VIVO\n",
      "Length : 1712\n",
      "ROI : 0.19276763705884106\n",
      "Working on : VKTX\n",
      "Length : 1712\n",
      "ROI : 0.38832632961877295\n",
      "Working on : VLGEA\n",
      "Length : 1712\n",
      "ROI : -0.048561524468596615\n",
      "Working on : VLO\n",
      "Length : 1712\n",
      "ROI : 0.20622600125425053\n",
      "Working on : VLY\n",
      "Length : 1712\n",
      "ROI : -0.06963016395760994\n",
      "Working on : VMC\n",
      "Length : 1712\n",
      "ROI : 0.025339041622377056\n",
      "Working on : VMI\n",
      "Length : 1712\n",
      "ROI : 0.010314060020055655\n",
      "Working on : VMW\n",
      "Length : 1712\n",
      "ROI : -0.06423315154141114\n",
      "Working on : VNCE\n",
      "Length : 1712\n",
      "ROI : -0.025458534890315385\n",
      "Working on : VNDA\n",
      "Length : 1712\n",
      "ROI : 0.06476272041529954\n",
      "Working on : VNO\n",
      "Length : 1712\n",
      "ROI : -0.20935648676326482\n",
      "Working on : VNRX\n",
      "Length : 1712\n",
      "ROI : 0.19792599731500346\n",
      "Working on : VNTR\n",
      "Length : 1500\n",
      "ROI : 0.13389259919233149\n",
      "Working on : VOXX\n",
      "Length : 1712\n",
      "ROI : 0.5343483957950818\n",
      "Working on : VOYA\n",
      "Length : 1712\n",
      "ROI : -0.026643863520519576\n",
      "Working on : VPG\n",
      "Length : 1712\n",
      "ROI : -0.026497063319225776\n",
      "Working on : VRA\n",
      "Length : 1712\n",
      "ROI : -0.01415827165173258\n",
      "Working on : VRAY\n",
      "Length : 1712\n",
      "ROI : -0.021656794323645392\n",
      "Working on : VREX\n",
      "Length : 1692\n",
      "ROI : 0.020030025419383497\n",
      "Working on : VRNS\n",
      "Length : 1712\n",
      "ROI : 0.024713784875693482\n",
      "Working on : VRNT\n",
      "Length : 1712\n",
      "ROI : -0.058934549209126705\n",
      "Working on : VRRM\n",
      "Length : 1632\n",
      "ROI : -0.08695864653129237\n",
      "Working on : VRS\n",
      "Length : 1712\n",
      "ROI : 0.021586432180594247\n",
      "Working on : VRSK\n",
      "Length : 1712\n",
      "ROI : 0.12120500601582335\n",
      "Working on : VRSN\n",
      "Length : 1712\n",
      "ROI : -0.05983175234713118\n",
      "Working on : VRTS\n",
      "Length : 1712\n",
      "ROI : 0.1803963943572853\n",
      "Working on : VRTV\n",
      "Length : 1712\n",
      "ROI : 0.41202460253749323\n",
      "Working on : VRTX\n",
      "Length : 1712\n",
      "ROI : 0.04332737231216989\n",
      "Working on : VSAT\n",
      "Length : 1712\n",
      "ROI : -0.04521866079546522\n",
      "Working on : VSEC\n",
      "Length : 1712\n",
      "ROI : -0.10096008625583364\n",
      "Working on : VSH\n",
      "Length : 1712\n",
      "ROI : -0.11356195950254581\n",
      "Working on : VST\n",
      "Length : 1712\n",
      "ROI : 0.15857331561903928\n",
      "Working on : VSTM\n",
      "Length : 1712\n",
      "ROI : -0.2865694872395654\n",
      "Working on : VSTO\n",
      "Length : 1712\n",
      "ROI : 0.1419918102868637\n",
      "Working on : VTNR\n",
      "Length : 1712\n",
      "ROI : 0.5751144579950453\n",
      "Working on : VTR\n",
      "Length : 1712\n",
      "ROI : -0.011384655654155236\n",
      "Working on : VTVT\n",
      "Length : 1712\n",
      "ROI : 0.10681073644973915\n",
      "Working on : VUZI\n",
      "Length : 1712\n",
      "ROI : 0.24755634009943434\n",
      "Working on : VVI\n",
      "Length : 1712\n",
      "ROI : -0.04849328520832933\n",
      "Working on : VVV\n",
      "Length : 1712\n",
      "ROI : -0.001658262051303433\n",
      "Working on : VXRT\n",
      "Length : 1712\n",
      "ROI : -0.25207667969217373\n",
      "Working on : VYGR\n",
      "Length : 1712\n",
      "ROI : -0.5561133662687053\n",
      "Working on : VZ\n",
      "Length : 1712\n",
      "ROI : 0.017761666745261504\n",
      "Working on : W\n",
      "Length : 1712\n",
      "ROI : 0.14951851578584732\n",
      "Working on : WAB\n",
      "Length : 1712\n",
      "ROI : -0.028852421867715958\n",
      "Working on : WABC\n",
      "Length : 1712\n",
      "ROI : 0.04691443163718579\n",
      "Working on : WAFD\n",
      "Length : 1712\n",
      "ROI : 0.0329368692794467\n",
      "Working on : WAL\n",
      "Length : 1712\n",
      "ROI : 0.007975309490282358\n",
      "Working on : WASH\n",
      "Length : 1712\n",
      "ROI : -0.03992613488278939\n",
      "Working on : WAT\n",
      "Length : 1712\n",
      "ROI : 0.11443641796465452\n",
      "Working on : WATT\n",
      "Length : 1712\n",
      "ROI : 0.2077230242045925\n",
      "Working on : WBA\n",
      "Length : 1712\n",
      "ROI : -0.13128567951134051\n",
      "Working on : WBS\n",
      "Length : 1712\n",
      "ROI : 0.0775753689709961\n",
      "Working on : WBT\n",
      "Length : 1712\n",
      "ROI : -0.048547276512800844\n",
      "Working on : WCC\n",
      "Length : 1712\n",
      "ROI : 0.10504228696955757\n",
      "Working on : WD\n",
      "Length : 1712\n",
      "ROI : 0.00989040361130043\n",
      "Working on : WDAY\n",
      "Length : 1712\n",
      "ROI : -0.09003064169396281\n",
      "Working on : WDC\n",
      "Length : 1712\n",
      "ROI : -0.1763171073853812\n",
      "Working on : WDFC\n",
      "Length : 1712\n",
      "ROI : 0.031084343585564965\n",
      "Working on : WEC\n",
      "Length : 1712\n",
      "ROI : 0.008657875737176662\n",
      "Working on : WELL\n",
      "Length : 1712\n",
      "ROI : -0.021949555052479766\n",
      "Working on : WEN\n",
      "Length : 1712\n",
      "ROI : -0.020812072000724994\n",
      "Working on : WERN\n",
      "Length : 1712\n",
      "ROI : 0.08758929938001665\n",
      "Working on : WETF\n",
      "Length : 1712\n",
      "ROI : 0.06358183427531691\n",
      "Working on : WEX\n",
      "Length : 1712\n",
      "ROI : -0.09862048893408619\n",
      "Working on : WEYS\n",
      "Length : 1712\n",
      "ROI : 0.09189742958628687\n",
      "Working on : WFC\n",
      "Length : 1712\n",
      "ROI : -0.09357943909892817\n",
      "Working on : WGO\n",
      "Length : 1712\n",
      "ROI : 0.2213686150609616\n",
      "Working on : WHG\n",
      "Length : 1712\n",
      "ROI : -0.0051804120533172895\n",
      "Working on : WHLM\n",
      "Length : 1712\n",
      "ROI : 0.32372651751580594\n",
      "Working on : WHLR\n",
      "Length : 1712\n",
      "ROI : 0.12644500077784857\n",
      "Working on : WHR\n",
      "Length : 1712\n",
      "ROI : -0.0794780369955157\n",
      "Working on : WINA\n",
      "Length : 1712\n",
      "ROI : -0.10339445912361217\n",
      "Working on : WING\n",
      "Length : 1712\n",
      "ROI : 0.0829233925217525\n",
      "Working on : WIRE\n",
      "Length : 1712\n",
      "ROI : 0.09501002706380897\n",
      "Working on : WK\n",
      "Length : 1712\n",
      "ROI : 0.05277993669717362\n",
      "Working on : WKHS\n",
      "Length : 1712\n",
      "ROI : 4.020646884037909\n",
      "Working on : WLDN\n",
      "Length : 1712\n",
      "ROI : -0.16731789316806528\n",
      "Working on : WLFC\n",
      "Length : 1712\n",
      "ROI : 0.18605226296482802\n",
      "Working on : WLK\n",
      "Length : 1712\n",
      "ROI : -0.0757765862451877\n",
      "Working on : WLL\n",
      "Length : 1712\n",
      "ROI : 0.07132775124052641\n",
      "Working on : WLTW\n",
      "Length : 1712\n",
      "ROI : 0.12061933829257669\n",
      "Working on : WM\n",
      "Length : 1712\n",
      "ROI : -0.021244670632931804\n",
      "Working on : WMB\n",
      "Length : 1712\n",
      "ROI : -0.02888282505203312\n",
      "Working on : WMC\n",
      "Length : 1712\n",
      "ROI : 0.2399392477029361\n",
      "Working on : WMK\n",
      "Length : 1712\n",
      "ROI : 0.051684803771446235\n",
      "Working on : WMS\n",
      "Length : 1712\n",
      "ROI : 0.00831929319037241\n",
      "Working on : WMT\n",
      "Length : 1712\n",
      "ROI : 0.016168983054537872\n",
      "Working on : WNC\n",
      "Length : 1712\n",
      "ROI : 0.002595846863806693\n",
      "Working on : WNEB\n",
      "Length : 1712\n",
      "ROI : -0.008663006400472998\n",
      "Working on : WOR\n",
      "Length : 1712\n",
      "ROI : -0.13314300385000388\n",
      "Working on : WOW\n",
      "Length : 1570\n",
      "ROI : 0.0317527082499597\n",
      "Working on : WPC\n",
      "Length : 1712\n",
      "ROI : -0.01807505679852923\n",
      "Working on : WPG\n",
      "Length : 1712\n",
      "ROI : -0.6513388124828395\n",
      "Working on : WRB\n",
      "Length : 1712\n",
      "ROI : -0.05066641299940993\n",
      "Working on : WRE\n",
      "Length : 1712\n",
      "ROI : 0.06440819250728208\n",
      "Working on : WRK\n",
      "Length : 1712\n",
      "ROI : -0.05532893484246724\n",
      "Working on : WRLD\n",
      "Length : 1712\n",
      "ROI : 0.017665751441515384\n",
      "Working on : WSBC\n",
      "Length : 1712\n",
      "ROI : -0.08592295463459974\n",
      "Working on : WSBF\n",
      "Length : 1712\n",
      "ROI : 0.06490121360493635\n",
      "Working on : WSC\n",
      "Length : 1712\n",
      "ROI : 0.04197646972871895\n",
      "Working on : WSFS\n",
      "Length : 1712\n",
      "ROI : -0.020688078966145704\n",
      "Working on : WSM\n",
      "Length : 1712\n",
      "ROI : 0.21701363151158554\n",
      "Working on : WSO\n",
      "Length : 1712\n",
      "ROI : 0.07986271436848412\n",
      "Working on : WSR\n",
      "Length : 1712\n",
      "ROI : 0.32344918030914716\n",
      "Working on : WST\n",
      "Length : 1712\n",
      "ROI : 0.22648941445204185\n",
      "Working on : WSTG\n",
      "Length : 1712\n",
      "ROI : -0.12682260432942796\n",
      "Working on : WSTL\n",
      "Length : 1712\n",
      "ROI : 0.24581673455620712\n",
      "Working on : WTBA\n",
      "Length : 1712\n",
      "ROI : 0.06810229824175189\n",
      "Working on : WTFC\n",
      "Length : 1712\n",
      "ROI : 0.04657918854370919\n",
      "Working on : WTI\n",
      "Length : 1712\n",
      "ROI : 0.14732495801448198\n",
      "Working on : WTM\n",
      "Length : 1712\n",
      "ROI : -0.09644931626860502\n",
      "Working on : WTRH\n",
      "Length : 1712\n",
      "ROI : -0.01441825961829179\n",
      "Working on : WTS\n",
      "Length : 1712\n",
      "ROI : 0.14864541355573796\n",
      "Working on : WTT\n",
      "Length : 1712\n",
      "ROI : -0.288111136703352\n",
      "Working on : WTTR\n",
      "Length : 1538\n",
      "ROI : -0.312994827374181\n",
      "Working on : WU\n",
      "Length : 1712\n",
      "ROI : -0.04873198269341253\n",
      "Working on : WVE\n",
      "Length : 1712\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ROI : 0.30172159692978434\n",
      "Working on : WVFC\n",
      "Length : 1712\n",
      "ROI : 0.006333046671609602\n",
      "Working on : WVVI\n",
      "Length : 1712\n",
      "ROI : -0.1104261181621579\n",
      "Working on : WW\n",
      "Length : 1712\n",
      "ROI : -0.05145562421095742\n",
      "Working on : WWD\n",
      "Length : 1712\n",
      "ROI : -0.10015220495180041\n",
      "Working on : WWE\n",
      "Length : 1712\n",
      "ROI : 0.2833350275300991\n",
      "Working on : WWR\n",
      "Length : 1712\n",
      "ROI : -0.3180367304653062\n",
      "Working on : WWW\n",
      "Length : 1712\n",
      "ROI : 0.08850933502216274\n",
      "Working on : WY\n",
      "Length : 1712\n",
      "ROI : -0.043785507501856835\n",
      "Working on : WYNN\n",
      "Length : 1712\n",
      "ROI : -0.044302627524554855\n",
      "Working on : WYY\n",
      "Length : 1712\n",
      "ROI : -0.04988687350622142\n",
      "Working on : X\n",
      "Length : 1712\n",
      "ROI : 0.1613218034268592\n",
      "Working on : XBIT\n",
      "Length : 1712\n",
      "ROI : 0.02027410579419585\n",
      "Working on : XEC\n",
      "Length : 1712\n",
      "ROI : 0.20143451368080853\n",
      "Working on : XEL\n",
      "Length : 1712\n",
      "ROI : -0.014647478129126765\n",
      "Working on : XELA\n",
      "Length : 1712\n",
      "ROI : -0.4269990691220055\n",
      "Working on : XELB\n",
      "Length : 1712\n",
      "ROI : -0.06710345825108108\n",
      "Working on : XENT\n",
      "Length : 1712\n",
      "ROI : 0.48600084348885764\n",
      "Working on : XFOR\n",
      "Length : 1395\n",
      "ROI : -0.19971232607020195\n",
      "Working on : XHR\n",
      "Length : 1712\n",
      "ROI : 0.025271899855338825\n",
      "Working on : XLNX\n",
      "Length : 1712\n",
      "ROI : -0.06445399111590679\n",
      "Working on : XLRN\n",
      "Length : 1712\n",
      "ROI : 0.05906830437805559\n",
      "Working on : XNCR\n",
      "Length : 1712\n",
      "ROI : -0.11951255907941404\n",
      "Working on : XOM\n",
      "Length : 1712\n",
      "ROI : -0.043509763503639075\n",
      "Working on : XOMA\n",
      "Length : 1712\n",
      "ROI : -0.2942716917926295\n",
      "Working on : XONE\n",
      "Length : 1712\n",
      "ROI : 0.32041785209788715\n",
      "Working on : XPER\n",
      "Length : 1712\n",
      "ROI : -0.07392323056755755\n",
      "Working on : XPL\n",
      "Length : 1712\n",
      "ROI : -0.09334631806809868\n",
      "Working on : XPO\n",
      "Length : 1712\n",
      "ROI : 0.015897748152430616\n",
      "Working on : XRAY\n",
      "Length : 1712\n",
      "ROI : -0.07533242178815353\n",
      "Working on : XRX\n",
      "Length : 1712\n",
      "ROI : 0.15457641482035359\n",
      "Working on : XSPA\n",
      "Length : 1712\n",
      "ROI : -0.3394803031711857\n",
      "Working on : XTNT\n",
      "Length : 1712\n",
      "ROI : -0.6745455370868143\n",
      "Working on : XXII\n",
      "Length : 1712\n",
      "ROI : 0.15450083791753846\n",
      "Working on : XYL\n",
      "Length : 1712\n",
      "ROI : 0.08063889556987208\n",
      "Working on : Y\n",
      "Length : 1712\n",
      "ROI : -0.06615153046376927\n",
      "Working on : YELP\n",
      "Length : 1712\n",
      "ROI : 0.04624621105638131\n",
      "Working on : YEXT\n",
      "Length : 1612\n",
      "ROI : 0.2186192246846628\n",
      "Working on : YORW\n",
      "Length : 1712\n",
      "ROI : 0.06725474596732017\n",
      "Working on : YTEN\n",
      "Length : 1712\n",
      "ROI : -0.6593106484407557\n",
      "Working on : YUM\n",
      "Length : 1712\n",
      "ROI : 0.028344597076587954\n",
      "Working on : Z\n",
      "Length : 1712\n",
      "ROI : -0.36531163730606914\n",
      "Working on : ZBH\n",
      "Length : 1712\n",
      "ROI : -0.12013608427880641\n",
      "Working on : ZBRA\n",
      "Length : 1712\n",
      "ROI : 0.08471189187437403\n",
      "Working on : ZDGE\n",
      "Length : 1712\n",
      "ROI : -0.1298126422722329\n",
      "Working on : ZEN\n",
      "Length : 1712\n",
      "ROI : -0.2220780594162584\n",
      "Working on : ZEUS\n",
      "Length : 1712\n",
      "ROI : -0.11909621008457828\n",
      "Working on : ZG\n",
      "Length : 1712\n",
      "ROI : -0.4187882148228094\n",
      "Working on : ZGNX\n",
      "Length : 1712\n",
      "ROI : 0.19397548064151932\n",
      "Working on : ZION\n",
      "Length : 1712\n",
      "ROI : 0.03708004509802786\n",
      "Working on : ZIOP\n",
      "Length : 1712\n",
      "ROI : 0.277258377306474\n",
      "Working on : ZIXI\n",
      "Length : 1712\n",
      "ROI : -0.05125992184787176\n",
      "Working on : ZNGA\n",
      "Length : 1712\n",
      "ROI : 0.0009679625061738402\n",
      "Working on : ZSAN\n",
      "Length : 1712\n",
      "ROI : 0.4001192636638837\n",
      "Working on : ZTS\n",
      "Length : 1712\n",
      "ROI : 0.003838917626077923\n",
      "Working on : ZUMZ\n",
      "Length : 1712\n",
      "ROI : -0.14237678375273968\n",
      "Working on : ZYNE\n",
      "Length : 1712\n",
      "ROI : -0.05750304250256122\n",
      "Working on : ZYXI\n",
      "Length : 1690\n",
      "ROI : -0.08881536030453206\n"
     ]
    },
    {
     "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>ROI</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>A</td>\n",
       "      <td>0.165561</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>AA</td>\n",
       "      <td>0.205116</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>AAL</td>\n",
       "      <td>-0.198692</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>AAME</td>\n",
       "      <td>-0.287339</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>AAOI</td>\n",
       "      <td>0.095343</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2877</th>\n",
       "      <td>ZSAN</td>\n",
       "      <td>0.400119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2878</th>\n",
       "      <td>ZTS</td>\n",
       "      <td>0.003839</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2879</th>\n",
       "      <td>ZUMZ</td>\n",
       "      <td>-0.142377</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2880</th>\n",
       "      <td>ZYNE</td>\n",
       "      <td>-0.057503</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2881</th>\n",
       "      <td>ZYXI</td>\n",
       "      <td>-0.088815</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2882 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Ticker       ROI\n",
       "0         A  0.165561\n",
       "1        AA  0.205116\n",
       "2       AAL -0.198692\n",
       "3      AAME -0.287339\n",
       "4      AAOI  0.095343\n",
       "...     ...       ...\n",
       "2877   ZSAN  0.400119\n",
       "2878    ZTS  0.003839\n",
       "2879   ZUMZ -0.142377\n",
       "2880   ZYNE -0.057503\n",
       "2881   ZYXI -0.088815\n",
       "\n",
       "[2882 rows x 2 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "proj_roi_df = get_proj_rois()\n",
    "proj_roi_df\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "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>ROI</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>494</th>\n",
       "      <td>CEI</td>\n",
       "      <td>6.670116</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>631</th>\n",
       "      <td>CPSH</td>\n",
       "      <td>5.583947</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2783</th>\n",
       "      <td>WKHS</td>\n",
       "      <td>4.020647</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2397</th>\n",
       "      <td>SPRT</td>\n",
       "      <td>1.921685</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>789</th>\n",
       "      <td>DSS</td>\n",
       "      <td>1.749406</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>448</th>\n",
       "      <td>CATB</td>\n",
       "      <td>1.468496</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2165</th>\n",
       "      <td>REPH</td>\n",
       "      <td>1.466239</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2095</th>\n",
       "      <td>PTE</td>\n",
       "      <td>1.455325</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2049</th>\n",
       "      <td>PMTS</td>\n",
       "      <td>1.367105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1887</th>\n",
       "      <td>ODT</td>\n",
       "      <td>1.182327</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>ACY</td>\n",
       "      <td>1.121812</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1509</th>\n",
       "      <td>LEU</td>\n",
       "      <td>1.099083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191</th>\n",
       "      <td>APRN</td>\n",
       "      <td>1.074054</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1526</th>\n",
       "      <td>LIVE</td>\n",
       "      <td>1.012977</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>314</th>\n",
       "      <td>BCLI</td>\n",
       "      <td>1.011791</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2401</th>\n",
       "      <td>SPWR</td>\n",
       "      <td>0.983358</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1284</th>\n",
       "      <td>ICD</td>\n",
       "      <td>0.842299</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>533</th>\n",
       "      <td>CIDM</td>\n",
       "      <td>0.828471</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td>ALT</td>\n",
       "      <td>0.798580</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>AMC</td>\n",
       "      <td>0.751587</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     Ticker       ROI\n",
       "494     CEI  6.670116\n",
       "631    CPSH  5.583947\n",
       "2783   WKHS  4.020647\n",
       "2397   SPRT  1.921685\n",
       "789     DSS  1.749406\n",
       "448    CATB  1.468496\n",
       "2165   REPH  1.466239\n",
       "2095    PTE  1.455325\n",
       "2049   PMTS  1.367105\n",
       "1887    ODT  1.182327\n",
       "42      ACY  1.121812\n",
       "1509    LEU  1.099083\n",
       "191    APRN  1.074054\n",
       "1526   LIVE  1.012977\n",
       "314    BCLI  1.011791\n",
       "2401   SPWR  0.983358\n",
       "1284    ICD  0.842299\n",
       "533    CIDM  0.828471\n",
       "128     ALT  0.798580\n",
       "135     AMC  0.751587"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "proj_roi_df.sort_values(by=['ROI'], ascending=False)[0:20]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}