StockData Analysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import requests \n",
    "import pandas as pd\n",
    "import os"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "\n",
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       "\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>Economy</th>\n",
       "      <th>ADB Country Code</th>\n",
       "      <th>Sector</th>\n",
       "      <th>Country 2018 GDP</th>\n",
       "      <th>Scenario</th>\n",
       "      <th>as % of total GDP</th>\n",
       "      <th>in $ Mn</th>\n",
       "      <th>Employment (in 000)</th>\n",
       "      <th>as % of sector GDP</th>\n",
       "      <th>as % of sector employment</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Australia</td>\n",
       "      <td>AUS</td>\n",
       "      <td>Agriculture, Mining and Quarrying</td>\n",
       "      <td>1.433904e+06</td>\n",
       "      <td>Shorter containment, smaller demand shock</td>\n",
       "      <td>-0.33</td>\n",
       "      <td>4,671.70</td>\n",
       "      <td>18</td>\n",
       "      <td>-2.70</td>\n",
       "      <td>-2.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Australia</td>\n",
       "      <td>AUS</td>\n",
       "      <td>Business, Trade, Personal, and Public Services</td>\n",
       "      <td>1.433904e+06</td>\n",
       "      <td>Shorter containment, smaller demand shock</td>\n",
       "      <td>-1.41</td>\n",
       "      <td>20,147.01</td>\n",
       "      <td>191</td>\n",
       "      <td>-2.31</td>\n",
       "      <td>-2.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Australia</td>\n",
       "      <td>AUS</td>\n",
       "      <td>Hotel and restaurants and Other Personal Services</td>\n",
       "      <td>1.433904e+06</td>\n",
       "      <td>Shorter containment, smaller demand shock</td>\n",
       "      <td>-0.35</td>\n",
       "      <td>5,023.10</td>\n",
       "      <td>112</td>\n",
       "      <td>-6.70</td>\n",
       "      <td>-7.24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Australia</td>\n",
       "      <td>AUS</td>\n",
       "      <td>Light/Heavy Manufacturing, Utilities, and Cons...</td>\n",
       "      <td>1.433904e+06</td>\n",
       "      <td>Shorter containment, smaller demand shock</td>\n",
       "      <td>-0.39</td>\n",
       "      <td>5,660.89</td>\n",
       "      <td>54</td>\n",
       "      <td>-2.31</td>\n",
       "      <td>-2.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Australia</td>\n",
       "      <td>AUS</td>\n",
       "      <td>Transport services</td>\n",
       "      <td>1.433904e+06</td>\n",
       "      <td>Shorter containment, smaller demand shock</td>\n",
       "      <td>-0.30</td>\n",
       "      <td>4,307.48</td>\n",
       "      <td>47</td>\n",
       "      <td>-6.47</td>\n",
       "      <td>-7.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1571</th>\n",
       "      <td>Bhutan</td>\n",
       "      <td>BHU</td>\n",
       "      <td>Longer containment, larger demand shock</td>\n",
       "      <td>2.534965e+03</td>\n",
       "      <td>Additional impact under Longer containment, la...</td>\n",
       "      <td>-0.79</td>\n",
       "      <td>19.96</td>\n",
       "      <td>na</td>\n",
       "      <td>-0.79</td>\n",
       "      <td>na</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1572</th>\n",
       "      <td>Kyrgyz Republic</td>\n",
       "      <td>KGZ</td>\n",
       "      <td>Longer containment, larger demand shock</td>\n",
       "      <td>8.092837e+03</td>\n",
       "      <td>Additional impact under Longer containment, la...</td>\n",
       "      <td>-2.19</td>\n",
       "      <td>176.98</td>\n",
       "      <td>na</td>\n",
       "      <td>-2.19</td>\n",
       "      <td>na</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1573</th>\n",
       "      <td>Cambodia</td>\n",
       "      <td>CAM</td>\n",
       "      <td>Longer containment, larger demand shock</td>\n",
       "      <td>2.454247e+04</td>\n",
       "      <td>Additional impact under Longer containment, la...</td>\n",
       "      <td>-7.43</td>\n",
       "      <td>1,822.32</td>\n",
       "      <td>na</td>\n",
       "      <td>-7.43</td>\n",
       "      <td>na</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1574</th>\n",
       "      <td>Singapore</td>\n",
       "      <td>SIN</td>\n",
       "      <td>Longer containment, larger demand shock</td>\n",
       "      <td>3.641567e+05</td>\n",
       "      <td>Additional impact under Longer containment, la...</td>\n",
       "      <td>-2.61</td>\n",
       "      <td>9,513.96</td>\n",
       "      <td>na</td>\n",
       "      <td>-2.61</td>\n",
       "      <td>na</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1575</th>\n",
       "      <td>Hong Kong, China</td>\n",
       "      <td>HKG</td>\n",
       "      <td>Longer containment, larger demand shock</td>\n",
       "      <td>3.626820e+05</td>\n",
       "      <td>Additional impact under Longer containment, la...</td>\n",
       "      <td>-2.74</td>\n",
       "      <td>9,930.77</td>\n",
       "      <td>na</td>\n",
       "      <td>-2.74</td>\n",
       "      <td>na</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1576 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               Economy ADB Country Code  \\\n",
       "0            Australia              AUS   \n",
       "1            Australia              AUS   \n",
       "2            Australia              AUS   \n",
       "3            Australia              AUS   \n",
       "4            Australia              AUS   \n",
       "...                ...              ...   \n",
       "1571            Bhutan              BHU   \n",
       "1572   Kyrgyz Republic              KGZ   \n",
       "1573          Cambodia              CAM   \n",
       "1574         Singapore              SIN   \n",
       "1575  Hong Kong, China              HKG   \n",
       "\n",
       "                                                 Sector  Country 2018 GDP  \\\n",
       "0                     Agriculture, Mining and Quarrying      1.433904e+06   \n",
       "1        Business, Trade, Personal, and Public Services      1.433904e+06   \n",
       "2     Hotel and restaurants and Other Personal Services      1.433904e+06   \n",
       "3     Light/Heavy Manufacturing, Utilities, and Cons...      1.433904e+06   \n",
       "4                                    Transport services      1.433904e+06   \n",
       "...                                                 ...               ...   \n",
       "1571            Longer containment, larger demand shock      2.534965e+03   \n",
       "1572            Longer containment, larger demand shock      8.092837e+03   \n",
       "1573            Longer containment, larger demand shock      2.454247e+04   \n",
       "1574            Longer containment, larger demand shock      3.641567e+05   \n",
       "1575            Longer containment, larger demand shock      3.626820e+05   \n",
       "\n",
       "                                               Scenario as % of total GDP  \\\n",
       "0             Shorter containment, smaller demand shock             -0.33   \n",
       "1             Shorter containment, smaller demand shock             -1.41   \n",
       "2             Shorter containment, smaller demand shock             -0.35   \n",
       "3             Shorter containment, smaller demand shock             -0.39   \n",
       "4             Shorter containment, smaller demand shock             -0.30   \n",
       "...                                                 ...               ...   \n",
       "1571  Additional impact under Longer containment, la...             -0.79   \n",
       "1572  Additional impact under Longer containment, la...             -2.19   \n",
       "1573  Additional impact under Longer containment, la...             -7.43   \n",
       "1574  Additional impact under Longer containment, la...             -2.61   \n",
       "1575  Additional impact under Longer containment, la...             -2.74   \n",
       "\n",
       "         in $ Mn  Employment (in 000) as % of sector GDP  \\\n",
       "0       4,671.70                   18              -2.70   \n",
       "1      20,147.01                  191              -2.31   \n",
       "2       5,023.10                  112              -6.70   \n",
       "3       5,660.89                   54              -2.31   \n",
       "4       4,307.48                   47              -6.47   \n",
       "...           ...                 ...                ...   \n",
       "1571       19.96                   na              -0.79   \n",
       "1572      176.98                   na              -2.19   \n",
       "1573    1,822.32                   na              -7.43   \n",
       "1574    9,513.96                   na              -2.61   \n",
       "1575    9,930.77                   na              -2.74   \n",
       "\n",
       "     as % of sector employment  \n",
       "0                        -2.65  \n",
       "1                        -2.29  \n",
       "2                        -7.24  \n",
       "3                        -2.29  \n",
       "4                        -7.22  \n",
       "...                        ...  \n",
       "1571                        na  \n",
       "1572                        na  \n",
       "1573                        na  \n",
       "1574                        na  \n",
       "1575                        na  \n",
       "\n",
       "[1576 rows x 10 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "SP_df = pd.read_csv('covid19datasheet_032820.csv')\n",
    "SP_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0       AUS\n",
       "1       AUS\n",
       "2       AUS\n",
       "3       AUS\n",
       "4       AUS\n",
       "       ... \n",
       "1571    BHU\n",
       "1572    KGZ\n",
       "1573    CAM\n",
       "1574    SIN\n",
       "1575    HKG\n",
       "Name: ADB Country Code, Length: 1576, dtype: object"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "SP_df['ADB Country Code']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Mongolia                            28\n",
       "Malaysia                            28\n",
       "Cambodia                            28\n",
       "Fiji                                28\n",
       "Lao People's Democratic Republic    28\n",
       "                                    ..\n",
       "Slovenia                            24\n",
       "Austria                             24\n",
       "Portugal                            24\n",
       "Italy                               24\n",
       "Brazil                              24\n",
       "Name: Economy, Length: 62, dtype: int64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "SP_df['Economy'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>time</th>\n",
       "      <th>price</th>\n",
       "      <th>volume</th>\n",
       "      <th>newDate</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>01/03/2000</td>\n",
       "      <td>08:30:34.000</td>\n",
       "      <td>1496.4</td>\n",
       "      <td>0</td>\n",
       "      <td>2000-01-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>01/03/2000</td>\n",
       "      <td>08:30:36.000</td>\n",
       "      <td>1496.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2000-01-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>01/03/2000</td>\n",
       "      <td>08:30:37.000</td>\n",
       "      <td>1495.5</td>\n",
       "      <td>0</td>\n",
       "      <td>2000-01-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>01/03/2000</td>\n",
       "      <td>08:30:46.000</td>\n",
       "      <td>1495.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2000-01-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>01/03/2000</td>\n",
       "      <td>08:30:53.000</td>\n",
       "      <td>1495.5</td>\n",
       "      <td>0</td>\n",
       "      <td>2000-01-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13802497</th>\n",
       "      <td>12/31/2019</td>\n",
       "      <td>15:00:02.086</td>\n",
       "      <td>3232.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2019-12-31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13802498</th>\n",
       "      <td>12/31/2019</td>\n",
       "      <td>15:00:09.277</td>\n",
       "      <td>3231.5</td>\n",
       "      <td>0</td>\n",
       "      <td>2019-12-31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13802499</th>\n",
       "      <td>12/31/2019</td>\n",
       "      <td>15:00:14.203</td>\n",
       "      <td>3230.5</td>\n",
       "      <td>0</td>\n",
       "      <td>2019-12-31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13802500</th>\n",
       "      <td>12/31/2019</td>\n",
       "      <td>15:01:09.088</td>\n",
       "      <td>3233.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2019-12-31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13802501</th>\n",
       "      <td>12/31/2019</td>\n",
       "      <td>15:03:41.206</td>\n",
       "      <td>3232.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2019-12-31</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>13802502 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                date          time   price  volume    newDate\n",
       "0         01/03/2000  08:30:34.000  1496.4       0 2000-01-03\n",
       "1         01/03/2000  08:30:36.000  1496.0       0 2000-01-03\n",
       "2         01/03/2000  08:30:37.000  1495.5       0 2000-01-03\n",
       "3         01/03/2000  08:30:46.000  1495.0       0 2000-01-03\n",
       "4         01/03/2000  08:30:53.000  1495.5       0 2000-01-03\n",
       "...              ...           ...     ...     ...        ...\n",
       "13802497  12/31/2019  15:00:02.086  3232.0       0 2019-12-31\n",
       "13802498  12/31/2019  15:00:09.277  3231.5       0 2019-12-31\n",
       "13802499  12/31/2019  15:00:14.203  3230.5       0 2019-12-31\n",
       "13802500  12/31/2019  15:01:09.088  3233.0       0 2019-12-31\n",
       "13802501  12/31/2019  15:03:41.206  3232.0       0 2019-12-31\n",
       "\n",
       "[13802502 rows x 5 columns]"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "SP_df['newDate'] = pd.to_datetime(SP_df['date'])\n",
    "SP_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "12/31/2019    10\n",
       "Name: date, dtype: int64"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import datetime\n",
    "filtered_df = SP_df[SP_df['newDate'] > '2019-12-30']\n",
    "filtered_df['date'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "cf    BMY\n",
      "ic    BMY\n",
      "Name: symbol, dtype: object\n",
      "bs    BRT\n",
      "cf    BRT\n",
      "ic    BRT\n",
      "Name: symbol, dtype: object\n",
      "bs    LUB\n",
      "cf    LUB\n",
      "ic    LUB\n",
      "Name: symbol, dtype: object\n",
      "bs    CALM\n",
      "cf    CALM\n",
      "ic    CALM\n",
      "Name: symbol, dtype: object\n",
      "bs    STZ\n",
      "cf    STZ\n",
      "ic    STZ\n",
      "Name: symbol, dtype: object\n",
      "bs    CTAM\n",
      "cf    CTAM\n",
      "ic    CTAM\n",
      "Name: symbol, dtype: object\n",
      "bs    SYN\n",
      "cf    SYN\n",
      "ic    SYN\n",
      "Name: symbol, dtype: object\n",
      "bs    CTL\n",
      "cf    CTL\n",
      "ic    CTL\n",
      "Name: symbol, dtype: object\n",
      "bs    CHE\n",
      "cf    CHE\n",
      "ic    CHE\n",
      "Name: symbol, dtype: object\n",
      "bs    CHDN\n",
      "cf    CHDN\n",
      "ic    CHDN\n",
      "Name: symbol, dtype: object\n",
      "bs    CINF\n",
      "cf    CINF\n",
      "ic    CINF\n",
      "Name: symbol, dtype: object\n",
      "bs    KO\n",
      "cf    KO\n",
      "ic    KO\n",
      "Name: symbol, dtype: object\n",
      "bs    COHR\n",
      "cf    COHR\n",
      "ic    COHR\n",
      "Name: symbol, dtype: object\n",
      "bs    CL\n",
      "cf    CL\n",
      "ic    CL\n",
      "Name: symbol, dtype: object\n",
      "bs    CBSH\n",
      "cf    CBSH\n",
      "ic    CBSH\n",
      "Name: symbol, dtype: object\n",
      "bs    CMTL\n",
      "cf    CMTL\n",
      "ic    CMTL\n",
      "Name: symbol, dtype: object\n",
      "bs    CIA\n",
      "cf    CIA\n",
      "ic    CIA\n",
      "Name: symbol, dtype: object\n",
      "bs    TAP\n",
      "cf    TAP\n",
      "ic    TAP\n",
      "Name: symbol, dtype: object\n",
      "bs    CUZ\n",
      "cf    CUZ\n",
      "ic    CUZ\n",
      "Name: symbol, dtype: object\n",
      "bs    CMI\n",
      "cf    CMI\n",
      "ic    CMI\n",
      "Name: symbol, dtype: object\n",
      "bs    CW\n",
      "cf    CW\n",
      "ic    CW\n",
      "Name: symbol, dtype: object\n",
      "bs    TGT\n",
      "cf    TGT\n",
      "ic    TGT\n",
      "Name: symbol, dtype: object\n",
      "bs    DBD\n",
      "cf    DBD\n",
      "ic    DBD\n",
      "Name: symbol, dtype: object\n",
      "bs    DDS\n",
      "cf    DDS\n",
      "ic    DDS\n",
      "Name: symbol, dtype: object\n",
      "bs    DOV\n",
      "cf    DOV\n",
      "ic    DOV\n",
      "Name: symbol, dtype: object\n",
      "bs    UCC\n",
      "cf    UCC\n",
      "ic    UCC\n",
      "Name: symbol, dtype: object\n",
      "bs    OMC\n",
      "cf    OMC\n",
      "ic    OMC\n",
      "Name: symbol, dtype: object\n",
      "bs    FLS\n",
      "cf    FLS\n",
      "ic    FLS\n",
      "Name: symbol, dtype: object\n",
      "bs    WEN\n",
      "cf    WEN\n",
      "ic    WEN\n",
      "Name: symbol, dtype: object\n",
      "bs    EMR\n",
      "cf    EMR\n",
      "ic    EMR\n",
      "Name: symbol, dtype: object\n",
      "bs    EFX\n",
      "cf    EFX\n",
      "ic    EFX\n",
      "Name: symbol, dtype: object\n",
      "bs    EQT\n",
      "cf    EQT\n",
      "ic    EQT\n",
      "Name: symbol, dtype: object\n",
      "bs    BOOM\n",
      "cf    BOOM\n",
      "ic    BOOM\n",
      "Name: symbol, dtype: object\n",
      "bs    SOURCE\n",
      "cf    SOURCE\n",
      "ic    SOURCE\n",
      "Name: symbol, dtype: object\n",
      "bs    FITB\n",
      "cf    FITB\n",
      "ic    FITB\n",
      "Name: symbol, dtype: object\n",
      "bs    FMC\n",
      "cf    FMC\n",
      "ic    FMC\n",
      "Name: symbol, dtype: object\n",
      "bs    FELE\n",
      "cf    FELE\n",
      "ic    FELE\n",
      "Name: symbol, dtype: object\n",
      "bs    CFR\n",
      "cf    CFR\n",
      "ic    CFR\n",
      "Name: symbol, dtype: object\n",
      "bs    GPC\n",
      "cf    GPC\n",
      "ic    GPC\n",
      "Name: symbol, dtype: object\n",
      "bs    GGG\n",
      "cf    GGG\n",
      "ic    GGG\n",
      "Name: symbol, dtype: object\n",
      "bs    GEF\n",
      "cf    GEF\n",
      "ic    GEF\n",
      "Name: symbol, dtype: object\n",
      "bs    HAL\n",
      "cf    HAL\n",
      "ic    HAL\n",
      "Name: symbol, dtype: object\n",
      "bs    HSC\n",
      "cf    HSC\n",
      "ic    HSC\n",
      "Name: symbol, dtype: object\n",
      "bs    HEI\n",
      "cf    HEI\n",
      "ic    HEI\n",
      "Name: symbol, dtype: object\n",
      "bs    HSY\n",
      "cf    HSY\n",
      "ic    HSY\n",
      "Name: symbol, dtype: object\n",
      "bs    HPQ\n",
      "cf    HPQ\n",
      "ic    HPQ\n",
      "Name: symbol, dtype: object\n",
      "bs    HRC\n",
      "cf    HRC\n",
      "ic    HRC\n",
      "Name: symbol, dtype: object\n",
      "bs    HNI\n",
      "cf    HNI\n",
      "ic    HNI\n",
      "Name: symbol, dtype: object\n",
      "bs    HUM\n",
      "cf    HUM\n",
      "ic    HUM\n",
      "Name: symbol, dtype: object\n",
      "bs    IEC\n",
      "cf    IEC\n",
      "ic    IEC\n",
      "Name: symbol, dtype: object\n",
      "bs    DIN\n",
      "cf    DIN\n",
      "ic    DIN\n",
      "Name: symbol, dtype: object\n",
      "bs    ITW\n",
      "cf    ITW\n",
      "ic    ITW\n",
      "Name: symbol, dtype: object\n",
      "bs    IFF\n",
      "cf    IFF\n",
      "ic    IFF\n",
      "Name: symbol, dtype: object\n",
      "bs    IP\n",
      "cf    IP\n",
      "ic    IP\n",
      "Name: symbol, dtype: object\n",
      "bs    RYN\n",
      "cf    RYN\n",
      "ic    RYN\n",
      "Name: symbol, dtype: object\n",
      "bs    JEC\n",
      "cf    JEC\n",
      "ic    JEC\n",
      "Name: symbol, dtype: object\n",
      "bs    KAMN\n",
      "cf    KAMN\n",
      "ic    KAMN\n",
      "Name: symbol, dtype: object\n",
      "bs    KELYA\n",
      "cf    KELYA\n",
      "ic    KELYA\n",
      "Name: symbol, dtype: object\n",
      "bs    KBAL\n",
      "cf    KBAL\n",
      "ic    KBAL\n",
      "Name: symbol, dtype: object\n",
      "bs    KMB\n",
      "cf    KMB\n",
      "ic    KMB\n",
      "Name: symbol, dtype: object\n",
      "bs    LEG\n",
      "cf    LEG\n",
      "ic    LEG\n",
      "Name: symbol, dtype: object\n",
      "bs    LLY\n",
      "cf    LLY\n",
      "ic    LLY\n",
      "Name: symbol, dtype: object\n",
      "bs    LNC\n",
      "cf    LNC\n",
      "ic    LNC\n",
      "Name: symbol, dtype: object\n",
      "bs    LOW\n",
      "cf    LOW\n",
      "ic    LOW\n",
      "Name: symbol, dtype: object\n",
      "bs    TELL\n",
      "cf    TELL\n",
      "ic    TELL\n",
      "Name: symbol, dtype: object\n",
      "bs    MAS\n",
      "cf    MAS\n",
      "ic    MAS\n",
      "Name: symbol, dtype: object\n",
      "bs    MATW\n",
      "cf    MATW\n",
      "ic    MATW\n",
      "Name: symbol, dtype: object\n",
      "bs    MKC\n",
      "cf    MKC\n",
      "ic    MKC\n",
      "Name: symbol, dtype: object\n",
      "bs    SPGI\n",
      "cf    SPGI\n",
      "ic    SPGI\n",
      "Name: symbol, dtype: object\n",
      "bs    MCY\n",
      "cf    MCY\n",
      "ic    MCY\n",
      "Name: symbol, dtype: object\n",
      "bs    ETR\n",
      "cf    ETR\n",
      "ic    ETR\n",
      "Name: symbol, dtype: object\n",
      "bs    DY\n",
      "cf    DY\n",
      "ic    DY\n",
      "Name: symbol, dtype: object\n",
      "bs    MDU\n",
      "cf    MDU\n",
      "ic    MDU\n",
      "Name: symbol, dtype: object\n",
      "bs    CTL\n",
      "cf    CTL\n",
      "ic    CTL\n",
      "Name: symbol, dtype: object\n",
      "bs    THC\n",
      "cf    THC\n",
      "ic    THC\n",
      "Name: symbol, dtype: object\n",
      "bs    GPX\n",
      "cf    GPX\n",
      "ic    GPX\n",
      "Name: symbol, dtype: object\n",
      "bs    NR\n",
      "cf    NR\n",
      "ic    NR\n",
      "Name: symbol, dtype: object\n",
      "bs    JWN\n",
      "cf    JWN\n",
      "ic    JWN\n",
      "Name: symbol, dtype: object\n",
      "bs    XEL\n",
      "cf    XEL\n",
      "ic    XEL\n",
      "Name: symbol, dtype: object\n",
      "bs    NSPW\n",
      "cf    NSPW\n",
      "ic    NSPW\n",
      "Name: symbol, dtype: object\n",
      "bs    NTRS\n",
      "cf    NTRS\n",
      "ic    NTRS\n",
      "Name: symbol, dtype: object\n",
      "bs    UDR\n",
      "cf    UDR\n",
      "ic    UDR\n",
      "Name: symbol, dtype: object\n",
      "bs    OXM\n",
      "cf    OXM\n",
      "ic    OXM\n",
      "Name: symbol, dtype: object\n",
      "bs    PVA\n",
      "cf    PVA\n",
      "ic    PVA\n",
      "Name: symbol, dtype: object\n",
      "bs    TPC\n",
      "cf    TPC\n",
      "ic    TPC\n",
      "Name: symbol, dtype: object\n",
      "bs    WTRG\n",
      "cf    WTRG\n",
      "ic    WTRG\n",
      "Name: symbol, dtype: object\n",
      "bs    PVH\n",
      "cf    PVH\n",
      "ic    PVH\n",
      "Name: symbol, dtype: object\n",
      "bs    PPG\n",
      "cf    PPG\n",
      "ic    PPG\n",
      "Name: symbol, dtype: object\n",
      "bs    PSCO\n",
      "cf    PSCO\n",
      "ic    PSCO\n",
      "Name: symbol, dtype: object\n",
      "bs    RLI\n",
      "cf    RLI\n",
      "ic    RLI\n",
      "Name: symbol, dtype: object\n",
      "bs    ROG\n",
      "cf    ROG\n",
      "ic    ROG\n",
      "Name: symbol, dtype: object\n",
      "bs    R\n",
      "cf    R\n",
      "ic    R\n",
      "Name: symbol, dtype: object\n",
      "bs    TRV\n",
      "cf    TRV\n",
      "ic    TRV\n",
      "Name: symbol, dtype: object\n",
      "bs    SEB\n",
      "cf    SEB\n",
      "ic    SEB\n",
      "Name: symbol, dtype: object\n",
      "bs    SMTC\n",
      "cf    SMTC\n",
      "ic    SMTC\n",
      "Name: symbol, dtype: object\n",
      "bs    MLI\n",
      "cf    MLI\n",
      "ic    MLI\n",
      "Name: symbol, dtype: object\n",
      "bs    SHW\n",
      "cf    SHW\n",
      "ic    SHW\n",
      "Name: symbol, dtype: object\n",
      "bs    SJM\n",
      "cf    SJM\n",
      "ic    SJM\n",
      "Name: symbol, dtype: object\n",
      "bs    SNA\n",
      "cf    SNA\n",
      "ic    SNA\n",
      "Name: symbol, dtype: object\n",
      "bs    SON\n",
      "cf    SON\n",
      "ic    SON\n",
      "Name: symbol, dtype: object\n",
      "bs    TFC\n",
      "cf    TFC\n",
      "ic    TFC\n",
      "Name: symbol, dtype: object\n",
      "bs    LUV\n",
      "cf    LUV\n",
      "ic    LUV\n",
      "Name: symbol, dtype: object\n",
      "bs    SPS\n",
      "cf    SPS\n",
      "ic    SPS\n",
      "Name: symbol, dtype: object\n",
      "bs    CVX\n",
      "cf    CVX\n",
      "ic    CVX\n",
      "Name: symbol, dtype: object\n",
      "bs    SWK\n",
      "cf    SWK\n",
      "ic    SWK\n",
      "Name: symbol, dtype: object\n",
      "bs    JEF\n",
      "cf    JEF\n",
      "ic    JEF\n",
      "Name: symbol, dtype: object\n",
      "bs    TFX\n",
      "cf    TFX\n",
      "ic    TFX\n",
      "Name: symbol, dtype: object\n",
      "bs    TEX\n",
      "cf    TEX\n",
      "ic    TEX\n",
      "Name: symbol, dtype: object\n",
      "bs    TXN\n",
      "cf    TXN\n",
      "ic    TXN\n",
      "Name: symbol, dtype: object\n",
      "bs    TPL\n",
      "cf    TPL\n",
      "ic    TPL\n",
      "Name: symbol, dtype: object\n",
      "bs    TMO\n",
      "cf    TMO\n",
      "ic    TMO\n",
      "Name: symbol, dtype: object\n",
      "bs    TRN\n",
      "cf    TRN\n",
      "ic    TRN\n",
      "Name: symbol, dtype: object\n",
      "bs    UNP\n",
      "cf    UNP\n",
      "ic    UNP\n",
      "Name: symbol, dtype: object\n",
      "bs    UFCS\n",
      "cf    UFCS\n",
      "ic    UFCS\n",
      "Name: symbol, dtype: object\n",
      "bs    MRO\n",
      "cf    MRO\n",
      "ic    MRO\n",
      "Name: symbol, dtype: object\n",
      "bs    UVSP\n",
      "cf    UVSP\n",
      "ic    UVSP\n",
      "Name: symbol, dtype: object\n",
      "bs    VMI\n",
      "cf    VMI\n",
      "ic    VMI\n",
      "Name: symbol, dtype: object\n",
      "bs    VFC\n",
      "cf    VFC\n",
      "ic    VFC\n",
      "Name: symbol, dtype: object\n",
      "bs    VSH\n",
      "cf    VSH\n",
      "ic    VSH\n",
      "Name: symbol, dtype: object\n",
      "bs    GHC\n",
      "cf    GHC\n",
      "ic    GHC\n",
      "Name: symbol, dtype: object\n",
      "bs    WRE\n",
      "cf    WRE\n",
      "ic    WRE\n",
      "Name: symbol, dtype: object\n",
      "bs    WDFC\n",
      "cf    WDFC\n",
      "ic    WDFC\n",
      "Name: symbol, dtype: object\n",
      "bs    WMK\n",
      "cf    WMK\n",
      "ic    WMK\n",
      "Name: symbol, dtype: object\n",
      "bs    EME\n",
      "cf    EME\n",
      "ic    EME\n",
      "Name: symbol, dtype: object\n",
      "bs    WST\n",
      "cf    WST\n",
      "ic    WST\n",
      "Name: symbol, dtype: object\n",
      "bs    WDC\n",
      "cf    WDC\n",
      "ic    WDC\n",
      "Name: symbol, dtype: object\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "bs    JWA\n",
      "cf    JWA\n",
      "ic    JWA\n",
      "Name: symbol, dtype: object\n",
      "bs    WRLD\n",
      "cf    WRLD\n",
      "ic    WRLD\n",
      "Name: symbol, dtype: object\n",
      "bs    WRLD\n",
      "cf    WRLD\n",
      "ic    WRLD\n",
      "Name: symbol, dtype: object\n",
      "bs    YORW\n",
      "cf    YORW\n",
      "ic    YORW\n",
      "Name: symbol, dtype: object\n",
      "bs    SPB\n",
      "cf    SPB\n",
      "ic    SPB\n",
      "Name: symbol, dtype: object\n",
      "bs    TJX\n",
      "cf    TJX\n",
      "ic    TJX\n",
      "Name: symbol, dtype: object\n",
      "bs    ZIONS\n",
      "cf    ZIONS\n",
      "ic    ZIONS\n",
      "Name: symbol, dtype: object\n",
      "bs    WWW\n",
      "cf    WWW\n",
      "ic    WWW\n",
      "Name: symbol, dtype: object\n",
      "bs    JNJ\n",
      "cf    JNJ\n",
      "ic    JNJ\n",
      "Name: symbol, dtype: object\n",
      "bs    HRS\n",
      "cf    HRS\n",
      "ic    HRS\n",
      "Name: symbol, dtype: object\n",
      "bs    VAR\n",
      "cf    VAR\n",
      "ic    VAR\n",
      "Name: symbol, dtype: object\n",
      "bs    C402\n",
      "cf    C402\n",
      "ic    C402\n",
      "Name: symbol, dtype: object\n",
      "bs    CDE\n",
      "cf    CDE\n",
      "ic    CDE\n",
      "Name: symbol, dtype: object\n",
      "bs    ITT\n",
      "cf    ITT\n",
      "ic    ITT\n",
      "Name: symbol, dtype: object\n",
      "bs    GWW\n",
      "cf    GWW\n",
      "ic    GWW\n",
      "Name: symbol, dtype: object\n",
      "bs    FSS\n",
      "cf    FSS\n",
      "ic    FSS\n",
      "Name: symbol, dtype: object\n",
      "bs    FNM\n",
      "cf    FNM\n",
      "ic    FNM\n",
      "Name: symbol, dtype: object\n",
      "bs    PLICO\n",
      "cf    PLICO\n",
      "ic    PLICO\n",
      "Name: symbol, dtype: object\n",
      "bs    HAE\n",
      "cf    HAE\n",
      "ic    HAE\n",
      "Name: symbol, dtype: object\n",
      "bs    RHI\n",
      "cf    RHI\n",
      "ic    RHI\n",
      "Name: symbol, dtype: object\n",
      "bs    C858\n",
      "cf    C858\n",
      "ic    C858\n",
      "Name: symbol, dtype: object\n",
      "bs    COKE\n",
      "cf    COKE\n",
      "ic    COKE\n",
      "Name: symbol, dtype: object\n",
      "bs    PEBO\n",
      "cf    PEBO\n",
      "ic    PEBO\n",
      "Name: symbol, dtype: object\n",
      "bs    CLBS\n",
      "cf    CLBS\n",
      "ic    CLBS\n",
      "Name: symbol, dtype: object\n",
      "bs    TLSRP\n",
      "cf    TLSRP\n",
      "ic    TLSRP\n",
      "Name: symbol, dtype: object\n",
      "bs    GL\n",
      "cf    GL\n",
      "ic    GL\n",
      "Name: symbol, dtype: object\n",
      "bs    SEIC\n",
      "cf    SEIC\n",
      "ic    SEIC\n",
      "Name: symbol, dtype: object\n",
      "bs    ABCB\n",
      "cf    ABCB\n",
      "ic    ABCB\n",
      "Name: symbol, dtype: object\n",
      "bs    FSTR\n",
      "cf    FSTR\n",
      "ic    FSTR\n",
      "Name: symbol, dtype: object\n",
      "bs    AIRT\n",
      "cf    AIRT\n",
      "ic    AIRT\n",
      "Name: symbol, dtype: object\n",
      "bs    HE\n",
      "cf    HE\n",
      "ic    HE\n",
      "Name: symbol, dtype: object\n",
      "bs    GNTX\n",
      "cf    GNTX\n",
      "ic    GNTX\n",
      "Name: symbol, dtype: object\n",
      "bs    CSPI\n",
      "cf    CSPI\n",
      "ic    CSPI\n",
      "Name: symbol, dtype: object\n",
      "bs    TCBK\n",
      "cf    TCBK\n",
      "ic    TCBK\n",
      "Name: symbol, dtype: object\n",
      "bs    FULT\n",
      "cf    FULT\n",
      "ic    FULT\n",
      "Name: symbol, dtype: object\n",
      "bs    RCMT\n",
      "cf    RCMT\n",
      "ic    RCMT\n",
      "Name: symbol, dtype: object\n",
      "bs    CPF\n",
      "cf    CPF\n",
      "ic    CPF\n",
      "Name: symbol, dtype: object\n",
      "bs    NSC\n",
      "cf    NSC\n",
      "ic    NSC\n",
      "Name: symbol, dtype: object\n",
      "bs    FMBI\n",
      "cf    FMBI\n",
      "ic    FMBI\n",
      "Name: symbol, dtype: object\n",
      "bs    LAWS\n",
      "cf    LAWS\n",
      "ic    LAWS\n",
      "Name: symbol, dtype: object\n",
      "bs    HBNC\n",
      "cf    HBNC\n",
      "ic    HBNC\n",
      "Name: symbol, dtype: object\n",
      "bs    AAN\n",
      "cf    AAN\n",
      "ic    AAN\n",
      "Name: symbol, dtype: object\n",
      "bs    UNB\n",
      "cf    UNB\n",
      "ic    UNB\n",
      "Name: symbol, dtype: object\n",
      "bs    ONB\n",
      "cf    ONB\n",
      "ic    ONB\n",
      "Name: symbol, dtype: object\n",
      "bs    DIGIRAD\n",
      "cf    DIGIRAD\n",
      "ic    DIGIRAD\n",
      "Name: symbol, dtype: object\n",
      "bs    PAR\n",
      "cf    PAR\n",
      "ic    PAR\n",
      "Name: symbol, dtype: object\n",
      "bs    FFBC\n",
      "cf    FFBC\n",
      "ic    FFBC\n",
      "Name: symbol, dtype: object\n",
      "bs    QTM\n",
      "cf    QTM\n",
      "ic    QTM\n",
      "Name: symbol, dtype: object\n",
      "bs    ABD\n",
      "cf    ABD\n",
      "ic    ABD\n",
      "Name: symbol, dtype: object\n",
      "bs    FCF\n",
      "cf    FCF\n",
      "ic    FCF\n",
      "Name: symbol, dtype: object\n",
      "bs    THFF\n",
      "cf    THFF\n",
      "ic    THFF\n",
      "Name: symbol, dtype: object\n",
      "bs    RNST\n",
      "cf    RNST\n",
      "ic    RNST\n",
      "Name: symbol, dtype: object\n",
      "bs    RDI\n",
      "cf    RDI\n",
      "ic    RDI\n",
      "Name: symbol, dtype: object\n",
      "bs    RGS\n",
      "cf    RGS\n",
      "ic    RGS\n",
      "Name: symbol, dtype: object\n",
      "bs    MUR\n",
      "cf    MUR\n",
      "ic    MUR\n",
      "Name: symbol, dtype: object\n",
      "bs    AROW\n",
      "cf    AROW\n",
      "ic    AROW\n",
      "Name: symbol, dtype: object\n",
      "bs    STBA\n",
      "cf    STBA\n",
      "ic    STBA\n",
      "Name: symbol, dtype: object\n",
      "bs    KTCC\n",
      "cf    KTCC\n",
      "ic    KTCC\n",
      "Name: symbol, dtype: object\n",
      "bs    RJF\n",
      "cf    RJF\n",
      "ic    RJF\n",
      "Name: symbol, dtype: object\n",
      "bs    ITIC\n",
      "cf    ITIC\n",
      "ic    ITIC\n",
      "Name: symbol, dtype: object\n",
      "bs    CTAS\n",
      "cf    CTAS\n",
      "ic    CTAS\n",
      "Name: symbol, dtype: object\n",
      "bs    PAYX\n",
      "cf    PAYX\n",
      "ic    PAYX\n",
      "Name: symbol, dtype: object\n",
      "bs    CAR\n",
      "cf    CAR\n",
      "ic    CAR\n",
      "Name: symbol, dtype: object\n",
      "bs    FRAF\n",
      "cf    FRAF\n",
      "ic    FRAF\n",
      "Name: symbol, dtype: object\n",
      "bs    MULTI\n",
      "cf    MULTI\n",
      "ic    MULTI\n",
      "Name: symbol, dtype: object\n",
      "bs    NVEC\n",
      "cf    NVEC\n",
      "ic    NVEC\n",
      "Name: symbol, dtype: object\n",
      "bs    O\n",
      "cf    O\n",
      "ic    O\n",
      "Name: symbol, dtype: object\n",
      "bs    CHCO\n",
      "cf    CHCO\n",
      "ic    CHCO\n",
      "Name: symbol, dtype: object\n",
      "bs    C865\n",
      "cf    C865\n",
      "ic    C865\n",
      "Name: symbol, dtype: object\n",
      "bs    CASY\n",
      "cf    CASY\n",
      "ic    CASY\n",
      "Name: symbol, dtype: object\n",
      "bs    AXAEQ\n",
      "cf    AXAEQ\n",
      "ic    AXAEQ\n",
      "Name: symbol, dtype: object\n",
      "bs    SBCF\n",
      "cf    SBCF\n",
      "ic    SBCF\n",
      "Name: symbol, dtype: object\n",
      "bs    HCSG\n",
      "cf    HCSG\n",
      "ic    HCSG\n",
      "Name: symbol, dtype: object\n",
      "bs    HBIA\n",
      "cf    HBIA\n",
      "ic    HBIA\n",
      "Name: symbol, dtype: object\n",
      "bs    VZ\n",
      "cf    VZ\n",
      "ic    VZ\n",
      "Name: symbol, dtype: object\n",
      "bs    ATRX\n",
      "cf    ATRX\n",
      "ic    ATRX\n",
      "Name: symbol, dtype: object\n",
      "bs    ATRX\n",
      "cf    ATRX\n",
      "ic    ATRX\n",
      "Name: symbol, dtype: object\n",
      "bs    TTC\n",
      "cf    TTC\n",
      "ic    TTC\n",
      "Name: symbol, dtype: object\n",
      "bs    FKYS\n",
      "cf    FKYS\n",
      "ic    FKYS\n",
      "Name: symbol, dtype: object\n",
      "bs    FLIC\n",
      "cf    FLIC\n",
      "ic    FLIC\n",
      "Name: symbol, dtype: object\n",
      "bs    XLNX\n",
      "cf    XLNX\n",
      "ic    XLNX\n",
      "Name: symbol, dtype: object\n",
      "bs    AMS\n",
      "cf    AMS\n",
      "ic    AMS\n",
      "Name: symbol, dtype: object\n",
      "bs    GLOW\n",
      "cf    GLOW\n",
      "ic    GLOW\n",
      "Name: symbol, dtype: object\n",
      "bs    BRC\n",
      "cf    BRC\n",
      "ic    BRC\n",
      "Name: symbol, dtype: object\n",
      "bs    IT\n",
      "cf    IT\n",
      "ic    IT\n",
      "Name: symbol, dtype: object\n",
      "bs    SGMS\n",
      "cf    SGMS\n",
      "ic    SGMS\n",
      "Name: symbol, dtype: object\n",
      "bs    NNN\n",
      "cf    NNN\n",
      "ic    NNN\n",
      "Name: symbol, dtype: object\n",
      "bs    CHMG\n",
      "cf    CHMG\n",
      "ic    CHMG\n",
      "Name: symbol, dtype: object\n",
      "bs    LCII\n",
      "cf    LCII\n",
      "ic    LCII\n",
      "Name: symbol, dtype: object\n",
      "bs    BBY\n",
      "cf    BBY\n",
      "ic    BBY\n",
      "Name: symbol, dtype: object\n",
      "bs    FNLC\n",
      "cf    FNLC\n",
      "ic    FNLC\n",
      "Name: symbol, dtype: object\n",
      "bs    MSOF\n",
      "cf    MSOF\n",
      "ic    MSOF\n",
      "Name: symbol, dtype: object\n",
      "bs    ALK\n",
      "cf    ALK\n",
      "ic    ALK\n",
      "Name: symbol, dtype: object\n",
      "bs    BIG\n",
      "cf    BIG\n",
      "ic    BIG\n",
      "Name: symbol, dtype: object\n",
      "bs    MIDD\n",
      "cf    MIDD\n",
      "ic    MIDD\n",
      "Name: symbol, dtype: object\n",
      "bs    ABM\n",
      "cf    ABM\n",
      "ic    ABM\n",
      "Name: symbol, dtype: object\n",
      "bs    CRUS\n",
      "cf    CRUS\n",
      "ic    CRUS\n",
      "Name: symbol, dtype: object\n",
      "bs    MDC\n",
      "cf    MDC\n",
      "ic    MDC\n",
      "Name: symbol, dtype: object\n",
      "bs    HON\n",
      "cf    HON\n",
      "ic    HON\n",
      "Name: symbol, dtype: object\n",
      "bs    BXG\n",
      "cf    BXG\n",
      "ic    BXG\n",
      "Name: symbol, dtype: object\n",
      "bs    JKHY\n",
      "cf    JKHY\n",
      "ic    JKHY\n",
      "Name: symbol, dtype: object\n",
      "bs    DRE\n",
      "cf    DRE\n",
      "ic    DRE\n",
      "Name: symbol, dtype: object\n",
      "bs    VGZ\n",
      "cf    VGZ\n",
      "ic    VGZ\n",
      "Name: symbol, dtype: object\n",
      "bs    CRY\n",
      "cf    CRY\n",
      "ic    CRY\n",
      "Name: symbol, dtype: object\n",
      "bs    PLXS\n",
      "cf    PLXS\n",
      "ic    PLXS\n",
      "Name: symbol, dtype: object\n",
      "bs    CSL\n",
      "cf    CSL\n",
      "ic    CSL\n",
      "Name: symbol, dtype: object\n",
      "bs    AMAG\n",
      "cf    AMAG\n",
      "ic    AMAG\n",
      "Name: symbol, dtype: object\n",
      "bs    ASTE\n",
      "cf    ASTE\n",
      "ic    ASTE\n",
      "Name: symbol, dtype: object\n",
      "bs    WERN\n",
      "cf    WERN\n",
      "ic    WERN\n",
      "Name: symbol, dtype: object\n",
      "bs    HOG\n",
      "cf    HOG\n",
      "ic    HOG\n",
      "Name: symbol, dtype: object\n",
      "bs    TOL\n",
      "cf    TOL\n",
      "ic    TOL\n",
      "Name: symbol, dtype: object\n",
      "bs    CTL\n",
      "cf    CTL\n",
      "ic    CTL\n",
      "Name: symbol, dtype: object\n",
      "bs    M\n",
      "cf    M\n",
      "ic    M\n",
      "Name: symbol, dtype: object\n",
      "bs    AMWD\n",
      "cf    AMWD\n",
      "ic    AMWD\n",
      "Name: symbol, dtype: object\n",
      "bs    OXY\n",
      "cf    OXY\n",
      "ic    OXY\n",
      "Name: symbol, dtype: object\n",
      "bs    HTLD\n",
      "cf    HTLD\n",
      "ic    HTLD\n",
      "Name: symbol, dtype: object\n",
      "bs    MHO\n",
      "cf    MHO\n",
      "ic    MHO\n",
      "Name: symbol, dtype: object\n",
      "bs    BMTC\n",
      "cf    BMTC\n",
      "ic    BMTC\n",
      "Name: symbol, dtype: object\n",
      "bs    CERN\n",
      "cf    CERN\n",
      "ic    CERN\n",
      "Name: symbol, dtype: object\n",
      "bs    PRK\n",
      "cf    PRK\n",
      "ic    PRK\n",
      "Name: symbol, dtype: object\n",
      "bs    CVLY\n",
      "cf    CVLY\n",
      "ic    CVLY\n",
      "Name: symbol, dtype: object\n",
      "bs    LLC\n",
      "cf    LLC\n",
      "ic    LLC\n",
      "Name: symbol, dtype: object\n",
      "bs    FUN\n",
      "cf    FUN\n",
      "ic    FUN\n",
      "Name: symbol, dtype: object\n",
      "bs    SOV\n",
      "cf    SOV\n",
      "ic    SOV\n",
      "Name: symbol, dtype: object\n",
      "bs    SAFM\n",
      "cf    SAFM\n",
      "ic    SAFM\n",
      "Name: symbol, dtype: object\n",
      "bs    CDNS\n",
      "cf    CDNS\n",
      "ic    CDNS\n",
      "Name: symbol, dtype: object\n",
      "bs    NWL\n",
      "cf    NWL\n",
      "ic    NWL\n",
      "Name: symbol, dtype: object\n",
      "bs    CCL\n",
      "cf    CCL\n",
      "ic    CCL\n",
      "Name: symbol, dtype: object\n",
      "bs    TDC\n",
      "cf    TDC\n",
      "ic    TDC\n",
      "Name: symbol, dtype: object\n",
      "bs    CNMD\n",
      "cf    CNMD\n",
      "ic    CNMD\n",
      "Name: symbol, dtype: object\n",
      "bs    XRAY\n",
      "cf    XRAY\n",
      "ic    XRAY\n",
      "Name: symbol, dtype: object\n",
      "bs    BBI\n",
      "cf    BBI\n",
      "ic    BBI\n",
      "Name: symbol, dtype: object\n",
      "bs    AMP\n",
      "cf    AMP\n",
      "ic    AMP\n",
      "Name: symbol, dtype: object\n",
      "bs    AMP\n",
      "cf    AMP\n",
      "ic    AMP\n",
      "Name: symbol, dtype: object\n",
      "bs    IIVI\n",
      "cf    IIVI\n",
      "ic    IIVI\n",
      "Name: symbol, dtype: object\n",
      "bs    ANDE\n",
      "cf    ANDE\n",
      "ic    ANDE\n",
      "Name: symbol, dtype: object\n",
      "bs    BPFH\n",
      "cf    BPFH\n",
      "ic    BPFH\n",
      "Name: symbol, dtype: object\n",
      "bs    EOG\n",
      "cf    EOG\n",
      "ic    EOG\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Name: symbol, dtype: object\n",
      "bs    CLH\n",
      "cf    CLH\n",
      "ic    CLH\n",
      "Name: symbol, dtype: object\n",
      "bs    AAON\n",
      "cf    AAON\n",
      "ic    AAON\n",
      "Name: symbol, dtype: object\n",
      "bs    DX\n",
      "cf    DX\n",
      "ic    DX\n",
      "Name: symbol, dtype: object\n",
      "bs    EIX\n",
      "cf    EIX\n",
      "ic    EIX\n",
      "Name: symbol, dtype: object\n",
      "bs    EIX\n",
      "cf    EIX\n",
      "ic    EIX\n",
      "Name: symbol, dtype: object\n",
      "bs    SNBR\n",
      "cf    SNBR\n",
      "ic    SNBR\n",
      "Name: symbol, dtype: object\n",
      "bs    EGRX\n",
      "cf    EGRX\n",
      "ic    EGRX\n",
      "Name: symbol, dtype: object\n",
      "bs    WSFS\n",
      "cf    WSFS\n",
      "ic    WSFS\n",
      "Name: symbol, dtype: object\n",
      "bs    SBUX\n",
      "cf    SBUX\n",
      "ic    SBUX\n",
      "Name: symbol, dtype: object\n",
      "bs    INUV\n",
      "cf    INUV\n",
      "ic    INUV\n",
      "Name: symbol, dtype: object\n",
      "bs    SPPI\n",
      "cf    SPPI\n",
      "ic    SPPI\n",
      "Name: symbol, dtype: object\n",
      "bs    TTEK\n",
      "cf    TTEK\n",
      "ic    TTEK\n",
      "Name: symbol, dtype: object\n",
      "bs    IEX\n",
      "cf    IEX\n",
      "ic    IEX\n",
      "Name: symbol, dtype: object\n",
      "bs    SSP\n",
      "cf    SSP\n",
      "ic    SSP\n",
      "Name: symbol, dtype: object\n",
      "bs    SIG\n",
      "cf    SIG\n",
      "ic    SIG\n",
      "Name: symbol, dtype: object\n",
      "bs    MTH\n",
      "cf    MTH\n",
      "ic    MTH\n",
      "Name: symbol, dtype: object\n",
      "bs    JCI\n",
      "cf    JCI\n",
      "ic    JCI\n",
      "Name: symbol, dtype: object\n",
      "bs    POWI\n",
      "cf    POWI\n",
      "ic    POWI\n",
      "Name: symbol, dtype: object\n",
      "bs    VRIAC\n",
      "cf    VRIAC\n",
      "ic    VRIAC\n",
      "Name: symbol, dtype: object\n",
      "bs    HCMC\n",
      "cf    HCMC\n",
      "ic    HCMC\n",
      "Name: symbol, dtype: object\n",
      "bs    HCMC\n",
      "cf    HCMC\n",
      "ic    HCMC\n",
      "Name: symbol, dtype: object\n",
      "bs    BDGE\n",
      "cf    BDGE\n",
      "ic    BDGE\n",
      "Name: symbol, dtype: object\n",
      "bs    LFVN\n",
      "cf    LFVN\n",
      "ic    LFVN\n",
      "Name: symbol, dtype: object\n",
      "bs    NLOK\n",
      "cf    NLOK\n",
      "ic    NLOK\n",
      "Name: symbol, dtype: object\n",
      "bs    SLGN\n",
      "cf    SLGN\n",
      "ic    SLGN\n",
      "Name: symbol, dtype: object\n",
      "bs    FL\n",
      "cf    FL\n",
      "ic    FL\n",
      "Name: symbol, dtype: object\n",
      "bs    TG\n",
      "cf    TG\n",
      "ic    TG\n",
      "Name: symbol, dtype: object\n",
      "bs    WIRE\n",
      "cf    WIRE\n",
      "ic    WIRE\n",
      "Name: symbol, dtype: object\n",
      "bs    CGNX\n",
      "cf    CGNX\n",
      "ic    CGNX\n",
      "Name: symbol, dtype: object\n",
      "bs    DENN\n",
      "cf    DENN\n",
      "ic    DENN\n",
      "Name: symbol, dtype: object\n",
      "bs    DGII\n",
      "cf    DGII\n",
      "ic    DGII\n",
      "Name: symbol, dtype: object\n",
      "bs    MMSI\n",
      "cf    MMSI\n",
      "ic    MMSI\n",
      "Name: symbol, dtype: object\n",
      "bs    UCBI\n",
      "cf    UCBI\n",
      "ic    UCBI\n",
      "Name: symbol, dtype: object\n",
      "bs    HOLX\n",
      "cf    HOLX\n",
      "ic    HOLX\n",
      "Name: symbol, dtype: object\n",
      "bs    TYL\n",
      "cf    TYL\n",
      "ic    TYL\n",
      "Name: symbol, dtype: object\n",
      "bs    ARTNA\n",
      "cf    ARTNA\n",
      "ic    ARTNA\n",
      "Name: symbol, dtype: object\n",
      "bs    VERU\n",
      "cf    VERU\n",
      "ic    VERU\n",
      "Name: symbol, dtype: object\n",
      "bs    NSEC\n",
      "cf    NSEC\n",
      "ic    NSEC\n",
      "Name: symbol, dtype: object\n",
      "bs    MTRX\n",
      "cf    MTRX\n",
      "ic    MTRX\n",
      "Name: symbol, dtype: object\n",
      "bs    IO\n",
      "cf    IO\n",
      "ic    IO\n",
      "Name: symbol, dtype: object\n",
      "bs    HLX\n",
      "cf    HLX\n",
      "ic    HLX\n",
      "Name: symbol, dtype: object\n",
      "bs    SPWR\n",
      "cf    SPWR\n",
      "ic    SPWR\n",
      "Name: symbol, dtype: object\n",
      "bs    GBCI\n",
      "cf    GBCI\n",
      "ic    GBCI\n",
      "Name: symbol, dtype: object\n",
      "bs    IONS\n",
      "cf    IONS\n",
      "ic    IONS\n",
      "Name: symbol, dtype: object\n",
      "bs    STRL\n",
      "cf    STRL\n",
      "ic    STRL\n",
      "Name: symbol, dtype: object\n",
      "bs    IDXX\n",
      "cf    IDXX\n",
      "ic    IDXX\n",
      "Name: symbol, dtype: object\n",
      "bs    STFC\n",
      "cf    STFC\n",
      "ic    STFC\n",
      "Name: symbol, dtype: object\n",
      "bs    VRTX\n",
      "cf    VRTX\n",
      "ic    VRTX\n",
      "Name: symbol, dtype: object\n",
      "bs    BOKF\n",
      "cf    BOKF\n",
      "ic    BOKF\n",
      "Name: symbol, dtype: object\n",
      "bs    ZBRA\n",
      "cf    ZBRA\n",
      "ic    ZBRA\n",
      "Name: symbol, dtype: object\n",
      "bs    NHI\n",
      "cf    NHI\n",
      "ic    NHI\n",
      "Name: symbol, dtype: object\n",
      "bs    CTXS\n",
      "cf    CTXS\n",
      "ic    CTXS\n",
      "Name: symbol, dtype: object\n",
      "bs    C004\n",
      "cf    C004\n",
      "ic    C004\n",
      "Name: symbol, dtype: object\n",
      "bs    NTUS\n",
      "cf    NTUS\n",
      "ic    NTUS\n",
      "Name: symbol, dtype: object\n",
      "bs    WNC\n",
      "cf    WNC\n",
      "ic    WNC\n",
      "Name: symbol, dtype: object\n",
      "bs    DHI\n",
      "cf    DHI\n",
      "ic    DHI\n",
      "Name: symbol, dtype: object\n",
      "bs    ROP\n",
      "cf    ROP\n",
      "ic    ROP\n",
      "Name: symbol, dtype: object\n",
      "bs    CNR\n",
      "cf    CNR\n",
      "ic    CNR\n",
      "Name: symbol, dtype: object\n",
      "bs    USAK\n",
      "cf    USAK\n",
      "ic    USAK\n",
      "Name: symbol, dtype: object\n",
      "bs    ICUI\n",
      "cf    ICUI\n",
      "ic    ICUI\n",
      "Name: symbol, dtype: object\n",
      "bs    UGI\n",
      "cf    UGI\n",
      "ic    UGI\n",
      "Name: symbol, dtype: object\n",
      "bs    PRMW\n",
      "cf    PRMW\n",
      "ic    PRMW\n",
      "Name: symbol, dtype: object\n",
      "bs    RCL\n",
      "cf    RCL\n",
      "ic    RCL\n",
      "Name: symbol, dtype: object\n",
      "bs    SMRT\n",
      "cf    SMRT\n",
      "ic    SMRT\n",
      "Name: symbol, dtype: object\n",
      "bs    BKE\n",
      "cf    BKE\n",
      "ic    BKE\n",
      "Name: symbol, dtype: object\n",
      "bs    STRS\n",
      "cf    STRS\n",
      "ic    STRS\n",
      "Name: symbol, dtype: object\n",
      "bs    BHC\n",
      "cf    BHC\n",
      "ic    BHC\n",
      "Name: symbol, dtype: object\n",
      "bs    BSX\n",
      "cf    BSX\n",
      "ic    BSX\n",
      "Name: symbol, dtype: object\n",
      "bs    LGND\n",
      "cf    LGND\n",
      "ic    LGND\n",
      "Name: symbol, dtype: object\n",
      "bs    SPN\n",
      "cf    SPN\n",
      "ic    SPN\n",
      "Name: symbol, dtype: object\n",
      "bs    CENT\n",
      "cf    CENT\n",
      "ic    CENT\n",
      "Name: symbol, dtype: object\n",
      "bs    REV\n",
      "cf    REV\n",
      "ic    REV\n",
      "Name: symbol, dtype: object\n",
      "bs    C471\n",
      "cf    C471\n",
      "ic    C471\n",
      "Name: symbol, dtype: object\n",
      "bs    OHI\n",
      "cf    OHI\n",
      "ic    OHI\n",
      "Name: symbol, dtype: object\n",
      "bs    LFUS\n",
      "cf    LFUS\n",
      "ic    LFUS\n",
      "Name: symbol, dtype: object\n",
      "bs    RCPC\n",
      "cf    RCPC\n",
      "ic    RCPC\n",
      "Name: symbol, dtype: object\n",
      "bs    RDN\n",
      "cf    RDN\n",
      "ic    RDN\n",
      "Name: symbol, dtype: object\n",
      "bs    MTX\n",
      "cf    MTX\n",
      "ic    MTX\n",
      "Name: symbol, dtype: object\n",
      "bs    PDCO\n",
      "cf    PDCO\n",
      "ic    PDCO\n",
      "Name: symbol, dtype: object\n",
      "bs    MTCH\n",
      "cf    MTCH\n",
      "ic    MTCH\n",
      "Name: symbol, dtype: object\n",
      "bs    UVE\n",
      "cf    UVE\n",
      "ic    UVE\n",
      "Name: symbol, dtype: object\n",
      "bs    BREW\n",
      "cf    BREW\n",
      "ic    BREW\n",
      "Name: symbol, dtype: object\n",
      "bs    GTLS\n",
      "cf    GTLS\n",
      "ic    GTLS\n",
      "Name: symbol, dtype: object\n",
      "bs    SM\n",
      "cf    SM\n",
      "ic    SM\n",
      "Name: symbol, dtype: object\n",
      "bs    DOOR\n",
      "cf    DOOR\n",
      "ic    DOOR\n",
      "Name: symbol, dtype: object\n",
      "bs    ATSG\n",
      "cf    ATSG\n",
      "ic    ATSG\n",
      "Name: symbol, dtype: object\n",
      "bs    AEI20\n",
      "cf    AEI20\n",
      "ic    AEI20\n",
      "Name: symbol, dtype: object\n",
      "bs    AEI21\n",
      "cf    AEI21\n",
      "ic    AEI21\n",
      "Name: symbol, dtype: object\n",
      "bs    AEI22\n",
      "cf    AEI22\n",
      "ic    AEI22\n",
      "Name: symbol, dtype: object\n",
      "bs    AEI24\n",
      "cf    AEI24\n",
      "ic    AEI24\n",
      "Name: symbol, dtype: object\n",
      "bs    AEI25\n",
      "cf    AEI25\n",
      "ic    AEI25\n",
      "Name: symbol, dtype: object\n",
      "bs    AEI26\n",
      "cf    AEI26\n",
      "ic    AEI26\n",
      "Name: symbol, dtype: object\n",
      "bs    EGY\n",
      "cf    EGY\n",
      "ic    EGY\n",
      "Name: symbol, dtype: object\n",
      "bs    OVBC\n",
      "cf    OVBC\n",
      "ic    OVBC\n",
      "Name: symbol, dtype: object\n",
      "bs    ELS\n",
      "cf    ELS\n",
      "ic    ELS\n",
      "Name: symbol, dtype: object\n",
      "bs    CREE\n",
      "cf    CREE\n",
      "ic    CREE\n",
      "Name: symbol, dtype: object\n",
      "bs    RCKY\n",
      "cf    RCKY\n",
      "ic    RCKY\n",
      "Name: symbol, dtype: object\n",
      "bs    CB\n",
      "cf    CB\n",
      "ic    CB\n",
      "Name: symbol, dtype: object\n",
      "bs    AMED\n",
      "cf    AMED\n",
      "ic    AMED\n",
      "Name: symbol, dtype: object\n",
      "bs    AVID\n",
      "cf    AVID\n",
      "ic    AVID\n",
      "Name: symbol, dtype: object\n",
      "bs    IIN\n",
      "cf    IIN\n",
      "ic    IIN\n",
      "Name: symbol, dtype: object\n",
      "bs    JCS\n",
      "cf    JCS\n",
      "ic    JCS\n",
      "Name: symbol, dtype: object\n",
      "bs    SANM\n",
      "cf    SANM\n",
      "ic    SANM\n",
      "Name: symbol, dtype: object\n",
      "bs    SMED\n",
      "cf    SMED\n",
      "ic    SMED\n",
      "Name: symbol, dtype: object\n",
      "bs    ALXN\n",
      "cf    ALXN\n",
      "ic    ALXN\n",
      "Name: symbol, dtype: object\n",
      "bs    NVR\n",
      "cf    NVR\n",
      "ic    NVR\n",
      "Name: symbol, dtype: object\n",
      "bs    BWA\n",
      "cf    BWA\n",
      "ic    BWA\n",
      "Name: symbol, dtype: object\n",
      "bs    CMCT\n",
      "cf    CMCT\n",
      "ic    CMCT\n",
      "Name: symbol, dtype: object\n",
      "bs    SIRI\n",
      "cf    SIRI\n",
      "ic    SIRI\n",
      "Name: symbol, dtype: object\n",
      "bs    DHIL\n",
      "cf    DHIL\n",
      "ic    DHIL\n",
      "Name: symbol, dtype: object\n",
      "bs    HAIN\n",
      "cf    HAIN\n",
      "ic    HAIN\n",
      "Name: symbol, dtype: object\n",
      "bs    CWST\n",
      "cf    CWST\n",
      "ic    CWST\n",
      "Name: symbol, dtype: object\n",
      "bs    ROCK\n",
      "cf    ROCK\n",
      "ic    ROCK\n",
      "Name: symbol, dtype: object\n",
      "bs    SUI\n",
      "cf    SUI\n",
      "ic    SUI\n",
      "Name: symbol, dtype: object\n",
      "bs    BDC\n",
      "cf    BDC\n",
      "ic    BDC\n",
      "Name: symbol, dtype: object\n",
      "bs    RNR\n",
      "cf    RNR\n",
      "ic    RNR\n",
      "Name: symbol, dtype: object\n",
      "bs    NBIX\n",
      "cf    NBIX\n",
      "ic    NBIX\n",
      "Name: symbol, dtype: object\n",
      "bs    SGMA\n",
      "cf    SGMA\n",
      "ic    SGMA\n",
      "Name: symbol, dtype: object\n",
      "bs    SGMA\n",
      "cf    SGMA\n",
      "ic    SGMA\n",
      "Name: symbol, dtype: object\n",
      "bs    EMN\n",
      "cf    EMN\n",
      "ic    EMN\n",
      "Name: symbol, dtype: object\n",
      "bs    ALB\n",
      "cf    ALB\n",
      "ic    ALB\n",
      "Name: symbol, dtype: object\n",
      "bs    TSCO\n",
      "cf    TSCO\n",
      "ic    TSCO\n",
      "Name: symbol, dtype: object\n",
      "bs    DAR\n",
      "cf    DAR\n",
      "ic    DAR\n",
      "Name: symbol, dtype: object\n",
      "bs    RMBS\n",
      "cf    RMBS\n",
      "ic    RMBS\n",
      "Name: symbol, dtype: object\n",
      "bs    FARO\n",
      "cf    FARO\n",
      "ic    FARO\n",
      "Name: symbol, dtype: object\n",
      "bs    SCSC\n",
      "cf    SCSC\n",
      "ic    SCSC\n",
      "Name: symbol, dtype: object\n",
      "bs    HTLF\n",
      "cf    HTLF\n",
      "ic    HTLF\n",
      "Name: symbol, dtype: object\n",
      "bs    LH\n",
      "cf    LH\n",
      "ic    LH\n",
      "Name: symbol, dtype: object\n",
      "bs    UNTY\n",
      "cf    UNTY\n",
      "ic    UNTY\n",
      "Name: symbol, dtype: object\n",
      "bs    PENN\n",
      "cf    PENN\n",
      "ic    PENN\n",
      "Name: symbol, dtype: object\n",
      "bs    FR\n",
      "cf    FR\n",
      "ic    FR\n",
      "Name: symbol, dtype: object\n",
      "bs    PPL\n",
      "cf    PPL\n",
      "ic    PPL\n",
      "Name: symbol, dtype: object\n",
      "bs    ERIE\n",
      "cf    ERIE\n",
      "ic    ERIE\n",
      "Name: symbol, dtype: object\n",
      "bs    EFOI\n",
      "cf    EFOI\n",
      "ic    EFOI\n",
      "Name: symbol, dtype: object\n",
      "bs    MLR\n",
      "cf    MLR\n",
      "ic    MLR\n",
      "Name: symbol, dtype: object\n",
      "bs    OMCL\n",
      "cf    OMCL\n",
      "ic    OMCL\n",
      "Name: symbol, dtype: object\n",
      "bs    MIND\n",
      "cf    MIND\n",
      "ic    MIND\n",
      "Name: symbol, dtype: object\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "bs    GSBC\n",
      "cf    GSBC\n",
      "ic    GSBC\n",
      "Name: symbol, dtype: object\n",
      "bs    RMBI\n",
      "cf    RMBI\n",
      "ic    RMBI\n",
      "Name: symbol, dtype: object\n",
      "bs    QNTO\n",
      "cf    QNTO\n",
      "ic    QNTO\n",
      "Name: symbol, dtype: object\n",
      "bs    HFBL\n",
      "cf    HFBL\n",
      "ic    HFBL\n",
      "Name: symbol, dtype: object\n",
      "bs    MCK\n",
      "cf    MCK\n",
      "ic    MCK\n",
      "Name: symbol, dtype: object\n",
      "bs    CPE\n",
      "cf    CPE\n",
      "ic    CPE\n",
      "Name: symbol, dtype: object\n",
      "bs    REX\n",
      "cf    REX\n",
      "ic    REX\n",
      "Name: symbol, dtype: object\n",
      "bs    GTI\n",
      "cf    GTI\n",
      "ic    GTI\n",
      "Name: symbol, dtype: object\n",
      "bs    RCII\n",
      "cf    RCII\n",
      "ic    RCII\n",
      "Name: symbol, dtype: object\n",
      "bs    NSM\n",
      "cf    NSM\n",
      "ic    NSM\n",
      "Name: symbol, dtype: object\n",
      "bs    ACIW\n",
      "cf    ACIW\n",
      "ic    ACIW\n",
      "Name: symbol, dtype: object\n",
      "bs    NATI\n",
      "cf    NATI\n",
      "ic    NATI\n",
      "Name: symbol, dtype: object\n",
      "bs    DTE\n",
      "cf    DTE\n",
      "ic    DTE\n",
      "Name: symbol, dtype: object\n",
      "bs    CIEN\n",
      "cf    CIEN\n",
      "ic    CIEN\n",
      "Name: symbol, dtype: object\n",
      "bs    LMT\n",
      "cf    LMT\n",
      "ic    LMT\n",
      "Name: symbol, dtype: object\n",
      "bs    TSBK\n",
      "cf    TSBK\n",
      "ic    TSBK\n",
      "Name: symbol, dtype: object\n",
      "bs    FFNW\n",
      "cf    FFNW\n",
      "ic    FFNW\n",
      "Name: symbol, dtype: object\n",
      "bs    MSVB\n",
      "cf    MSVB\n",
      "ic    MSVB\n",
      "Name: symbol, dtype: object\n",
      "bs    SFDL\n",
      "cf    SFDL\n",
      "ic    SFDL\n",
      "Name: symbol, dtype: object\n",
      "bs    RVSB\n",
      "cf    RVSB\n",
      "ic    RVSB\n",
      "Name: symbol, dtype: object\n",
      "bs    PROV\n",
      "cf    PROV\n",
      "ic    PROV\n",
      "Name: symbol, dtype: object\n",
      "bs    PYX\n",
      "cf    PYX\n",
      "ic    PYX\n",
      "Name: symbol, dtype: object\n",
      "bs    PYX\n",
      "cf    PYX\n",
      "ic    PYX\n",
      "Name: symbol, dtype: object\n",
      "bs    C130\n",
      "cf    C130\n",
      "ic    C130\n",
      "Name: symbol, dtype: object\n",
      "bs    GVP\n",
      "cf    GVP\n",
      "ic    GVP\n",
      "Name: symbol, dtype: object\n",
      "bs    OPK\n",
      "cf    OPK\n",
      "ic    OPK\n",
      "Name: symbol, dtype: object\n",
      "bs    SYX\n",
      "cf    SYX\n",
      "ic    SYX\n",
      "Name: symbol, dtype: object\n",
      "bs    POOL\n",
      "cf    POOL\n",
      "ic    POOL\n",
      "Name: symbol, dtype: object\n",
      "bs    CENX\n",
      "cf    CENX\n",
      "ic    CENX\n",
      "Name: symbol, dtype: object\n",
      "bs    SWM\n",
      "cf    SWM\n",
      "ic    SWM\n",
      "Name: symbol, dtype: object\n",
      "bs    EL\n",
      "cf    EL\n",
      "ic    EL\n",
      "Name: symbol, dtype: object\n",
      "bs    MSM\n",
      "cf    MSM\n",
      "ic    MSM\n",
      "Name: symbol, dtype: object\n",
      "bs    PCG\n",
      "cf    PCG\n",
      "ic    PCG\n",
      "Name: symbol, dtype: object\n",
      "bs    CMCO\n",
      "cf    CMCO\n",
      "ic    CMCO\n",
      "Name: symbol, dtype: object\n",
      "bs    TMP\n",
      "cf    TMP\n",
      "ic    TMP\n",
      "Name: symbol, dtype: object\n",
      "bs    HCHC\n",
      "cf    HCHC\n",
      "ic    HCHC\n",
      "Name: symbol, dtype: object\n",
      "bs    PRGX\n",
      "cf    PRGX\n",
      "ic    PRGX\n",
      "Name: symbol, dtype: object\n",
      "bs    KVHI\n",
      "cf    KVHI\n",
      "ic    KVHI\n",
      "Name: symbol, dtype: object\n",
      "bs    TUP\n",
      "cf    TUP\n",
      "ic    TUP\n",
      "Name: symbol, dtype: object\n",
      "bs    KNL\n",
      "cf    KNL\n",
      "ic    KNL\n",
      "Name: symbol, dtype: object\n",
      "bs    ANSS\n",
      "cf    ANSS\n",
      "ic    ANSS\n",
      "Name: symbol, dtype: object\n",
      "bs    PEGA\n",
      "cf    PEGA\n",
      "ic    PEGA\n",
      "Name: symbol, dtype: object\n",
      "bs    VRSN\n",
      "cf    VRSN\n",
      "ic    VRSN\n",
      "Name: symbol, dtype: object\n",
      "bs    BIOS\n",
      "cf    BIOS\n",
      "ic    BIOS\n",
      "Name: symbol, dtype: object\n",
      "bs    AMAR\n",
      "cf    AMAR\n",
      "ic    AMAR\n",
      "Name: symbol, dtype: object\n",
      "bs    BNON\n",
      "cf    BNON\n",
      "ic    BNON\n",
      "Name: symbol, dtype: object\n",
      "bs    ETFC\n",
      "cf    ETFC\n",
      "ic    ETFC\n",
      "Name: symbol, dtype: object\n",
      "bs    CARV\n",
      "cf    CARV\n",
      "ic    CARV\n",
      "Name: symbol, dtype: object\n",
      "bs    CARV\n",
      "cf    CARV\n",
      "ic    CARV\n",
      "Name: symbol, dtype: object\n",
      "bs    TACT\n",
      "cf    TACT\n",
      "ic    TACT\n",
      "Name: symbol, dtype: object\n",
      "bs    HIBB\n",
      "cf    HIBB\n",
      "ic    HIBB\n",
      "Name: symbol, dtype: object\n",
      "bs    DXPE\n",
      "cf    DXPE\n",
      "ic    DXPE\n",
      "Name: symbol, dtype: object\n",
      "bs    DGX\n",
      "cf    DGX\n",
      "ic    DGX\n",
      "Name: symbol, dtype: object\n",
      "bs    GEL\n",
      "cf    GEL\n",
      "ic    GEL\n",
      "Name: symbol, dtype: object\n",
      "bs    INSG\n",
      "cf    INSG\n",
      "ic    INSG\n",
      "Name: symbol, dtype: object\n",
      "bs    COTY\n",
      "cf    COTY\n",
      "ic    COTY\n",
      "Name: symbol, dtype: object\n",
      "bs    UBA\n",
      "cf    UBA\n",
      "ic    UBA\n",
      "Name: symbol, dtype: object\n",
      "bs    HLM\n",
      "cf    HLM\n",
      "ic    HLM\n",
      "Name: symbol, dtype: object\n",
      "bs    FE\n",
      "cf    FE\n",
      "ic    FE\n",
      "Name: symbol, dtype: object\n",
      "bs    MMS\n",
      "cf    MMS\n",
      "ic    MMS\n",
      "Name: symbol, dtype: object\n",
      "bs    FBC\n",
      "cf    FBC\n",
      "ic    FBC\n",
      "Name: symbol, dtype: object\n",
      "bs    LMNX\n",
      "cf    LMNX\n",
      "ic    LMNX\n",
      "Name: symbol, dtype: object\n",
      "bs    SBAC\n",
      "cf    SBAC\n",
      "ic    SBAC\n",
      "Name: symbol, dtype: object\n",
      "bs    CWT\n",
      "cf    CWT\n",
      "ic    CWT\n",
      "Name: symbol, dtype: object\n",
      "bs    ISRG\n",
      "cf    ISRG\n",
      "ic    ISRG\n",
      "Name: symbol, dtype: object\n",
      "bs    ARE\n",
      "cf    ARE\n",
      "ic    ARE\n",
      "Name: symbol, dtype: object\n",
      "bs    AME\n",
      "cf    AME\n",
      "ic    AME\n",
      "Name: symbol, dtype: object\n",
      "bs    HSKA\n",
      "cf    HSKA\n",
      "ic    HSKA\n",
      "Name: symbol, dtype: object\n",
      "bs    PXD\n",
      "cf    PXD\n",
      "ic    PXD\n",
      "Name: symbol, dtype: object\n",
      "bs    FORM\n",
      "cf    FORM\n",
      "ic    FORM\n",
      "Name: symbol, dtype: object\n",
      "bs    PXLW\n",
      "cf    PXLW\n",
      "ic    PXLW\n",
      "Name: symbol, dtype: object\n",
      "bs    PSMT\n",
      "cf    PSMT\n",
      "ic    PSMT\n",
      "Name: symbol, dtype: object\n",
      "bs    AFG\n",
      "cf    AFG\n",
      "ic    AFG\n",
      "Name: symbol, dtype: object\n",
      "bs    PDM\n",
      "cf    PDM\n",
      "ic    PDM\n",
      "Name: symbol, dtype: object\n",
      "bs    CHRW\n",
      "cf    CHRW\n",
      "ic    CHRW\n",
      "Name: symbol, dtype: object\n",
      "bs    NVDA\n",
      "cf    NVDA\n",
      "ic    NVDA\n",
      "Name: symbol, dtype: object\n",
      "bs    HFWA\n",
      "cf    HFWA\n",
      "ic    HFWA\n",
      "Name: symbol, dtype: object\n",
      "bs    RNWK\n",
      "cf    RNWK\n",
      "ic    RNWK\n",
      "Name: symbol, dtype: object\n",
      "bs    EMAN\n",
      "cf    EMAN\n",
      "ic    EMAN\n",
      "Name: symbol, dtype: object\n",
      "bs    FDP\n",
      "cf    FDP\n",
      "ic    FDP\n",
      "Name: symbol, dtype: object\n",
      "bs    IESC\n",
      "cf    IESC\n",
      "ic    IESC\n",
      "Name: symbol, dtype: object\n",
      "bs    FFIV\n",
      "cf    FFIV\n",
      "ic    FFIV\n",
      "Name: symbol, dtype: object\n",
      "bs    MRCY\n",
      "cf    MRCY\n",
      "ic    MRCY\n",
      "Name: symbol, dtype: object\n",
      "bs    COLM\n",
      "cf    COLM\n",
      "ic    COLM\n",
      "Name: symbol, dtype: object\n",
      "bs    SCS\n",
      "cf    SCS\n",
      "ic    SCS\n",
      "Name: symbol, dtype: object\n",
      "bs    SSKN\n",
      "cf    SSKN\n",
      "ic    SSKN\n",
      "Name: symbol, dtype: object\n",
      "bs    ELST\n",
      "cf    ELST\n",
      "ic    ELST\n",
      "Name: symbol, dtype: object\n",
      "bs    THMG\n",
      "cf    THMG\n",
      "ic    THMG\n",
      "Name: symbol, dtype: object\n",
      "bs    NJMC\n",
      "cf    NJMC\n",
      "ic    NJMC\n",
      "Name: symbol, dtype: object\n",
      "bs    BHLL\n",
      "cf    BHLL\n",
      "ic    BHLL\n",
      "Name: symbol, dtype: object\n",
      "bs    AMT\n",
      "cf    AMT\n",
      "ic    AMT\n",
      "Name: symbol, dtype: object\n",
      "bs    MTEX\n",
      "cf    MTEX\n",
      "ic    MTEX\n",
      "Name: symbol, dtype: object\n",
      "bs    CSGP\n",
      "cf    CSGP\n",
      "ic    CSGP\n",
      "Name: symbol, dtype: object\n",
      "bs    MRVL\n",
      "cf    MRVL\n",
      "ic    MRVL\n",
      "Name: symbol, dtype: object\n",
      "bs    MCO\n",
      "cf    MCO\n",
      "ic    MCO\n",
      "Name: symbol, dtype: object\n",
      "bs    SGEN\n",
      "cf    SGEN\n",
      "ic    SGEN\n",
      "Name: symbol, dtype: object\n",
      "bs    EPD\n",
      "cf    EPD\n",
      "ic    EPD\n",
      "Name: symbol, dtype: object\n",
      "bs    AXL\n",
      "cf    AXL\n",
      "ic    AXL\n",
      "Name: symbol, dtype: object\n",
      "bs    LXRX\n",
      "cf    LXRX\n",
      "ic    LXRX\n",
      "Name: symbol, dtype: object\n",
      "bs    EBAY\n",
      "cf    EBAY\n",
      "ic    EBAY\n",
      "Name: symbol, dtype: object\n",
      "bs    EGOV\n",
      "cf    EGOV\n",
      "ic    EGOV\n",
      "Name: symbol, dtype: object\n",
      "bs    LKQ\n",
      "cf    LKQ\n",
      "ic    LKQ\n",
      "Name: symbol, dtype: object\n",
      "bs    HSII\n",
      "cf    HSII\n",
      "ic    HSII\n",
      "Name: symbol, dtype: object\n",
      "bs    URI\n",
      "cf    URI\n",
      "ic    URI\n",
      "Name: symbol, dtype: object\n",
      "bs    BCOR\n",
      "cf    BCOR\n",
      "ic    BCOR\n",
      "Name: symbol, dtype: object\n",
      "bs    LII\n",
      "cf    LII\n",
      "ic    LII\n",
      "Name: symbol, dtype: object\n",
      "bs    KTOS\n",
      "cf    KTOS\n",
      "ic    KTOS\n",
      "Name: symbol, dtype: object\n",
      "bs    SAVA\n",
      "cf    SAVA\n",
      "ic    SAVA\n",
      "Name: symbol, dtype: object\n",
      "bs    RGCO\n",
      "cf    RGCO\n",
      "ic    RGCO\n",
      "Name: symbol, dtype: object\n",
      "bs    FNHC\n",
      "cf    FNHC\n",
      "ic    FNHC\n",
      "Name: symbol, dtype: object\n",
      "bs    PTCT\n",
      "cf    PTCT\n",
      "ic    PTCT\n",
      "Name: symbol, dtype: object\n",
      "bs    STL\n",
      "cf    STL\n",
      "ic    STL\n",
      "Name: symbol, dtype: object\n",
      "bs    CNX\n",
      "cf    CNX\n",
      "ic    CNX\n",
      "Name: symbol, dtype: object\n",
      "bs    CFBK\n",
      "cf    CFBK\n",
      "ic    CFBK\n",
      "Name: symbol, dtype: object\n",
      "bs    EPAY\n",
      "cf    EPAY\n",
      "ic    EPAY\n",
      "Name: symbol, dtype: object\n",
      "bs    USCR\n",
      "cf    USCR\n",
      "ic    USCR\n",
      "Name: symbol, dtype: object\n",
      "bs    BKNG\n",
      "cf    BKNG\n",
      "ic    BKNG\n",
      "Name: symbol, dtype: object\n",
      "bs    NEO\n",
      "cf    NEO\n",
      "ic    NEO\n",
      "Name: symbol, dtype: object\n",
      "bs    UMPQ\n",
      "cf    UMPQ\n",
      "ic    UMPQ\n",
      "Name: symbol, dtype: object\n",
      "bs    NLS\n",
      "cf    NLS\n",
      "ic    NLS\n",
      "Name: symbol, dtype: object\n",
      "bs    KBPH\n",
      "cf    KBPH\n",
      "ic    KBPH\n",
      "Name: symbol, dtype: object\n",
      "bs    TSOI\n",
      "cf    TSOI\n",
      "ic    TSOI\n",
      "Name: symbol, dtype: object\n",
      "bs    INNO\n",
      "cf    INNO\n",
      "ic    INNO\n",
      "Name: symbol, dtype: object\n",
      "bs    KBPH\n",
      "cf    KBPH\n",
      "ic    KBPH\n",
      "Name: symbol, dtype: object\n",
      "bs    HOOPS\n",
      "cf    HOOPS\n",
      "ic    HOOPS\n",
      "Name: symbol, dtype: object\n",
      "bs    MNTR\n",
      "cf    MNTR\n",
      "ic    MNTR\n",
      "Name: symbol, dtype: object\n",
      "bs    ZIVO\n",
      "cf    ZIVO\n",
      "ic    ZIVO\n",
      "Name: symbol, dtype: object\n",
      "bs    DTRC\n",
      "cf    DTRC\n",
      "ic    DTRC\n",
      "Name: symbol, dtype: object\n",
      "bs    IQST\n",
      "cf    IQST\n",
      "ic    IQST\n",
      "Name: symbol, dtype: object\n",
      "bs    AREB\n",
      "cf    AREB\n",
      "ic    AREB\n",
      "Name: symbol, dtype: object\n",
      "bs    MXSG\n",
      "cf    MXSG\n",
      "ic    MXSG\n",
      "Name: symbol, dtype: object\n",
      "bs    AXIM\n",
      "cf    AXIM\n",
      "ic    AXIM\n",
      "Name: symbol, dtype: object\n",
      "bs    MXSG\n",
      "cf    MXSG\n",
      "ic    MXSG\n",
      "Name: symbol, dtype: object\n",
      "bs    TSOI\n",
      "cf    TSOI\n",
      "ic    TSOI\n",
      "Name: symbol, dtype: object\n",
      "bs    INNO\n",
      "cf    INNO\n",
      "ic    INNO\n",
      "Name: symbol, dtype: object\n",
      "bs    SQFT\n",
      "cf    SQFT\n",
      "ic    SQFT\n",
      "Name: symbol, dtype: object\n",
      "bs    JSDA\n",
      "cf    JSDA\n",
      "ic    JSDA\n",
      "Name: symbol, dtype: object\n",
      "bs    JCOM\n",
      "cf    JCOM\n",
      "ic    JCOM\n",
      "Name: symbol, dtype: object\n",
      "bs    RGP\n",
      "cf    RGP\n",
      "ic    RGP\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Name: symbol, dtype: object\n",
      "bs    ECPG\n",
      "cf    ECPG\n",
      "ic    ECPG\n",
      "Name: symbol, dtype: object\n",
      "bs    PRFT\n",
      "cf    PRFT\n",
      "ic    PRFT\n",
      "Name: symbol, dtype: object\n",
      "bs    AKAM\n",
      "cf    AKAM\n",
      "ic    AKAM\n",
      "Name: symbol, dtype: object\n",
      "bs    DKS\n",
      "cf    DKS\n",
      "ic    DKS\n",
      "Name: symbol, dtype: object\n",
      "bs    CNL\n",
      "cf    CNL\n",
      "ic    CNL\n",
      "Name: symbol, dtype: object\n",
      "bs    UPS\n",
      "cf    UPS\n",
      "ic    UPS\n",
      "Name: symbol, dtype: object\n",
      "bs    PFSW\n",
      "cf    PFSW\n",
      "ic    PFSW\n",
      "Name: symbol, dtype: object\n",
      "bs    STAR\n",
      "cf    STAR\n",
      "ic    STAR\n",
      "Name: symbol, dtype: object\n",
      "bs    LXFR\n",
      "cf    LXFR\n",
      "ic    LXFR\n",
      "Name: symbol, dtype: object\n",
      "bs    MKL\n",
      "cf    MKL\n",
      "ic    MKL\n",
      "Name: symbol, dtype: object\n",
      "bs    ALGN\n",
      "cf    ALGN\n",
      "ic    ALGN\n",
      "Name: symbol, dtype: object\n",
      "bs    FDBC\n",
      "cf    FDBC\n",
      "ic    FDBC\n",
      "Name: symbol, dtype: object\n",
      "bs    CRL\n",
      "cf    CRL\n",
      "ic    CRL\n",
      "Name: symbol, dtype: object\n",
      "bs    ADS\n",
      "cf    ADS\n",
      "ic    ADS\n",
      "Name: symbol, dtype: object\n",
      "bs    ENTG\n",
      "cf    ENTG\n",
      "ic    ENTG\n",
      "Name: symbol, dtype: object\n",
      "bs    CCMP\n",
      "cf    CCMP\n",
      "ic    CCMP\n",
      "Name: symbol, dtype: object\n",
      "bs    BDSI\n",
      "cf    BDSI\n",
      "ic    BDSI\n",
      "Name: symbol, dtype: object\n",
      "bs    NOG\n",
      "cf    NOG\n",
      "ic    NOG\n",
      "Name: symbol, dtype: object\n",
      "bs    INSM\n",
      "cf    INSM\n",
      "ic    INSM\n",
      "Name: symbol, dtype: object\n",
      "bs    MTRN\n",
      "cf    MTRN\n",
      "ic    MTRN\n",
      "Name: symbol, dtype: object\n",
      "bs    TMQ\n",
      "cf    TMQ\n",
      "ic    TMQ\n",
      "Name: symbol, dtype: object\n",
      "bs    LOACU\n",
      "cf    LOACU\n",
      "ic    LOACU\n",
      "Name: symbol, dtype: object\n",
      "bs    DGDM\n",
      "cf    DGDM\n",
      "ic    DGDM\n",
      "Name: symbol, dtype: object\n",
      "bs    PIXY\n",
      "cf    PIXY\n",
      "ic    PIXY\n",
      "Name: symbol, dtype: object\n",
      "bs    AIR\n",
      "cf    AIR\n",
      "ic    AIR\n",
      "Name: symbol, dtype: object\n",
      "bs    ARTH\n",
      "cf    ARTH\n",
      "ic    ARTH\n",
      "Name: symbol, dtype: object\n",
      "bs    AVY\n",
      "cf    AVY\n",
      "ic    AVY\n",
      "Name: symbol, dtype: object\n",
      "bs    FRAN\n",
      "cf    FRAN\n",
      "ic    FRAN\n",
      "Name: symbol, dtype: object\n",
      "bs    ZYXI\n",
      "cf    ZYXI\n",
      "ic    ZYXI\n",
      "Name: symbol, dtype: object\n",
      "bs    SLAB\n",
      "cf    SLAB\n",
      "ic    SLAB\n",
      "Name: symbol, dtype: object\n",
      "bs    PFG\n",
      "cf    PFG\n",
      "ic    PFG\n",
      "Name: symbol, dtype: object\n",
      "bs    SRRE\n",
      "cf    SRRE\n",
      "ic    SRRE\n",
      "Name: symbol, dtype: object\n",
      "bs    MYRG\n",
      "cf    MYRG\n",
      "ic    MYRG\n",
      "Name: symbol, dtype: object\n",
      "bs    ENZN\n",
      "cf    ENZN\n",
      "ic    ENZN\n",
      "Name: symbol, dtype: object\n",
      "bs    ABT\n",
      "cf    ABT\n",
      "ic    ABT\n",
      "Name: symbol, dtype: object\n",
      "bs    INVA\n",
      "cf    INVA\n",
      "ic    INVA\n",
      "Name: symbol, dtype: object\n",
      "bs    CRAI\n",
      "cf    CRAI\n",
      "ic    CRAI\n",
      "Name: symbol, dtype: object\n",
      "bs    ABR\n",
      "cf    ABR\n",
      "ic    ABR\n",
      "Name: symbol, dtype: object\n",
      "bs    TXT\n",
      "cf    TXT\n",
      "ic    TXT\n",
      "Name: symbol, dtype: object\n",
      "bs    RES\n",
      "cf    RES\n",
      "ic    RES\n",
      "Name: symbol, dtype: object\n",
      "bs    MPX\n",
      "cf    MPX\n",
      "ic    MPX\n",
      "Name: symbol, dtype: object\n",
      "bs    UONE\n",
      "cf    UONE\n",
      "ic    UONE\n",
      "Name: symbol, dtype: object\n",
      "bs    AWRE\n",
      "cf    AWRE\n",
      "ic    AWRE\n",
      "Name: symbol, dtype: object\n",
      "bs    CAKE\n",
      "cf    CAKE\n",
      "ic    CAKE\n",
      "Name: symbol, dtype: object\n",
      "bs    MCS\n",
      "cf    MCS\n",
      "ic    MCS\n",
      "Name: symbol, dtype: object\n",
      "bs    DVD\n",
      "cf    DVD\n",
      "ic    DVD\n",
      "Name: symbol, dtype: object\n",
      "bs    RDGA\n",
      "cf    RDGA\n",
      "ic    RDGA\n",
      "Name: symbol, dtype: object\n",
      "bs    ITI\n",
      "cf    ITI\n",
      "ic    ITI\n",
      "Name: symbol, dtype: object\n",
      "bs    TMB\n",
      "cf    TMB\n",
      "ic    TMB\n",
      "Name: symbol, dtype: object\n",
      "bs    OTEL\n",
      "cf    OTEL\n",
      "ic    OTEL\n",
      "Name: symbol, dtype: object\n",
      "bs    WPF\n",
      "cf    WPF\n",
      "ic    WPF\n",
      "Name: symbol, dtype: object\n",
      "bs    BCLI\n",
      "cf    BCLI\n",
      "ic    BCLI\n",
      "Name: symbol, dtype: object\n",
      "bs    LKFN\n",
      "cf    LKFN\n",
      "ic    LKFN\n",
      "Name: symbol, dtype: object\n",
      "bs    FENCF\n",
      "cf    FENCF\n",
      "ic    FENCF\n",
      "Name: symbol, dtype: object\n",
      "bs    HDSN\n",
      "cf    HDSN\n",
      "ic    HDSN\n",
      "Name: symbol, dtype: object\n",
      "bs    ACM\n",
      "cf    ACM\n",
      "ic    ACM\n",
      "Name: symbol, dtype: object\n",
      "bs    HNGR\n",
      "cf    HNGR\n",
      "ic    HNGR\n",
      "Name: symbol, dtype: object\n",
      "bs    TMB\n",
      "cf    TMB\n",
      "ic    TMB\n",
      "Name: symbol, dtype: object\n",
      "bs    IRMD\n",
      "cf    IRMD\n",
      "ic    IRMD\n",
      "Name: symbol, dtype: object\n",
      "bs    LPCN\n",
      "cf    LPCN\n",
      "ic    LPCN\n",
      "Name: symbol, dtype: object\n",
      "bs    INOD\n",
      "cf    INOD\n",
      "ic    INOD\n",
      "Name: symbol, dtype: object\n",
      "bs    CZNC\n",
      "cf    CZNC\n",
      "ic    CZNC\n",
      "Name: symbol, dtype: object\n",
      "bs    CCOI\n",
      "cf    CCOI\n",
      "ic    CCOI\n",
      "Name: symbol, dtype: object\n",
      "bs    MNST\n",
      "cf    MNST\n",
      "ic    MNST\n",
      "Name: symbol, dtype: object\n",
      "bs    APDN\n",
      "cf    APDN\n",
      "ic    APDN\n",
      "Name: symbol, dtype: object\n",
      "bs    EYEG\n",
      "cf    EYEG\n",
      "ic    EYEG\n",
      "Name: symbol, dtype: object\n",
      "bs    CLDX\n",
      "cf    CLDX\n",
      "ic    CLDX\n",
      "Name: symbol, dtype: object\n",
      "bs    RPLA\n",
      "cf    RPLA\n",
      "ic    RPLA\n",
      "Name: symbol, dtype: object\n",
      "bs    TMB\n",
      "cf    TMB\n",
      "ic    TMB\n",
      "Name: symbol, dtype: object\n",
      "bs    SYN\n",
      "cf    SYN\n",
      "ic    SYN\n",
      "Name: symbol, dtype: object\n",
      "bs    IOVA\n",
      "cf    IOVA\n",
      "ic    IOVA\n",
      "Name: symbol, dtype: object\n",
      "bs    REPL\n",
      "cf    REPL\n",
      "ic    REPL\n",
      "Name: symbol, dtype: object\n",
      "bs    SCIA\n",
      "cf    SCIA\n",
      "ic    SCIA\n",
      "Name: symbol, dtype: object\n",
      "bs    TKAT\n",
      "cf    TKAT\n",
      "ic    TKAT\n",
      "Name: symbol, dtype: object\n",
      "bs    BRKR\n",
      "cf    BRKR\n",
      "ic    BRKR\n",
      "Name: symbol, dtype: object\n",
      "bs    OLP\n",
      "cf    OLP\n",
      "ic    OLP\n",
      "Name: symbol, dtype: object\n",
      "bs    CNNB\n",
      "cf    CNNB\n",
      "ic    CNNB\n",
      "Name: symbol, dtype: object\n",
      "bs    LRIT\n",
      "cf    LRIT\n",
      "ic    LRIT\n",
      "Name: symbol, dtype: object\n",
      "bs    TGLO\n",
      "cf    TGLO\n",
      "ic    TGLO\n",
      "Name: symbol, dtype: object\n",
      "bs    LVP\n",
      "cf    LVP\n",
      "ic    LVP\n",
      "Name: symbol, dtype: object\n",
      "bs    WIFI\n",
      "cf    WIFI\n",
      "ic    WIFI\n",
      "Name: symbol, dtype: object\n",
      "bs    USO\n",
      "cf    USO\n",
      "ic    USO\n",
      "Name: symbol, dtype: object\n",
      "bs    USL\n",
      "cf    USL\n",
      "ic    USL\n",
      "Name: symbol, dtype: object\n",
      "bs    BNO\n",
      "cf    BNO\n",
      "ic    BNO\n",
      "Name: symbol, dtype: object\n",
      "bs    USCI\n",
      "cf    USCI\n",
      "ic    USCI\n",
      "Name: symbol, dtype: object\n",
      "bs    AANC\n",
      "cf    AANC\n",
      "ic    AANC\n",
      "Name: symbol, dtype: object\n",
      "bs    GMRE\n",
      "cf    GMRE\n",
      "ic    GMRE\n",
      "Name: symbol, dtype: object\n",
      "bs    UNG\n",
      "cf    UNG\n",
      "ic    UNG\n",
      "Name: symbol, dtype: object\n",
      "bs    THM\n",
      "cf    THM\n",
      "ic    THM\n",
      "Name: symbol, dtype: object\n",
      "bs    TMB\n",
      "cf    TMB\n",
      "ic    TMB\n",
      "Name: symbol, dtype: object\n",
      "bs    PLX\n",
      "cf    PLX\n",
      "ic    PLX\n",
      "Name: symbol, dtype: object\n",
      "bs    CUII\n",
      "cf    CUII\n",
      "ic    CUII\n",
      "Name: symbol, dtype: object\n",
      "bs    CAPR\n",
      "cf    CAPR\n",
      "ic    CAPR\n",
      "Name: symbol, dtype: object\n",
      "bs    CLRB\n",
      "cf    CLRB\n",
      "ic    CLRB\n",
      "Name: symbol, dtype: object\n",
      "bs    FVCB\n",
      "cf    FVCB\n",
      "ic    FVCB\n",
      "Name: symbol, dtype: object\n",
      "bs    CASI\n",
      "cf    CASI\n",
      "ic    CASI\n",
      "Name: symbol, dtype: object\n",
      "bs    HBMD\n",
      "cf    HBMD\n",
      "ic    HBMD\n",
      "Name: symbol, dtype: object\n",
      "bs    FBMS\n",
      "cf    FBMS\n",
      "ic    FBMS\n",
      "Name: symbol, dtype: object\n",
      "bs    SACH\n",
      "cf    SACH\n",
      "ic    SACH\n",
      "Name: symbol, dtype: object\n",
      "bs    FSFG\n",
      "cf    FSFG\n",
      "ic    FSFG\n",
      "Name: symbol, dtype: object\n",
      "bs    CYRX\n",
      "cf    CYRX\n",
      "ic    CYRX\n",
      "Name: symbol, dtype: object\n",
      "bs    CATB\n",
      "cf    CATB\n",
      "ic    CATB\n",
      "Name: symbol, dtype: object\n",
      "bs    GRAF\n",
      "cf    GRAF\n",
      "ic    GRAF\n",
      "Name: symbol, dtype: object\n",
      "bs    IDEX\n",
      "cf    IDEX\n",
      "ic    IDEX\n",
      "Name: symbol, dtype: object\n",
      "bs    WEYS\n",
      "cf    WEYS\n",
      "ic    WEYS\n",
      "Name: symbol, dtype: object\n",
      "bs    CLAR\n",
      "cf    CLAR\n",
      "ic    CLAR\n",
      "Name: symbol, dtype: object\n",
      "bs    BRG\n",
      "cf    BRG\n",
      "ic    BRG\n",
      "Name: symbol, dtype: object\n",
      "bs    HMTV\n",
      "cf    HMTV\n",
      "ic    HMTV\n",
      "Name: symbol, dtype: object\n",
      "bs    EGBN\n",
      "cf    EGBN\n",
      "ic    EGBN\n",
      "Name: symbol, dtype: object\n",
      "bs    NVAX\n",
      "cf    NVAX\n",
      "ic    NVAX\n",
      "Name: symbol, dtype: object\n",
      "bs    NWBO\n",
      "cf    NWBO\n",
      "ic    NWBO\n",
      "Name: symbol, dtype: object\n",
      "bs    NTRP\n",
      "cf    NTRP\n",
      "ic    NTRP\n",
      "Name: symbol, dtype: object\n",
      "bs    ISSC\n",
      "cf    ISSC\n",
      "ic    ISSC\n",
      "Name: symbol, dtype: object\n",
      "bs    ESE\n",
      "cf    ESE\n",
      "ic    ESE\n",
      "Name: symbol, dtype: object\n",
      "bs    REI\n",
      "cf    REI\n",
      "ic    REI\n",
      "Name: symbol, dtype: object\n",
      "bs    CBDY\n",
      "cf    CBDY\n",
      "ic    CBDY\n",
      "Name: symbol, dtype: object\n",
      "bs    ESPR\n",
      "cf    ESPR\n",
      "ic    ESPR\n",
      "Name: symbol, dtype: object\n",
      "bs    FHLBNY\n",
      "cf    FHLBNY\n",
      "ic    FHLBNY\n",
      "Name: symbol, dtype: object\n",
      "bs    GLEO\n",
      "cf    GLEO\n",
      "ic    GLEO\n",
      "Name: symbol, dtype: object\n",
      "bs    UUU\n",
      "cf    UUU\n",
      "ic    UUU\n",
      "Name: symbol, dtype: object\n",
      "bs    NOVSU\n",
      "cf    NOVSU\n",
      "ic    NOVSU\n",
      "Name: symbol, dtype: object\n",
      "bs    ARDS\n",
      "cf    ARDS\n",
      "ic    ARDS\n",
      "Name: symbol, dtype: object\n",
      "bs    SUMR\n",
      "cf    SUMR\n",
      "ic    SUMR\n",
      "Name: symbol, dtype: object\n",
      "bs    KIRY\n",
      "cf    KIRY\n",
      "ic    KIRY\n",
      "Name: symbol, dtype: object\n",
      "bs    BCTCIV\n",
      "cf    BCTCIV\n",
      "ic    BCTCIV\n",
      "Name: symbol, dtype: object\n",
      "bs    BCTCV\n",
      "cf    BCTCV\n",
      "ic    BCTCV\n",
      "Name: symbol, dtype: object\n",
      "bs    BCTCIV\n",
      "cf    BCTCIV\n",
      "ic    BCTCIV\n",
      "Name: symbol, dtype: object\n",
      "bs    BCTCV\n",
      "cf    BCTCV\n",
      "ic    BCTCV\n",
      "Name: symbol, dtype: object\n",
      "bs    LVPA\n",
      "cf    LVPA\n",
      "ic    LVPA\n",
      "Name: symbol, dtype: object\n",
      "bs    LVPB\n",
      "cf    LVPB\n",
      "ic    LVPB\n",
      "Name: symbol, dtype: object\n",
      "bs    ROCH\n",
      "cf    ROCH\n",
      "ic    ROCH\n",
      "Name: symbol, dtype: object\n",
      "bs    IWBB\n",
      "cf    IWBB\n",
      "ic    IWBB\n",
      "Name: symbol, dtype: object\n",
      "bs    BNKL\n",
      "cf    BNKL\n",
      "ic    BNKL\n",
      "Name: symbol, dtype: object\n",
      "bs    CCXX\n",
      "cf    CCXX\n",
      "ic    CCXX\n",
      "Name: symbol, dtype: object\n",
      "bs    ONTX\n",
      "cf    ONTX\n",
      "ic    ONTX\n",
      "Name: symbol, dtype: object\n",
      "bs    CCX\n",
      "cf    CCX\n",
      "ic    CCX\n",
      "Name: symbol, dtype: object\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "bs    LPTX\n",
      "cf    LPTX\n",
      "ic    LPTX\n",
      "Name: symbol, dtype: object\n",
      "bs    SVT\n",
      "cf    SVT\n",
      "ic    SVT\n",
      "Name: symbol, dtype: object\n",
      "bs    UBCP\n",
      "cf    UBCP\n",
      "ic    UBCP\n",
      "Name: symbol, dtype: object\n",
      "bs    SDON\n",
      "cf    SDON\n",
      "ic    SDON\n",
      "Name: symbol, dtype: object\n",
      "bs    PFIN\n",
      "cf    PFIN\n",
      "ic    PFIN\n",
      "Name: symbol, dtype: object\n",
      "bs    UNL\n",
      "cf    UNL\n",
      "ic    UNL\n",
      "Name: symbol, dtype: object\n",
      "bs    UGA\n",
      "cf    UGA\n",
      "ic    UGA\n",
      "Name: symbol, dtype: object\n",
      "bs    FEAC\n",
      "cf    FEAC\n",
      "ic    FEAC\n",
      "Name: symbol, dtype: object\n",
      "bs    IPOB\n",
      "cf    IPOB\n",
      "ic    IPOB\n",
      "Name: symbol, dtype: object\n",
      "bs    EXPCU\n",
      "cf    EXPCU\n",
      "ic    EXPCU\n",
      "Name: symbol, dtype: object\n",
      "bs    IPOC\n",
      "cf    IPOC\n",
      "ic    IPOC\n",
      "Name: symbol, dtype: object\n",
      "bs    DFPHU\n",
      "cf    DFPHU\n",
      "ic    DFPHU\n",
      "Name: symbol, dtype: object\n",
      "bs    BPTH\n",
      "cf    BPTH\n",
      "ic    BPTH\n",
      "Name: symbol, dtype: object\n",
      "bs    IPWR\n",
      "cf    IPWR\n",
      "ic    IPWR\n",
      "Name: symbol, dtype: object\n",
      "bs    LVPC\n",
      "cf    LVPC\n",
      "ic    LVPC\n",
      "Name: symbol, dtype: object\n",
      "bs    SHCR\n",
      "cf    SHCR\n",
      "ic    SHCR\n",
      "Name: symbol, dtype: object\n",
      "bs    MDRR\n",
      "cf    MDRR\n",
      "ic    MDRR\n",
      "Name: symbol, dtype: object\n",
      "bs    TPCS\n",
      "cf    TPCS\n",
      "ic    TPCS\n",
      "Name: symbol, dtype: object\n",
      "bs    BSTG\n",
      "cf    BSTG\n",
      "ic    BSTG\n",
      "Name: symbol, dtype: object\n",
      "bs    AEYE\n",
      "cf    AEYE\n",
      "ic    AEYE\n",
      "Name: symbol, dtype: object\n",
      "bs    WISA\n",
      "cf    WISA\n",
      "ic    WISA\n",
      "Name: symbol, dtype: object\n",
      "bs    NBSE\n",
      "cf    NBSE\n",
      "ic    NBSE\n",
      "Name: symbol, dtype: object\n",
      "bs    JWS\n",
      "cf    JWS\n",
      "ic    JWS\n",
      "Name: symbol, dtype: object\n",
      "bs    MNCL\n",
      "cf    MNCL\n",
      "ic    MNCL\n",
      "Name: symbol, dtype: object\n",
      "bs    BENH\n",
      "cf    BENH\n",
      "ic    BENH\n",
      "Name: symbol, dtype: object\n",
      "bs    CASA\n",
      "cf    CASA\n",
      "ic    CASA\n",
      "Name: symbol, dtype: object\n",
      "bs    DEAC\n",
      "cf    DEAC\n",
      "ic    DEAC\n",
      "Name: symbol, dtype: object\n",
      "bs    VBFC\n",
      "cf    VBFC\n",
      "ic    VBFC\n",
      "Name: symbol, dtype: object\n",
      "bs    TTNP\n",
      "cf    TTNP\n",
      "ic    TTNP\n",
      "Name: symbol, dtype: object\n",
      "bs    ANCN\n",
      "cf    ANCN\n",
      "ic    ANCN\n",
      "Name: symbol, dtype: object\n",
      "bs    ESOA\n",
      "cf    ESOA\n",
      "ic    ESOA\n",
      "Name: symbol, dtype: object\n",
      "bs    HDVY\n",
      "cf    HDVY\n",
      "ic    HDVY\n",
      "Name: symbol, dtype: object\n",
      "bs    SMGI\n",
      "cf    SMGI\n",
      "ic    SMGI\n",
      "Name: symbol, dtype: object\n",
      "bs    BYFC\n",
      "cf    BYFC\n",
      "ic    BYFC\n",
      "Name: symbol, dtype: object\n",
      "bs    RVP\n",
      "cf    RVP\n",
      "ic    RVP\n",
      "Name: symbol, dtype: object\n",
      "bs    SNNF\n",
      "cf    SNNF\n",
      "ic    SNNF\n",
      "Name: symbol, dtype: object\n",
      "bs    EYEN\n",
      "cf    EYEN\n",
      "ic    EYEN\n",
      "Name: symbol, dtype: object\n",
      "bs    AMCT\n",
      "cf    AMCT\n",
      "ic    AMCT\n",
      "Name: symbol, dtype: object\n",
      "bs    BASI\n",
      "cf    BASI\n",
      "ic    BASI\n",
      "Name: symbol, dtype: object\n",
      "bs    PROC\n",
      "cf    PROC\n",
      "ic    PROC\n",
      "Name: symbol, dtype: object\n",
      "bs    RGRX\n",
      "cf    RGRX\n",
      "ic    RGRX\n",
      "Name: symbol, dtype: object\n",
      "bs    CLIR\n",
      "cf    CLIR\n",
      "ic    CLIR\n",
      "Name: symbol, dtype: object\n",
      "bs    ACUR\n",
      "cf    ACUR\n",
      "ic    ACUR\n",
      "Name: symbol, dtype: object\n",
      "bs    PCPL\n",
      "cf    PCPL\n",
      "ic    PCPL\n",
      "Name: symbol, dtype: object\n",
      "bs    FREE\n",
      "cf    FREE\n",
      "ic    FREE\n",
      "Name: symbol, dtype: object\n",
      "bs    KUTG\n",
      "cf    KUTG\n",
      "ic    KUTG\n",
      "Name: symbol, dtype: object\n",
      "bs    LCA\n",
      "cf    LCA\n",
      "ic    LCA\n",
      "Name: symbol, dtype: object\n",
      "bs    ATXI\n",
      "cf    ATXI\n",
      "ic    ATXI\n",
      "Name: symbol, dtype: object\n",
      "bs    INRD\n",
      "cf    INRD\n",
      "ic    INRD\n",
      "Name: symbol, dtype: object\n",
      "bs    CAVF\n",
      "cf    CAVF\n",
      "ic    CAVF\n",
      "Name: symbol, dtype: object\n",
      "bs    CPSR\n",
      "cf    CPSR\n",
      "ic    CPSR\n",
      "Name: symbol, dtype: object\n",
      "bs    TMBR\n",
      "cf    TMBR\n",
      "ic    TMBR\n",
      "Name: symbol, dtype: object\n",
      "bs    FTHM\n",
      "cf    FTHM\n",
      "ic    FTHM\n",
      "Name: symbol, dtype: object\n",
      "bs    HGSH\n",
      "cf    HGSH\n",
      "ic    HGSH\n",
      "Name: symbol, dtype: object\n",
      "bs    AIHS\n",
      "cf    AIHS\n",
      "ic    AIHS\n",
      "Name: symbol, dtype: object\n",
      "bs    UUU\n",
      "cf    UUU\n",
      "ic    UUU\n",
      "Name: symbol, dtype: object\n",
      "bs    TXAC\n",
      "cf    TXAC\n",
      "ic    TXAC\n",
      "Name: symbol, dtype: object\n",
      "bs    OSIS\n",
      "cf    OSIS\n",
      "ic    OSIS\n",
      "Name: symbol, dtype: object\n",
      "bs    DFHTU\n",
      "cf    DFHTU\n",
      "ic    DFHTU\n",
      "Name: symbol, dtype: object\n",
      "bs    PAHC\n",
      "cf    PAHC\n",
      "ic    PAHC\n",
      "Name: symbol, dtype: object\n",
      "bs    IPGP\n",
      "cf    IPGP\n",
      "ic    IPGP\n",
      "Name: symbol, dtype: object\n",
      "bs    HPX\n",
      "cf    HPX\n",
      "ic    HPX\n",
      "Name: symbol, dtype: object\n",
      "bs    HURC\n",
      "cf    HURC\n",
      "ic    HURC\n",
      "Name: symbol, dtype: object\n",
      "bs    AXR\n",
      "cf    AXR\n",
      "ic    AXR\n",
      "Name: symbol, dtype: object\n",
      "bs    GRCYU\n",
      "cf    GRCYU\n",
      "ic    GRCYU\n",
      "Name: symbol, dtype: object\n",
      "bs    VERX\n",
      "cf    VERX\n",
      "ic    VERX\n",
      "Name: symbol, dtype: object\n",
      "bs    CCIV\n",
      "cf    CCIV\n",
      "ic    CCIV\n",
      "Name: symbol, dtype: object\n",
      "bs    ELCQ\n",
      "cf    ELCQ\n",
      "ic    ELCQ\n",
      "Name: symbol, dtype: object\n",
      "bs    PRPB\n",
      "cf    PRPB\n",
      "ic    PRPB\n",
      "Name: symbol, dtype: object\n",
      "bs    TMB\n",
      "cf    TMB\n",
      "ic    TMB\n",
      "Name: symbol, dtype: object\n",
      "bs    NSSC\n",
      "cf    NSSC\n",
      "ic    NSSC\n",
      "Name: symbol, dtype: object\n",
      "bs    CCUR\n",
      "cf    CCUR\n",
      "ic    CCUR\n",
      "Name: symbol, dtype: object\n",
      "bs    FRAN\n",
      "cf    FRAN\n",
      "ic    FRAN\n",
      "Name: symbol, dtype: object\n",
      "bs    SALI\n",
      "cf    SALI\n",
      "ic    SALI\n",
      "Name: symbol, dtype: object\n",
      "bs    SALI\n",
      "cf    SALI\n",
      "ic    SALI\n",
      "Name: symbol, dtype: object\n",
      "bs    SALI\n",
      "cf    SALI\n",
      "ic    SALI\n",
      "Name: symbol, dtype: object\n",
      "bs    SALI\n",
      "cf    SALI\n",
      "ic    SALI\n",
      "Name: symbol, dtype: object\n",
      "bs    CRIS\n",
      "cf    CRIS\n",
      "ic    CRIS\n",
      "Name: symbol, dtype: object\n",
      "bs    PNM\n",
      "cf    PNM\n",
      "ic    PNM\n",
      "Name: symbol, dtype: object\n",
      "bs    CRM\n",
      "cf    CRM\n",
      "ic    CRM\n",
      "Name: symbol, dtype: object\n",
      "bs    QEP\n",
      "cf    QEP\n",
      "ic    QEP\n",
      "Name: symbol, dtype: object\n",
      "bs    BAS\n",
      "cf    BAS\n",
      "ic    BAS\n",
      "Name: symbol, dtype: object\n",
      "bs    NS\n",
      "cf    NS\n",
      "ic    NS\n",
      "Name: symbol, dtype: object\n",
      "bs    VC\n",
      "cf    VC\n",
      "ic    VC\n",
      "Name: symbol, dtype: object\n",
      "bs    NIX\n",
      "cf    NIX\n",
      "ic    NIX\n",
      "Name: symbol, dtype: object\n",
      "bs    IPGP\n",
      "cf    IPGP\n",
      "ic    IPGP\n",
      "Name: symbol, dtype: object\n",
      "bs    INFI\n",
      "cf    INFI\n",
      "ic    INFI\n",
      "Name: symbol, dtype: object\n",
      "bs    MTOR\n",
      "cf    MTOR\n",
      "ic    MTOR\n",
      "Name: symbol, dtype: object\n",
      "bs    GB\n",
      "cf    GB\n",
      "ic    GB\n",
      "Name: symbol, dtype: object\n",
      "bs    PNFP\n",
      "cf    PNFP\n",
      "ic    PNFP\n",
      "Name: symbol, dtype: object\n",
      "bs    CMRX\n",
      "cf    CMRX\n",
      "ic    CMRX\n",
      "Name: symbol, dtype: object\n",
      "bs    BANC\n",
      "cf    BANC\n",
      "ic    BANC\n",
      "Name: symbol, dtype: object\n",
      "bs    NDAQ\n",
      "cf    NDAQ\n",
      "ic    NDAQ\n",
      "Name: symbol, dtype: object\n",
      "bs    BWEN\n",
      "cf    BWEN\n",
      "ic    BWEN\n",
      "Name: symbol, dtype: object\n",
      "bs    OIS\n",
      "cf    OIS\n",
      "ic    OIS\n",
      "Name: symbol, dtype: object\n",
      "bs    POL\n",
      "cf    POL\n",
      "ic    POL\n",
      "Name: symbol, dtype: object\n",
      "bs    NSPM\n",
      "cf    NSPM\n",
      "ic    NSPM\n",
      "Name: symbol, dtype: object\n",
      "bs    EXAS\n",
      "cf    EXAS\n",
      "ic    EXAS\n",
      "Name: symbol, dtype: object\n",
      "bs    MGNX\n",
      "cf    MGNX\n",
      "ic    MGNX\n",
      "Name: symbol, dtype: object\n",
      "bs    ENSG\n",
      "cf    ENSG\n",
      "ic    ENSG\n",
      "Name: symbol, dtype: object\n",
      "bs    NLNK\n",
      "cf    NLNK\n",
      "ic    NLNK\n",
      "Name: symbol, dtype: object\n",
      "bs    CVCY\n",
      "cf    CVCY\n",
      "ic    CVCY\n",
      "Name: symbol, dtype: object\n",
      "bs    BKH\n",
      "cf    BKH\n",
      "ic    BKH\n",
      "Name: symbol, dtype: object\n",
      "bs    SNCR\n",
      "cf    SNCR\n",
      "ic    SNCR\n",
      "Name: symbol, dtype: object\n",
      "bs    TZOO\n",
      "cf    TZOO\n",
      "ic    TZOO\n",
      "Name: symbol, dtype: object\n",
      "bs    DLBU\n",
      "cf    DLBU\n",
      "ic    DLBU\n",
      "Name: symbol, dtype: object\n",
      "bs    FIS\n",
      "cf    FIS\n",
      "ic    FIS\n",
      "Name: symbol, dtype: object\n",
      "bs    UBFO\n",
      "cf    UBFO\n",
      "ic    UBFO\n",
      "Name: symbol, dtype: object\n",
      "bs    PCYO\n",
      "cf    PCYO\n",
      "ic    PCYO\n",
      "Name: symbol, dtype: object\n",
      "bs    MCBC\n",
      "cf    MCBC\n",
      "ic    MCBC\n",
      "Name: symbol, dtype: object\n",
      "bs    TPB\n",
      "cf    TPB\n",
      "ic    TPB\n",
      "Name: symbol, dtype: object\n",
      "bs    SMP\n",
      "cf    SMP\n",
      "ic    SMP\n",
      "Name: symbol, dtype: object\n",
      "bs    TWMC\n",
      "cf    TWMC\n",
      "ic    TWMC\n",
      "Name: symbol, dtype: object\n",
      "bs    BERY\n",
      "cf    BERY\n",
      "ic    BERY\n",
      "Name: symbol, dtype: object\n",
      "bs    L\n",
      "cf    L\n",
      "ic    L\n",
      "Name: symbol, dtype: object\n",
      "bs    NFE\n",
      "cf    NFE\n",
      "ic    NFE\n",
      "Name: symbol, dtype: object\n",
      "bs    AQST\n",
      "cf    AQST\n",
      "ic    AQST\n",
      "Name: symbol, dtype: object\n",
      "bs    IR\n",
      "cf    IR\n",
      "ic    IR\n",
      "Name: symbol, dtype: object\n",
      "bs    IBCP\n",
      "cf    IBCP\n",
      "ic    IBCP\n",
      "Name: symbol, dtype: object\n",
      "bs    CHFS\n",
      "cf    CHFS\n",
      "ic    CHFS\n",
      "Name: symbol, dtype: object\n",
      "bs    FNRN\n",
      "cf    FNRN\n",
      "ic    FNRN\n",
      "Name: symbol, dtype: object\n",
      "bs    RCKT\n",
      "cf    RCKT\n",
      "ic    RCKT\n",
      "Name: symbol, dtype: object\n",
      "bs    CZFS\n",
      "cf    CZFS\n",
      "ic    CZFS\n",
      "Name: symbol, dtype: object\n",
      "bs    SXT\n",
      "cf    SXT\n",
      "ic    SXT\n",
      "Name: symbol, dtype: object\n",
      "bs    KEX\n",
      "cf    KEX\n",
      "ic    KEX\n",
      "Name: symbol, dtype: object\n",
      "bs    TRST\n",
      "cf    TRST\n",
      "ic    TRST\n",
      "Name: symbol, dtype: object\n",
      "bs    ONEW\n",
      "cf    ONEW\n",
      "ic    ONEW\n",
      "Name: symbol, dtype: object\n",
      "bs    GTS\n",
      "cf    GTS\n",
      "ic    GTS\n",
      "Name: symbol, dtype: object\n",
      "bs    CEMI\n",
      "cf    CEMI\n",
      "ic    CEMI\n",
      "Name: symbol, dtype: object\n",
      "bs    CTBI\n",
      "cf    CTBI\n",
      "ic    CTBI\n",
      "Name: symbol, dtype: object\n",
      "bs    USPH\n",
      "cf    USPH\n",
      "ic    USPH\n",
      "Name: symbol, dtype: object\n",
      "bs    ABCP\n",
      "cf    ABCP\n",
      "ic    ABCP\n",
      "Name: symbol, dtype: object\n",
      "bs    OPOF\n",
      "cf    OPOF\n",
      "ic    OPOF\n",
      "Name: symbol, dtype: object\n",
      "bs    NBTB\n",
      "cf    NBTB\n",
      "ic    NBTB\n",
      "Name: symbol, dtype: object\n",
      "bs    ACMR\n",
      "cf    ACMR\n",
      "ic    ACMR\n",
      "Name: symbol, dtype: object\n",
      "bs    CBU\n",
      "cf    CBU\n",
      "ic    CBU\n",
      "Name: symbol, dtype: object\n",
      "bs    AMCI\n",
      "cf    AMCI\n",
      "ic    AMCI\n",
      "Name: symbol, dtype: object\n",
      "bs    VHC\n",
      "cf    VHC\n",
      "ic    VHC\n",
      "Name: symbol, dtype: object\n",
      "bs    HVT\n",
      "cf    HVT\n",
      "ic    HVT\n",
      "Name: symbol, dtype: object\n",
      "bs    CHMI\n",
      "cf    CHMI\n",
      "ic    CHMI\n",
      "Name: symbol, dtype: object\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "bs    UTGN\n",
      "cf    UTGN\n",
      "ic    UTGN\n",
      "Name: symbol, dtype: object\n",
      "bs    AAME\n",
      "cf    AAME\n",
      "ic    AAME\n",
      "Name: symbol, dtype: object\n",
      "bs    CHPMU\n",
      "cf    CHPMU\n",
      "ic    CHPMU\n",
      "Name: symbol, dtype: object\n",
      "bs    SCPE\n",
      "cf    SCPE\n",
      "ic    SCPE\n",
      "Name: symbol, dtype: object\n",
      "bs    RIBT\n",
      "cf    RIBT\n",
      "ic    RIBT\n",
      "Name: symbol, dtype: object\n",
      "bs    IONI\n",
      "cf    IONI\n",
      "ic    IONI\n",
      "Name: symbol, dtype: object\n",
      "bs    LINC\n",
      "cf    LINC\n",
      "ic    LINC\n",
      "Name: symbol, dtype: object\n",
      "bs    CRMZ\n",
      "cf    CRMZ\n",
      "ic    CRMZ\n",
      "Name: symbol, dtype: object\n",
      "bs    PDSB\n",
      "cf    PDSB\n",
      "ic    PDSB\n",
      "Name: symbol, dtype: object\n",
      "bs    TGC\n",
      "cf    TGC\n",
      "ic    TGC\n",
      "Name: symbol, dtype: object\n",
      "bs    SPFI\n",
      "cf    SPFI\n",
      "ic    SPFI\n",
      "Name: symbol, dtype: object\n",
      "bs    REXN\n",
      "cf    REXN\n",
      "ic    REXN\n",
      "Name: symbol, dtype: object\n",
      "bs    BSVN\n",
      "cf    BSVN\n",
      "ic    BSVN\n",
      "Name: symbol, dtype: object\n",
      "bs    GAIF\n",
      "cf    GAIF\n",
      "ic    GAIF\n",
      "Name: symbol, dtype: object\n",
      "bs    GAIFB\n",
      "cf    GAIFB\n",
      "ic    GAIFB\n",
      "Name: symbol, dtype: object\n",
      "bs    CSAF\n",
      "cf    CSAF\n",
      "ic    CSAF\n",
      "Name: symbol, dtype: object\n",
      "bs    CFT\n",
      "cf    CFT\n",
      "ic    CFT\n",
      "Name: symbol, dtype: object\n",
      "bs    USNU\n",
      "cf    USNU\n",
      "ic    USNU\n",
      "Name: symbol, dtype: object\n",
      "bs    LGVW\n",
      "cf    LGVW\n",
      "ic    LGVW\n",
      "Name: symbol, dtype: object\n",
      "bs    SMMC\n",
      "cf    SMMC\n",
      "ic    SMMC\n",
      "Name: symbol, dtype: object\n",
      "bs    ARYB\n",
      "cf    ARYB\n",
      "ic    ARYB\n",
      "Name: symbol, dtype: object\n",
      "bs    MGHL\n",
      "cf    MGHL\n",
      "ic    MGHL\n",
      "Name: symbol, dtype: object\n",
      "bs    SENZ\n",
      "cf    SENZ\n",
      "ic    SENZ\n",
      "Name: symbol, dtype: object\n",
      "bs    GVP\n",
      "cf    GVP\n",
      "ic    GVP\n",
      "Name: symbol, dtype: object\n",
      "bs    OLLI\n",
      "cf    OLLI\n",
      "ic    OLLI\n",
      "Name: symbol, dtype: object\n",
      "bs    PLAB\n",
      "cf    PLAB\n",
      "ic    PLAB\n",
      "Name: symbol, dtype: object\n",
      "bs    GCBC\n",
      "cf    GCBC\n",
      "ic    GCBC\n",
      "Name: symbol, dtype: object\n",
      "bs    KSPN\n",
      "cf    KSPN\n",
      "ic    KSPN\n",
      "Name: symbol, dtype: object\n",
      "bs    ARYA\n",
      "cf    ARYA\n",
      "ic    ARYA\n",
      "Name: symbol, dtype: object\n",
      "bs    ABC\n",
      "cf    ABC\n",
      "ic    ABC\n",
      "Name: symbol, dtype: object\n",
      "bs    BG\n",
      "cf    BG\n",
      "ic    BG\n",
      "Name: symbol, dtype: object\n",
      "bs    C765\n",
      "cf    C765\n",
      "ic    C765\n",
      "Name: symbol, dtype: object\n",
      "bs    CME\n",
      "cf    CME\n",
      "ic    CME\n",
      "Name: symbol, dtype: object\n",
      "bs    SCOR\n",
      "cf    SCOR\n",
      "ic    SCOR\n",
      "Name: symbol, dtype: object\n",
      "bs    AAP\n",
      "cf    AAP\n",
      "ic    AAP\n",
      "Name: symbol, dtype: object\n",
      "bs    FLDM\n",
      "cf    FLDM\n",
      "ic    FLDM\n",
      "Name: symbol, dtype: object\n",
      "bs    X\n",
      "cf    X\n",
      "ic    X\n",
      "Name: symbol, dtype: object\n",
      "bs    NEM\n",
      "cf    NEM\n",
      "ic    NEM\n",
      "Name: symbol, dtype: object\n",
      "bs    NPO\n",
      "cf    NPO\n",
      "ic    NPO\n",
      "Name: symbol, dtype: object\n",
      "bs    WHG\n",
      "cf    WHG\n",
      "ic    WHG\n",
      "Name: symbol, dtype: object\n",
      "bs    XPO\n",
      "cf    XPO\n",
      "ic    XPO\n",
      "Name: symbol, dtype: object\n",
      "bs    JCP\n",
      "cf    JCP\n",
      "ic    JCP\n",
      "Name: symbol, dtype: object\n",
      "bs    JCP\n",
      "cf    JCP\n",
      "ic    JCP\n",
      "Name: symbol, dtype: object\n",
      "bs    VRNT\n",
      "cf    VRNT\n",
      "ic    VRNT\n",
      "Name: symbol, dtype: object\n",
      "bs    WTBA\n",
      "cf    WTBA\n",
      "ic    WTBA\n",
      "Name: symbol, dtype: object\n",
      "bs    BHNY\n",
      "cf    BHNY\n",
      "ic    BHNY\n",
      "Name: symbol, dtype: object\n",
      "bs    XEC\n",
      "cf    XEC\n",
      "ic    XEC\n",
      "Name: symbol, dtype: object\n",
      "bs    PHAS\n",
      "cf    PHAS\n",
      "ic    PHAS\n",
      "Name: symbol, dtype: object\n",
      "bs    CVLT\n",
      "cf    CVLT\n",
      "ic    CVLT\n",
      "Name: symbol, dtype: object\n",
      "bs    ECOM\n",
      "cf    ECOM\n",
      "ic    ECOM\n",
      "Name: symbol, dtype: object\n",
      "bs    RRGB\n",
      "cf    RRGB\n",
      "ic    RRGB\n",
      "Name: symbol, dtype: object\n",
      "bs    NTIC\n",
      "cf    NTIC\n",
      "ic    NTIC\n",
      "Name: symbol, dtype: object\n",
      "bs    CLFD\n",
      "cf    CLFD\n",
      "ic    CLFD\n",
      "Name: symbol, dtype: object\n",
      "bs    APTO\n",
      "cf    APTO\n",
      "ic    APTO\n",
      "Name: symbol, dtype: object\n",
      "bs    WABC\n",
      "cf    WABC\n",
      "ic    WABC\n",
      "Name: symbol, dtype: object\n",
      "bs    UFPT\n",
      "cf    UFPT\n",
      "ic    UFPT\n",
      "Name: symbol, dtype: object\n",
      "bs    ANIK\n",
      "cf    ANIK\n",
      "ic    ANIK\n",
      "Name: symbol, dtype: object\n",
      "bs    FCAP\n",
      "cf    FCAP\n",
      "ic    FCAP\n",
      "Name: symbol, dtype: object\n",
      "bs    ZOM\n",
      "cf    ZOM\n",
      "ic    ZOM\n",
      "Name: symbol, dtype: object\n",
      "bs    HBIO\n",
      "cf    HBIO\n",
      "ic    HBIO\n",
      "Name: symbol, dtype: object\n",
      "bs    XBIT\n",
      "cf    XBIT\n",
      "ic    XBIT\n",
      "Name: symbol, dtype: object\n",
      "bs    UG\n",
      "cf    UG\n",
      "ic    UG\n",
      "Name: symbol, dtype: object\n",
      "bs    TCCO\n",
      "cf    TCCO\n",
      "ic    TCCO\n",
      "Name: symbol, dtype: object\n",
      "bs    WHLM\n",
      "cf    WHLM\n",
      "ic    WHLM\n",
      "Name: symbol, dtype: object\n",
      "bs    SNCA\n",
      "cf    SNCA\n",
      "ic    SNCA\n",
      "Name: symbol, dtype: object\n",
      "bs    ACST\n",
      "cf    ACST\n",
      "ic    ACST\n",
      "Name: symbol, dtype: object\n",
      "bs    PMD\n",
      "cf    PMD\n",
      "ic    PMD\n",
      "Name: symbol, dtype: object\n",
      "bs    KOR\n",
      "cf    KOR\n",
      "ic    KOR\n",
      "Name: symbol, dtype: object\n",
      "bs    POAI\n",
      "cf    POAI\n",
      "ic    POAI\n",
      "Name: symbol, dtype: object\n",
      "bs    CRMT\n",
      "cf    CRMT\n",
      "ic    CRMT\n",
      "Name: symbol, dtype: object\n",
      "bs    NG\n",
      "cf    NG\n",
      "ic    NG\n",
      "Name: symbol, dtype: object\n",
      "bs    SAFT\n",
      "cf    SAFT\n",
      "ic    SAFT\n",
      "Name: symbol, dtype: object\n",
      "bs    HA\n",
      "cf    HA\n",
      "ic    HA\n",
      "Name: symbol, dtype: object\n",
      "bs    HY\n",
      "cf    HY\n",
      "ic    HY\n",
      "Name: symbol, dtype: object\n",
      "bs    NCBS\n",
      "cf    NCBS\n",
      "ic    NCBS\n",
      "Name: symbol, dtype: object\n",
      "bs    WYNN\n",
      "cf    WYNN\n",
      "ic    WYNN\n",
      "Name: symbol, dtype: object\n",
      "bs    FLT\n",
      "cf    FLT\n",
      "ic    FLT\n",
      "Name: symbol, dtype: object\n",
      "bs    WSR\n",
      "cf    WSR\n",
      "ic    WSR\n",
      "Name: symbol, dtype: object\n",
      "bs    MMLP\n",
      "cf    MMLP\n",
      "ic    MMLP\n",
      "Name: symbol, dtype: object\n",
      "bs    FIVE\n",
      "cf    FIVE\n",
      "ic    FIVE\n",
      "Name: symbol, dtype: object\n",
      "bs    ALNY\n",
      "cf    ALNY\n",
      "ic    ALNY\n",
      "Name: symbol, dtype: object\n",
      "bs    FOLD\n",
      "cf    FOLD\n",
      "ic    FOLD\n",
      "Name: symbol, dtype: object\n",
      "bs    ENLC\n",
      "cf    ENLC\n",
      "ic    ENLC\n",
      "Name: symbol, dtype: object\n",
      "bs    MOH\n",
      "cf    MOH\n",
      "ic    MOH\n",
      "Name: symbol, dtype: object\n",
      "bs    CSII\n",
      "cf    CSII\n",
      "ic    CSII\n",
      "Name: symbol, dtype: object\n",
      "bs    GFE\n",
      "cf    GFE\n",
      "ic    GFE\n",
      "Name: symbol, dtype: object\n",
      "bs    NVFY\n",
      "cf    NVFY\n",
      "ic    NVFY\n",
      "Name: symbol, dtype: object\n",
      "bs    IVFH\n",
      "cf    IVFH\n",
      "ic    IVFH\n",
      "Name: symbol, dtype: object\n",
      "bs    DBMM\n",
      "cf    DBMM\n",
      "ic    DBMM\n",
      "Name: symbol, dtype: object\n",
      "bs    VADP\n",
      "cf    VADP\n",
      "ic    VADP\n",
      "Name: symbol, dtype: object\n",
      "bs    HOFT\n",
      "cf    HOFT\n",
      "ic    HOFT\n",
      "Name: symbol, dtype: object\n",
      "bs    FEIM\n",
      "cf    FEIM\n",
      "ic    FEIM\n",
      "Name: symbol, dtype: object\n",
      "bs    BSGM\n",
      "cf    BSGM\n",
      "ic    BSGM\n",
      "Name: symbol, dtype: object\n",
      "bs    APLE\n",
      "cf    APLE\n",
      "ic    APLE\n",
      "Name: symbol, dtype: object\n",
      "bs    ACCA\n",
      "cf    ACCA\n",
      "ic    ACCA\n",
      "Name: symbol, dtype: object\n",
      "bs    ABCE\n",
      "cf    ABCE\n",
      "ic    ABCE\n",
      "Name: symbol, dtype: object\n",
      "bs    FSNT\n",
      "cf    FSNT\n",
      "ic    FSNT\n",
      "Name: symbol, dtype: object\n",
      "bs    ASUR\n",
      "cf    ASUR\n",
      "ic    ASUR\n",
      "Name: symbol, dtype: object\n",
      "bs    AERO\n",
      "cf    AERO\n",
      "ic    AERO\n",
      "Name: symbol, dtype: object\n",
      "bs    SSNT\n",
      "cf    SSNT\n",
      "ic    SSNT\n",
      "Name: symbol, dtype: object\n",
      "bs    ENERGY12\n",
      "cf    ENERGY12\n",
      "ic    ENERGY12\n",
      "Name: symbol, dtype: object\n",
      "bs    INVO\n",
      "cf    INVO\n",
      "ic    INVO\n",
      "Name: symbol, dtype: object\n",
      "bs    ENERGY11\n",
      "cf    ENERGY11\n",
      "ic    ENERGY11\n",
      "Name: symbol, dtype: object\n",
      "bs    LBTI\n",
      "cf    LBTI\n",
      "ic    LBTI\n",
      "Name: symbol, dtype: object\n",
      "bs    PFHO\n",
      "cf    PFHO\n",
      "ic    PFHO\n",
      "Name: symbol, dtype: object\n",
      "bs    GRBX\n",
      "cf    GRBX\n",
      "ic    GRBX\n",
      "Name: symbol, dtype: object\n",
      "bs    TECTP\n",
      "cf    TECTP\n",
      "ic    TECTP\n",
      "Name: symbol, dtype: object\n",
      "bs    CCTC\n",
      "cf    CCTC\n",
      "ic    CCTC\n",
      "Name: symbol, dtype: object\n",
      "bs    NVFY\n",
      "cf    NVFY\n",
      "ic    NVFY\n",
      "Name: symbol, dtype: object\n",
      "bs    SPIN\n",
      "cf    SPIN\n",
      "ic    SPIN\n",
      "Name: symbol, dtype: object\n",
      "bs    ULNV\n",
      "cf    ULNV\n",
      "ic    ULNV\n",
      "Name: symbol, dtype: object\n",
      "bs    TIKK\n",
      "cf    TIKK\n",
      "ic    TIKK\n",
      "Name: symbol, dtype: object\n",
      "bs    ACCA\n",
      "cf    ACCA\n",
      "ic    ACCA\n",
      "Name: symbol, dtype: object\n",
      "bs    IGC\n",
      "cf    IGC\n",
      "ic    IGC\n",
      "Name: symbol, dtype: object\n",
      "bs    XSNX\n",
      "cf    XSNX\n",
      "ic    XSNX\n",
      "Name: symbol, dtype: object\n",
      "bs    CLSH\n",
      "cf    CLSH\n",
      "ic    CLSH\n",
      "Name: symbol, dtype: object\n",
      "bs    ABCE\n",
      "cf    ABCE\n",
      "ic    ABCE\n",
      "Name: symbol, dtype: object\n",
      "bs    ZNRG\n",
      "cf    ZNRG\n",
      "ic    ZNRG\n",
      "Name: symbol, dtype: object\n",
      "bs    HOFT\n",
      "cf    HOFT\n",
      "ic    HOFT\n",
      "Name: symbol, dtype: object\n",
      "bs    GROW\n",
      "cf    GROW\n",
      "ic    GROW\n",
      "Name: symbol, dtype: object\n",
      "bs    AMTY\n",
      "cf    AMTY\n",
      "ic    AMTY\n",
      "Name: symbol, dtype: object\n",
      "bs    FEIM\n",
      "cf    FEIM\n",
      "ic    FEIM\n",
      "Name: symbol, dtype: object\n",
      "bs    ABCE\n",
      "cf    ABCE\n",
      "ic    ABCE\n",
      "Name: symbol, dtype: object\n",
      "bs    VIDE\n",
      "cf    VIDE\n",
      "ic    VIDE\n",
      "Name: symbol, dtype: object\n",
      "bs    DPZ\n",
      "cf    DPZ\n",
      "ic    DPZ\n",
      "Name: symbol, dtype: object\n",
      "bs    SAM\n",
      "cf    SAM\n",
      "ic    SAM\n",
      "Name: symbol, dtype: object\n",
      "bs    UBI\n",
      "cf    UBI\n",
      "ic    UBI\n",
      "Name: symbol, dtype: object\n",
      "bs    BCOV\n",
      "cf    BCOV\n",
      "ic    BCOV\n",
      "Name: symbol, dtype: object\n",
      "bs    FFIN\n",
      "cf    FFIN\n",
      "ic    FFIN\n",
      "Name: symbol, dtype: object\n",
      "bs    IVAC\n",
      "cf    IVAC\n",
      "ic    IVAC\n",
      "Name: symbol, dtype: object\n",
      "bs    BXMT\n",
      "cf    BXMT\n",
      "ic    BXMT\n",
      "Name: symbol, dtype: object\n",
      "bs    WAT\n",
      "cf    WAT\n",
      "ic    WAT\n",
      "Name: symbol, dtype: object\n",
      "bs    DRTT\n",
      "cf    DRTT\n",
      "ic    DRTT\n",
      "Name: symbol, dtype: object\n",
      "bs    UTL\n",
      "cf    UTL\n",
      "ic    UTL\n",
      "Name: symbol, dtype: object\n",
      "bs    MD\n",
      "cf    MD\n",
      "ic    MD\n",
      "Name: symbol, dtype: object\n",
      "bs    NEOG\n",
      "cf    NEOG\n",
      "ic    NEOG\n",
      "Name: symbol, dtype: object\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "bs    RGEN\n",
      "cf    RGEN\n",
      "ic    RGEN\n",
      "Name: symbol, dtype: object\n",
      "bs    HCA\n",
      "cf    HCA\n",
      "ic    HCA\n",
      "Name: symbol, dtype: object\n",
      "bs    LSTR\n",
      "cf    LSTR\n",
      "ic    LSTR\n",
      "Name: symbol, dtype: object\n",
      "bs    VICR\n",
      "cf    VICR\n",
      "ic    VICR\n",
      "Name: symbol, dtype: object\n",
      "bs    TER\n",
      "cf    TER\n",
      "ic    TER\n",
      "Name: symbol, dtype: object\n",
      "bs    TREX\n",
      "cf    TREX\n",
      "ic    TREX\n",
      "Name: symbol, dtype: object\n",
      "bs    DGICA\n",
      "cf    DGICA\n",
      "ic    DGICA\n",
      "Name: symbol, dtype: object\n",
      "bs    IOSP\n",
      "cf    IOSP\n",
      "ic    IOSP\n",
      "Name: symbol, dtype: object\n",
      "bs    AOS\n",
      "cf    AOS\n",
      "ic    AOS\n",
      "Name: symbol, dtype: object\n",
      "bs    IMO\n",
      "cf    IMO\n",
      "ic    IMO\n",
      "Name: symbol, dtype: object\n",
      "bs    XENT\n",
      "cf    XENT\n",
      "ic    XENT\n",
      "Name: symbol, dtype: object\n",
      "bs    GBT\n",
      "cf    GBT\n",
      "ic    GBT\n",
      "Name: symbol, dtype: object\n",
      "bs    TEVA\n",
      "cf    TEVA\n",
      "ic    TEVA\n",
      "Name: symbol, dtype: object\n",
      "bs    MBI\n",
      "cf    MBI\n",
      "ic    MBI\n",
      "Name: symbol, dtype: object\n",
      "bs    GNW\n",
      "cf    GNW\n",
      "ic    GNW\n",
      "Name: symbol, dtype: object\n",
      "bs    MDGL\n",
      "cf    MDGL\n",
      "ic    MDGL\n",
      "Name: symbol, dtype: object\n",
      "bs    CIO\n",
      "cf    CIO\n",
      "ic    CIO\n",
      "Name: symbol, dtype: object\n",
      "bs    SRRA\n",
      "cf    SRRA\n",
      "ic    SRRA\n",
      "Name: symbol, dtype: object\n",
      "bs    MGTA\n",
      "cf    MGTA\n",
      "ic    MGTA\n",
      "Name: symbol, dtype: object\n",
      "bs    WSO\n",
      "cf    WSO\n",
      "ic    WSO\n",
      "Name: symbol, dtype: object\n",
      "bs    GENC\n",
      "cf    GENC\n",
      "ic    GENC\n",
      "Name: symbol, dtype: object\n",
      "bs    IBP\n",
      "cf    IBP\n",
      "ic    IBP\n",
      "Name: symbol, dtype: object\n",
      "bs    ZIOP\n",
      "cf    ZIOP\n",
      "ic    ZIOP\n",
      "Name: symbol, dtype: object\n",
      "bs    HNNA\n",
      "cf    HNNA\n",
      "ic    HNNA\n",
      "Name: symbol, dtype: object\n",
      "bs    CHNG\n",
      "cf    CHNG\n",
      "ic    CHNG\n",
      "Name: symbol, dtype: object\n",
      "bs    USB\n",
      "cf    USB\n",
      "ic    USB\n",
      "Name: symbol, dtype: object\n",
      "bs    CIZN\n",
      "cf    CIZN\n",
      "ic    CIZN\n",
      "Name: symbol, dtype: object\n",
      "bs    MX\n",
      "cf    MX\n",
      "ic    MX\n",
      "Name: symbol, dtype: object\n",
      "bs    MHH\n",
      "cf    MHH\n",
      "ic    MHH\n",
      "Name: symbol, dtype: object\n",
      "bs    VIVO\n",
      "cf    VIVO\n",
      "ic    VIVO\n",
      "Name: symbol, dtype: object\n",
      "bs    CNBKA\n",
      "cf    CNBKA\n",
      "ic    CNBKA\n",
      "Name: symbol, dtype: object\n",
      "bs    ICAD\n",
      "cf    ICAD\n",
      "ic    ICAD\n",
      "Name: symbol, dtype: object\n",
      "bs    CVR\n",
      "cf    CVR\n",
      "ic    CVR\n",
      "Name: symbol, dtype: object\n",
      "bs    GENC\n",
      "cf    GENC\n",
      "ic    GENC\n",
      "Name: symbol, dtype: object\n",
      "bs    GALT\n",
      "cf    GALT\n",
      "ic    GALT\n",
      "Name: symbol, dtype: object\n",
      "bs    ITCI\n",
      "cf    ITCI\n",
      "ic    ITCI\n",
      "Name: symbol, dtype: object\n",
      "bs    RIVE\n",
      "cf    RIVE\n",
      "ic    RIVE\n",
      "Name: symbol, dtype: object\n",
      "bs    MMI\n",
      "cf    MMI\n",
      "ic    MMI\n",
      "Name: symbol, dtype: object\n",
      "bs    CK0001415311\n",
      "cf    CK0001415311\n",
      "ic    CK0001415311\n",
      "Name: symbol, dtype: object\n",
      "bs    CVBF\n",
      "cf    CVBF\n",
      "ic    CVBF\n",
      "Name: symbol, dtype: object\n",
      "bs    ORGO\n",
      "cf    ORGO\n",
      "ic    ORGO\n",
      "Name: symbol, dtype: object\n",
      "bs    DMS\n",
      "cf    DMS\n",
      "ic    DMS\n",
      "Name: symbol, dtype: object\n",
      "bs    CHMA\n",
      "cf    CHMA\n",
      "ic    CHMA\n",
      "Name: symbol, dtype: object\n",
      "bs    GBIO\n",
      "cf    GBIO\n",
      "ic    GBIO\n",
      "Name: symbol, dtype: object\n",
      "bs    OFFLP\n",
      "cf    OFFLP\n",
      "ic    OFFLP\n",
      "Name: symbol, dtype: object\n",
      "bs    CTA\n",
      "cf    CTA\n",
      "ic    CTA\n",
      "Name: symbol, dtype: object\n",
      "bs    ABFF\n",
      "cf    ABFF\n",
      "ic    ABFF\n",
      "Name: symbol, dtype: object\n",
      "bs    CK0001325676\n",
      "cf    CK0001325676\n",
      "ic    CK0001325676\n",
      "Name: symbol, dtype: object\n",
      "bs    TDFF\n",
      "cf    TDFF\n",
      "ic    TDFF\n",
      "Name: symbol, dtype: object\n",
      "bs    MSCG\n",
      "cf    MSCG\n",
      "ic    MSCG\n",
      "Name: symbol, dtype: object\n",
      "bs    DWSF\n",
      "cf    DWSF\n",
      "ic    DWSF\n",
      "Name: symbol, dtype: object\n",
      "bs    POTO\n",
      "cf    POTO\n",
      "ic    POTO\n",
      "Name: symbol, dtype: object\n",
      "bs    CK0001097396\n",
      "cf    CK0001097396\n",
      "ic    CK0001097396\n",
      "Name: symbol, dtype: object\n",
      "bs    BBGI\n",
      "cf    BBGI\n",
      "ic    BBGI\n",
      "Name: symbol, dtype: object\n",
      "bs    SCON\n",
      "cf    SCON\n",
      "ic    SCON\n",
      "Name: symbol, dtype: object\n",
      "bs    CK0001792044\n",
      "cf    CK0001792044\n",
      "ic    CK0001792044\n",
      "Name: symbol, dtype: object\n",
      "bs    INTI\n",
      "cf    INTI\n",
      "ic    INTI\n",
      "Name: symbol, dtype: object\n",
      "bs    BOTJ\n",
      "cf    BOTJ\n",
      "ic    BOTJ\n",
      "Name: symbol, dtype: object\n",
      "bs    DMYT\n",
      "cf    DMYT\n",
      "ic    DMYT\n",
      "Name: symbol, dtype: object\n",
      "bs    AYLA\n",
      "cf    AYLA\n",
      "ic    AYLA\n",
      "Name: symbol, dtype: object\n",
      "bs    JIH\n",
      "cf    JIH\n",
      "ic    JIH\n",
      "Name: symbol, dtype: object\n",
      "bs    MTLQQ\n",
      "cf    MTLQQ\n",
      "ic    MTLQQ\n",
      "Name: symbol, dtype: object\n",
      "bs    TWST\n",
      "cf    TWST\n",
      "ic    TWST\n",
      "Name: symbol, dtype: object\n",
      "bs    GTBIF\n",
      "cf    GTBIF\n",
      "ic    GTBIF\n",
      "Name: symbol, dtype: object\n",
      "bs    CCAC\n",
      "cf    CCAC\n",
      "ic    CCAC\n",
      "Name: symbol, dtype: object\n",
      "bs    AIGT\n",
      "cf    AIGT\n",
      "ic    AIGT\n",
      "Name: symbol, dtype: object\n",
      "bs    OACU\n",
      "cf    OACU\n",
      "ic    OACU\n",
      "Name: symbol, dtype: object\n",
      "bs    BCOW\n",
      "cf    BCOW\n",
      "ic    BCOW\n",
      "Name: symbol, dtype: object\n",
      "bs    GSAH\n",
      "cf    GSAH\n",
      "ic    GSAH\n",
      "Name: symbol, dtype: object\n",
      "bs    CIK0001713407\n",
      "cf    CIK0001713407\n",
      "ic    CIK0001713407\n",
      "Name: symbol, dtype: object\n",
      "bs    CIK0001690536\n",
      "cf    CIK0001690536\n",
      "ic    CIK0001690536\n",
      "Name: symbol, dtype: object\n",
      "bs    AZEK\n",
      "cf    AZEK\n",
      "ic    AZEK\n",
      "Name: symbol, dtype: object\n",
      "bs    PIC\n",
      "cf    PIC\n",
      "ic    PIC\n",
      "Name: symbol, dtype: object\n",
      "bs    CFRX\n",
      "cf    CFRX\n",
      "ic    CFRX\n",
      "Name: symbol, dtype: object\n",
      "bs    LPRO\n",
      "cf    LPRO\n",
      "ic    LPRO\n",
      "Name: symbol, dtype: object\n",
      "bs    OMEX\n",
      "cf    OMEX\n",
      "ic    OMEX\n",
      "Name: symbol, dtype: object\n",
      "bs    CALB\n",
      "cf    CALB\n",
      "ic    CALB\n",
      "Name: symbol, dtype: object\n",
      "bs    CYDY\n",
      "cf    CYDY\n",
      "ic    CYDY\n",
      "Name: symbol, dtype: object\n",
      "bs    FN\n",
      "cf    FN\n",
      "ic    FN\n",
      "Name: symbol, dtype: object\n",
      "bs    JBSS\n",
      "cf    JBSS\n",
      "ic    JBSS\n",
      "Name: symbol, dtype: object\n",
      "bs    PNRG\n",
      "cf    PNRG\n",
      "ic    PNRG\n",
      "Name: symbol, dtype: object\n",
      "bs    PNRG\n",
      "cf    PNRG\n",
      "ic    PNRG\n",
      "Name: symbol, dtype: object\n",
      "bs    PTK\n",
      "cf    PTK\n",
      "ic    PTK\n",
      "Name: symbol, dtype: object\n",
      "bs    RLAY\n",
      "cf    RLAY\n",
      "ic    RLAY\n",
      "Name: symbol, dtype: object\n",
      "bs    ANNX\n",
      "cf    ANNX\n",
      "ic    ANNX\n",
      "Name: symbol, dtype: object\n",
      "bs    MEIP\n",
      "cf    MEIP\n",
      "ic    MEIP\n",
      "Name: symbol, dtype: object\n",
      "bs    ALOT\n",
      "cf    ALOT\n",
      "ic    ALOT\n",
      "Name: symbol, dtype: object\n",
      "bs    WSM\n",
      "cf    WSM\n",
      "ic    WSM\n",
      "Name: symbol, dtype: object\n",
      "bs    GFN\n",
      "cf    GFN\n",
      "ic    GFN\n",
      "Name: symbol, dtype: object\n",
      "bs    PLAY\n",
      "cf    PLAY\n",
      "ic    PLAY\n",
      "Name: symbol, dtype: object\n",
      "bs    IROQ\n",
      "cf    IROQ\n",
      "ic    IROQ\n",
      "Name: symbol, dtype: object\n",
      "bs    NOBH\n",
      "cf    NOBH\n",
      "ic    NOBH\n",
      "Name: symbol, dtype: object\n",
      "bs    OSH\n",
      "cf    OSH\n",
      "ic    OSH\n",
      "Name: symbol, dtype: object\n",
      "bs    YAC\n",
      "cf    YAC\n",
      "ic    YAC\n",
      "Name: symbol, dtype: object\n",
      "bs    DMYD\n",
      "cf    DMYD\n",
      "ic    DMYD\n",
      "Name: symbol, dtype: object\n",
      "bs    AGTC\n",
      "cf    AGTC\n",
      "ic    AGTC\n",
      "Name: symbol, dtype: object\n",
      "bs    CMPI\n",
      "cf    CMPI\n",
      "ic    CMPI\n",
      "Name: symbol, dtype: object\n",
      "bs    AFIB\n",
      "cf    AFIB\n",
      "ic    AFIB\n",
      "Name: symbol, dtype: object\n",
      "bs    NEOG\n",
      "cf    NEOG\n",
      "ic    NEOG\n",
      "Name: symbol, dtype: object\n",
      "bs    C311\n",
      "cf    C311\n",
      "ic    C311\n",
      "Name: symbol, dtype: object\n",
      "bs    APEI\n",
      "cf    APEI\n",
      "ic    APEI\n",
      "Name: symbol, dtype: object\n",
      "bs    TPX\n",
      "cf    TPX\n",
      "ic    TPX\n",
      "Name: symbol, dtype: object\n",
      "bs    GOLD\n",
      "cf    GOLD\n",
      "ic    GOLD\n",
      "Name: symbol, dtype: object\n",
      "bs    DYAI\n",
      "cf    DYAI\n",
      "ic    DYAI\n",
      "Name: symbol, dtype: object\n",
      "bs    WORX\n",
      "cf    WORX\n",
      "ic    WORX\n",
      "Name: symbol, dtype: object\n",
      "bs    FTFT\n",
      "cf    FTFT\n",
      "ic    FTFT\n",
      "Name: symbol, dtype: object\n",
      "bs    XTEG\n",
      "cf    XTEG\n",
      "ic    XTEG\n",
      "Name: symbol, dtype: object\n",
      "bs    PQEFF\n",
      "cf    PQEFF\n",
      "ic    PQEFF\n",
      "Name: symbol, dtype: object\n",
      "bs    FTAC\n",
      "cf    FTAC\n",
      "ic    FTAC\n",
      "Name: symbol, dtype: object\n",
      "bs    LOAK\n",
      "cf    LOAK\n",
      "ic    LOAK\n",
      "Name: symbol, dtype: object\n",
      "bs    SPAQ\n",
      "cf    SPAQ\n",
      "ic    SPAQ\n",
      "Name: symbol, dtype: object\n",
      "bs    NTEC\n",
      "cf    NTEC\n",
      "ic    NTEC\n",
      "Name: symbol, dtype: object\n",
      "bs    OPRX\n",
      "cf    OPRX\n",
      "ic    OPRX\n",
      "Name: symbol, dtype: object\n",
      "bs    CELH\n",
      "cf    CELH\n",
      "ic    CELH\n",
      "Name: symbol, dtype: object\n",
      "bs    ROLL\n",
      "cf    ROLL\n",
      "ic    ROLL\n",
      "Name: symbol, dtype: object\n",
      "bs    GIDYL\n",
      "cf    GIDYL\n",
      "ic    GIDYL\n",
      "Name: symbol, dtype: object\n",
      "bs    AAAU\n",
      "cf    AAAU\n",
      "ic    AAAU\n",
      "Name: symbol, dtype: object\n",
      "bs    THCB\n",
      "cf    THCB\n",
      "ic    THCB\n",
      "Name: symbol, dtype: object\n",
      "bs    TDAC\n",
      "cf    TDAC\n",
      "ic    TDAC\n",
      "Name: symbol, dtype: object\n",
      "bs    KNDI\n",
      "cf    KNDI\n",
      "ic    KNDI\n",
      "Name: symbol, dtype: object\n",
      "bs    SBFG\n",
      "cf    SBFG\n",
      "ic    SBFG\n",
      "Name: symbol, dtype: object\n",
      "bs    SAMA\n",
      "cf    SAMA\n",
      "ic    SAMA\n",
      "Name: symbol, dtype: object\n",
      "bs    HOFV\n",
      "cf    HOFV\n",
      "ic    HOFV\n",
      "Name: symbol, dtype: object\n",
      "bs    FMCI\n",
      "cf    FMCI\n",
      "ic    FMCI\n",
      "Name: symbol, dtype: object\n",
      "bs    STNL\n",
      "cf    STNL\n",
      "ic    STNL\n",
      "Name: symbol, dtype: object\n",
      "bs    FUSE\n",
      "cf    FUSE\n",
      "ic    FUSE\n",
      "Name: symbol, dtype: object\n",
      "bs    IPAR\n",
      "cf    IPAR\n",
      "ic    IPAR\n",
      "Name: symbol, dtype: object\n",
      "bs    ZN\n",
      "cf    ZN\n",
      "ic    ZN\n",
      "Name: symbol, dtype: object\n",
      "bs    MFAC\n",
      "cf    MFAC\n",
      "ic    MFAC\n",
      "Name: symbol, dtype: object\n",
      "bs    ATCX\n",
      "cf    ATCX\n",
      "ic    ATCX\n",
      "Name: symbol, dtype: object\n",
      "bs    AESE\n",
      "cf    AESE\n",
      "ic    AESE\n",
      "Name: symbol, dtype: object\n",
      "bs    ITP\n",
      "cf    ITP\n",
      "ic    ITP\n",
      "Name: symbol, dtype: object\n",
      "bs    OTIV\n",
      "cf    OTIV\n",
      "ic    OTIV\n",
      "Name: symbol, dtype: object\n",
      "bs    RLMD\n",
      "cf    RLMD\n",
      "ic    RLMD\n",
      "Name: symbol, dtype: object\n",
      "bs    INSE\n",
      "cf    INSE\n",
      "ic    INSE\n",
      "Name: symbol, dtype: object\n",
      "bs    ADTX\n",
      "cf    ADTX\n",
      "ic    ADTX\n",
      "Name: symbol, dtype: object\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "bs    FUSE\n",
      "cf    FUSE\n",
      "ic    FUSE\n",
      "Name: symbol, dtype: object\n",
      "bs    GTEC\n",
      "cf    GTEC\n",
      "ic    GTEC\n",
      "Name: symbol, dtype: object\n",
      "bs    WEYL\n",
      "cf    WEYL\n",
      "ic    WEYL\n",
      "Name: symbol, dtype: object\n",
      "bs    HLYK\n",
      "cf    HLYK\n",
      "ic    HLYK\n",
      "Name: symbol, dtype: object\n",
      "bs    SGSI\n",
      "cf    SGSI\n",
      "ic    SGSI\n",
      "Name: symbol, dtype: object\n",
      "bs    FTFT\n",
      "cf    FTFT\n",
      "ic    FTFT\n",
      "Name: symbol, dtype: object\n",
      "bs    YEWB\n",
      "cf    YEWB\n",
      "ic    YEWB\n",
      "Name: symbol, dtype: object\n",
      "bs    NXTD\n",
      "cf    NXTD\n",
      "ic    NXTD\n",
      "Name: symbol, dtype: object\n",
      "bs    CREG\n",
      "cf    CREG\n",
      "ic    CREG\n",
      "Name: symbol, dtype: object\n",
      "bs    ONDS\n",
      "cf    ONDS\n",
      "ic    ONDS\n",
      "Name: symbol, dtype: object\n",
      "bs    PME\n",
      "cf    PME\n",
      "ic    PME\n",
      "Name: symbol, dtype: object\n",
      "bs    ZZLL\n",
      "cf    ZZLL\n",
      "ic    ZZLL\n",
      "Name: symbol, dtype: object\n",
      "bs    PHBR\n",
      "cf    PHBR\n",
      "ic    PHBR\n",
      "Name: symbol, dtype: object\n",
      "bs    BRSF\n",
      "cf    BRSF\n",
      "ic    BRSF\n",
      "Name: symbol, dtype: object\n",
      "bs    MULG\n",
      "cf    MULG\n",
      "ic    MULG\n",
      "Name: symbol, dtype: object\n",
      "bs    OCLN\n",
      "cf    OCLN\n",
      "ic    OCLN\n",
      "Name: symbol, dtype: object\n",
      "bs    IFMK\n",
      "cf    IFMK\n",
      "ic    IFMK\n",
      "Name: symbol, dtype: object\n",
      "bs    CIK0001672885\n",
      "cf    CIK0001672885\n",
      "ic    CIK0001672885\n",
      "Name: symbol, dtype: object\n",
      "bs    AKTS\n",
      "cf    AKTS\n",
      "ic    AKTS\n",
      "Name: symbol, dtype: object\n",
      "bs    SGOU\n",
      "cf    SGOU\n",
      "ic    SGOU\n",
      "Name: symbol, dtype: object\n",
      "bs    SEII\n",
      "cf    SEII\n",
      "ic    SEII\n",
      "Name: symbol, dtype: object\n",
      "bs    OUNZ\n",
      "cf    OUNZ\n",
      "ic    OUNZ\n",
      "Name: symbol, dtype: object\n",
      "bs    SEII\n",
      "cf    SEII\n",
      "ic    SEII\n",
      "Name: symbol, dtype: object\n",
      "bs    CIK0001672885\n",
      "cf    CIK0001672885\n",
      "ic    CIK0001672885\n",
      "Name: symbol, dtype: object\n",
      "bs    LOVE\n",
      "cf    LOVE\n",
      "ic    LOVE\n",
      "Name: symbol, dtype: object\n",
      "bs    PSTI\n",
      "cf    PSTI\n",
      "ic    PSTI\n",
      "Name: symbol, dtype: object\n",
      "bs    ARGC\n",
      "cf    ARGC\n",
      "ic    ARGC\n",
      "Name: symbol, dtype: object\n",
      "bs    HIGR\n",
      "cf    HIGR\n",
      "ic    HIGR\n",
      "Name: symbol, dtype: object\n",
      "bs    NTRB\n",
      "cf    NTRB\n",
      "ic    NTRB\n",
      "Name: symbol, dtype: object\n",
      "bs    BRSF\n",
      "cf    BRSF\n",
      "ic    BRSF\n",
      "Name: symbol, dtype: object\n",
      "bs    HOL\n",
      "cf    HOL\n",
      "ic    HOL\n",
      "Name: symbol, dtype: object\n",
      "bs    GSHN\n",
      "cf    GSHN\n",
      "ic    GSHN\n",
      "Name: symbol, dtype: object\n",
      "bs    GSHN\n",
      "cf    GSHN\n",
      "ic    GSHN\n",
      "Name: symbol, dtype: object\n",
      "bs    UCLE\n",
      "cf    UCLE\n",
      "ic    UCLE\n",
      "Name: symbol, dtype: object\n",
      "bs    XMET\n",
      "cf    XMET\n",
      "ic    XMET\n",
      "Name: symbol, dtype: object\n",
      "bs    SMPR\n",
      "cf    SMPR\n",
      "ic    SMPR\n",
      "Name: symbol, dtype: object\n",
      "bs    CIK0001817760\n",
      "cf    CIK0001817760\n",
      "ic    CIK0001817760\n",
      "Name: symbol, dtype: object\n",
      "bs    KFFB\n",
      "cf    KFFB\n",
      "ic    KFFB\n",
      "Name: symbol, dtype: object\n",
      "bs    AXS\n",
      "cf    AXS\n",
      "ic    AXS\n",
      "Name: symbol, dtype: object\n",
      "bs    CDNA\n",
      "cf    CDNA\n",
      "ic    CDNA\n",
      "Name: symbol, dtype: object\n",
      "bs    CCK\n",
      "cf    CCK\n",
      "ic    CCK\n",
      "Name: symbol, dtype: object\n",
      "bs    PRSC\n",
      "cf    PRSC\n",
      "ic    PRSC\n",
      "Name: symbol, dtype: object\n",
      "bs    CONN\n",
      "cf    CONN\n",
      "ic    CONN\n",
      "Name: symbol, dtype: object\n",
      "bs    NPTN\n",
      "cf    NPTN\n",
      "ic    NPTN\n",
      "Name: symbol, dtype: object\n",
      "bs    CMP\n",
      "cf    CMP\n",
      "ic    CMP\n",
      "Name: symbol, dtype: object\n",
      "bs    BCBP\n",
      "cf    BCBP\n",
      "ic    BCBP\n",
      "Name: symbol, dtype: object\n",
      "bs    PIPR\n",
      "cf    PIPR\n",
      "ic    PIPR\n",
      "Name: symbol, dtype: object\n",
      "bs    MNTA\n",
      "cf    MNTA\n",
      "ic    MNTA\n",
      "Name: symbol, dtype: object\n",
      "bs    LQDT\n",
      "cf    LQDT\n",
      "ic    LQDT\n",
      "Name: symbol, dtype: object\n",
      "bs    GMED\n",
      "cf    GMED\n",
      "ic    GMED\n",
      "Name: symbol, dtype: object\n",
      "bs    LUNA\n",
      "cf    LUNA\n",
      "ic    LUNA\n",
      "Name: symbol, dtype: object\n",
      "bs    APEN\n",
      "cf    APEN\n",
      "ic    APEN\n",
      "Name: symbol, dtype: object\n",
      "bs    QVC\n",
      "cf    QVC\n",
      "ic    QVC\n",
      "Name: symbol, dtype: object\n",
      "bs    NNI\n",
      "cf    NNI\n",
      "ic    NNI\n",
      "Name: symbol, dtype: object\n",
      "bs    TDG\n",
      "cf    TDG\n",
      "ic    TDG\n",
      "Name: symbol, dtype: object\n",
      "bs    DOCU\n",
      "cf    DOCU\n",
      "ic    DOCU\n",
      "Name: symbol, dtype: object\n",
      "bs    UTI\n",
      "cf    UTI\n",
      "ic    UTI\n",
      "Name: symbol, dtype: object\n",
      "bs    FTNT\n",
      "cf    FTNT\n",
      "ic    FTNT\n",
      "Name: symbol, dtype: object\n",
      "bs    MTII\n",
      "cf    MTII\n",
      "ic    MTII\n",
      "Name: symbol, dtype: object\n",
      "bs    ALIM\n",
      "cf    ALIM\n",
      "ic    ALIM\n",
      "Name: symbol, dtype: object\n",
      "bs    CCOH\n",
      "cf    CCOH\n",
      "ic    CCOH\n",
      "Name: symbol, dtype: object\n",
      "bs    MGI\n",
      "cf    MGI\n",
      "ic    MGI\n",
      "Name: symbol, dtype: object\n",
      "bs    EXDX\n",
      "cf    EXDX\n",
      "ic    EXDX\n",
      "Name: symbol, dtype: object\n",
      "bs    ANGO\n",
      "cf    ANGO\n",
      "ic    ANGO\n",
      "Name: symbol, dtype: object\n",
      "bs    SCGY\n",
      "cf    SCGY\n",
      "ic    SCGY\n",
      "Name: symbol, dtype: object\n",
      "bs    MVBF\n",
      "cf    MVBF\n",
      "ic    MVBF\n",
      "Name: symbol, dtype: object\n",
      "bs    XLRN\n",
      "cf    XLRN\n",
      "ic    XLRN\n",
      "Name: symbol, dtype: object\n",
      "bs    VTL\n",
      "cf    VTL\n",
      "ic    VTL\n",
      "Name: symbol, dtype: object\n",
      "bs    VTL\n",
      "cf    VTL\n",
      "ic    VTL\n",
      "Name: symbol, dtype: object\n",
      "bs    NEU\n",
      "cf    NEU\n",
      "ic    NEU\n",
      "Name: symbol, dtype: object\n",
      "bs    GHL\n",
      "cf    GHL\n",
      "ic    GHL\n",
      "Name: symbol, dtype: object\n",
      "bs    TMUS\n",
      "cf    TMUS\n",
      "ic    TMUS\n",
      "Name: symbol, dtype: object\n",
      "bs    CNS\n",
      "cf    CNS\n",
      "ic    CNS\n",
      "Name: symbol, dtype: object\n",
      "bs    RP\n",
      "cf    RP\n",
      "ic    RP\n",
      "Name: symbol, dtype: object\n",
      "bs    HLB\n",
      "cf    HLB\n",
      "ic    HLB\n",
      "Name: symbol, dtype: object\n",
      "bs    HIL\n",
      "cf    HIL\n",
      "ic    HIL\n",
      "Name: symbol, dtype: object\n",
      "bs    MXL\n",
      "cf    MXL\n",
      "ic    MXL\n",
      "Name: symbol, dtype: object\n",
      "bs    FIVN\n",
      "cf    FIVN\n",
      "ic    FIVN\n",
      "Name: symbol, dtype: object\n",
      "bs    ENS\n",
      "cf    ENS\n",
      "ic    ENS\n",
      "Name: symbol, dtype: object\n",
      "bs    MORN\n",
      "cf    MORN\n",
      "ic    MORN\n",
      "Name: symbol, dtype: object\n",
      "bs    PFIE\n",
      "cf    PFIE\n",
      "ic    PFIE\n",
      "Name: symbol, dtype: object\n",
      "bs    TBBK\n",
      "cf    TBBK\n",
      "ic    TBBK\n",
      "Name: symbol, dtype: object\n",
      "bs    PBH\n",
      "cf    PBH\n",
      "ic    PBH\n",
      "Name: symbol, dtype: object\n",
      "bs    ZAGG\n",
      "cf    ZAGG\n",
      "ic    ZAGG\n",
      "Name: symbol, dtype: object\n",
      "bs    EXLS\n",
      "cf    EXLS\n",
      "ic    EXLS\n",
      "Name: symbol, dtype: object\n",
      "bs    PACB\n",
      "cf    PACB\n",
      "ic    PACB\n",
      "Name: symbol, dtype: object\n",
      "bs    CHCI\n",
      "cf    CHCI\n",
      "ic    CHCI\n",
      "Name: symbol, dtype: object\n",
      "bs    LVS\n",
      "cf    LVS\n",
      "ic    LVS\n",
      "Name: symbol, dtype: object\n",
      "bs    NVL\n",
      "cf    NVL\n",
      "ic    NVL\n",
      "Name: symbol, dtype: object\n",
      "bs    ATEX\n",
      "cf    ATEX\n",
      "ic    ATEX\n",
      "Name: symbol, dtype: object\n",
      "bs    ZVO\n",
      "cf    ZVO\n",
      "ic    ZVO\n",
      "Name: symbol, dtype: object\n",
      "bs    WEX\n",
      "cf    WEX\n",
      "ic    WEX\n",
      "Name: symbol, dtype: object\n",
      "bs    GPRE\n",
      "cf    GPRE\n",
      "ic    GPRE\n",
      "Name: symbol, dtype: object\n",
      "bs    PKBK\n",
      "cf    PKBK\n",
      "ic    PKBK\n",
      "Name: symbol, dtype: object\n",
      "bs    ITC\n",
      "cf    ITC\n",
      "ic    ITC\n",
      "Name: symbol, dtype: object\n",
      "bs    CORE\n",
      "cf    CORE\n",
      "ic    CORE\n",
      "Name: symbol, dtype: object\n",
      "bs    EVRI\n",
      "cf    EVRI\n",
      "ic    EVRI\n",
      "Name: symbol, dtype: object\n",
      "bs    WMG\n",
      "cf    WMG\n",
      "ic    WMG\n",
      "Name: symbol, dtype: object\n",
      "bs    DSW\n",
      "cf    DSW\n",
      "ic    DSW\n",
      "Name: symbol, dtype: object\n",
      "bs    CPS\n",
      "cf    CPS\n",
      "ic    CPS\n",
      "Name: symbol, dtype: object\n",
      "bs    PEN\n",
      "cf    PEN\n",
      "ic    PEN\n",
      "Name: symbol, dtype: object\n",
      "bs    ATRC\n",
      "cf    ATRC\n",
      "ic    ATRC\n",
      "Name: symbol, dtype: object\n",
      "bs    CF\n",
      "cf    CF\n",
      "ic    CF\n",
      "Name: symbol, dtype: object\n",
      "bs    GME\n",
      "cf    GME\n",
      "ic    GME\n",
      "Name: symbol, dtype: object\n",
      "bs    FHLBCIN\n",
      "cf    FHLBCIN\n",
      "ic    FHLBCIN\n",
      "Name: symbol, dtype: object\n",
      "bs    PANW\n",
      "cf    PANW\n",
      "ic    PANW\n",
      "Name: symbol, dtype: object\n",
      "bs    WDAY\n",
      "cf    WDAY\n",
      "ic    WDAY\n",
      "Name: symbol, dtype: object\n",
      "bs    BCC\n",
      "cf    BCC\n",
      "ic    BCC\n",
      "Name: symbol, dtype: object\n",
      "bs    FHLBA\n",
      "cf    FHLBA\n",
      "ic    FHLBA\n",
      "Name: symbol, dtype: object\n",
      "bs    FHLBI\n",
      "cf    FHLBI\n",
      "ic    FHLBI\n",
      "Name: symbol, dtype: object\n",
      "bs    FNF\n",
      "cf    FNF\n",
      "ic    FNF\n",
      "Name: symbol, dtype: object\n",
      "bs    EHTH\n",
      "cf    EHTH\n",
      "ic    EHTH\n",
      "Name: symbol, dtype: object\n",
      "bs    AXAEQ\n",
      "cf    AXAEQ\n",
      "ic    AXAEQ\n",
      "Name: symbol, dtype: object\n",
      "bs    CROX\n",
      "cf    CROX\n",
      "ic    CROX\n",
      "Name: symbol, dtype: object\n",
      "bs    CCO\n",
      "cf    CCO\n",
      "ic    CCO\n",
      "Name: symbol, dtype: object\n",
      "bs    LYV\n",
      "cf    LYV\n",
      "ic    LYV\n",
      "Name: symbol, dtype: object\n",
      "bs    BWP\n",
      "cf    BWP\n",
      "ic    BWP\n",
      "Name: symbol, dtype: object\n",
      "bs    UA\n",
      "cf    UA\n",
      "ic    UA\n",
      "Name: symbol, dtype: object\n",
      "bs    LDOS\n",
      "cf    LDOS\n",
      "ic    LDOS\n",
      "Name: symbol, dtype: object\n",
      "bs    CTT\n",
      "cf    CTT\n",
      "ic    CTT\n",
      "Name: symbol, dtype: object\n",
      "bs    LSBK\n",
      "cf    LSBK\n",
      "ic    LSBK\n",
      "Name: symbol, dtype: object\n",
      "bs    LMNR\n",
      "cf    LMNR\n",
      "ic    LMNR\n",
      "Name: symbol, dtype: object\n",
      "bs    AVOI\n",
      "cf    AVOI\n",
      "ic    AVOI\n",
      "Name: symbol, dtype: object\n",
      "bs    XERS\n",
      "cf    XERS\n",
      "ic    XERS\n",
      "Name: symbol, dtype: object\n",
      "bs    CHAP\n",
      "cf    CHAP\n",
      "ic    CHAP\n",
      "Name: symbol, dtype: object\n",
      "bs    VNDA\n",
      "cf    VNDA\n",
      "ic    VNDA\n",
      "Name: symbol, dtype: object\n",
      "bs    CGIX\n",
      "cf    CGIX\n",
      "ic    CGIX\n",
      "Name: symbol, dtype: object\n",
      "bs    MWA\n",
      "cf    MWA\n",
      "ic    MWA\n",
      "Name: symbol, dtype: object\n",
      "bs    EPAM\n",
      "cf    EPAM\n",
      "ic    EPAM\n",
      "Name: symbol, dtype: object\n",
      "bs    SPLK\n",
      "cf    SPLK\n",
      "ic    SPLK\n",
      "Name: symbol, dtype: object\n",
      "bs    PGEN\n",
      "cf    PGEN\n",
      "ic    PGEN\n",
      "Name: symbol, dtype: object\n",
      "bs    SUPN\n",
      "cf    SUPN\n",
      "ic    SUPN\n",
      "Name: symbol, dtype: object\n",
      "bs    BLCM\n",
      "cf    BLCM\n",
      "ic    BLCM\n",
      "Name: symbol, dtype: object\n",
      "bs    ESGR\n",
      "cf    ESGR\n",
      "ic    ESGR\n",
      "Name: symbol, dtype: object\n",
      "bs    NYSEDEI\n",
      "cf    NYSEDEI\n",
      "ic    NYSEDEI\n",
      "Name: symbol, dtype: object\n",
      "bs    HRI\n",
      "cf    HRI\n",
      "ic    HRI\n",
      "Name: symbol, dtype: object\n",
      "bs    CHGG\n",
      "cf    CHGG\n",
      "ic    CHGG\n",
      "Name: symbol, dtype: object\n",
      "bs    AMRS\n",
      "cf    AMRS\n",
      "ic    AMRS\n",
      "Name: symbol, dtype: object\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "bs    SMAR\n",
      "cf    SMAR\n",
      "ic    SMAR\n",
      "Name: symbol, dtype: object\n",
      "bs    GSAT\n",
      "cf    GSAT\n",
      "ic    GSAT\n",
      "Name: symbol, dtype: object\n",
      "bs    CNCE\n",
      "cf    CNCE\n",
      "ic    CNCE\n",
      "Name: symbol, dtype: object\n",
      "bs    ATHX\n",
      "cf    ATHX\n",
      "ic    ATHX\n",
      "Name: symbol, dtype: object\n",
      "bs    MARK\n",
      "cf    MARK\n",
      "ic    MARK\n",
      "Name: symbol, dtype: object\n",
      "bs    ANAB\n",
      "cf    ANAB\n",
      "ic    ANAB\n",
      "Name: symbol, dtype: object\n",
      "bs    OC\n",
      "cf    OC\n",
      "ic    OC\n",
      "Name: symbol, dtype: object\n",
      "bs    GRBK\n",
      "cf    GRBK\n",
      "ic    GRBK\n",
      "Name: symbol, dtype: object\n",
      "bs    CVI\n",
      "cf    CVI\n",
      "ic    CVI\n",
      "Name: symbol, dtype: object\n",
      "bs    DUG\n",
      "cf    DUG\n",
      "ic    DUG\n",
      "Name: symbol, dtype: object\n",
      "bs    RMP\n",
      "cf    RMP\n",
      "ic    RMP\n",
      "Name: symbol, dtype: object\n",
      "bs    NUZE\n",
      "cf    NUZE\n",
      "ic    NUZE\n",
      "Name: symbol, dtype: object\n",
      "bs    REAL4\n",
      "cf    REAL4\n",
      "ic    REAL4\n",
      "Name: symbol, dtype: object\n",
      "bs    FFC\n",
      "cf    FFC\n",
      "ic    FFC\n",
      "Name: symbol, dtype: object\n",
      "bs    FULO\n",
      "cf    FULO\n",
      "ic    FULO\n",
      "Name: symbol, dtype: object\n",
      "bs    AVNW\n",
      "cf    AVNW\n",
      "ic    AVNW\n",
      "Name: symbol, dtype: object\n",
      "bs    TA\n",
      "cf    TA\n",
      "ic    TA\n",
      "Name: symbol, dtype: object\n",
      "bs    EIG\n",
      "cf    EIG\n",
      "ic    EIG\n",
      "Name: symbol, dtype: object\n",
      "bs    TFSL\n",
      "cf    TFSL\n",
      "ic    TFSL\n",
      "Name: symbol, dtype: object\n",
      "bs    RDFN\n",
      "cf    RDFN\n",
      "ic    RDFN\n",
      "Name: symbol, dtype: object\n",
      "bs    BR\n",
      "cf    BR\n",
      "ic    BR\n",
      "Name: symbol, dtype: object\n",
      "bs    GLRE\n",
      "cf    GLRE\n",
      "ic    GLRE\n",
      "Name: symbol, dtype: object\n",
      "bs    IRTC\n",
      "cf    IRTC\n",
      "ic    IRTC\n",
      "Name: symbol, dtype: object\n",
      "bs    AROC\n",
      "cf    AROC\n",
      "ic    AROC\n",
      "Name: symbol, dtype: object\n",
      "bs    GALE\n",
      "cf    GALE\n",
      "ic    GALE\n",
      "Name: symbol, dtype: object\n",
      "bs    LLNW\n",
      "cf    LLNW\n",
      "ic    LLNW\n",
      "Name: symbol, dtype: object\n",
      "bs    PRO\n",
      "cf    PRO\n",
      "ic    PRO\n",
      "Name: symbol, dtype: object\n",
      "bs    DHX\n",
      "cf    DHX\n",
      "ic    DHX\n",
      "Name: symbol, dtype: object\n",
      "bs    EXLT\n",
      "cf    EXLT\n",
      "ic    EXLT\n",
      "Name: symbol, dtype: object\n",
      "bs    BFGC\n",
      "cf    BFGC\n",
      "ic    BFGC\n",
      "Name: symbol, dtype: object\n",
      "bs    RTSL\n",
      "cf    RTSL\n",
      "ic    RTSL\n",
      "Name: symbol, dtype: object\n",
      "bs    BRGO\n",
      "cf    BRGO\n",
      "ic    BRGO\n",
      "Name: symbol, dtype: object\n",
      "bs    PWCO\n",
      "cf    PWCO\n",
      "ic    PWCO\n",
      "Name: symbol, dtype: object\n",
      "bs    IPTK\n",
      "cf    IPTK\n",
      "ic    IPTK\n",
      "Name: symbol, dtype: object\n",
      "bs    CMXC\n",
      "cf    CMXC\n",
      "ic    CMXC\n",
      "Name: symbol, dtype: object\n",
      "bs    IPTK\n",
      "cf    IPTK\n",
      "ic    IPTK\n",
      "Name: symbol, dtype: object\n",
      "bs    VMC\n",
      "cf    VMC\n",
      "ic    VMC\n",
      "Name: symbol, dtype: object\n",
      "bs    PCRX\n",
      "cf    PCRX\n",
      "ic    PCRX\n",
      "Name: symbol, dtype: object\n",
      "bs    LULU\n",
      "cf    LULU\n",
      "ic    LULU\n",
      "Name: symbol, dtype: object\n",
      "bs    SILK\n",
      "cf    SILK\n",
      "ic    SILK\n",
      "Name: symbol, dtype: object\n",
      "bs    RLGY\n",
      "cf    RLGY\n",
      "ic    RLGY\n",
      "Name: symbol, dtype: object\n",
      "bs    DRNA\n",
      "cf    DRNA\n",
      "ic    DRNA\n",
      "Name: symbol, dtype: object\n",
      "bs    CIK0001400891\n",
      "cf    CIK0001400891\n",
      "ic    CIK0001400891\n",
      "Name: symbol, dtype: object\n",
      "bs    FET\n",
      "cf    FET\n",
      "ic    FET\n",
      "Name: symbol, dtype: object\n",
      "bs    DARE\n",
      "cf    DARE\n",
      "ic    DARE\n",
      "Name: symbol, dtype: object\n",
      "bs    ORN\n",
      "cf    ORN\n",
      "ic    ORN\n",
      "Name: symbol, dtype: object\n",
      "bs    V\n",
      "cf    V\n",
      "ic    V\n",
      "Name: symbol, dtype: object\n",
      "bs    SCU\n",
      "cf    SCU\n",
      "ic    SCU\n",
      "Name: symbol, dtype: object\n",
      "bs    OAK\n",
      "cf    OAK\n",
      "ic    OAK\n",
      "Name: symbol, dtype: object\n",
      "bs    ZYME\n",
      "cf    ZYME\n",
      "ic    ZYME\n",
      "Name: symbol, dtype: object\n",
      "bs    FOR\n",
      "cf    FOR\n",
      "ic    FOR\n",
      "Name: symbol, dtype: object\n",
      "bs    CALX\n",
      "cf    CALX\n",
      "ic    CALX\n",
      "Name: symbol, dtype: object\n",
      "bs    ROIC\n",
      "cf    ROIC\n",
      "ic    ROIC\n",
      "Name: symbol, dtype: object\n",
      "bs    SYNC\n",
      "cf    SYNC\n",
      "ic    SYNC\n",
      "Name: symbol, dtype: object\n",
      "bs    FGBI\n",
      "cf    FGBI\n",
      "ic    FGBI\n",
      "Name: symbol, dtype: object\n",
      "bs    AWK\n",
      "cf    AWK\n",
      "ic    AWK\n",
      "Name: symbol, dtype: object\n",
      "bs    OPHT\n",
      "cf    OPHT\n",
      "ic    OPHT\n",
      "Name: symbol, dtype: object\n",
      "bs    KBSRII\n",
      "cf    KBSRII\n",
      "ic    KBSRII\n",
      "Name: symbol, dtype: object\n",
      "bs    AMC\n",
      "cf    AMC\n",
      "ic    AMC\n",
      "Name: symbol, dtype: object\n",
      "bs    BNGO\n",
      "cf    BNGO\n",
      "ic    BNGO\n",
      "Name: symbol, dtype: object\n",
      "bs    PHR\n",
      "cf    PHR\n",
      "ic    PHR\n",
      "Name: symbol, dtype: object\n",
      "bs    MOFG\n",
      "cf    MOFG\n",
      "ic    MOFG\n",
      "Name: symbol, dtype: object\n",
      "bs    LEVL\n",
      "cf    LEVL\n",
      "ic    LEVL\n",
      "Name: symbol, dtype: object\n",
      "bs    NXPI\n",
      "cf    NXPI\n",
      "ic    NXPI\n",
      "Name: symbol, dtype: object\n",
      "bs    PROSPER\n",
      "cf    PROSPER\n",
      "ic    PROSPER\n",
      "Name: symbol, dtype: object\n",
      "bs    HI\n",
      "cf    HI\n",
      "ic    HI\n",
      "Name: symbol, dtype: object\n",
      "bs    TWTR\n",
      "cf    TWTR\n",
      "ic    TWTR\n",
      "Name: symbol, dtype: object\n",
      "bs    AVYA\n",
      "cf    AVYA\n",
      "ic    AVYA\n",
      "Name: symbol, dtype: object\n",
      "bs    IPI\n",
      "cf    IPI\n",
      "ic    IPI\n",
      "Name: symbol, dtype: object\n",
      "bs    NX\n",
      "cf    NX\n",
      "ic    NX\n",
      "Name: symbol, dtype: object\n",
      "bs    AGNC\n",
      "cf    AGNC\n",
      "ic    AGNC\n",
      "Name: symbol, dtype: object\n",
      "bs    ZUO\n",
      "cf    ZUO\n",
      "ic    ZUO\n",
      "Name: symbol, dtype: object\n",
      "bs    WES\n",
      "cf    WES\n",
      "ic    WES\n",
      "Name: symbol, dtype: object\n",
      "bs    FOXF\n",
      "cf    FOXF\n",
      "ic    FOXF\n",
      "Name: symbol, dtype: object\n",
      "bs    CVI\n",
      "cf    CVI\n",
      "ic    CVI\n",
      "Name: symbol, dtype: object\n",
      "bs    KIDS\n",
      "cf    KIDS\n",
      "ic    KIDS\n",
      "Name: symbol, dtype: object\n",
      "bs    ECHO\n",
      "cf    ECHO\n",
      "ic    ECHO\n",
      "Name: symbol, dtype: object\n",
      "bs    HQY\n",
      "cf    HQY\n",
      "ic    HQY\n",
      "Name: symbol, dtype: object\n",
      "bs    APPF\n",
      "cf    APPF\n",
      "ic    APPF\n",
      "Name: symbol, dtype: object\n",
      "bs    HLNE\n",
      "cf    HLNE\n",
      "ic    HLNE\n",
      "Name: symbol, dtype: object\n",
      "bs    IVR\n",
      "cf    IVR\n",
      "ic    IVR\n",
      "Name: symbol, dtype: object\n",
      "bs    DISCA\n",
      "cf    DISCA\n",
      "ic    DISCA\n",
      "Name: symbol, dtype: object\n",
      "bs    BFAM\n",
      "cf    BFAM\n",
      "ic    BFAM\n",
      "Name: symbol, dtype: object\n",
      "bs    FIZZ\n",
      "cf    FIZZ\n",
      "ic    FIZZ\n",
      "Name: symbol, dtype: object\n",
      "bs    SENEA\n",
      "cf    SENEA\n",
      "ic    SENEA\n",
      "Name: symbol, dtype: object\n",
      "bs    AXAS\n",
      "cf    AXAS\n",
      "ic    AXAS\n",
      "Name: symbol, dtype: object\n",
      "bs    BSET\n",
      "cf    BSET\n",
      "ic    BSET\n",
      "Name: symbol, dtype: object\n",
      "bs    PKE\n",
      "cf    PKE\n",
      "ic    PKE\n",
      "Name: symbol, dtype: object\n",
      "bs    BABB\n",
      "cf    BABB\n",
      "ic    BABB\n",
      "Name: symbol, dtype: object\n",
      "bs    ADMT\n",
      "cf    ADMT\n",
      "ic    ADMT\n",
      "Name: symbol, dtype: object\n",
      "bs    IIIN\n",
      "cf    IIIN\n",
      "ic    IIIN\n",
      "Name: symbol, dtype: object\n",
      "bs    BUKS\n",
      "cf    BUKS\n",
      "ic    BUKS\n",
      "Name: symbol, dtype: object\n",
      "bs    RMCF\n",
      "cf    RMCF\n",
      "ic    RMCF\n",
      "Name: symbol, dtype: object\n",
      "bs    GRC\n",
      "cf    GRC\n",
      "ic    GRC\n",
      "Name: symbol, dtype: object\n",
      "bs    BCTF\n",
      "cf    BCTF\n",
      "ic    BCTF\n",
      "Name: symbol, dtype: object\n",
      "bs    VALU\n",
      "cf    VALU\n",
      "ic    VALU\n",
      "Name: symbol, dtype: object\n",
      "bs    JBHT\n",
      "cf    JBHT\n",
      "ic    JBHT\n",
      "Name: symbol, dtype: object\n",
      "bs    SGC\n",
      "cf    SGC\n",
      "ic    SGC\n",
      "Name: symbol, dtype: object\n",
      "bs    BFIN\n",
      "cf    BFIN\n",
      "ic    BFIN\n",
      "Name: symbol, dtype: object\n",
      "bs    MRC\n",
      "cf    MRC\n",
      "ic    MRC\n",
      "Name: symbol, dtype: object\n",
      "bs    ULBI\n",
      "cf    ULBI\n",
      "ic    ULBI\n",
      "Name: symbol, dtype: object\n",
      "bs    DAN\n",
      "cf    DAN\n",
      "ic    DAN\n",
      "Name: symbol, dtype: object\n",
      "bs    NWHM\n",
      "cf    NWHM\n",
      "ic    NWHM\n",
      "Name: symbol, dtype: object\n",
      "bs    VCYT\n",
      "cf    VCYT\n",
      "ic    VCYT\n",
      "Name: symbol, dtype: object\n",
      "bs    DLA\n",
      "cf    DLA\n",
      "ic    DLA\n",
      "Name: symbol, dtype: object\n",
      "bs    LSCC\n",
      "cf    LSCC\n",
      "ic    LSCC\n",
      "Name: symbol, dtype: object\n",
      "bs    CENB\n",
      "cf    CENB\n",
      "ic    CENB\n",
      "Name: symbol, dtype: object\n",
      "bs    HMNF\n",
      "cf    HMNF\n",
      "ic    HMNF\n",
      "Name: symbol, dtype: object\n",
      "bs    JJSF\n",
      "cf    JJSF\n",
      "ic    JJSF\n",
      "Name: symbol, dtype: object\n",
      "bs    PRLB\n",
      "cf    PRLB\n",
      "ic    PRLB\n",
      "Name: symbol, dtype: object\n",
      "bs    AEGN\n",
      "cf    AEGN\n",
      "ic    AEGN\n",
      "Name: symbol, dtype: object\n",
      "bs    LMST\n",
      "cf    LMST\n",
      "ic    LMST\n",
      "Name: symbol, dtype: object\n",
      "bs    FNCB\n",
      "cf    FNCB\n",
      "ic    FNCB\n",
      "Name: symbol, dtype: object\n",
      "bs    HNRG\n",
      "cf    HNRG\n",
      "ic    HNRG\n",
      "Name: symbol, dtype: object\n",
      "bs    MPWR\n",
      "cf    MPWR\n",
      "ic    MPWR\n",
      "Name: symbol, dtype: object\n",
      "bs    PETS\n",
      "cf    PETS\n",
      "ic    PETS\n",
      "Name: symbol, dtype: object\n",
      "bs    INS\n",
      "cf    INS\n",
      "ic    INS\n",
      "Name: symbol, dtype: object\n",
      "bs    OXFD\n",
      "cf    OXFD\n",
      "ic    OXFD\n",
      "Name: symbol, dtype: object\n",
      "bs    MBCN\n",
      "cf    MBCN\n",
      "ic    MBCN\n",
      "Name: symbol, dtype: object\n",
      "bs    COHU\n",
      "cf    COHU\n",
      "ic    COHU\n",
      "Name: symbol, dtype: object\n",
      "bs    FRPT\n",
      "cf    FRPT\n",
      "ic    FRPT\n",
      "Name: symbol, dtype: object\n",
      "bs    GNRC\n",
      "cf    GNRC\n",
      "ic    GNRC\n",
      "Name: symbol, dtype: object\n",
      "bs    UBOH\n",
      "cf    UBOH\n",
      "ic    UBOH\n",
      "Name: symbol, dtype: object\n",
      "bs    NHTC\n",
      "cf    NHTC\n",
      "ic    NHTC\n",
      "Name: symbol, dtype: object\n",
      "bs    PLBC\n",
      "cf    PLBC\n",
      "ic    PLBC\n",
      "Name: symbol, dtype: object\n",
      "bs    IAU\n",
      "cf    IAU\n",
      "ic    IAU\n",
      "Name: symbol, dtype: object\n",
      "bs    SLV\n",
      "cf    SLV\n",
      "ic    SLV\n",
      "Name: symbol, dtype: object\n",
      "bs    GSG\n",
      "cf    GSG\n",
      "ic    GSG\n",
      "Name: symbol, dtype: object\n",
      "bs    NWPX\n",
      "cf    NWPX\n",
      "ic    NWPX\n",
      "Name: symbol, dtype: object\n",
      "bs    AGS\n",
      "cf    AGS\n",
      "ic    AGS\n",
      "Name: symbol, dtype: object\n",
      "bs    TRXC\n",
      "cf    TRXC\n",
      "ic    TRXC\n",
      "Name: symbol, dtype: object\n",
      "bs    MLAB\n",
      "cf    MLAB\n",
      "ic    MLAB\n",
      "Name: symbol, dtype: object\n",
      "bs    BYD\n",
      "cf    BYD\n",
      "ic    BYD\n",
      "Name: symbol, dtype: object\n",
      "bs    ORA\n",
      "cf    ORA\n",
      "ic    ORA\n",
      "Name: symbol, dtype: object\n",
      "bs    GTN\n",
      "cf    GTN\n",
      "ic    GTN\n",
      "Name: symbol, dtype: object\n",
      "bs    AMNB\n",
      "cf    AMNB\n",
      "ic    AMNB\n",
      "Name: symbol, dtype: object\n",
      "bs    CKX\n",
      "cf    CKX\n",
      "ic    CKX\n",
      "Name: symbol, dtype: object\n",
      "bs    DMLP\n",
      "cf    DMLP\n",
      "ic    DMLP\n",
      "Name: symbol, dtype: object\n",
      "bs    HL\n",
      "cf    HL\n",
      "ic    HL\n",
      "Name: symbol, dtype: object\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "bs    LMAT\n",
      "cf    LMAT\n",
      "ic    LMAT\n",
      "Name: symbol, dtype: object\n",
      "bs    NGVC\n",
      "cf    NGVC\n",
      "ic    NGVC\n",
      "Name: symbol, dtype: object\n",
      "bs    SHYF\n",
      "cf    SHYF\n",
      "ic    SHYF\n",
      "Name: symbol, dtype: object\n",
      "bs    WTI\n",
      "cf    WTI\n",
      "ic    WTI\n",
      "Name: symbol, dtype: object\n",
      "bs    PDFS\n",
      "cf    PDFS\n",
      "ic    PDFS\n",
      "Name: symbol, dtype: object\n",
      "bs    AAOI\n",
      "cf    AAOI\n",
      "ic    AAOI\n",
      "Name: symbol, dtype: object\n",
      "bs    SIGA\n",
      "cf    SIGA\n",
      "ic    SIGA\n",
      "Name: symbol, dtype: object\n",
      "bs    APT\n",
      "cf    APT\n",
      "ic    APT\n",
      "Name: symbol, dtype: object\n",
      "bs    TCX\n",
      "cf    TCX\n",
      "ic    TCX\n",
      "Name: symbol, dtype: object\n",
      "bs    PTSI\n",
      "cf    PTSI\n",
      "ic    PTSI\n",
      "Name: symbol, dtype: object\n",
      "bs    NATH\n",
      "cf    NATH\n",
      "ic    NATH\n",
      "Name: symbol, dtype: object\n",
      "bs    MRTN\n",
      "cf    MRTN\n",
      "ic    MRTN\n",
      "Name: symbol, dtype: object\n",
      "bs    MBWM\n",
      "cf    MBWM\n",
      "ic    MBWM\n",
      "Name: symbol, dtype: object\n",
      "bs    BOMN\n",
      "cf    BOMN\n",
      "ic    BOMN\n",
      "Name: symbol, dtype: object\n",
      "bs    NRC\n",
      "cf    NRC\n",
      "ic    NRC\n",
      "Name: symbol, dtype: object\n",
      "bs    COHN\n",
      "cf    COHN\n",
      "ic    COHN\n",
      "Name: symbol, dtype: object\n",
      "bs    GFED\n",
      "cf    GFED\n",
      "ic    GFED\n",
      "Name: symbol, dtype: object\n",
      "bs    WBHC\n",
      "cf    WBHC\n",
      "ic    WBHC\n",
      "Name: symbol, dtype: object\n",
      "bs    HIT\n",
      "cf    HIT\n",
      "ic    HIT\n",
      "Name: symbol, dtype: object\n",
      "bs    NHC\n",
      "cf    NHC\n",
      "ic    NHC\n",
      "Name: symbol, dtype: object\n",
      "bs    KIM\n",
      "cf    KIM\n",
      "ic    KIM\n",
      "Name: symbol, dtype: object\n",
      "bs    RUSHA\n",
      "cf    RUSHA\n",
      "ic    RUSHA\n",
      "Name: symbol, dtype: object\n",
      "bs    EBMT\n",
      "cf    EBMT\n",
      "ic    EBMT\n",
      "Name: symbol, dtype: object\n",
      "bs    BOCH\n",
      "cf    BOCH\n",
      "ic    BOCH\n",
      "Name: symbol, dtype: object\n",
      "bs    DJCO\n",
      "cf    DJCO\n",
      "ic    DJCO\n",
      "Name: symbol, dtype: object\n",
      "bs    LEE\n",
      "cf    LEE\n",
      "ic    LEE\n",
      "Name: symbol, dtype: object\n",
      "bs    OTTR\n",
      "cf    OTTR\n",
      "ic    OTTR\n",
      "Name: symbol, dtype: object\n",
      "bs    SYTE\n",
      "cf    SYTE\n",
      "ic    SYTE\n",
      "Name: symbol, dtype: object\n",
      "bs    FMFG\n",
      "cf    FMFG\n",
      "ic    FMFG\n",
      "Name: symbol, dtype: object\n",
      "bs    DFFN\n",
      "cf    DFFN\n",
      "ic    DFFN\n",
      "Name: symbol, dtype: object\n",
      "bs    CDZI\n",
      "cf    CDZI\n",
      "ic    CDZI\n",
      "Name: symbol, dtype: object\n",
      "bs    SYBT\n",
      "cf    SYBT\n",
      "ic    SYBT\n",
      "Name: symbol, dtype: object\n",
      "bs    NWIN\n",
      "cf    NWIN\n",
      "ic    NWIN\n",
      "Name: symbol, dtype: object\n",
      "bs    BELFA\n",
      "cf    BELFA\n",
      "ic    BELFA\n",
      "Name: symbol, dtype: object\n",
      "bs    CEIX\n",
      "cf    CEIX\n",
      "ic    CEIX\n",
      "Name: symbol, dtype: object\n",
      "bs    CCR\n",
      "cf    CCR\n",
      "ic    CCR\n",
      "Name: symbol, dtype: object\n",
      "bs    HYMC\n",
      "cf    HYMC\n",
      "ic    HYMC\n",
      "Name: symbol, dtype: object\n",
      "bs    MADI\n",
      "cf    MADI\n",
      "ic    MADI\n",
      "Name: symbol, dtype: object\n",
      "bs    NKSH\n",
      "cf    NKSH\n",
      "ic    NKSH\n",
      "Name: symbol, dtype: object\n",
      "bs    GOVX\n",
      "cf    GOVX\n",
      "ic    GOVX\n",
      "Name: symbol, dtype: object\n",
      "bs    CLDB\n",
      "cf    CLDB\n",
      "ic    CLDB\n",
      "Name: symbol, dtype: object\n",
      "bs    FXNC\n",
      "cf    FXNC\n",
      "ic    FXNC\n",
      "Name: symbol, dtype: object\n",
      "bs    FRBK\n",
      "cf    FRBK\n",
      "ic    FRBK\n",
      "Name: symbol, dtype: object\n",
      "bs    LBYYQ\n",
      "cf    LBYYQ\n",
      "ic    LBYYQ\n",
      "Name: symbol, dtype: object\n",
      "bs    FCBC\n",
      "cf    FCBC\n",
      "ic    FCBC\n",
      "Name: symbol, dtype: object\n",
      "bs    ALSK\n",
      "cf    ALSK\n",
      "ic    ALSK\n",
      "Name: symbol, dtype: object\n",
      "bs    CLPR\n",
      "cf    CLPR\n",
      "ic    CLPR\n",
      "Name: symbol, dtype: object\n",
      "bs    SRTK\n",
      "cf    SRTK\n",
      "ic    SRTK\n",
      "Name: symbol, dtype: object\n",
      "bs    ACRX\n",
      "cf    ACRX\n",
      "ic    ACRX\n",
      "Name: symbol, dtype: object\n",
      "bs    STLY\n",
      "cf    STLY\n",
      "ic    STLY\n",
      "Name: symbol, dtype: object\n",
      "bs    LQDA\n",
      "cf    LQDA\n",
      "ic    LQDA\n",
      "Name: symbol, dtype: object\n",
      "bs    FLNT\n",
      "cf    FLNT\n",
      "ic    FLNT\n",
      "Name: symbol, dtype: object\n",
      "bs    PACQ\n",
      "cf    PACQ\n",
      "ic    PACQ\n",
      "Name: symbol, dtype: object\n",
      "bs    BLFS\n",
      "cf    BLFS\n",
      "ic    BLFS\n",
      "Name: symbol, dtype: object\n",
      "bs    FNWB\n",
      "cf    FNWB\n",
      "ic    FNWB\n",
      "Name: symbol, dtype: object\n",
      "bs    DSPG\n",
      "cf    DSPG\n",
      "ic    DSPG\n",
      "Name: symbol, dtype: object\n",
      "bs    LIND\n",
      "cf    LIND\n",
      "ic    LIND\n",
      "Name: symbol, dtype: object\n",
      "bs    LIQT\n",
      "cf    LIQT\n",
      "ic    LIQT\n",
      "Name: symbol, dtype: object\n",
      "bs    GEVO\n",
      "cf    GEVO\n",
      "ic    GEVO\n",
      "Name: symbol, dtype: object\n",
      "bs    CNFN\n",
      "cf    CNFN\n",
      "ic    CNFN\n",
      "Name: symbol, dtype: object\n",
      "bs    OVLY\n",
      "cf    OVLY\n",
      "ic    OVLY\n",
      "Name: symbol, dtype: object\n",
      "bs    PMHG\n",
      "cf    PMHG\n",
      "ic    PMHG\n",
      "Name: symbol, dtype: object\n",
      "bs    EMCF\n",
      "cf    EMCF\n",
      "ic    EMCF\n",
      "Name: symbol, dtype: object\n",
      "bs    GDP\n",
      "cf    GDP\n",
      "ic    GDP\n",
      "Name: symbol, dtype: object\n",
      "bs    AXAS\n",
      "cf    AXAS\n",
      "ic    AXAS\n",
      "Name: symbol, dtype: object\n",
      "bs    CYAN\n",
      "cf    CYAN\n",
      "ic    CYAN\n",
      "Name: symbol, dtype: object\n",
      "bs    JMP\n",
      "cf    JMP\n",
      "ic    JMP\n",
      "Name: symbol, dtype: object\n",
      "bs    DMAC\n",
      "cf    DMAC\n",
      "ic    DMAC\n",
      "Name: symbol, dtype: object\n",
      "bs    NSYS\n",
      "cf    NSYS\n",
      "ic    NSYS\n",
      "Name: symbol, dtype: object\n",
      "bs    GNPX\n",
      "cf    GNPX\n",
      "ic    GNPX\n",
      "Name: symbol, dtype: object\n",
      "bs    MLP\n",
      "cf    MLP\n",
      "ic    MLP\n",
      "Name: symbol, dtype: object\n",
      "bs    CRWS\n",
      "cf    CRWS\n",
      "ic    CRWS\n",
      "Name: symbol, dtype: object\n",
      "bs    INTT\n",
      "cf    INTT\n",
      "ic    INTT\n",
      "Name: symbol, dtype: object\n",
      "bs    SBP\n",
      "cf    SBP\n",
      "ic    SBP\n",
      "Name: symbol, dtype: object\n",
      "bs    ACAN\n",
      "cf    ACAN\n",
      "ic    ACAN\n",
      "Name: symbol, dtype: object\n",
      "bs    IKNX\n",
      "cf    IKNX\n",
      "ic    IKNX\n",
      "Name: symbol, dtype: object\n",
      "bs    KMPH\n",
      "cf    KMPH\n",
      "ic    KMPH\n",
      "Name: symbol, dtype: object\n",
      "bs    TBTC\n",
      "cf    TBTC\n",
      "ic    TBTC\n",
      "Name: symbol, dtype: object\n",
      "bs    BCDA\n",
      "cf    BCDA\n",
      "ic    BCDA\n",
      "Name: symbol, dtype: object\n",
      "bs    EEPL\n",
      "cf    EEPL\n",
      "ic    EEPL\n",
      "Name: symbol, dtype: object\n",
      "bs    ATOS\n",
      "cf    ATOS\n",
      "ic    ATOS\n",
      "Name: symbol, dtype: object\n",
      "bs    SYPR\n",
      "cf    SYPR\n",
      "ic    SYPR\n",
      "Name: symbol, dtype: object\n",
      "bs    NOVC\n",
      "cf    NOVC\n",
      "ic    NOVC\n",
      "Name: symbol, dtype: object\n",
      "bs    PFBX\n",
      "cf    PFBX\n",
      "ic    PFBX\n",
      "Name: symbol, dtype: object\n",
      "bs    USAC\n",
      "cf    USAC\n",
      "ic    USAC\n",
      "Name: symbol, dtype: object\n",
      "bs    FTFC\n",
      "cf    FTFC\n",
      "ic    FTFC\n",
      "Name: symbol, dtype: object\n",
      "bs    PNBK\n",
      "cf    PNBK\n",
      "ic    PNBK\n",
      "Name: symbol, dtype: object\n",
      "bs    VIVE\n",
      "cf    VIVE\n",
      "ic    VIVE\n",
      "Name: symbol, dtype: object\n",
      "bs    INTZ\n",
      "cf    INTZ\n",
      "ic    INTZ\n",
      "Name: symbol, dtype: object\n",
      "bs    BLIN\n",
      "cf    BLIN\n",
      "ic    BLIN\n",
      "Name: symbol, dtype: object\n",
      "bs    OVTZ\n",
      "cf    OVTZ\n",
      "ic    OVTZ\n",
      "Name: symbol, dtype: object\n",
      "bs    NETE\n",
      "cf    NETE\n",
      "ic    NETE\n",
      "Name: symbol, dtype: object\n",
      "bs    GYRO\n",
      "cf    GYRO\n",
      "ic    GYRO\n",
      "Name: symbol, dtype: object\n",
      "bs    WINT\n",
      "cf    WINT\n",
      "ic    WINT\n",
      "Name: symbol, dtype: object\n",
      "bs    RSRV\n",
      "cf    RSRV\n",
      "ic    RSRV\n",
      "Name: symbol, dtype: object\n",
      "bs    PLXP\n",
      "cf    PLXP\n",
      "ic    PLXP\n",
      "Name: symbol, dtype: object\n",
      "bs    ENSV\n",
      "cf    ENSV\n",
      "ic    ENSV\n",
      "Name: symbol, dtype: object\n",
      "bs    CBLI\n",
      "cf    CBLI\n",
      "ic    CBLI\n",
      "Name: symbol, dtype: object\n",
      "bs    CRAWA\n",
      "cf    CRAWA\n",
      "ic    CRAWA\n",
      "Name: symbol, dtype: object\n",
      "bs    RELV\n",
      "cf    RELV\n",
      "ic    RELV\n",
      "Name: symbol, dtype: object\n",
      "bs    MKRS\n",
      "cf    MKRS\n",
      "ic    MKRS\n",
      "Name: symbol, dtype: object\n",
      "bs    CRTG\n",
      "cf    CRTG\n",
      "ic    CRTG\n",
      "Name: symbol, dtype: object\n",
      "bs    COFS\n",
      "cf    COFS\n",
      "ic    COFS\n",
      "Name: symbol, dtype: object\n",
      "bs    MMND\n",
      "cf    MMND\n",
      "ic    MMND\n",
      "Name: symbol, dtype: object\n",
      "bs    BLBX\n",
      "cf    BLBX\n",
      "ic    BLBX\n",
      "Name: symbol, dtype: object\n",
      "bs    ATLC\n",
      "cf    ATLC\n",
      "ic    ATLC\n",
      "Name: symbol, dtype: object\n",
      "bs    PKKW\n",
      "cf    PKKW\n",
      "ic    PKKW\n",
      "Name: symbol, dtype: object\n",
      "bs    IAIC\n",
      "cf    IAIC\n",
      "ic    IAIC\n",
      "Name: symbol, dtype: object\n",
      "bs    INFU\n",
      "cf    INFU\n",
      "ic    INFU\n",
      "Name: symbol, dtype: object\n",
      "bs    SGRP\n",
      "cf    SGRP\n",
      "ic    SGRP\n",
      "Name: symbol, dtype: object\n",
      "bs    MCCX\n",
      "cf    MCCX\n",
      "ic    MCCX\n",
      "Name: symbol, dtype: object\n",
      "bs    THMO\n",
      "cf    THMO\n",
      "ic    THMO\n",
      "Name: symbol, dtype: object\n",
      "bs    SKAS\n",
      "cf    SKAS\n",
      "ic    SKAS\n",
      "Name: symbol, dtype: object\n",
      "bs    MLSS\n",
      "cf    MLSS\n",
      "ic    MLSS\n",
      "Name: symbol, dtype: object\n",
      "bs    NAVB\n",
      "cf    NAVB\n",
      "ic    NAVB\n",
      "Name: symbol, dtype: object\n",
      "bs    TSSI\n",
      "cf    TSSI\n",
      "ic    TSSI\n",
      "Name: symbol, dtype: object\n",
      "bs    CVV\n",
      "cf    CVV\n",
      "ic    CVV\n",
      "Name: symbol, dtype: object\n",
      "bs    CRGS\n",
      "cf    CRGS\n",
      "ic    CRGS\n",
      "Name: symbol, dtype: object\n",
      "bs    ASFI\n",
      "cf    ASFI\n",
      "ic    ASFI\n",
      "Name: symbol, dtype: object\n",
      "bs    BLGO\n",
      "cf    BLGO\n",
      "ic    BLGO\n",
      "Name: symbol, dtype: object\n",
      "bs    ZGSI\n",
      "cf    ZGSI\n",
      "ic    ZGSI\n",
      "Name: symbol, dtype: object\n",
      "bs    TLCC\n",
      "cf    TLCC\n",
      "ic    TLCC\n",
      "Name: symbol, dtype: object\n",
      "bs    OEG\n",
      "cf    OEG\n",
      "ic    OEG\n",
      "Name: symbol, dtype: object\n",
      "bs    SGRP\n",
      "cf    SGRP\n",
      "ic    SGRP\n",
      "Name: symbol, dtype: object\n",
      "bs    TCCI\n",
      "cf    TCCI\n",
      "ic    TCCI\n",
      "Name: symbol, dtype: object\n",
      "bs    CTIB\n",
      "cf    CTIB\n",
      "ic    CTIB\n",
      "Name: symbol, dtype: object\n",
      "bs    ADMT\n",
      "cf    ADMT\n",
      "ic    ADMT\n",
      "Name: symbol, dtype: object\n",
      "bs    SXI\n",
      "cf    SXI\n",
      "ic    SXI\n",
      "Name: symbol, dtype: object\n",
      "bs    TWIN\n",
      "cf    TWIN\n",
      "ic    TWIN\n",
      "Name: symbol, dtype: object\n",
      "bs    TECH\n",
      "cf    TECH\n",
      "ic    TECH\n",
      "Name: symbol, dtype: object\n",
      "bs    ETH\n",
      "cf    ETH\n",
      "ic    ETH\n",
      "Name: symbol, dtype: object\n",
      "bs    PGAS\n",
      "cf    PGAS\n",
      "ic    PGAS\n",
      "Name: symbol, dtype: object\n",
      "bs    GBLX\n",
      "cf    GBLX\n",
      "ic    GBLX\n",
      "Name: symbol, dtype: object\n",
      "bs    GBLX\n",
      "cf    GBLX\n",
      "ic    GBLX\n",
      "Name: symbol, dtype: object\n",
      "bs    HOV\n",
      "cf    HOV\n",
      "ic    HOV\n",
      "Name: symbol, dtype: object\n",
      "bs    PPIH\n",
      "cf    PPIH\n",
      "ic    PPIH\n",
      "Name: symbol, dtype: object\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "bs    BBCP\n",
      "cf    BBCP\n",
      "ic    BBCP\n",
      "Name: symbol, dtype: object\n",
      "bs    CAL\n",
      "cf    CAL\n",
      "ic    CAL\n",
      "Name: symbol, dtype: object\n",
      "bs    FIZZ\n",
      "cf    FIZZ\n",
      "ic    FIZZ\n",
      "Name: symbol, dtype: object\n",
      "bs    OCC\n",
      "cf    OCC\n",
      "ic    OCC\n",
      "Name: symbol, dtype: object\n",
      "bs    BBW\n",
      "cf    BBW\n",
      "ic    BBW\n",
      "Name: symbol, dtype: object\n",
      "bs    RFIL\n",
      "cf    RFIL\n",
      "ic    RFIL\n",
      "Name: symbol, dtype: object\n",
      "bs    BUKS\n",
      "cf    BUKS\n",
      "ic    BUKS\n",
      "Name: symbol, dtype: object\n",
      "bs    FLWS\n",
      "cf    FLWS\n",
      "ic    FLWS\n",
      "Name: symbol, dtype: object\n",
      "bs    LYTS\n",
      "cf    LYTS\n",
      "ic    LYTS\n",
      "Name: symbol, dtype: object\n",
      "bs    VALU\n",
      "cf    VALU\n",
      "ic    VALU\n",
      "Name: symbol, dtype: object\n",
      "bs    RTRX\n",
      "cf    RTRX\n",
      "ic    RTRX\n",
      "Name: symbol, dtype: object\n",
      "bs    AGIO\n",
      "cf    AGIO\n",
      "ic    AGIO\n",
      "Name: symbol, dtype: object\n",
      "bs    RXN\n",
      "cf    RXN\n",
      "ic    RXN\n",
      "Name: symbol, dtype: object\n",
      "bs    APPN\n",
      "cf    APPN\n",
      "ic    APPN\n",
      "Name: symbol, dtype: object\n",
      "bs    LXP\n",
      "cf    LXP\n",
      "ic    LXP\n",
      "Name: symbol, dtype: object\n",
      "bs    AEY\n",
      "cf    AEY\n",
      "ic    AEY\n",
      "Name: symbol, dtype: object\n",
      "bs    WK\n",
      "cf    WK\n",
      "ic    WK\n",
      "Name: symbol, dtype: object\n",
      "bs    SECI\n",
      "cf    SECI\n",
      "ic    SECI\n",
      "Name: symbol, dtype: object\n",
      "bs    APHD\n",
      "cf    APHD\n",
      "ic    APHD\n",
      "Name: symbol, dtype: object\n",
      "bs    ALTX\n",
      "cf    ALTX\n",
      "ic    ALTX\n",
      "Name: symbol, dtype: object\n",
      "bs    DTII\n",
      "cf    DTII\n",
      "ic    DTII\n",
      "Name: symbol, dtype: object\n",
      "bs    SFEG\n",
      "cf    SFEG\n",
      "ic    SFEG\n",
      "Name: symbol, dtype: object\n",
      "bs    SFEG\n",
      "cf    SFEG\n",
      "ic    SFEG\n",
      "Name: symbol, dtype: object\n",
      "bs    SFEG\n",
      "cf    SFEG\n",
      "ic    SFEG\n",
      "Name: symbol, dtype: object\n",
      "bs    FCCN\n",
      "cf    FCCN\n",
      "ic    FCCN\n",
      "Name: symbol, dtype: object\n",
      "bs    SFEG\n",
      "cf    SFEG\n",
      "ic    SFEG\n",
      "Name: symbol, dtype: object\n",
      "bs    SFEG\n",
      "cf    SFEG\n",
      "ic    SFEG\n",
      "Name: symbol, dtype: object\n",
      "bs    FFLO\n",
      "cf    FFLO\n",
      "ic    FFLO\n",
      "Name: symbol, dtype: object\n",
      "bs    NAHD\n",
      "cf    NAHD\n",
      "ic    NAHD\n",
      "Name: symbol, dtype: object\n",
      "bs    NCRE\n",
      "cf    NCRE\n",
      "ic    NCRE\n",
      "Name: symbol, dtype: object\n",
      "bs    TWGL\n",
      "cf    TWGL\n",
      "ic    TWGL\n",
      "Name: symbol, dtype: object\n",
      "bs    FERL\n",
      "cf    FERL\n",
      "ic    FERL\n",
      "Name: symbol, dtype: object\n",
      "bs    PSSR\n",
      "cf    PSSR\n",
      "ic    PSSR\n",
      "Name: symbol, dtype: object\n",
      "bs    FIL\n",
      "cf    FIL\n",
      "ic    FIL\n",
      "Name: symbol, dtype: object\n",
      "bs    ABUS\n",
      "cf    ABUS\n",
      "ic    ABUS\n",
      "Name: symbol, dtype: object\n",
      "bs    CSTL\n",
      "cf    CSTL\n",
      "ic    CSTL\n",
      "Name: symbol, dtype: object\n",
      "bs    FIT\n",
      "cf    FIT\n",
      "ic    FIT\n",
      "Name: symbol, dtype: object\n",
      "bs    TWLO\n",
      "cf    TWLO\n",
      "ic    TWLO\n",
      "Name: symbol, dtype: object\n",
      "bs    SUWN\n",
      "cf    SUWN\n",
      "ic    SUWN\n",
      "Name: symbol, dtype: object\n",
      "bs    SUWN\n",
      "cf    SUWN\n",
      "ic    SUWN\n",
      "Name: symbol, dtype: object\n",
      "bs    ART\n",
      "cf    ART\n",
      "ic    ART\n",
      "Name: symbol, dtype: object\n",
      "bs    CFB\n",
      "cf    CFB\n",
      "ic    CFB\n",
      "Name: symbol, dtype: object\n",
      "bs    ALRM\n",
      "cf    ALRM\n",
      "ic    ALRM\n",
      "Name: symbol, dtype: object\n",
      "bs    TWOU\n",
      "cf    TWOU\n",
      "ic    TWOU\n",
      "Name: symbol, dtype: object\n",
      "bs    SIBN\n",
      "cf    SIBN\n",
      "ic    SIBN\n",
      "Name: symbol, dtype: object\n",
      "bs    ZEN\n",
      "cf    ZEN\n",
      "ic    ZEN\n",
      "Name: symbol, dtype: object\n",
      "bs    TWO\n",
      "cf    TWO\n",
      "ic    TWO\n",
      "Name: symbol, dtype: object\n",
      "bs    MSBI\n",
      "cf    MSBI\n",
      "ic    MSBI\n",
      "Name: symbol, dtype: object\n",
      "bs    COWN\n",
      "cf    COWN\n",
      "ic    COWN\n",
      "Name: symbol, dtype: object\n",
      "bs    GM\n",
      "cf    GM\n",
      "ic    GM\n",
      "Name: symbol, dtype: object\n",
      "bs    SCWX\n",
      "cf    SCWX\n",
      "ic    SCWX\n",
      "Name: symbol, dtype: object\n",
      "bs    NWBI\n",
      "cf    NWBI\n",
      "ic    NWBI\n",
      "Name: symbol, dtype: object\n",
      "bs    PEB\n",
      "cf    PEB\n",
      "ic    PEB\n",
      "Name: symbol, dtype: object\n",
      "bs    LBC\n",
      "cf    LBC\n",
      "ic    LBC\n",
      "Name: symbol, dtype: object\n",
      "bs    NBHC\n",
      "cf    NBHC\n",
      "ic    NBHC\n",
      "Name: symbol, dtype: object\n",
      "bs    CLDT\n",
      "cf    CLDT\n",
      "ic    CLDT\n",
      "Name: symbol, dtype: object\n",
      "bs    TRNO\n",
      "cf    TRNO\n",
      "ic    TRNO\n",
      "Name: symbol, dtype: object\n",
      "bs    IQV\n",
      "cf    IQV\n",
      "ic    IQV\n",
      "Name: symbol, dtype: object\n",
      "bs    STAG\n",
      "cf    STAG\n",
      "ic    STAG\n",
      "Name: symbol, dtype: object\n",
      "bs    RVNC\n",
      "cf    RVNC\n",
      "ic    RVNC\n",
      "Name: symbol, dtype: object\n",
      "bs    QUAD\n",
      "cf    QUAD\n",
      "ic    QUAD\n",
      "Name: symbol, dtype: object\n",
      "bs    APTS\n",
      "cf    APTS\n",
      "ic    APTS\n",
      "Name: symbol, dtype: object\n",
      "bs    KBSRIII\n",
      "cf    KBSRIII\n",
      "ic    KBSRIII\n",
      "Name: symbol, dtype: object\n",
      "bs    HPP\n",
      "cf    HPP\n",
      "ic    HPP\n",
      "Name: symbol, dtype: object\n",
      "bs    EXPR\n",
      "cf    EXPR\n",
      "ic    EXPR\n",
      "Name: symbol, dtype: object\n",
      "bs    SESN\n",
      "cf    SESN\n",
      "ic    SESN\n",
      "Name: symbol, dtype: object\n",
      "bs    OAS\n",
      "cf    OAS\n",
      "ic    OAS\n",
      "Name: symbol, dtype: object\n",
      "bs    BWXT\n",
      "cf    BWXT\n",
      "ic    BWXT\n",
      "Name: symbol, dtype: object\n",
      "bs    ASPU\n",
      "cf    ASPU\n",
      "ic    ASPU\n",
      "Name: symbol, dtype: object\n",
      "bs    ASPU\n",
      "cf    ASPU\n",
      "ic    ASPU\n",
      "Name: symbol, dtype: object\n",
      "bs    GNMK\n",
      "cf    GNMK\n",
      "ic    GNMK\n",
      "Name: symbol, dtype: object\n",
      "bs    VPG\n",
      "cf    VPG\n",
      "ic    VPG\n",
      "Name: symbol, dtype: object\n",
      "bs    CUBI\n",
      "cf    CUBI\n",
      "ic    CUBI\n",
      "Name: symbol, dtype: object\n",
      "bs    THR\n",
      "cf    THR\n",
      "ic    THR\n",
      "Name: symbol, dtype: object\n",
      "bs    LYB\n",
      "cf    LYB\n",
      "ic    LYB\n",
      "Name: symbol, dtype: object\n",
      "bs    GRPN\n",
      "cf    GRPN\n",
      "ic    GRPN\n",
      "Name: symbol, dtype: object\n",
      "bs    CFFN\n",
      "cf    CFFN\n",
      "ic    CFFN\n",
      "Name: symbol, dtype: object\n",
      "bs    AUSC\n",
      "cf    AUSC\n",
      "ic    AUSC\n",
      "Name: symbol, dtype: object\n",
      "bs    AUSC\n",
      "cf    AUSC\n",
      "ic    AUSC\n",
      "Name: symbol, dtype: object\n",
      "bs    KNX\n",
      "cf    KNX\n",
      "ic    KNX\n",
      "Name: symbol, dtype: object\n",
      "bs    NFBK\n",
      "cf    NFBK\n",
      "ic    NFBK\n",
      "Name: symbol, dtype: object\n",
      "bs    MTSI\n",
      "cf    MTSI\n",
      "ic    MTSI\n",
      "Name: symbol, dtype: object\n",
      "bs    UNVR\n",
      "cf    UNVR\n",
      "ic    UNVR\n",
      "Name: symbol, dtype: object\n",
      "bs    OPTN\n",
      "cf    OPTN\n",
      "ic    OPTN\n",
      "Name: symbol, dtype: object\n",
      "bs    VRA\n",
      "cf    VRA\n",
      "ic    VRA\n",
      "Name: symbol, dtype: object\n",
      "bs    GGP\n",
      "cf    GGP\n",
      "ic    GGP\n",
      "Name: symbol, dtype: object\n",
      "bs    INN\n",
      "cf    INN\n",
      "ic    INN\n",
      "Name: symbol, dtype: object\n",
      "bs    ARA\n",
      "cf    ARA\n",
      "ic    ARA\n",
      "Name: symbol, dtype: object\n",
      "bs    ASNA\n",
      "cf    ASNA\n",
      "ic    ASNA\n",
      "Name: symbol, dtype: object\n",
      "bs    SAVE\n",
      "cf    SAVE\n",
      "ic    SAVE\n",
      "Name: symbol, dtype: object\n",
      "bs    AAT\n",
      "cf    AAT\n",
      "ic    AAT\n",
      "Name: symbol, dtype: object\n",
      "bs    GPRO\n",
      "cf    GPRO\n",
      "ic    GPRO\n",
      "Name: symbol, dtype: object\n",
      "bs    VBTX\n",
      "cf    VBTX\n",
      "ic    VBTX\n",
      "Name: symbol, dtype: object\n",
      "bs    HII\n",
      "cf    HII\n",
      "ic    HII\n",
      "Name: symbol, dtype: object\n",
      "bs    NSHI\n",
      "cf    NSHI\n",
      "ic    NSHI\n",
      "Name: symbol, dtype: object\n",
      "bs    CLW\n",
      "cf    CLW\n",
      "ic    CLW\n",
      "Name: symbol, dtype: object\n",
      "bs    UPLD\n",
      "cf    UPLD\n",
      "ic    UPLD\n",
      "Name: symbol, dtype: object\n",
      "bs    BWFG\n",
      "cf    BWFG\n",
      "ic    BWFG\n",
      "Name: symbol, dtype: object\n",
      "bs    DOMO10Q\n",
      "cf    DOMO10Q\n",
      "ic    DOMO10Q\n",
      "Name: symbol, dtype: object\n",
      "bs    PINS\n",
      "cf    PINS\n",
      "ic    PINS\n",
      "Name: symbol, dtype: object\n",
      "bs    RLJ\n",
      "cf    RLJ\n",
      "ic    RLJ\n",
      "Name: symbol, dtype: object\n",
      "bs    UBNT\n",
      "cf    UBNT\n",
      "ic    UBNT\n",
      "Name: symbol, dtype: object\n",
      "bs    SQ\n",
      "cf    SQ\n",
      "ic    SQ\n",
      "Name: symbol, dtype: object\n",
      "bs    NUVR\n",
      "cf    NUVR\n",
      "ic    NUVR\n",
      "Name: symbol, dtype: object\n",
      "bs    PCV\n",
      "cf    PCV\n",
      "ic    PCV\n",
      "Name: symbol, dtype: object\n",
      "bs    TLX\n",
      "cf    TLX\n",
      "ic    TLX\n",
      "Name: symbol, dtype: object\n",
      "bs    BMRA\n",
      "cf    BMRA\n",
      "ic    BMRA\n",
      "Name: symbol, dtype: object\n",
      "bs    MITT\n",
      "cf    MITT\n",
      "ic    MITT\n",
      "Name: symbol, dtype: object\n",
      "bs    BAND\n",
      "cf    BAND\n",
      "ic    BAND\n",
      "Name: symbol, dtype: object\n",
      "bs    SXC\n",
      "cf    SXC\n",
      "ic    SXC\n",
      "Name: symbol, dtype: object\n",
      "bs    AMCX\n",
      "cf    AMCX\n",
      "ic    AMCX\n",
      "Name: symbol, dtype: object\n",
      "bs    OBNK\n",
      "cf    OBNK\n",
      "ic    OBNK\n",
      "Name: symbol, dtype: object\n",
      "bs    CHEF\n",
      "cf    CHEF\n",
      "ic    CHEF\n",
      "Name: symbol, dtype: object\n",
      "bs    FSLY\n",
      "cf    FSLY\n",
      "ic    FSLY\n",
      "Name: symbol, dtype: object\n",
      "bs    MTDR\n",
      "cf    MTDR\n",
      "ic    MTDR\n",
      "Name: symbol, dtype: object\n",
      "bs    GWGH\n",
      "cf    GWGH\n",
      "ic    GWGH\n",
      "Name: symbol, dtype: object\n",
      "bs    USAC\n",
      "cf    USAC\n",
      "ic    USAC\n",
      "Name: symbol, dtype: object\n",
      "bs    VAC\n",
      "cf    VAC\n",
      "ic    VAC\n",
      "Name: symbol, dtype: object\n",
      "bs    XYL\n",
      "cf    XYL\n",
      "ic    XYL\n",
      "Name: symbol, dtype: object\n",
      "bs    SLCA\n",
      "cf    SLCA\n",
      "ic    SLCA\n",
      "Name: symbol, dtype: object\n",
      "bs    I\n",
      "cf    I\n",
      "ic    I\n",
      "Name: symbol, dtype: object\n",
      "bs    TROX\n",
      "cf    TROX\n",
      "ic    TROX\n",
      "Name: symbol, dtype: object\n",
      "bs    POST\n",
      "cf    POST\n",
      "ic    POST\n",
      "Name: symbol, dtype: object\n",
      "bs    BJ\n",
      "cf    BJ\n",
      "ic    BJ\n",
      "Name: symbol, dtype: object\n",
      "bs    PBF\n",
      "cf    PBF\n",
      "ic    PBF\n",
      "Name: symbol, dtype: object\n",
      "bs    PSX\n",
      "cf    PSX\n",
      "ic    PSX\n",
      "Name: symbol, dtype: object\n",
      "bs    CRWD\n",
      "cf    CRWD\n",
      "ic    CRWD\n",
      "Name: symbol, dtype: object\n",
      "bs    VOYA\n",
      "cf    VOYA\n",
      "ic    VOYA\n",
      "Name: symbol, dtype: object\n",
      "bs    ICD\n",
      "cf    ICD\n",
      "ic    ICD\n",
      "Name: symbol, dtype: object\n",
      "bs    OPRT\n",
      "cf    OPRT\n",
      "ic    OPRT\n",
      "Name: symbol, dtype: object\n",
      "bs    FANG\n",
      "cf    FANG\n",
      "ic    FANG\n",
      "Name: symbol, dtype: object\n",
      "bs    MDLA\n",
      "cf    MDLA\n",
      "ic    MDLA\n",
      "Name: symbol, dtype: object\n",
      "bs    RPT\n",
      "cf    RPT\n",
      "ic    RPT\n",
      "Name: symbol, dtype: object\n",
      "bs    UBER\n",
      "cf    UBER\n",
      "ic    UBER\n",
      "Name: symbol, dtype: object\n",
      "bs    MLND\n",
      "cf    MLND\n",
      "ic    MLND\n",
      "Name: symbol, dtype: object\n",
      "bs    BLMN\n",
      "cf    BLMN\n",
      "ic    BLMN\n",
      "Name: symbol, dtype: object\n",
      "bs    ALDA\n",
      "cf    ALDA\n",
      "ic    ALDA\n",
      "Name: symbol, dtype: object\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "bs    HTSI\n",
      "cf    HTSI\n",
      "ic    HTSI\n",
      "Name: symbol, dtype: object\n",
      "bs    TRTK\n",
      "cf    TRTK\n",
      "ic    TRTK\n",
      "Name: symbol, dtype: object\n",
      "bs    NUMD\n",
      "cf    NUMD\n",
      "ic    NUMD\n",
      "Name: symbol, dtype: object\n",
      "bs    SOLY\n",
      "cf    SOLY\n",
      "ic    SOLY\n",
      "Name: symbol, dtype: object\n",
      "bs    EKSO\n",
      "cf    EKSO\n",
      "ic    EKSO\n",
      "Name: symbol, dtype: object\n",
      "bs    SSTK\n",
      "cf    SSTK\n",
      "ic    SSTK\n",
      "Name: symbol, dtype: object\n",
      "bs    BOTH\n",
      "cf    BOTH\n",
      "ic    BOTH\n",
      "Name: symbol, dtype: object\n",
      "bs    SGBI\n",
      "cf    SGBI\n",
      "ic    SGBI\n",
      "Name: symbol, dtype: object\n",
      "bs    TTS\n",
      "cf    TTS\n",
      "ic    TTS\n",
      "Name: symbol, dtype: object\n",
      "bs    AAMC\n",
      "cf    AAMC\n",
      "ic    AAMC\n",
      "Name: symbol, dtype: object\n",
      "bs    AAMC\n",
      "cf    AAMC\n",
      "ic    AAMC\n",
      "Name: symbol, dtype: object\n",
      "bs    ZTS\n",
      "cf    ZTS\n",
      "ic    ZTS\n",
      "Name: symbol, dtype: object\n",
      "bs    KDMN\n",
      "cf    KDMN\n",
      "ic    KDMN\n",
      "Name: symbol, dtype: object\n",
      "bs    RAD\n",
      "cf    RAD\n",
      "ic    RAD\n",
      "Name: symbol, dtype: object\n",
      "bs    XSPA\n",
      "cf    XSPA\n",
      "ic    XSPA\n",
      "Name: symbol, dtype: object\n",
      "bs    CCF\n",
      "cf    CCF\n",
      "ic    CCF\n",
      "Name: symbol, dtype: object\n",
      "bs    GRIF\n",
      "cf    GRIF\n",
      "ic    GRIF\n",
      "Name: symbol, dtype: object\n",
      "bs    ADC\n",
      "cf    ADC\n",
      "ic    ADC\n",
      "Name: symbol, dtype: object\n",
      "bs    DIT\n",
      "cf    DIT\n",
      "ic    DIT\n",
      "Name: symbol, dtype: object\n",
      "bs    TMB\n",
      "cf    TMB\n",
      "ic    TMB\n",
      "Name: symbol, dtype: object\n",
      "bs    RS\n",
      "cf    RS\n",
      "ic    RS\n",
      "Name: symbol, dtype: object\n",
      "bs    APH\n",
      "cf    APH\n",
      "ic    APH\n",
      "Name: symbol, dtype: object\n",
      "bs    TLRD\n",
      "cf    TLRD\n",
      "ic    TLRD\n",
      "Name: symbol, dtype: object\n",
      "bs    FIX\n",
      "cf    FIX\n",
      "ic    FIX\n",
      "Name: symbol, dtype: object\n",
      "bs    HUN\n",
      "cf    HUN\n",
      "ic    HUN\n",
      "Name: symbol, dtype: object\n",
      "bs    LW\n",
      "cf    LW\n",
      "ic    LW\n",
      "Name: symbol, dtype: object\n",
      "bs    ARCH\n",
      "cf    ARCH\n",
      "ic    ARCH\n",
      "Name: symbol, dtype: object\n",
      "bs    MMM\n",
      "cf    MMM\n",
      "ic    MMM\n",
      "Name: symbol, dtype: object\n",
      "bs    IBM\n",
      "cf    IBM\n",
      "ic    IBM\n",
      "Name: symbol, dtype: object\n",
      "bs    TTLO\n",
      "cf    TTLO\n",
      "ic    TTLO\n",
      "Name: symbol, dtype: object\n",
      "bs    JHG\n",
      "cf    JHG\n",
      "ic    JHG\n",
      "Name: symbol, dtype: object\n",
      "bs    APRN\n",
      "cf    APRN\n",
      "ic    APRN\n",
      "Name: symbol, dtype: object\n",
      "bs    TCS\n",
      "cf    TCS\n",
      "ic    TCS\n",
      "Name: symbol, dtype: object\n",
      "bs    ANVS\n",
      "cf    ANVS\n",
      "ic    ANVS\n",
      "Name: symbol, dtype: object\n",
      "bs    MGLN\n",
      "cf    MGLN\n",
      "ic    MGLN\n",
      "Name: symbol, dtype: object\n",
      "bs    CBTX\n",
      "cf    CBTX\n",
      "ic    CBTX\n",
      "Name: symbol, dtype: object\n",
      "bs    AR\n",
      "cf    AR\n",
      "ic    AR\n",
      "Name: symbol, dtype: object\n",
      "bs    TSE\n",
      "cf    TSE\n",
      "ic    TSE\n",
      "Name: symbol, dtype: object\n",
      "bs    WM\n",
      "cf    WM\n",
      "ic    WM\n",
      "Name: symbol, dtype: object\n",
      "bs    QURE\n",
      "cf    QURE\n",
      "ic    QURE\n",
      "Name: symbol, dtype: object\n",
      "bs    CRVS\n",
      "cf    CRVS\n",
      "ic    CRVS\n",
      "Name: symbol, dtype: object\n",
      "bs    TEL\n",
      "cf    TEL\n",
      "ic    TEL\n",
      "Name: symbol, dtype: object\n",
      "bs    BGS\n",
      "cf    BGS\n",
      "ic    BGS\n",
      "Name: symbol, dtype: object\n",
      "bs    COR\n",
      "cf    COR\n",
      "ic    COR\n",
      "Name: symbol, dtype: object\n",
      "bs    AMPE\n",
      "cf    AMPE\n",
      "ic    AMPE\n",
      "Name: symbol, dtype: object\n",
      "bs    WD\n",
      "cf    WD\n",
      "ic    WD\n",
      "Name: symbol, dtype: object\n",
      "bs    GLYC\n",
      "cf    GLYC\n",
      "ic    GLYC\n",
      "Name: symbol, dtype: object\n",
      "bs    LEAF\n",
      "cf    LEAF\n",
      "ic    LEAF\n",
      "Name: symbol, dtype: object\n",
      "bs    CBOE\n",
      "cf    CBOE\n",
      "ic    CBOE\n",
      "Name: symbol, dtype: object\n",
      "bs    ATR\n",
      "cf    ATR\n",
      "ic    ATR\n",
      "Name: symbol, dtype: object\n",
      "bs    WDR\n",
      "cf    WDR\n",
      "ic    WDR\n",
      "Name: symbol, dtype: object\n",
      "bs    CNSL\n",
      "cf    CNSL\n",
      "ic    CNSL\n",
      "Name: symbol, dtype: object\n",
      "bs    USLM\n",
      "cf    USLM\n",
      "ic    USLM\n",
      "Name: symbol, dtype: object\n",
      "bs    LBRDA\n",
      "cf    LBRDA\n",
      "ic    LBRDA\n",
      "Name: symbol, dtype: object\n",
      "bs    TMB\n",
      "cf    TMB\n",
      "ic    TMB\n",
      "Name: symbol, dtype: object\n",
      "bs    BRKS\n",
      "cf    BRKS\n",
      "ic    BRKS\n",
      "Name: symbol, dtype: object\n",
      "bs    VRTU\n",
      "cf    VRTU\n",
      "ic    VRTU\n",
      "Name: symbol, dtype: object\n",
      "bs    QTS\n",
      "cf    QTS\n",
      "ic    QTS\n",
      "Name: symbol, dtype: object\n",
      "bs    RYTM\n",
      "cf    RYTM\n",
      "ic    RYTM\n",
      "Name: symbol, dtype: object\n",
      "bs    TCMD\n",
      "cf    TCMD\n",
      "ic    TCMD\n",
      "Name: symbol, dtype: object\n",
      "bs    WOW\n",
      "cf    WOW\n",
      "ic    WOW\n",
      "Name: symbol, dtype: object\n",
      "bs    VECO\n",
      "cf    VECO\n",
      "ic    VECO\n",
      "Name: symbol, dtype: object\n",
      "bs    PINE\n",
      "cf    PINE\n",
      "ic    PINE\n",
      "Name: symbol, dtype: object\n",
      "bs    WTS\n",
      "cf    WTS\n",
      "ic    WTS\n",
      "Name: symbol, dtype: object\n",
      "bs    NBR\n",
      "cf    NBR\n",
      "ic    NBR\n",
      "Name: symbol, dtype: object\n",
      "bs    CNHC\n",
      "cf    CNHC\n",
      "ic    CNHC\n",
      "Name: symbol, dtype: object\n",
      "bs    BLD\n",
      "cf    BLD\n",
      "ic    BLD\n",
      "Name: symbol, dtype: object\n",
      "bs    GORO\n",
      "cf    GORO\n",
      "ic    GORO\n",
      "Name: symbol, dtype: object\n",
      "bs    KNSA\n",
      "cf    KNSA\n",
      "ic    KNSA\n",
      "Name: symbol, dtype: object\n",
      "bs    IDRA\n",
      "cf    IDRA\n",
      "ic    IDRA\n",
      "Name: symbol, dtype: object\n",
      "bs    RIGL\n",
      "cf    RIGL\n",
      "ic    RIGL\n",
      "Name: symbol, dtype: object\n",
      "bs    INCY\n",
      "cf    INCY\n",
      "ic    INCY\n",
      "Name: symbol, dtype: object\n",
      "bs    LOPE\n",
      "cf    LOPE\n",
      "ic    LOPE\n",
      "Name: symbol, dtype: object\n",
      "bs    PLOW\n",
      "cf    PLOW\n",
      "ic    PLOW\n",
      "Name: symbol, dtype: object\n",
      "bs    DWSN\n",
      "cf    DWSN\n",
      "ic    DWSN\n",
      "Name: symbol, dtype: object\n",
      "bs    WD\n",
      "cf    WD\n",
      "ic    WD\n",
      "Name: symbol, dtype: object\n",
      "bs    BCYC\n",
      "cf    BCYC\n",
      "ic    BCYC\n",
      "Name: symbol, dtype: object\n",
      "bs    STWD\n",
      "cf    STWD\n",
      "ic    STWD\n",
      "Name: symbol, dtype: object\n",
      "bs    AEIS\n",
      "cf    AEIS\n",
      "ic    AEIS\n",
      "Name: symbol, dtype: object\n",
      "bs    URG\n",
      "cf    URG\n",
      "ic    URG\n",
      "Name: symbol, dtype: object\n",
      "bs    PMTS\n",
      "cf    PMTS\n",
      "ic    PMTS\n",
      "Name: symbol, dtype: object\n",
      "bs    USX\n",
      "cf    USX\n",
      "ic    USX\n",
      "Name: symbol, dtype: object\n",
      "bs    WRI\n",
      "cf    WRI\n",
      "ic    WRI\n",
      "Name: symbol, dtype: object\n",
      "bs    SHO\n",
      "cf    SHO\n",
      "ic    SHO\n",
      "Name: symbol, dtype: object\n",
      "bs    ACLS\n",
      "cf    ACLS\n",
      "ic    ACLS\n",
      "Name: symbol, dtype: object\n",
      "bs    IMGN\n",
      "cf    IMGN\n",
      "ic    IMGN\n",
      "Name: symbol, dtype: object\n",
      "bs    MCB\n",
      "cf    MCB\n",
      "ic    MCB\n",
      "Name: symbol, dtype: object\n",
      "bs    ANH\n",
      "cf    ANH\n",
      "ic    ANH\n",
      "Name: symbol, dtype: object\n",
      "bs    INGR\n",
      "cf    INGR\n",
      "ic    INGR\n",
      "Name: symbol, dtype: object\n",
      "bs    COLL\n",
      "cf    COLL\n",
      "ic    COLL\n",
      "Name: symbol, dtype: object\n",
      "bs    PLMR\n",
      "cf    PLMR\n",
      "ic    PLMR\n",
      "Name: symbol, dtype: object\n",
      "bs    MATX\n",
      "cf    MATX\n",
      "ic    MATX\n",
      "Name: symbol, dtype: object\n",
      "bs    WTTR\n",
      "cf    WTTR\n",
      "ic    WTTR\n",
      "Name: symbol, dtype: object\n",
      "bs    BOOT\n",
      "cf    BOOT\n",
      "ic    BOOT\n",
      "Name: symbol, dtype: object\n",
      "bs    WWR\n",
      "cf    WWR\n",
      "ic    WWR\n",
      "Name: symbol, dtype: object\n",
      "bs    MAXR\n",
      "cf    MAXR\n",
      "ic    MAXR\n",
      "Name: symbol, dtype: object\n",
      "bs    TTEC\n",
      "cf    TTEC\n",
      "ic    TTEC\n",
      "Name: symbol, dtype: object\n",
      "bs    TMB\n",
      "cf    TMB\n",
      "ic    TMB\n",
      "Name: symbol, dtype: object\n",
      "bs    GNK\n",
      "cf    GNK\n",
      "ic    GNK\n",
      "Name: symbol, dtype: object\n",
      "bs    BSRR\n",
      "cf    BSRR\n",
      "ic    BSRR\n",
      "Name: symbol, dtype: object\n",
      "bs    PZZA\n",
      "cf    PZZA\n",
      "ic    PZZA\n",
      "Name: symbol, dtype: object\n",
      "bs    BWB\n",
      "cf    BWB\n",
      "ic    BWB\n",
      "Name: symbol, dtype: object\n",
      "bs    FOCS\n",
      "cf    FOCS\n",
      "ic    FOCS\n",
      "Name: symbol, dtype: object\n",
      "bs    XXII\n",
      "cf    XXII\n",
      "ic    XXII\n",
      "Name: symbol, dtype: object\n",
      "bs    ECL\n",
      "cf    ECL\n",
      "ic    ECL\n",
      "Name: symbol, dtype: object\n",
      "bs    MGTX\n",
      "cf    MGTX\n",
      "ic    MGTX\n",
      "Name: symbol, dtype: object\n",
      "bs    ALBO\n",
      "cf    ALBO\n",
      "ic    ALBO\n",
      "Name: symbol, dtype: object\n",
      "bs    ANIP\n",
      "cf    ANIP\n",
      "ic    ANIP\n",
      "Name: symbol, dtype: object\n",
      "bs    ADAP\n",
      "cf    ADAP\n",
      "ic    ADAP\n",
      "Name: symbol, dtype: object\n",
      "bs    ARLP\n",
      "cf    ARLP\n",
      "ic    ARLP\n",
      "Name: symbol, dtype: object\n",
      "bs    RHP\n",
      "cf    RHP\n",
      "ic    RHP\n",
      "Name: symbol, dtype: object\n",
      "bs    ALRS\n",
      "cf    ALRS\n",
      "ic    ALRS\n",
      "Name: symbol, dtype: object\n",
      "bs    GLP\n",
      "cf    GLP\n",
      "ic    GLP\n",
      "Name: symbol, dtype: object\n",
      "bs    TMB\n",
      "cf    TMB\n",
      "ic    TMB\n",
      "Name: symbol, dtype: object\n",
      "bs    IBOC\n",
      "cf    IBOC\n",
      "ic    IBOC\n",
      "Name: symbol, dtype: object\n",
      "bs    STOR\n",
      "cf    STOR\n",
      "ic    STOR\n",
      "Name: symbol, dtype: object\n",
      "bs    RMG\n",
      "cf    RMG\n",
      "ic    RMG\n",
      "Name: symbol, dtype: object\n",
      "bs    ARCB\n",
      "cf    ARCB\n",
      "ic    ARCB\n",
      "Name: symbol, dtype: object\n",
      "bs    BUSE\n",
      "cf    BUSE\n",
      "ic    BUSE\n",
      "Name: symbol, dtype: object\n",
      "bs    ARDX\n",
      "cf    ARDX\n",
      "ic    ARDX\n",
      "Name: symbol, dtype: object\n",
      "bs    IRWD\n",
      "cf    IRWD\n",
      "ic    IRWD\n",
      "Name: symbol, dtype: object\n",
      "bs    METC\n",
      "cf    METC\n",
      "ic    METC\n",
      "Name: symbol, dtype: object\n",
      "bs    NBRV\n",
      "cf    NBRV\n",
      "ic    NBRV\n",
      "Name: symbol, dtype: object\n",
      "bs    MED\n",
      "cf    MED\n",
      "ic    MED\n",
      "Name: symbol, dtype: object\n",
      "bs    CLNE\n",
      "cf    CLNE\n",
      "ic    CLNE\n",
      "Name: symbol, dtype: object\n",
      "bs    TMB\n",
      "cf    TMB\n",
      "ic    TMB\n",
      "Name: symbol, dtype: object\n",
      "bs    PTGX\n",
      "cf    PTGX\n",
      "ic    PTGX\n",
      "Name: symbol, dtype: object\n",
      "bs    CWH\n",
      "cf    CWH\n",
      "ic    CWH\n",
      "Name: symbol, dtype: object\n",
      "bs    FFBW\n",
      "cf    FFBW\n",
      "ic    FFBW\n",
      "Name: symbol, dtype: object\n",
      "bs    RMAX\n",
      "cf    RMAX\n",
      "ic    RMAX\n",
      "Name: symbol, dtype: object\n",
      "bs    TMB\n",
      "cf    TMB\n",
      "ic    TMB\n",
      "Name: symbol, dtype: object\n",
      "bs    CPST\n",
      "cf    CPST\n",
      "ic    CPST\n",
      "Name: symbol, dtype: object\n",
      "bs    LTRPA\n",
      "cf    LTRPA\n",
      "ic    LTRPA\n",
      "Name: symbol, dtype: object\n",
      "bs    TRHC\n",
      "cf    TRHC\n",
      "ic    TRHC\n",
      "Name: symbol, dtype: object\n",
      "bs    TMB\n",
      "cf    TMB\n",
      "ic    TMB\n",
      "Name: symbol, dtype: object\n",
      "bs    AT\n",
      "cf    AT\n",
      "ic    AT\n",
      "Name: symbol, dtype: object\n",
      "bs    DSKE\n",
      "cf    DSKE\n",
      "ic    DSKE\n",
      "Name: symbol, dtype: object\n",
      "bs    KALA\n",
      "cf    KALA\n",
      "ic    KALA\n",
      "Name: symbol, dtype: object\n",
      "bs    TMB\n",
      "cf    TMB\n",
      "ic    TMB\n",
      "Name: symbol, dtype: object\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "bs    MUX\n",
      "cf    MUX\n",
      "ic    MUX\n",
      "Name: symbol, dtype: object\n",
      "bs    RBA\n",
      "cf    RBA\n",
      "ic    RBA\n",
      "Name: symbol, dtype: object\n",
      "bs    MRAM\n",
      "cf    MRAM\n",
      "ic    MRAM\n",
      "Name: symbol, dtype: object\n",
      "bs    WLDN\n",
      "cf    WLDN\n",
      "ic    WLDN\n",
      "Name: symbol, dtype: object\n",
      "bs    NTRA\n",
      "cf    NTRA\n",
      "ic    NTRA\n",
      "Name: symbol, dtype: object\n",
      "bs    WCN\n",
      "cf    WCN\n",
      "ic    WCN\n",
      "Name: symbol, dtype: object\n",
      "bs    DISH\n",
      "cf    DISH\n",
      "ic    DISH\n",
      "Name: symbol, dtype: object\n",
      "bs    HTBX\n",
      "cf    HTBX\n",
      "ic    HTBX\n",
      "Name: symbol, dtype: object\n",
      "bs    SRRK\n",
      "cf    SRRK\n",
      "ic    SRRK\n",
      "Name: symbol, dtype: object\n",
      "bs    ACRS\n",
      "cf    ACRS\n",
      "ic    ACRS\n",
      "Name: symbol, dtype: object\n",
      "bs    GTYHU\n",
      "cf    GTYHU\n",
      "ic    GTYHU\n",
      "Name: symbol, dtype: object\n",
      "bs    OCUL\n",
      "cf    OCUL\n",
      "ic    OCUL\n",
      "Name: symbol, dtype: object\n",
      "bs    EDIT\n",
      "cf    EDIT\n",
      "ic    EDIT\n",
      "Name: symbol, dtype: object\n",
      "bs    TMB\n",
      "cf    TMB\n",
      "ic    TMB\n",
      "Name: symbol, dtype: object\n",
      "bs    HONE\n",
      "cf    HONE\n",
      "ic    HONE\n",
      "Name: symbol, dtype: object\n",
      "bs    TBNK\n",
      "cf    TBNK\n",
      "ic    TBNK\n",
      "Name: symbol, dtype: object\n",
      "bs    TMB\n",
      "cf    TMB\n",
      "ic    TMB\n",
      "Name: symbol, dtype: object\n",
      "bs    RBCAA\n",
      "cf    RBCAA\n",
      "ic    RBCAA\n",
      "Name: symbol, dtype: object\n",
      "bs    NEN\n",
      "cf    NEN\n",
      "ic    NEN\n",
      "Name: symbol, dtype: object\n",
      "bs    SSB\n",
      "cf    SSB\n",
      "ic    SSB\n",
      "Name: symbol, dtype: object\n",
      "bs    QCRH\n",
      "cf    QCRH\n",
      "ic    QCRH\n",
      "Name: symbol, dtype: object\n",
      "bs    SHBI\n",
      "cf    SHBI\n",
      "ic    SHBI\n",
      "Name: symbol, dtype: object\n",
      "bs    BLL\n",
      "cf    BLL\n",
      "ic    BLL\n",
      "Name: symbol, dtype: object\n",
      "bs    MCRI\n",
      "cf    MCRI\n",
      "ic    MCRI\n",
      "Name: symbol, dtype: object\n",
      "bs    TR\n",
      "cf    TR\n",
      "ic    TR\n",
      "Name: symbol, dtype: object\n",
      "bs    ESQ\n",
      "cf    ESQ\n",
      "ic    ESQ\n",
      "Name: symbol, dtype: object\n",
      "bs    SKYW\n",
      "cf    SKYW\n",
      "ic    SKYW\n",
      "Name: symbol, dtype: object\n",
      "bs    HBT\n",
      "cf    HBT\n",
      "ic    HBT\n",
      "Name: symbol, dtype: object\n",
      "bs    TBPH\n",
      "cf    TBPH\n",
      "ic    TBPH\n",
      "Name: symbol, dtype: object\n",
      "bs    TRVN\n",
      "cf    TRVN\n",
      "ic    TRVN\n",
      "Name: symbol, dtype: object\n",
      "bs    VYGR\n",
      "cf    VYGR\n",
      "ic    VYGR\n",
      "Name: symbol, dtype: object\n",
      "bs    MORF\n",
      "cf    MORF\n",
      "ic    MORF\n",
      "Name: symbol, dtype: object\n",
      "bs    RUBY\n",
      "cf    RUBY\n",
      "ic    RUBY\n",
      "Name: symbol, dtype: object\n",
      "bs    GGRO\n",
      "cf    GGRO\n",
      "ic    GGRO\n",
      "Name: symbol, dtype: object\n",
      "bs    ZYNE\n",
      "cf    ZYNE\n",
      "ic    ZYNE\n",
      "Name: symbol, dtype: object\n",
      "bs    SVBI\n",
      "cf    SVBI\n",
      "ic    SVBI\n",
      "Name: symbol, dtype: object\n",
      "bs    VSTM\n",
      "cf    VSTM\n",
      "ic    VSTM\n",
      "Name: symbol, dtype: object\n",
      "bs    KTYB\n",
      "cf    KTYB\n",
      "ic    KTYB\n",
      "Name: symbol, dtype: object\n",
      "bs    TMB\n",
      "cf    TMB\n",
      "ic    TMB\n",
      "Name: symbol, dtype: object\n",
      "bs    MRBK\n",
      "cf    MRBK\n",
      "ic    MRBK\n",
      "Name: symbol, dtype: object\n",
      "bs    STND\n",
      "cf    STND\n",
      "ic    STND\n",
      "Name: symbol, dtype: object\n",
      "bs    BSTC\n",
      "cf    BSTC\n",
      "ic    BSTC\n",
      "Name: symbol, dtype: object\n",
      "bs    ATNI\n",
      "cf    ATNI\n",
      "ic    ATNI\n",
      "Name: symbol, dtype: object\n",
      "bs    SONA\n",
      "cf    SONA\n",
      "ic    SONA\n",
      "Name: symbol, dtype: object\n",
      "bs    NCLH\n",
      "cf    NCLH\n",
      "ic    NCLH\n",
      "Name: symbol, dtype: object\n",
      "bs    TMB\n",
      "cf    TMB\n",
      "ic    TMB\n",
      "Name: symbol, dtype: object\n",
      "bs    FSBW\n",
      "cf    FSBW\n",
      "ic    FSBW\n",
      "Name: symbol, dtype: object\n",
      "bs    NCLC\n",
      "cf    NCLC\n",
      "ic    NCLC\n",
      "Name: symbol, dtype: object\n",
      "bs    GLIBA\n",
      "cf    GLIBA\n",
      "ic    GLIBA\n",
      "Name: symbol, dtype: object\n",
      "bs    GCILLC\n",
      "cf    GCILLC\n",
      "ic    GCILLC\n",
      "Name: symbol, dtype: object\n",
      "bs    LMCA\n",
      "cf    LMCA\n",
      "ic    LMCA\n",
      "Name: symbol, dtype: object\n",
      "bs    STLD\n",
      "cf    STLD\n",
      "ic    STLD\n",
      "Name: symbol, dtype: object\n",
      "bs    TMB\n",
      "cf    TMB\n",
      "ic    TMB\n",
      "Name: symbol, dtype: object\n",
      "bs    MFNC\n",
      "cf    MFNC\n",
      "ic    MFNC\n",
      "Name: symbol, dtype: object\n",
      "bs    PFIS\n",
      "cf    PFIS\n",
      "ic    PFIS\n",
      "Name: symbol, dtype: object\n",
      "bs    SNDE\n",
      "cf    SNDE\n",
      "ic    SNDE\n",
      "Name: symbol, dtype: object\n",
      "bs    TMB\n",
      "cf    TMB\n",
      "ic    TMB\n",
      "Name: symbol, dtype: object\n",
      "bs    FFIC\n",
      "cf    FFIC\n",
      "ic    FFIC\n",
      "Name: symbol, dtype: object\n",
      "bs    TMB\n",
      "cf    TMB\n",
      "ic    TMB\n",
      "Name: symbol, dtype: object\n",
      "bs    ICPT\n",
      "cf    ICPT\n",
      "ic    ICPT\n",
      "Name: symbol, dtype: object\n",
      "bs    PBIP\n",
      "cf    PBIP\n",
      "ic    PBIP\n",
      "Name: symbol, dtype: object\n",
      "bs    QRTEA\n",
      "cf    QRTEA\n",
      "ic    QRTEA\n",
      "Name: symbol, dtype: object\n",
      "bs    FTSI\n",
      "cf    FTSI\n",
      "ic    FTSI\n",
      "Name: symbol, dtype: object\n",
      "bs    SPG\n",
      "cf    SPG\n",
      "ic    SPG\n",
      "Name: symbol, dtype: object\n",
      "bs    NEOS\n",
      "cf    NEOS\n",
      "ic    NEOS\n",
      "Name: symbol, dtype: object\n",
      "bs    CARA\n",
      "cf    CARA\n",
      "ic    CARA\n",
      "Name: symbol, dtype: object\n",
      "bs    HALL\n",
      "cf    HALL\n",
      "ic    HALL\n",
      "Name: symbol, dtype: object\n",
      "bs    TMB\n",
      "cf    TMB\n",
      "ic    TMB\n",
      "Name: symbol, dtype: object\n",
      "bs    SMBK\n",
      "cf    SMBK\n",
      "ic    SMBK\n",
      "Name: symbol, dtype: object\n",
      "bs    FPI\n",
      "cf    FPI\n",
      "ic    FPI\n",
      "Name: symbol, dtype: object\n",
      "bs    PLUG\n",
      "cf    PLUG\n",
      "ic    PLUG\n",
      "Name: symbol, dtype: object\n",
      "bs    TPHS\n",
      "cf    TPHS\n",
      "ic    TPHS\n",
      "Name: symbol, dtype: object\n",
      "bs    TMB\n",
      "cf    TMB\n",
      "ic    TMB\n",
      "Name: symbol, dtype: object\n",
      "bs    TGTX\n",
      "cf    TGTX\n",
      "ic    TGTX\n",
      "Name: symbol, dtype: object\n",
      "bs    BATL\n",
      "cf    BATL\n",
      "ic    BATL\n",
      "Name: symbol, dtype: object\n",
      "bs    BRMK\n",
      "cf    BRMK\n",
      "ic    BRMK\n",
      "Name: symbol, dtype: object\n",
      "bs    AXSM\n",
      "cf    AXSM\n",
      "ic    AXSM\n",
      "Name: symbol, dtype: object\n",
      "bs    GEN\n",
      "cf    GEN\n",
      "ic    GEN\n",
      "Name: symbol, dtype: object\n",
      "bs    BCML\n",
      "cf    BCML\n",
      "ic    BCML\n",
      "Name: symbol, dtype: object\n",
      "bs    APLT\n",
      "cf    APLT\n",
      "ic    APLT\n",
      "Name: symbol, dtype: object\n",
      "bs    NLST\n",
      "cf    NLST\n",
      "ic    NLST\n",
      "Name: symbol, dtype: object\n",
      "bs    NRBO\n",
      "cf    NRBO\n",
      "ic    NRBO\n",
      "Name: symbol, dtype: object\n",
      "bs    BCI\n",
      "cf    BCI\n",
      "ic    BCI\n",
      "Name: symbol, dtype: object\n",
      "bs    OSMT\n",
      "cf    OSMT\n",
      "ic    OSMT\n",
      "Name: symbol, dtype: object\n",
      "bs    NVIV\n",
      "cf    NVIV\n",
      "ic    NVIV\n",
      "Name: symbol, dtype: object\n",
      "bs    APRE\n",
      "cf    APRE\n",
      "ic    APRE\n",
      "Name: symbol, dtype: object\n",
      "bs    PROS\n",
      "cf    PROS\n",
      "ic    PROS\n",
      "Name: symbol, dtype: object\n",
      "bs    MIST\n",
      "cf    MIST\n",
      "ic    MIST\n",
      "Name: symbol, dtype: object\n",
      "bs    ATRE\n",
      "cf    ATRE\n",
      "ic    ATRE\n",
      "Name: symbol, dtype: object\n",
      "bs    TRIS\n",
      "cf    TRIS\n",
      "ic    TRIS\n",
      "Name: symbol, dtype: object\n",
      "bs    BBQ\n",
      "cf    BBQ\n",
      "ic    BBQ\n",
      "Name: symbol, dtype: object\n",
      "bs    SNMP\n",
      "cf    SNMP\n",
      "ic    SNMP\n",
      "Name: symbol, dtype: object\n",
      "bs    STKS\n",
      "cf    STKS\n",
      "ic    STKS\n",
      "Name: symbol, dtype: object\n",
      "bs    WLMS\n",
      "cf    WLMS\n",
      "ic    WLMS\n",
      "Name: symbol, dtype: object\n",
      "bs    SWTX\n",
      "cf    SWTX\n",
      "ic    SWTX\n",
      "Name: symbol, dtype: object\n",
      "bs    PING\n",
      "cf    PING\n",
      "ic    PING\n",
      "Name: symbol, dtype: object\n",
      "bs    AKRO\n",
      "cf    AKRO\n",
      "ic    AKRO\n",
      "Name: symbol, dtype: object\n",
      "bs    HEPA\n",
      "cf    HEPA\n",
      "ic    HEPA\n",
      "Name: symbol, dtype: object\n",
      "bs    AKUS\n",
      "cf    AKUS\n",
      "ic    AKUS\n",
      "Name: symbol, dtype: object\n",
      "bs    HOOK\n",
      "cf    HOOK\n",
      "ic    HOOK\n",
      "Name: symbol, dtype: object\n",
      "bs    JAGX\n",
      "cf    JAGX\n",
      "ic    JAGX\n",
      "Name: symbol, dtype: object\n",
      "bs    PASG\n",
      "cf    PASG\n",
      "ic    PASG\n",
      "Name: symbol, dtype: object\n",
      "bs    DBCP\n",
      "cf    DBCP\n",
      "ic    DBCP\n",
      "Name: symbol, dtype: object\n",
      "bs    PRPO\n",
      "cf    PRPO\n",
      "ic    PRPO\n",
      "Name: symbol, dtype: object\n",
      "bs    DPF\n",
      "cf    DPF\n",
      "ic    DPF\n",
      "Name: symbol, dtype: object\n",
      "bs    CCFI\n",
      "cf    CCFI\n",
      "ic    CCFI\n",
      "Name: symbol, dtype: object\n",
      "bs    EPSN\n",
      "cf    EPSN\n",
      "ic    EPSN\n",
      "Name: symbol, dtype: object\n",
      "bs    ARMP\n",
      "cf    ARMP\n",
      "ic    ARMP\n",
      "Name: symbol, dtype: object\n",
      "bs    TMB\n",
      "cf    TMB\n",
      "ic    TMB\n",
      "Name: symbol, dtype: object\n",
      "bs    CSSE\n",
      "cf    CSSE\n",
      "ic    CSSE\n",
      "Name: symbol, dtype: object\n",
      "bs    APTX\n",
      "cf    APTX\n",
      "ic    APTX\n",
      "Name: symbol, dtype: object\n",
      "bs    RSLS\n",
      "cf    RSLS\n",
      "ic    RSLS\n",
      "Name: symbol, dtype: object\n",
      "bs    CYCC\n",
      "cf    CYCC\n",
      "ic    CYCC\n",
      "Name: symbol, dtype: object\n",
      "bs    TELA\n",
      "cf    TELA\n",
      "ic    TELA\n",
      "Name: symbol, dtype: object\n",
      "bs    ATEL\n",
      "cf    ATEL\n",
      "ic    ATEL\n",
      "Name: symbol, dtype: object\n",
      "bs    ATEL\n",
      "cf    ATEL\n",
      "ic    ATEL\n",
      "Name: symbol, dtype: object\n",
      "bs    ATEL\n",
      "cf    ATEL\n",
      "ic    ATEL\n",
      "Name: symbol, dtype: object\n",
      "bs    ATEL\n",
      "cf    ATEL\n",
      "ic    ATEL\n",
      "Name: symbol, dtype: object\n",
      "bs    ATEL\n",
      "cf    ATEL\n",
      "ic    ATEL\n",
      "Name: symbol, dtype: object\n",
      "bs    ATEL\n",
      "cf    ATEL\n",
      "ic    ATEL\n",
      "Name: symbol, dtype: object\n",
      "bs    GLBZ\n",
      "cf    GLBZ\n",
      "ic    GLBZ\n",
      "Name: symbol, dtype: object\n",
      "bs    BTAI\n",
      "cf    BTAI\n",
      "ic    BTAI\n",
      "Name: symbol, dtype: object\n",
      "bs    EHB\n",
      "cf    EHB\n",
      "ic    EHB\n",
      "Name: symbol, dtype: object\n",
      "bs    OSPN\n",
      "cf    OSPN\n",
      "ic    OSPN\n",
      "Name: symbol, dtype: object\n",
      "bs    GPFF\n",
      "cf    GPFF\n",
      "ic    GPFF\n",
      "Name: symbol, dtype: object\n",
      "bs    DDBS\n",
      "cf    DDBS\n",
      "ic    DDBS\n",
      "Name: symbol, dtype: object\n",
      "bs    LFR\n",
      "cf    LFR\n",
      "ic    LFR\n",
      "Name: symbol, dtype: object\n",
      "bs    LEGH\n",
      "cf    LEGH\n",
      "ic    LEGH\n",
      "Name: symbol, dtype: object\n",
      "bs    PFHD\n",
      "cf    PFHD\n",
      "ic    PFHD\n",
      "Name: symbol, dtype: object\n",
      "bs    SQBG\n",
      "cf    SQBG\n",
      "ic    SQBG\n",
      "Name: symbol, dtype: object\n",
      "bs    WSTG\n",
      "cf    WSTG\n",
      "ic    WSTG\n",
      "Name: symbol, dtype: object\n",
      "bs    OTLK\n",
      "cf    OTLK\n",
      "ic    OTLK\n",
      "Name: symbol, dtype: object\n",
      "bs    CWCO\n",
      "cf    CWCO\n",
      "ic    CWCO\n",
      "Name: symbol, dtype: object\n",
      "bs    ATGE\n",
      "cf    ATGE\n",
      "ic    ATGE\n",
      "Name: symbol, dtype: object\n",
      "bs    MCF\n",
      "cf    MCF\n",
      "ic    MCF\n",
      "Name: symbol, dtype: object\n",
      "bs    XELB\n",
      "cf    XELB\n",
      "ic    XELB\n",
      "Name: symbol, dtype: object\n",
      "bs    XSPA\n",
      "cf    XSPA\n",
      "ic    XSPA\n",
      "Name: symbol, dtype: object\n",
      "bs    DG\n",
      "cf    DG\n",
      "ic    DG\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Name: symbol, dtype: object\n",
      "bs    DE\n",
      "cf    DE\n",
      "ic    DE\n",
      "Name: symbol, dtype: object\n",
      "bs    JDCC\n",
      "cf    JDCC\n",
      "ic    JDCC\n",
      "Name: symbol, dtype: object\n",
      "bs    LCI\n",
      "cf    LCI\n",
      "ic    LCI\n",
      "Name: symbol, dtype: object\n",
      "bs    HOME\n",
      "cf    HOME\n",
      "ic    HOME\n",
      "Name: symbol, dtype: object\n",
      "bs    JAMF\n",
      "cf    JAMF\n",
      "ic    JAMF\n",
      "Name: symbol, dtype: object\n",
      "bs    MIK\n",
      "cf    MIK\n",
      "ic    MIK\n",
      "Name: symbol, dtype: object\n",
      "bs    GMS\n",
      "cf    GMS\n",
      "ic    GMS\n",
      "Name: symbol, dtype: object\n",
      "bs    SPWH\n",
      "cf    SPWH\n",
      "ic    SPWH\n",
      "Name: symbol, dtype: object\n",
      "bs    CTRN\n",
      "cf    CTRN\n",
      "ic    CTRN\n",
      "Name: symbol, dtype: object\n",
      "bs    MSB\n",
      "cf    MSB\n",
      "ic    MSB\n",
      "Name: symbol, dtype: object\n",
      "bs    CVGW\n",
      "cf    CVGW\n",
      "ic    CVGW\n",
      "Name: symbol, dtype: object\n",
      "bs    AGX\n",
      "cf    AGX\n",
      "ic    AGX\n",
      "Name: symbol, dtype: object\n",
      "bs    GIII\n",
      "cf    GIII\n",
      "ic    GIII\n",
      "Name: symbol, dtype: object\n",
      "bs    RH\n",
      "cf    RH\n",
      "ic    RH\n",
      "Name: symbol, dtype: object\n",
      "bs    EGAN\n",
      "cf    EGAN\n",
      "ic    EGAN\n",
      "Name: symbol, dtype: object\n",
      "bs    TTLO\n",
      "cf    TTLO\n",
      "ic    TTLO\n",
      "Name: symbol, dtype: object\n",
      "bs    PRTA\n",
      "cf    PRTA\n",
      "ic    PRTA\n",
      "Name: symbol, dtype: object\n",
      "bs    RP\n",
      "cf    RP\n",
      "ic    RP\n",
      "Name: symbol, dtype: object\n",
      "bs    TPH\n",
      "cf    TPH\n",
      "ic    TPH\n",
      "Name: symbol, dtype: object\n",
      "bs    KIN\n",
      "cf    KIN\n",
      "ic    KIN\n",
      "Name: symbol, dtype: object\n",
      "bs    HASI\n",
      "cf    HASI\n",
      "ic    HASI\n",
      "Name: symbol, dtype: object\n",
      "bs    USNA\n",
      "cf    USNA\n",
      "ic    USNA\n",
      "Name: symbol, dtype: object\n",
      "bs    PSA\n",
      "cf    PSA\n",
      "ic    PSA\n",
      "Name: symbol, dtype: object\n",
      "bs    MNRO\n",
      "cf    MNRO\n",
      "ic    MNRO\n",
      "Name: symbol, dtype: object\n",
      "bs    NWFL\n",
      "cf    NWFL\n",
      "ic    NWFL\n",
      "Name: symbol, dtype: object\n",
      "bs    MELI\n",
      "cf    MELI\n",
      "ic    MELI\n",
      "Name: symbol, dtype: object\n",
      "bs    RAIL\n",
      "cf    RAIL\n",
      "ic    RAIL\n",
      "Name: symbol, dtype: object\n",
      "bs    FUNC\n",
      "cf    FUNC\n",
      "ic    FUNC\n",
      "Name: symbol, dtype: object\n",
      "bs    EVOL\n",
      "cf    EVOL\n",
      "ic    EVOL\n",
      "Name: symbol, dtype: object\n",
      "bs    SCHN\n",
      "cf    SCHN\n",
      "ic    SCHN\n",
      "Name: symbol, dtype: object\n",
      "bs    KALV\n",
      "cf    KALV\n",
      "ic    KALV\n",
      "Name: symbol, dtype: object\n",
      "bs    CVIA\n",
      "cf    CVIA\n",
      "ic    CVIA\n",
      "Name: symbol, dtype: object\n",
      "bs    EBF\n",
      "cf    EBF\n",
      "ic    EBF\n",
      "Name: symbol, dtype: object\n",
      "bs    SBSAA\n",
      "cf    SBSAA\n",
      "ic    SBSAA\n",
      "Name: symbol, dtype: object\n",
      "bs    SGH\n",
      "cf    SGH\n",
      "ic    SGH\n",
      "Name: symbol, dtype: object\n",
      "bs    UNF\n",
      "cf    UNF\n",
      "ic    UNF\n",
      "Name: symbol, dtype: object\n",
      "bs    SNX\n",
      "cf    SNX\n",
      "ic    SNX\n",
      "Name: symbol, dtype: object\n",
      "bs    KRUS\n",
      "cf    KRUS\n",
      "ic    KRUS\n",
      "Name: symbol, dtype: object\n",
      "bs    KFY\n",
      "cf    KFY\n",
      "ic    KFY\n",
      "Name: symbol, dtype: object\n",
      "bs    ALV\n",
      "cf    ALV\n",
      "ic    ALV\n",
      "Name: symbol, dtype: object\n",
      "bs    CULP\n",
      "cf    CULP\n",
      "ic    CULP\n",
      "Name: symbol, dtype: object\n",
      "bs    FDX\n",
      "cf    FDX\n",
      "ic    FDX\n",
      "Name: symbol, dtype: object\n",
      "bs    LE\n",
      "cf    LE\n",
      "ic    LE\n",
      "Name: symbol, dtype: object\n",
      "bs    FAF\n",
      "cf    FAF\n",
      "ic    FAF\n",
      "Name: symbol, dtype: object\n",
      "bs    GTY\n",
      "cf    GTY\n",
      "ic    GTY\n",
      "Name: symbol, dtype: object\n",
      "bs    CAG\n",
      "cf    CAG\n",
      "ic    CAG\n",
      "Name: symbol, dtype: object\n",
      "bs    AIMC\n",
      "cf    AIMC\n",
      "ic    AIMC\n",
      "Name: symbol, dtype: object\n",
      "bs    MKTX\n",
      "cf    MKTX\n",
      "ic    MKTX\n",
      "Name: symbol, dtype: object\n",
      "bs    MANH\n",
      "cf    MANH\n",
      "ic    MANH\n",
      "Name: symbol, dtype: object\n",
      "bs    CRSP\n",
      "cf    CRSP\n",
      "ic    CRSP\n",
      "Name: symbol, dtype: object\n",
      "bs    HXL\n",
      "cf    HXL\n",
      "ic    HXL\n",
      "Name: symbol, dtype: object\n",
      "bs    RPM\n",
      "cf    RPM\n",
      "ic    RPM\n",
      "Name: symbol, dtype: object\n",
      "bs    TSLA\n",
      "cf    TSLA\n",
      "ic    TSLA\n",
      "Name: symbol, dtype: object\n",
      "bs    AWI\n",
      "cf    AWI\n",
      "ic    AWI\n",
      "Name: symbol, dtype: object\n",
      "bs    AWI\n",
      "cf    AWI\n",
      "ic    AWI\n",
      "Name: symbol, dtype: object\n",
      "bs    KALU\n",
      "cf    KALU\n",
      "ic    KALU\n",
      "Name: symbol, dtype: object\n",
      "bs    MCRB\n",
      "cf    MCRB\n",
      "ic    MCRB\n",
      "Name: symbol, dtype: object\n",
      "bs    NOV\n",
      "cf    NOV\n",
      "ic    NOV\n",
      "Name: symbol, dtype: object\n",
      "bs    MLM\n",
      "cf    MLM\n",
      "ic    MLM\n",
      "Name: symbol, dtype: object\n",
      "bs    HZO\n",
      "cf    HZO\n",
      "ic    HZO\n",
      "Name: symbol, dtype: object\n",
      "bs    PTEN\n",
      "cf    PTEN\n",
      "ic    PTEN\n",
      "Name: symbol, dtype: object\n",
      "bs    MEDP\n",
      "cf    MEDP\n",
      "ic    MEDP\n",
      "Name: symbol, dtype: object\n",
      "bs    MSTR\n",
      "cf    MSTR\n",
      "ic    MSTR\n",
      "Name: symbol, dtype: object\n",
      "bs    PLD\n",
      "cf    PLD\n",
      "ic    PLD\n",
      "Name: symbol, dtype: object\n",
      "bs    MNOV\n",
      "cf    MNOV\n",
      "ic    MNOV\n",
      "Name: symbol, dtype: object\n",
      "bs    IMAX\n",
      "cf    IMAX\n",
      "ic    IMAX\n",
      "Name: symbol, dtype: object\n",
      "bs    JILL\n",
      "cf    JILL\n",
      "ic    JILL\n",
      "Name: symbol, dtype: object\n",
      "bs    GRMN\n",
      "cf    GRMN\n",
      "ic    GRMN\n",
      "Name: symbol, dtype: object\n",
      "bs    ALKS\n",
      "cf    ALKS\n",
      "ic    ALKS\n",
      "Name: symbol, dtype: object\n",
      "bs    SLB\n",
      "cf    SLB\n",
      "ic    SLB\n",
      "Name: symbol, dtype: object\n",
      "bs    BGFV\n",
      "cf    BGFV\n",
      "ic    BGFV\n",
      "Name: symbol, dtype: object\n",
      "bs    FMAO\n",
      "cf    FMAO\n",
      "ic    FMAO\n",
      "Name: symbol, dtype: object\n",
      "bs    USAP\n",
      "cf    USAP\n",
      "ic    USAP\n",
      "Name: symbol, dtype: object\n",
      "bs    MSCI\n",
      "cf    MSCI\n",
      "ic    MSCI\n",
      "Name: symbol, dtype: object\n",
      "bs    TRTX\n",
      "cf    TRTX\n",
      "ic    TRTX\n",
      "Name: symbol, dtype: object\n",
      "bs    SFM\n",
      "cf    SFM\n",
      "ic    SFM\n",
      "Name: symbol, dtype: object\n",
      "bs    MGRC\n",
      "cf    MGRC\n",
      "ic    MGRC\n",
      "Name: symbol, dtype: object\n",
      "bs    ENVA\n",
      "cf    ENVA\n",
      "ic    ENVA\n",
      "Name: symbol, dtype: object\n",
      "bs    RRD\n",
      "cf    RRD\n",
      "ic    RRD\n",
      "Name: symbol, dtype: object\n",
      "bs    AA\n",
      "cf    AA\n",
      "ic    AA\n",
      "Name: symbol, dtype: object\n",
      "bs    LOGM\n",
      "cf    LOGM\n",
      "ic    LOGM\n",
      "Name: symbol, dtype: object\n",
      "bs    WSBC\n",
      "cf    WSBC\n",
      "ic    WSBC\n",
      "Name: symbol, dtype: object\n",
      "bs    RYI\n",
      "cf    RYI\n",
      "ic    RYI\n",
      "Name: symbol, dtype: object\n",
      "bs    CYH\n",
      "cf    CYH\n",
      "ic    CYH\n",
      "Name: symbol, dtype: object\n",
      "bs    VKTX\n",
      "cf    VKTX\n",
      "ic    VKTX\n",
      "Name: symbol, dtype: object\n",
      "bs    PGRE\n",
      "cf    PGRE\n",
      "ic    PGRE\n",
      "Name: symbol, dtype: object\n",
      "bs    THG\n",
      "cf    THG\n",
      "ic    THG\n",
      "Name: symbol, dtype: object\n",
      "bs    DORM\n",
      "cf    DORM\n",
      "ic    DORM\n",
      "Name: symbol, dtype: object\n",
      "bs    GTX\n",
      "cf    GTX\n",
      "ic    GTX\n",
      "Name: symbol, dtype: object\n",
      "bs    ODT\n",
      "cf    ODT\n",
      "ic    ODT\n",
      "Name: symbol, dtype: object\n",
      "bs    UMBF\n",
      "cf    UMBF\n",
      "ic    UMBF\n",
      "Name: symbol, dtype: object\n",
      "bs    SCL\n",
      "cf    SCL\n",
      "ic    SCL\n",
      "Name: symbol, dtype: object\n",
      "bs    ASH\n",
      "cf    ASH\n",
      "ic    ASH\n",
      "Name: symbol, dtype: object\n",
      "bs    IRT\n",
      "cf    IRT\n",
      "ic    IRT\n",
      "Name: symbol, dtype: object\n",
      "bs    BMI\n",
      "cf    BMI\n",
      "ic    BMI\n",
      "Name: symbol, dtype: object\n",
      "bs    DMRC\n",
      "cf    DMRC\n",
      "ic    DMRC\n",
      "Name: symbol, dtype: object\n",
      "bs    WLTW\n",
      "cf    WLTW\n",
      "ic    WLTW\n",
      "Name: symbol, dtype: object\n",
      "bs    MYE\n",
      "cf    MYE\n",
      "ic    MYE\n",
      "Name: symbol, dtype: object\n",
      "bs    APLS\n",
      "cf    APLS\n",
      "ic    APLS\n",
      "Name: symbol, dtype: object\n",
      "bs    SKY\n",
      "cf    SKY\n",
      "ic    SKY\n",
      "Name: symbol, dtype: object\n",
      "bs    DRQ\n",
      "cf    DRQ\n",
      "ic    DRQ\n",
      "Name: symbol, dtype: object\n",
      "bs    TDW\n",
      "cf    TDW\n",
      "ic    TDW\n",
      "Name: symbol, dtype: object\n",
      "bs    CASA\n",
      "cf    CASA\n",
      "ic    CASA\n",
      "Name: symbol, dtype: object\n",
      "bs    VNCE\n",
      "cf    VNCE\n",
      "ic    VNCE\n",
      "Name: symbol, dtype: object\n",
      "bs    SRC\n",
      "cf    SRC\n",
      "ic    SRC\n",
      "Name: symbol, dtype: object\n",
      "bs    AWSM\n",
      "cf    AWSM\n",
      "ic    AWSM\n",
      "Name: symbol, dtype: object\n",
      "bs    UBX\n",
      "cf    UBX\n",
      "ic    UBX\n",
      "Name: symbol, dtype: object\n",
      "bs    GT\n",
      "cf    GT\n",
      "ic    GT\n",
      "Name: symbol, dtype: object\n",
      "bs    RARE\n",
      "cf    RARE\n",
      "ic    RARE\n",
      "Name: symbol, dtype: object\n",
      "bs    CHD\n",
      "cf    CHD\n",
      "ic    CHD\n",
      "Name: symbol, dtype: object\n",
      "bs    PCH\n",
      "cf    PCH\n",
      "ic    PCH\n",
      "Name: symbol, dtype: object\n",
      "bs    AGYS\n",
      "cf    AGYS\n",
      "ic    AGYS\n",
      "Name: symbol, dtype: object\n",
      "bs    HST\n",
      "cf    HST\n",
      "ic    HST\n",
      "Name: symbol, dtype: object\n",
      "bs    AJG\n",
      "cf    AJG\n",
      "ic    AJG\n",
      "Name: symbol, dtype: object\n",
      "bs    BLDR\n",
      "cf    BLDR\n",
      "ic    BLDR\n",
      "Name: symbol, dtype: object\n",
      "bs    ABTX\n",
      "cf    ABTX\n",
      "ic    ABTX\n",
      "Name: symbol, dtype: object\n",
      "bs    AI\n",
      "cf    AI\n",
      "ic    AI\n",
      "Name: symbol, dtype: object\n",
      "bs    PJT\n",
      "cf    PJT\n",
      "ic    PJT\n",
      "Name: symbol, dtype: object\n",
      "bs    AMSF\n",
      "cf    AMSF\n",
      "ic    AMSF\n",
      "Name: symbol, dtype: object\n",
      "bs    VRAY\n",
      "cf    VRAY\n",
      "ic    VRAY\n",
      "Name: symbol, dtype: object\n",
      "bs    NTGR\n",
      "cf    NTGR\n",
      "ic    NTGR\n",
      "Name: symbol, dtype: object\n",
      "bs    WY\n",
      "cf    WY\n",
      "ic    WY\n",
      "Name: symbol, dtype: object\n",
      "bs    CIT\n",
      "cf    CIT\n",
      "ic    CIT\n",
      "Name: symbol, dtype: object\n",
      "bs    MDRX\n",
      "cf    MDRX\n",
      "ic    MDRX\n",
      "Name: symbol, dtype: object\n",
      "bs    PFPT\n",
      "cf    PFPT\n",
      "ic    PFPT\n",
      "Name: symbol, dtype: object\n",
      "bs    CC\n",
      "cf    CC\n",
      "ic    CC\n",
      "Name: symbol, dtype: object\n",
      "bs    NERV\n",
      "cf    NERV\n",
      "ic    NERV\n",
      "Name: symbol, dtype: object\n",
      "bs    MGM\n",
      "cf    MGM\n",
      "ic    MGM\n",
      "Name: symbol, dtype: object\n",
      "bs    ORBC\n",
      "cf    ORBC\n",
      "ic    ORBC\n",
      "Name: symbol, dtype: object\n",
      "bs    CBZ\n",
      "cf    CBZ\n",
      "ic    CBZ\n",
      "Name: symbol, dtype: object\n",
      "bs    CTG\n",
      "cf    CTG\n",
      "ic    CTG\n",
      "Name: symbol, dtype: object\n",
      "bs    RELL\n",
      "cf    RELL\n",
      "ic    RELL\n",
      "Name: symbol, dtype: object\n",
      "bs    MKSI\n",
      "cf    MKSI\n",
      "ic    MKSI\n",
      "Name: symbol, dtype: object\n",
      "bs    DO\n",
      "cf    DO\n",
      "ic    DO\n",
      "Name: symbol, dtype: object\n",
      "bs    UCTT\n",
      "cf    UCTT\n",
      "ic    UCTT\n",
      "Name: symbol, dtype: object\n",
      "bs    GHM\n",
      "cf    GHM\n",
      "ic    GHM\n",
      "Name: symbol, dtype: object\n",
      "bs    ADRO\n",
      "cf    ADRO\n",
      "ic    ADRO\n",
      "Name: symbol, dtype: object\n",
      "bs    EQR\n",
      "cf    EQR\n",
      "ic    EQR\n",
      "Name: symbol, dtype: object\n",
      "bs    ARAV\n",
      "cf    ARAV\n",
      "ic    ARAV\n",
      "Name: symbol, dtype: object\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "bs    VTVT\n",
      "cf    VTVT\n",
      "ic    VTVT\n",
      "Name: symbol, dtype: object\n",
      "bs    SGU\n",
      "cf    SGU\n",
      "ic    SGU\n",
      "Name: symbol, dtype: object\n",
      "bs    SAMG\n",
      "cf    SAMG\n",
      "ic    SAMG\n",
      "Name: symbol, dtype: object\n",
      "bs    RRC\n",
      "cf    RRC\n",
      "ic    RRC\n",
      "Name: symbol, dtype: object\n",
      "bs    CRDA\n",
      "cf    CRDA\n",
      "ic    CRDA\n",
      "Name: symbol, dtype: object\n",
      "bs    PCAR\n",
      "cf    PCAR\n",
      "ic    PCAR\n",
      "Name: symbol, dtype: object\n",
      "bs    CK731288\n",
      "cf    CK731288\n",
      "ic    CK731288\n",
      "Name: symbol, dtype: object\n",
      "bs    GAIA\n",
      "cf    GAIA\n",
      "ic    GAIA\n",
      "Name: symbol, dtype: object\n",
      "bs    BJRI\n",
      "cf    BJRI\n",
      "ic    BJRI\n",
      "Name: symbol, dtype: object\n",
      "bs    AMRN\n",
      "cf    AMRN\n",
      "ic    AMRN\n",
      "Name: symbol, dtype: object\n",
      "bs    EPZM\n",
      "cf    EPZM\n",
      "ic    EPZM\n",
      "Name: symbol, dtype: object\n",
      "bs    KLDO\n",
      "cf    KLDO\n",
      "ic    KLDO\n",
      "Name: symbol, dtype: object\n",
      "bs    ICHR\n",
      "cf    ICHR\n",
      "ic    ICHR\n",
      "Name: symbol, dtype: object\n",
      "bs    ATAX\n",
      "cf    ATAX\n",
      "ic    ATAX\n",
      "Name: symbol, dtype: object\n",
      "bs    HLIO\n",
      "cf    HLIO\n",
      "ic    HLIO\n",
      "Name: symbol, dtype: object\n",
      "bs    REZI\n",
      "cf    REZI\n",
      "ic    REZI\n",
      "Name: symbol, dtype: object\n",
      "bs    GLT\n",
      "cf    GLT\n",
      "ic    GLT\n",
      "Name: symbol, dtype: object\n",
      "bs    CNK\n",
      "cf    CNK\n",
      "ic    CNK\n",
      "Name: symbol, dtype: object\n",
      "bs    DRRX\n",
      "cf    DRRX\n",
      "ic    DRRX\n",
      "Name: symbol, dtype: object\n",
      "bs    REG\n",
      "cf    REG\n",
      "ic    REG\n",
      "Name: symbol, dtype: object\n",
      "bs    CBRE\n",
      "cf    CBRE\n",
      "ic    CBRE\n",
      "Name: symbol, dtype: object\n",
      "bs    CK1424182\n",
      "cf    CK1424182\n",
      "ic    CK1424182\n",
      "Name: symbol, dtype: object\n",
      "bs    UWHR\n",
      "cf    UWHR\n",
      "ic    UWHR\n",
      "Name: symbol, dtype: object\n",
      "bs    CK0001641601\n",
      "cf    CK0001641601\n",
      "ic    CK0001641601\n",
      "Name: symbol, dtype: object\n",
      "bs    DEA\n",
      "cf    DEA\n",
      "ic    DEA\n",
      "Name: symbol, dtype: object\n",
      "bs    GLDD\n",
      "cf    GLDD\n",
      "ic    GLDD\n",
      "Name: symbol, dtype: object\n",
      "bs    SYKE\n",
      "cf    SYKE\n",
      "ic    SYKE\n",
      "Name: symbol, dtype: object\n",
      "bs    HBP\n",
      "cf    HBP\n",
      "ic    HBP\n",
      "Name: symbol, dtype: object\n",
      "bs    KPTI\n",
      "cf    KPTI\n",
      "ic    KPTI\n",
      "Name: symbol, dtype: object\n",
      "bs    HRTG\n",
      "cf    HRTG\n",
      "ic    HRTG\n",
      "Name: symbol, dtype: object\n",
      "bs    CIX\n",
      "cf    CIX\n",
      "ic    CIX\n",
      "Name: symbol, dtype: object\n",
      "bs    VAPO\n",
      "cf    VAPO\n",
      "ic    VAPO\n",
      "Name: symbol, dtype: object\n",
      "bs    CMO\n",
      "cf    CMO\n",
      "ic    CMO\n",
      "Name: symbol, dtype: object\n",
      "bs    AVLR\n",
      "cf    AVLR\n",
      "ic    AVLR\n",
      "Name: symbol, dtype: object\n",
      "bs    LAZ\n",
      "cf    LAZ\n",
      "ic    LAZ\n",
      "Name: symbol, dtype: object\n",
      "bs    SRNE\n",
      "cf    SRNE\n",
      "ic    SRNE\n",
      "Name: symbol, dtype: object\n",
      "bs    THRM\n",
      "cf    THRM\n",
      "ic    THRM\n",
      "Name: symbol, dtype: object\n",
      "bs    OTIC\n",
      "cf    OTIC\n",
      "ic    OTIC\n",
      "Name: symbol, dtype: object\n",
      "bs    STIM\n",
      "cf    STIM\n",
      "ic    STIM\n",
      "Name: symbol, dtype: object\n",
      "bs    LZD\n",
      "cf    LZD\n",
      "ic    LZD\n",
      "Name: symbol, dtype: object\n",
      "bs    MYOK\n",
      "cf    MYOK\n",
      "ic    MYOK\n",
      "Name: symbol, dtype: object\n",
      "bs    ARVN\n",
      "cf    ARVN\n",
      "ic    ARVN\n",
      "Name: symbol, dtype: object\n",
      "bs    NUVA\n",
      "cf    NUVA\n",
      "ic    NUVA\n",
      "Name: symbol, dtype: object\n",
      "bs    AVA\n",
      "cf    AVA\n",
      "ic    AVA\n",
      "Name: symbol, dtype: object\n",
      "bs    ICFI\n",
      "cf    ICFI\n",
      "ic    ICFI\n",
      "Name: symbol, dtype: object\n",
      "bs    EEX\n",
      "cf    EEX\n",
      "ic    EEX\n",
      "Name: symbol, dtype: object\n",
      "bs    CNST\n",
      "cf    CNST\n",
      "ic    CNST\n",
      "Name: symbol, dtype: object\n",
      "bs    BV\n",
      "cf    BV\n",
      "ic    BV\n",
      "Name: symbol, dtype: object\n",
      "bs    KRTX\n",
      "cf    KRTX\n",
      "ic    KRTX\n",
      "Name: symbol, dtype: object\n",
      "bs    PSN\n",
      "cf    PSN\n",
      "ic    PSN\n",
      "Name: symbol, dtype: object\n",
      "bs    CECE\n",
      "cf    CECE\n",
      "ic    CECE\n",
      "Name: symbol, dtype: object\n",
      "bs    EYPT\n",
      "cf    EYPT\n",
      "ic    EYPT\n",
      "Name: symbol, dtype: object\n",
      "bs    HZNP\n",
      "cf    HZNP\n",
      "ic    HZNP\n",
      "Name: symbol, dtype: object\n",
      "bs    GRTS\n",
      "cf    GRTS\n",
      "ic    GRTS\n",
      "Name: symbol, dtype: object\n",
      "bs    ALNA\n",
      "cf    ALNA\n",
      "ic    ALNA\n",
      "Name: symbol, dtype: object\n",
      "bs    D\n",
      "cf    D\n",
      "ic    D\n",
      "Name: symbol, dtype: object\n",
      "bs    VRCA\n",
      "cf    VRCA\n",
      "ic    VRCA\n",
      "Name: symbol, dtype: object\n",
      "bs    CK91882\n",
      "cf    CK91882\n",
      "ic    CK91882\n",
      "Name: symbol, dtype: object\n",
      "bs    KOP\n",
      "cf    KOP\n",
      "ic    KOP\n",
      "Name: symbol, dtype: object\n",
      "bs    REYN\n",
      "cf    REYN\n",
      "ic    REYN\n",
      "Name: symbol, dtype: object\n",
      "bs    CRNC\n",
      "cf    CRNC\n",
      "ic    CRNC\n",
      "Name: symbol, dtype: object\n",
      "bs    SSNC\n",
      "cf    SSNC\n",
      "ic    SSNC\n",
      "Name: symbol, dtype: object\n",
      "bs    DVN\n",
      "cf    DVN\n",
      "ic    DVN\n",
      "Name: symbol, dtype: object\n",
      "bs    DNOW\n",
      "cf    DNOW\n",
      "ic    DNOW\n",
      "Name: symbol, dtype: object\n",
      "bs    HOMB\n",
      "cf    HOMB\n",
      "ic    HOMB\n",
      "Name: symbol, dtype: object\n",
      "bs    HCKT\n",
      "cf    HCKT\n",
      "ic    HCKT\n",
      "Name: symbol, dtype: object\n",
      "bs    SR\n",
      "cf    SR\n",
      "ic    SR\n",
      "Name: symbol, dtype: object\n",
      "bs    AKCA\n",
      "cf    AKCA\n",
      "ic    AKCA\n",
      "Name: symbol, dtype: object\n",
      "bs    WRK\n",
      "cf    WRK\n",
      "ic    WRK\n",
      "Name: symbol, dtype: object\n",
      "bs    ALRN\n",
      "cf    ALRN\n",
      "ic    ALRN\n",
      "Name: symbol, dtype: object\n",
      "bs    HUBG\n",
      "cf    HUBG\n",
      "ic    HUBG\n",
      "Name: symbol, dtype: object\n",
      "bs    SUP\n",
      "cf    SUP\n",
      "ic    SUP\n",
      "Name: symbol, dtype: object\n",
      "bs    ALSN\n",
      "cf    ALSN\n",
      "ic    ALSN\n",
      "Name: symbol, dtype: object\n",
      "bs    ODP\n",
      "cf    ODP\n",
      "ic    ODP\n",
      "Name: symbol, dtype: object\n",
      "bs    ABIO\n",
      "cf    ABIO\n",
      "ic    ABIO\n",
      "Name: symbol, dtype: object\n",
      "bs    DFIN\n",
      "cf    DFIN\n",
      "ic    DFIN\n",
      "Name: symbol, dtype: object\n",
      "bs    LYRA\n",
      "cf    LYRA\n",
      "ic    LYRA\n",
      "Name: symbol, dtype: object\n",
      "bs    FATE\n",
      "cf    FATE\n",
      "ic    FATE\n",
      "Name: symbol, dtype: object\n",
      "bs    HRTX\n",
      "cf    HRTX\n",
      "ic    HRTX\n",
      "Name: symbol, dtype: object\n",
      "bs    CDAY\n",
      "cf    CDAY\n",
      "ic    CDAY\n",
      "Name: symbol, dtype: object\n",
      "bs    ACHC\n",
      "cf    ACHC\n",
      "ic    ACHC\n",
      "Name: symbol, dtype: object\n",
      "bs    ORIC\n",
      "cf    ORIC\n",
      "ic    ORIC\n",
      "Name: symbol, dtype: object\n",
      "bs    FLXN\n",
      "cf    FLXN\n",
      "ic    FLXN\n",
      "Name: symbol, dtype: object\n",
      "bs    TTGT\n",
      "cf    TTGT\n",
      "ic    TTGT\n",
      "Name: symbol, dtype: object\n",
      "bs    HARP\n",
      "cf    HARP\n",
      "ic    HARP\n",
      "Name: symbol, dtype: object\n",
      "bs    BBSI\n",
      "cf    BBSI\n",
      "ic    BBSI\n",
      "Name: symbol, dtype: object\n",
      "bs    OESX\n",
      "cf    OESX\n",
      "ic    OESX\n",
      "Name: symbol, dtype: object\n",
      "bs    ASMB\n",
      "cf    ASMB\n",
      "ic    ASMB\n",
      "Name: symbol, dtype: object\n",
      "bs    NXRT\n",
      "cf    NXRT\n",
      "ic    NXRT\n",
      "Name: symbol, dtype: object\n",
      "bs    MTB\n",
      "cf    MTB\n",
      "ic    MTB\n",
      "Name: symbol, dtype: object\n",
      "bs    DMTK\n",
      "cf    DMTK\n",
      "ic    DMTK\n",
      "Name: symbol, dtype: object\n",
      "bs    CK885975\n",
      "cf    CK885975\n",
      "ic    CK885975\n",
      "Name: symbol, dtype: object\n",
      "bs    PBPB\n",
      "cf    PBPB\n",
      "ic    PBPB\n",
      "Name: symbol, dtype: object\n",
      "bs    ARNA\n",
      "cf    ARNA\n",
      "ic    ARNA\n",
      "Name: symbol, dtype: object\n",
      "bs    MEC\n",
      "cf    MEC\n",
      "ic    MEC\n",
      "Name: symbol, dtype: object\n",
      "bs    ASPN\n",
      "cf    ASPN\n",
      "ic    ASPN\n",
      "Name: symbol, dtype: object\n",
      "bs    HUBS\n",
      "cf    HUBS\n",
      "ic    HUBS\n",
      "Name: symbol, dtype: object\n",
      "bs    SRDX\n",
      "cf    SRDX\n",
      "ic    SRDX\n",
      "Name: symbol, dtype: object\n",
      "bs    NAVI\n",
      "cf    NAVI\n",
      "ic    NAVI\n",
      "Name: symbol, dtype: object\n",
      "bs    NVRO\n",
      "cf    NVRO\n",
      "ic    NVRO\n",
      "Name: symbol, dtype: object\n",
      "bs    LOB\n",
      "cf    LOB\n",
      "ic    LOB\n",
      "Name: symbol, dtype: object\n",
      "bs    TCON\n",
      "cf    TCON\n",
      "ic    TCON\n",
      "Name: symbol, dtype: object\n",
      "bs    CLXT\n",
      "cf    CLXT\n",
      "ic    CLXT\n",
      "Name: symbol, dtype: object\n",
      "bs    GTHX\n",
      "cf    GTHX\n",
      "ic    GTHX\n",
      "Name: symbol, dtype: object\n",
      "bs    YUMC\n",
      "cf    YUMC\n",
      "ic    YUMC\n",
      "Name: symbol, dtype: object\n",
      "bs    HEAR\n",
      "cf    HEAR\n",
      "ic    HEAR\n",
      "Name: symbol, dtype: object\n",
      "bs    SLDB\n",
      "cf    SLDB\n",
      "ic    SLDB\n",
      "Name: symbol, dtype: object\n",
      "bs    SYRS\n",
      "cf    SYRS\n",
      "ic    SYRS\n",
      "Name: symbol, dtype: object\n",
      "bs    HMHC\n",
      "cf    HMHC\n",
      "ic    HMHC\n",
      "Name: symbol, dtype: object\n",
      "bs    SYBX\n",
      "cf    SYBX\n",
      "ic    SYBX\n",
      "Name: symbol, dtype: object\n",
      "bs    AVRO\n",
      "cf    AVRO\n",
      "ic    AVRO\n",
      "Name: symbol, dtype: object\n",
      "bs    ORTX\n",
      "cf    ORTX\n",
      "ic    ORTX\n",
      "Name: symbol, dtype: object\n",
      "bs    ITRM\n",
      "cf    ITRM\n",
      "ic    ITRM\n",
      "Name: symbol, dtype: object\n",
      "bs    SRCL\n",
      "cf    SRCL\n",
      "ic    SRCL\n",
      "Name: symbol, dtype: object\n",
      "bs    SF\n",
      "cf    SF\n",
      "ic    SF\n",
      "Name: symbol, dtype: object\n",
      "bs    LMRK\n",
      "cf    LMRK\n",
      "ic    LMRK\n",
      "Name: symbol, dtype: object\n",
      "bs    CABA\n",
      "cf    CABA\n",
      "ic    CABA\n",
      "Name: symbol, dtype: object\n",
      "bs    ALCO\n",
      "cf    ALCO\n",
      "ic    ALCO\n",
      "Name: symbol, dtype: object\n",
      "bs    OFIX\n",
      "cf    OFIX\n",
      "ic    OFIX\n",
      "Name: symbol, dtype: object\n",
      "bs    PHAT\n",
      "cf    PHAT\n",
      "ic    PHAT\n",
      "Name: symbol, dtype: object\n",
      "bs    KZR\n",
      "cf    KZR\n",
      "ic    KZR\n",
      "Name: symbol, dtype: object\n",
      "bs    EVOK\n",
      "cf    EVOK\n",
      "ic    EVOK\n",
      "Name: symbol, dtype: object\n",
      "bs    WTRH\n",
      "cf    WTRH\n",
      "ic    WTRH\n",
      "Name: symbol, dtype: object\n",
      "bs    NOVT\n",
      "cf    NOVT\n",
      "ic    NOVT\n",
      "Name: symbol, dtype: object\n",
      "bs    ODFL\n",
      "cf    ODFL\n",
      "ic    ODFL\n",
      "Name: symbol, dtype: object\n",
      "bs    ATNX\n",
      "cf    ATNX\n",
      "ic    ATNX\n",
      "Name: symbol, dtype: object\n",
      "bs    PKG\n",
      "cf    PKG\n",
      "ic    PKG\n",
      "Name: symbol, dtype: object\n",
      "bs    EXPD\n",
      "cf    EXPD\n",
      "ic    EXPD\n",
      "Name: symbol, dtype: object\n",
      "bs    PLPC\n",
      "cf    PLPC\n",
      "ic    PLPC\n",
      "Name: symbol, dtype: object\n",
      "bs    LAMR\n",
      "cf    LAMR\n",
      "ic    LAMR\n",
      "Name: symbol, dtype: object\n",
      "bs    SPH\n",
      "cf    SPH\n",
      "ic    SPH\n",
      "Name: symbol, dtype: object\n",
      "bs    JAX\n",
      "cf    JAX\n",
      "ic    JAX\n",
      "Name: symbol, dtype: object\n",
      "bs    CSGS\n",
      "cf    CSGS\n",
      "ic    CSGS\n",
      "Name: symbol, dtype: object\n",
      "bs    CXW\n",
      "cf    CXW\n",
      "ic    CXW\n",
      "Name: symbol, dtype: object\n",
      "bs    CBIO\n",
      "cf    CBIO\n",
      "ic    CBIO\n",
      "Name: symbol, dtype: object\n",
      "bs    CK1723866\n",
      "cf    CK1723866\n",
      "ic    CK1723866\n",
      "Name: symbol, dtype: object\n",
      "bs    AAWW\n",
      "cf    AAWW\n",
      "ic    AAWW\n",
      "Name: symbol, dtype: object\n",
      "bs    TRGP\n",
      "cf    TRGP\n",
      "ic    TRGP\n",
      "Name: symbol, dtype: object\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "bs    PRI\n",
      "cf    PRI\n",
      "ic    PRI\n",
      "Name: symbol, dtype: object\n",
      "bs    NGLS\n",
      "cf    NGLS\n",
      "ic    NGLS\n",
      "Name: symbol, dtype: object\n",
      "bs    FMNB\n",
      "cf    FMNB\n",
      "ic    FMNB\n",
      "Name: symbol, dtype: object\n",
      "bs    SMTX\n",
      "cf    SMTX\n",
      "ic    SMTX\n",
      "Name: symbol, dtype: object\n",
      "bs    NXST\n",
      "cf    NXST\n",
      "ic    NXST\n",
      "Name: symbol, dtype: object\n",
      "bs    PZN\n",
      "cf    PZN\n",
      "ic    PZN\n",
      "Name: symbol, dtype: object\n",
      "bs    VDI\n",
      "cf    VDI\n",
      "ic    VDI\n",
      "Name: symbol, dtype: object\n",
      "bs    OLED\n",
      "cf    OLED\n",
      "ic    OLED\n",
      "Name: symbol, dtype: object\n",
      "bs    ABMD\n",
      "cf    ABMD\n",
      "ic    ABMD\n",
      "Name: symbol, dtype: object\n",
      "bs    IGMS\n",
      "cf    IGMS\n",
      "ic    IGMS\n",
      "Name: symbol, dtype: object\n",
      "bs    SPRO\n",
      "cf    SPRO\n",
      "ic    SPRO\n",
      "Name: symbol, dtype: object\n",
      "bs    MRUS\n",
      "cf    MRUS\n",
      "ic    MRUS\n",
      "Name: symbol, dtype: object\n",
      "bs    GERN\n",
      "cf    GERN\n",
      "ic    GERN\n",
      "Name: symbol, dtype: object\n",
      "bs    ALDX\n",
      "cf    ALDX\n",
      "ic    ALDX\n",
      "Name: symbol, dtype: object\n",
      "bs    DVAX\n",
      "cf    DVAX\n",
      "ic    DVAX\n",
      "Name: symbol, dtype: object\n",
      "bs    SITM\n",
      "cf    SITM\n",
      "ic    SITM\n",
      "Name: symbol, dtype: object\n",
      "bs    KURA\n",
      "cf    KURA\n",
      "ic    KURA\n",
      "Name: symbol, dtype: object\n",
      "bs    PAYC\n",
      "cf    PAYC\n",
      "ic    PAYC\n",
      "Name: symbol, dtype: object\n",
      "bs    MTW\n",
      "cf    MTW\n",
      "ic    MTW\n",
      "Name: symbol, dtype: object\n",
      "bs    PFNX\n",
      "cf    PFNX\n",
      "ic    PFNX\n",
      "Name: symbol, dtype: object\n",
      "bs    FLO\n",
      "cf    FLO\n",
      "ic    FLO\n",
      "Name: symbol, dtype: object\n",
      "bs    VHI\n",
      "cf    VHI\n",
      "ic    VHI\n",
      "Name: symbol, dtype: object\n",
      "bs    FGEN\n",
      "cf    FGEN\n",
      "ic    FGEN\n",
      "Name: symbol, dtype: object\n",
      "bs    PRDO\n",
      "cf    PRDO\n",
      "ic    PRDO\n",
      "Name: symbol, dtype: object\n",
      "bs    HESM\n",
      "cf    HESM\n",
      "ic    HESM\n",
      "Name: symbol, dtype: object\n",
      "bs    RGNX\n",
      "cf    RGNX\n",
      "ic    RGNX\n",
      "Name: symbol, dtype: object\n",
      "bs    SVRA\n",
      "cf    SVRA\n",
      "ic    SVRA\n",
      "Name: symbol, dtype: object\n",
      "bs    SNDX\n",
      "cf    SNDX\n",
      "ic    SNDX\n",
      "Name: symbol, dtype: object\n",
      "bs    QTNT\n",
      "cf    QTNT\n",
      "ic    QTNT\n",
      "Name: symbol, dtype: object\n",
      "bs    RCUS\n",
      "cf    RCUS\n",
      "ic    RCUS\n",
      "Name: symbol, dtype: object\n",
      "bs    ATEC\n",
      "cf    ATEC\n",
      "ic    ATEC\n",
      "Name: symbol, dtype: object\n",
      "bs    TPIC\n",
      "cf    TPIC\n",
      "ic    TPIC\n",
      "Name: symbol, dtype: object\n",
      "bs    XONE\n",
      "cf    XONE\n",
      "ic    XONE\n",
      "Name: symbol, dtype: object\n",
      "bs    FPRX\n",
      "cf    FPRX\n",
      "ic    FPRX\n",
      "Name: symbol, dtype: object\n",
      "bs    NTLA\n",
      "cf    NTLA\n",
      "ic    NTLA\n",
      "Name: symbol, dtype: object\n",
      "bs    TRIP\n",
      "cf    TRIP\n",
      "ic    TRIP\n",
      "Name: symbol, dtype: object\n",
      "bs    CBB\n",
      "cf    CBB\n",
      "ic    CBB\n",
      "Name: symbol, dtype: object\n",
      "bs    EIDX\n",
      "cf    EIDX\n",
      "ic    EIDX\n",
      "Name: symbol, dtype: object\n",
      "bs    HLF\n",
      "cf    HLF\n",
      "ic    HLF\n",
      "Name: symbol, dtype: object\n",
      "bs    KCAC\n",
      "cf    KCAC\n",
      "ic    KCAC\n",
      "Name: symbol, dtype: object\n",
      "bs    PBYI\n",
      "cf    PBYI\n",
      "ic    PBYI\n",
      "Name: symbol, dtype: object\n",
      "bs    ASYS\n",
      "cf    ASYS\n",
      "ic    ASYS\n",
      "Name: symbol, dtype: object\n",
      "bs    ATRS\n",
      "cf    ATRS\n",
      "ic    ATRS\n",
      "Name: symbol, dtype: object\n",
      "bs    SMHI\n",
      "cf    SMHI\n",
      "ic    SMHI\n",
      "Name: symbol, dtype: object\n",
      "bs    EIGR\n",
      "cf    EIGR\n",
      "ic    EIGR\n",
      "Name: symbol, dtype: object\n",
      "bs    NSIT\n",
      "cf    NSIT\n",
      "ic    NSIT\n",
      "Name: symbol, dtype: object\n",
      "bs    ONCT\n",
      "cf    ONCT\n",
      "ic    ONCT\n",
      "Name: symbol, dtype: object\n",
      "bs    ALTR\n",
      "cf    ALTR\n",
      "ic    ALTR\n",
      "Name: symbol, dtype: object\n",
      "bs    CATC\n",
      "cf    CATC\n",
      "ic    CATC\n",
      "Name: symbol, dtype: object\n",
      "bs    SAIL\n",
      "cf    SAIL\n",
      "ic    SAIL\n",
      "Name: symbol, dtype: object\n",
      "bs    TMST\n",
      "cf    TMST\n",
      "ic    TMST\n",
      "Name: symbol, dtype: object\n",
      "bs    GEO\n",
      "cf    GEO\n",
      "ic    GEO\n",
      "Name: symbol, dtype: object\n",
      "bs    XENE\n",
      "cf    XENE\n",
      "ic    XENE\n",
      "Name: symbol, dtype: object\n",
      "bs    CK1368757\n",
      "cf    CK1368757\n",
      "ic    CK1368757\n",
      "Name: symbol, dtype: object\n",
      "bs    USWS\n",
      "cf    USWS\n",
      "ic    USWS\n",
      "Name: symbol, dtype: object\n",
      "bs    DIOD\n",
      "cf    DIOD\n",
      "ic    DIOD\n",
      "Name: symbol, dtype: object\n",
      "bs    RVRA\n",
      "cf    RVRA\n",
      "ic    RVRA\n",
      "Name: symbol, dtype: object\n",
      "bs    RUTH\n",
      "cf    RUTH\n",
      "ic    RUTH\n",
      "Name: symbol, dtype: object\n",
      "bs    ZNGA\n",
      "cf    ZNGA\n",
      "ic    ZNGA\n",
      "Name: symbol, dtype: object\n",
      "bs    AIRG\n",
      "cf    AIRG\n",
      "ic    AIRG\n",
      "Name: symbol, dtype: object\n",
      "bs    GMHI\n",
      "cf    GMHI\n",
      "ic    GMHI\n",
      "Name: symbol, dtype: object\n",
      "bs    OSS\n",
      "cf    OSS\n",
      "ic    OSS\n",
      "Name: symbol, dtype: object\n",
      "bs    BNFT\n",
      "cf    BNFT\n",
      "ic    BNFT\n",
      "Name: symbol, dtype: object\n",
      "bs    MTEM\n",
      "cf    MTEM\n",
      "ic    MTEM\n",
      "Name: symbol, dtype: object\n",
      "bs    CRNX\n",
      "cf    CRNX\n",
      "ic    CRNX\n",
      "Name: symbol, dtype: object\n",
      "bs    GNTY\n",
      "cf    GNTY\n",
      "ic    GNTY\n",
      "Name: symbol, dtype: object\n",
      "bs    MACK\n",
      "cf    MACK\n",
      "ic    MACK\n",
      "Name: symbol, dtype: object\n",
      "bs    MAN\n",
      "cf    MAN\n",
      "ic    MAN\n",
      "Name: symbol, dtype: object\n",
      "bs    VCTR\n",
      "cf    VCTR\n",
      "ic    VCTR\n",
      "Name: symbol, dtype: object\n",
      "bs    NICK\n",
      "cf    NICK\n",
      "ic    NICK\n",
      "Name: symbol, dtype: object\n",
      "bs    ELOX\n",
      "cf    ELOX\n",
      "ic    ELOX\n",
      "Name: symbol, dtype: object\n",
      "bs    NK\n",
      "cf    NK\n",
      "ic    NK\n",
      "Name: symbol, dtype: object\n",
      "bs    UPL\n",
      "cf    UPL\n",
      "ic    UPL\n",
      "Name: symbol, dtype: object\n",
      "bs    CK1437958\n",
      "cf    CK1437958\n",
      "ic    CK1437958\n",
      "Name: symbol, dtype: object\n",
      "bs    MR\n",
      "cf    MR\n",
      "ic    MR\n",
      "Name: symbol, dtype: object\n",
      "bs    UFS\n",
      "cf    UFS\n",
      "ic    UFS\n",
      "Name: symbol, dtype: object\n",
      "bs    GEOS\n",
      "cf    GEOS\n",
      "ic    GEOS\n",
      "Name: symbol, dtype: object\n",
      "bs    CK0001353282\n",
      "cf    CK0001353282\n",
      "ic    CK0001353282\n",
      "Name: symbol, dtype: object\n",
      "bs    TVTY\n",
      "cf    TVTY\n",
      "ic    TVTY\n",
      "Name: symbol, dtype: object\n",
      "bs    ADTN\n",
      "cf    ADTN\n",
      "ic    ADTN\n",
      "Name: symbol, dtype: object\n",
      "bs    PRTY\n",
      "cf    PRTY\n",
      "ic    PRTY\n",
      "Name: symbol, dtype: object\n",
      "bs    CK0001466225\n",
      "cf    CK0001466225\n",
      "ic    CK0001466225\n",
      "Name: symbol, dtype: object\n",
      "bs    CK0001559484\n",
      "cf    CK0001559484\n",
      "ic    CK0001559484\n",
      "Name: symbol, dtype: object\n",
      "bs    AVD\n",
      "cf    AVD\n",
      "ic    AVD\n",
      "Name: symbol, dtype: object\n",
      "bs    CK0001652926\n",
      "cf    CK0001652926\n",
      "ic    CK0001652926\n",
      "Name: symbol, dtype: object\n",
      "bs    STXB\n",
      "cf    STXB\n",
      "ic    STXB\n",
      "Name: symbol, dtype: object\n",
      "bs    SKX\n",
      "cf    SKX\n",
      "ic    SKX\n",
      "Name: symbol, dtype: object\n",
      "bs    FBSS\n",
      "cf    FBSS\n",
      "ic    FBSS\n",
      "Name: symbol, dtype: object\n",
      "bs    TMCC\n",
      "cf    TMCC\n",
      "ic    TMCC\n",
      "Name: symbol, dtype: object\n",
      "bs    PMT\n",
      "cf    PMT\n",
      "ic    PMT\n",
      "Name: symbol, dtype: object\n",
      "bs    VSAT\n",
      "cf    VSAT\n",
      "ic    VSAT\n",
      "Name: symbol, dtype: object\n",
      "bs    GHIV\n",
      "cf    GHIV\n",
      "ic    GHIV\n",
      "Name: symbol, dtype: object\n",
      "bs    BL\n",
      "cf    BL\n",
      "ic    BL\n",
      "Name: symbol, dtype: object\n",
      "bs    FZMD\n",
      "cf    FZMD\n",
      "ic    FZMD\n",
      "Name: symbol, dtype: object\n",
      "bs    BRKA\n",
      "cf    BRKA\n",
      "ic    BRKA\n",
      "Name: symbol, dtype: object\n",
      "bs    PSTV\n",
      "cf    PSTV\n",
      "ic    PSTV\n",
      "Name: symbol, dtype: object\n",
      "bs    RETA\n",
      "cf    RETA\n",
      "ic    RETA\n",
      "Name: symbol, dtype: object\n",
      "bs    SDGR\n",
      "cf    SDGR\n",
      "ic    SDGR\n",
      "Name: symbol, dtype: object\n",
      "bs    REPH\n",
      "cf    REPH\n",
      "ic    REPH\n",
      "Name: symbol, dtype: object\n",
      "bs    PRTK\n",
      "cf    PRTK\n",
      "ic    PRTK\n",
      "Name: symbol, dtype: object\n",
      "bs    SAGE\n",
      "cf    SAGE\n",
      "ic    SAGE\n",
      "Name: symbol, dtype: object\n",
      "bs    GRTX\n",
      "cf    GRTX\n",
      "ic    GRTX\n",
      "Name: symbol, dtype: object\n",
      "bs    BXRX\n",
      "cf    BXRX\n",
      "ic    BXRX\n",
      "Name: symbol, dtype: object\n",
      "bs    URGN\n",
      "cf    URGN\n",
      "ic    URGN\n",
      "Name: symbol, dtype: object\n",
      "bs    WVE\n",
      "cf    WVE\n",
      "ic    WVE\n",
      "Name: symbol, dtype: object\n",
      "bs    LOGC\n",
      "cf    LOGC\n",
      "ic    LOGC\n",
      "Name: symbol, dtype: object\n",
      "bs    SCYX\n",
      "cf    SCYX\n",
      "ic    SCYX\n",
      "Name: symbol, dtype: object\n",
      "bs    ALLK\n",
      "cf    ALLK\n",
      "ic    ALLK\n",
      "Name: symbol, dtype: object\n",
      "bs    OVID\n",
      "cf    OVID\n",
      "ic    OVID\n",
      "Name: symbol, dtype: object\n",
      "bs    GRUB\n",
      "cf    GRUB\n",
      "ic    GRUB\n",
      "Name: symbol, dtype: object\n",
      "bs    AGLE\n",
      "cf    AGLE\n",
      "ic    AGLE\n",
      "Name: symbol, dtype: object\n",
      "bs    TPTX\n",
      "cf    TPTX\n",
      "ic    TPTX\n",
      "Name: symbol, dtype: object\n",
      "bs    HGBL\n",
      "cf    HGBL\n",
      "ic    HGBL\n",
      "Name: symbol, dtype: object\n",
      "bs    RVMD\n",
      "cf    RVMD\n",
      "ic    RVMD\n",
      "Name: symbol, dtype: object\n",
      "bs    PGC\n",
      "cf    PGC\n",
      "ic    PGC\n",
      "Name: symbol, dtype: object\n",
      "bs    PFC\n",
      "cf    PFC\n",
      "ic    PFC\n",
      "Name: symbol, dtype: object\n",
      "bs    ICBK\n",
      "cf    ICBK\n",
      "ic    ICBK\n",
      "Name: symbol, dtype: object\n",
      "bs    GBLI\n",
      "cf    GBLI\n",
      "ic    GBLI\n",
      "Name: symbol, dtype: object\n",
      "bs    HAFC\n",
      "cf    HAFC\n",
      "ic    HAFC\n",
      "Name: symbol, dtype: object\n",
      "bs    OPBK\n",
      "cf    OPBK\n",
      "ic    OPBK\n",
      "Name: symbol, dtype: object\n",
      "bs    SOHO\n",
      "cf    SOHO\n",
      "ic    SOHO\n",
      "Name: symbol, dtype: object\n",
      "bs    CFFA\n",
      "cf    CFFA\n",
      "ic    CFFA\n",
      "Name: symbol, dtype: object\n",
      "bs    PCTI\n",
      "cf    PCTI\n",
      "ic    PCTI\n",
      "Name: symbol, dtype: object\n",
      "bs    CADE\n",
      "cf    CADE\n",
      "ic    CADE\n",
      "Name: symbol, dtype: object\n",
      "bs    AGEN\n",
      "cf    AGEN\n",
      "ic    AGEN\n",
      "Name: symbol, dtype: object\n",
      "bs    DZSI\n",
      "cf    DZSI\n",
      "ic    DZSI\n",
      "Name: symbol, dtype: object\n",
      "bs    ESSA\n",
      "cf    ESSA\n",
      "ic    ESSA\n",
      "Name: symbol, dtype: object\n",
      "bs    XAN\n",
      "cf    XAN\n",
      "ic    XAN\n",
      "Name: symbol, dtype: object\n",
      "bs    CLSD\n",
      "cf    CLSD\n",
      "ic    CLSD\n",
      "Name: symbol, dtype: object\n",
      "bs    SMSI\n",
      "cf    SMSI\n",
      "ic    SMSI\n",
      "Name: symbol, dtype: object\n",
      "bs    ONVO\n",
      "cf    ONVO\n",
      "ic    ONVO\n",
      "Name: symbol, dtype: object\n",
      "bs    KOD\n",
      "cf    KOD\n",
      "ic    KOD\n",
      "Name: symbol, dtype: object\n",
      "bs    MCHX\n",
      "cf    MCHX\n",
      "ic    MCHX\n",
      "Name: symbol, dtype: object\n",
      "bs    CALA\n",
      "cf    CALA\n",
      "ic    CALA\n",
      "Name: symbol, dtype: object\n",
      "bs    STOK\n",
      "cf    STOK\n",
      "ic    STOK\n",
      "Name: symbol, dtype: object\n",
      "bs    ENTA\n",
      "cf    ENTA\n",
      "ic    ENTA\n",
      "Name: symbol, dtype: object\n",
      "bs    SLNO\n",
      "cf    SLNO\n",
      "ic    SLNO\n",
      "Name: symbol, dtype: object\n",
      "bs    SEAS\n",
      "cf    SEAS\n",
      "ic    SEAS\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Name: symbol, dtype: object\n",
      "bs    EBSB\n",
      "cf    EBSB\n",
      "ic    EBSB\n",
      "Name: symbol, dtype: object\n",
      "bs    SIEN\n",
      "cf    SIEN\n",
      "ic    SIEN\n",
      "Name: symbol, dtype: object\n",
      "bs    KLR\n",
      "cf    KLR\n",
      "ic    KLR\n",
      "Name: symbol, dtype: object\n",
      "bs    GOGO\n",
      "cf    GOGO\n",
      "ic    GOGO\n",
      "Name: symbol, dtype: object\n",
      "bs    XPER\n",
      "cf    XPER\n",
      "ic    XPER\n",
      "Name: symbol, dtype: object\n",
      "bs    BY\n",
      "cf    BY\n",
      "ic    BY\n",
      "Name: symbol, dtype: object\n",
      "bs    ADUS\n",
      "cf    ADUS\n",
      "ic    ADUS\n",
      "Name: symbol, dtype: object\n",
      "bs    FBRX\n",
      "cf    FBRX\n",
      "ic    FBRX\n",
      "Name: symbol, dtype: object\n",
      "bs    CCXI\n",
      "cf    CCXI\n",
      "ic    CCXI\n",
      "Name: symbol, dtype: object\n",
      "bs    RPAY\n",
      "cf    RPAY\n",
      "ic    RPAY\n",
      "Name: symbol, dtype: object\n",
      "bs    WWD\n",
      "cf    WWD\n",
      "ic    WWD\n",
      "Name: symbol, dtype: object\n",
      "bs    CGC\n",
      "cf    CGC\n",
      "ic    CGC\n",
      "Name: symbol, dtype: object\n",
      "bs    ADPT\n",
      "cf    ADPT\n",
      "ic    ADPT\n",
      "Name: symbol, dtype: object\n",
      "bs    SBPH\n",
      "cf    SBPH\n",
      "ic    SBPH\n",
      "Name: symbol, dtype: object\n",
      "bs    CK0000815917\n",
      "cf    CK0000815917\n",
      "ic    CK0000815917\n",
      "Name: symbol, dtype: object\n",
      "bs    RBB\n",
      "cf    RBB\n",
      "ic    RBB\n",
      "Name: symbol, dtype: object\n",
      "bs    ADUS\n",
      "cf    ADUS\n",
      "ic    ADUS\n",
      "Name: symbol, dtype: object\n",
      "bs    MESA\n",
      "cf    MESA\n",
      "ic    MESA\n",
      "Name: symbol, dtype: object\n",
      "bs    FOX\n",
      "cf    FOX\n",
      "ic    FOX\n",
      "Name: symbol, dtype: object\n",
      "bs    ARCT\n",
      "cf    ARCT\n",
      "ic    ARCT\n",
      "Name: symbol, dtype: object\n",
      "bs    VERI\n",
      "cf    VERI\n",
      "ic    VERI\n",
      "Name: symbol, dtype: object\n",
      "bs    CRHM\n",
      "cf    CRHM\n",
      "ic    CRHM\n",
      "Name: symbol, dtype: object\n",
      "bs    TLRY\n",
      "cf    TLRY\n",
      "ic    TLRY\n",
      "Name: symbol, dtype: object\n",
      "bs    CVIA\n",
      "cf    CVIA\n",
      "ic    CVIA\n",
      "Name: symbol, dtype: object\n",
      "bs    WATT\n",
      "cf    WATT\n",
      "ic    WATT\n",
      "Name: symbol, dtype: object\n",
      "bs    MYO\n",
      "cf    MYO\n",
      "ic    MYO\n",
      "Name: symbol, dtype: object\n",
      "bs    JAN\n",
      "cf    JAN\n",
      "ic    JAN\n",
      "Name: symbol, dtype: object\n",
      "bs    MLVF\n",
      "cf    MLVF\n",
      "ic    MLVF\n",
      "Name: symbol, dtype: object\n",
      "bs    G\n",
      "cf    G\n",
      "ic    G\n",
      "Name: symbol, dtype: object\n",
      "bs    NREF\n",
      "cf    NREF\n",
      "ic    NREF\n",
      "Name: symbol, dtype: object\n",
      "bs    UNIT\n",
      "cf    UNIT\n",
      "ic    UNIT\n",
      "Name: symbol, dtype: object\n",
      "bs    MRIN\n",
      "cf    MRIN\n",
      "ic    MRIN\n",
      "Name: symbol, dtype: object\n",
      "bs    PRVL\n",
      "cf    PRVL\n",
      "ic    PRVL\n",
      "Name: symbol, dtype: object\n",
      "bs    FULC\n",
      "cf    FULC\n",
      "ic    FULC\n",
      "Name: symbol, dtype: object\n",
      "bs    CIK0000885568\n",
      "cf    CIK0000885568\n",
      "ic    CIK0000885568\n",
      "Name: symbol, dtype: object\n",
      "bs    FUSN\n",
      "cf    FUSN\n",
      "ic    FUSN\n",
      "Name: symbol, dtype: object\n",
      "bs    VIR\n",
      "cf    VIR\n",
      "ic    VIR\n",
      "Name: symbol, dtype: object\n",
      "bs    RNA\n",
      "cf    RNA\n",
      "ic    RNA\n",
      "Name: symbol, dtype: object\n",
      "bs    NARI\n",
      "cf    NARI\n",
      "ic    NARI\n",
      "Name: symbol, dtype: object\n",
      "bs    STAF\n",
      "cf    STAF\n",
      "ic    STAF\n",
      "Name: symbol, dtype: object\n",
      "bs    HTGM\n",
      "cf    HTGM\n",
      "ic    HTGM\n",
      "Name: symbol, dtype: object\n",
      "bs    ALT\n",
      "cf    ALT\n",
      "ic    ALT\n",
      "Name: symbol, dtype: object\n",
      "bs    KODK\n",
      "cf    KODK\n",
      "ic    KODK\n",
      "Name: symbol, dtype: object\n",
      "bs    ALEC\n",
      "cf    ALEC\n",
      "ic    ALEC\n",
      "Name: symbol, dtype: object\n",
      "bs    STSA\n",
      "cf    STSA\n",
      "ic    STSA\n",
      "Name: symbol, dtype: object\n",
      "bs    SNSS\n",
      "cf    SNSS\n",
      "ic    SNSS\n",
      "Name: symbol, dtype: object\n",
      "bs    PLRX\n",
      "cf    PLRX\n",
      "ic    PLRX\n",
      "Name: symbol, dtype: object\n",
      "bs    AMTI\n",
      "cf    AMTI\n",
      "ic    AMTI\n",
      "Name: symbol, dtype: object\n",
      "bs    RHE\n",
      "cf    RHE\n",
      "ic    RHE\n",
      "Name: symbol, dtype: object\n",
      "bs    GOSS\n",
      "cf    GOSS\n",
      "ic    GOSS\n",
      "Name: symbol, dtype: object\n",
      "bs    SLGD\n",
      "cf    SLGD\n",
      "ic    SLGD\n",
      "Name: symbol, dtype: object\n",
      "bs    CK1680232\n",
      "cf    CK1680232\n",
      "ic    CK1680232\n",
      "Name: symbol, dtype: object\n",
      "bs    RDVT\n",
      "cf    RDVT\n",
      "ic    RDVT\n",
      "Name: symbol, dtype: object\n",
      "bs    UMRX\n",
      "cf    UMRX\n",
      "ic    UMRX\n",
      "Name: symbol, dtype: object\n",
      "bs    BBIO\n",
      "cf    BBIO\n",
      "ic    BBIO\n",
      "Name: symbol, dtype: object\n",
      "bs    RMED\n",
      "cf    RMED\n",
      "ic    RMED\n",
      "Name: symbol, dtype: object\n",
      "bs    AMK\n",
      "cf    AMK\n",
      "ic    AMK\n",
      "Name: symbol, dtype: object\n",
      "bs    FOUR\n",
      "cf    FOUR\n",
      "ic    FOUR\n",
      "Name: symbol, dtype: object\n",
      "bs    TCRR\n",
      "cf    TCRR\n",
      "ic    TCRR\n",
      "Name: symbol, dtype: object\n",
      "bs    FREQ\n",
      "cf    FREQ\n",
      "ic    FREQ\n",
      "Name: symbol, dtype: object\n",
      "bs    BEAM\n",
      "cf    BEAM\n",
      "ic    BEAM\n",
      "Name: symbol, dtype: object\n",
      "bs    MNSB\n",
      "cf    MNSB\n",
      "ic    MNSB\n",
      "Name: symbol, dtype: object\n",
      "bs    EQ\n",
      "cf    EQ\n",
      "ic    EQ\n",
      "Name: symbol, dtype: object\n",
      "bs    ARPO\n",
      "cf    ARPO\n",
      "ic    ARPO\n",
      "Name: symbol, dtype: object\n",
      "bs    PGTI\n",
      "cf    PGTI\n",
      "ic    PGTI\n",
      "Name: symbol, dtype: object\n",
      "bs    CK1585389\n",
      "cf    CK1585389\n",
      "ic    CK1585389\n",
      "Name: symbol, dtype: object\n",
      "bs    FUSB\n",
      "cf    FUSB\n",
      "ic    FUSB\n",
      "Name: symbol, dtype: object\n",
      "bs    CK1698538\n",
      "cf    CK1698538\n",
      "ic    CK1698538\n",
      "Name: symbol, dtype: object\n",
      "bs    MOSY\n",
      "cf    MOSY\n",
      "ic    MOSY\n",
      "Name: symbol, dtype: object\n",
      "bs    TTOO\n",
      "cf    TTOO\n",
      "ic    TTOO\n",
      "Name: symbol, dtype: object\n",
      "bs    NUE\n",
      "cf    NUE\n",
      "ic    NUE\n",
      "Name: symbol, dtype: object\n",
      "bs    SWAV\n",
      "cf    SWAV\n",
      "ic    SWAV\n",
      "Name: symbol, dtype: object\n",
      "bs    PCVX\n",
      "cf    PCVX\n",
      "ic    PCVX\n",
      "Name: symbol, dtype: object\n",
      "bs    CK0001690012\n",
      "cf    CK0001690012\n",
      "ic    CK0001690012\n",
      "Name: symbol, dtype: object\n",
      "bs    NLTX\n",
      "cf    NLTX\n",
      "ic    NLTX\n",
      "Name: symbol, dtype: object\n",
      "bs    BSBK\n",
      "cf    BSBK\n",
      "ic    BSBK\n",
      "Name: symbol, dtype: object\n",
      "bs    ALJJ\n",
      "cf    ALJJ\n",
      "ic    ALJJ\n",
      "Name: symbol, dtype: object\n",
      "bs    LGL\n",
      "cf    LGL\n",
      "ic    LGL\n",
      "Name: symbol, dtype: object\n",
      "bs    CNFR\n",
      "cf    CNFR\n",
      "ic    CNFR\n",
      "Name: symbol, dtype: object\n",
      "bs    HSDT\n",
      "cf    HSDT\n",
      "ic    HSDT\n",
      "Name: symbol, dtype: object\n",
      "bs    OSW\n",
      "cf    OSW\n",
      "ic    OSW\n",
      "Name: symbol, dtype: object\n",
      "bs    NGM\n",
      "cf    NGM\n",
      "ic    NGM\n",
      "Name: symbol, dtype: object\n",
      "bs    ISCO\n",
      "cf    ISCO\n",
      "ic    ISCO\n",
      "Name: symbol, dtype: object\n",
      "bs    CPTP\n",
      "cf    CPTP\n",
      "ic    CPTP\n",
      "Name: symbol, dtype: object\n",
      "bs    SRGA\n",
      "cf    SRGA\n",
      "ic    SRGA\n",
      "Name: symbol, dtype: object\n",
      "bs    CMBM\n",
      "cf    CMBM\n",
      "ic    CMBM\n",
      "Name: symbol, dtype: object\n",
      "bs    TYME\n",
      "cf    TYME\n",
      "ic    TYME\n",
      "Name: symbol, dtype: object\n",
      "bs    VIE\n",
      "cf    VIE\n",
      "ic    VIE\n",
      "Name: symbol, dtype: object\n",
      "bs    SONM\n",
      "cf    SONM\n",
      "ic    SONM\n",
      "Name: symbol, dtype: object\n",
      "bs    IDYA\n",
      "cf    IDYA\n",
      "ic    IDYA\n",
      "Name: symbol, dtype: object\n",
      "bs    ICON\n",
      "cf    ICON\n",
      "ic    ICON\n",
      "Name: symbol, dtype: object\n",
      "bs    APG\n",
      "cf    APG\n",
      "ic    APG\n",
      "Name: symbol, dtype: object\n",
      "bs    TAT\n",
      "cf    TAT\n",
      "ic    TAT\n",
      "Name: symbol, dtype: object\n",
      "bs    BKGM\n",
      "cf    BKGM\n",
      "ic    BKGM\n",
      "Name: symbol, dtype: object\n",
      "bs    DTIL\n",
      "cf    DTIL\n",
      "ic    DTIL\n",
      "Name: symbol, dtype: object\n",
      "bs    RAPT\n",
      "cf    RAPT\n",
      "ic    RAPT\n",
      "Name: symbol, dtype: object\n",
      "bs    KLD\n",
      "cf    KLD\n",
      "ic    KLD\n",
      "Name: symbol, dtype: object\n",
      "bs    PBHC\n",
      "cf    PBHC\n",
      "ic    PBHC\n",
      "Name: symbol, dtype: object\n",
      "bs    CBMB\n",
      "cf    CBMB\n",
      "ic    CBMB\n",
      "Name: symbol, dtype: object\n",
      "bs    CHP\n",
      "cf    CHP\n",
      "ic    CHP\n",
      "Name: symbol, dtype: object\n",
      "bs    RIT\n",
      "cf    RIT\n",
      "ic    RIT\n",
      "Name: symbol, dtype: object\n",
      "bs    CMPX\n",
      "cf    CMPX\n",
      "ic    CMPX\n",
      "Name: symbol, dtype: object\n",
      "bs    VEL\n",
      "cf    VEL\n",
      "ic    VEL\n",
      "Name: symbol, dtype: object\n",
      "bs    RGPT\n",
      "cf    RGPT\n",
      "ic    RGPT\n",
      "Name: symbol, dtype: object\n",
      "bs    SPTN\n",
      "cf    SPTN\n",
      "ic    SPTN\n",
      "Name: symbol, dtype: object\n",
      "bs    SCPH\n",
      "cf    SCPH\n",
      "ic    SCPH\n",
      "Name: symbol, dtype: object\n",
      "bs    QRHC\n",
      "cf    QRHC\n",
      "ic    QRHC\n",
      "Name: symbol, dtype: object\n",
      "bs    ALTG\n",
      "cf    ALTG\n",
      "ic    ALTG\n",
      "Name: symbol, dtype: object\n",
      "bs    FMTX\n",
      "cf    FMTX\n",
      "ic    FMTX\n",
      "Name: symbol, dtype: object\n",
      "bs    ONEM\n",
      "cf    ONEM\n",
      "ic    ONEM\n",
      "Name: symbol, dtype: object\n",
      "bs    MYGN\n",
      "cf    MYGN\n",
      "ic    MYGN\n",
      "Name: symbol, dtype: object\n",
      "bs    EYES\n",
      "cf    EYES\n",
      "ic    EYES\n",
      "Name: symbol, dtype: object\n",
      "bs    RPTX\n",
      "cf    RPTX\n",
      "ic    RPTX\n",
      "Name: symbol, dtype: object\n",
      "bs    TRVI\n",
      "cf    TRVI\n",
      "ic    TRVI\n",
      "Name: symbol, dtype: object\n",
      "bs    CK0001711929\n",
      "cf    CK0001711929\n",
      "ic    CK0001711929\n",
      "Name: symbol, dtype: object\n",
      "bs    HSTO\n",
      "cf    HSTO\n",
      "ic    HSTO\n",
      "Name: symbol, dtype: object\n",
      "bs    DCTH\n",
      "cf    DCTH\n",
      "ic    DCTH\n",
      "Name: symbol, dtype: object\n",
      "bs    ACER\n",
      "cf    ACER\n",
      "ic    ACER\n",
      "Name: symbol, dtype: object\n",
      "bs    VERO\n",
      "cf    VERO\n",
      "ic    VERO\n",
      "Name: symbol, dtype: object\n",
      "bs    ULH\n",
      "cf    ULH\n",
      "ic    ULH\n",
      "Name: symbol, dtype: object\n",
      "bs    PHX\n",
      "cf    PHX\n",
      "ic    PHX\n",
      "Name: symbol, dtype: object\n",
      "bs    BIOC\n",
      "cf    BIOC\n",
      "ic    BIOC\n",
      "Name: symbol, dtype: object\n",
      "bs    ECOR\n",
      "cf    ECOR\n",
      "ic    ECOR\n",
      "Name: symbol, dtype: object\n",
      "bs    LIFE\n",
      "cf    LIFE\n",
      "ic    LIFE\n",
      "Name: symbol, dtype: object\n",
      "bs    HVBC\n",
      "cf    HVBC\n",
      "ic    HVBC\n",
      "Name: symbol, dtype: object\n",
      "bs    ETNB\n",
      "cf    ETNB\n",
      "ic    ETNB\n",
      "Name: symbol, dtype: object\n",
      "bs    UROV\n",
      "cf    UROV\n",
      "ic    UROV\n",
      "Name: symbol, dtype: object\n",
      "bs    RKDA\n",
      "cf    RKDA\n",
      "ic    RKDA\n",
      "Name: symbol, dtype: object\n",
      "bs    BREIT\n",
      "cf    BREIT\n",
      "ic    BREIT\n",
      "Name: symbol, dtype: object\n",
      "bs    GIK\n",
      "cf    GIK\n",
      "ic    GIK\n",
      "Name: symbol, dtype: object\n",
      "bs    IMRA\n",
      "cf    IMRA\n",
      "ic    IMRA\n",
      "Name: symbol, dtype: object\n",
      "bs    VCNX\n",
      "cf    VCNX\n",
      "ic    VCNX\n",
      "Name: symbol, dtype: object\n",
      "bs    LIVE\n",
      "cf    LIVE\n",
      "ic    LIVE\n",
      "Name: symbol, dtype: object\n",
      "bs    CK0001784254\n",
      "cf    CK0001784254\n",
      "ic    CK0001784254\n",
      "Name: symbol, dtype: object\n",
      "bs    LIVE\n",
      "cf    LIVE\n",
      "ic    LIVE\n",
      "Name: symbol, dtype: object\n",
      "bs    ADOM\n",
      "cf    ADOM\n",
      "ic    ADOM\n",
      "Name: symbol, dtype: object\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "bs    FSEA\n",
      "cf    FSEA\n",
      "ic    FSEA\n",
      "Name: symbol, dtype: object\n",
      "bs    CACI\n",
      "cf    CACI\n",
      "ic    CACI\n",
      "Name: symbol, dtype: object\n",
      "bs    STON\n",
      "cf    STON\n",
      "ic    STON\n",
      "Name: symbol, dtype: object\n",
      "bs    BRBS\n",
      "cf    BRBS\n",
      "ic    BRBS\n",
      "Name: symbol, dtype: object\n",
      "bs    PPHI\n",
      "cf    PPHI\n",
      "ic    PPHI\n",
      "Name: symbol, dtype: object\n",
      "bs    LIVE\n",
      "cf    LIVE\n",
      "ic    LIVE\n",
      "Name: symbol, dtype: object\n",
      "bs    CK0000889123\n",
      "cf    CK0000889123\n",
      "ic    CK0000889123\n",
      "Name: symbol, dtype: object\n",
      "bs    PROG\n",
      "cf    PROG\n",
      "ic    PROG\n",
      "Name: symbol, dtype: object\n",
      "bs    VERY\n",
      "cf    VERY\n",
      "ic    VERY\n",
      "Name: symbol, dtype: object\n",
      "bs    APVO\n",
      "cf    APVO\n",
      "ic    APVO\n",
      "Name: symbol, dtype: object\n",
      "bs    MCEP\n",
      "cf    MCEP\n",
      "ic    MCEP\n",
      "Name: symbol, dtype: object\n",
      "bs    CFBI\n",
      "cf    CFBI\n",
      "ic    CFBI\n",
      "Name: symbol, dtype: object\n",
      "bs    TRILINC\n",
      "cf    TRILINC\n",
      "ic    TRILINC\n",
      "Name: symbol, dtype: object\n",
      "bs    LRMR\n",
      "cf    LRMR\n",
      "ic    LRMR\n",
      "Name: symbol, dtype: object\n",
      "bs    SAEX\n",
      "cf    SAEX\n",
      "ic    SAEX\n",
      "Name: symbol, dtype: object\n",
      "bs    CRSA\n",
      "cf    CRSA\n",
      "ic    CRSA\n",
      "Name: symbol, dtype: object\n",
      "bs    CBL\n",
      "cf    CBL\n",
      "ic    CBL\n",
      "Name: symbol, dtype: object\n",
      "bs    GLXZ\n",
      "cf    GLXZ\n",
      "ic    GLXZ\n",
      "Name: symbol, dtype: object\n",
      "bs    AGP\n",
      "cf    AGP\n",
      "ic    AGP\n",
      "Name: symbol, dtype: object\n",
      "bs    PSTX\n",
      "cf    PSTX\n",
      "ic    PSTX\n",
      "Name: symbol, dtype: object\n",
      "bs    NKTX\n",
      "cf    NKTX\n",
      "ic    NKTX\n",
      "Name: symbol, dtype: object\n",
      "bs    SYNA\n",
      "cf    SYNA\n",
      "ic    SYNA\n",
      "Name: symbol, dtype: object\n",
      "bs    ARAY\n",
      "cf    ARAY\n",
      "ic    ARAY\n",
      "Name: symbol, dtype: object\n",
      "bs    UFI\n",
      "cf    UFI\n",
      "ic    UFI\n",
      "Name: symbol, dtype: object\n",
      "bs    MOV\n",
      "cf    MOV\n",
      "ic    MOV\n",
      "Name: symbol, dtype: object\n",
      "bs    DXLG\n",
      "cf    DXLG\n",
      "ic    DXLG\n",
      "Name: symbol, dtype: object\n",
      "bs    BURL\n",
      "cf    BURL\n",
      "ic    BURL\n",
      "Name: symbol, dtype: object\n",
      "bs    ALXO\n",
      "cf    ALXO\n",
      "ic    ALXO\n",
      "Name: symbol, dtype: object\n",
      "bs    QNST\n",
      "cf    QNST\n",
      "ic    QNST\n",
      "Name: symbol, dtype: object\n",
      "bs    KRNY\n",
      "cf    KRNY\n",
      "ic    KRNY\n",
      "Name: symbol, dtype: object\n",
      "bs    NTAP\n",
      "cf    NTAP\n",
      "ic    NTAP\n",
      "Name: symbol, dtype: object\n",
      "bs    CK1005276\n",
      "cf    CK1005276\n",
      "ic    CK1005276\n",
      "Name: symbol, dtype: object\n",
      "bs    CK1005276\n",
      "cf    CK1005276\n",
      "ic    CK1005276\n",
      "Name: symbol, dtype: object\n",
      "bs    BILL\n",
      "cf    BILL\n",
      "ic    BILL\n",
      "Name: symbol, dtype: object\n",
      "bs    PAND\n",
      "cf    PAND\n",
      "ic    PAND\n",
      "Name: symbol, dtype: object\n",
      "bs    EXTR\n",
      "cf    EXTR\n",
      "ic    EXTR\n",
      "Name: symbol, dtype: object\n",
      "bs    MEG\n",
      "cf    MEG\n",
      "ic    MEG\n",
      "Name: symbol, dtype: object\n",
      "bs    ITOS\n",
      "cf    ITOS\n",
      "ic    ITOS\n",
      "Name: symbol, dtype: object\n",
      "bs    ALVR\n",
      "cf    ALVR\n",
      "ic    ALVR\n",
      "Name: symbol, dtype: object\n",
      "bs    STRT\n",
      "cf    STRT\n",
      "ic    STRT\n",
      "Name: symbol, dtype: object\n",
      "bs    MEI\n",
      "cf    MEI\n",
      "ic    MEI\n",
      "Name: symbol, dtype: object\n",
      "bs    KSS\n",
      "cf    KSS\n",
      "ic    KSS\n",
      "Name: symbol, dtype: object\n",
      "bs    SWBI\n",
      "cf    SWBI\n",
      "ic    SWBI\n",
      "Name: symbol, dtype: object\n",
      "bs    INZY\n",
      "cf    INZY\n",
      "ic    INZY\n",
      "Name: symbol, dtype: object\n",
      "bs    KIRK\n",
      "cf    KIRK\n",
      "ic    KIRK\n",
      "Name: symbol, dtype: object\n",
      "bs    NDSN\n",
      "cf    NDSN\n",
      "ic    NDSN\n",
      "Name: symbol, dtype: object\n",
      "bs    SCVL\n",
      "cf    SCVL\n",
      "ic    SCVL\n",
      "Name: symbol, dtype: object\n",
      "bs    ERESU\n",
      "cf    ERESU\n",
      "ic    ERESU\n",
      "Name: symbol, dtype: object\n",
      "bs    BOX\n",
      "cf    BOX\n",
      "ic    BOX\n",
      "Name: symbol, dtype: object\n",
      "bs    PLAN\n",
      "cf    PLAN\n",
      "ic    PLAN\n",
      "Name: symbol, dtype: object\n",
      "bs    OOMA\n",
      "cf    OOMA\n",
      "ic    OOMA\n",
      "Name: symbol, dtype: object\n",
      "bs    ASTC\n",
      "cf    ASTC\n",
      "ic    ASTC\n",
      "Name: symbol, dtype: object\n",
      "bs    KFY\n",
      "cf    KFY\n",
      "ic    KFY\n",
      "Name: symbol, dtype: object\n",
      "bs    COUP\n",
      "cf    COUP\n",
      "ic    COUP\n",
      "Name: symbol, dtype: object\n",
      "bs    REVG\n",
      "cf    REVG\n",
      "ic    REVG\n",
      "Name: symbol, dtype: object\n",
      "bs    SEAC\n",
      "cf    SEAC\n",
      "ic    SEAC\n",
      "Name: symbol, dtype: object\n",
      "bs    AMBA\n",
      "cf    AMBA\n",
      "ic    AMBA\n",
      "Name: symbol, dtype: object\n",
      "bs    AEO\n",
      "cf    AEO\n",
      "ic    AEO\n",
      "Name: symbol, dtype: object\n",
      "bs    URBN\n",
      "cf    URBN\n",
      "ic    URBN\n",
      "Name: symbol, dtype: object\n",
      "bs    FCEL\n",
      "cf    FCEL\n",
      "ic    FCEL\n",
      "Name: symbol, dtype: object\n",
      "bs    GCO\n",
      "cf    GCO\n",
      "ic    GCO\n",
      "Name: symbol, dtype: object\n",
      "bs    VITL\n",
      "cf    VITL\n",
      "ic    VITL\n",
      "Name: symbol, dtype: object\n",
      "bs    AOUT\n",
      "cf    AOUT\n",
      "ic    AOUT\n",
      "Name: symbol, dtype: object\n",
      "bs    ZUMZ\n",
      "cf    ZUMZ\n",
      "ic    ZUMZ\n",
      "Name: symbol, dtype: object\n",
      "bs    JILL\n",
      "cf    JILL\n",
      "ic    JILL\n",
      "Name: symbol, dtype: object\n",
      "bs    CULP\n",
      "cf    CULP\n",
      "ic    CULP\n",
      "Name: symbol, dtype: object\n",
      "bs    MCFT\n",
      "cf    MCFT\n",
      "ic    MCFT\n",
      "Name: symbol, dtype: object\n",
      "bs    PCSB\n",
      "cf    PCSB\n",
      "ic    PCSB\n",
      "Name: symbol, dtype: object\n",
      "bs    BIGC\n",
      "cf    BIGC\n",
      "ic    BIGC\n",
      "Name: symbol, dtype: object\n",
      "bs    TUESQ\n",
      "cf    TUESQ\n",
      "ic    TUESQ\n",
      "Name: symbol, dtype: object\n",
      "bs    KALV\n",
      "cf    KALV\n",
      "ic    KALV\n",
      "Name: symbol, dtype: object\n",
      "bs    VNCE\n",
      "cf    VNCE\n",
      "ic    VNCE\n",
      "Name: symbol, dtype: object\n",
      "bs    AWSM\n",
      "cf    AWSM\n",
      "ic    AWSM\n",
      "Name: symbol, dtype: object\n",
      "bs    FDX\n",
      "cf    FDX\n",
      "ic    FDX\n",
      "Name: symbol, dtype: object\n",
      "bs    APEX\n",
      "cf    APEX\n",
      "ic    APEX\n",
      "Name: symbol, dtype: object\n",
      "bs    KTRA\n",
      "cf    KTRA\n",
      "ic    KTRA\n",
      "Name: symbol, dtype: object\n",
      "bs    IBTX\n",
      "cf    IBTX\n",
      "ic    IBTX\n",
      "Name: symbol, dtype: object\n",
      "bs    NWS\n",
      "cf    NWS\n",
      "ic    NWS\n",
      "Name: symbol, dtype: object\n",
      "bs    PBF\n",
      "cf    PBF\n",
      "ic    PBF\n",
      "Name: symbol, dtype: object\n",
      "bs    MNLO\n",
      "cf    MNLO\n",
      "ic    MNLO\n",
      "Name: symbol, dtype: object\n",
      "bs    NCNO\n",
      "cf    NCNO\n",
      "ic    NCNO\n",
      "Name: symbol, dtype: object\n",
      "bs    MOD\n",
      "cf    MOD\n",
      "ic    MOD\n",
      "Name: symbol, dtype: object\n",
      "bs    CWEN\n",
      "cf    CWEN\n",
      "ic    CWEN\n",
      "Name: symbol, dtype: object\n",
      "bs    MNK\n",
      "cf    MNK\n",
      "ic    MNK\n",
      "Name: symbol, dtype: object\n",
      "bs    PD\n",
      "cf    PD\n",
      "ic    PD\n",
      "Name: symbol, dtype: object\n",
      "bs    WSBF\n",
      "cf    WSBF\n",
      "ic    WSBF\n",
      "Name: symbol, dtype: object\n",
      "bs    EOLS\n",
      "cf    EOLS\n",
      "ic    EOLS\n",
      "Name: symbol, dtype: object\n",
      "bs    ICE\n",
      "cf    ICE\n",
      "ic    ICE\n",
      "Name: symbol, dtype: object\n",
      "bs    DELL\n",
      "cf    DELL\n",
      "ic    DELL\n",
      "Name: symbol, dtype: object\n",
      "bs    MLP\n",
      "cf    MLP\n",
      "ic    MLP\n",
      "Name: symbol, dtype: object\n",
      "bs    MUSA\n",
      "cf    MUSA\n",
      "ic    MUSA\n",
      "Name: symbol, dtype: object\n",
      "bs    DOC\n",
      "cf    DOC\n",
      "ic    DOC\n",
      "Name: symbol, dtype: object\n",
      "bs    BMCH\n",
      "cf    BMCH\n",
      "ic    BMCH\n",
      "Name: symbol, dtype: object\n",
      "bs    FI\n",
      "cf    FI\n",
      "ic    FI\n",
      "Name: symbol, dtype: object\n",
      "bs    HMG\n",
      "cf    HMG\n",
      "ic    HMG\n",
      "Name: symbol, dtype: object\n",
      "bs    REAC\n",
      "cf    REAC\n",
      "ic    REAC\n",
      "Name: symbol, dtype: object\n",
      "bs    GLPI\n",
      "cf    GLPI\n",
      "ic    GLPI\n",
      "Name: symbol, dtype: object\n",
      "bs    TPRE\n",
      "cf    TPRE\n",
      "ic    TPRE\n",
      "Name: symbol, dtype: object\n",
      "bs    CRTO\n",
      "cf    CRTO\n",
      "ic    CRTO\n",
      "Name: symbol, dtype: object\n",
      "bs    LADR\n",
      "cf    LADR\n",
      "ic    LADR\n",
      "Name: symbol, dtype: object\n",
      "bs    NGHC\n",
      "cf    NGHC\n",
      "ic    NGHC\n",
      "Name: symbol, dtype: object\n",
      "bs    ALLE\n",
      "cf    ALLE\n",
      "ic    ALLE\n",
      "Name: symbol, dtype: object\n",
      "bs    OUT\n",
      "cf    OUT\n",
      "ic    OUT\n",
      "Name: symbol, dtype: object\n",
      "bs    LGIH\n",
      "cf    LGIH\n",
      "ic    LGIH\n",
      "Name: symbol, dtype: object\n",
      "bs    PACOAKSORII\n",
      "cf    PACOAKSORII\n",
      "ic    PACOAKSORII\n",
      "Name: symbol, dtype: object\n",
      "bs    ATEN\n",
      "cf    ATEN\n",
      "ic    ATEN\n",
      "Name: symbol, dtype: object\n",
      "bs    BRX\n",
      "cf    BRX\n",
      "ic    BRX\n",
      "Name: symbol, dtype: object\n",
      "bs    TSIF\n",
      "cf    TSIF\n",
      "ic    TSIF\n",
      "Name: symbol, dtype: object\n",
      "bs    PBF\n",
      "cf    PBF\n",
      "ic    PBF\n",
      "Name: symbol, dtype: object\n",
      "bs    PIRS\n",
      "cf    PIRS\n",
      "ic    PIRS\n",
      "Name: symbol, dtype: object\n",
      "bs    OMF\n",
      "cf    OMF\n",
      "ic    OMF\n",
      "Name: symbol, dtype: object\n",
      "bs    CIK0\n",
      "cf    CIK0\n",
      "ic    CIK0\n",
      "Name: symbol, dtype: object\n",
      "bs    HGIT\n",
      "cf    HGIT\n",
      "ic    HGIT\n",
      "Name: symbol, dtype: object\n",
      "bs    SFAR\n",
      "cf    SFAR\n",
      "ic    SFAR\n",
      "Name: symbol, dtype: object\n",
      "bs    ZM\n",
      "cf    ZM\n",
      "ic    ZM\n",
      "Name: symbol, dtype: object\n",
      "bs    TACO\n",
      "cf    TACO\n",
      "ic    TACO\n",
      "Name: symbol, dtype: object\n",
      "bs    HLT\n",
      "cf    HLT\n",
      "ic    HLT\n",
      "Name: symbol, dtype: object\n",
      "bs    ZSAN\n",
      "cf    ZSAN\n",
      "ic    ZSAN\n",
      "Name: symbol, dtype: object\n",
      "bs    KN\n",
      "cf    KN\n",
      "ic    KN\n",
      "Name: symbol, dtype: object\n",
      "bs    FTAI\n",
      "cf    FTAI\n",
      "ic    FTAI\n",
      "Name: symbol, dtype: object\n",
      "bs    CVEO\n",
      "cf    CVEO\n",
      "ic    CVEO\n",
      "Name: symbol, dtype: object\n",
      "bs    ESI\n",
      "cf    ESI\n",
      "ic    ESI\n",
      "Name: symbol, dtype: object\n",
      "bs    MGEN\n",
      "cf    MGEN\n",
      "ic    MGEN\n",
      "Name: symbol, dtype: object\n",
      "bs    ERI\n",
      "cf    ERI\n",
      "ic    ERI\n",
      "Name: symbol, dtype: object\n",
      "bs    MBUU\n",
      "cf    MBUU\n",
      "ic    MBUU\n",
      "Name: symbol, dtype: object\n",
      "bs    ENBL\n",
      "cf    ENBL\n",
      "ic    ENBL\n",
      "Name: symbol, dtype: object\n",
      "bs    ENLC\n",
      "cf    ENLC\n",
      "ic    ENLC\n",
      "Name: symbol, dtype: object\n",
      "bs    AGFS\n",
      "cf    AGFS\n",
      "ic    AGFS\n",
      "Name: symbol, dtype: object\n",
      "bs    ENDP\n",
      "cf    ENDP\n",
      "ic    ENDP\n",
      "Name: symbol, dtype: object\n",
      "bs    TPCO\n",
      "cf    TPCO\n",
      "ic    TPCO\n",
      "Name: symbol, dtype: object\n",
      "bs    PE\n",
      "cf    PE\n",
      "ic    PE\n",
      "Name: symbol, dtype: object\n",
      "bs    TCDA\n",
      "cf    TCDA\n",
      "ic    TCDA\n",
      "Name: symbol, dtype: object\n",
      "bs    RUBI\n",
      "cf    RUBI\n",
      "ic    RUBI\n",
      "Name: symbol, dtype: object\n",
      "bs    CTLT\n",
      "cf    CTLT\n",
      "ic    CTLT\n",
      "Name: symbol, dtype: object\n",
      "bs    RYAM\n",
      "cf    RYAM\n",
      "ic    RYAM\n",
      "Name: symbol, dtype: object\n",
      "bs    INFO\n",
      "cf    INFO\n",
      "ic    INFO\n",
      "Name: symbol, dtype: object\n",
      "bs    CSPR\n",
      "cf    CSPR\n",
      "ic    CSPR\n",
      "Name: symbol, dtype: object\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "bs    VRTV\n",
      "cf    VRTV\n",
      "ic    VRTV\n",
      "Name: symbol, dtype: object\n",
      "bs    GCNL\n",
      "cf    GCNL\n",
      "ic    GCNL\n",
      "Name: symbol, dtype: object\n",
      "bs    VEC\n",
      "cf    VEC\n",
      "ic    VEC\n",
      "Name: symbol, dtype: object\n",
      "bs    VNOM\n",
      "cf    VNOM\n",
      "ic    VNOM\n",
      "Name: symbol, dtype: object\n",
      "bs    ISTR\n",
      "cf    ISTR\n",
      "ic    ISTR\n",
      "Name: symbol, dtype: object\n",
      "bs    NEP\n",
      "cf    NEP\n",
      "ic    NEP\n",
      "Name: symbol, dtype: object\n",
      "bs    WFT\n",
      "cf    WFT\n",
      "ic    WFT\n",
      "Name: symbol, dtype: object\n",
      "bs    AQB\n",
      "cf    AQB\n",
      "ic    AQB\n",
      "Name: symbol, dtype: object\n",
      "bs    CBFV\n",
      "cf    CBFV\n",
      "ic    CBFV\n",
      "Name: symbol, dtype: object\n",
      "bs    SPKE\n",
      "cf    SPKE\n",
      "ic    SPKE\n",
      "Name: symbol, dtype: object\n",
      "bs    LOCO\n",
      "cf    LOCO\n",
      "ic    LOCO\n",
      "Name: symbol, dtype: object\n",
      "bs    AVNS\n",
      "cf    AVNS\n",
      "ic    AVNS\n",
      "Name: symbol, dtype: object\n",
      "bs    PANL\n",
      "cf    PANL\n",
      "ic    PANL\n",
      "Name: symbol, dtype: object\n",
      "bs    INSP\n",
      "cf    INSP\n",
      "ic    INSP\n",
      "Name: symbol, dtype: object\n",
      "bs    CDK\n",
      "cf    CDK\n",
      "ic    CDK\n",
      "Name: symbol, dtype: object\n",
      "bs    OEC\n",
      "cf    OEC\n",
      "ic    OEC\n",
      "Name: symbol, dtype: object\n",
      "bs    SNR\n",
      "cf    SNR\n",
      "ic    SNR\n",
      "Name: symbol, dtype: object\n",
      "bs    CNXM\n",
      "cf    CNXM\n",
      "ic    CNXM\n",
      "Name: symbol, dtype: object\n",
      "bs    SHLX\n",
      "cf    SHLX\n",
      "ic    SHLX\n",
      "Name: symbol, dtype: object\n",
      "bs    USDP\n",
      "cf    USDP\n",
      "ic    USDP\n",
      "Name: symbol, dtype: object\n",
      "bs    MDT\n",
      "cf    MDT\n",
      "ic    MDT\n",
      "Name: symbol, dtype: object\n",
      "bs    GWB\n",
      "cf    GWB\n",
      "ic    GWB\n",
      "Name: symbol, dtype: object\n",
      "bs    YEXT\n",
      "cf    YEXT\n",
      "ic    YEXT\n",
      "Name: symbol, dtype: object\n",
      "bs    FLKS\n",
      "cf    FLKS\n",
      "ic    FLKS\n",
      "Name: symbol, dtype: object\n",
      "bs    W\n",
      "cf    W\n",
      "ic    W\n",
      "Name: symbol, dtype: object\n",
      "bs    Z\n",
      "cf    Z\n",
      "ic    Z\n",
      "Name: symbol, dtype: object\n",
      "bs    UFAB\n",
      "cf    UFAB\n",
      "ic    UFAB\n",
      "Name: symbol, dtype: object\n",
      "bs    MOS\n",
      "cf    MOS\n",
      "ic    MOS\n",
      "Name: symbol, dtype: object\n",
      "bs    NSA\n",
      "cf    NSA\n",
      "ic    NSA\n",
      "Name: symbol, dtype: object\n",
      "bs    WBA\n",
      "cf    WBA\n",
      "ic    WBA\n",
      "Name: symbol, dtype: object\n",
      "bs    JRVR\n",
      "cf    JRVR\n",
      "ic    JRVR\n",
      "Name: symbol, dtype: object\n",
      "bs    SHAK\n",
      "cf    SHAK\n",
      "ic    SHAK\n",
      "Name: symbol, dtype: object\n",
      "bs    AQMS\n",
      "cf    AQMS\n",
      "ic    AQMS\n",
      "Name: symbol, dtype: object\n",
      "bs    MYL\n",
      "cf    MYL\n",
      "ic    MYL\n",
      "Name: symbol, dtype: object\n",
      "bs    CSWI\n",
      "cf    CSWI\n",
      "ic    CSWI\n",
      "Name: symbol, dtype: object\n",
      "bs    PLSE\n",
      "cf    PLSE\n",
      "ic    PLSE\n",
      "Name: symbol, dtype: object\n",
      "bs    ARMA\n",
      "cf    ARMA\n",
      "ic    ARMA\n",
      "Name: symbol, dtype: object\n",
      "bs    ARMA\n",
      "cf    ARMA\n",
      "ic    ARMA\n",
      "Name: symbol, dtype: object\n",
      "bs    ARMA\n",
      "cf    ARMA\n",
      "ic    ARMA\n",
      "Name: symbol, dtype: object\n",
      "bs    ARMA\n",
      "cf    ARMA\n",
      "ic    ARMA\n",
      "Name: symbol, dtype: object\n",
      "bs    UPWK\n",
      "cf    UPWK\n",
      "ic    UPWK\n",
      "Name: symbol, dtype: object\n",
      "bs    VEEV\n",
      "cf    VEEV\n",
      "ic    VEEV\n",
      "Name: symbol, dtype: object\n",
      "bs    LEN\n",
      "cf    LEN\n",
      "ic    LEN\n",
      "Name: symbol, dtype: object\n",
      "bs    KSHB\n",
      "cf    KSHB\n",
      "ic    KSHB\n",
      "Name: symbol, dtype: object\n",
      "bs    SLM\n",
      "cf    SLM\n",
      "ic    SLM\n",
      "Name: symbol, dtype: object\n",
      "bs    MIXT\n",
      "cf    MIXT\n",
      "ic    MIXT\n",
      "Name: symbol, dtype: object\n",
      "bs    SUM\n",
      "cf    SUM\n",
      "ic    SUM\n",
      "Name: symbol, dtype: object\n",
      "bs    PII\n",
      "cf    PII\n",
      "ic    PII\n",
      "Name: symbol, dtype: object\n",
      "bs    LDL\n",
      "cf    LDL\n",
      "ic    LDL\n",
      "Name: symbol, dtype: object\n",
      "bs    WAB\n",
      "cf    WAB\n",
      "ic    WAB\n",
      "Name: symbol, dtype: object\n",
      "bs    BAX\n",
      "cf    BAX\n",
      "ic    BAX\n",
      "Name: symbol, dtype: object\n",
      "bs    MGPI\n",
      "cf    MGPI\n",
      "ic    MGPI\n",
      "Name: symbol, dtype: object\n",
      "bs    PACK\n",
      "cf    PACK\n",
      "ic    PACK\n",
      "Name: symbol, dtype: object\n",
      "bs    DCO\n",
      "cf    DCO\n",
      "ic    DCO\n",
      "Name: symbol, dtype: object\n",
      "bs    SEM\n",
      "cf    SEM\n",
      "ic    SEM\n",
      "Name: symbol, dtype: object\n",
      "bs    ATUS\n",
      "cf    ATUS\n",
      "ic    ATUS\n",
      "Name: symbol, dtype: object\n",
      "bs    LIN\n",
      "cf    LIN\n",
      "ic    LIN\n",
      "Name: symbol, dtype: object\n",
      "bs    FND\n",
      "cf    FND\n",
      "ic    FND\n",
      "Name: symbol, dtype: object\n",
      "bs    BCPC\n",
      "cf    BCPC\n",
      "ic    BCPC\n",
      "Name: symbol, dtype: object\n",
      "bs    AON\n",
      "cf    AON\n",
      "ic    AON\n",
      "Name: symbol, dtype: object\n",
      "bs    K\n",
      "cf    K\n",
      "ic    K\n",
      "Name: symbol, dtype: object\n",
      "bs    SPCE\n",
      "cf    SPCE\n",
      "ic    SPCE\n",
      "Name: symbol, dtype: object\n",
      "bs    DLB\n",
      "cf    DLB\n",
      "ic    DLB\n",
      "Name: symbol, dtype: object\n",
      "bs    MIC\n",
      "cf    MIC\n",
      "ic    MIC\n",
      "Name: symbol, dtype: object\n",
      "bs    JAKK\n",
      "cf    JAKK\n",
      "ic    JAKK\n",
      "Name: symbol, dtype: object\n",
      "bs    ATI\n",
      "cf    ATI\n",
      "ic    ATI\n",
      "Name: symbol, dtype: object\n",
      "bs    FBM\n",
      "cf    FBM\n",
      "ic    FBM\n",
      "Name: symbol, dtype: object\n",
      "bs    XFOR\n",
      "cf    XFOR\n",
      "ic    XFOR\n",
      "Name: symbol, dtype: object\n",
      "bs    VRNS\n",
      "cf    VRNS\n",
      "ic    VRNS\n",
      "Name: symbol, dtype: object\n",
      "bs    CORT\n",
      "cf    CORT\n",
      "ic    CORT\n",
      "Name: symbol, dtype: object\n",
      "bs    ATVI\n",
      "cf    ATVI\n",
      "ic    ATVI\n",
      "Name: symbol, dtype: object\n",
      "bs    TCP\n",
      "cf    TCP\n",
      "ic    TCP\n",
      "Name: symbol, dtype: object\n",
      "bs    VCEL\n",
      "cf    VCEL\n",
      "ic    VCEL\n",
      "Name: symbol, dtype: object\n",
      "bs    TCFC\n",
      "cf    TCFC\n",
      "ic    TCFC\n",
      "Name: symbol, dtype: object\n",
      "bs    APPS\n",
      "cf    APPS\n",
      "ic    APPS\n",
      "Name: symbol, dtype: object\n",
      "bs    DLHC\n",
      "cf    DLHC\n",
      "ic    DLHC\n",
      "Name: symbol, dtype: object\n",
      "bs    VRT\n",
      "cf    VRT\n",
      "ic    VRT\n",
      "Name: symbol, dtype: object\n",
      "bs    YETI\n",
      "cf    YETI\n",
      "ic    YETI\n",
      "Name: symbol, dtype: object\n",
      "bs    LAUR\n",
      "cf    LAUR\n",
      "ic    LAUR\n",
      "Name: symbol, dtype: object\n",
      "bs    SEE\n",
      "cf    SEE\n",
      "ic    SEE\n",
      "Name: symbol, dtype: object\n",
      "bs    ARGO\n",
      "cf    ARGO\n",
      "ic    ARGO\n",
      "Name: symbol, dtype: object\n",
      "bs    CCRN\n",
      "cf    CCRN\n",
      "ic    CCRN\n",
      "Name: symbol, dtype: object\n",
      "bs    SFNC\n",
      "cf    SFNC\n",
      "ic    SFNC\n",
      "Name: symbol, dtype: object\n",
      "bs    CTRE\n",
      "cf    CTRE\n",
      "ic    CTRE\n",
      "Name: symbol, dtype: object\n",
      "bs    NTCT\n",
      "cf    NTCT\n",
      "ic    NTCT\n",
      "Name: symbol, dtype: object\n",
      "bs    EIGI\n",
      "cf    EIGI\n",
      "ic    EIGI\n",
      "Name: symbol, dtype: object\n",
      "bs    CATS\n",
      "cf    CATS\n",
      "ic    CATS\n",
      "Name: symbol, dtype: object\n",
      "bs    EXR\n",
      "cf    EXR\n",
      "ic    EXR\n",
      "Name: symbol, dtype: object\n",
      "bs    ARES\n",
      "cf    ARES\n",
      "ic    ARES\n",
      "Name: symbol, dtype: object\n",
      "bs    MRSN\n",
      "cf    MRSN\n",
      "ic    MRSN\n",
      "Name: symbol, dtype: object\n",
      "bs    NNBR\n",
      "cf    NNBR\n",
      "ic    NNBR\n",
      "Name: symbol, dtype: object\n",
      "bs    AKRX\n",
      "cf    AKRX\n",
      "ic    AKRX\n",
      "Name: symbol, dtype: object\n",
      "bs    FSB\n",
      "cf    FSB\n",
      "ic    FSB\n",
      "Name: symbol, dtype: object\n",
      "bs    CVGI\n",
      "cf    CVGI\n",
      "ic    CVGI\n",
      "Name: symbol, dtype: object\n",
      "bs    RDUS\n",
      "cf    RDUS\n",
      "ic    RDUS\n",
      "Name: symbol, dtype: object\n",
      "bs    AMEH\n",
      "cf    AMEH\n",
      "ic    AMEH\n",
      "Name: symbol, dtype: object\n",
      "bs    EGLE\n",
      "cf    EGLE\n",
      "ic    EGLE\n",
      "Name: symbol, dtype: object\n",
      "bs    WKHS\n",
      "cf    WKHS\n",
      "ic    WKHS\n",
      "Name: symbol, dtype: object\n",
      "bs    MIXT\n",
      "cf    MIXT\n",
      "ic    MIXT\n",
      "Name: symbol, dtype: object\n",
      "bs    MAR\n",
      "cf    MAR\n",
      "ic    MAR\n",
      "Name: symbol, dtype: object\n",
      "bs    ON\n",
      "cf    ON\n",
      "ic    ON\n",
      "Name: symbol, dtype: object\n",
      "bs    WMC\n",
      "cf    WMC\n",
      "ic    WMC\n",
      "Name: symbol, dtype: object\n",
      "bs    ENV\n",
      "cf    ENV\n",
      "ic    ENV\n",
      "Name: symbol, dtype: object\n",
      "bs    ETM\n",
      "cf    ETM\n",
      "ic    ETM\n",
      "Name: symbol, dtype: object\n",
      "bs    PBCT\n",
      "cf    PBCT\n",
      "ic    PBCT\n",
      "Name: symbol, dtype: object\n",
      "bs    PFS\n",
      "cf    PFS\n",
      "ic    PFS\n",
      "Name: symbol, dtype: object\n",
      "bs    MAT\n",
      "cf    MAT\n",
      "ic    MAT\n",
      "Name: symbol, dtype: object\n",
      "bs    ADVM\n",
      "cf    ADVM\n",
      "ic    ADVM\n",
      "Name: symbol, dtype: object\n",
      "bs    AKBA\n",
      "cf    AKBA\n",
      "ic    AKBA\n",
      "Name: symbol, dtype: object\n",
      "bs    STAY\n",
      "cf    STAY\n",
      "ic    STAY\n",
      "Name: symbol, dtype: object\n",
      "bs    QLYS\n",
      "cf    QLYS\n",
      "ic    QLYS\n",
      "Name: symbol, dtype: object\n",
      "bs    CBAN\n",
      "cf    CBAN\n",
      "ic    CBAN\n",
      "Name: symbol, dtype: object\n",
      "bs    RAMP\n",
      "cf    RAMP\n",
      "ic    RAMP\n",
      "Name: symbol, dtype: object\n",
      "bs    GNC\n",
      "cf    GNC\n",
      "ic    GNC\n",
      "Name: symbol, dtype: object\n",
      "bs    SURF\n",
      "cf    SURF\n",
      "ic    SURF\n",
      "Name: symbol, dtype: object\n",
      "bs    PKI\n",
      "cf    PKI\n",
      "ic    PKI\n",
      "Name: symbol, dtype: object\n",
      "bs    CRDF\n",
      "cf    CRDF\n",
      "ic    CRDF\n",
      "Name: symbol, dtype: object\n",
      "bs    LMDA\n",
      "cf    LMDA\n",
      "ic    LMDA\n",
      "Name: symbol, dtype: object\n",
      "bs    OPC\n",
      "cf    OPC\n",
      "ic    OPC\n",
      "Name: symbol, dtype: object\n",
      "bs    NUVEEN\n",
      "cf    NUVEEN\n",
      "ic    NUVEEN\n",
      "Name: symbol, dtype: object\n",
      "bs    TXG\n",
      "cf    TXG\n",
      "ic    TXG\n",
      "Name: symbol, dtype: object\n",
      "bs    LPI\n",
      "cf    LPI\n",
      "ic    LPI\n",
      "Name: symbol, dtype: object\n",
      "bs    RGLS\n",
      "cf    RGLS\n",
      "ic    RGLS\n",
      "Name: symbol, dtype: object\n",
      "bs    OCGN\n",
      "cf    OCGN\n",
      "ic    OCGN\n",
      "Name: symbol, dtype: object\n",
      "bs    CIDM\n",
      "cf    CIDM\n",
      "ic    CIDM\n",
      "Name: symbol, dtype: object\n",
      "bs    PHUN\n",
      "cf    PHUN\n",
      "ic    PHUN\n",
      "Name: symbol, dtype: object\n",
      "bs    CPIX\n",
      "cf    CPIX\n",
      "ic    CPIX\n",
      "Name: symbol, dtype: object\n",
      "bs    TLGT\n",
      "cf    TLGT\n",
      "ic    TLGT\n",
      "Name: symbol, dtype: object\n",
      "bs    PLCE\n",
      "cf    PLCE\n",
      "ic    PLCE\n",
      "Name: symbol, dtype: object\n",
      "bs    AMSWA\n",
      "cf    AMSWA\n",
      "ic    AMSWA\n",
      "Name: symbol, dtype: object\n",
      "bs    CLDR\n",
      "cf    CLDR\n",
      "ic    CLDR\n",
      "Name: symbol, dtype: object\n",
      "bs    SHLO\n",
      "cf    SHLO\n",
      "ic    SHLO\n",
      "Name: symbol, dtype: object\n",
      "bs    VIRC\n",
      "cf    VIRC\n",
      "ic    VIRC\n",
      "Name: symbol, dtype: object\n",
      "bs    KBSGI\n",
      "cf    KBSGI\n",
      "ic    KBSGI\n",
      "Name: symbol, dtype: object\n",
      "bs    KREF\n",
      "cf    KREF\n",
      "ic    KREF\n",
      "Name: symbol, dtype: object\n",
      "bs    ENR\n",
      "cf    ENR\n",
      "ic    ENR\n",
      "Name: symbol, dtype: object\n",
      "bs    AXLA\n",
      "cf    AXLA\n",
      "ic    AXLA\n",
      "Name: symbol, dtype: object\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "bs    PYPL\n",
      "cf    PYPL\n",
      "ic    PYPL\n",
      "Name: symbol, dtype: object\n",
      "bs    BNED\n",
      "cf    BNED\n",
      "ic    BNED\n",
      "Name: symbol, dtype: object\n",
      "bs    AGR\n",
      "cf    AGR\n",
      "ic    AGR\n",
      "Name: symbol, dtype: object\n",
      "bs    RMNI\n",
      "cf    RMNI\n",
      "ic    RMNI\n",
      "Name: symbol, dtype: object\n",
      "bs    GPP\n",
      "cf    GPP\n",
      "ic    GPP\n",
      "Name: symbol, dtype: object\n",
      "bs    EXTN\n",
      "cf    EXTN\n",
      "ic    EXTN\n",
      "Name: symbol, dtype: object\n",
      "bs    NWLI\n",
      "cf    NWLI\n",
      "ic    NWLI\n",
      "Name: symbol, dtype: object\n",
      "bs    AXON\n",
      "cf    AXON\n",
      "ic    AXON\n",
      "Name: symbol, dtype: object\n",
      "bs    WING\n",
      "cf    WING\n",
      "ic    WING\n",
      "Name: symbol, dtype: object\n",
      "bs    KHC\n",
      "cf    KHC\n",
      "ic    KHC\n",
      "Name: symbol, dtype: object\n",
      "bs    HZN\n",
      "cf    HZN\n",
      "ic    HZN\n",
      "Name: symbol, dtype: object\n",
      "bs    CWEN\n",
      "cf    CWEN\n",
      "ic    CWEN\n",
      "Name: symbol, dtype: object\n",
      "bs    SGRY\n",
      "cf    SGRY\n",
      "ic    SGRY\n",
      "Name: symbol, dtype: object\n",
      "bs    LVGO\n",
      "cf    LVGO\n",
      "ic    LVGO\n",
      "Name: symbol, dtype: object\n",
      "bs    LIVN\n",
      "cf    LIVN\n",
      "ic    LIVN\n",
      "Name: symbol, dtype: object\n",
      "bs    SPXF\n",
      "cf    SPXF\n",
      "ic    SPXF\n",
      "Name: symbol, dtype: object\n",
      "bs    TWNK\n",
      "cf    TWNK\n",
      "ic    TWNK\n",
      "Name: symbol, dtype: object\n",
      "bs    GCPWI\n",
      "cf    GCPWI\n",
      "ic    GCPWI\n",
      "Name: symbol, dtype: object\n",
      "bs    NVCR\n",
      "cf    NVCR\n",
      "ic    NVCR\n",
      "Name: symbol, dtype: object\n",
      "bs    HPE\n",
      "cf    HPE\n",
      "ic    HPE\n",
      "Name: symbol, dtype: object\n",
      "bs    WSC\n",
      "cf    WSC\n",
      "ic    WSC\n",
      "Name: symbol, dtype: object\n",
      "bs    DLTH\n",
      "cf    DLTH\n",
      "ic    DLTH\n",
      "Name: symbol, dtype: object\n",
      "bs    SITE\n",
      "cf    SITE\n",
      "ic    SITE\n",
      "Name: symbol, dtype: object\n",
      "bs    OMP\n",
      "cf    OMP\n",
      "ic    OMP\n",
      "Name: symbol, dtype: object\n",
      "bs    IEA\n",
      "cf    IEA\n",
      "ic    IEA\n",
      "Name: symbol, dtype: object\n",
      "bs    NGVT\n",
      "cf    NGVT\n",
      "ic    NGVT\n",
      "Name: symbol, dtype: object\n",
      "bs    XOG\n",
      "cf    XOG\n",
      "ic    XOG\n",
      "Name: symbol, dtype: object\n",
      "bs    CRON\n",
      "cf    CRON\n",
      "ic    CRON\n",
      "Name: symbol, dtype: object\n",
      "bs    MGP\n",
      "cf    MGP\n",
      "ic    MGP\n",
      "Name: symbol, dtype: object\n",
      "bs    FTV\n",
      "cf    FTV\n",
      "ic    FTV\n",
      "Name: symbol, dtype: object\n",
      "bs    MBX\n",
      "cf    MBX\n",
      "ic    MBX\n",
      "Name: symbol, dtype: object\n",
      "bs    HRI\n",
      "cf    HRI\n",
      "ic    HRI\n",
      "Name: symbol, dtype: object\n",
      "bs    LONE\n",
      "cf    LONE\n",
      "ic    LONE\n",
      "Name: symbol, dtype: object\n",
      "bs    BE\n",
      "cf    BE\n",
      "ic    BE\n",
      "Name: symbol, dtype: object\n",
      "bs    KROS\n",
      "cf    KROS\n",
      "ic    KROS\n",
      "Name: symbol, dtype: object\n",
      "bs    KNSL\n",
      "cf    KNSL\n",
      "ic    KNSL\n",
      "Name: symbol, dtype: object\n",
      "bs    CATM\n",
      "cf    CATM\n",
      "ic    CATM\n",
      "Name: symbol, dtype: object\n",
      "bs    GOLF\n",
      "cf    GOLF\n",
      "ic    GOLF\n",
      "Name: symbol, dtype: object\n",
      "bs    CPHC\n",
      "cf    CPHC\n",
      "ic    CPHC\n",
      "Name: symbol, dtype: object\n",
      "bs    ASIX\n",
      "cf    ASIX\n",
      "ic    ASIX\n",
      "Name: symbol, dtype: object\n",
      "bs    TPT\n",
      "cf    TPT\n",
      "ic    TPT\n",
      "Name: symbol, dtype: object\n",
      "bs    HSTC\n",
      "cf    HSTC\n",
      "ic    HSTC\n",
      "Name: symbol, dtype: object\n",
      "bs    VVV\n",
      "cf    VVV\n",
      "ic    VVV\n",
      "Name: symbol, dtype: object\n",
      "bs    MYOV\n",
      "cf    MYOV\n",
      "ic    MYOV\n",
      "Name: symbol, dtype: object\n",
      "bs    TUSK\n",
      "cf    TUSK\n",
      "ic    TUSK\n",
      "Name: symbol, dtype: object\n",
      "bs    HFFG\n",
      "cf    HFFG\n",
      "ic    HFFG\n",
      "Name: symbol, dtype: object\n",
      "bs    FTI\n",
      "cf    FTI\n",
      "ic    FTI\n",
      "Name: symbol, dtype: object\n",
      "bs    VAR\n",
      "cf    VAR\n",
      "ic    VAR\n",
      "Name: symbol, dtype: object\n",
      "bs    ICCH\n",
      "cf    ICCH\n",
      "ic    ICCH\n",
      "Name: symbol, dtype: object\n",
      "bs    FRAC\n",
      "cf    FRAC\n",
      "ic    FRAC\n",
      "Name: symbol, dtype: object\n",
      "bs    SAFE\n",
      "cf    SAFE\n",
      "ic    SAFE\n",
      "Name: symbol, dtype: object\n",
      "bs    BLI\n",
      "cf    BLI\n",
      "ic    BLI\n",
      "Name: symbol, dtype: object\n",
      "bs    BHVN\n",
      "cf    BHVN\n",
      "ic    BHVN\n",
      "Name: symbol, dtype: object\n",
      "bs    AYX\n",
      "cf    AYX\n",
      "ic    AYX\n",
      "Name: symbol, dtype: object\n",
      "bs    CVNA\n",
      "cf    CVNA\n",
      "ic    CVNA\n",
      "Name: symbol, dtype: object\n",
      "bs    HCC\n",
      "cf    HCC\n",
      "ic    HCC\n",
      "Name: symbol, dtype: object\n",
      "bs    SNDR\n",
      "cf    SNDR\n",
      "ic    SNDR\n",
      "Name: symbol, dtype: object\n",
      "bs    SWX\n",
      "cf    SWX\n",
      "ic    SWX\n",
      "Name: symbol, dtype: object\n",
      "bs    NCSM\n",
      "cf    NCSM\n",
      "ic    NCSM\n",
      "Name: symbol, dtype: object\n",
      "bs    VISTRA\n",
      "cf    VISTRA\n",
      "ic    VISTRA\n",
      "Name: symbol, dtype: object\n",
      "bs    CCI\n",
      "cf    CCI\n",
      "ic    CCI\n",
      "Name: symbol, dtype: object\n",
      "bs    LBRT\n",
      "cf    LBRT\n",
      "ic    LBRT\n",
      "Name: symbol, dtype: object\n",
      "bs    EVLO\n",
      "cf    EVLO\n",
      "ic    EVLO\n",
      "Name: symbol, dtype: object\n",
      "bs    SOI\n",
      "cf    SOI\n",
      "ic    SOI\n",
      "Name: symbol, dtype: object\n",
      "bs    XCUR\n",
      "cf    XCUR\n",
      "ic    XCUR\n",
      "Name: symbol, dtype: object\n",
      "bs    BDTX\n",
      "cf    BDTX\n",
      "ic    BDTX\n",
      "Name: symbol, dtype: object\n",
      "bs    BKR\n",
      "cf    BKR\n",
      "ic    BKR\n",
      "Name: symbol, dtype: object\n",
      "bs    ADT\n",
      "cf    ADT\n",
      "ic    ADT\n",
      "Name: symbol, dtype: object\n",
      "bs    GPMT\n",
      "cf    GPMT\n",
      "ic    GPMT\n",
      "Name: symbol, dtype: object\n",
      "bs    CTRA\n",
      "cf    CTRA\n",
      "ic    CTRA\n",
      "Name: symbol, dtype: object\n",
      "bs    VNTR\n",
      "cf    VNTR\n",
      "ic    VNTR\n",
      "Name: symbol, dtype: object\n",
      "bs    VICI\n",
      "cf    VICI\n",
      "ic    VICI\n",
      "Name: symbol, dtype: object\n",
      "bs    BRY\n",
      "cf    BRY\n",
      "ic    BRY\n",
      "Name: symbol, dtype: object\n",
      "bs    DLPH\n",
      "cf    DLPH\n",
      "ic    DLPH\n",
      "Name: symbol, dtype: object\n",
      "bs    CPLG\n",
      "cf    CPLG\n",
      "ic    CPLG\n",
      "Name: symbol, dtype: object\n",
      "bs    ESTC\n",
      "cf    ESTC\n",
      "ic    ESTC\n",
      "Name: symbol, dtype: object\n",
      "bs    PQG\n",
      "cf    PQG\n",
      "ic    PQG\n",
      "Name: symbol, dtype: object\n",
      "bs    RBBN\n",
      "cf    RBBN\n",
      "ic    RBBN\n",
      "Name: symbol, dtype: object\n",
      "bs    BPMP\n",
      "cf    BPMP\n",
      "ic    BPMP\n",
      "Name: symbol, dtype: object\n",
      "bs    NSCO\n",
      "cf    NSCO\n",
      "ic    NSCO\n",
      "Name: symbol, dtype: object\n",
      "bs    EYE\n",
      "cf    EYE\n",
      "ic    EYE\n",
      "Name: symbol, dtype: object\n",
      "bs    SWCH\n",
      "cf    SWCH\n",
      "ic    SWCH\n",
      "Name: symbol, dtype: object\n",
      "bs    CURO\n",
      "cf    CURO\n",
      "ic    CURO\n",
      "Name: symbol, dtype: object\n",
      "bs    LILA\n",
      "cf    LILA\n",
      "ic    LILA\n",
      "Name: symbol, dtype: object\n",
      "bs    ZS\n",
      "cf    ZS\n",
      "ic    ZS\n",
      "Name: symbol, dtype: object\n",
      "bs    CK0001584423\n",
      "cf    CK0001584423\n",
      "ic    CK0001584423\n",
      "Name: symbol, dtype: object\n",
      "bs    DNLI\n",
      "cf    DNLI\n",
      "ic    DNLI\n",
      "Name: symbol, dtype: object\n",
      "bs    RLJ\n",
      "cf    RLJ\n",
      "ic    RLJ\n",
      "Name: symbol, dtype: object\n",
      "bs    NONE\n",
      "cf    NONE\n",
      "ic    NONE\n",
      "Name: symbol, dtype: object\n",
      "bs    FCBP\n",
      "cf    FCBP\n",
      "ic    FCBP\n",
      "Name: symbol, dtype: object\n",
      "bs    ROAD\n",
      "cf    ROAD\n",
      "ic    ROAD\n",
      "Name: symbol, dtype: object\n",
      "bs    GTES\n",
      "cf    GTES\n",
      "ic    GTES\n",
      "Name: symbol, dtype: object\n",
      "bs    NVT\n",
      "cf    NVT\n",
      "ic    NVT\n",
      "Name: symbol, dtype: object\n",
      "bs    OYST\n",
      "cf    OYST\n",
      "ic    OYST\n",
      "Name: symbol, dtype: object\n",
      "bs    PAE\n",
      "cf    PAE\n",
      "ic    PAE\n",
      "Name: symbol, dtype: object\n",
      "bs    AVTR\n",
      "cf    AVTR\n",
      "ic    AVTR\n",
      "Name: symbol, dtype: object\n",
      "bs    AMRX\n",
      "cf    AMRX\n",
      "ic    AMRX\n",
      "Name: symbol, dtype: object\n",
      "bs    PRSP\n",
      "cf    PRSP\n",
      "ic    PRSP\n",
      "Name: symbol, dtype: object\n",
      "bs    ZNTL\n",
      "cf    ZNTL\n",
      "ic    ZNTL\n",
      "Name: symbol, dtype: object\n",
      "bs    HPR\n",
      "cf    HPR\n",
      "ic    HPR\n",
      "Name: symbol, dtype: object\n",
      "bs    GSHD\n",
      "cf    GSHD\n",
      "ic    GSHD\n",
      "Name: symbol, dtype: object\n",
      "bs    IIIV\n",
      "cf    IIIV\n",
      "ic    IIIV\n",
      "Name: symbol, dtype: object\n",
      "bs    QCOM\n",
      "cf    QCOM\n",
      "ic    QCOM\n",
      "Name: symbol, dtype: object\n",
      "bs    EPRT\n",
      "cf    EPRT\n",
      "ic    EPRT\n",
      "Name: symbol, dtype: object\n",
      "bs    VMD\n",
      "cf    VMD\n",
      "ic    VMD\n",
      "Name: symbol, dtype: object\n",
      "bs    AVGO\n",
      "cf    AVGO\n",
      "ic    AVGO\n",
      "Name: symbol, dtype: object\n",
      "bs    NKLA\n",
      "cf    NKLA\n",
      "ic    NKLA\n",
      "Name: symbol, dtype: object\n",
      "bs    VNE\n",
      "cf    VNE\n",
      "ic    VNE\n",
      "Name: symbol, dtype: object\n",
      "bs    ARW\n",
      "cf    ARW\n",
      "ic    ARW\n",
      "Name: symbol, dtype: object\n",
      "bs    LDSN\n",
      "cf    LDSN\n",
      "ic    LDSN\n",
      "Name: symbol, dtype: object\n",
      "bs    ALLO\n",
      "cf    ALLO\n",
      "ic    ALLO\n",
      "Name: symbol, dtype: object\n",
      "bs    ELAN\n",
      "cf    ELAN\n",
      "ic    ELAN\n",
      "Name: symbol, dtype: object\n",
      "bs    ACA\n",
      "cf    ACA\n",
      "ic    ACA\n",
      "Name: symbol, dtype: object\n",
      "bs    CI\n",
      "cf    CI\n",
      "ic    CI\n",
      "Name: symbol, dtype: object\n",
      "bs    LTHM\n",
      "cf    LTHM\n",
      "ic    LTHM\n",
      "Name: symbol, dtype: object\n",
      "bs    GNLN\n",
      "cf    GNLN\n",
      "ic    GNLN\n",
      "Name: symbol, dtype: object\n",
      "bs    DIS\n",
      "cf    DIS\n",
      "ic    DIS\n",
      "Name: symbol, dtype: object\n",
      "bs    IAA\n",
      "cf    IAA\n",
      "ic    IAA\n",
      "Name: symbol, dtype: object\n",
      "bs    ETRN\n",
      "cf    ETRN\n",
      "ic    ETRN\n",
      "Name: symbol, dtype: object\n",
      "bs    MCBS\n",
      "cf    MCBS\n",
      "ic    MCBS\n",
      "Name: symbol, dtype: object\n",
      "bs    TRWH\n",
      "cf    TRWH\n",
      "ic    TRWH\n",
      "Name: symbol, dtype: object\n",
      "bs    AMCR\n",
      "cf    AMCR\n",
      "ic    AMCR\n",
      "Name: symbol, dtype: object\n",
      "bs    BSIG\n",
      "cf    BSIG\n",
      "ic    BSIG\n",
      "Name: symbol, dtype: object\n",
      "bs    RBKB\n",
      "cf    RBKB\n",
      "ic    RBKB\n",
      "Name: symbol, dtype: object\n",
      "bs    DOW\n",
      "cf    DOW\n",
      "ic    DOW\n",
      "Name: symbol, dtype: object\n",
      "bs    CVET\n",
      "cf    CVET\n",
      "ic    CVET\n",
      "Name: symbol, dtype: object\n",
      "bs    TW\n",
      "cf    TW\n",
      "ic    TW\n",
      "Name: symbol, dtype: object\n",
      "bs    LYFT\n",
      "cf    LYFT\n",
      "ic    LYFT\n",
      "Name: symbol, dtype: object\n",
      "bs    SCPL\n",
      "cf    SCPL\n",
      "ic    SCPL\n",
      "Name: symbol, dtype: object\n",
      "bs    KTB\n",
      "cf    KTB\n",
      "ic    KTB\n",
      "Name: symbol, dtype: object\n",
      "bs    IMVT\n",
      "cf    IMVT\n",
      "ic    IMVT\n",
      "Name: symbol, dtype: object\n",
      "bs    CCC\n",
      "cf    CCC\n",
      "ic    CCC\n",
      "Name: symbol, dtype: object\n",
      "bs    WORK\n",
      "cf    WORK\n",
      "ic    WORK\n",
      "Name: symbol, dtype: object\n",
      "bs    CHWY\n",
      "cf    CHWY\n",
      "ic    CHWY\n",
      "Name: symbol, dtype: object\n",
      "bs    XPEL\n",
      "cf    XPEL\n",
      "ic    XPEL\n",
      "Name: symbol, dtype: object\n",
      "bs    XRX\n",
      "cf    XRX\n",
      "ic    XRX\n",
      "Name: symbol, dtype: object\n",
      "bs    GO\n",
      "cf    GO\n",
      "ic    GO\n",
      "Name: symbol, dtype: object\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "bs    BRBR\n",
      "cf    BRBR\n",
      "ic    BRBR\n",
      "Name: symbol, dtype: object\n",
      "bs    A12344345\n",
      "cf    A12344345\n",
      "ic    A12344345\n",
      "Name: symbol, dtype: object\n",
      "bs    PVBC\n",
      "cf    PVBC\n",
      "ic    PVBC\n",
      "Name: symbol, dtype: object\n",
      "bs    OTIS\n",
      "cf    OTIS\n",
      "ic    OTIS\n",
      "Name: symbol, dtype: object\n",
      "bs    CARR\n",
      "cf    CARR\n",
      "ic    CARR\n",
      "Name: symbol, dtype: object\n",
      "bs    ARQT\n",
      "cf    ARQT\n",
      "ic    ARQT\n",
      "Name: symbol, dtype: object\n",
      "bs    ARNC\n",
      "cf    ARNC\n",
      "ic    ARNC\n",
      "Name: symbol, dtype: object\n",
      "bs    ZI\n",
      "cf    ZI\n",
      "ic    ZI\n",
      "Name: symbol, dtype: object\n",
      "bs    SLQT\n",
      "cf    SLQT\n",
      "ic    SLQT\n",
      "Name: symbol, dtype: object\n",
      "bs    DNB\n",
      "cf    DNB\n",
      "ic    DNB\n",
      "Name: symbol, dtype: object\n",
      "bs    ANAT\n",
      "cf    ANAT\n",
      "ic    ANAT\n",
      "Name: symbol, dtype: object\n",
      "bs    FVAC\n",
      "cf    FVAC\n",
      "ic    FVAC\n",
      "Name: symbol, dtype: object\n",
      "bs    RPRX\n",
      "cf    RPRX\n",
      "ic    RPRX\n",
      "Name: symbol, dtype: object\n",
      "bs    REGN\n",
      "cf    REGN\n",
      "ic    REGN\n",
      "Name: symbol, dtype: object\n",
      "bs    RKT\n",
      "cf    RKT\n",
      "ic    RKT\n",
      "Name: symbol, dtype: object\n",
      "bs    ASRT\n",
      "cf    ASRT\n",
      "ic    ASRT\n",
      "Name: symbol, dtype: object\n",
      "bs    RXT\n",
      "cf    RXT\n",
      "ic    RXT\n",
      "Name: symbol, dtype: object\n",
      "bs    UTMD\n",
      "cf    UTMD\n",
      "ic    UTMD\n",
      "Name: symbol, dtype: object\n",
      "bs    FAII\n",
      "cf    FAII\n",
      "ic    FAII\n",
      "Name: symbol, dtype: object\n"
     ]
    }
   ],
   "source": [
    "default_data = pd.DataFrame()\n",
    "for file in os.listdir('2020_stocks'):\n",
    "    filename = '2020_stocks/' + file\n",
    "    json_file = pd.read_json(filename)\n",
    "    print(json_file['symbol'])\n",
    "    default_data = default_data.append(json_file)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AE    8745\n",
       "Name: symbol, dtype: int64"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "default_data.symbol.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>startDate</th>\n",
       "      <th>endDate</th>\n",
       "      <th>year</th>\n",
       "      <th>quarter</th>\n",
       "      <th>symbol</th>\n",
       "      <th>data</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>bs</th>\n",
       "      <td>2020-04-01</td>\n",
       "      <td>2020-06-30</td>\n",
       "      <td>2020</td>\n",
       "      <td>Q2</td>\n",
       "      <td>AE</td>\n",
       "      <td>[{'label': 'Cash and cash equivalents', 'conce...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cf</th>\n",
       "      <td>2020-04-01</td>\n",
       "      <td>2020-06-30</td>\n",
       "      <td>2020</td>\n",
       "      <td>Q2</td>\n",
       "      <td>AE</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ic</th>\n",
       "      <td>2020-04-01</td>\n",
       "      <td>2020-06-30</td>\n",
       "      <td>2020</td>\n",
       "      <td>Q2</td>\n",
       "      <td>AE</td>\n",
       "      <td>[{'label': 'Total revenues', 'concept': 'Reven...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>bs</th>\n",
       "      <td>2020-04-01</td>\n",
       "      <td>2020-06-30</td>\n",
       "      <td>2020</td>\n",
       "      <td>Q2</td>\n",
       "      <td>AE</td>\n",
       "      <td>[{'label': 'Cash and cash equivalents', 'conce...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cf</th>\n",
       "      <td>2020-04-01</td>\n",
       "      <td>2020-06-30</td>\n",
       "      <td>2020</td>\n",
       "      <td>Q2</td>\n",
       "      <td>AE</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cf</th>\n",
       "      <td>2020-04-01</td>\n",
       "      <td>2020-06-30</td>\n",
       "      <td>2020</td>\n",
       "      <td>Q2</td>\n",
       "      <td>AE</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ic</th>\n",
       "      <td>2020-04-01</td>\n",
       "      <td>2020-06-30</td>\n",
       "      <td>2020</td>\n",
       "      <td>Q2</td>\n",
       "      <td>AE</td>\n",
       "      <td>[{'label': 'Total revenues', 'concept': 'Reven...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>bs</th>\n",
       "      <td>2020-04-01</td>\n",
       "      <td>2020-06-30</td>\n",
       "      <td>2020</td>\n",
       "      <td>Q2</td>\n",
       "      <td>AE</td>\n",
       "      <td>[{'label': 'Cash and cash equivalents', 'conce...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cf</th>\n",
       "      <td>2020-04-01</td>\n",
       "      <td>2020-06-30</td>\n",
       "      <td>2020</td>\n",
       "      <td>Q2</td>\n",
       "      <td>AE</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ic</th>\n",
       "      <td>2020-04-01</td>\n",
       "      <td>2020-06-30</td>\n",
       "      <td>2020</td>\n",
       "      <td>Q2</td>\n",
       "      <td>AE</td>\n",
       "      <td>[{'label': 'Total revenues', 'concept': 'Reven...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8745 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     startDate     endDate  year quarter symbol  \\\n",
       "bs  2020-04-01  2020-06-30  2020      Q2     AE   \n",
       "cf  2020-04-01  2020-06-30  2020      Q2     AE   \n",
       "ic  2020-04-01  2020-06-30  2020      Q2     AE   \n",
       "bs  2020-04-01  2020-06-30  2020      Q2     AE   \n",
       "cf  2020-04-01  2020-06-30  2020      Q2     AE   \n",
       "..         ...         ...   ...     ...    ...   \n",
       "cf  2020-04-01  2020-06-30  2020      Q2     AE   \n",
       "ic  2020-04-01  2020-06-30  2020      Q2     AE   \n",
       "bs  2020-04-01  2020-06-30  2020      Q2     AE   \n",
       "cf  2020-04-01  2020-06-30  2020      Q2     AE   \n",
       "ic  2020-04-01  2020-06-30  2020      Q2     AE   \n",
       "\n",
       "                                                 data  \n",
       "bs  [{'label': 'Cash and cash equivalents', 'conce...  \n",
       "cf                                                 []  \n",
       "ic  [{'label': 'Total revenues', 'concept': 'Reven...  \n",
       "bs  [{'label': 'Cash and cash equivalents', 'conce...  \n",
       "cf                                                 []  \n",
       "..                                                ...  \n",
       "cf                                                 []  \n",
       "ic  [{'label': 'Total revenues', 'concept': 'Reven...  \n",
       "bs  [{'label': 'Cash and cash equivalents', 'conce...  \n",
       "cf                                                 []  \n",
       "ic  [{'label': 'Total revenues', 'concept': 'Reven...  \n",
       "\n",
       "[8745 rows x 6 columns]"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
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   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
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