Multi-Factor Model/The Quality Score - Extracting 'Quality' From Your Pipeline.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The Quality Score - Extracting 'Quality' From Your Pipeline\n",
    "\n",
    "This notebook was created in an attempt to research a multitude of factors, and analyze their risk and returns against the pipeline. The notebook has a default lookback period of 252 days (average trading days per year) --this can be adjusted. Ultimately, we are trying to analyze the fundamental ratios that contribute to the highest 'quality' returns, and create a 'quality score' factor that displays high returns with low variance.\n",
    "\n",
    "For additional insight on the concepts applied, you can read the below articles as a good starting point:\n",
    "\n",
    "https://www.northerntrust.com/documents/line-of-sight/asset-management/intl/understanding-factor-tilts.pdf\n",
    "\n",
    "https://www.northerntrust.com/documents/white-papers/asset-management/what-is-quality.pdf\n",
    "\n",
    "https://www.northerntrust.com/documents/white-papers/asset-management/periodic-table-of-factors.pdf\n",
    "\n",
    "All materials in this notebooks were written and researched by Brooks Woolfolk.\n",
    "\n",
    "Feel free to clone and add your own twist! Collaboration is always welcomed ^_^"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "# IMPORT ALL NECESSARY LIBRARIES \n",
    "\n",
    "from quantopian.pipeline import Pipeline\n",
    "from quantopian.pipeline.data import USEquityPricing\n",
    "from quantopian.pipeline.data.factset import Fundamentals\n",
    "from quantopian.pipeline.factors import SimpleBeta, Returns\n",
    "from quantopian.pipeline.data import factset\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import statsmodels.api as sm\n",
    "import quantopian.research as qr\n",
    "import seaborn as sns\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "# DEFINING RELEVANT RATIOS FOR UNIVERSE FACTOR FILTERING\n",
    "# af IS FOR ANNUAL, qf IS FOR QUARTERLY, saf IS FOR SEMI-ANNUAL, ltm IS FOR LAST 12 MOS\n",
    "# WITH HIGH AND LOW FILTERS FOR POTENTIAL MASKING\n",
    "\n",
    "# MARKET CAP FOR SIZE FILTERS\n",
    "mcap = Fundamentals.mkt_val.latest\n",
    "size = mcap.deciles()\n",
    "big = mcap.percentile_between(51,100)\n",
    "smol = mcap.percentile_between(0,50)\n",
    "\n",
    "# ASSET TURNOVER\n",
    "asset_turnover = factset.Fundamentals.asset_turn_af.latest\n",
    "# high_asset_turnover = asset_turnover.percentile_between(0,50)\n",
    "# low_asset_turnover = asset_turnover.percentile_between(51,100)\n",
    "\n",
    "# RETURN ON COMMON EQUITY\n",
    "ro_ce = factset.Fundamentals.roce_af.latest\n",
    "# high_ro_ce = ro_ce.percentile_between(0,50)\n",
    "# low_ro_ce = ro_ce.percentile_between(51,100)\n",
    "\n",
    "# RETURN ON AVERAGE TOTAL EQUITY\n",
    "ro_ate = factset.Fundamentals.roe_af.latest\n",
    "# high_ro_ate = ro_ate.percentile_between(0,50)\n",
    "# low_ro_ate = ro_ate.percentile_between(51,100)\n",
    "\n",
    "\n",
    "# CAPEX USAGE (CAPEX % OF SALES)\n",
    "capex_use = factset.Fundamentals.capex_sales_af.latest\n",
    "# high_capex_use = capex_use.percentile_between(0,50)\n",
    "# low_capex_use = capex_use.percentile_between(51,100)\n",
    "\n",
    "\n",
    "# DEBT FACTORS \n",
    "debt_ev = factset.Fundamentals.debt_entrpr_val_af.latest\n",
    "# high_debt_ev = debt_ev.percentile_between(0,50)\n",
    "# low_debt_ev = debt_ev.percentile_between(51,100)\n",
    "\n",
    "debt_ebitda = factset.Fundamentals.debt_ebitda_oper_af.latest\n",
    "# high_debt_ebitda = debt_ebitda.percentile_between(0,50)\n",
    "# low_debt_ebitda = debt_ebitda.percentile_between(51,100)\n",
    "\n",
    "\n",
    "# PROFITABILITY FACTORS\n",
    "ni_margin = factset.Fundamentals.net_mgn_af.latest\n",
    "# high_ni_margin = ni_margin.percentile_between(0,50)\n",
    "# low_ni_margin = ni_margin.percentile_between(51,100)\n",
    "\n",
    "ni_growth = factset.Fundamentals.net_mgn_gr_af.latest\n",
    "# high_ni_growth = ni_growth.percentile_between(0,50)\n",
    "# low_ni_growth = ni_growth.percentile_between(51,100)\n",
    "\n",
    "\n",
    "# SOLVENCY FACTORS\n",
    "cf_fixcharges = factset.Fundamentals.oper_cf_fix_chrg_af.latest\n",
    "# high_cf_fixcharges = cf_fixcharges.percentile_between(0,50)\n",
    "# low_cf_fixcharges = cf_fixcharges.percentile_between(51,100)\n",
    "\n",
    "\n",
    "# GROWTH FACTORS\n",
    "capex_5ygr = factset.Fundamentals.capex_5ygr_af.latest\n",
    "# high_capex_5ygr = capex_5ygr.percentile_between(0,50)\n",
    "# low_capex_5ygr = capex_5ygr.percentile_between(51,100)\n",
    "\n",
    "sales_gr = factset.Fundamentals.sales_gr_af.latest\n",
    "# high_sales_gr = sales_gr.percentile_between(0,50)\n",
    "# low_sales_gr = sales_gr.percentile_between(51,100)\n",
    "\n",
    "returns = Returns(window_length=252)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "# DEFINING THE TRADEABLE UNIVERSE\n",
    "\n",
    "universe = (returns.percentile_between(1, 99) & \n",
    "            mcap.notnull() \n",
    "            # excess_return.notnull()))\n",
    "            # & beta.notnull())\n",
    "            )  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "# DEFINING PIPELINE PARAMETERS\n",
    "# ASSIGNING QUINTILE VALUES TO EACH STOCK FOR EACH DAY FOR FURTHER FILTERING OFF MASK\n",
    "\n",
    "columns = {\n",
    "    'mcap': mcap,\n",
    "    'asset_turn': asset_turnover.quintiles(),\n",
    "    'ro_ce': ro_ce.quintiles(),\n",
    "    'ro_ate': ro_ate.quintiles(),\n",
    "    'capex_use': capex_use.quintiles(),\n",
    "    'debt_ev': debt_ev.quintiles(),\n",
    "    'debt_ebitda': debt_ebitda.quintiles(),\n",
    "    'ni_margin': ni_margin.quintiles(),\n",
    "    'ni_growth': ni_growth.quintiles(),\n",
    "    'cf_fixcharges': cf_fixcharges.quintiles(),\n",
    "    'capex_5ygr': capex_5ygr.quintiles(),\n",
    "    'sales_gr': sales_gr.quintiles(),\n",
    "    'returns': returns,\n",
    "    'size': size,\n",
    "}\n",
    "\n",
    "pipe = Pipeline(\n",
    "    columns,\n",
    "    screen=(universe),\n",
    "        )\n",
    "\n",
    "result = qr.run_pipeline(pipe, '2018-03-09', '2018-03-09')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>asset_turn</th>\n",
       "      <th>capex_5ygr</th>\n",
       "      <th>capex_use</th>\n",
       "      <th>cf_fixcharges</th>\n",
       "      <th>debt_ebitda</th>\n",
       "      <th>debt_ev</th>\n",
       "      <th>mcap</th>\n",
       "      <th>ni_growth</th>\n",
       "      <th>ni_margin</th>\n",
       "      <th>returns</th>\n",
       "      <th>ro_ate</th>\n",
       "      <th>ro_ce</th>\n",
       "      <th>sales_gr</th>\n",
       "      <th>size</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">2018-03-09 00:00:00+00:00</th>\n",
       "      <th>Equity(45429 [FATE])</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>-1</td>\n",
       "      <td>1</td>\n",
       "      <td>3.216830e+08</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1.830022</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(46779 [WB])</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1.251110e+10</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>1.829529</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(42426 [VSTM])</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>-1</td>\n",
       "      <td>3</td>\n",
       "      <td>1.559590e+08</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>1.824000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-1</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(48602 [RCKT])</th>\n",
       "      <td>0</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>-1</td>\n",
       "      <td>4</td>\n",
       "      <td>7.105140e+07</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>1.800000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(7831 [USAK])</th>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1.502850e+08</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.797342</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                asset_turn  capex_5ygr  \\\n",
       "2018-03-09 00:00:00+00:00 Equity(45429 [FATE])           0           3   \n",
       "                          Equity(46779 [WB])             2           2   \n",
       "                          Equity(42426 [VSTM])           0           0   \n",
       "                          Equity(48602 [RCKT])           0          -1   \n",
       "                          Equity(7831 [USAK])            4           1   \n",
       "\n",
       "                                                capex_use  cf_fixcharges  \\\n",
       "2018-03-09 00:00:00+00:00 Equity(45429 [FATE])          4              0   \n",
       "                          Equity(46779 [WB])            1              3   \n",
       "                          Equity(42426 [VSTM])         -1              0   \n",
       "                          Equity(48602 [RCKT])         -1              0   \n",
       "                          Equity(7831 [USAK])           2              2   \n",
       "\n",
       "                                                debt_ebitda  debt_ev  \\\n",
       "2018-03-09 00:00:00+00:00 Equity(45429 [FATE])           -1        1   \n",
       "                          Equity(46779 [WB])              2        1   \n",
       "                          Equity(42426 [VSTM])           -1        3   \n",
       "                          Equity(48602 [RCKT])           -1        4   \n",
       "                          Equity(7831 [USAK])             3        3   \n",
       "\n",
       "                                                        mcap  ni_growth  \\\n",
       "2018-03-09 00:00:00+00:00 Equity(45429 [FATE])  3.216830e+08          1   \n",
       "                          Equity(46779 [WB])    1.251110e+10          4   \n",
       "                          Equity(42426 [VSTM])  1.559590e+08         -1   \n",
       "                          Equity(48602 [RCKT])  7.105140e+07         -1   \n",
       "                          Equity(7831 [USAK])   1.502850e+08          0   \n",
       "\n",
       "                                                ni_margin   returns  ro_ate  \\\n",
       "2018-03-09 00:00:00+00:00 Equity(45429 [FATE])          0  1.830022       0   \n",
       "                          Equity(46779 [WB])            4  1.829529       4   \n",
       "                          Equity(42426 [VSTM])         -1  1.824000       0   \n",
       "                          Equity(48602 [RCKT])         -1  1.800000       0   \n",
       "                          Equity(7831 [USAK])           1  1.797342       3   \n",
       "\n",
       "                                                ro_ce  sales_gr  size  \n",
       "2018-03-09 00:00:00+00:00 Equity(45429 [FATE])      0         0     3  \n",
       "                          Equity(46779 [WB])        4         4     8  \n",
       "                          Equity(42426 [VSTM])      0        -1     2  \n",
       "                          Equity(48602 [RCKT])      0        -1     1  \n",
       "                          Equity(7831 [USAK])       3         1     2  "
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result.sort_values('returns',ascending=False).head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 58,
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   "outputs": [
    {
     "data": {
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       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>asset_turn</th>\n",
       "      <th>capex_5ygr</th>\n",
       "      <th>capex_use</th>\n",
       "      <th>cf_fixcharges</th>\n",
       "      <th>debt_ebitda</th>\n",
       "      <th>debt_ev</th>\n",
       "      <th>mcap</th>\n",
       "      <th>ni_growth</th>\n",
       "      <th>ni_margin</th>\n",
       "      <th>returns</th>\n",
       "      <th>ro_ate</th>\n",
       "      <th>ro_ce</th>\n",
       "      <th>sales_gr</th>\n",
       "      <th>size</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"61\" valign=\"top\">2018-03-09 00:00:00+00:00</th>\n",
       "      <th>Equity(24 [AAPL])</th>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>8.599680e+11</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>0.296143</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(31 [ABAX])</th>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.123960e+09</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>0.470848</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
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       "    <tr>\n",
       "      <th>Equity(41 [ARCB])</th>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>9.167750e+08</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0.253520</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(53 [ABMD])</th>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8.297000e+09</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>1.400932</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(62 [ABT])</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>9.950740e+10</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.384970</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(67 [ADSK])</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>2.752450e+10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.629436</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(100 [IEP])</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>9.198910e+09</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0.262316</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(110 [RAMP])</th>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2.176110e+09</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0.115413</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(112 [ACY])</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>2.159050e+07</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0.533333</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(114 [ADBE])</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>8.819140e+10</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>0.804620</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(122 [ADI])</th>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>3.295320e+10</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0.138997</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(128 [ADM])</th>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2.232460e+10</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0.005160</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(153 [AE])</th>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.834650e+08</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.193810</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(157 [AEG])</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-1</td>\n",
       "      <td>4</td>\n",
       "      <td>1.278900e+10</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>0.301519</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(161 [AEP])</th>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3.619690e+10</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>0.042833</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(166 [AES])</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>7.152000e+09</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.024034</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(168 [AET])</th>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-1</td>\n",
       "      <td>1</td>\n",
       "      <td>5.895150e+10</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0.343000</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(185 [AFL])</th>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>-1</td>\n",
       "      <td>1</td>\n",
       "      <td>3.427410e+10</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0.276302</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(197 [AGCO])</th>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>5.682530e+09</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0.124877</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(225 [AHPI])</th>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8.388290e+06</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0.790323</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(247 [AIN])</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1.978590e+09</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.488286</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(253 [AIR])</th>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1.444050e+09</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0.323112</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(266 [AJG])</th>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>1.145370e+10</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>0.277212</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(283 [ALCO])</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>2.433560e+08</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.061744</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(301 [ALKS])</th>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>8.428940e+09</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0.063759</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(311 [ALOG])</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.035740e+09</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.293999</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(312 [ALOT])</th>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8.543970e+07</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0.063173</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(337 [AMAT])</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>6.001530e+10</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>0.600725</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(353 [AME])</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1.675460e+10</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0.444269</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(366 [AVD])</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5.853980e+08</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0.282807</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(50376 [CDEV])</th>\n",
       "      <td>1</td>\n",
       "      <td>-1</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5.154490e+09</td>\n",
       "      <td>-1</td>\n",
       "      <td>4</td>\n",
       "      <td>0.014599</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(50378 [TUSK])</th>\n",
       "      <td>3</td>\n",
       "      <td>-1</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>8.752880e+08</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.677614</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(50382 [FTS])</th>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>1.549700e+10</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0.055148</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(50392 [YUMC])</th>\n",
       "      <td>4</td>\n",
       "      <td>-1</td>\n",
       "      <td>3</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.539650e+10</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.588757</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(50399 [IRTC])</th>\n",
       "      <td>3</td>\n",
       "      <td>-1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>-1</td>\n",
       "      <td>1</td>\n",
       "      <td>1.310300e+09</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0.877917</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(50400 [CRSP])</th>\n",
       "      <td>1</td>\n",
       "      <td>-1</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>9.531060e+08</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>1.512869</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(50418 [BL])</th>\n",
       "      <td>2</td>\n",
       "      <td>-1</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>1.737840e+09</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0.648423</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(50421 [ZTO])</th>\n",
       "      <td>2</td>\n",
       "      <td>-1</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7.999570e+09</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>0.506494</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(50424 [GOLF])</th>\n",
       "      <td>3</td>\n",
       "      <td>-1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1.570020e+09</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0.292584</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(50428 [AA])</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>9.976760e+09</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0.342098</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(50430 [LW])</th>\n",
       "      <td>4</td>\n",
       "      <td>-1</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>7.959530e+09</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>0.405819</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(50477 [IIPR])</th>\n",
       "      <td>1</td>\n",
       "      <td>-1</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.131220e+08</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>0.778779</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(50484 [AQN])</th>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>4.845070e+09</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0.157471</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(50509 [ICHR])</th>\n",
       "      <td>4</td>\n",
       "      <td>-1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>6.369470e+08</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>0.538376</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(50517 [LGF_B])</th>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>6.665400e+09</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.128216</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(50518 [ATH])</th>\n",
       "      <td>1</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>1.033440e+10</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>0.013951</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(50526 [LGF_A])</th>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>7.100100e+09</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.120900</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(50533 [CNDT])</th>\n",
       "      <td>3</td>\n",
       "      <td>-1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3.400710e+09</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.252564</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(50534 [HGV])</th>\n",
       "      <td>3</td>\n",
       "      <td>-1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>4.158770e+09</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0.630519</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(50535 [PK])</th>\n",
       "      <td>1</td>\n",
       "      <td>-1</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>6.176800e+09</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0.130911</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(50537 [WRD])</th>\n",
       "      <td>1</td>\n",
       "      <td>-1</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1.861940e+09</td>\n",
       "      <td>-1</td>\n",
       "      <td>3</td>\n",
       "      <td>0.340833</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(50595 [BIVV])</th>\n",
       "      <td>3</td>\n",
       "      <td>-1</td>\n",
       "      <td>1</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5.834330e+09</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0.959679</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(50604 [USAS])</th>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1.516870e+08</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0.254613</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(50606 [VREX])</th>\n",
       "      <td>3</td>\n",
       "      <td>-1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1.516540e+09</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0.156971</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(50612 [FRAC])</th>\n",
       "      <td>4</td>\n",
       "      <td>-1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2.125910e+09</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>0.088889</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(50619 [JNCE])</th>\n",
       "      <td>1</td>\n",
       "      <td>-1</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>4.111750e+08</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0.157054</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(50634 [JELD])</th>\n",
       "      <td>4</td>\n",
       "      <td>-1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>4.172850e+09</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.001569</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(50639 [LAUR])</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>2.542430e+09</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.099681</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(50649 [KRP])</th>\n",
       "      <td>1</td>\n",
       "      <td>-1</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2.682840e+08</td>\n",
       "      <td>-1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.023977</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(50680 [HLNE])</th>\n",
       "      <td>3</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>6.825980e+08</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.994266</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2223 rows × 14 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                 asset_turn  capex_5ygr  \\\n",
       "2018-03-09 00:00:00+00:00 Equity(24 [AAPL])               3           2   \n",
       "                          Equity(31 [ABAX])               3           2   \n",
       "                          Equity(41 [ARCB])               4           3   \n",
       "                          Equity(53 [ABMD])               3           4   \n",
       "                          Equity(62 [ABT])                2           1   \n",
       "                          Equity(67 [ADSK])               2           2   \n",
       "                          Equity(100 [IEP])               2           2   \n",
       "                          Equity(110 [RAMP])              3           1   \n",
       "                          Equity(112 [ACY])               1           1   \n",
       "                          Equity(114 [ADBE])              2           1   \n",
       "                          Equity(122 [ADI])               2           3   \n",
       "                          Equity(128 [ADM])               4           1   \n",
       "                          Equity(153 [AE])                4           0   \n",
       "                          Equity(157 [AEG])               1           1   \n",
       "                          Equity(161 [AEP])               1           3   \n",
       "                          Equity(166 [AES])               1           1   \n",
       "                          Equity(168 [AET])               3           2   \n",
       "                          Equity(185 [AFL])               1           3   \n",
       "                          Equity(197 [AGCO])              3           1   \n",
       "                          Equity(225 [AHPI])              4           0   \n",
       "                          Equity(247 [AIN])               3           3   \n",
       "                          Equity(253 [AIR])               4           0   \n",
       "                          Equity(266 [AJG])               2           3   \n",
       "                          Equity(283 [ALCO])              1           1   \n",
       "                          Equity(301 [ALKS])              2           3   \n",
       "                          Equity(311 [ALOG])              3           0   \n",
       "                          Equity(312 [ALOT])              4           2   \n",
       "                          Equity(337 [AMAT])              3           3   \n",
       "                          Equity(353 [AME])               2           2   \n",
       "                          Equity(366 [AVD])               3           0   \n",
       "...                                                     ...         ...   \n",
       "                          Equity(50376 [CDEV])            1          -1   \n",
       "                          Equity(50378 [TUSK])            3          -1   \n",
       "                          Equity(50382 [FTS])             1           3   \n",
       "                          Equity(50392 [YUMC])            4          -1   \n",
       "                          Equity(50399 [IRTC])            3          -1   \n",
       "                          Equity(50400 [CRSP])            1          -1   \n",
       "                          Equity(50418 [BL])              2          -1   \n",
       "                          Equity(50421 [ZTO])             2          -1   \n",
       "                          Equity(50424 [GOLF])            3          -1   \n",
       "                          Equity(50428 [AA])              3           0   \n",
       "                          Equity(50430 [LW])              4          -1   \n",
       "                          Equity(50477 [IIPR])            1          -1   \n",
       "                          Equity(50484 [AQN])             1           4   \n",
       "                          Equity(50509 [ICHR])            4          -1   \n",
       "                          Equity(50517 [LGF_B])           2           4   \n",
       "                          Equity(50518 [ATH])             1          -1   \n",
       "                          Equity(50526 [LGF_A])           2           4   \n",
       "                          Equity(50533 [CNDT])            3          -1   \n",
       "                          Equity(50534 [HGV])             3          -1   \n",
       "                          Equity(50535 [PK])              1          -1   \n",
       "                          Equity(50537 [WRD])             1          -1   \n",
       "                          Equity(50595 [BIVV])            3          -1   \n",
       "                          Equity(50604 [USAS])            2           0   \n",
       "                          Equity(50606 [VREX])            3          -1   \n",
       "                          Equity(50612 [FRAC])            4          -1   \n",
       "                          Equity(50619 [JNCE])            1          -1   \n",
       "                          Equity(50634 [JELD])            4          -1   \n",
       "                          Equity(50639 [LAUR])            2           1   \n",
       "                          Equity(50649 [KRP])             1          -1   \n",
       "                          Equity(50680 [HLNE])            3          -1   \n",
       "\n",
       "                                                 capex_use  cf_fixcharges  \\\n",
       "2018-03-09 00:00:00+00:00 Equity(24 [AAPL])              3              4   \n",
       "                          Equity(31 [ABAX])              2              4   \n",
       "                          Equity(41 [ARCB])              2              4   \n",
       "                          Equity(53 [ABMD])              3             -1   \n",
       "                          Equity(62 [ABT])               2              2   \n",
       "                          Equity(67 [ADSK])              2              0   \n",
       "                          Equity(100 [IEP])              3              0   \n",
       "                          Equity(110 [RAMP])             3              4   \n",
       "                          Equity(112 [ACY])              0              1   \n",
       "                          Equity(114 [ADBE])             2              4   \n",
       "                          Equity(122 [ADI])              2              2   \n",
       "                          Equity(128 [ADM])              1              2   \n",
       "                          Equity(153 [AE])               0              4   \n",
       "                          Equity(157 [AEG])              0              1   \n",
       "                          Equity(161 [AEP])              4              2   \n",
       "                          Equity(166 [AES])              4              1   \n",
       "                          Equity(168 [AET])              0              3   \n",
       "                          Equity(185 [AFL])              0              4   \n",
       "                          Equity(197 [AGCO])             1              3   \n",
       "                          Equity(225 [AHPI])             0              4   \n",
       "                          Equity(247 [AIN])              3              3   \n",
       "                          Equity(253 [AIR])              1              4   \n",
       "                          Equity(266 [AJG])              1              2   \n",
       "                          Equity(283 [ALCO])             3              1   \n",
       "                          Equity(301 [ALKS])             3              1   \n",
       "                          Equity(311 [ALOG])             1              4   \n",
       "                          Equity(312 [ALOT])             1              1   \n",
       "                          Equity(337 [AMAT])             1              4   \n",
       "                          Equity(353 [AME])              1              3   \n",
       "                          Equity(366 [AVD])              1              4   \n",
       "...                                                    ...            ...   \n",
       "                          Equity(50376 [CDEV])           4              4   \n",
       "                          Equity(50378 [TUSK])           4              4   \n",
       "                          Equity(50382 [FTS])            4              1   \n",
       "                          Equity(50392 [YUMC])           3             -1   \n",
       "                          Equity(50399 [IRTC])           2              0   \n",
       "                          Equity(50400 [CRSP])           4              0   \n",
       "                          Equity(50418 [BL])             2              4   \n",
       "                          Equity(50421 [ZTO])            4              4   \n",
       "                          Equity(50424 [GOLF])           1              3   \n",
       "                          Equity(50428 [AA])             2              3   \n",
       "                          Equity(50430 [LW])             3              3   \n",
       "                          Equity(50477 [IIPR])           4              3   \n",
       "                          Equity(50484 [AQN])            4              1   \n",
       "                          Equity(50509 [ICHR])           1              4   \n",
       "                          Equity(50517 [LGF_B])          0              3   \n",
       "                          Equity(50518 [ATH])            0              2   \n",
       "                          Equity(50526 [LGF_A])          0              3   \n",
       "                          Equity(50533 [CNDT])           1              1   \n",
       "                          Equity(50534 [HGV])            2              3   \n",
       "                          Equity(50535 [PK])             3              2   \n",
       "                          Equity(50537 [WRD])            4              3   \n",
       "                          Equity(50595 [BIVV])           1             -1   \n",
       "                          Equity(50604 [USAS])           4              2   \n",
       "                          Equity(50606 [VREX])           2              3   \n",
       "                          Equity(50612 [FRAC])           3              1   \n",
       "                          Equity(50619 [JNCE])           4              0   \n",
       "                          Equity(50634 [JELD])           1              1   \n",
       "                          Equity(50639 [LAUR])           3              1   \n",
       "                          Equity(50649 [KRP])            4              4   \n",
       "                          Equity(50680 [HLNE])           0              2   \n",
       "\n",
       "                                                 debt_ebitda  debt_ev  \\\n",
       "2018-03-09 00:00:00+00:00 Equity(24 [AAPL])                1        2   \n",
       "                          Equity(31 [ABAX])                0        0   \n",
       "                          Equity(41 [ARCB])                1        2   \n",
       "                          Equity(53 [ABMD])                0        0   \n",
       "                          Equity(62 [ABT])                 3        2   \n",
       "                          Equity(67 [ADSK])                4        1   \n",
       "                          Equity(100 [IEP])                4        4   \n",
       "                          Equity(110 [RAMP])               2        1   \n",
       "                          Equity(112 [ACY])                4        4   \n",
       "                          Equity(114 [ADBE])               1        1   \n",
       "                          Equity(122 [ADI])                3        2   \n",
       "                          Equity(128 [ADM])                3        2   \n",
       "                          Equity(153 [AE])                 0        1   \n",
       "                          Equity(157 [AEG])               -1        4   \n",
       "                          Equity(161 [AEP])                3        3   \n",
       "                          Equity(166 [AES])                3        4   \n",
       "                          Equity(168 [AET])               -1        1   \n",
       "                          Equity(185 [AFL])               -1        1   \n",
       "                          Equity(197 [AGCO])               2        2   \n",
       "                          Equity(225 [AHPI])               0        0   \n",
       "                          Equity(247 [AIN])                2        2   \n",
       "                          Equity(253 [AIR])                1        1   \n",
       "                          Equity(266 [AJG])                3        2   \n",
       "                          Equity(283 [ALCO])               4        3   \n",
       "                          Equity(301 [ALKS])               4        1   \n",
       "                          Equity(311 [ALOG])               0        0   \n",
       "                          Equity(312 [ALOT])               0        0   \n",
       "                          Equity(337 [AMAT])               1        1   \n",
       "                          Equity(353 [AME])                2        1   \n",
       "                          Equity(366 [AVD])                1        1   \n",
       "...                                                      ...      ...   \n",
       "                          Equity(50376 [CDEV])             1        1   \n",
       "                          Equity(50378 [TUSK])             1        1   \n",
       "                          Equity(50382 [FTS])              4        4   \n",
       "                          Equity(50392 [YUMC])             0        0   \n",
       "                          Equity(50399 [IRTC])            -1        1   \n",
       "                          Equity(50400 [CRSP])            -1        0   \n",
       "                          Equity(50418 [BL])              -1        0   \n",
       "                          Equity(50421 [ZTO])              0        0   \n",
       "                          Equity(50424 [GOLF])             2        2   \n",
       "                          Equity(50428 [AA])               1        1   \n",
       "                          Equity(50430 [LW])               3        2   \n",
       "                          Equity(50477 [IIPR])             0        0   \n",
       "                          Equity(50484 [AQN])              3        3   \n",
       "                          Equity(50509 [ICHR])             2        2   \n",
       "                          Equity(50517 [LGF_B])            2        4   \n",
       "                          Equity(50518 [ATH])             -1        0   \n",
       "                          Equity(50526 [LGF_A])            2        4   \n",
       "                          Equity(50533 [CNDT])             3        3   \n",
       "                          Equity(50534 [HGV])              2        2   \n",
       "                          Equity(50535 [PK])               3        3   \n",
       "                          Equity(50537 [WRD])              2        2   \n",
       "                          Equity(50595 [BIVV])             0        0   \n",
       "                          Equity(50604 [USAS])             3        1   \n",
       "                          Equity(50606 [VREX])             3        3   \n",
       "                          Equity(50612 [FRAC])             1        1   \n",
       "                          Equity(50619 [JNCE])            -1        0   \n",
       "                          Equity(50634 [JELD])             3        2   \n",
       "                          Equity(50639 [LAUR])             3        4   \n",
       "                          Equity(50649 [KRP])              1        1   \n",
       "                          Equity(50680 [HLNE])             1        2   \n",
       "\n",
       "                                                         mcap  ni_growth  \\\n",
       "2018-03-09 00:00:00+00:00 Equity(24 [AAPL])      8.599680e+11          2   \n",
       "                          Equity(31 [ABAX])      1.123960e+09          2   \n",
       "                          Equity(41 [ARCB])      9.167750e+08          4   \n",
       "                          Equity(53 [ABMD])      8.297000e+09          2   \n",
       "                          Equity(62 [ABT])       9.950740e+10          1   \n",
       "                          Equity(67 [ADSK])      2.752450e+10          0   \n",
       "                          Equity(100 [IEP])      9.198910e+09          3   \n",
       "                          Equity(110 [RAMP])     2.176110e+09          2   \n",
       "                          Equity(112 [ACY])      2.159050e+07          4   \n",
       "                          Equity(114 [ADBE])     8.819140e+10          3   \n",
       "                          Equity(122 [ADI])      3.295320e+10          1   \n",
       "                          Equity(128 [ADM])      2.232460e+10          3   \n",
       "                          Equity(153 [AE])       1.834650e+08          0   \n",
       "                          Equity(157 [AEG])      1.278900e+10          4   \n",
       "                          Equity(161 [AEP])      3.619690e+10          4   \n",
       "                          Equity(166 [AES])      7.152000e+09          0   \n",
       "                          Equity(168 [AET])      5.895150e+10          2   \n",
       "                          Equity(185 [AFL])      3.427410e+10          4   \n",
       "                          Equity(197 [AGCO])     5.682530e+09          2   \n",
       "                          Equity(225 [AHPI])     8.388290e+06          2   \n",
       "                          Equity(247 [AIN])      1.978590e+09          1   \n",
       "                          Equity(253 [AIR])      1.444050e+09          3   \n",
       "                          Equity(266 [AJG])      1.145370e+10          2   \n",
       "                          Equity(283 [ALCO])     2.433560e+08          0   \n",
       "                          Equity(301 [ALKS])     8.428940e+09          3   \n",
       "                          Equity(311 [ALOG])     1.035740e+09          0   \n",
       "                          Equity(312 [ALOT])     8.543970e+07          2   \n",
       "                          Equity(337 [AMAT])     6.001530e+10          3   \n",
       "                          Equity(353 [AME])      1.675460e+10          3   \n",
       "                          Equity(366 [AVD])      5.853980e+08          3   \n",
       "...                                                       ...        ...   \n",
       "                          Equity(50376 [CDEV])   5.154490e+09         -1   \n",
       "                          Equity(50378 [TUSK])   8.752880e+08          0   \n",
       "                          Equity(50382 [FTS])    1.549700e+10          3   \n",
       "                          Equity(50392 [YUMC])   1.539650e+10          1   \n",
       "                          Equity(50399 [IRTC])   1.310300e+09          2   \n",
       "                          Equity(50400 [CRSP])   9.531060e+08          4   \n",
       "                          Equity(50418 [BL])     1.737840e+09          3   \n",
       "                          Equity(50421 [ZTO])    7.999570e+09          3   \n",
       "                          Equity(50424 [GOLF])   1.570020e+09          4   \n",
       "                          Equity(50428 [AA])     9.976760e+09          3   \n",
       "                          Equity(50430 [LW])     7.959530e+09          2   \n",
       "                          Equity(50477 [IIPR])   1.131220e+08          4   \n",
       "                          Equity(50484 [AQN])    4.845070e+09          1   \n",
       "                          Equity(50509 [ICHR])   6.369470e+08          4   \n",
       "                          Equity(50517 [LGF_B])  6.665400e+09          1   \n",
       "                          Equity(50518 [ATH])    1.033440e+10          2   \n",
       "                          Equity(50526 [LGF_A])  7.100100e+09          1   \n",
       "                          Equity(50533 [CNDT])   3.400710e+09          0   \n",
       "                          Equity(50534 [HGV])    4.158770e+09          4   \n",
       "                          Equity(50535 [PK])     6.176800e+09          4   \n",
       "                          Equity(50537 [WRD])    1.861940e+09         -1   \n",
       "                          Equity(50595 [BIVV])   5.834330e+09          1   \n",
       "                          Equity(50604 [USAS])   1.516870e+08          3   \n",
       "                          Equity(50606 [VREX])   1.516540e+09          1   \n",
       "                          Equity(50612 [FRAC])   2.125910e+09          4   \n",
       "                          Equity(50619 [JNCE])   4.111750e+08          3   \n",
       "                          Equity(50634 [JELD])   4.172850e+09          0   \n",
       "                          Equity(50639 [LAUR])   2.542430e+09          1   \n",
       "                          Equity(50649 [KRP])    2.682840e+08         -1   \n",
       "                          Equity(50680 [HLNE])   6.825980e+08          0   \n",
       "\n",
       "                                                 ni_margin   returns  ro_ate  \\\n",
       "2018-03-09 00:00:00+00:00 Equity(24 [AAPL])              4  0.296143       4   \n",
       "                          Equity(31 [ABAX])              3  0.470848       3   \n",
       "                          Equity(41 [ARCB])              2  0.253520       3   \n",
       "                          Equity(53 [ABMD])              3  1.400932       3   \n",
       "                          Equity(62 [ABT])               1  0.384970       1   \n",
       "                          Equity(67 [ADSK])              0  0.629436       0   \n",
       "                          Equity(100 [IEP])              3  0.262316       4   \n",
       "                          Equity(110 [RAMP])             1  0.115413       1   \n",
       "                          Equity(112 [ACY])              4  0.533333       4   \n",
       "                          Equity(114 [ADBE])             4  0.804620       4   \n",
       "                          Equity(122 [ADI])              3  0.138997       3   \n",
       "                          Equity(128 [ADM])              2  0.005160       3   \n",
       "                          Equity(153 [AE])               1  0.193810       1   \n",
       "                          Equity(157 [AEG])              3  0.301519       3   \n",
       "                          Equity(161 [AEP])              3  0.042833       3   \n",
       "                          Equity(166 [AES])              1  0.024034       1   \n",
       "                          Equity(168 [AET])              2  0.343000       3   \n",
       "                          Equity(185 [AFL])              4  0.276302       4   \n",
       "                          Equity(197 [AGCO])             2  0.124877       2   \n",
       "                          Equity(225 [AHPI])             1  0.790323       1   \n",
       "                          Equity(247 [AIN])              2  0.488286       2   \n",
       "                          Equity(253 [AIR])              2  0.323112       2   \n",
       "                          Equity(266 [AJG])              3  0.277212       3   \n",
       "                          Equity(283 [ALCO])             1  0.061744       1   \n",
       "                          Equity(301 [ALKS])             0  0.063759       1   \n",
       "                          Equity(311 [ALOG])             0  0.293999       1   \n",
       "                          Equity(312 [ALOT])             2  0.063173       2   \n",
       "                          Equity(337 [AMAT])             4  0.600725       4   \n",
       "                          Equity(353 [AME])              3  0.444269       4   \n",
       "                          Equity(366 [AVD])              2  0.282807       2   \n",
       "...                                                    ...       ...     ...   \n",
       "                          Equity(50376 [CDEV])           4  0.014599       2   \n",
       "                          Equity(50378 [TUSK])           3  0.677614       3   \n",
       "                          Equity(50382 [FTS])            3  0.055148       2   \n",
       "                          Equity(50392 [YUMC])           2  0.588757       3   \n",
       "                          Equity(50399 [IRTC])           0  0.877917       0   \n",
       "                          Equity(50400 [CRSP])           0  1.512869       0   \n",
       "                          Equity(50418 [BL])             0  0.648423       1   \n",
       "                          Equity(50421 [ZTO])            4  0.506494       3   \n",
       "                          Equity(50424 [GOLF])           2  0.292584       3   \n",
       "                          Equity(50428 [AA])             2  0.342098       2   \n",
       "                          Equity(50430 [LW])             3  0.405819       4   \n",
       "                          Equity(50477 [IIPR])           1  0.778779       1   \n",
       "                          Equity(50484 [AQN])            3  0.157471       2   \n",
       "                          Equity(50509 [ICHR])           3  0.538376       4   \n",
       "                          Equity(50517 [LGF_B])          1  0.128216       1   \n",
       "                          Equity(50518 [ATH])            4  0.013951       4   \n",
       "                          Equity(50526 [LGF_A])          1  0.120900       1   \n",
       "                          Equity(50533 [CNDT])           2  0.252564       2   \n",
       "                          Equity(50534 [HGV])            4  0.630519       4   \n",
       "                          Equity(50535 [PK])             4  0.130911       4   \n",
       "                          Equity(50537 [WRD])            3  0.340833       2   \n",
       "                          Equity(50595 [BIVV])           4  0.959679       4   \n",
       "                          Equity(50604 [USAS])           1  0.254613       1   \n",
       "                          Equity(50606 [VREX])           3  0.156971       3   \n",
       "                          Equity(50612 [FRAC])           1  0.088889       1   \n",
       "                          Equity(50619 [JNCE])           0  0.157054       1   \n",
       "                          Equity(50634 [JELD])           1  0.001569       2   \n",
       "                          Equity(50639 [LAUR])           2  0.099681       2   \n",
       "                          Equity(50649 [KRP])            2  0.023977       1   \n",
       "                          Equity(50680 [HLNE])           1  0.994266      -1   \n",
       "\n",
       "                                                 ro_ce  sales_gr  size  \n",
       "2018-03-09 00:00:00+00:00 Equity(24 [AAPL])          4         2     9  \n",
       "                          Equity(31 [ABAX])          3         1     5  \n",
       "                          Equity(41 [ARCB])          3         2     4  \n",
       "                          Equity(53 [ABMD])          3         4     8  \n",
       "                          Equity(62 [ABT])           1         4     9  \n",
       "                          Equity(67 [ADSK])          0         0     9  \n",
       "                          Equity(100 [IEP])          4         3     8  \n",
       "                          Equity(110 [RAMP])         1         1     6  \n",
       "                          Equity(112 [ACY])          3         4     0  \n",
       "                          Equity(114 [ADBE])         4         3     9  \n",
       "                          Equity(122 [ADI])          3         4     9  \n",
       "                          Equity(128 [ADM])          3         1     9  \n",
       "                          Equity(153 [AE])           1         3     2  \n",
       "                          Equity(157 [AEG])          3         1     8  \n",
       "                          Equity(161 [AEP])          3         0     9  \n",
       "                          Equity(166 [AES])          1         0     8  \n",
       "                          Equity(168 [AET])          3         0     9  \n",
       "                          Equity(185 [AFL])          4         0     9  \n",
       "                          Equity(197 [AGCO])         2         3     7  \n",
       "                          Equity(225 [AHPI])         1         0     0  \n",
       "                          Equity(247 [AIN])          2         2     6  \n",
       "                          Equity(253 [AIR])          2         2     5  \n",
       "                          Equity(266 [AJG])          3         2     8  \n",
       "                          Equity(283 [ALCO])         1         0     2  \n",
       "                          Equity(301 [ALKS])         1         3     8  \n",
       "                          Equity(311 [ALOG])         1         0     5  \n",
       "                          Equity(312 [ALOT])         2         1     1  \n",
       "                          Equity(337 [AMAT])         4         4     9  \n",
       "                          Equity(353 [AME])          4         3     9  \n",
       "                          Equity(366 [AVD])          2         3     4  \n",
       "...                                                ...       ...   ...  \n",
       "                          Equity(50376 [CDEV])       2         4     7  \n",
       "                          Equity(50378 [TUSK])       3         4     4  \n",
       "                          Equity(50382 [FTS])        2         3     8  \n",
       "                          Equity(50392 [YUMC])       3         2     8  \n",
       "                          Equity(50399 [IRTC])       0         4     5  \n",
       "                          Equity(50400 [CRSP])       0         4     5  \n",
       "                          Equity(50418 [BL])         1         4     6  \n",
       "                          Equity(50421 [ZTO])        3         4     8  \n",
       "                          Equity(50424 [GOLF])       3         1     5  \n",
       "                          Equity(50428 [AA])         2         4     8  \n",
       "                          Equity(50430 [LW])         4         2     8  \n",
       "                          Equity(50477 [IIPR])       1         4     1  \n",
       "                          Equity(50484 [AQN])        2         4     7  \n",
       "                          Equity(50509 [ICHR])       4         4     4  \n",
       "                          Equity(50517 [LGF_B])      1         4     8  \n",
       "                          Equity(50518 [ATH])        4         4     8  \n",
       "                          Equity(50526 [LGF_A])      1         4     8  \n",
       "                          Equity(50533 [CNDT])       2         0     7  \n",
       "                          Equity(50534 [HGV])        4         2     7  \n",
       "                          Equity(50535 [PK])         4         1     8  \n",
       "                          Equity(50537 [WRD])        2         4     6  \n",
       "                          Equity(50595 [BIVV])       4         4     7  \n",
       "                          Equity(50604 [USAS])       1         0     2  \n",
       "                          Equity(50606 [VREX])       3         3     5  \n",
       "                          Equity(50612 [FRAC])       1         4     6  \n",
       "                          Equity(50619 [JNCE])       0         4     3  \n",
       "                          Equity(50634 [JELD])       1         1     7  \n",
       "                          Equity(50639 [LAUR])       1         1     6  \n",
       "                          Equity(50649 [KRP])        1         4     2  \n",
       "                          Equity(50680 [HLNE])      -1         1     4  \n",
       "\n",
       "[2223 rows x 14 columns]"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# EXAMPLE OF HOW WE CAN APPLY A FILTER ON EACH COLUMN \n",
    "# IF WE WANTED TO TO TRY TO NARROW DOWN UNIVERSE\n",
    "# A GOOD WAY TO DO THIS IS TO ASSIGN THE RESULT TO A VARIABLE THAT CAN BE CALLED\n",
    "\n",
    "asset_turn_and_returns_more_than_zero = result[(result['asset_turn'] > 0) &\n",
    "                                              (result['returns'] > 0)]\n",
    "asset_turn_and_returns_more_than_zero"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [],
   "source": [
    "result['quality score'] = result['asset_turn'] + result['capex_5ygr'] + result['capex_use'] + result['cf_fixcharges']  + ((result['debt_ebitda'] + result['debt_ev'])/2) + result['ni_growth'] + result['ni_margin'] + ((result['ro_ate'] + result['ro_ce'])/2) + result['sales_gr'] "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "17.077742157087247"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "average_quality_score = np.average(result['quality score'])\n",
    "average_quality_score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>asset_turn</th>\n",
       "      <th>capex_5ygr</th>\n",
       "      <th>capex_use</th>\n",
       "      <th>cf_fixcharges</th>\n",
       "      <th>debt_ebitda</th>\n",
       "      <th>debt_ev</th>\n",
       "      <th>mcap</th>\n",
       "      <th>ni_growth</th>\n",
       "      <th>ni_margin</th>\n",
       "      <th>returns</th>\n",
       "      <th>ro_ate</th>\n",
       "      <th>ro_ce</th>\n",
       "      <th>sales_gr</th>\n",
       "      <th>size</th>\n",
       "      <th>quality score</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"61\" valign=\"top\">2018-03-09 00:00:00+00:00</th>\n",
       "      <th>Equity(21879 [EVC])</th>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>6.460000e+08</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0.059921</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>32.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(45503 [AAOI])</th>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>7.356370e+08</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>-0.469035</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>32.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(24657 [LPTH])</th>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>5.484040e+07</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>-0.060086</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>30.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(24124 [WYNN])</th>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>1.736580e+10</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>0.836077</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>9</td>\n",
       "      <td>30.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(49758 [OSB])</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2.934130e+09</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0.194196</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>30.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(12250 [TGS])</th>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1.730840e+09</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0.606481</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>30.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(1964 [CTO])</th>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3.546050e+08</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0.311094</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>30.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(15731 [WLFC])</th>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>1.602820e+08</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0.077892</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>30.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(39095 [CHTR])</th>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>8.012850e+10</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0.055858</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>9</td>\n",
       "      <td>30.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(21366 [OCLR])</th>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.141960e+09</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>-0.159263</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>30.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(2078 [DAIO])</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>9.965280e+07</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>0.713992</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>30.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(19725 [NVDA])</th>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1.474580e+11</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>1.455397</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>9</td>\n",
       "      <td>30.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(4531 [LPX])</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3.804960e+09</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>0.182696</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>30.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(36422 [HPJ])</th>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>5.738570e+07</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>29.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(20866 [FNSR])</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>2.182750e+09</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>-0.420995</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>29.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(41498 [SAVE])</th>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>3.058630e+09</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.165761</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>29.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(18488 [SHPG])</th>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>4.698580e+10</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>-0.240199</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>9</td>\n",
       "      <td>29.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(19693 [ETM])</th>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>1.552190e+09</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>-0.294122</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>29.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(26146 [UCTT])</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>7.773230e+08</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>0.474378</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>29.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(3190 [GGG])</th>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>7.656600e+09</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0.509083</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>8</td>\n",
       "      <td>29.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(289 [MATX])</th>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1.268200e+09</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.056203</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>29.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(12116 [TSEM])</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3.389090e+09</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>0.255064</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>29.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(474 [APOG])</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1.393690e+09</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.186497</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>29.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(26563 [WLK])</th>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1.378700e+10</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0.831738</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>29.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(24115 [SAIA])</th>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1.807780e+09</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0.615556</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>29.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(3854 [IIVI])</th>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2.927970e+09</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0.078322</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>29.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(35051 [SRCI])</th>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2.058850e+09</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>0.190667</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>29.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(40606 [KNX])</th>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>7.782070e+09</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0.660295</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>29.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(21383 [EXEL])</th>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>9.004770e+09</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0.112474</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>29.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(1753 [COKE])</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2.009270e+09</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0.093823</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>29.0</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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(5199 [NAV])</th>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4.518840e+09</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0.491016</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>22.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(3410 [GV])</th>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1.247120e+08</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.406061</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>22.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(45299 [MUSA])</th>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2.739600e+09</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0.132982</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>22.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(4355 [LANC])</th>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3.546940e+09</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.035390</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>22.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(13207 [GVP])</th>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6.313280e+07</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>0.096774</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>22.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(2170 [DHR])</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>6.465840e+10</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>0.171150</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>9</td>\n",
       "      <td>22.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(45253 [BMCH])</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1.697630e+09</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.109070</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>22.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(5166 [MYL])</th>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2.217920e+10</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>-0.028677</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>9</td>\n",
       "      <td>22.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(7488 [TMK])</th>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-1</td>\n",
       "      <td>1</td>\n",
       "      <td>1.039470e+10</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0.102960</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>22.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(1057 [BPL])</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>7.267870e+09</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.298993</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>8</td>\n",
       "      <td>22.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(22411 [YORW])</th>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>4.363860e+08</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>-0.072231</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>22.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(16649 [LOGI])</th>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5.543780e+09</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0.335139</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>22.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(932 [BCPC])</th>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2.580780e+09</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.060318</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>22.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(4695 [MIDD])</th>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>7.520850e+09</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.061500</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>22.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(44466 [EVTC])</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>9.881770e+08</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0.059180</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>22.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(11955 [RS])</th>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>6.229170e+09</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0.164059</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>8</td>\n",
       "      <td>22.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(48384 [QRVO])</th>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>8.467320e+09</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0.263537</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>8</td>\n",
       "      <td>22.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(33555 [CQP])</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>1.434580e+10</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>0.045734</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>22.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(4795 [MEOH])</th>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>5.091940e+09</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.214019</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "      <td>22.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(3203 [GIB])</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1.565280e+10</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>0.267439</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>22.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(7285 [SYY])</th>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3.166520e+10</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0.182574</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>9</td>\n",
       "      <td>22.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(34442 [G])</th>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>6.120270e+09</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>0.335867</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>22.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(24801 [RTEC])</th>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7.553360e+08</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0.349001</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>22.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(16981 [WILC])</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>9.520220e+07</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>0.122671</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>22.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(3175 [RHP])</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3.494550e+09</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>0.303993</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>22.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(18729 [ICLR])</th>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>6.065250e+09</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>0.475622</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>22.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(33732 [EDN])</th>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1.079520e+09</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.813772</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>22.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(4922 [MMM])</th>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1.400180e+11</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>0.272500</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>9</td>\n",
       "      <td>22.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(26960 [CE])</th>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1.453820e+10</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>0.221396</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>8</td>\n",
       "      <td>22.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity(7308 [TARO])</th>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4.565430e+09</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>-0.119901</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>22.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1000 rows × 15 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                asset_turn  capex_5ygr  \\\n",
       "2018-03-09 00:00:00+00:00 Equity(21879 [EVC])            3           4   \n",
       "                          Equity(45503 [AAOI])           3           4   \n",
       "                          Equity(24657 [LPTH])           3           4   \n",
       "                          Equity(24124 [WYNN])           2           4   \n",
       "                          Equity(49758 [OSB])            4           4   \n",
       "                          Equity(12250 [TGS])            4           3   \n",
       "                          Equity(1964 [CTO])             1           4   \n",
       "                          Equity(15731 [WLFC])           1           4   \n",
       "                          Equity(39095 [CHTR])           1           4   \n",
       "                          Equity(21366 [OCLR])           4           3   \n",
       "                          Equity(2078 [DAIO])            4           4   \n",
       "                          Equity(19725 [NVDA])           3           4   \n",
       "                          Equity(4531 [LPX])             4           4   \n",
       "                          Equity(36422 [HPJ])            4           2   \n",
       "                          Equity(20866 [FNSR])           3           3   \n",
       "                          Equity(41498 [SAVE])           3           4   \n",
       "                          Equity(18488 [SHPG])           1           4   \n",
       "                          Equity(19693 [ETM])            1           4   \n",
       "                          Equity(26146 [UCTT])           4           4   \n",
       "                          Equity(3190 [GGG])             4           3   \n",
       "                          Equity(289 [MATX])             3           4   \n",
       "                          Equity(12116 [TSEM])           3           3   \n",
       "                          Equity(474 [APOG])             4           4   \n",
       "                          Equity(26563 [WLK])            3           2   \n",
       "                          Equity(24115 [SAIA])           4           3   \n",
       "                          Equity(3854 [IIVI])            3           4   \n",
       "                          Equity(35051 [SRCI])           1           4   \n",
       "                          Equity(40606 [KNX])            2           3   \n",
       "                          Equity(21383 [EXEL])           3           4   \n",
       "                          Equity(1753 [COKE])            4           4   \n",
       "...                                                    ...         ...   \n",
       "                          Equity(5199 [NAV])             4           1   \n",
       "                          Equity(3410 [GV])              4           2   \n",
       "                          Equity(45299 [MUSA])           4           3   \n",
       "                          Equity(4355 [LANC])            4           3   \n",
       "                          Equity(13207 [GVP])            4           0   \n",
       "                          Equity(2170 [DHR])             2           2   \n",
       "                          Equity(45253 [BMCH])           4           4   \n",
       "                          Equity(5166 [MYL])             2           3   \n",
       "                          Equity(7488 [TMK])             1           4   \n",
       "                          Equity(1057 [BPL])             2           2   \n",
       "                          Equity(22411 [YORW])           1           3   \n",
       "                          Equity(16649 [LOGI])           4           1   \n",
       "                          Equity(932 [BCPC])             2           3   \n",
       "                          Equity(4695 [MIDD])            3           4   \n",
       "                          Equity(44466 [EVTC])           2           2   \n",
       "                          Equity(11955 [RS])             4           1   \n",
       "                          Equity(48384 [QRVO])           2           4   \n",
       "                          Equity(33555 [CQP])            1           2   \n",
       "                          Equity(4795 [MEOH])            3           1   \n",
       "                          Equity(3203 [GIB])             3           3   \n",
       "                          Equity(7285 [SYY])             4           1   \n",
       "                          Equity(34442 [G])              3           1   \n",
       "                          Equity(24801 [RTEC])           3           4   \n",
       "                          Equity(16981 [WILC])           3           3   \n",
       "                          Equity(3175 [RHP])             2           1   \n",
       "                          Equity(18729 [ICLR])           3           2   \n",
       "                          Equity(33732 [EDN])            4           2   \n",
       "                          Equity(4922 [MMM])             3           1   \n",
       "                          Equity(26960 [CE])             3           1   \n",
       "                          Equity(7308 [TARO])            2           4   \n",
       "\n",
       "                                                capex_use  cf_fixcharges  \\\n",
       "2018-03-09 00:00:00+00:00 Equity(21879 [EVC])           3              4   \n",
       "                          Equity(45503 [AAOI])          4              4   \n",
       "                          Equity(24657 [LPTH])          3              3   \n",
       "                          Equity(24124 [WYNN])          4              2   \n",
       "                          Equity(49758 [OSB])           3              3   \n",
       "                          Equity(12250 [TGS])           3              3   \n",
       "                          Equity(1964 [CTO])            4              2   \n",
       "                          Equity(15731 [WLFC])          4              1   \n",
       "                          Equity(39095 [CHTR])          4              2   \n",
       "                          Equity(21366 [OCLR])          3              4   \n",
       "                          Equity(2078 [DAIO])           3              4   \n",
       "                          Equity(19725 [NVDA])          3              4   \n",
       "                          Equity(4531 [LPX])            3              4   \n",
       "                          Equity(36422 [HPJ])           3              3   \n",
       "                          Equity(20866 [FNSR])          3              3   \n",
       "                          Equity(41498 [SAVE])          4              3   \n",
       "                          Equity(18488 [SHPG])          3              3   \n",
       "                          Equity(19693 [ETM])           3              1   \n",
       "                          Equity(26146 [UCTT])          1              4   \n",
       "                          Equity(3190 [GGG])            2              4   \n",
       "                          Equity(289 [MATX])            4              2   \n",
       "                          Equity(12116 [TSEM])          4              4   \n",
       "                          Equity(474 [APOG])            3              4   \n",
       "                          Equity(26563 [WLK])           3              3   \n",
       "                          Equity(24115 [SAIA])          4              4   \n",
       "                          Equity(3854 [IIVI])           4              4   \n",
       "                          Equity(35051 [SRCI])          4              4   \n",
       "                          Equity(40606 [KNX])           4              4   \n",
       "                          Equity(21383 [EXEL])          2              4   \n",
       "                          Equity(1753 [COKE])           2              3   \n",
       "...                                                   ...            ...   \n",
       "                          Equity(5199 [NAV])            2              1   \n",
       "                          Equity(3410 [GV])             3              4   \n",
       "                          Equity(45299 [MUSA])          1              2   \n",
       "                          Equity(4355 [LANC])           1              4   \n",
       "                          Equity(13207 [GVP])           0              3   \n",
       "                          Equity(2170 [DHR])            2              4   \n",
       "                          Equity(45253 [BMCH])          1              2   \n",
       "                          Equity(5166 [MYL])            3              2   \n",
       "                          Equity(7488 [TMK])            0              3   \n",
       "                          Equity(1057 [BPL])            3              2   \n",
       "                          Equity(22411 [YORW])          4              2   \n",
       "                          Equity(16649 [LOGI])          1              4   \n",
       "                          Equity(932 [BCPC])            2              3   \n",
       "                          Equity(4695 [MIDD])           1              3   \n",
       "                          Equity(44466 [EVTC])          3              2   \n",
       "                          Equity(11955 [RS])            1              2   \n",
       "                          Equity(48384 [QRVO])          4              3   \n",
       "                          Equity(33555 [CQP])           4              1   \n",
       "                          Equity(4795 [MEOH])           2              3   \n",
       "                          Equity(3203 [GIB])            2              4   \n",
       "                          Equity(7285 [SYY])            1              3   \n",
       "                          Equity(34442 [G])             2              3   \n",
       "                          Equity(24801 [RTEC])          2              4   \n",
       "                          Equity(16981 [WILC])          0              4   \n",
       "                          Equity(3175 [RHP])            4              2   \n",
       "                          Equity(18729 [ICLR])          1              4   \n",
       "                          Equity(33732 [EDN])           4              1   \n",
       "                          Equity(4922 [MMM])            2              4   \n",
       "                          Equity(26960 [CE])            2              2   \n",
       "                          Equity(7308 [TARO])           2              4   \n",
       "\n",
       "                                                debt_ebitda  debt_ev  \\\n",
       "2018-03-09 00:00:00+00:00 Equity(21879 [EVC])             1        3   \n",
       "                          Equity(45503 [AAOI])            1        1   \n",
       "                          Equity(24657 [LPTH])            1        2   \n",
       "                          Equity(24124 [WYNN])            4        3   \n",
       "                          Equity(49758 [OSB])             1        2   \n",
       "                          Equity(12250 [TGS])             1        1   \n",
       "                          Equity(1964 [CTO])              3        3   \n",
       "                          Equity(15731 [WLFC])            4        4   \n",
       "                          Equity(39095 [CHTR])            3        3   \n",
       "                          Equity(21366 [OCLR])            0        0   \n",
       "                          Equity(2078 [DAIO])             0        0   \n",
       "                          Equity(19725 [NVDA])            1        1   \n",
       "                          Equity(4531 [LPX])              1        1   \n",
       "                          Equity(36422 [HPJ])             3        4   \n",
       "                          Equity(20866 [FNSR])            2        3   \n",
       "                          Equity(41498 [SAVE])            2        3   \n",
       "                          Equity(18488 [SHPG])            3        3   \n",
       "                          Equity(19693 [ETM])             4        4   \n",
       "                          Equity(26146 [UCTT])            1        1   \n",
       "                          Equity(3190 [GGG])              1        1   \n",
       "                          Equity(289 [MATX])              3        3   \n",
       "                          Equity(12116 [TSEM])            1        1   \n",
       "                          Equity(474 [APOG])              1        1   \n",
       "                          Equity(26563 [WLK])             2        2   \n",
       "                          Equity(24115 [SAIA])            1        1   \n",
       "                          Equity(3854 [IIVI])             2        2   \n",
       "                          Equity(35051 [SRCI])            2        2   \n",
       "                          Equity(40606 [KNX])             1        1   \n",
       "                          Equity(21383 [EXEL])            0        0   \n",
       "                          Equity(1753 [COKE])             3        3   \n",
       "...                                                     ...      ...   \n",
       "                          Equity(5199 [NAV])              4        4   \n",
       "                          Equity(3410 [GV])               1        2   \n",
       "                          Equity(45299 [MUSA])            2        2   \n",
       "                          Equity(4355 [LANC])             0        0   \n",
       "                          Equity(13207 [GVP])             0        0   \n",
       "                          Equity(2170 [DHR])              2        2   \n",
       "                          Equity(45253 [BMCH])            2        2   \n",
       "                          Equity(5166 [MYL])              3        3   \n",
       "                          Equity(7488 [TMK])             -1        1   \n",
       "                          Equity(1057 [BPL])              3        3   \n",
       "                          Equity(22411 [YORW])            2        2   \n",
       "                          Equity(16649 [LOGI])            0        0   \n",
       "                          Equity(932 [BCPC])              1        1   \n",
       "                          Equity(4695 [MIDD])             1        1   \n",
       "                          Equity(44466 [EVTC])            3        3   \n",
       "                          Equity(11955 [RS])              2        2   \n",
       "                          Equity(48384 [QRVO])            1        1   \n",
       "                          Equity(33555 [CQP])             4        4   \n",
       "                          Equity(4795 [MEOH])             2        2   \n",
       "                          Equity(3203 [GIB])              1        1   \n",
       "                          Equity(7285 [SYY])              2        2   \n",
       "                          Equity(34442 [G])               2        2   \n",
       "                          Equity(24801 [RTEC])            0        0   \n",
       "                          Equity(16981 [WILC])            0        0   \n",
       "                          Equity(3175 [RHP])              3        3   \n",
       "                          Equity(18729 [ICLR])            1        1   \n",
       "                          Equity(33732 [EDN])             1        1   \n",
       "                          Equity(4922 [MMM])              1        1   \n",
       "                          Equity(26960 [CE])              2        2   \n",
       "                          Equity(7308 [TARO])             0        0   \n",
       "\n",
       "                                                        mcap  ni_growth  \\\n",
       "2018-03-09 00:00:00+00:00 Equity(21879 [EVC])   6.460000e+08          4   \n",
       "                          Equity(45503 [AAOI])  7.356370e+08          4   \n",
       "                          Equity(24657 [LPTH])  5.484040e+07          4   \n",
       "                          Equity(24124 [WYNN])  1.736580e+10          4   \n",
       "                          Equity(49758 [OSB])   2.934130e+09          4   \n",
       "                          Equity(12250 [TGS])   1.730840e+09          4   \n",
       "                          Equity(1964 [CTO])    3.546050e+08          4   \n",
       "                          Equity(15731 [WLFC])  1.602820e+08          4   \n",
       "                          Equity(39095 [CHTR])  8.012850e+10          4   \n",
       "                          Equity(21366 [OCLR])  1.141960e+09          4   \n",
       "                          Equity(2078 [DAIO])   9.965280e+07          4   \n",
       "                          Equity(19725 [NVDA])  1.474580e+11          3   \n",
       "                          Equity(4531 [LPX])    3.804960e+09          4   \n",
       "                          Equity(36422 [HPJ])   5.738570e+07          4   \n",
       "                          Equity(20866 [FNSR])  2.182750e+09          4   \n",
       "                          Equity(41498 [SAVE])  3.058630e+09          3   \n",
       "                          Equity(18488 [SHPG])  4.698580e+10          4   \n",
       "                          Equity(19693 [ETM])   1.552190e+09          4   \n",
       "                          Equity(26146 [UCTT])  7.773230e+08          4   \n",
       "                          Equity(3190 [GGG])    7.656600e+09          4   \n",
       "                          Equity(289 [MATX])    1.268200e+09          4   \n",
       "                          Equity(12116 [TSEM])  3.389090e+09          3   \n",
       "                          Equity(474 [APOG])    1.393690e+09          3   \n",
       "                          Equity(26563 [WLK])   1.378700e+10          4   \n",
       "                          Equity(24115 [SAIA])  1.807780e+09          4   \n",
       "                          Equity(3854 [IIVI])   2.927970e+09          3   \n",
       "                          Equity(35051 [SRCI])  2.058850e+09          3   \n",
       "                          Equity(40606 [KNX])   7.782070e+09          4   \n",
       "                          Equity(21383 [EXEL])  9.004770e+09          4   \n",
       "                          Equity(1753 [COKE])   2.009270e+09          3   \n",
       "...                                                      ...        ...   \n",
       "                          Equity(5199 [NAV])    4.518840e+09          3   \n",
       "                          Equity(3410 [GV])     1.247120e+08          1   \n",
       "                          Equity(45299 [MUSA])  2.739600e+09          2   \n",
       "                          Equity(4355 [LANC])   3.546940e+09          2   \n",
       "                          Equity(13207 [GVP])   6.313280e+07          4   \n",
       "                          Equity(2170 [DHR])    6.465840e+10          2   \n",
       "                          Equity(45253 [BMCH])  1.697630e+09          4   \n",
       "                          Equity(5166 [MYL])    2.217920e+10          3   \n",
       "                          Equity(7488 [TMK])    1.039470e+10          4   \n",
       "                          Equity(1057 [BPL])    7.267870e+09          1   \n",
       "                          Equity(22411 [YORW])  4.363860e+08          2   \n",
       "                          Equity(16649 [LOGI])  5.543780e+09          3   \n",
       "                          Equity(932 [BCPC])    2.580780e+09          3   \n",
       "                          Equity(4695 [MIDD])   7.520850e+09          2   \n",
       "                          Equity(44466 [EVTC])  9.881770e+08          1   \n",
       "                          Equity(11955 [RS])    6.229170e+09          4   \n",
       "                          Equity(48384 [QRVO])  8.467320e+09          3   \n",
       "                          Equity(33555 [CQP])   1.434580e+10          4   \n",
       "                          Equity(4795 [MEOH])   5.091940e+09          0   \n",
       "                          Equity(3203 [GIB])    1.565280e+10          2   \n",
       "                          Equity(7285 [SYY])    3.166520e+10          3   \n",
       "                          Equity(34442 [G])     6.120270e+09          2   \n",
       "                          Equity(24801 [RTEC])  7.553360e+08          1   \n",
       "                          Equity(16981 [WILC])  9.520220e+07          4   \n",
       "                          Equity(3175 [RHP])    3.494550e+09          2   \n",
       "                          Equity(18729 [ICLR])  6.065250e+09          2   \n",
       "                          Equity(33732 [EDN])   1.079520e+09          0   \n",
       "                          Equity(4922 [MMM])    1.400180e+11          2   \n",
       "                          Equity(26960 [CE])    1.453820e+10          2   \n",
       "                          Equity(7308 [TARO])   4.565430e+09          2   \n",
       "\n",
       "                                                ni_margin   returns  ro_ate  \\\n",
       "2018-03-09 00:00:00+00:00 Equity(21879 [EVC])           4  0.059921       4   \n",
       "                          Equity(45503 [AAOI])          4 -0.469035       4   \n",
       "                          Equity(24657 [LPTH])          4 -0.060086       4   \n",
       "                          Equity(24124 [WYNN])          3  0.836077       4   \n",
       "                          Equity(49758 [OSB])           4  0.194196       4   \n",
       "                          Equity(12250 [TGS])           4  0.606481       4   \n",
       "                          Equity(1964 [CTO])            4  0.311094       4   \n",
       "                          Equity(15731 [WLFC])          4  0.077892       4   \n",
       "                          Equity(39095 [CHTR])          4  0.055858       4   \n",
       "                          Equity(21366 [OCLR])          4 -0.159263       4   \n",
       "                          Equity(2078 [DAIO])           3  0.713992       4   \n",
       "                          Equity(19725 [NVDA])          4  1.455397       4   \n",
       "                          Equity(4531 [LPX])            3  0.182696       4   \n",
       "                          Equity(36422 [HPJ])           2  0.333333       4   \n",
       "                          Equity(20866 [FNSR])          4 -0.420995       4   \n",
       "                          Equity(41498 [SAVE])          3 -0.165761       4   \n",
       "                          Equity(18488 [SHPG])          4 -0.240199       3   \n",
       "                          Equity(19693 [ETM])           4 -0.294122       4   \n",
       "                          Equity(26146 [UCTT])          3  0.474378       4   \n",
       "                          Equity(3190 [GGG])            4  0.509083       4   \n",
       "                          Equity(289 [MATX])            3 -0.056203       4   \n",
       "                          Equity(12116 [TSEM])          4  0.255064       4   \n",
       "                          Equity(474 [APOG])            3 -0.186497       4   \n",
       "                          Equity(26563 [WLK])           4  0.831738       4   \n",
       "                          Equity(24115 [SAIA])          2  0.615556       4   \n",
       "                          Equity(3854 [IIVI])           3  0.078322       3   \n",
       "                          Equity(35051 [SRCI])          4  0.190667       3   \n",
       "                          Equity(40606 [KNX])           4  0.660295       3   \n",
       "                          Equity(21383 [EXEL])          4  0.112474       4   \n",
       "                          Equity(1753 [COKE])           2  0.093823       4   \n",
       "...                                                   ...       ...     ...   \n",
       "                          Equity(5199 [NAV])            1  0.491016       4   \n",
       "                          Equity(3410 [GV])             3 -0.406061       4   \n",
       "                          Equity(45299 [MUSA])          2  0.132982       4   \n",
       "                          Equity(4355 [LANC])           3 -0.035390       4   \n",
       "                          Equity(13207 [GVP])           3  0.096774       4   \n",
       "                          Equity(2170 [DHR])            3  0.171150       3   \n",
       "                          Equity(45253 [BMCH])          1 -0.109070       2   \n",
       "                          Equity(5166 [MYL])            2 -0.028677       2   \n",
       "                          Equity(7488 [TMK])            4  0.102960       4   \n",
       "                          Equity(1057 [BPL])            3 -0.298993       3   \n",
       "                          Equity(22411 [YORW])          4 -0.072231       3   \n",
       "                          Equity(16649 [LOGI])          3  0.335139       4   \n",
       "                          Equity(932 [BCPC])            3 -0.060318       3   \n",
       "                          Equity(4695 [MIDD])           3 -0.061500       4   \n",
       "                          Equity(44466 [EVTC])          3  0.059180       4   \n",
       "                          Equity(11955 [RS])            2  0.164059       3   \n",
       "                          Equity(48384 [QRVO])          1  0.263537       1   \n",
       "                          Equity(33555 [CQP])           1  0.045734       1   \n",
       "                          Equity(4795 [MEOH])           3  0.214019       4   \n",
       "                          Equity(3203 [GIB])            3  0.267439       3   \n",
       "                          Equity(7285 [SYY])            2  0.182574       4   \n",
       "                          Equity(34442 [G])             3  0.335867       4   \n",
       "                          Equity(24801 [RTEC])          3  0.349001       3   \n",
       "                          Equity(16981 [WILC])          3  0.122671       2   \n",
       "                          Equity(3175 [RHP])            3  0.303993       4   \n",
       "                          Equity(18729 [ICLR])          3  0.475622       4   \n",
       "                          Equity(33732 [EDN])           2  0.813772       4   \n",
       "                          Equity(4922 [MMM])            3  0.272500       4   \n",
       "                          Equity(26960 [CE])            3  0.221396       4   \n",
       "                          Equity(7308 [TARO])           4 -0.119901       4   \n",
       "\n",
       "                                                ro_ce  sales_gr  size  \\\n",
       "2018-03-09 00:00:00+00:00 Equity(21879 [EVC])       4         4     4   \n",
       "                          Equity(45503 [AAOI])      4         4     4   \n",
       "                          Equity(24657 [LPTH])      4         4     1   \n",
       "                          Equity(24124 [WYNN])      4         4     9   \n",
       "                          Equity(49758 [OSB])       4         3     6   \n",
       "                          Equity(12250 [TGS])       4         4     6   \n",
       "                          Equity(1964 [CTO])        4         4     3   \n",
       "                          Equity(15731 [WLFC])      4         4     2   \n",
       "                          Equity(39095 [CHTR])      4         4     9   \n",
       "                          Equity(21366 [OCLR])      4         4     5   \n",
       "                          Equity(2078 [DAIO])       4         4     1   \n",
       "                          Equity(19725 [NVDA])      4         4     9   \n",
       "                          Equity(4531 [LPX])        4         3     7   \n",
       "                          Equity(36422 [HPJ])       4         4     1   \n",
       "                          Equity(20866 [FNSR])      4         3     6   \n",
       "                          Equity(41498 [SAVE])      4         3     7   \n",
       "                          Equity(18488 [SHPG])      3         4     9   \n",
       "                          Equity(19693 [ETM])       4         4     5   \n",
       "                          Equity(26146 [UCTT])      4         4     4   \n",
       "                          Equity(3190 [GGG])        4         3     8   \n",
       "                          Equity(289 [MATX])        4         2     5   \n",
       "                          Equity(12116 [TSEM])      4         3     7   \n",
       "                          Equity(474 [APOG])        4         3     5   \n",
       "                          Equity(26563 [WLK])       4         4     8   \n",
       "                          Equity(24115 [SAIA])      4         3     6   \n",
       "                          Equity(3854 [IIVI])       3         3     6   \n",
       "                          Equity(35051 [SRCI])      3         4     6   \n",
       "                          Equity(40606 [KNX])       3         4     8   \n",
       "                          Equity(21383 [EXEL])      4         4     8   \n",
       "                          Equity(1753 [COKE])       4         4     6   \n",
       "...                                               ...       ...   ...   \n",
       "                          Equity(5199 [NAV])        4         2     7   \n",
       "                          Equity(3410 [GV])         3         0     1   \n",
       "                          Equity(45299 [MUSA])      4         2     6   \n",
       "                          Equity(4355 [LANC])       4         1     7   \n",
       "                          Equity(13207 [GVP])       4         4     1   \n",
       "                          Equity(2170 [DHR])        3         2     9   \n",
       "                          Equity(45253 [BMCH])      2         2     6   \n",
       "                          Equity(5166 [MYL])        2         2     9   \n",
       "                          Equity(7488 [TMK])        4         2     8   \n",
       "                          Equity(1057 [BPL])        3         3     8   \n",
       "                          Equity(22411 [YORW])      3         1     3   \n",
       "                          Equity(16649 [LOGI])      4         2     7   \n",
       "                          Equity(932 [BCPC])        3         2     6   \n",
       "                          Equity(4695 [MIDD])       4         1     8   \n",
       "                          Equity(44466 [EVTC])      4         2     5   \n",
       "                          Equity(11955 [RS])        3         3     8   \n",
       "                          Equity(48384 [QRVO])      1         3     8   \n",
       "                          Equity(33555 [CQP])       1         4     8   \n",
       "                          Equity(4795 [MEOH])       4         4     7   \n",
       "                          Equity(3203 [GIB])        3         1     9   \n",
       "                          Equity(7285 [SYY])        4         2     9   \n",
       "                          Equity(34442 [G])         4         2     8   \n",
       "                          Equity(24801 [RTEC])      3         2     4   \n",
       "                          Equity(16981 [WILC])      2         3     1   \n",
       "                          Equity(3175 [RHP])        4         1     7   \n",
       "                          Equity(18729 [ICLR])      4         2     8   \n",
       "                          Equity(33732 [EDN])       4         4     5   \n",
       "                          Equity(4922 [MMM])        4         2     9   \n",
       "                          Equity(26960 [CE])        4         3     8   \n",
       "                          Equity(7308 [TARO])       4         0     7   \n",
       "\n",
       "                                                quality score  \n",
       "2018-03-09 00:00:00+00:00 Equity(21879 [EVC])            32.0  \n",
       "                          Equity(45503 [AAOI])           32.0  \n",
       "                          Equity(24657 [LPTH])           30.5  \n",
       "                          Equity(24124 [WYNN])           30.5  \n",
       "                          Equity(49758 [OSB])            30.5  \n",
       "                          Equity(12250 [TGS])            30.0  \n",
       "                          Equity(1964 [CTO])             30.0  \n",
       "                          Equity(15731 [WLFC])           30.0  \n",
       "                          Equity(39095 [CHTR])           30.0  \n",
       "                          Equity(21366 [OCLR])           30.0  \n",
       "                          Equity(2078 [DAIO])            30.0  \n",
       "                          Equity(19725 [NVDA])           30.0  \n",
       "                          Equity(4531 [LPX])             30.0  \n",
       "                          Equity(36422 [HPJ])            29.5  \n",
       "                          Equity(20866 [FNSR])           29.5  \n",
       "                          Equity(41498 [SAVE])           29.5  \n",
       "                          Equity(18488 [SHPG])           29.0  \n",
       "                          Equity(19693 [ETM])            29.0  \n",
       "                          Equity(26146 [UCTT])           29.0  \n",
       "                          Equity(3190 [GGG])             29.0  \n",
       "                          Equity(289 [MATX])             29.0  \n",
       "                          Equity(12116 [TSEM])           29.0  \n",
       "                          Equity(474 [APOG])             29.0  \n",
       "                          Equity(26563 [WLK])            29.0  \n",
       "                          Equity(24115 [SAIA])           29.0  \n",
       "                          Equity(3854 [IIVI])            29.0  \n",
       "                          Equity(35051 [SRCI])           29.0  \n",
       "                          Equity(40606 [KNX])            29.0  \n",
       "                          Equity(21383 [EXEL])           29.0  \n",
       "                          Equity(1753 [COKE])            29.0  \n",
       "...                                                       ...  \n",
       "                          Equity(5199 [NAV])             22.0  \n",
       "                          Equity(3410 [GV])              22.0  \n",
       "                          Equity(45299 [MUSA])           22.0  \n",
       "                          Equity(4355 [LANC])            22.0  \n",
       "                          Equity(13207 [GVP])            22.0  \n",
       "                          Equity(2170 [DHR])             22.0  \n",
       "                          Equity(45253 [BMCH])           22.0  \n",
       "                          Equity(5166 [MYL])             22.0  \n",
       "                          Equity(7488 [TMK])             22.0  \n",
       "                          Equity(1057 [BPL])             22.0  \n",
       "                          Equity(22411 [YORW])           22.0  \n",
       "                          Equity(16649 [LOGI])           22.0  \n",
       "                          Equity(932 [BCPC])             22.0  \n",
       "                          Equity(4695 [MIDD])            22.0  \n",
       "                          Equity(44466 [EVTC])           22.0  \n",
       "                          Equity(11955 [RS])             22.0  \n",
       "                          Equity(48384 [QRVO])           22.0  \n",
       "                          Equity(33555 [CQP])            22.0  \n",
       "                          Equity(4795 [MEOH])            22.0  \n",
       "                          Equity(3203 [GIB])             22.0  \n",
       "                          Equity(7285 [SYY])             22.0  \n",
       "                          Equity(34442 [G])              22.0  \n",
       "                          Equity(24801 [RTEC])           22.0  \n",
       "                          Equity(16981 [WILC])           22.0  \n",
       "                          Equity(3175 [RHP])             22.0  \n",
       "                          Equity(18729 [ICLR])           22.0  \n",
       "                          Equity(33732 [EDN])            22.0  \n",
       "                          Equity(4922 [MMM])             22.0  \n",
       "                          Equity(26960 [CE])             22.0  \n",
       "                          Equity(7308 [TARO])            22.0  \n",
       "\n",
       "[1000 rows x 15 columns]"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "quality = result.sort_values(by='quality score')\n",
    "\n",
    "top_quality = result.sort_values(by='quality score',ascending=False).head(1000)\n",
    "top_quality"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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48dTJO7Sx0uuiVPWY1+s27a+qKZNkGQM9Qdx3oG9D7daLSKdX074dvr0P/9f/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9VjZxt4OqfcDC+fn2d2pYAgCAzkYsRUhWKxwHLlCj94a4bp5QIizs/95ZqJVse6TQ5nGOxNkozL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\nnw2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dpTVr1mju3Ln6+Mc/rl/84he6+eabE6oOfvB8mY/ny0ybN2/Wj3/8Y91///2Ox3h5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\nAAAAZBoLYgAAAGQaC2IAAABk2v8P+TUMwm7vuigAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fe831ac9950>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "qualitylinereg = sns.lmplot(x='returns', y='quality score', data=result, size=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [],
   "source": [
    "# WE CAN VISUALLY SEE THE CORRELATION BETWEEN RETURNS AND QUALITY ARE POSITIVELY CORRELATED!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [],
   "source": [
    "X = result[['quality score']]\n",
    "Y = result['returns']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"simpletable\">\n",
       "<caption>OLS Regression Results</caption>\n",
       "<tr>\n",
       "  <th>Dep. Variable:</th>         <td>returns</td>     <th>  R-squared:         </th> <td>   0.034</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Model:</th>                   <td>OLS</td>       <th>  Adj. R-squared:    </th> <td>   0.034</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Method:</th>             <td>Least Squares</td>  <th>  F-statistic:       </th> <td>   153.1</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Date:</th>             <td>Mon, 01 Apr 2019</td> <th>  Prob (F-statistic):</th> <td>1.40e-34</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Time:</th>                 <td>00:40:49</td>     <th>  Log-Likelihood:    </th> <td> -2138.0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>No. Observations:</th>      <td>  4367</td>      <th>  AIC:               </th> <td>   4280.</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Df Residuals:</th>          <td>  4365</td>      <th>  BIC:               </th> <td>   4293.</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Df Model:</th>              <td>     1</td>      <th>                     </th>     <td> </td>   \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Covariance Type:</th>      <td>nonrobust</td>    <th>                     </th>     <td> </td>   \n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "        <td></td>           <th>coef</th>     <th>std err</th>      <th>t</th>      <th>P>|t|</th> <th>[95.0% Conf. Int.]</th> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>const</th>         <td>   -0.0666</td> <td>    0.017</td> <td>   -3.988</td> <td> 0.000</td> <td>   -0.099    -0.034</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>quality score</th> <td>    0.0113</td> <td>    0.001</td> <td>   12.372</td> <td> 0.000</td> <td>    0.010     0.013</td>\n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "  <th>Omnibus:</th>       <td>871.426</td> <th>  Durbin-Watson:     </th> <td>   2.000</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Prob(Omnibus):</th> <td> 0.000</td>  <th>  Jarque-Bera (JB):  </th> <td>2030.836</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Skew:</th>          <td> 1.120</td>  <th>  Prob(JB):          </th> <td>    0.00</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Kurtosis:</th>      <td> 5.479</td>  <th>  Cond. No.          </th> <td>    51.2</td>\n",
       "</tr>\n",
       "</table>"
      ],
      "text/plain": [
       "<class 'statsmodels.iolib.summary.Summary'>\n",
       "\"\"\"\n",
       "                            OLS Regression Results                            \n",
       "==============================================================================\n",
       "Dep. Variable:                returns   R-squared:                       0.034\n",
       "Model:                            OLS   Adj. R-squared:                  0.034\n",
       "Method:                 Least Squares   F-statistic:                     153.1\n",
       "Date:                Mon, 01 Apr 2019   Prob (F-statistic):           1.40e-34\n",
       "Time:                        00:40:49   Log-Likelihood:                -2138.0\n",
       "No. Observations:                4367   AIC:                             4280.\n",
       "Df Residuals:                    4365   BIC:                             4293.\n",
       "Df Model:                           1                                         \n",
       "Covariance Type:            nonrobust                                         \n",
       "=================================================================================\n",
       "                    coef    std err          t      P>|t|      [95.0% Conf. Int.]\n",
       "---------------------------------------------------------------------------------\n",
       "const            -0.0666      0.017     -3.988      0.000        -0.099    -0.034\n",
       "quality score     0.0113      0.001     12.372      0.000         0.010     0.013\n",
       "==============================================================================\n",
       "Omnibus:                      871.426   Durbin-Watson:                   2.000\n",
       "Prob(Omnibus):                  0.000   Jarque-Bera (JB):             2030.836\n",
       "Skew:                           1.120   Prob(JB):                         0.00\n",
       "Kurtosis:                       5.479   Cond. No.                         51.2\n",
       "==============================================================================\n",
       "\n",
       "Warnings:\n",
       "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
       "\"\"\""
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X1 = sm.add_constant(X)\n",
    "reg = sm.OLS(Y, X1).fit()\n",
    "\n",
    "reg.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# HOWEVER WHEN WE RUN A REGRESSION ON THE DATA WE CAN SEE THE THE CORRELATION IS MINIMAL.\n",
    "# WE HAVE MORE WORK TO DO!!!"
   ]
  }
 ],
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