companyLogoClassifier.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "%reload_ext autoreload\n",
    "%autoreload 2\n",
    "%matplotlib inline\n",
    "from fastai.vision import *\n",
    "from fastai.metrics import error_rate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "import time\n",
    "import random\n",
    "import requests\n",
    "import webbrowser\n",
    "import pandas as pd\n",
    "from bs4 import BeautifulSoup\n",
    "import urllib.request as urllib2\n",
    "from urllib.request import Request, urlopen\n",
    "from PIL import Image, ImageDraw, ImageFont\n",
    "from tqdm import tqdm_notebook as tqdm\n",
    "from pandas_datareader import data, wb\n",
    "import pandas_datareader\n",
    "import quandl\n",
    "import os\n",
    "import glob\n",
    "import shutil\n",
    "\n",
    "from alpha_vantage.timeseries import TimeSeries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "russ2000 = pd.read_csv('new4.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "#!wget https://github.com/JotJunior/PHP-Boleto-ZF2/raw/master/public/assets/fonts/arial.ttf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "htmlPicks = '/Users/AnthonyCelio/tor/junestocks.html'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "soup = BeautifulSoup(open(htmlPicks), \"html.parser\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "soup2 = soup.findAll('div', attrs={\"class\":\"tv-screener-table__symbol-right-part\"})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "soup2 = BeautifulSoup(soup2, \"html.parser\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "type(soup2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "soup3 = soup2[1].findAll('a')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "soup3[0].text"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "zabu = []\n",
    "for i in soup2:\n",
    "    xu = i.findAll('a')\n",
    "    zabu.append(str(xu[0].text))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Ticker</th>\n",
       "      <th>Name</th>\n",
       "      <th>Asset Class</th>\n",
       "      <th>Weight (%)</th>\n",
       "      <th>Price</th>\n",
       "      <th>Shares</th>\n",
       "      <th>Market Value</th>\n",
       "      <th>Notional Value</th>\n",
       "      <th>Sector</th>\n",
       "      <th>SEDOL</th>\n",
       "      <th>ISIN</th>\n",
       "      <th>Exchange</th>\n",
       "      <th>Executives</th>\n",
       "      <th>Y_Comany_Name</th>\n",
       "      <th>Industry_Sector</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>XTSLA</td>\n",
       "      <td>BLK CSH FND TREASURY SL AGENCY</td>\n",
       "      <td>Money Market</td>\n",
       "      <td>0.19</td>\n",
       "      <td>1</td>\n",
       "      <td>81,956,913</td>\n",
       "      <td>81,956,913.12</td>\n",
       "      <td>81,956,913.12</td>\n",
       "      <td>Cash and/or Derivatives</td>\n",
       "      <td>-</td>\n",
       "      <td>US0669224778</td>\n",
       "      <td>-</td>\n",
       "      <td>['TSLA', 'Consumer Cyclical', 'NMS', 'THL Cred...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Ticker                            Name   Asset Class  Weight (%) Price  \\\n",
       "66  XTSLA  BLK CSH FND TREASURY SL AGENCY  Money Market        0.19     1   \n",
       "\n",
       "        Shares   Market Value Notional Value                   Sector SEDOL  \\\n",
       "66  81,956,913  81,956,913.12  81,956,913.12  Cash and/or Derivatives     -   \n",
       "\n",
       "            ISIN Exchange                                         Executives  \\\n",
       "66  US0669224778        -  ['TSLA', 'Consumer Cyclical', 'NMS', 'THL Cred...   \n",
       "\n",
       "   Y_Comany_Name Industry_Sector  \n",
       "66           NaN             NaN  "
      ]
     },
     "execution_count": 93,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "c[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>XTSLA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>MOGA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ENTA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>GPI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>THRM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>UVV</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>HURN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>USD</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>CWENA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>MSFUT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>GMRE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>GEFB</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>EGLE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>III</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>CRDB</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>BH A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>RTYU9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>P5N994</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         0\n",
       "0    XTSLA\n",
       "1     MOGA\n",
       "2     ENTA\n",
       "3      GPI\n",
       "4     THRM\n",
       "5      UVV\n",
       "6     HURN\n",
       "7      USD\n",
       "8    CWENA\n",
       "9    MSFUT\n",
       "10    GMRE\n",
       "11    GEFB\n",
       "12    EGLE\n",
       "13       -\n",
       "14     III\n",
       "15    CRDB\n",
       "16    BH A\n",
       "17       -\n",
       "18       -\n",
       "19   RTYU9\n",
       "20  P5N994\n",
       "21        "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Fail"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "#SCRAPING EXECUTIVE NAMES, SECTOR AND COMPANY INFO\n",
    "for i in tqdm(range(1000, 2000)):\n",
    "    try:\n",
    "    #     req = Request('https://thepiratebay.org/search/lesbea/'+str(io)+'/3//', headers={'User-Agent': 'Mozilla/5.0'})\n",
    "        req = Request('https://finance.yahoo.com/quote/'+russ2000.loc[i][0]+'/profile?p='+russ2000.loc[i][0],\n",
    "                      headers={'User-Agent': 'Mozilla/5.0'})\n",
    "        webpage = urlopen(req).read()\n",
    "        #time.sleep(random.randint(1, 9) * 0.151 + 1)\n",
    "        soup = BeautifulSoup(webpage, \"html.parser\")\n",
    "        execs = soup.findAll('td', attrs={\"class\":\"Ta(start)\"})\n",
    "        russ2000.at[i, 'Executives'] = [str(i.text) for i in execs[::2]]\n",
    "        russ2000.at[i, 'Y_Comany_Name'] = str(soup.findAll('h3', attrs={'class':'Fz(m) Mb(10px)'})[0].text)\n",
    "        russ2000.at[i, 'Industry_Sector'] = [i.text for i in soup.findAll('span', attrs={\"class\":\"Fw(600)\"})][:2]\n",
    "    except:\n",
    "        Fail.append(russ2000.loc[i][0])\n",
    "        pass"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Five Below, Inc.',\n",
       " 'Mr. Joel D. Anderson',\n",
       " 'Mr. Kenneth R. Bull',\n",
       " 'Mr. Eric M. Specter',\n",
       " 'Mr. Michael F. Romanko',\n",
       " 'Mr. George S. Hill']"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "execsT"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### CREATING PHOTOS FOR EACH COMPANY'S DATA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "img = Image.new('RGB', (224, 224), color = (255,255,255))\n",
    "H = 0\n",
    "font_size = 15\n",
    "d = ImageDraw.Draw(img)\n",
    "for i in sector[:2]:\n",
    "    fnt = ImageFont.truetype('arial.ttf', font_size)\n",
    "    d.text((3, H), str(i.text), font=fnt, fill=(255,69,0, 15))\n",
    "    H += font_size + 0.5\n",
    "img = img.rotate(270)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "H = 0\n",
    "font_size = 21\n",
    "d = ImageDraw.Draw(img)\n",
    "for i in execsT:\n",
    "    fnt = ImageFont.truetype('arial.ttf', font_size)\n",
    "    d.text((3, H), i, font=fnt, fill=(0, 0, 0))\n",
    "    H += font_size + 0.5\n",
    "    font_size = 14"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "img.save('pil_text.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=224x224 at 0x7F1ACC9B14A8>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 221,
   "metadata": {},
   "outputs": [],
   "source": [
    "foo = russ2000.loc[0, 'Executives']\n",
    "foo = foo.replace('[', '')\n",
    "foo = foo.replace(']', '')\n",
    "foo = foo.replace('\\'', '')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 223,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Mr. Ron  Squarer',\n",
       " ' Mr. Jason  Haddock',\n",
       " ' Mr. Andrew R. Robbins',\n",
       " ' Dr. Victor  Sandor',\n",
       " ' Dr. Nicholas A. Saccomano']"
      ]
     },
     "execution_count": 223,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "foo.split(',')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 214,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[\"['Mr. Ron  Squarer'\",\n",
       " \" 'Mr. Jason  Haddock'\",\n",
       " \" 'Mr. Andrew R. Robbins'\",\n",
       " \" 'Dr. Victor  Sandor'\",\n",
       " \" 'Dr. Nicholas A. Saccomano']\"]"
      ]
     },
     "execution_count": 214,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "russ2000.loc[0, 'Executives'].split(',')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 296,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "c790dce682e74ba19da8d25f2901f332"
      }
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "for zz in tqdm(range(len(russ2000))):\n",
    "    img = Image.new('RGB', (224, 224), color = (255,255,255))\n",
    "    H = 0\n",
    "    font_size = 15\n",
    "    d = ImageDraw.Draw(img)\n",
    "    foo1 = russ2000.loc[zz, 'Industry_Sector'].replace('[', '')\n",
    "    foo2 = foo1.replace(']', '')\n",
    "    foo3 = foo2.replace('\\'', '')\n",
    "    foo4 = foo3.split(', ')\n",
    "    for i in foo4:\n",
    "        fnt = ImageFont.truetype('arial.ttf', font_size)\n",
    "        d.text((3, H), i, font=fnt, fill=(255,69,0, 15))\n",
    "        H += font_size + 0.5\n",
    "    img = img.rotate(270)\n",
    "\n",
    "    H = 0\n",
    "    d = ImageDraw.Draw(img)\n",
    "    foo1 = russ2000.loc[zz, 'Executives'].replace('[', '')\n",
    "    foo2 = foo1.replace(']', '')\n",
    "    foo3 = foo2.replace('\\'', '')\n",
    "    foo4 = foo3.split(', ')\n",
    "    for i in foo4:\n",
    "        fnt = ImageFont.truetype('arial.ttf', 14)\n",
    "        d.text((3, H), i, font=fnt, fill=(0, 0, 0))\n",
    "        H += 14 + 0.5\n",
    "\n",
    "    fnt = ImageFont.truetype('arial.ttf', 16)\n",
    "    d.text((3, 200), russ2000.loc[zz, 'Y_Comany_Name'], font=fnt, fill=(0, 0, 0))\n",
    "    img.save('./photos/'+russ2000.loc[zz, 'Ticker']+'.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 311,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=224x224 at 0x7F8557FC17F0>"
      ]
     },
     "execution_count": 311,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## NEXT GRAB COMPANY LOGOS FROM 1ST IMAGE RESULT FOR \"COMPANY NAME> LOGO\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# GOOGLE IMAGE SCRAPER\n",
    "stl = []\n",
    "#ra = random.randint(20, (len(russ2000)))\n",
    "for i in tqdm(range(1253, 1254)): # len(russ2000))):\n",
    "    #i = 755\n",
    "    company_name = '+'.join(russ2000.loc[i][1].split(' ')[:4])+'+'\n",
    "    glink = 'https://www.google.com/search?rlz=1C5CHFA_enUS729US729&biw=356&bih=618&tbm=isch&sa=1&ei=RKcTXcPAIZTPtQaaqqWwDQ&q='+company_name+'logo&oq='+company_name+'logo&oq=ARRAY+BIOPHARMA+INC+logo&gs_l=img.3...127578.127578..128075...0.0..0.138.138.0j1......0....2j1..gws-wiz-img.KVMeC2AgRWg'\n",
    "    req = Request(glink, headers={'User-Agent': 'Mozilla/5.0'})\n",
    "    webpage = urlopen(req).read()\n",
    "    soup = BeautifulSoup(webpage, \"html.parser\")\n",
    "    zazo = soup.findAll('img')[0]['src']\n",
    "    img_name = russ2000.loc[i][0]+'.png'\n",
    "    urllib2.urlretrieve(zazo, img_name)\n",
    "    img = Image.open(img_name)\n",
    "    foreground = Image.open('/home/rocky/Projects/Stock_Execs/photos/'+img_name)\n",
    "    img.putalpha(160)\n",
    "    foreground.paste(img, (112 - int(img.size[0]/2), 142 - int(img.size[1]/2)), img)\n",
    "    foreground.save('/home/rocky/Projects/Stock_Execs/photos_w_logos/'+russ2000.loc[i][0]+'.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "458\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=RGB size=224x224 at 0x7F4493D11B00>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=RGB size=224x224 at 0x7F4493C83B00>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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5c6ZYLBaLxd99992wYcN69+79n//8pw6mEpwG64Mc2hoAHtzCl29iy9uWLp6AtSq+XR+sm4sRM82CH4u7XZMmTY4fP56YmJidnb13794+ffrAtmObgyt+2WLIkCELFy5cuHAh+9YR4Z8h7igWfYuwtqA4oDgGH+RLhx29PCQCqX9bBlsXKOOcNnr0aEfc7caOHWsWOH78+KlTp0ZFRbVo0SIkJOTzzz9nAidPnjxo0KDGjRsfPXp0y5YtKSkpZWVlHA7n8OHDbm5uERERrVq1unv37smTJ2vVili2bNlzzz03btw4xy8hOB+HfZABGF5dYj+Vpdi7FL5WqlAysk1wEvN6YuQsUxfPz3HlBNb8YSWy5ZgUT4CF29D/VbNgIlCCk7hxGh8MwS/q6pDRnlh+snpbBWNMqn4KfAGadYKXn2VEIlCC83DMB9kATePmGaTfgVqJ0DboPAgcrmUsIlCC83BMcwBQkodPXkDCn/D0AYCyQjRtj+Un4elrFtElvJl27tzp6+srEonOnDljfFy3OzI8jrwQ7FGSh/k98W409izBjyvx4TD8pzPKCqxH3rQQHC6+S8GPBfixAN+lQOyOHR9YRnSJrRA3bdo0ceLEqqqqfv36GR/XM9mnYlvHZweHNQcAV45jwTYENDGcBjTBgm24fNwy4hP1ZrLqtRQaGnrp0qW1a9e2aNEiLCyMPc7LyzO+19SpU4cMGcIm9cEHHwwfPtz+7WpcNiw9PT0mJkYmk/n4+MyZM4d1FbAabpn3OjthPZs4rDkA0Gog9TYJ8ZChotgy4hPdCtHqPoVpaWmRkZFr1669f/++8bHZvSZMmBAbG1tUVMSEHz58ePz48fZvZz8vSqWyX79+IpEoKSnpjz/+OHv27MKFC+2EW+bdzraL/0Yc1hwAtOqO75eB7f/QNL5fhghrixYa76jgxK0QWTZs2NCwYUPa9j6FNE0zomTC2WOze2m1Wj8/v02bNtE0nZycLBQK7e8EUmNe9u/fL5VKKyoqmG9Pnz7N5XJLS0tthZvZYyc7/1LejaY3LqD1esOpXk9vmE8virIeOTmeHi6hp0bQK16jV06m32hFj3Cjk65YRnyMi4eZwXotMSuKdenSRa/XP3jwwP5V7L24XG5MTMwPP/wA4NChQ0OGDJFKzXeEqFVeEhMTW7Ro4e7uzpx27txZp9MlJyfbCjezp27ZeZZ54wsc24hprbFyElZNwfQ2+GUz3rDhyxHeERuuo9NAFD1EbiraP4/1162udvvkvJnq5rVkfK8JEyb069cvPz//8OHDc+bMceRyO3kxywWzqJ1Op7MVbnZV3bLzLMNo7ugGpCdAq0b75zFqDoKbW4+sqIR3ECZ/Zh7IIjYUEE/Om6luXkvG9O7dOyAgYP369X/99deIESMcucROXiIiIu7evVtZWckUlteuXeNyueHh4Xl5eVbDzfaHrX92njV0WgQ0xfRV5oEWPsgAMKomb3f778UzPst8Pr/O3kyrV69OTEyUSqWsNxPrtbR9+3YOh7Ny5cqffvqJaU06mCxFUePGjVu6dOkLL7zg5ubm4FW28jJ06NCgoKAZM2asWbOmsLBw/vz5L730kre3t61ws4Vt65+dZw2HfZABYOkJB1N9LIuHjR8//vr161FRUVVVVQMHDmS8mRivpblz50ZERHC53B49etTWawnAhAkTvvzyyxr7747khcfjHT16dM6cOaGhoR4eHhMnTmTebLEVboZTsvNM4bAPMgB0GfxsTnUmJiZ27949NzfX/htLBJcg4RLWzcW6a1a+qttUpyuj0WgqKytXrFgxZcoUos6nAxs+yEAtpp2emqVvkpOTu3Tp0rFjR1tLdBP+YcwWrFNU2vJBBoArx/HVZfNpp7etTG4/NQJt1aoVu9g2wRWx7CQxPshWcXjayRUFWlRUVFBQQPbEfsowefPdng8y8Giqc/oqMD1X21Odj8vdztb6Xrb6ZMbrftVtk8ydO3dSFLVq1aqaoxrxONY2+5fSYzS6j4SbF3LTkJsKnsC8jDTG4WmnJ7F4mNn6XlbjeHl5sdqtm1vQ9u3bR44cuWnTpoULF5K34P8Bygrx3+FIugz3BqAoVBQjrC2WnoBPkJXIDk87PXZ3O7P1vWDDS40tQR3ZJNOSlJSUCxcu/O9//8vNzT116pQjhlli1cuOKcXXrVsXGhoqEokGDRrErj1my91u48aNTZo08fDw6NKly08/2diP+tnjm9kQivHtffxUjINF2JMBnyB8Pcs8Wk6K4SCoOSKHofMgdBmC7iNN3hUxxthzhPEACgkJuXbtGhOyZcuWDz/80MybafTo0eXl5enp6XZcW4RC4a5du+7evevv7z9lyhQ96+RC0927d588eXJBQUFKSkqvXr3efPNNmqaZpcgSExNpmmY2yaRpuqCgAECXLl1SUlJycnI6dOjANBIsWbx4cZ8+fWiafu2110aPHm3HMDNYZyuFQhEWFvbyyy/n5eXduXOnTZs2s2bNMrbh/v37qampbdq0mT59up2M/PXXXx4eHvHx8UqlcteuXUKhsLi42HF7nmJGetC5aSYhhdn0SHeTkJPf0gNA0zSdl07P7EAPpOjx/vSEQHogh57ZgS7KsUz1cbnbCYXCTz/9NDg4mKKoGzdusOG2vNTsCPTEiRNM5DVr1nTo0MHyXlqtNjg4eOPGjTRN//bbb1wuNzMzs0YLGViB2vKyY2w4cuQIE75q1SrGBlsZOXLkiIeHR1JSkoMGPDuM8zMXaNY9+qUgk5Dpbelft9E0TX8wlF48mC7IMoQXZNHvDaQ/slKyPEZ3u48//rhjx459+/YdP348ux1WHbzUatwk87fffsvLy2MWbujfv7+fn9/mzZsdsdAY+152oaGhzIGbmxvjNWIrIwMGDOjatWtERETXrl2XLFmSlZVVW0ueVia8hy8mIu02aD10Wty9gmUvYcL7UFQaPgBy7qPfywDw1++Yv7W6eeoThIXbcOO0ZapWBMq6qB04cKA+7nbM+l579uwpKSmZNm0aE8h4qZk9JfY7YZabZJqxfft2jUbj7e1NURSPx3v48OHWrVu12po2OnkE0zK272XH51cP8jE22MqISCQ6derUhQsX+vfvv2vXrg4dOvxbXPK2vY/b5zG9LYaJMFSIOZFIjsc3szHKw/ABwBehsgSAlY2Q1SrDtKcpj3GvTqvreznipVarPnhhYeHRo0ePHj3KvqKUkpLSrFmzw4cPW67Jw2DVG9CW953VRwJ23e0oiurRo0ePHj2WLFnStGnTkydPNmvWzPEcPa0sOVZznI7R2LQQb67G+PewchLmbTb03NMTsGaq5cphgLVOEk3Tp06dCggICAkJYTo3Zm3Q5OTkGhskTCeJPV20aJFQKLx27ZpOp+vQoUN0dHRGRkZWVtZbb73VqFEjpVJp3Abt1KnT0qVLy8vLmfYfE0jT9JYtW1q0aGF2ozVr1vj6+mo0GuPAqKio559/3pZt33//vUwmS0hIyMrK6tSp07Rp02ia1mg0ERERr7zyCttJevXVV+lH7WDWhg0bNrRu3ZqmaVsZ2blzZ+PGjf/++2+VSnXmzBmRSHTp0qUaf65nB42KVlTS8orqjzEFmfQbregBqP6MdKdHuhuOXwmxTO8J7dW5bNmyP/74Y9y4cdevX7fqpWbcuKxxk0xjduzYMWHCBOOlQAFMmzbtlVdeSUpKmj17toPegA562bHYcrd79dVX79+/P3To0Ly8vJCQkPXr13fv3r3GXDwL3L+BtdOQbLHGoLE/qE8wNt1C8nUUZkGrhgOedE+Zux3BdZnXAxIphkyDyNSXvMvg6uOCTMgCrPvYJ8YhdifmmG9b44pz8YSnknvx2Jdjb3oTwNQI/JhvItC8NMTuQuwuZCcjJMLyiqfGH5Tg6vgGQ15eQxyfIBz6Clo1qspwYisW9MFrTXD4K3QehK+vYKuVzeVJFU9wErG78Nt2zFiLhqEmZeSj9zMBIPVvfDER+elQK6HVoP8r6D0WnQeDZ+N9JiJQgtMY74+yQuh15uGWL83dPIPfduDiIXjI0P8VRL2EJu1spUoESnAS12Oth3eMth6uqMSFn3B6F26cQUgE+r2E51+Gf5hZLCJQglOxtU+SHQqzcWYPYnch7bZlcUsESnAStdonySopNy01TXrxBCfB7pP0iwq/qLDhBlQKbHm7FilYK3FJCUpwEmMa4JtrJn7HmUlY0Bs/2lhk2TFICUpwErXaJ8lhiEAJTqLJc7ho+n7LiS0I72gjtqOQKp7gJGq1T5LDEIESnEet9klyDFLFE5yH2ZuZbp5418YovcOQEpTgJC4fw5F1UFSaeHneuYjWPUFx8O4uNGxch1SJux3BSaycjE4D0bi1SeCdi4YFbVJv1U2gpAQlOIkxDfDtfXN/0Imh2JVWn1SJQAlOQq8DxXF0r06HIVU8wUmUFTq4aHKtIL14gpOo1V6dDkOqeIKTGNMAX102WaEu6x7e7ofvs+uTKilBCU6iVnt1OgwRKMFJOL4/bG0gVTzBSdy/jvm90bAxWnQBxcHdK8hLx8rfre7A6ThEoATnkXW3etHksLb29up0GCJQgpNQK62HC+q1qRURKMFJDLSxjJfVvTodhgzUE5zEEqMN1tQq5KXht+3o5tCm1HYgJSjhsVFWgGltsD+vPmmQYSbCY6PoIXiCeqZBSlDC40ReDom0PgkQgRJcGlLFE1waIlCCS0MESnBpyDgowUm8bHNfIQN767KnGREowUkMn2E9vKIEl48h617dUiW9eMLjIT8Dlw7j0s+GFzv7vogRFjsfOwARKMGpPPgLFw/j0mE8uIXWPdH3RfQeC5l/ndMjAiU4iQ3zcOln5KejdU/0GYfeY80Xu6sTRKAEJzFUCJ0Wo+dgzPy6rdFgFSJQgpOQl+PqCVz6GVdPoFFLRE1A3xchC6hnqkSgBGej1eDWWVw8jMvH4B+GqAnoPdbqVtuOQARKcBJm+78DoGkkx+PSYVz5Bd6BWPZrHVIlAiU4CVse9Sx1cq0nA/UEJ/HurseRKilBCS4NKUEJTiUxDul3wOUhrG39d1AAESjBaVQU47MXceM0eAJo1QAQORzv76mnRz1xtyM4ic2LUJiNlb/jaBUA7MmARonNtdlpzhqkDUpwEmN9sPykoVofSOEkjZz7eKs72WmO4BooKhEYbhIi9YFWU89UiUAJTiKwKf4+bxJybGM9Vw4D6SQRnMaoOVj+Cg6VGk5nd0HmXaz5o56pEoESnMTwGeDxDcc9X0BIBD76Cb6N6pkq6SQRnITlXDwDt16FIBEowUn8O1e3O3ut6Ns/SsGrIZPeAk5EgKB1mKRDS0+RoL578zxW/rxVvOlUCfiPcqShVk8N9vYS/qNGOYOPD1Uf67TITcORbzBpST1TdXWB3s9WiPkcfk2DDRod4jM0Fx6U4mzpwiE+bZvVa/bisZKSrRQLqnPkIcGzoE4APUabh3R4HmveQPTE+qTq6sNMt7I0fA54DnzEPMhElJRLrf4p/8rtkn/acJskZqvYHGn0iAh6JtRpFf8mSE+oZxouXYIWlarKizViL75GbzMOUxTxHj1oPA5kUu76E8VNgyUuWDJVyDXZRTqZ1NAIUWjp5o3E/6xJTuPEVpNTtRLnD5gP3dcelxZocbm6VzuJSGCvmM8v1dwq0In1lNg4K0LqbHxJTP+6v+36mMjKU4Jv1JnQ0k2DJf+cOU5l23vVxzSNyhIIRFh1tp6purRAm4V4NAvxqDFahVzz9Y85uZV6thyVcqlLyfKY/o/XvDpwP1MOnkGgWj2kEo7UnW//kqeGA4Ump/JybJiH+JNo0bU+qbq0QB3EQ8KfOMj3v3sfysQGhfI4KFJCqdYZ9+gzc+UpWYqiMo1CbWgxiAWcQF9BWKDE38d8J4oKuckkMp/HYZLKzJXfTasqq9IJ+FRDmaBdc6nxLSrkmsQHlXnFarWG9vbktwx1M0s5OVsp5RoEqtGjUwifz+NotPqk1Mq0hwq1hhYLOc1CxFYfS1smsSjVOo1WbysCY1tmnqqkUqvVgcdFA3deo4bCx9UWkkgxfRXeaIWXP6xPMs+CQAH4yoTQ0DBtzmm0euYf+vNW8aazpdDQ4FLgQEwZJKKgaejl0JS0C+ZNGuLP/k9KtW7O6lR4PPpxVPpZw7wjmrhv/CnnTp4WXErMpRQ0DV0VThR/MN6P0dMvF/L3X64AhwIXYopS6OT4vbRXc+GkYYF8HodJNq24WkAKmg5tKDx7rejb82UADFfRNC5XBHkWLhgbaKybCrlmzlfpED2qI5T6WcO9u7ZpYJzfGevTQQOUweZX+3pGd/Nlrv3hVN6F+yrWtkcGqHFLDn1xpxDBuH6+lk9pfXlwCxpVPdN4RgRaWq5hq04AWj3AAaPOjT9lxaWqZBIO2/hjShkeB2LmzxRSyYX6hTuzV78WxGgiNVsON65MaIhfTHM83HgffZel0EImMUhEDAp8ANTSH/JXTxOc+LMoNkHBfgtAzKMgpC6kqrVHcmaMCWaMLJfrZe6GODI+9cuNymIVLRVQbONEDAp8qliBhduzNs4OZYtApvFabZIKZo3XolIVVHq2+1WsoxoHipjwD3flKGja2DazLCTkat/bkb1wtG+9hufmmu56qFUjPQEDJ9c9QQDPjECvJpSZdD6AIAnF53EOns6NS1ez/41CC4VG36mRAEB8ploq5DDKEPOg0ODEn0WvDgkEkJqtMJa7TERt/a1AoaUUNA2taW8MkLlzln6fU6yhpSKOQmtIrfpbIRWXohqWK2/kL0nNkZsZCUDKp8p1NDQQc6tTFvMAcL499pBRtsEk02vN6uWcAhVMe5ON/CUAln6fw+dAzHlUamqh0NKgaVCUmGe4o5gHvoSz+qf8d1+kIsJqbvRb57kok1O+EC8tRq8xdUztEc+CQJMzKg5eq2QboADKNfTITh4Vcs3Ra5XVhYqG7tVY8Mao6mUsV+5OzywzdK2kXCo2WfnqEABIylSwLUWGoiq6XSC3XZgkt0QTm6yUmWpFqwd08PfktA0TlVXpYu8q2aIOAPhUSpaikb/kTqpcbJpssYYOklBj2ntKRJzr96riMtTshWIe4pKV40pVjBDvpFWbpNCiV0vz6vhehlxs1P1q3ZAnEnCv3C4pVtIyUfWFrfx50Z293MXcSoUu4UHV0b/lUj7FDMqCT235tXDNzLoKdOryOl5oFxcVKNNvqDFapUJ7J1V+4YFaKqxWJ1OD9+ooO36+ADSK5XpQAA1wqUnDTJaz6tteuv5UCfP/8TiAGgCUal1Wqcm4a7GSfnNAg+7tZMxp80Yl7FUM5Rr61e4eTIMPwHPh5auPFVZH4ECr1QNIyNEYF65mD0zXNg3C4wp2x1VUi1vI+ft+ZVRnoUarv1Osqxaojg4PMh89vZulYmenNHo0CRACuJepEBtVBQodPeOFIP6j9kREmEdUJ9Une3KKlbSYR03u49WtnZfN39oRaBo3zyD9DtRKhLZB50Hg1Hfa2UUFWlSqXn0wH8KaJrooiLmUsVYAlFfoZg33Fgm4UZ0a9HzOi+nYVip07mIu+98wyJV6PLpUqwe4egCl5ZriyuqWokKLEe0krDoBRDRxh7oIInawHd1CBKw6AbRtJgVdADZpHaTuvAq5xrgw0+rhLYBxcQ4gupvv7isVWr1h3kHMpe5nK6I6o6hUDS3NY4ttHd002ESgFXLNvRIdq2yFlm4eIgGgVJvPcNxIKjPuWnl7Cd+OaZiSpejZvoHZj1NrSvLwyQtI+NOwyk1ZIZq2x/KT8PSt6Up7uKhAU3PkEHFMKsqa0Oqh0UMh1705VMb8B5ajJ0q1rkqu1WhpjVavVOuuJ1dKH/3rGj26BYsAJKVVGbf2FHJdVCeTzrJZh0yh0ffv7GkcoajUtOtK0yH+4qw8k71Wy1X6D8b6WeaiUwA/Od/gt8bnIL9UB+bX4FQrWyzg+MpMspZbqISOrn4k1PpAXyGA1mGSCw9K2UJUJqTWnyxef6Ykpr1by1BJaKAbn8dp5C9hWqv1ZdNCcLj4LgUBTQDg4QOsnIQdH2De5vqk6qICTclWmjXX7MOoM7qVOKpTA2NdarT6+5lV9zPlSRnKhxV6QxdBTzN/JdtJAqDQ0S1DxGDcU4xuLXXnmgk9Jcu0v0LD7A/OL1GDqtYTeJS3l+BqQhkeVXdaPYKkHEfmIAx3NP01GknNR0DTc0wnqDgUY3PnVl6bzhZr9Vw2mzIxR6vHwZtVuFopFnB6hguju8icM8B05Ti+umxQJ4CAJliwDW/3q2eqLirQG+lK48YTgGIlDf0jFzUuZVy4avXwEGLpG2FmiVy5XbLvfGmxXA8+JeVSPA74HIhFVHVJY8yjevNWVnVLUaFFdCvz1l5ShkJspD+mO2Ic4X6mHEYBzT25fB4nKaN6iL5cRw9u6W414xXy6kpZo4fMgwvgepqKNalcRw8IM9dTYqayenRTi17NDU8Un8dZ/VqjhTuzoQHTGQLjrsChwKe0ely8r4q9nR3dRjx+gH99q3itBlJvkxAPGSqK65Wmawq0Qq4pKtXLPKv/ZIUWH8T4sjp4WKgy7qbwOMgu0hU96vAy7D6RE3tbIXPnsGNMxRoaWhoaGhzKeEwRRvVmUamqXKVnBwTYxhyLRqtPzlezD0+5jm4ZYi4XYy1q9GgRLARwJ1vDjidAhzCLXg6T+L18bXXzl6ZD/ARKta64TFf9a2jp0ADzaxNytXyjqqB1WLXN3l7CLbNCT8UVHr1RVa7UiwUcVusGLzB3TmyyMjE73fIJrx2tuuP7ZZi+ylB70DS+X4aIbjVdVgOuKNCsPCVMe+UyMYwrxEb+kh8ulGh01U5MYgn30q3SEX0aMqd/3iqOTVAYd3TEPLzY0b1ZiNjfRyQScPk8ztafs+IzqgtLpt5MTq9ia2cGpjHHUl6pKaqgZe7VHaDwRuYKvpOnNRp5pZuHSDJz5cbNVmjpBh5WpuDvZ1aZRNPQzULEqdlyk86iDqGm4s4tVCo0ejE7yqang/1Mnhk+jzO0l9/QXkhMrYhPqriRriyqoMWiaqXK+FR2BX32WlFUZ9MisFa88QXm98bVE2jRBRQHd68gLx0rf697ggBc0x/UrIrU6NExzLzMGNLeo1xT7WbP5+DgzSp2JnrnuTLjwflmPpwvpjUe2suvWYiHh8Qw/X0hVW08LsOUc8ajiQBkIsqiAWoqNZU+uKGJGnILTTpD0NKhQeKsfCUcaFLHXis1HssEn2oW4pGarTD+Nbw9KLMWxe37FcYOKGK+eRdKqdYxBxFhHq8OCVz+RuiSiQHNfAzTCgxiHvV3qrxGC+0R3hEbrqPTQBQ9RG4q2j+P9defzdeOjT0qACi0dKOG5v3xDi2luy+Ws61JZhSTGUPJzJUr1Hoxr7oMmzTEvIF18WYJjLxI2ar8eqqiuq7UolOIeTlnPLKo1QMSeEhM4hh3obR6yNw5HhK++RA9n0pKqzLrmiSmVsRnVE96levoEa0lAFIeqoybvGYNaI1Wv/tKhfHP1aRBdRfq7+Tyb08XNvMTsDNSAJie+4KXGi/YkMoOafE5UKpse906gloJv8bmw/VqJQT16oG5nECVat2tPJ3JAJNab+k06e0lbBfISys2crETULHx5V3bNCit0LKDMlZJzqj49kKZ2S0CfYUarT67sLq1Z9aYY7iRruRzqtuXI1qb93WMu1AaPdoF8wEkPlTzjUyS8qkf/ixvG+7OFs+ZufIvDhdIRUZPkUI/rLcvgNyy6vYlj4NiJX0toZQZly0qVW36OVdMVU/ll+vo1qFiAFdul/xwoaRIAamAistQu5/IGdXX1/hZyi1UFmtomdEoWwOP+g2qD7fhef2MvTRXUKyChoaRerw9rTtN9morvWXaVbpXqM0tVHp58EBXDwqKedTeU/kvD/CTuvPLKzWXb5ftv1Y9/Mkgk3K9vYTJGRUQmDQBwwLNHTKKFJA9KhEsi3azLpSCpsODxBVyTVFZtRsHHpXcC3dmx7R3aygT3MtUxCYpjacbihX6yf0bMAWhG59TYVS2yUTUpjOlx66UufE590p0Ur6pb4CWDgsSa7T69YcKpDI+Y6pMSMUmKy/ez+oUwg/0FgDIyFfHZalNqimlvmc7k9HcWrPkaPWxWoW8NPy2Hd1G1CtNFxSo2SijQovnggRWR0A6tPTEiWLjKk8s4MReLR4/wMSRXsxDQq524ZYs6GhwKQgpsxFWtipPz1GaNOZEHG8vgXHM/BK1iQW0uT+8eRdKSzcNFqdlK4zdOFhfKimogzeroK8ymwwrVtHdQoVsfyXEj3+vTCkzKoBlQqpChQqVXsylNHqY/DYaOrihiM/jfDApYOn3eVJ3wwiojE9p9YjP0FxIVwMQU4ZxN8MdNXSnUEHd3UQYIoebhwx4DdPa1HOO3uU6SUkZJuPkCtowfm4Jn8eJbiM2bekj9raCz+PEdHYvVtLG4TJ3jsyTK3PnQIdOIfxmfjzWtZcp5wAkZpoMD7Xy55k9GGa9N29JTV0oNd3IX2LmxhEq4/i7cxRa8DiQ8SmZsLoI1OpRLNf3CjNpMo7q6ws9FBarIpSr6eeC+NGtqn8BrR5B3lymHm8W4rFwjF+5Us9+a3ivkE/J+JSYVy3rYrm+UwB/zrj6LgFihaKH4AlqjmYXlytB41JV0EPBCkOuM5t3NiaytUfstUqFxEg1Ojo2rmBEn4Z5JVkX7qnEIsMLvho9FDoaGjq6jXhs/4YzNqZDRRseT7muobdAo9XHP1CBQxkCNXTTADdz2+7JoaKLmdEDLd2tmXnz/1ZKFdT6Yj0FAHpAAgCXkuUKJa14lGyztpKozrLle7Oyy/Ts+8caPRRaGlxM7utlNtbjIeGvnhz03YncWw+1AEBR0NPgUy92cR/ay2/Zd+kKuU7BPABaul1wtUltm0lXTxXuPZUfn6FmnKyNRy0UNA0NLZNwjP1g6kJBJmQB1pcPUcnRvb5VvGutLKLR6s2HaWA+kWhGZq754Aifx2E6yMkZFbeSq9LzVTodGnhwQxsKO7SUMmWe2VVeUr6HhG810M69JCLzWVCzCIwltpJNTK1IeGAwL8Cb37yR2OwFEjOKSlU5BSoAXh48X5mQfQXFvknMhfcyqlKylQ+LNKVKvRuf4+fFDfQW2Hq3pHaMdMeP+RAa/Ud5aYjdhdhdyE5GSAS21uvNY9cSKOHp4/UWGDgFYxdApcAfP+LUTty5AKk3oiYg+rX6j4MSgRLqR+rf+GIi8tOhVkKrQf9X0HssOg+uXumufhCBEpzBzTP4bQcuHoKHDP1fQdRLaNLOKQkTgRKch6ISF37C6V24cQYhEej3Ep5/Gf718kEhAiU8BgqzcWYPYnch7XY9Z5KIQAmPk5SbaNq+PgkQgRJcGpebSSIQjCECJbg0RKAEl4YIlODSEIESXBoiUIJLQwRKcGmIQAkuDREowaUhAiW4NESgBJeGCJTg0hCBElwaIlCCS0MESnBpiEAJLg0RKMGlIQIluDREoASXhgiU4NIQgRJcGiJQgktDBEpwaYhACS4NESjBpSECJbg0RKAEl4YIlODSEIESXBoiUIJLQwRKcGmIQAkuDREowaUhAiW4NESgBJeGCJTg0hCBElwaIlCCS0MESnBpiEAJLg0RKMGlMRFodHQ0ZQSPx/Pz84uJiUlNTXXiLd3d3VetWuXEBFk+/vhjiqK0Wu3jSJzwj2BegkZGRtKPqKqqOnTo0M2bN4cOHarT6f4R+wj/cuxV8UKhsGfPnsuXL09KSjpz5swTs4lAYKm5DRoREQEgMzOTOVUqle+9915YWJhAIGjYsOHMmTMVCgXzlZeX17p164YOHSqRSPz8/D755JO7d+9GR0dLJJLw8PBDhw6xaaanpw8fPtzT07Nx48YrV65kw0Ui0ZdffsmeTpgwISoqijmOi4vr06ePh4dHUFDQ0KFD4+Pj7Zvt5eW1evXqUaNGubu7y2SymTNnqlQq5iu9Xr9ixYrw8HCRSBQeHr506VK9Xl/j70D4Z6CN6N+/v3EVz7B3714Av//+O3M6efLk1q1bJyQkKBSKc+fOyWSyzz77jPnK09NTKBTu3bu3qqpq6dKlAAICAo4fP15cXPyf//zH3d29uLiYpmk3NzcAn3/+eXFx8cGDByUSyddff82kIBQK165dy956/Pjxffv2pWm6rKzM09Pz008/raysLCwsnDhxYlBQkE6nMzP1o48+AqDRaBhjRCLR9u3bKyoqfv/9d7FYvGLFCibavHnzvL29jx8/XlZWdu7cucDAwKVLl9IEl8SeQOVy+ZkzZxo1ahQZGanX62maLisr4/F4e/fuZeOMHTs2KiqKOfb09BwzZgxzXFRUBGD27NnMaXJyMoDz58/TNO3m5jZgwAA2hUWLFgUEBDBqsyXQS5cuAbh27Zr9zJgJ9MUXX2S/GjVqFGNncXExl8v93//+59DPQ/inMa/iL1++zPbiJRLJyy+/PGLEiJMnT1IUBUAqlWo0mnbt2q1fv37OnDm9e/c+fPiwUqlkL2/dujVzIJVK8ah5AMDd3R1AaWkpczp48GD2kn79+j18+JBtQlilbdu2AQEBw4YN++ijj27cuOFg5cAaA8Db27uqqorJoE6n69evn4OJEP5ZbPbik5KSIiMjmzdvvmzZMkZtDAsWLGjXrt13333H4/EWLVo0evRomqbZbyUSiXFqAoHA6l19fX3ZY29vbwA5OTl2rHR3d//zzz9jYmK2bt3asWPH0NDQzZs315g347tTFMU0NJminbkpwfWx2Ulq0aLFL7/8kpGRMWLEiIqKCibw3Llza9eu3bBhw+XLl9euXTtq1Ci251ErysrK2OP8/Hw8UgwrIwa2+wWgcePG69aty87Ojo+Pj4yMfPPNN69cuVKHW3t6euKRTAmuj71evEwm27Nnz8WLFydNmsSEPHjwAMCgQYOYU7VaffXqVeMS1EHOnz/PHp88eTIwMLBZs2YApFIpKx2apm/fvm15bceOHZlx/pSUlNreF0DXrl15PN65c+fqcC3hyVPDMFOPHj3mz59/6NAhpi/frVs3podRWVmZkZHx+uuv5+bmyuXy2t71wIEDO3bsqKqq2rt375YtW5YsWcK0cYcMGbJ79+6kpKTS0tJ33nknKyuLiX/y5Ekej3fgwAG5XF5aWrpixQoPD4+6tSP9/PxmzJixZMmSM2fOqFSq27dvt2nTZvr06XVIivAEqHkc9LPPPmvRosWcOXNyc3MjIiJ27tx5/PhxPz+/AQMG+Pv7r1ix4u7du8XFxbW663vvvbdjxw6ZTPbhhx+uW7fu9ddfZ8JXrFjRtWvXzp07N23atLKy8q233mLCBw4cuGXLlqVLl/r5+QUFBd25cyc2Ntbf37+2uWX48ssvZ82aNXnyZKlUOnLkyFGjRn3zzTcAFi1aRFEU25MjuAJUHSpoAuGJQbyZCC4NESjBpSECJbg0RKAEl4YIlODSEIESXBoiUIJLQwRKcGn+H4dxGMHj1PoHAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=RGB size=224x224 at 0x7F4493C88C18>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "rn = random.randint(0, len(russ2000))\n",
    "imgcheck = Image.open(glob.glob('/home/rocky/Projects/Stock_Execs/photos_w_logos/*.png')[rn])\n",
    "imgcheck2 = Image.open(glob.glob('/home/rocky/Projects/Stock_Execs/photos_w_logos/*.png')[rn+1])\n",
    "imgcheck3 = Image.open(glob.glob('/home/rocky/Projects/Stock_Execs/photos_w_logos/*.png')[rn+2])\n",
    "print(rn)\n",
    "imgcheck\n",
    "display(imgcheck, imgcheck2, imgcheck3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 281,
   "metadata": {},
   "outputs": [],
   "source": [
    "russ2000['Tradingview Bull'] = 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 303,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Ticker</th>\n",
       "      <th>Name</th>\n",
       "      <th>Asset Class</th>\n",
       "      <th>Weight (%)</th>\n",
       "      <th>Price</th>\n",
       "      <th>Shares</th>\n",
       "      <th>Market Value</th>\n",
       "      <th>Notional Value</th>\n",
       "      <th>Sector</th>\n",
       "      <th>SEDOL</th>\n",
       "      <th>ISIN</th>\n",
       "      <th>Exchange</th>\n",
       "      <th>Executives</th>\n",
       "      <th>Y_Comany_Name</th>\n",
       "      <th>Industry_Sector</th>\n",
       "      <th>Score</th>\n",
       "      <th>Tradingview Bull</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ARRY</td>\n",
       "      <td>ARRAY BIOPHARMA INC</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.48</td>\n",
       "      <td>46.20</td>\n",
       "      <td>4,391,887</td>\n",
       "      <td>202,905,179.4</td>\n",
       "      <td>202,905,179.4</td>\n",
       "      <td>Health Care</td>\n",
       "      <td>2678654</td>\n",
       "      <td>US04269X1054</td>\n",
       "      <td>NASDAQ</td>\n",
       "      <td>['Mr. Ron  Squarer', 'Mr. Jason  Haddock', 'Mr...</td>\n",
       "      <td>Array BioPharma Inc.</td>\n",
       "      <td>['Healthcare', 'Biotechnology']</td>\n",
       "      <td>143754</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>TTD</td>\n",
       "      <td>TRADE DESK INC CLASS A</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.40</td>\n",
       "      <td>241.34</td>\n",
       "      <td>692,703</td>\n",
       "      <td>167,176,942.02</td>\n",
       "      <td>167,176,942.02</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>BD8FDD1</td>\n",
       "      <td>US88339J1051</td>\n",
       "      <td>NASDAQ</td>\n",
       "      <td>['Mr. Jeffrey Terry Green', 'Mr. David R. Pick...</td>\n",
       "      <td>The Trade Desk, Inc.</td>\n",
       "      <td>['Technology', 'Software - Application']</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ETSY</td>\n",
       "      <td>ETSY INC</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.39</td>\n",
       "      <td>65.78</td>\n",
       "      <td>2,483,715</td>\n",
       "      <td>163,378,772.7</td>\n",
       "      <td>163,378,772.7</td>\n",
       "      <td>Consumer Discretionary</td>\n",
       "      <td>BWTN5N1</td>\n",
       "      <td>US29786A1060</td>\n",
       "      <td>NASDAQ</td>\n",
       "      <td>['Mr. Joshua G. Silverman', 'Ms. Rachel C. Gla...</td>\n",
       "      <td>Etsy, Inc.</td>\n",
       "      <td>['Consumer Cyclical', 'Specialty Retail']</td>\n",
       "      <td>148799</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>FIVE</td>\n",
       "      <td>FIVE BELOW INC</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.35</td>\n",
       "      <td>131.29</td>\n",
       "      <td>1,134,785</td>\n",
       "      <td>148,985,922.65</td>\n",
       "      <td>148,985,922.65</td>\n",
       "      <td>Consumer Discretionary</td>\n",
       "      <td>B85KFY9</td>\n",
       "      <td>US33829M1018</td>\n",
       "      <td>NASDAQ</td>\n",
       "      <td>['Mr. Joel D. Anderson', 'Mr. Kenneth R. Bull'...</td>\n",
       "      <td>Five Below, Inc.</td>\n",
       "      <td>['Consumer Cyclical', 'Specialty Retail']</td>\n",
       "      <td>137367</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>COUP</td>\n",
       "      <td>COUPA SOFTWARE INC</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.35</td>\n",
       "      <td>126.72</td>\n",
       "      <td>1,158,406</td>\n",
       "      <td>146,793,208.32</td>\n",
       "      <td>146,793,208.32</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>BD87XR1</td>\n",
       "      <td>US22266L1061</td>\n",
       "      <td>NASDAQ</td>\n",
       "      <td>['Mr. Robert  Bernshteyn', 'Mr. Todd R. Ford',...</td>\n",
       "      <td>Coupa Software Incorporated</td>\n",
       "      <td>['Technology', 'Software - Infrastructure']</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>PLNT</td>\n",
       "      <td>PLANET FITNESS INC CLASS A</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.33</td>\n",
       "      <td>76.01</td>\n",
       "      <td>1,837,527</td>\n",
       "      <td>139,670,427.27</td>\n",
       "      <td>139,670,427.27</td>\n",
       "      <td>Consumer Discretionary</td>\n",
       "      <td>BYSFJV8</td>\n",
       "      <td>US72703H1014</td>\n",
       "      <td>New York Stock Exchange Inc.</td>\n",
       "      <td>['Mr. Christopher J. Rondeau', 'Mr. Dorvin Don...</td>\n",
       "      <td>Planet Fitness, Inc.</td>\n",
       "      <td>['Consumer Cyclical', 'Leisure']</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>HUBS</td>\n",
       "      <td>HUBSPOT INC</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.33</td>\n",
       "      <td>178.76</td>\n",
       "      <td>770,021</td>\n",
       "      <td>137,648,953.96</td>\n",
       "      <td>137,648,953.96</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>BR4T3B3</td>\n",
       "      <td>US4435731009</td>\n",
       "      <td>New York Stock Exchange Inc.</td>\n",
       "      <td>['Mr. Brian  Halligan J.D.', 'Mr. J. Donald Sh...</td>\n",
       "      <td>HubSpot, Inc.</td>\n",
       "      <td>['Technology', 'Software - Application']</td>\n",
       "      <td>141350</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>CIEN</td>\n",
       "      <td>CIENA CORP</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.31</td>\n",
       "      <td>43.52</td>\n",
       "      <td>2,977,947</td>\n",
       "      <td>129,600,253.44</td>\n",
       "      <td>129,600,253.44</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>B1FLZ21</td>\n",
       "      <td>US1717793095</td>\n",
       "      <td>New York Stock Exchange Inc.</td>\n",
       "      <td>['Dr. Patrick H. Nettles', 'Mr. Gary B. Smith'...</td>\n",
       "      <td>Ciena Corporation</td>\n",
       "      <td>['Technology', 'Communication Equipment']</td>\n",
       "      <td>115615</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>HAE</td>\n",
       "      <td>HAEMONETICS CORP</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.30</td>\n",
       "      <td>117.45</td>\n",
       "      <td>1,067,157</td>\n",
       "      <td>125,337,589.65</td>\n",
       "      <td>125,337,589.65</td>\n",
       "      <td>Health Care</td>\n",
       "      <td>2401195</td>\n",
       "      <td>US4050241003</td>\n",
       "      <td>New York Stock Exchange Inc.</td>\n",
       "      <td>['Mr. Christopher  Simon', 'Mr. William P. Bur...</td>\n",
       "      <td>Haemonetics Corporation</td>\n",
       "      <td>['Healthcare', 'Medical Instruments &amp; Supplies']</td>\n",
       "      <td>130662</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>WWD</td>\n",
       "      <td>WOODWARD INC</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.30</td>\n",
       "      <td>112.24</td>\n",
       "      <td>1,115,000</td>\n",
       "      <td>125,147,600</td>\n",
       "      <td>125,147,600</td>\n",
       "      <td>Industrials</td>\n",
       "      <td>2948089</td>\n",
       "      <td>US9807451037</td>\n",
       "      <td>NASDAQ</td>\n",
       "      <td>['Mr. Thomas A. Gendron', 'Mr. Robert F. Weber...</td>\n",
       "      <td>Woodward, Inc.</td>\n",
       "      <td>['Industrials', 'Aerospace &amp; Defense']</td>\n",
       "      <td>116670</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>CREE</td>\n",
       "      <td>CREE INC</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.29</td>\n",
       "      <td>57.15</td>\n",
       "      <td>2,154,711</td>\n",
       "      <td>123,141,733.65</td>\n",
       "      <td>123,141,733.65</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>2232351</td>\n",
       "      <td>US2254471012</td>\n",
       "      <td>NASDAQ</td>\n",
       "      <td>['Mr. Gregg A. Lowe', 'Dr. John W. Palmour', '...</td>\n",
       "      <td>Cree, Inc.</td>\n",
       "      <td>['Technology', 'Semiconductors']</td>\n",
       "      <td>111688</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>CUZ</td>\n",
       "      <td>COUSINS PROPERTIES REIT INC</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.28</td>\n",
       "      <td>38.25</td>\n",
       "      <td>3,071,453</td>\n",
       "      <td>117,483,077.25</td>\n",
       "      <td>117,483,077.25</td>\n",
       "      <td>Real Estate</td>\n",
       "      <td>BJP0MF6</td>\n",
       "      <td>US2227955026</td>\n",
       "      <td>New York Stock Exchange Inc.</td>\n",
       "      <td>['Mr. Lawrence L. Gellerstedt III', 'Mr. Micha...</td>\n",
       "      <td>Cousins Properties Incorporated</td>\n",
       "      <td>['Real Estate', 'REIT - Diversified']</td>\n",
       "      <td>97247</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>COLD</td>\n",
       "      <td>AMERICOLD REALTY TRUST</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.26</td>\n",
       "      <td>33.98</td>\n",
       "      <td>3,275,909</td>\n",
       "      <td>111,315,387.82</td>\n",
       "      <td>111,315,387.82</td>\n",
       "      <td>Real Estate</td>\n",
       "      <td>B3SKZK7</td>\n",
       "      <td>US03064D1081</td>\n",
       "      <td>New York Stock Exchange Inc.</td>\n",
       "      <td>['Mr. Fred W. Boehler', 'Mr. Marc Jason Smerno...</td>\n",
       "      <td>Americold Realty Trust</td>\n",
       "      <td>['Real Estate', 'REIT - Industrial']</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>ENTG</td>\n",
       "      <td>ENTEGRIS INC</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.26</td>\n",
       "      <td>37.81</td>\n",
       "      <td>2,940,353</td>\n",
       "      <td>111,174,746.93</td>\n",
       "      <td>111,174,746.93</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>2599700</td>\n",
       "      <td>US29362U1043</td>\n",
       "      <td>NASDAQ</td>\n",
       "      <td>['Mr. Bertrand  Loy', 'Mr. Gregory B. Graves',...</td>\n",
       "      <td>Entegris, Inc.</td>\n",
       "      <td>['Technology', 'Semiconductor Equipment &amp; Mate...</td>\n",
       "      <td>128820</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>IDA</td>\n",
       "      <td>IDACORP INC</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.26</td>\n",
       "      <td>105.62</td>\n",
       "      <td>1,049,998</td>\n",
       "      <td>110,900,788.76</td>\n",
       "      <td>110,900,788.76</td>\n",
       "      <td>Utilities</td>\n",
       "      <td>2296937</td>\n",
       "      <td>US4511071064</td>\n",
       "      <td>New York Stock Exchange Inc.</td>\n",
       "      <td>['Mr. Darrel Thomas Anderson', 'Mr. Steven R. ...</td>\n",
       "      <td>IDACORP, Inc.</td>\n",
       "      <td>['Utilities', 'Utilities - Regulated Electric']</td>\n",
       "      <td>116188</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>MDSO</td>\n",
       "      <td>MEDIDATA SOLUTIONS INC</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.26</td>\n",
       "      <td>90.88</td>\n",
       "      <td>1,198,866</td>\n",
       "      <td>108,952,942.08</td>\n",
       "      <td>108,952,942.08</td>\n",
       "      <td>Health Care</td>\n",
       "      <td>B5424Q0</td>\n",
       "      <td>US58471A1051</td>\n",
       "      <td>NASDAQ</td>\n",
       "      <td>['Mr. Tarek A. Sherif', 'Mr. Glen M. de Vries'...</td>\n",
       "      <td>Medidata Solutions, Inc.</td>\n",
       "      <td>['Technology', 'Health Information Services']</td>\n",
       "      <td>114345</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>PRI</td>\n",
       "      <td>PRIMERICA INC</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.26</td>\n",
       "      <td>120.93</td>\n",
       "      <td>898,343</td>\n",
       "      <td>108,636,618.99</td>\n",
       "      <td>108,636,618.99</td>\n",
       "      <td>Financials</td>\n",
       "      <td>B50K3X8</td>\n",
       "      <td>US74164M1080</td>\n",
       "      <td>New York Stock Exchange Inc.</td>\n",
       "      <td>['Mr. Glenn Jackson Williams', 'Mr. Peter Wayn...</td>\n",
       "      <td>Primerica, Inc.</td>\n",
       "      <td>['Financial Services', 'Insurance - Life']</td>\n",
       "      <td>126770</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>DECK</td>\n",
       "      <td>DECKERS OUTDOOR CORP</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.25</td>\n",
       "      <td>175.50</td>\n",
       "      <td>606,752</td>\n",
       "      <td>106,484,976</td>\n",
       "      <td>106,484,976</td>\n",
       "      <td>Consumer Discretionary</td>\n",
       "      <td>2267278</td>\n",
       "      <td>US2435371073</td>\n",
       "      <td>New York Stock Exchange Inc.</td>\n",
       "      <td>['Mr. David  Powers', 'Mr. David E. Lafitte J....</td>\n",
       "      <td>Deckers Outdoor Corporation</td>\n",
       "      <td>['Consumer Cyclical', 'Footwear &amp; Accessories']</td>\n",
       "      <td>117712</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>CACI</td>\n",
       "      <td>CACI INTERNATIONAL INC CLASS A</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.25</td>\n",
       "      <td>203.44</td>\n",
       "      <td>511,198</td>\n",
       "      <td>103,998,121.12</td>\n",
       "      <td>103,998,121.12</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>2159267</td>\n",
       "      <td>US1271903049</td>\n",
       "      <td>New York Stock Exchange Inc.</td>\n",
       "      <td>['Dr. J. Phillip London', 'Mr. Kenneth  Asbury...</td>\n",
       "      <td>CACI International Inc</td>\n",
       "      <td>['Technology', 'Information Technology Services']</td>\n",
       "      <td>122150</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>POR</td>\n",
       "      <td>PORTLAND GENERAL ELECTRIC</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.24</td>\n",
       "      <td>55.55</td>\n",
       "      <td>1,859,602</td>\n",
       "      <td>103,300,891.1</td>\n",
       "      <td>103,300,891.1</td>\n",
       "      <td>Utilities</td>\n",
       "      <td>B125XQ6</td>\n",
       "      <td>US7365088472</td>\n",
       "      <td>New York Stock Exchange Inc.</td>\n",
       "      <td>['Ms. Maria MacGregor Pope', 'Mr. James F. Lob...</td>\n",
       "      <td>Portland General Electric Company</td>\n",
       "      <td>['Utilities', 'Utilities - Regulated Electric']</td>\n",
       "      <td>111538</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>RDN</td>\n",
       "      <td>RADIAN GROUP INC</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.24</td>\n",
       "      <td>22.89</td>\n",
       "      <td>4,512,678</td>\n",
       "      <td>103,295,199.42</td>\n",
       "      <td>103,295,199.42</td>\n",
       "      <td>Financials</td>\n",
       "      <td>2173911</td>\n",
       "      <td>US7502361014</td>\n",
       "      <td>New York Stock Exchange Inc.</td>\n",
       "      <td>['Mr. Richard G. Thornberry', 'Mr. J. Franklin...</td>\n",
       "      <td>Radian Group Inc.</td>\n",
       "      <td>['Financial Services', 'Insurance - Specialty']</td>\n",
       "      <td>106111</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>SWX</td>\n",
       "      <td>SOUTHWEST GAS HOLDINGS INC</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.24</td>\n",
       "      <td>91.24</td>\n",
       "      <td>1,101,430</td>\n",
       "      <td>100,494,473.2</td>\n",
       "      <td>100,494,473.2</td>\n",
       "      <td>Utilities</td>\n",
       "      <td>2831888</td>\n",
       "      <td>US8448951025</td>\n",
       "      <td>New York Stock Exchange Inc.</td>\n",
       "      <td>['Mr. John P. Hester', 'Mr. Gregory J. Peterso...</td>\n",
       "      <td>Southwest Gas Holdings, Inc.</td>\n",
       "      <td>['Utilities', 'Utilities - Regulated Gas']</td>\n",
       "      <td>113324</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>OGS</td>\n",
       "      <td>ONE GAS INC</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.24</td>\n",
       "      <td>92.48</td>\n",
       "      <td>1,083,293</td>\n",
       "      <td>100,182,936.64</td>\n",
       "      <td>100,182,936.64</td>\n",
       "      <td>Utilities</td>\n",
       "      <td>BJ0KXV4</td>\n",
       "      <td>US68235P1084</td>\n",
       "      <td>New York Stock Exchange Inc.</td>\n",
       "      <td>['Mr. Pierce H. Norton II', 'Ms. Caron A. Lawh...</td>\n",
       "      <td>ONE Gas, Inc.</td>\n",
       "      <td>['Utilities', 'Utilities - Regulated Gas']</td>\n",
       "      <td>123146</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>EME</td>\n",
       "      <td>EMCOR GROUP INC</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.24</td>\n",
       "      <td>83.76</td>\n",
       "      <td>1,191,787</td>\n",
       "      <td>99,824,079.12</td>\n",
       "      <td>99,824,079.12</td>\n",
       "      <td>Industrials</td>\n",
       "      <td>2474164</td>\n",
       "      <td>US29084Q1004</td>\n",
       "      <td>New York Stock Exchange Inc.</td>\n",
       "      <td>['Mr. Anthony J. Guzzi', 'Mr. Mark A. Pompa', ...</td>\n",
       "      <td>EMCOR Group, Inc.</td>\n",
       "      <td>['Industrials', 'Engineering &amp; Construction']</td>\n",
       "      <td>115208</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>MTG</td>\n",
       "      <td>MGIC INVESTMENT CORP</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.24</td>\n",
       "      <td>13.44</td>\n",
       "      <td>7,410,497</td>\n",
       "      <td>99,597,079.68</td>\n",
       "      <td>99,597,079.68</td>\n",
       "      <td>Financials</td>\n",
       "      <td>2548616</td>\n",
       "      <td>US5528481030</td>\n",
       "      <td>New York Stock Exchange Inc.</td>\n",
       "      <td>['Mr. Patrick  Sinks', 'Mr. Timothy James Matt...</td>\n",
       "      <td>MGIC Investment Corporation</td>\n",
       "      <td>['Financial Services', 'Insurance - Specialty']</td>\n",
       "      <td>109317</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>MMS</td>\n",
       "      <td>MAXIMUS INC</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.23</td>\n",
       "      <td>74.57</td>\n",
       "      <td>1,326,964</td>\n",
       "      <td>98,951,705.48</td>\n",
       "      <td>98,951,705.48</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>2018669</td>\n",
       "      <td>US5779331041</td>\n",
       "      <td>New York Stock Exchange Inc.</td>\n",
       "      <td>['Mr. Bruce L. Caswell', 'Mr. Richard A. Monto...</td>\n",
       "      <td>MAXIMUS, Inc.</td>\n",
       "      <td>['Industrials', 'Business Services']</td>\n",
       "      <td>106764</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>NSP</td>\n",
       "      <td>INSPERITY INC</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.23</td>\n",
       "      <td>123.36</td>\n",
       "      <td>797,410</td>\n",
       "      <td>98,368,497.6</td>\n",
       "      <td>98,368,497.6</td>\n",
       "      <td>Industrials</td>\n",
       "      <td>2007281</td>\n",
       "      <td>US45778Q1076</td>\n",
       "      <td>New York Stock Exchange Inc.</td>\n",
       "      <td>['Mr. Paul J. Sarvadi', 'Mr. A. Steve Arizpe',...</td>\n",
       "      <td>Insperity, Inc.</td>\n",
       "      <td>['Industrials', 'Staffing &amp; Outsourcing Servic...</td>\n",
       "      <td>158628</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>KMPR</td>\n",
       "      <td>KEMPER CORP</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.23</td>\n",
       "      <td>87.81</td>\n",
       "      <td>1,116,154</td>\n",
       "      <td>98,009,482.74</td>\n",
       "      <td>98,009,482.74</td>\n",
       "      <td>Financials</td>\n",
       "      <td>B52KRV2</td>\n",
       "      <td>US4884011002</td>\n",
       "      <td>New York Stock Exchange Inc.</td>\n",
       "      <td>['Mr. Joseph Patrick Lacher Jr.', 'Mr. James J...</td>\n",
       "      <td>Kemper Corporation</td>\n",
       "      <td>['Financial Services', 'Insurance - Diversified']</td>\n",
       "      <td>125626</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>ZS</td>\n",
       "      <td>ZSCALER INC</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.23</td>\n",
       "      <td>77.24</td>\n",
       "      <td>1,265,822</td>\n",
       "      <td>97,772,091.28</td>\n",
       "      <td>97,772,091.28</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>BZ00V34</td>\n",
       "      <td>US98980G1022</td>\n",
       "      <td>NASDAQ</td>\n",
       "      <td>['Mr. Jagtar S. Chaudhry', 'Mr. Remo E. Caness...</td>\n",
       "      <td>Zscaler, Inc.</td>\n",
       "      <td>['Technology', 'Software - Infrastructure']</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>OLLI</td>\n",
       "      <td>OLLIES BARGAIN OUTLET HOLDINGS INC</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.23</td>\n",
       "      <td>93.08</td>\n",
       "      <td>1,034,600</td>\n",
       "      <td>96,300,568</td>\n",
       "      <td>96,300,568</td>\n",
       "      <td>Consumer Discretionary</td>\n",
       "      <td>BZ22B38</td>\n",
       "      <td>US6811161099</td>\n",
       "      <td>NASDAQ</td>\n",
       "      <td>['Mr. Mark  Butler', 'Mr. Jay  Stasz', 'Mr. Jo...</td>\n",
       "      <td>Ollie's Bargain Outlet Holdings, Inc.</td>\n",
       "      <td>['Consumer Defensive', 'Discount Stores']</td>\n",
       "      <td>0</td>\n",
       "      <td>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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1934</th>\n",
       "      <td>JILL</td>\n",
       "      <td>J JILL INC</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.65</td>\n",
       "      <td>336,115</td>\n",
       "      <td>554,589.75</td>\n",
       "      <td>554,589.75</td>\n",
       "      <td>Consumer Discretionary</td>\n",
       "      <td>BDZTVB0</td>\n",
       "      <td>US46620W1027</td>\n",
       "      <td>New York Stock Exchange Inc.</td>\n",
       "      <td>['Ms. Linda  Heasley', 'Mr. Brian  Beitler', '...</td>\n",
       "      <td>J.Jill, Inc.</td>\n",
       "      <td>['Consumer Cyclical', 'Apparel Stores']</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1935</th>\n",
       "      <td>LLEX</td>\n",
       "      <td>LILIS ENERGY INC</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.57</td>\n",
       "      <td>936,177</td>\n",
       "      <td>530,905.98</td>\n",
       "      <td>530,905.98</td>\n",
       "      <td>Energy</td>\n",
       "      <td>BDFB7S5</td>\n",
       "      <td>US5324032011</td>\n",
       "      <td>Nyse Mkt Llc</td>\n",
       "      <td>['Mr. Joseph C. Daches', 'Mr. James W. Denny',...</td>\n",
       "      <td>Lilis Energy, Inc.</td>\n",
       "      <td>['Energy', 'Oil &amp; Gas E&amp;P']</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1936</th>\n",
       "      <td>ECOR</td>\n",
       "      <td>ELECTROCORE</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.12</td>\n",
       "      <td>250,551</td>\n",
       "      <td>531,168.12</td>\n",
       "      <td>531,168.12</td>\n",
       "      <td>Health Care</td>\n",
       "      <td>BFMLP44</td>\n",
       "      <td>US28531P1030</td>\n",
       "      <td>NASDAQ</td>\n",
       "      <td>['Mr. Francis R. Amato', 'Mr. Joseph P. Errico...</td>\n",
       "      <td>electroCore, Inc.</td>\n",
       "      <td>['Healthcare', 'Medical Instruments &amp; Supplies']</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1937</th>\n",
       "      <td>TLGT</td>\n",
       "      <td>TELIGENT INC</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.65</td>\n",
       "      <td>814,284</td>\n",
       "      <td>529,203.17</td>\n",
       "      <td>529,203.17</td>\n",
       "      <td>Health Care</td>\n",
       "      <td>BYVJMJ6</td>\n",
       "      <td>US87960W1045</td>\n",
       "      <td>NASDAQ</td>\n",
       "      <td>['Mr. Jason  Grenfell-Gardner M.B.A., M.B.A', ...</td>\n",
       "      <td>Teligent, Inc.</td>\n",
       "      <td>['Healthcare', 'Drug Manufacturers - Specialty...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1938</th>\n",
       "      <td>INNT</td>\n",
       "      <td>INNOVATE BIOPHARMACEUTICALS INC</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.22</td>\n",
       "      <td>419,721</td>\n",
       "      <td>512,059.62</td>\n",
       "      <td>512,059.62</td>\n",
       "      <td>Health Care</td>\n",
       "      <td>BD964Q3</td>\n",
       "      <td>US45782F1057</td>\n",
       "      <td>NASDAQ</td>\n",
       "      <td>['Mr. Sandeep  Laumas M.D.', 'Mr. Jay P. Madan...</td>\n",
       "      <td>Innovate Biopharmaceuticals, Inc.</td>\n",
       "      <td>['Healthcare', 'Biotechnology']</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1939</th>\n",
       "      <td>MARK</td>\n",
       "      <td>REMARK HOLDINGS INC</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.87</td>\n",
       "      <td>557,315</td>\n",
       "      <td>485,867.22</td>\n",
       "      <td>485,867.22</td>\n",
       "      <td>Consumer Discretionary</td>\n",
       "      <td>BZ0XMW9</td>\n",
       "      <td>US75955K1025</td>\n",
       "      <td>NASDAQ</td>\n",
       "      <td>['Mr. Kai-Shing  Tao', 'Ms. Alison  Davidson',...</td>\n",
       "      <td>Remark Holdings, Inc.</td>\n",
       "      <td>['Technology', 'Internet Content &amp; Information']</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1940</th>\n",
       "      <td>OVID</td>\n",
       "      <td>OVID THERAPEUTICS INC</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.81</td>\n",
       "      <td>264,354</td>\n",
       "      <td>478,480.74</td>\n",
       "      <td>478,480.74</td>\n",
       "      <td>Health Care</td>\n",
       "      <td>BYPFK63</td>\n",
       "      <td>US6904691010</td>\n",
       "      <td>NASDAQ</td>\n",
       "      <td>['Dr. Jeremy Max Levin', 'Dr. Matthew J. Durin...</td>\n",
       "      <td>Ovid Therapeutics Inc.</td>\n",
       "      <td>['Healthcare', 'Biotechnology']</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1941</th>\n",
       "      <td>SCPH</td>\n",
       "      <td>SCPHARMACEUTICALS INC</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3.01</td>\n",
       "      <td>155,509</td>\n",
       "      <td>468,082.09</td>\n",
       "      <td>468,082.09</td>\n",
       "      <td>Health Care</td>\n",
       "      <td>BYX2Z16</td>\n",
       "      <td>US8106481059</td>\n",
       "      <td>NASDAQ</td>\n",
       "      <td>['Mr. John H. Tucker', 'Ms. Rachael  Nokes', '...</td>\n",
       "      <td>scPharmaceuticals Inc.</td>\n",
       "      <td>['Healthcare', 'Biotechnology']</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1942</th>\n",
       "      <td>CIX</td>\n",
       "      <td>COMPX INTERNATIONAL INC</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.00</td>\n",
       "      <td>14.28</td>\n",
       "      <td>32,623</td>\n",
       "      <td>465,856.44</td>\n",
       "      <td>465,856.44</td>\n",
       "      <td>Industrials</td>\n",
       "      <td>2201908</td>\n",
       "      <td>US20563P1012</td>\n",
       "      <td>Nyse Mkt Llc</td>\n",
       "      <td>['Mr. Scott C. James', 'Mr. Andrew B. Nace', '...</td>\n",
       "      <td>CompX International Inc.</td>\n",
       "      <td>['Industrials', 'Security &amp; Protection Services']</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1943</th>\n",
       "      <td>AINC</td>\n",
       "      <td>ASHFORD INC</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.00</td>\n",
       "      <td>34.20</td>\n",
       "      <td>13,629</td>\n",
       "      <td>466,111.8</td>\n",
       "      <td>466,111.8</td>\n",
       "      <td>Financials</td>\n",
       "      <td>BSJRS58</td>\n",
       "      <td>US0441041078</td>\n",
       "      <td>Nyse Mkt Llc</td>\n",
       "      <td>['Mr. Montgomery J. Bennett IV', 'Mr. J. Robis...</td>\n",
       "      <td>Ashford Inc.</td>\n",
       "      <td>['Financial Services', 'Asset Management']</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1944</th>\n",
       "      <td>HK</td>\n",
       "      <td>HALCON RESOURCES CORP</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.16</td>\n",
       "      <td>2,744,313</td>\n",
       "      <td>451,988.35</td>\n",
       "      <td>451,988.35</td>\n",
       "      <td>Energy</td>\n",
       "      <td>BYVBXW2</td>\n",
       "      <td>US40537Q6052</td>\n",
       "      <td>New York Stock Exchange Inc.</td>\n",
       "      <td>['Mr. Jon C. Wright', 'Mr. Floyd C. Wilson', '...</td>\n",
       "      <td>Halcón Resources Corporation</td>\n",
       "      <td>['Energy', 'Oil &amp; Gas E&amp;P']</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1945</th>\n",
       "      <td>ZN</td>\n",
       "      <td>ZION OIL AND GAS INC</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1,089,785</td>\n",
       "      <td>436,458.89</td>\n",
       "      <td>436,458.89</td>\n",
       "      <td>Energy</td>\n",
       "      <td>B1LSSB6</td>\n",
       "      <td>US9896961094</td>\n",
       "      <td>NASDAQ</td>\n",
       "      <td>['Mr. John M. Brown', 'Mr. William H. Avery', ...</td>\n",
       "      <td>Zion Oil &amp; Gas, Inc.</td>\n",
       "      <td>['Energy', 'Oil &amp; Gas E&amp;P']</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1946</th>\n",
       "      <td>PES</td>\n",
       "      <td>PIONEER ENERGY SERVICES CORP</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.27</td>\n",
       "      <td>1,499,589</td>\n",
       "      <td>406,538.58</td>\n",
       "      <td>406,538.58</td>\n",
       "      <td>Energy</td>\n",
       "      <td>B68D808</td>\n",
       "      <td>US7236641087</td>\n",
       "      <td>New York Stock Exchange Inc.</td>\n",
       "      <td>['Mr. William Stacy Locke', 'Mr. Lorne E. Phil...</td>\n",
       "      <td>Pioneer Energy Services Corp.</td>\n",
       "      <td>['Energy', 'Oil &amp; Gas Drilling']</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1947</th>\n",
       "      <td>KEG</td>\n",
       "      <td>KEY ENERGY SERVICES INC</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.89</td>\n",
       "      <td>202,273</td>\n",
       "      <td>382,295.97</td>\n",
       "      <td>382,295.97</td>\n",
       "      <td>Energy</td>\n",
       "      <td>BYXLVY8</td>\n",
       "      <td>US49309J1034</td>\n",
       "      <td>New York Stock Exchange Inc.</td>\n",
       "      <td>['Mr. Robert J. Saltiel', 'Mr. J. Marshall Dod...</td>\n",
       "      <td>Key Energy Services, Inc.</td>\n",
       "      <td>['Energy', 'Oil &amp; Gas Equipment &amp; Services']</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1948</th>\n",
       "      <td>AMR</td>\n",
       "      <td>ALTA MESA RESOURCES INC CLASS A</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.18</td>\n",
       "      <td>2,071,478</td>\n",
       "      <td>373,073.19</td>\n",
       "      <td>373,073.19</td>\n",
       "      <td>Energy</td>\n",
       "      <td>BG20612</td>\n",
       "      <td>US02133L1098</td>\n",
       "      <td>NASDAQ</td>\n",
       "      <td>['Mr. James T. Hackett', 'Mr. David  Murrell',...</td>\n",
       "      <td>Alta Mesa Resources, Inc.</td>\n",
       "      <td>['Industrials', 'Conglomerates']</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1949</th>\n",
       "      <td>SNNA</td>\n",
       "      <td>SIENNA BIOPHARMACEUTICALS INC</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.03</td>\n",
       "      <td>334,718</td>\n",
       "      <td>344,759.54</td>\n",
       "      <td>344,759.54</td>\n",
       "      <td>Health Care</td>\n",
       "      <td>BF1BKK6</td>\n",
       "      <td>US82622H1086</td>\n",
       "      <td>NASDAQ</td>\n",
       "      <td>['Dr. Frederick C. Beddingfield III', 'Mr. Tim...</td>\n",
       "      <td>Sienna Biopharmaceuticals, Inc.</td>\n",
       "      <td>['Healthcare', 'Biotechnology']</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1950</th>\n",
       "      <td>QES</td>\n",
       "      <td>QUINTANA ENERGY SERVICES INC</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.19</td>\n",
       "      <td>140,170</td>\n",
       "      <td>306,972.3</td>\n",
       "      <td>306,972.3</td>\n",
       "      <td>Energy</td>\n",
       "      <td>BF1GM38</td>\n",
       "      <td>US74875T1034</td>\n",
       "      <td>New York Stock Exchange Inc.</td>\n",
       "      <td>['Mr. Rogers Daniel Herndon', 'Mr. Keefer M. L...</td>\n",
       "      <td>Quintana Energy Services Inc.</td>\n",
       "      <td>['Energy', 'Oil &amp; Gas Equipment &amp; Services']</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1951</th>\n",
       "      <td>FRAN</td>\n",
       "      <td>FRANCESCAS HOLDINGS CORP</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.42</td>\n",
       "      <td>727,427</td>\n",
       "      <td>303,409.8</td>\n",
       "      <td>303,409.8</td>\n",
       "      <td>Consumer Discretionary</td>\n",
       "      <td>B4RM4H1</td>\n",
       "      <td>US3517931040</td>\n",
       "      <td>NASDAQ</td>\n",
       "      <td>['Ms. Kelly M. Dilts', 'Mr. Michael D. Prender...</td>\n",
       "      <td>Francesca's Holdings Corporation</td>\n",
       "      <td>['Consumer Cyclical', 'Apparel Stores']</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1952</th>\n",
       "      <td>NH</td>\n",
       "      <td>NANTHEALTH INC</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.60</td>\n",
       "      <td>505,883</td>\n",
       "      <td>305,755.69</td>\n",
       "      <td>305,755.69</td>\n",
       "      <td>Health Care</td>\n",
       "      <td>BDCPKV4</td>\n",
       "      <td>US6301041074</td>\n",
       "      <td>NASDAQ</td>\n",
       "      <td>['Dr. Patrick  Soon-Shiong F.A.C.S., FRCS (C),...</td>\n",
       "      <td>NantHealth, Inc.</td>\n",
       "      <td>['Technology', 'Health Information Services']</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1953</th>\n",
       "      <td>AREX</td>\n",
       "      <td>APPROACH RESOURCES INC</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.34</td>\n",
       "      <td>887,603</td>\n",
       "      <td>299,832.29</td>\n",
       "      <td>299,832.29</td>\n",
       "      <td>Energy</td>\n",
       "      <td>B28RSK2</td>\n",
       "      <td>US03834A1034</td>\n",
       "      <td>NASDAQ</td>\n",
       "      <td>['Mr. Sergei  Krylov', 'Mr. J. Curtis Henderso...</td>\n",
       "      <td>Approach Resources, Inc.</td>\n",
       "      <td>['Energy', 'Oil &amp; Gas E&amp;P']</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1954</th>\n",
       "      <td>XFOR</td>\n",
       "      <td>X4 PHARMACEUTICALS INC</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.00</td>\n",
       "      <td>15.50</td>\n",
       "      <td>16,279</td>\n",
       "      <td>252,324.5</td>\n",
       "      <td>252,324.5</td>\n",
       "      <td>Health Care</td>\n",
       "      <td>BFY8WQ4</td>\n",
       "      <td>US98420X1037</td>\n",
       "      <td>NASDAQ</td>\n",
       "      <td>['Dr. Paula  Ragan', 'Dr. Renato T. Skerlj Ph....</td>\n",
       "      <td>X4 Pharmaceuticals, Inc.</td>\n",
       "      <td>['Healthcare', 'Biotechnology']</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1955</th>\n",
       "      <td>BW</td>\n",
       "      <td>BABCOCK AND WILCOX ENTERPRISES INC</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.36</td>\n",
       "      <td>655,613</td>\n",
       "      <td>236,020.68</td>\n",
       "      <td>236,020.68</td>\n",
       "      <td>Industrials</td>\n",
       "      <td>BZ0W7V0</td>\n",
       "      <td>US05614L1008</td>\n",
       "      <td>New York Stock Exchange Inc.</td>\n",
       "      <td>['Mr. Kenneth M. Young', 'Mr. J. André Hall', ...</td>\n",
       "      <td>Babcock &amp; Wilcox Enterprises, Inc.</td>\n",
       "      <td>['Industrials', 'Diversified Industrials']</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1956</th>\n",
       "      <td>AAC</td>\n",
       "      <td>AAC HLDG INC</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.70</td>\n",
       "      <td>291,844</td>\n",
       "      <td>203,006.69</td>\n",
       "      <td>203,006.69</td>\n",
       "      <td>Health Care</td>\n",
       "      <td>BQZJBY4</td>\n",
       "      <td>US0003071083</td>\n",
       "      <td>New York Stock Exchange Inc.</td>\n",
       "      <td>['Mr. Michael T. Cartwright', 'Mr. Andrew W. M...</td>\n",
       "      <td>AAC Holdings, Inc.</td>\n",
       "      <td>['Healthcare', 'Medical Care']</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1957</th>\n",
       "      <td>ZOM</td>\n",
       "      <td>ZOMEDICA PHARMACEUTICALS CORP</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.25</td>\n",
       "      <td>806,885</td>\n",
       "      <td>201,156.43</td>\n",
       "      <td>201,156.43</td>\n",
       "      <td>Health Care</td>\n",
       "      <td>BD1RJ47</td>\n",
       "      <td>CA98979F1071</td>\n",
       "      <td>Nyse Mkt Llc</td>\n",
       "      <td>['Mr. Gerald L. Solensky Jr.', 'Mr. Shameze  R...</td>\n",
       "      <td>Zomedica Pharmaceuticals Corp.</td>\n",
       "      <td>['Healthcare', 'Drug Manufacturers - Specialty...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1958</th>\n",
       "      <td>ROSE</td>\n",
       "      <td>ROSEHILL RESOURCES INC CLASS A</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3.60</td>\n",
       "      <td>50,214</td>\n",
       "      <td>180,770.4</td>\n",
       "      <td>180,770.4</td>\n",
       "      <td>Energy</td>\n",
       "      <td>BD0B4R8</td>\n",
       "      <td>US7773851057</td>\n",
       "      <td>NASDAQ</td>\n",
       "      <td>['Mr. Robert Craig Owen', 'Mr. Brian K. Ayers'...</td>\n",
       "      <td>Rosehill Resources Inc.</td>\n",
       "      <td>['Energy', 'Oil &amp; Gas E&amp;P']</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1959</th>\n",
       "      <td>NES</td>\n",
       "      <td>NUVERRA ENVIRONMENTAL SOLUTIONS IN</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.00</td>\n",
       "      <td>4.80</td>\n",
       "      <td>34,204</td>\n",
       "      <td>164,179.2</td>\n",
       "      <td>164,179.2</td>\n",
       "      <td>Energy</td>\n",
       "      <td>BYXGGJ3</td>\n",
       "      <td>US67091K3023</td>\n",
       "      <td>Nyse Mkt Llc</td>\n",
       "      <td>['Mr. Charles K. Thompson', 'Mr. Robert Young ...</td>\n",
       "      <td>Nuverra Environmental Solutions, Inc.</td>\n",
       "      <td>['Industrials', 'Waste Management']</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1960</th>\n",
       "      <td>IMUX</td>\n",
       "      <td>IMMUNIC INC</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.00</td>\n",
       "      <td>9.30</td>\n",
       "      <td>15,635</td>\n",
       "      <td>145,405.5</td>\n",
       "      <td>145,405.5</td>\n",
       "      <td>Health Care</td>\n",
       "      <td>BJ0LV13</td>\n",
       "      <td>US4525EP1011</td>\n",
       "      <td>NASDAQ</td>\n",
       "      <td>['Dr. Daniel  Vitt', 'Dr. Manfred  Gröppel', '...</td>\n",
       "      <td>Immunic, Inc.</td>\n",
       "      <td>['Healthcare', 'Biotechnology']</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1961</th>\n",
       "      <td>ONCT</td>\n",
       "      <td>ONCTERNAL THERAPEUTICS INC</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.00</td>\n",
       "      <td>6.81</td>\n",
       "      <td>13,435</td>\n",
       "      <td>91,492.35</td>\n",
       "      <td>91,492.35</td>\n",
       "      <td>Health Care</td>\n",
       "      <td>BKBVW83</td>\n",
       "      <td>US68236P1075</td>\n",
       "      <td>NASDAQ</td>\n",
       "      <td>['Dr. James B. Breitmeyer', 'Mr. Richard G. Vi...</td>\n",
       "      <td>Oncternal Therapeutics, Inc.</td>\n",
       "      <td>['Healthcare', 'Biotechnology']</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1962</th>\n",
       "      <td>FCEL</td>\n",
       "      <td>FUELCELL ENERGY INC</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.20</td>\n",
       "      <td>158,206</td>\n",
       "      <td>31,657.02</td>\n",
       "      <td>31,657.02</td>\n",
       "      <td>Industrials</td>\n",
       "      <td>BK6S6J8</td>\n",
       "      <td>US35952H6018</td>\n",
       "      <td>NASDAQ</td>\n",
       "      <td>['Ms. Jennifer D. Arasimowicz Esq.', 'Mr. Mich...</td>\n",
       "      <td>FuelCell Energy, Inc.</td>\n",
       "      <td>['Utilities', 'Utilities - Independent Power P...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1963</th>\n",
       "      <td>GTXI</td>\n",
       "      <td>GTXI INC - CVR</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.05</td>\n",
       "      <td>13,273</td>\n",
       "      <td>27,209.65</td>\n",
       "      <td>27,209.65</td>\n",
       "      <td>Health Care</td>\n",
       "      <td>9952B27</td>\n",
       "      <td>-</td>\n",
       "      <td>NASDAQ</td>\n",
       "      <td>['Dr. Robert James Wills B.S., M.S., Ph.D.', '...</td>\n",
       "      <td>GTx, Inc.</td>\n",
       "      <td>['Healthcare', 'Biotechnology']</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1964 rows × 17 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Ticker                                Name Asset Class  Weight (%)  \\\n",
       "0      ARRY                 ARRAY BIOPHARMA INC      Equity        0.48   \n",
       "1       TTD              TRADE DESK INC CLASS A      Equity        0.40   \n",
       "2      ETSY                            ETSY INC      Equity        0.39   \n",
       "3      FIVE                      FIVE BELOW INC      Equity        0.35   \n",
       "4      COUP                  COUPA SOFTWARE INC      Equity        0.35   \n",
       "5      PLNT          PLANET FITNESS INC CLASS A      Equity        0.33   \n",
       "6      HUBS                         HUBSPOT INC      Equity        0.33   \n",
       "7      CIEN                          CIENA CORP      Equity        0.31   \n",
       "8       HAE                    HAEMONETICS CORP      Equity        0.30   \n",
       "9       WWD                        WOODWARD INC      Equity        0.30   \n",
       "10     CREE                            CREE INC      Equity        0.29   \n",
       "11      CUZ         COUSINS PROPERTIES REIT INC      Equity        0.28   \n",
       "12     COLD              AMERICOLD REALTY TRUST      Equity        0.26   \n",
       "13     ENTG                        ENTEGRIS INC      Equity        0.26   \n",
       "14      IDA                         IDACORP INC      Equity        0.26   \n",
       "15     MDSO              MEDIDATA SOLUTIONS INC      Equity        0.26   \n",
       "16      PRI                       PRIMERICA INC      Equity        0.26   \n",
       "17     DECK                DECKERS OUTDOOR CORP      Equity        0.25   \n",
       "18     CACI      CACI INTERNATIONAL INC CLASS A      Equity        0.25   \n",
       "19      POR           PORTLAND GENERAL ELECTRIC      Equity        0.24   \n",
       "20      RDN                    RADIAN GROUP INC      Equity        0.24   \n",
       "21      SWX          SOUTHWEST GAS HOLDINGS INC      Equity        0.24   \n",
       "22      OGS                         ONE GAS INC      Equity        0.24   \n",
       "23      EME                     EMCOR GROUP INC      Equity        0.24   \n",
       "24      MTG                MGIC INVESTMENT CORP      Equity        0.24   \n",
       "25      MMS                         MAXIMUS INC      Equity        0.23   \n",
       "26      NSP                       INSPERITY INC      Equity        0.23   \n",
       "27     KMPR                         KEMPER CORP      Equity        0.23   \n",
       "28       ZS                         ZSCALER INC      Equity        0.23   \n",
       "29     OLLI  OLLIES BARGAIN OUTLET HOLDINGS INC      Equity        0.23   \n",
       "...     ...                                 ...         ...         ...   \n",
       "1934   JILL                          J JILL INC      Equity        0.00   \n",
       "1935   LLEX                    LILIS ENERGY INC      Equity        0.00   \n",
       "1936   ECOR                         ELECTROCORE      Equity        0.00   \n",
       "1937   TLGT                        TELIGENT INC      Equity        0.00   \n",
       "1938   INNT     INNOVATE BIOPHARMACEUTICALS INC      Equity        0.00   \n",
       "1939   MARK                 REMARK HOLDINGS INC      Equity        0.00   \n",
       "1940   OVID               OVID THERAPEUTICS INC      Equity        0.00   \n",
       "1941   SCPH               SCPHARMACEUTICALS INC      Equity        0.00   \n",
       "1942    CIX             COMPX INTERNATIONAL INC      Equity        0.00   \n",
       "1943   AINC                         ASHFORD INC      Equity        0.00   \n",
       "1944     HK               HALCON RESOURCES CORP      Equity        0.00   \n",
       "1945     ZN                ZION OIL AND GAS INC      Equity        0.00   \n",
       "1946    PES        PIONEER ENERGY SERVICES CORP      Equity        0.00   \n",
       "1947    KEG             KEY ENERGY SERVICES INC      Equity        0.00   \n",
       "1948    AMR     ALTA MESA RESOURCES INC CLASS A      Equity        0.00   \n",
       "1949   SNNA       SIENNA BIOPHARMACEUTICALS INC      Equity        0.00   \n",
       "1950    QES        QUINTANA ENERGY SERVICES INC      Equity        0.00   \n",
       "1951   FRAN            FRANCESCAS HOLDINGS CORP      Equity        0.00   \n",
       "1952     NH                      NANTHEALTH INC      Equity        0.00   \n",
       "1953   AREX              APPROACH RESOURCES INC      Equity        0.00   \n",
       "1954   XFOR              X4 PHARMACEUTICALS INC      Equity        0.00   \n",
       "1955     BW  BABCOCK AND WILCOX ENTERPRISES INC      Equity        0.00   \n",
       "1956    AAC                        AAC HLDG INC      Equity        0.00   \n",
       "1957    ZOM       ZOMEDICA PHARMACEUTICALS CORP      Equity        0.00   \n",
       "1958   ROSE      ROSEHILL RESOURCES INC CLASS A      Equity        0.00   \n",
       "1959    NES  NUVERRA ENVIRONMENTAL SOLUTIONS IN      Equity        0.00   \n",
       "1960   IMUX                         IMMUNIC INC      Equity        0.00   \n",
       "1961   ONCT          ONCTERNAL THERAPEUTICS INC      Equity        0.00   \n",
       "1962   FCEL                 FUELCELL ENERGY INC      Equity        0.00   \n",
       "1963   GTXI                      GTXI INC - CVR      Equity        0.00   \n",
       "\n",
       "       Price     Shares    Market Value  Notional Value  \\\n",
       "0      46.20  4,391,887   202,905,179.4   202,905,179.4   \n",
       "1     241.34    692,703  167,176,942.02  167,176,942.02   \n",
       "2      65.78  2,483,715   163,378,772.7   163,378,772.7   \n",
       "3     131.29  1,134,785  148,985,922.65  148,985,922.65   \n",
       "4     126.72  1,158,406  146,793,208.32  146,793,208.32   \n",
       "5      76.01  1,837,527  139,670,427.27  139,670,427.27   \n",
       "6     178.76    770,021  137,648,953.96  137,648,953.96   \n",
       "7      43.52  2,977,947  129,600,253.44  129,600,253.44   \n",
       "8     117.45  1,067,157  125,337,589.65  125,337,589.65   \n",
       "9     112.24  1,115,000     125,147,600     125,147,600   \n",
       "10     57.15  2,154,711  123,141,733.65  123,141,733.65   \n",
       "11     38.25  3,071,453  117,483,077.25  117,483,077.25   \n",
       "12     33.98  3,275,909  111,315,387.82  111,315,387.82   \n",
       "13     37.81  2,940,353  111,174,746.93  111,174,746.93   \n",
       "14    105.62  1,049,998  110,900,788.76  110,900,788.76   \n",
       "15     90.88  1,198,866  108,952,942.08  108,952,942.08   \n",
       "16    120.93    898,343  108,636,618.99  108,636,618.99   \n",
       "17    175.50    606,752     106,484,976     106,484,976   \n",
       "18    203.44    511,198  103,998,121.12  103,998,121.12   \n",
       "19     55.55  1,859,602   103,300,891.1   103,300,891.1   \n",
       "20     22.89  4,512,678  103,295,199.42  103,295,199.42   \n",
       "21     91.24  1,101,430   100,494,473.2   100,494,473.2   \n",
       "22     92.48  1,083,293  100,182,936.64  100,182,936.64   \n",
       "23     83.76  1,191,787   99,824,079.12   99,824,079.12   \n",
       "24     13.44  7,410,497   99,597,079.68   99,597,079.68   \n",
       "25     74.57  1,326,964   98,951,705.48   98,951,705.48   \n",
       "26    123.36    797,410    98,368,497.6    98,368,497.6   \n",
       "27     87.81  1,116,154   98,009,482.74   98,009,482.74   \n",
       "28     77.24  1,265,822   97,772,091.28   97,772,091.28   \n",
       "29     93.08  1,034,600      96,300,568      96,300,568   \n",
       "...      ...        ...             ...             ...   \n",
       "1934    1.65    336,115      554,589.75      554,589.75   \n",
       "1935    0.57    936,177      530,905.98      530,905.98   \n",
       "1936    2.12    250,551      531,168.12      531,168.12   \n",
       "1937    0.65    814,284      529,203.17      529,203.17   \n",
       "1938    1.22    419,721      512,059.62      512,059.62   \n",
       "1939    0.87    557,315      485,867.22      485,867.22   \n",
       "1940    1.81    264,354      478,480.74      478,480.74   \n",
       "1941    3.01    155,509      468,082.09      468,082.09   \n",
       "1942   14.28     32,623      465,856.44      465,856.44   \n",
       "1943   34.20     13,629       466,111.8       466,111.8   \n",
       "1944    0.16  2,744,313      451,988.35      451,988.35   \n",
       "1945    0.40  1,089,785      436,458.89      436,458.89   \n",
       "1946    0.27  1,499,589      406,538.58      406,538.58   \n",
       "1947    1.89    202,273      382,295.97      382,295.97   \n",
       "1948    0.18  2,071,478      373,073.19      373,073.19   \n",
       "1949    1.03    334,718      344,759.54      344,759.54   \n",
       "1950    2.19    140,170       306,972.3       306,972.3   \n",
       "1951    0.42    727,427       303,409.8       303,409.8   \n",
       "1952    0.60    505,883      305,755.69      305,755.69   \n",
       "1953    0.34    887,603      299,832.29      299,832.29   \n",
       "1954   15.50     16,279       252,324.5       252,324.5   \n",
       "1955    0.36    655,613      236,020.68      236,020.68   \n",
       "1956    0.70    291,844      203,006.69      203,006.69   \n",
       "1957    0.25    806,885      201,156.43      201,156.43   \n",
       "1958    3.60     50,214       180,770.4       180,770.4   \n",
       "1959    4.80     34,204       164,179.2       164,179.2   \n",
       "1960    9.30     15,635       145,405.5       145,405.5   \n",
       "1961    6.81     13,435       91,492.35       91,492.35   \n",
       "1962    0.20    158,206       31,657.02       31,657.02   \n",
       "1963    2.05     13,273       27,209.65       27,209.65   \n",
       "\n",
       "                      Sector    SEDOL          ISIN  \\\n",
       "0                Health Care  2678654  US04269X1054   \n",
       "1     Information Technology  BD8FDD1  US88339J1051   \n",
       "2     Consumer Discretionary  BWTN5N1  US29786A1060   \n",
       "3     Consumer Discretionary  B85KFY9  US33829M1018   \n",
       "4     Information Technology  BD87XR1  US22266L1061   \n",
       "5     Consumer Discretionary  BYSFJV8  US72703H1014   \n",
       "6     Information Technology  BR4T3B3  US4435731009   \n",
       "7     Information Technology  B1FLZ21  US1717793095   \n",
       "8                Health Care  2401195  US4050241003   \n",
       "9                Industrials  2948089  US9807451037   \n",
       "10    Information Technology  2232351  US2254471012   \n",
       "11               Real Estate  BJP0MF6  US2227955026   \n",
       "12               Real Estate  B3SKZK7  US03064D1081   \n",
       "13    Information Technology  2599700  US29362U1043   \n",
       "14                 Utilities  2296937  US4511071064   \n",
       "15               Health Care  B5424Q0  US58471A1051   \n",
       "16                Financials  B50K3X8  US74164M1080   \n",
       "17    Consumer Discretionary  2267278  US2435371073   \n",
       "18    Information Technology  2159267  US1271903049   \n",
       "19                 Utilities  B125XQ6  US7365088472   \n",
       "20                Financials  2173911  US7502361014   \n",
       "21                 Utilities  2831888  US8448951025   \n",
       "22                 Utilities  BJ0KXV4  US68235P1084   \n",
       "23               Industrials  2474164  US29084Q1004   \n",
       "24                Financials  2548616  US5528481030   \n",
       "25    Information Technology  2018669  US5779331041   \n",
       "26               Industrials  2007281  US45778Q1076   \n",
       "27                Financials  B52KRV2  US4884011002   \n",
       "28    Information Technology  BZ00V34  US98980G1022   \n",
       "29    Consumer Discretionary  BZ22B38  US6811161099   \n",
       "...                      ...      ...           ...   \n",
       "1934  Consumer Discretionary  BDZTVB0  US46620W1027   \n",
       "1935                  Energy  BDFB7S5  US5324032011   \n",
       "1936             Health Care  BFMLP44  US28531P1030   \n",
       "1937             Health Care  BYVJMJ6  US87960W1045   \n",
       "1938             Health Care  BD964Q3  US45782F1057   \n",
       "1939  Consumer Discretionary  BZ0XMW9  US75955K1025   \n",
       "1940             Health Care  BYPFK63  US6904691010   \n",
       "1941             Health Care  BYX2Z16  US8106481059   \n",
       "1942             Industrials  2201908  US20563P1012   \n",
       "1943              Financials  BSJRS58  US0441041078   \n",
       "1944                  Energy  BYVBXW2  US40537Q6052   \n",
       "1945                  Energy  B1LSSB6  US9896961094   \n",
       "1946                  Energy  B68D808  US7236641087   \n",
       "1947                  Energy  BYXLVY8  US49309J1034   \n",
       "1948                  Energy  BG20612  US02133L1098   \n",
       "1949             Health Care  BF1BKK6  US82622H1086   \n",
       "1950                  Energy  BF1GM38  US74875T1034   \n",
       "1951  Consumer Discretionary  B4RM4H1  US3517931040   \n",
       "1952             Health Care  BDCPKV4  US6301041074   \n",
       "1953                  Energy  B28RSK2  US03834A1034   \n",
       "1954             Health Care  BFY8WQ4  US98420X1037   \n",
       "1955             Industrials  BZ0W7V0  US05614L1008   \n",
       "1956             Health Care  BQZJBY4  US0003071083   \n",
       "1957             Health Care  BD1RJ47  CA98979F1071   \n",
       "1958                  Energy  BD0B4R8  US7773851057   \n",
       "1959                  Energy  BYXGGJ3  US67091K3023   \n",
       "1960             Health Care  BJ0LV13  US4525EP1011   \n",
       "1961             Health Care  BKBVW83  US68236P1075   \n",
       "1962             Industrials  BK6S6J8  US35952H6018   \n",
       "1963             Health Care  9952B27             -   \n",
       "\n",
       "                          Exchange  \\\n",
       "0                           NASDAQ   \n",
       "1                           NASDAQ   \n",
       "2                           NASDAQ   \n",
       "3                           NASDAQ   \n",
       "4                           NASDAQ   \n",
       "5     New York Stock Exchange Inc.   \n",
       "6     New York Stock Exchange Inc.   \n",
       "7     New York Stock Exchange Inc.   \n",
       "8     New York Stock Exchange Inc.   \n",
       "9                           NASDAQ   \n",
       "10                          NASDAQ   \n",
       "11    New York Stock Exchange Inc.   \n",
       "12    New York Stock Exchange Inc.   \n",
       "13                          NASDAQ   \n",
       "14    New York Stock Exchange Inc.   \n",
       "15                          NASDAQ   \n",
       "16    New York Stock Exchange Inc.   \n",
       "17    New York Stock Exchange Inc.   \n",
       "18    New York Stock Exchange Inc.   \n",
       "19    New York Stock Exchange Inc.   \n",
       "20    New York Stock Exchange Inc.   \n",
       "21    New York Stock Exchange Inc.   \n",
       "22    New York Stock Exchange Inc.   \n",
       "23    New York Stock Exchange Inc.   \n",
       "24    New York Stock Exchange Inc.   \n",
       "25    New York Stock Exchange Inc.   \n",
       "26    New York Stock Exchange Inc.   \n",
       "27    New York Stock Exchange Inc.   \n",
       "28                          NASDAQ   \n",
       "29                          NASDAQ   \n",
       "...                            ...   \n",
       "1934  New York Stock Exchange Inc.   \n",
       "1935                  Nyse Mkt Llc   \n",
       "1936                        NASDAQ   \n",
       "1937                        NASDAQ   \n",
       "1938                        NASDAQ   \n",
       "1939                        NASDAQ   \n",
       "1940                        NASDAQ   \n",
       "1941                        NASDAQ   \n",
       "1942                  Nyse Mkt Llc   \n",
       "1943                  Nyse Mkt Llc   \n",
       "1944  New York Stock Exchange Inc.   \n",
       "1945                        NASDAQ   \n",
       "1946  New York Stock Exchange Inc.   \n",
       "1947  New York Stock Exchange Inc.   \n",
       "1948                        NASDAQ   \n",
       "1949                        NASDAQ   \n",
       "1950  New York Stock Exchange Inc.   \n",
       "1951                        NASDAQ   \n",
       "1952                        NASDAQ   \n",
       "1953                        NASDAQ   \n",
       "1954                        NASDAQ   \n",
       "1955  New York Stock Exchange Inc.   \n",
       "1956  New York Stock Exchange Inc.   \n",
       "1957                  Nyse Mkt Llc   \n",
       "1958                        NASDAQ   \n",
       "1959                  Nyse Mkt Llc   \n",
       "1960                        NASDAQ   \n",
       "1961                        NASDAQ   \n",
       "1962                        NASDAQ   \n",
       "1963                        NASDAQ   \n",
       "\n",
       "                                             Executives  \\\n",
       "0     ['Mr. Ron  Squarer', 'Mr. Jason  Haddock', 'Mr...   \n",
       "1     ['Mr. Jeffrey Terry Green', 'Mr. David R. Pick...   \n",
       "2     ['Mr. Joshua G. Silverman', 'Ms. Rachel C. Gla...   \n",
       "3     ['Mr. Joel D. Anderson', 'Mr. Kenneth R. Bull'...   \n",
       "4     ['Mr. Robert  Bernshteyn', 'Mr. Todd R. Ford',...   \n",
       "5     ['Mr. Christopher J. Rondeau', 'Mr. Dorvin Don...   \n",
       "6     ['Mr. Brian  Halligan J.D.', 'Mr. J. Donald Sh...   \n",
       "7     ['Dr. Patrick H. Nettles', 'Mr. Gary B. Smith'...   \n",
       "8     ['Mr. Christopher  Simon', 'Mr. William P. Bur...   \n",
       "9     ['Mr. Thomas A. Gendron', 'Mr. Robert F. Weber...   \n",
       "10    ['Mr. Gregg A. Lowe', 'Dr. John W. Palmour', '...   \n",
       "11    ['Mr. Lawrence L. Gellerstedt III', 'Mr. Micha...   \n",
       "12    ['Mr. Fred W. Boehler', 'Mr. Marc Jason Smerno...   \n",
       "13    ['Mr. Bertrand  Loy', 'Mr. Gregory B. Graves',...   \n",
       "14    ['Mr. Darrel Thomas Anderson', 'Mr. Steven R. ...   \n",
       "15    ['Mr. Tarek A. Sherif', 'Mr. Glen M. de Vries'...   \n",
       "16    ['Mr. Glenn Jackson Williams', 'Mr. Peter Wayn...   \n",
       "17    ['Mr. David  Powers', 'Mr. David E. Lafitte J....   \n",
       "18    ['Dr. J. Phillip London', 'Mr. Kenneth  Asbury...   \n",
       "19    ['Ms. Maria MacGregor Pope', 'Mr. James F. Lob...   \n",
       "20    ['Mr. Richard G. Thornberry', 'Mr. J. Franklin...   \n",
       "21    ['Mr. John P. Hester', 'Mr. Gregory J. Peterso...   \n",
       "22    ['Mr. Pierce H. Norton II', 'Ms. Caron A. Lawh...   \n",
       "23    ['Mr. Anthony J. Guzzi', 'Mr. Mark A. Pompa', ...   \n",
       "24    ['Mr. Patrick  Sinks', 'Mr. Timothy James Matt...   \n",
       "25    ['Mr. Bruce L. Caswell', 'Mr. Richard A. Monto...   \n",
       "26    ['Mr. Paul J. Sarvadi', 'Mr. A. Steve Arizpe',...   \n",
       "27    ['Mr. Joseph Patrick Lacher Jr.', 'Mr. James J...   \n",
       "28    ['Mr. Jagtar S. Chaudhry', 'Mr. Remo E. Caness...   \n",
       "29    ['Mr. Mark  Butler', 'Mr. Jay  Stasz', 'Mr. Jo...   \n",
       "...                                                 ...   \n",
       "1934  ['Ms. Linda  Heasley', 'Mr. Brian  Beitler', '...   \n",
       "1935  ['Mr. Joseph C. Daches', 'Mr. James W. Denny',...   \n",
       "1936  ['Mr. Francis R. Amato', 'Mr. Joseph P. Errico...   \n",
       "1937  ['Mr. Jason  Grenfell-Gardner M.B.A., M.B.A', ...   \n",
       "1938  ['Mr. Sandeep  Laumas M.D.', 'Mr. Jay P. Madan...   \n",
       "1939  ['Mr. Kai-Shing  Tao', 'Ms. Alison  Davidson',...   \n",
       "1940  ['Dr. Jeremy Max Levin', 'Dr. Matthew J. Durin...   \n",
       "1941  ['Mr. John H. Tucker', 'Ms. Rachael  Nokes', '...   \n",
       "1942  ['Mr. Scott C. James', 'Mr. Andrew B. Nace', '...   \n",
       "1943  ['Mr. Montgomery J. Bennett IV', 'Mr. J. Robis...   \n",
       "1944  ['Mr. Jon C. Wright', 'Mr. Floyd C. Wilson', '...   \n",
       "1945  ['Mr. John M. Brown', 'Mr. William H. Avery', ...   \n",
       "1946  ['Mr. William Stacy Locke', 'Mr. Lorne E. Phil...   \n",
       "1947  ['Mr. Robert J. Saltiel', 'Mr. J. Marshall Dod...   \n",
       "1948  ['Mr. James T. Hackett', 'Mr. David  Murrell',...   \n",
       "1949  ['Dr. Frederick C. Beddingfield III', 'Mr. Tim...   \n",
       "1950  ['Mr. Rogers Daniel Herndon', 'Mr. Keefer M. L...   \n",
       "1951  ['Ms. Kelly M. Dilts', 'Mr. Michael D. Prender...   \n",
       "1952  ['Dr. Patrick  Soon-Shiong F.A.C.S., FRCS (C),...   \n",
       "1953  ['Mr. Sergei  Krylov', 'Mr. J. Curtis Henderso...   \n",
       "1954  ['Dr. Paula  Ragan', 'Dr. Renato T. Skerlj Ph....   \n",
       "1955  ['Mr. Kenneth M. Young', 'Mr. J. André Hall', ...   \n",
       "1956  ['Mr. Michael T. Cartwright', 'Mr. Andrew W. M...   \n",
       "1957  ['Mr. Gerald L. Solensky Jr.', 'Mr. Shameze  R...   \n",
       "1958  ['Mr. Robert Craig Owen', 'Mr. Brian K. Ayers'...   \n",
       "1959  ['Mr. Charles K. Thompson', 'Mr. Robert Young ...   \n",
       "1960  ['Dr. Daniel  Vitt', 'Dr. Manfred  Gröppel', '...   \n",
       "1961  ['Dr. James B. Breitmeyer', 'Mr. Richard G. Vi...   \n",
       "1962  ['Ms. Jennifer D. Arasimowicz Esq.', 'Mr. Mich...   \n",
       "1963  ['Dr. Robert James Wills B.S., M.S., Ph.D.', '...   \n",
       "\n",
       "                              Y_Comany_Name  \\\n",
       "0                      Array BioPharma Inc.   \n",
       "1                      The Trade Desk, Inc.   \n",
       "2                                Etsy, Inc.   \n",
       "3                          Five Below, Inc.   \n",
       "4               Coupa Software Incorporated   \n",
       "5                      Planet Fitness, Inc.   \n",
       "6                             HubSpot, Inc.   \n",
       "7                         Ciena Corporation   \n",
       "8                   Haemonetics Corporation   \n",
       "9                            Woodward, Inc.   \n",
       "10                               Cree, Inc.   \n",
       "11          Cousins Properties Incorporated   \n",
       "12                   Americold Realty Trust   \n",
       "13                           Entegris, Inc.   \n",
       "14                            IDACORP, Inc.   \n",
       "15                 Medidata Solutions, Inc.   \n",
       "16                          Primerica, Inc.   \n",
       "17              Deckers Outdoor Corporation   \n",
       "18                   CACI International Inc   \n",
       "19        Portland General Electric Company   \n",
       "20                        Radian Group Inc.   \n",
       "21             Southwest Gas Holdings, Inc.   \n",
       "22                            ONE Gas, Inc.   \n",
       "23                        EMCOR Group, Inc.   \n",
       "24              MGIC Investment Corporation   \n",
       "25                            MAXIMUS, Inc.   \n",
       "26                          Insperity, Inc.   \n",
       "27                       Kemper Corporation   \n",
       "28                            Zscaler, Inc.   \n",
       "29    Ollie's Bargain Outlet Holdings, Inc.   \n",
       "...                                     ...   \n",
       "1934                           J.Jill, Inc.   \n",
       "1935                     Lilis Energy, Inc.   \n",
       "1936                      electroCore, Inc.   \n",
       "1937                         Teligent, Inc.   \n",
       "1938      Innovate Biopharmaceuticals, Inc.   \n",
       "1939                  Remark Holdings, Inc.   \n",
       "1940                 Ovid Therapeutics Inc.   \n",
       "1941                 scPharmaceuticals Inc.   \n",
       "1942               CompX International Inc.   \n",
       "1943                           Ashford Inc.   \n",
       "1944           Halcón Resources Corporation   \n",
       "1945                   Zion Oil & Gas, Inc.   \n",
       "1946          Pioneer Energy Services Corp.   \n",
       "1947              Key Energy Services, Inc.   \n",
       "1948              Alta Mesa Resources, Inc.   \n",
       "1949        Sienna Biopharmaceuticals, Inc.   \n",
       "1950          Quintana Energy Services Inc.   \n",
       "1951       Francesca's Holdings Corporation   \n",
       "1952                       NantHealth, Inc.   \n",
       "1953               Approach Resources, Inc.   \n",
       "1954               X4 Pharmaceuticals, Inc.   \n",
       "1955     Babcock & Wilcox Enterprises, Inc.   \n",
       "1956                     AAC Holdings, Inc.   \n",
       "1957         Zomedica Pharmaceuticals Corp.   \n",
       "1958                Rosehill Resources Inc.   \n",
       "1959  Nuverra Environmental Solutions, Inc.   \n",
       "1960                          Immunic, Inc.   \n",
       "1961           Oncternal Therapeutics, Inc.   \n",
       "1962                  FuelCell Energy, Inc.   \n",
       "1963                              GTx, Inc.   \n",
       "\n",
       "                                        Industry_Sector   Score  \\\n",
       "0                       ['Healthcare', 'Biotechnology']  143754   \n",
       "1              ['Technology', 'Software - Application']       1   \n",
       "2             ['Consumer Cyclical', 'Specialty Retail']  148799   \n",
       "3             ['Consumer Cyclical', 'Specialty Retail']  137367   \n",
       "4           ['Technology', 'Software - Infrastructure']       1   \n",
       "5                      ['Consumer Cyclical', 'Leisure']       1   \n",
       "6              ['Technology', 'Software - Application']  141350   \n",
       "7             ['Technology', 'Communication Equipment']  115615   \n",
       "8      ['Healthcare', 'Medical Instruments & Supplies']  130662   \n",
       "9                ['Industrials', 'Aerospace & Defense']  116670   \n",
       "10                     ['Technology', 'Semiconductors']  111688   \n",
       "11                ['Real Estate', 'REIT - Diversified']   97247   \n",
       "12                 ['Real Estate', 'REIT - Industrial']       0   \n",
       "13    ['Technology', 'Semiconductor Equipment & Mate...  128820   \n",
       "14      ['Utilities', 'Utilities - Regulated Electric']  116188   \n",
       "15        ['Technology', 'Health Information Services']  114345   \n",
       "16           ['Financial Services', 'Insurance - Life']  126770   \n",
       "17      ['Consumer Cyclical', 'Footwear & Accessories']  117712   \n",
       "18    ['Technology', 'Information Technology Services']  122150   \n",
       "19      ['Utilities', 'Utilities - Regulated Electric']  111538   \n",
       "20      ['Financial Services', 'Insurance - Specialty']  106111   \n",
       "21           ['Utilities', 'Utilities - Regulated Gas']  113324   \n",
       "22           ['Utilities', 'Utilities - Regulated Gas']  123146   \n",
       "23        ['Industrials', 'Engineering & Construction']  115208   \n",
       "24      ['Financial Services', 'Insurance - Specialty']  109317   \n",
       "25                 ['Industrials', 'Business Services']  106764   \n",
       "26    ['Industrials', 'Staffing & Outsourcing Servic...  158628   \n",
       "27    ['Financial Services', 'Insurance - Diversified']  125626   \n",
       "28          ['Technology', 'Software - Infrastructure']       0   \n",
       "29            ['Consumer Defensive', 'Discount Stores']       0   \n",
       "...                                                 ...     ...   \n",
       "1934            ['Consumer Cyclical', 'Apparel Stores']       0   \n",
       "1935                        ['Energy', 'Oil & Gas E&P']       0   \n",
       "1936   ['Healthcare', 'Medical Instruments & Supplies']       0   \n",
       "1937  ['Healthcare', 'Drug Manufacturers - Specialty...       0   \n",
       "1938                    ['Healthcare', 'Biotechnology']       0   \n",
       "1939   ['Technology', 'Internet Content & Information']       0   \n",
       "1940                    ['Healthcare', 'Biotechnology']       0   \n",
       "1941                    ['Healthcare', 'Biotechnology']       0   \n",
       "1942  ['Industrials', 'Security & Protection Services']       0   \n",
       "1943         ['Financial Services', 'Asset Management']       0   \n",
       "1944                        ['Energy', 'Oil & Gas E&P']       0   \n",
       "1945                        ['Energy', 'Oil & Gas E&P']       0   \n",
       "1946                   ['Energy', 'Oil & Gas Drilling']       0   \n",
       "1947       ['Energy', 'Oil & Gas Equipment & Services']       0   \n",
       "1948                   ['Industrials', 'Conglomerates']       0   \n",
       "1949                    ['Healthcare', 'Biotechnology']       0   \n",
       "1950       ['Energy', 'Oil & Gas Equipment & Services']       0   \n",
       "1951            ['Consumer Cyclical', 'Apparel Stores']       0   \n",
       "1952      ['Technology', 'Health Information Services']       0   \n",
       "1953                        ['Energy', 'Oil & Gas E&P']       0   \n",
       "1954                    ['Healthcare', 'Biotechnology']       0   \n",
       "1955         ['Industrials', 'Diversified Industrials']       0   \n",
       "1956                     ['Healthcare', 'Medical Care']       0   \n",
       "1957  ['Healthcare', 'Drug Manufacturers - Specialty...       0   \n",
       "1958                        ['Energy', 'Oil & Gas E&P']       0   \n",
       "1959                ['Industrials', 'Waste Management']       0   \n",
       "1960                    ['Healthcare', 'Biotechnology']       0   \n",
       "1961                    ['Healthcare', 'Biotechnology']       0   \n",
       "1962  ['Utilities', 'Utilities - Independent Power P...       0   \n",
       "1963                    ['Healthcare', 'Biotechnology']       0   \n",
       "\n",
       "      Tradingview Bull  \n",
       "0                    4  \n",
       "1                    0  \n",
       "2                    0  \n",
       "3                    0  \n",
       "4                    0  \n",
       "5                    0  \n",
       "6                    0  \n",
       "7                    0  \n",
       "8                    4  \n",
       "9                    0  \n",
       "10                   0  \n",
       "11                   0  \n",
       "12                   0  \n",
       "13                   0  \n",
       "14                   0  \n",
       "15                   0  \n",
       "16                   0  \n",
       "17                   3  \n",
       "18                   0  \n",
       "19                   0  \n",
       "20                   0  \n",
       "21                   1  \n",
       "22                   0  \n",
       "23                   0  \n",
       "24                   0  \n",
       "25                   0  \n",
       "26                   0  \n",
       "27                   0  \n",
       "28                   0  \n",
       "29                   0  \n",
       "...                ...  \n",
       "1934                 0  \n",
       "1935                 0  \n",
       "1936                 0  \n",
       "1937                 0  \n",
       "1938                 0  \n",
       "1939                 0  \n",
       "1940                 0  \n",
       "1941                 0  \n",
       "1942                 0  \n",
       "1943                 0  \n",
       "1944                 0  \n",
       "1945                 0  \n",
       "1946                 0  \n",
       "1947                 0  \n",
       "1948                 0  \n",
       "1949                 0  \n",
       "1950                 0  \n",
       "1951                 0  \n",
       "1952                 0  \n",
       "1953                 0  \n",
       "1954                 0  \n",
       "1955                 0  \n",
       "1956                 0  \n",
       "1957                 0  \n",
       "1958                 0  \n",
       "1959                 0  \n",
       "1960                 3  \n",
       "1961                 0  \n",
       "1962                 0  \n",
       "1963                 0  \n",
       "\n",
       "[1964 rows x 17 columns]"
      ]
     },
     "execution_count": 303,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "russ2000"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 230,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'NXST'"
      ]
     },
     "execution_count": 230,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "russ2000.loc[33][0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 280,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'MSFT'"
      ]
     },
     "execution_count": 280,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "above3[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 288,
   "metadata": {},
   "outputs": [],
   "source": [
    "above3.sort()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 301,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "87"
      ]
     },
     "execution_count": 301,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(above7)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 302,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "ad1c60ebbd0e4a5e9d9e74b02afb48b7"
      }
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "zazu ARRY 0\n",
      "zazu HAE 8\n",
      "zazu GNRC 51\n",
      "zazu ROLL 68\n",
      "zazu GBT 99\n",
      "zazu TREE 106\n",
      "zazu SAM 163\n",
      "zazu RH 271\n",
      "zazu MRTX 277\n",
      "zazu BID 325\n",
      "zazu XNCR 424\n",
      "zazu IIPR 633\n",
      "zazu WRLD 693\n",
      "zazu USNA 722\n",
      "zazu MLAB 813\n",
      "zazu GTHX 922\n",
      "\n"
     ]
    }
   ],
   "source": [
    "for i in tqdm(range(len(russ2000))):\n",
    "    for x in above7:\n",
    "        if x == russ2000.loc[i][0]:\n",
    "            print('zazu '+ x + ' ' + str(i))\n",
    "            russ2000.at[i, 'Tradingview Bull'] = 4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 273,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "d0f0530b5ee44e3d91c52469e63e5a0a"
      }
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "#TRYING TO GET FIVE YEARS OF DATA AND CREATE RANKING SYSTEM BY 1 YEAR AVERAGE PRICES DIFFERENCES\n",
    "#API CUT ME OFF, SO CREATED CLASSES FROM COPY/PASTING FROM A STOCK SCREENER\n",
    "\n",
    "not_for_five = []\n",
    "for po in tqdm(range(len(russ2000))):\n",
    "    try:\n",
    "        stock = russ2000.loc[po][0]\n",
    "        stocko = pandas_datareader.DataReader(stock, 'stooq').reset_index(drop=True)\n",
    "        gg = list(stocko['Open'])\n",
    "        zerp = 0\n",
    "        zerp251 = 251\n",
    "        five_year_averages = []\n",
    "        for i in range(5):\n",
    "            one = gg[zerp:zerp251]\n",
    "            five_year_averages.insert(0, sum(one)/len(one))\n",
    "            zerp += 251\n",
    "            zerp251 += 251\n",
    "            teege = []\n",
    "        for i in range(4):\n",
    "            teege.append(five_year_averages[i+1]/five_year_averages[i])\n",
    "        russ2000.at[po, 'Score'] = 1e+5 * sum(teege)/len(teege)\n",
    "    except:\n",
    "        not_for_five.append(stock)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1.1701242644983956\n"
     ]
    }
   ],
   "source": [
    "if len(stock) > (trading_year * 5):\n",
    "    print(stock[:1]['Open'][0]/stock.iloc[trading_year * 2][0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "26.545"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ge.iloc[trading_year * 2][0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1095"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "365*3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "goog.reset_index(inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "trading_year = 251"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Volume</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>251</th>\n",
       "      <td>2018-06-22</td>\n",
       "      <td>1159.14</td>\n",
       "      <td>1162.5</td>\n",
       "      <td>1147.26</td>\n",
       "      <td>1155.48</td>\n",
       "      <td>1310967</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          Date     Open    High      Low    Close   Volume\n",
       "251 2018-06-22  1159.14  1162.5  1147.26  1155.48  1310967"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "goog.query('Date==\"2018-06-22\"')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "goog = pandas_datareader.DataReader('GOOG', 'stooq')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.971144366197183"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "goog[:-1]['Open'][0]/goog[-1:]['Open'][0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1119.61"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "goog[:-1]['Open'][0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#CREATE CLASSES WITH RANKINGS BY 'INSPECTING ELEMENT' OF STOCK FILTER RESULTS AND PASTING\n",
    "# INTO HTML FILES. \"BULL RANKING\" (AMOUNT STOCK WENT UP) IN OF CLASSES FROM 1 TO 5\n",
    "\n",
    "bullabove = '/home/rocky/Projects/Stock_Execs/tradingbull/stock_datas/bullabove7.html'\n",
    "soup = BeautifulSoup(open(bullabove), \"html.parser\")\n",
    "soup2 = soup.findAll('div', attrs={\"class\":\"tv-screener-table__symbol-right-part\"})\n",
    "soup3 = soup2[1].findAll('a')\n",
    "zabu = []\n",
    "for i in soup2:\n",
    "    xu = i.findAll('a')\n",
    "    zabu.append(str(xu[0].text))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#LIST OF TICKERS IN LIST CLASS 5 ENTERED UNDER CLASS CATAGORY 'Tradingview Bull'\n",
    "for i in tqdm(range(len(russ2000))):\n",
    "    for x in zabu:\n",
    "        if x == russ2000.loc[i][0]:\n",
    "            print('zazu '+ x + ' ' + str(i))\n",
    "            russ2000.at[i, 'Tradingview Bull'] = 5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Ticker</th>\n",
       "      <th>Name</th>\n",
       "      <th>Asset Class</th>\n",
       "      <th>Weight (%)</th>\n",
       "      <th>Price</th>\n",
       "      <th>Shares</th>\n",
       "      <th>Market Value</th>\n",
       "      <th>Notional Value</th>\n",
       "      <th>Sector</th>\n",
       "      <th>SEDOL</th>\n",
       "      <th>ISIN</th>\n",
       "      <th>Exchange</th>\n",
       "      <th>Executives</th>\n",
       "      <th>Y_Comany_Name</th>\n",
       "      <th>Industry_Sector</th>\n",
       "      <th>Tradingview Bull</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ARRY</td>\n",
       "      <td>ARRAY BIOPHARMA INC</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.48</td>\n",
       "      <td>46.20</td>\n",
       "      <td>4,391,887</td>\n",
       "      <td>202,905,179.4</td>\n",
       "      <td>202,905,179.4</td>\n",
       "      <td>Health Care</td>\n",
       "      <td>2678654</td>\n",
       "      <td>US04269X1054</td>\n",
       "      <td>NASDAQ</td>\n",
       "      <td>['Mr. Ron  Squarer', 'Mr. Jason  Haddock', 'Mr...</td>\n",
       "      <td>Array BioPharma Inc.</td>\n",
       "      <td>['Healthcare', 'Biotechnology']</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>TTD</td>\n",
       "      <td>TRADE DESK INC CLASS A</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.40</td>\n",
       "      <td>241.34</td>\n",
       "      <td>692,703</td>\n",
       "      <td>167,176,942.02</td>\n",
       "      <td>167,176,942.02</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>BD8FDD1</td>\n",
       "      <td>US88339J1051</td>\n",
       "      <td>NASDAQ</td>\n",
       "      <td>['Mr. Jeffrey Terry Green', 'Mr. David R. Pick...</td>\n",
       "      <td>The Trade Desk, Inc.</td>\n",
       "      <td>['Technology', 'Software - Application']</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ETSY</td>\n",
       "      <td>ETSY INC</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.39</td>\n",
       "      <td>65.78</td>\n",
       "      <td>2,483,715</td>\n",
       "      <td>163,378,772.7</td>\n",
       "      <td>163,378,772.7</td>\n",
       "      <td>Consumer Discretionary</td>\n",
       "      <td>BWTN5N1</td>\n",
       "      <td>US29786A1060</td>\n",
       "      <td>NASDAQ</td>\n",
       "      <td>['Mr. Joshua G. Silverman', 'Ms. Rachel C. Gla...</td>\n",
       "      <td>Etsy, Inc.</td>\n",
       "      <td>['Consumer Cyclical', 'Specialty Retail']</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>FIVE</td>\n",
       "      <td>FIVE BELOW INC</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.35</td>\n",
       "      <td>131.29</td>\n",
       "      <td>1,134,785</td>\n",
       "      <td>148,985,922.65</td>\n",
       "      <td>148,985,922.65</td>\n",
       "      <td>Consumer Discretionary</td>\n",
       "      <td>B85KFY9</td>\n",
       "      <td>US33829M1018</td>\n",
       "      <td>NASDAQ</td>\n",
       "      <td>['Mr. Joel D. Anderson', 'Mr. Kenneth R. Bull'...</td>\n",
       "      <td>Five Below, Inc.</td>\n",
       "      <td>['Consumer Cyclical', 'Specialty Retail']</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>COUP</td>\n",
       "      <td>COUPA SOFTWARE INC</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.35</td>\n",
       "      <td>126.72</td>\n",
       "      <td>1,158,406</td>\n",
       "      <td>146,793,208.32</td>\n",
       "      <td>146,793,208.32</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>BD87XR1</td>\n",
       "      <td>US22266L1061</td>\n",
       "      <td>NASDAQ</td>\n",
       "      <td>['Mr. Robert  Bernshteyn', 'Mr. Todd R. Ford',...</td>\n",
       "      <td>Coupa Software Incorporated</td>\n",
       "      <td>['Technology', 'Software - Infrastructure']</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>PLNT</td>\n",
       "      <td>PLANET FITNESS INC CLASS A</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.33</td>\n",
       "      <td>76.01</td>\n",
       "      <td>1,837,527</td>\n",
       "      <td>139,670,427.27</td>\n",
       "      <td>139,670,427.27</td>\n",
       "      <td>Consumer Discretionary</td>\n",
       "      <td>BYSFJV8</td>\n",
       "      <td>US72703H1014</td>\n",
       "      <td>New York Stock Exchange Inc.</td>\n",
       "      <td>['Mr. Christopher J. Rondeau', 'Mr. Dorvin Don...</td>\n",
       "      <td>Planet Fitness, Inc.</td>\n",
       "      <td>['Consumer Cyclical', 'Leisure']</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>HUBS</td>\n",
       "      <td>HUBSPOT INC</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.33</td>\n",
       "      <td>178.76</td>\n",
       "      <td>770,021</td>\n",
       "      <td>137,648,953.96</td>\n",
       "      <td>137,648,953.96</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>BR4T3B3</td>\n",
       "      <td>US4435731009</td>\n",
       "      <td>New York Stock Exchange Inc.</td>\n",
       "      <td>['Mr. Brian  Halligan J.D.', 'Mr. J. Donald Sh...</td>\n",
       "      <td>HubSpot, Inc.</td>\n",
       "      <td>['Technology', 'Software - Application']</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>CIEN</td>\n",
       "      <td>CIENA CORP</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.31</td>\n",
       "      <td>43.52</td>\n",
       "      <td>2,977,947</td>\n",
       "      <td>129,600,253.44</td>\n",
       "      <td>129,600,253.44</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>B1FLZ21</td>\n",
       "      <td>US1717793095</td>\n",
       "      <td>New York Stock Exchange Inc.</td>\n",
       "      <td>['Dr. Patrick H. Nettles', 'Mr. Gary B. Smith'...</td>\n",
       "      <td>Ciena Corporation</td>\n",
       "      <td>['Technology', 'Communication Equipment']</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>HAE</td>\n",
       "      <td>HAEMONETICS CORP</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.30</td>\n",
       "      <td>117.45</td>\n",
       "      <td>1,067,157</td>\n",
       "      <td>125,337,589.65</td>\n",
       "      <td>125,337,589.65</td>\n",
       "      <td>Health Care</td>\n",
       "      <td>2401195</td>\n",
       "      <td>US4050241003</td>\n",
       "      <td>New York Stock Exchange Inc.</td>\n",
       "      <td>['Mr. Christopher  Simon', 'Mr. William P. Bur...</td>\n",
       "      <td>Haemonetics Corporation</td>\n",
       "      <td>['Healthcare', 'Medical Instruments &amp; Supplies']</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>WWD</td>\n",
       "      <td>WOODWARD INC</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.30</td>\n",
       "      <td>112.24</td>\n",
       "      <td>1,115,000</td>\n",
       "      <td>125,147,600</td>\n",
       "      <td>125,147,600</td>\n",
       "      <td>Industrials</td>\n",
       "      <td>2948089</td>\n",
       "      <td>US9807451037</td>\n",
       "      <td>NASDAQ</td>\n",
       "      <td>['Mr. Thomas A. Gendron', 'Mr. Robert F. Weber...</td>\n",
       "      <td>Woodward, Inc.</td>\n",
       "      <td>['Industrials', 'Aerospace &amp; Defense']</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>CREE</td>\n",
       "      <td>CREE INC</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.29</td>\n",
       "      <td>57.15</td>\n",
       "      <td>2,154,711</td>\n",
       "      <td>123,141,733.65</td>\n",
       "      <td>123,141,733.65</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>2232351</td>\n",
       "      <td>US2254471012</td>\n",
       "      <td>NASDAQ</td>\n",
       "      <td>['Mr. Gregg A. Lowe', 'Dr. John W. Palmour', '...</td>\n",
       "      <td>Cree, Inc.</td>\n",
       "      <td>['Technology', 'Semiconductors']</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>CUZ</td>\n",
       "      <td>COUSINS PROPERTIES REIT INC</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.28</td>\n",
       "      <td>38.25</td>\n",
       "      <td>3,071,453</td>\n",
       "      <td>117,483,077.25</td>\n",
       "      <td>117,483,077.25</td>\n",
       "      <td>Real Estate</td>\n",
       "      <td>BJP0MF6</td>\n",
       "      <td>US2227955026</td>\n",
       "      <td>New York Stock Exchange Inc.</td>\n",
       "      <td>['Mr. Lawrence L. Gellerstedt III', 'Mr. Micha...</td>\n",
       "      <td>Cousins Properties Incorporated</td>\n",
       "      <td>['Real Estate', 'REIT - Diversified']</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>COLD</td>\n",
       "      <td>AMERICOLD REALTY TRUST</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.26</td>\n",
       "      <td>33.98</td>\n",
       "      <td>3,275,909</td>\n",
       "      <td>111,315,387.82</td>\n",
       "      <td>111,315,387.82</td>\n",
       "      <td>Real Estate</td>\n",
       "      <td>B3SKZK7</td>\n",
       "      <td>US03064D1081</td>\n",
       "      <td>New York Stock Exchange Inc.</td>\n",
       "      <td>['Mr. Fred W. Boehler', 'Mr. Marc Jason Smerno...</td>\n",
       "      <td>Americold Realty Trust</td>\n",
       "      <td>['Real Estate', 'REIT - Industrial']</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>ENTG</td>\n",
       "      <td>ENTEGRIS INC</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.26</td>\n",
       "      <td>37.81</td>\n",
       "      <td>2,940,353</td>\n",
       "      <td>111,174,746.93</td>\n",
       "      <td>111,174,746.93</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>2599700</td>\n",
       "      <td>US29362U1043</td>\n",
       "      <td>NASDAQ</td>\n",
       "      <td>['Mr. Bertrand  Loy', 'Mr. Gregory B. Graves',...</td>\n",
       "      <td>Entegris, Inc.</td>\n",
       "      <td>['Technology', 'Semiconductor Equipment &amp; Mate...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>IDA</td>\n",
       "      <td>IDACORP INC</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.26</td>\n",
       "      <td>105.62</td>\n",
       "      <td>1,049,998</td>\n",
       "      <td>110,900,788.76</td>\n",
       "      <td>110,900,788.76</td>\n",
       "      <td>Utilities</td>\n",
       "      <td>2296937</td>\n",
       "      <td>US4511071064</td>\n",
       "      <td>New York Stock Exchange Inc.</td>\n",
       "      <td>['Mr. Darrel Thomas Anderson', 'Mr. Steven R. ...</td>\n",
       "      <td>IDACORP, Inc.</td>\n",
       "      <td>['Utilities', 'Utilities - Regulated Electric']</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>MDSO</td>\n",
       "      <td>MEDIDATA SOLUTIONS INC</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.26</td>\n",
       "      <td>90.88</td>\n",
       "      <td>1,198,866</td>\n",
       "      <td>108,952,942.08</td>\n",
       "      <td>108,952,942.08</td>\n",
       "      <td>Health Care</td>\n",
       "      <td>B5424Q0</td>\n",
       "      <td>US58471A1051</td>\n",
       "      <td>NASDAQ</td>\n",
       "      <td>['Mr. Tarek A. Sherif', 'Mr. Glen M. de Vries'...</td>\n",
       "      <td>Medidata Solutions, Inc.</td>\n",
       "      <td>['Technology', 'Health Information Services']</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>PRI</td>\n",
       "      <td>PRIMERICA INC</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.26</td>\n",
       "      <td>120.93</td>\n",
       "      <td>898,343</td>\n",
       "      <td>108,636,618.99</td>\n",
       "      <td>108,636,618.99</td>\n",
       "      <td>Financials</td>\n",
       "      <td>B50K3X8</td>\n",
       "      <td>US74164M1080</td>\n",
       "      <td>New York Stock Exchange Inc.</td>\n",
       "      <td>['Mr. Glenn Jackson Williams', 'Mr. Peter Wayn...</td>\n",
       "      <td>Primerica, Inc.</td>\n",
       "      <td>['Financial Services', 'Insurance - Life']</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>DECK</td>\n",
       "      <td>DECKERS OUTDOOR CORP</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.25</td>\n",
       "      <td>175.50</td>\n",
       "      <td>606,752</td>\n",
       "      <td>106,484,976</td>\n",
       "      <td>106,484,976</td>\n",
       "      <td>Consumer Discretionary</td>\n",
       "      <td>2267278</td>\n",
       "      <td>US2435371073</td>\n",
       "      <td>New York Stock Exchange Inc.</td>\n",
       "      <td>['Mr. David  Powers', 'Mr. David E. Lafitte J....</td>\n",
       "      <td>Deckers Outdoor Corporation</td>\n",
       "      <td>['Consumer Cyclical', 'Footwear &amp; Accessories']</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>CACI</td>\n",
       "      <td>CACI INTERNATIONAL INC CLASS A</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.25</td>\n",
       "      <td>203.44</td>\n",
       "      <td>511,198</td>\n",
       "      <td>103,998,121.12</td>\n",
       "      <td>103,998,121.12</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>2159267</td>\n",
       "      <td>US1271903049</td>\n",
       "      <td>New York Stock Exchange Inc.</td>\n",
       "      <td>['Dr. J. Phillip London', 'Mr. Kenneth  Asbury...</td>\n",
       "      <td>CACI International Inc</td>\n",
       "      <td>['Technology', 'Information Technology Services']</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>POR</td>\n",
       "      <td>PORTLAND GENERAL ELECTRIC</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.24</td>\n",
       "      <td>55.55</td>\n",
       "      <td>1,859,602</td>\n",
       "      <td>103,300,891.1</td>\n",
       "      <td>103,300,891.1</td>\n",
       "      <td>Utilities</td>\n",
       "      <td>B125XQ6</td>\n",
       "      <td>US7365088472</td>\n",
       "      <td>New York Stock Exchange Inc.</td>\n",
       "      <td>['Ms. Maria MacGregor Pope', 'Mr. James F. Lob...</td>\n",
       "      <td>Portland General Electric Company</td>\n",
       "      <td>['Utilities', 'Utilities - Regulated Electric']</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>RDN</td>\n",
       "      <td>RADIAN GROUP INC</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.24</td>\n",
       "      <td>22.89</td>\n",
       "      <td>4,512,678</td>\n",
       "      <td>103,295,199.42</td>\n",
       "      <td>103,295,199.42</td>\n",
       "      <td>Financials</td>\n",
       "      <td>2173911</td>\n",
       "      <td>US7502361014</td>\n",
       "      <td>New York Stock Exchange Inc.</td>\n",
       "      <td>['Mr. Richard G. Thornberry', 'Mr. J. Franklin...</td>\n",
       "      <td>Radian Group Inc.</td>\n",
       "      <td>['Financial Services', 'Insurance - Specialty']</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>SWX</td>\n",
       "      <td>SOUTHWEST GAS HOLDINGS INC</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.24</td>\n",
       "      <td>91.24</td>\n",
       "      <td>1,101,430</td>\n",
       "      <td>100,494,473.2</td>\n",
       "      <td>100,494,473.2</td>\n",
       "      <td>Utilities</td>\n",
       "      <td>2831888</td>\n",
       "      <td>US8448951025</td>\n",
       "      <td>New York Stock Exchange Inc.</td>\n",
       "      <td>['Mr. John P. Hester', 'Mr. Gregory J. Peterso...</td>\n",
       "      <td>Southwest Gas Holdings, Inc.</td>\n",
       "      <td>['Utilities', 'Utilities - Regulated Gas']</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>OGS</td>\n",
       "      <td>ONE GAS INC</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.24</td>\n",
       "      <td>92.48</td>\n",
       "      <td>1,083,293</td>\n",
       "      <td>100,182,936.64</td>\n",
       "      <td>100,182,936.64</td>\n",
       "      <td>Utilities</td>\n",
       "      <td>BJ0KXV4</td>\n",
       "      <td>US68235P1084</td>\n",
       "      <td>New York Stock Exchange Inc.</td>\n",
       "      <td>['Mr. Pierce H. Norton II', 'Ms. Caron A. Lawh...</td>\n",
       "      <td>ONE Gas, Inc.</td>\n",
       "      <td>['Utilities', 'Utilities - Regulated Gas']</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>EME</td>\n",
       "      <td>EMCOR GROUP INC</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.24</td>\n",
       "      <td>83.76</td>\n",
       "      <td>1,191,787</td>\n",
       "      <td>99,824,079.12</td>\n",
       "      <td>99,824,079.12</td>\n",
       "      <td>Industrials</td>\n",
       "      <td>2474164</td>\n",
       "      <td>US29084Q1004</td>\n",
       "      <td>New York Stock Exchange Inc.</td>\n",
       "      <td>['Mr. Anthony J. Guzzi', 'Mr. Mark A. Pompa', ...</td>\n",
       "      <td>EMCOR Group, Inc.</td>\n",
       "      <td>['Industrials', 'Engineering &amp; Construction']</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>MTG</td>\n",
       "      <td>MGIC INVESTMENT CORP</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.24</td>\n",
       "      <td>13.44</td>\n",
       "      <td>7,410,497</td>\n",
       "      <td>99,597,079.68</td>\n",
       "      <td>99,597,079.68</td>\n",
       "      <td>Financials</td>\n",
       "      <td>2548616</td>\n",
       "      <td>US5528481030</td>\n",
       "      <td>New York Stock Exchange Inc.</td>\n",
       "      <td>['Mr. Patrick  Sinks', 'Mr. Timothy James Matt...</td>\n",
       "      <td>MGIC Investment Corporation</td>\n",
       "      <td>['Financial Services', 'Insurance - Specialty']</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>MMS</td>\n",
       "      <td>MAXIMUS INC</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.23</td>\n",
       "      <td>74.57</td>\n",
       "      <td>1,326,964</td>\n",
       "      <td>98,951,705.48</td>\n",
       "      <td>98,951,705.48</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>2018669</td>\n",
       "      <td>US5779331041</td>\n",
       "      <td>New York Stock Exchange Inc.</td>\n",
       "      <td>['Mr. Bruce L. Caswell', 'Mr. Richard A. Monto...</td>\n",
       "      <td>MAXIMUS, Inc.</td>\n",
       "      <td>['Industrials', 'Business Services']</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>NSP</td>\n",
       "      <td>INSPERITY INC</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.23</td>\n",
       "      <td>123.36</td>\n",
       "      <td>797,410</td>\n",
       "      <td>98,368,497.6</td>\n",
       "      <td>98,368,497.6</td>\n",
       "      <td>Industrials</td>\n",
       "      <td>2007281</td>\n",
       "      <td>US45778Q1076</td>\n",
       "      <td>New York Stock Exchange Inc.</td>\n",
       "      <td>['Mr. Paul J. Sarvadi', 'Mr. A. Steve Arizpe',...</td>\n",
       "      <td>Insperity, Inc.</td>\n",
       "      <td>['Industrials', 'Staffing &amp; Outsourcing Servic...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>KMPR</td>\n",
       "      <td>KEMPER CORP</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.23</td>\n",
       "      <td>87.81</td>\n",
       "      <td>1,116,154</td>\n",
       "      <td>98,009,482.74</td>\n",
       "      <td>98,009,482.74</td>\n",
       "      <td>Financials</td>\n",
       "      <td>B52KRV2</td>\n",
       "      <td>US4884011002</td>\n",
       "      <td>New York Stock Exchange Inc.</td>\n",
       "      <td>['Mr. Joseph Patrick Lacher Jr.', 'Mr. James J...</td>\n",
       "      <td>Kemper Corporation</td>\n",
       "      <td>['Financial Services', 'Insurance - Diversified']</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>ZS</td>\n",
       "      <td>ZSCALER INC</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.23</td>\n",
       "      <td>77.24</td>\n",
       "      <td>1,265,822</td>\n",
       "      <td>97,772,091.28</td>\n",
       "      <td>97,772,091.28</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>BZ00V34</td>\n",
       "      <td>US98980G1022</td>\n",
       "      <td>NASDAQ</td>\n",
       "      <td>['Mr. Jagtar S. Chaudhry', 'Mr. Remo E. Caness...</td>\n",
       "      <td>Zscaler, Inc.</td>\n",
       "      <td>['Technology', 'Software - Infrastructure']</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>OLLI</td>\n",
       "      <td>OLLIES BARGAIN OUTLET HOLDINGS INC</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.23</td>\n",
       "      <td>93.08</td>\n",
       "      <td>1,034,600</td>\n",
       "      <td>96,300,568</td>\n",
       "      <td>96,300,568</td>\n",
       "      <td>Consumer Discretionary</td>\n",
       "      <td>BZ22B38</td>\n",
       "      <td>US6811161099</td>\n",
       "      <td>NASDAQ</td>\n",
       "      <td>['Mr. Mark  Butler', 'Mr. Jay  Stasz', 'Mr. Jo...</td>\n",
       "      <td>Ollie's Bargain Outlet Holdings, Inc.</td>\n",
       "      <td>['Consumer Defensive', 'Discount Stores']</td>\n",
       "      <td>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",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1934</th>\n",
       "      <td>JILL</td>\n",
       "      <td>J JILL INC</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.65</td>\n",
       "      <td>336,115</td>\n",
       "      <td>554,589.75</td>\n",
       "      <td>554,589.75</td>\n",
       "      <td>Consumer Discretionary</td>\n",
       "      <td>BDZTVB0</td>\n",
       "      <td>US46620W1027</td>\n",
       "      <td>New York Stock Exchange Inc.</td>\n",
       "      <td>['Ms. Linda  Heasley', 'Mr. Brian  Beitler', '...</td>\n",
       "      <td>J.Jill, Inc.</td>\n",
       "      <td>['Consumer Cyclical', 'Apparel Stores']</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1935</th>\n",
       "      <td>LLEX</td>\n",
       "      <td>LILIS ENERGY INC</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.57</td>\n",
       "      <td>936,177</td>\n",
       "      <td>530,905.98</td>\n",
       "      <td>530,905.98</td>\n",
       "      <td>Energy</td>\n",
       "      <td>BDFB7S5</td>\n",
       "      <td>US5324032011</td>\n",
       "      <td>Nyse Mkt Llc</td>\n",
       "      <td>['Mr. Joseph C. Daches', 'Mr. James W. Denny',...</td>\n",
       "      <td>Lilis Energy, Inc.</td>\n",
       "      <td>['Energy', 'Oil &amp; Gas E&amp;P']</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1936</th>\n",
       "      <td>ECOR</td>\n",
       "      <td>ELECTROCORE</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.12</td>\n",
       "      <td>250,551</td>\n",
       "      <td>531,168.12</td>\n",
       "      <td>531,168.12</td>\n",
       "      <td>Health Care</td>\n",
       "      <td>BFMLP44</td>\n",
       "      <td>US28531P1030</td>\n",
       "      <td>NASDAQ</td>\n",
       "      <td>['Mr. Francis R. Amato', 'Mr. Joseph P. Errico...</td>\n",
       "      <td>electroCore, Inc.</td>\n",
       "      <td>['Healthcare', 'Medical Instruments &amp; Supplies']</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1937</th>\n",
       "      <td>TLGT</td>\n",
       "      <td>TELIGENT INC</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.65</td>\n",
       "      <td>814,284</td>\n",
       "      <td>529,203.17</td>\n",
       "      <td>529,203.17</td>\n",
       "      <td>Health Care</td>\n",
       "      <td>BYVJMJ6</td>\n",
       "      <td>US87960W1045</td>\n",
       "      <td>NASDAQ</td>\n",
       "      <td>['Mr. Jason  Grenfell-Gardner M.B.A., M.B.A', ...</td>\n",
       "      <td>Teligent, Inc.</td>\n",
       "      <td>['Healthcare', 'Drug Manufacturers - Specialty...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1938</th>\n",
       "      <td>INNT</td>\n",
       "      <td>INNOVATE BIOPHARMACEUTICALS INC</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.22</td>\n",
       "      <td>419,721</td>\n",
       "      <td>512,059.62</td>\n",
       "      <td>512,059.62</td>\n",
       "      <td>Health Care</td>\n",
       "      <td>BD964Q3</td>\n",
       "      <td>US45782F1057</td>\n",
       "      <td>NASDAQ</td>\n",
       "      <td>['Mr. Sandeep  Laumas M.D.', 'Mr. Jay P. Madan...</td>\n",
       "      <td>Innovate Biopharmaceuticals, Inc.</td>\n",
       "      <td>['Healthcare', 'Biotechnology']</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1939</th>\n",
       "      <td>MARK</td>\n",
       "      <td>REMARK HOLDINGS INC</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.87</td>\n",
       "      <td>557,315</td>\n",
       "      <td>485,867.22</td>\n",
       "      <td>485,867.22</td>\n",
       "      <td>Consumer Discretionary</td>\n",
       "      <td>BZ0XMW9</td>\n",
       "      <td>US75955K1025</td>\n",
       "      <td>NASDAQ</td>\n",
       "      <td>['Mr. Kai-Shing  Tao', 'Ms. Alison  Davidson',...</td>\n",
       "      <td>Remark Holdings, Inc.</td>\n",
       "      <td>['Technology', 'Internet Content &amp; Information']</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1940</th>\n",
       "      <td>OVID</td>\n",
       "      <td>OVID THERAPEUTICS INC</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.81</td>\n",
       "      <td>264,354</td>\n",
       "      <td>478,480.74</td>\n",
       "      <td>478,480.74</td>\n",
       "      <td>Health Care</td>\n",
       "      <td>BYPFK63</td>\n",
       "      <td>US6904691010</td>\n",
       "      <td>NASDAQ</td>\n",
       "      <td>['Dr. Jeremy Max Levin', 'Dr. Matthew J. Durin...</td>\n",
       "      <td>Ovid Therapeutics Inc.</td>\n",
       "      <td>['Healthcare', 'Biotechnology']</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1941</th>\n",
       "      <td>SCPH</td>\n",
       "      <td>SCPHARMACEUTICALS INC</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3.01</td>\n",
       "      <td>155,509</td>\n",
       "      <td>468,082.09</td>\n",
       "      <td>468,082.09</td>\n",
       "      <td>Health Care</td>\n",
       "      <td>BYX2Z16</td>\n",
       "      <td>US8106481059</td>\n",
       "      <td>NASDAQ</td>\n",
       "      <td>['Mr. John H. Tucker', 'Ms. Rachael  Nokes', '...</td>\n",
       "      <td>scPharmaceuticals Inc.</td>\n",
       "      <td>['Healthcare', 'Biotechnology']</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1942</th>\n",
       "      <td>CIX</td>\n",
       "      <td>COMPX INTERNATIONAL INC</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.00</td>\n",
       "      <td>14.28</td>\n",
       "      <td>32,623</td>\n",
       "      <td>465,856.44</td>\n",
       "      <td>465,856.44</td>\n",
       "      <td>Industrials</td>\n",
       "      <td>2201908</td>\n",
       "      <td>US20563P1012</td>\n",
       "      <td>Nyse Mkt Llc</td>\n",
       "      <td>['Mr. Scott C. James', 'Mr. Andrew B. Nace', '...</td>\n",
       "      <td>CompX International Inc.</td>\n",
       "      <td>['Industrials', 'Security &amp; Protection Services']</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1943</th>\n",
       "      <td>AINC</td>\n",
       "      <td>ASHFORD INC</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.00</td>\n",
       "      <td>34.20</td>\n",
       "      <td>13,629</td>\n",
       "      <td>466,111.8</td>\n",
       "      <td>466,111.8</td>\n",
       "      <td>Financials</td>\n",
       "      <td>BSJRS58</td>\n",
       "      <td>US0441041078</td>\n",
       "      <td>Nyse Mkt Llc</td>\n",
       "      <td>['Mr. Montgomery J. Bennett IV', 'Mr. J. Robis...</td>\n",
       "      <td>Ashford Inc.</td>\n",
       "      <td>['Financial Services', 'Asset Management']</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1944</th>\n",
       "      <td>HK</td>\n",
       "      <td>HALCON RESOURCES CORP</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.16</td>\n",
       "      <td>2,744,313</td>\n",
       "      <td>451,988.35</td>\n",
       "      <td>451,988.35</td>\n",
       "      <td>Energy</td>\n",
       "      <td>BYVBXW2</td>\n",
       "      <td>US40537Q6052</td>\n",
       "      <td>New York Stock Exchange Inc.</td>\n",
       "      <td>['Mr. Jon C. Wright', 'Mr. Floyd C. Wilson', '...</td>\n",
       "      <td>Halcón Resources Corporation</td>\n",
       "      <td>['Energy', 'Oil &amp; Gas E&amp;P']</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1945</th>\n",
       "      <td>ZN</td>\n",
       "      <td>ZION OIL AND GAS INC</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1,089,785</td>\n",
       "      <td>436,458.89</td>\n",
       "      <td>436,458.89</td>\n",
       "      <td>Energy</td>\n",
       "      <td>B1LSSB6</td>\n",
       "      <td>US9896961094</td>\n",
       "      <td>NASDAQ</td>\n",
       "      <td>['Mr. John M. Brown', 'Mr. William H. Avery', ...</td>\n",
       "      <td>Zion Oil &amp; Gas, Inc.</td>\n",
       "      <td>['Energy', 'Oil &amp; Gas E&amp;P']</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1946</th>\n",
       "      <td>PES</td>\n",
       "      <td>PIONEER ENERGY SERVICES CORP</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.27</td>\n",
       "      <td>1,499,589</td>\n",
       "      <td>406,538.58</td>\n",
       "      <td>406,538.58</td>\n",
       "      <td>Energy</td>\n",
       "      <td>B68D808</td>\n",
       "      <td>US7236641087</td>\n",
       "      <td>New York Stock Exchange Inc.</td>\n",
       "      <td>['Mr. William Stacy Locke', 'Mr. Lorne E. Phil...</td>\n",
       "      <td>Pioneer Energy Services Corp.</td>\n",
       "      <td>['Energy', 'Oil &amp; Gas Drilling']</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1947</th>\n",
       "      <td>KEG</td>\n",
       "      <td>KEY ENERGY SERVICES INC</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.89</td>\n",
       "      <td>202,273</td>\n",
       "      <td>382,295.97</td>\n",
       "      <td>382,295.97</td>\n",
       "      <td>Energy</td>\n",
       "      <td>BYXLVY8</td>\n",
       "      <td>US49309J1034</td>\n",
       "      <td>New York Stock Exchange Inc.</td>\n",
       "      <td>['Mr. Robert J. Saltiel', 'Mr. J. Marshall Dod...</td>\n",
       "      <td>Key Energy Services, Inc.</td>\n",
       "      <td>['Energy', 'Oil &amp; Gas Equipment &amp; Services']</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1948</th>\n",
       "      <td>AMR</td>\n",
       "      <td>ALTA MESA RESOURCES INC CLASS A</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.18</td>\n",
       "      <td>2,071,478</td>\n",
       "      <td>373,073.19</td>\n",
       "      <td>373,073.19</td>\n",
       "      <td>Energy</td>\n",
       "      <td>BG20612</td>\n",
       "      <td>US02133L1098</td>\n",
       "      <td>NASDAQ</td>\n",
       "      <td>['Mr. James T. Hackett', 'Mr. David  Murrell',...</td>\n",
       "      <td>Alta Mesa Resources, Inc.</td>\n",
       "      <td>['Industrials', 'Conglomerates']</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1949</th>\n",
       "      <td>SNNA</td>\n",
       "      <td>SIENNA BIOPHARMACEUTICALS INC</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.03</td>\n",
       "      <td>334,718</td>\n",
       "      <td>344,759.54</td>\n",
       "      <td>344,759.54</td>\n",
       "      <td>Health Care</td>\n",
       "      <td>BF1BKK6</td>\n",
       "      <td>US82622H1086</td>\n",
       "      <td>NASDAQ</td>\n",
       "      <td>['Dr. Frederick C. Beddingfield III', 'Mr. Tim...</td>\n",
       "      <td>Sienna Biopharmaceuticals, Inc.</td>\n",
       "      <td>['Healthcare', 'Biotechnology']</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1950</th>\n",
       "      <td>QES</td>\n",
       "      <td>QUINTANA ENERGY SERVICES INC</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.19</td>\n",
       "      <td>140,170</td>\n",
       "      <td>306,972.3</td>\n",
       "      <td>306,972.3</td>\n",
       "      <td>Energy</td>\n",
       "      <td>BF1GM38</td>\n",
       "      <td>US74875T1034</td>\n",
       "      <td>New York Stock Exchange Inc.</td>\n",
       "      <td>['Mr. Rogers Daniel Herndon', 'Mr. Keefer M. L...</td>\n",
       "      <td>Quintana Energy Services Inc.</td>\n",
       "      <td>['Energy', 'Oil &amp; Gas Equipment &amp; Services']</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1951</th>\n",
       "      <td>FRAN</td>\n",
       "      <td>FRANCESCAS HOLDINGS CORP</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.42</td>\n",
       "      <td>727,427</td>\n",
       "      <td>303,409.8</td>\n",
       "      <td>303,409.8</td>\n",
       "      <td>Consumer Discretionary</td>\n",
       "      <td>B4RM4H1</td>\n",
       "      <td>US3517931040</td>\n",
       "      <td>NASDAQ</td>\n",
       "      <td>['Ms. Kelly M. Dilts', 'Mr. Michael D. Prender...</td>\n",
       "      <td>Francesca's Holdings Corporation</td>\n",
       "      <td>['Consumer Cyclical', 'Apparel Stores']</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1952</th>\n",
       "      <td>NH</td>\n",
       "      <td>NANTHEALTH INC</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.60</td>\n",
       "      <td>505,883</td>\n",
       "      <td>305,755.69</td>\n",
       "      <td>305,755.69</td>\n",
       "      <td>Health Care</td>\n",
       "      <td>BDCPKV4</td>\n",
       "      <td>US6301041074</td>\n",
       "      <td>NASDAQ</td>\n",
       "      <td>['Dr. Patrick  Soon-Shiong F.A.C.S., FRCS (C),...</td>\n",
       "      <td>NantHealth, Inc.</td>\n",
       "      <td>['Technology', 'Health Information Services']</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1953</th>\n",
       "      <td>AREX</td>\n",
       "      <td>APPROACH RESOURCES INC</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.34</td>\n",
       "      <td>887,603</td>\n",
       "      <td>299,832.29</td>\n",
       "      <td>299,832.29</td>\n",
       "      <td>Energy</td>\n",
       "      <td>B28RSK2</td>\n",
       "      <td>US03834A1034</td>\n",
       "      <td>NASDAQ</td>\n",
       "      <td>['Mr. Sergei  Krylov', 'Mr. J. Curtis Henderso...</td>\n",
       "      <td>Approach Resources, Inc.</td>\n",
       "      <td>['Energy', 'Oil &amp; Gas E&amp;P']</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1954</th>\n",
       "      <td>XFOR</td>\n",
       "      <td>X4 PHARMACEUTICALS INC</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.00</td>\n",
       "      <td>15.50</td>\n",
       "      <td>16,279</td>\n",
       "      <td>252,324.5</td>\n",
       "      <td>252,324.5</td>\n",
       "      <td>Health Care</td>\n",
       "      <td>BFY8WQ4</td>\n",
       "      <td>US98420X1037</td>\n",
       "      <td>NASDAQ</td>\n",
       "      <td>['Dr. Paula  Ragan', 'Dr. Renato T. Skerlj Ph....</td>\n",
       "      <td>X4 Pharmaceuticals, Inc.</td>\n",
       "      <td>['Healthcare', 'Biotechnology']</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1955</th>\n",
       "      <td>BW</td>\n",
       "      <td>BABCOCK AND WILCOX ENTERPRISES INC</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.36</td>\n",
       "      <td>655,613</td>\n",
       "      <td>236,020.68</td>\n",
       "      <td>236,020.68</td>\n",
       "      <td>Industrials</td>\n",
       "      <td>BZ0W7V0</td>\n",
       "      <td>US05614L1008</td>\n",
       "      <td>New York Stock Exchange Inc.</td>\n",
       "      <td>['Mr. Kenneth M. Young', 'Mr. J. André Hall', ...</td>\n",
       "      <td>Babcock &amp; Wilcox Enterprises, Inc.</td>\n",
       "      <td>['Industrials', 'Diversified Industrials']</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1956</th>\n",
       "      <td>AAC</td>\n",
       "      <td>AAC HLDG INC</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.70</td>\n",
       "      <td>291,844</td>\n",
       "      <td>203,006.69</td>\n",
       "      <td>203,006.69</td>\n",
       "      <td>Health Care</td>\n",
       "      <td>BQZJBY4</td>\n",
       "      <td>US0003071083</td>\n",
       "      <td>New York Stock Exchange Inc.</td>\n",
       "      <td>['Mr. Michael T. Cartwright', 'Mr. Andrew W. M...</td>\n",
       "      <td>AAC Holdings, Inc.</td>\n",
       "      <td>['Healthcare', 'Medical Care']</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1957</th>\n",
       "      <td>ZOM</td>\n",
       "      <td>ZOMEDICA PHARMACEUTICALS CORP</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.25</td>\n",
       "      <td>806,885</td>\n",
       "      <td>201,156.43</td>\n",
       "      <td>201,156.43</td>\n",
       "      <td>Health Care</td>\n",
       "      <td>BD1RJ47</td>\n",
       "      <td>CA98979F1071</td>\n",
       "      <td>Nyse Mkt Llc</td>\n",
       "      <td>['Mr. Gerald L. Solensky Jr.', 'Mr. Shameze  R...</td>\n",
       "      <td>Zomedica Pharmaceuticals Corp.</td>\n",
       "      <td>['Healthcare', 'Drug Manufacturers - Specialty...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1958</th>\n",
       "      <td>ROSE</td>\n",
       "      <td>ROSEHILL RESOURCES INC CLASS A</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3.60</td>\n",
       "      <td>50,214</td>\n",
       "      <td>180,770.4</td>\n",
       "      <td>180,770.4</td>\n",
       "      <td>Energy</td>\n",
       "      <td>BD0B4R8</td>\n",
       "      <td>US7773851057</td>\n",
       "      <td>NASDAQ</td>\n",
       "      <td>['Mr. Robert Craig Owen', 'Mr. Brian K. Ayers'...</td>\n",
       "      <td>Rosehill Resources Inc.</td>\n",
       "      <td>['Energy', 'Oil &amp; Gas E&amp;P']</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1959</th>\n",
       "      <td>NES</td>\n",
       "      <td>NUVERRA ENVIRONMENTAL SOLUTIONS IN</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.00</td>\n",
       "      <td>4.80</td>\n",
       "      <td>34,204</td>\n",
       "      <td>164,179.2</td>\n",
       "      <td>164,179.2</td>\n",
       "      <td>Energy</td>\n",
       "      <td>BYXGGJ3</td>\n",
       "      <td>US67091K3023</td>\n",
       "      <td>Nyse Mkt Llc</td>\n",
       "      <td>['Mr. Charles K. Thompson', 'Mr. Robert Young ...</td>\n",
       "      <td>Nuverra Environmental Solutions, Inc.</td>\n",
       "      <td>['Industrials', 'Waste Management']</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1960</th>\n",
       "      <td>IMUX</td>\n",
       "      <td>IMMUNIC INC</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.00</td>\n",
       "      <td>9.30</td>\n",
       "      <td>15,635</td>\n",
       "      <td>145,405.5</td>\n",
       "      <td>145,405.5</td>\n",
       "      <td>Health Care</td>\n",
       "      <td>BJ0LV13</td>\n",
       "      <td>US4525EP1011</td>\n",
       "      <td>NASDAQ</td>\n",
       "      <td>['Dr. Daniel  Vitt', 'Dr. Manfred  Gröppel', '...</td>\n",
       "      <td>Immunic, Inc.</td>\n",
       "      <td>['Healthcare', 'Biotechnology']</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1961</th>\n",
       "      <td>ONCT</td>\n",
       "      <td>ONCTERNAL THERAPEUTICS INC</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.00</td>\n",
       "      <td>6.81</td>\n",
       "      <td>13,435</td>\n",
       "      <td>91,492.35</td>\n",
       "      <td>91,492.35</td>\n",
       "      <td>Health Care</td>\n",
       "      <td>BKBVW83</td>\n",
       "      <td>US68236P1075</td>\n",
       "      <td>NASDAQ</td>\n",
       "      <td>['Dr. James B. Breitmeyer', 'Mr. Richard G. Vi...</td>\n",
       "      <td>Oncternal Therapeutics, Inc.</td>\n",
       "      <td>['Healthcare', 'Biotechnology']</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1962</th>\n",
       "      <td>FCEL</td>\n",
       "      <td>FUELCELL ENERGY INC</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.20</td>\n",
       "      <td>158,206</td>\n",
       "      <td>31,657.02</td>\n",
       "      <td>31,657.02</td>\n",
       "      <td>Industrials</td>\n",
       "      <td>BK6S6J8</td>\n",
       "      <td>US35952H6018</td>\n",
       "      <td>NASDAQ</td>\n",
       "      <td>['Ms. Jennifer D. Arasimowicz Esq.', 'Mr. Mich...</td>\n",
       "      <td>FuelCell Energy, Inc.</td>\n",
       "      <td>['Utilities', 'Utilities - Independent Power P...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1963</th>\n",
       "      <td>GTXI</td>\n",
       "      <td>GTXI INC - CVR</td>\n",
       "      <td>Equity</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.05</td>\n",
       "      <td>13,273</td>\n",
       "      <td>27,209.65</td>\n",
       "      <td>27,209.65</td>\n",
       "      <td>Health Care</td>\n",
       "      <td>9952B27</td>\n",
       "      <td>-</td>\n",
       "      <td>NASDAQ</td>\n",
       "      <td>['Dr. Robert James Wills B.S., M.S., Ph.D.', '...</td>\n",
       "      <td>GTx, Inc.</td>\n",
       "      <td>['Healthcare', 'Biotechnology']</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1964 rows × 16 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Ticker                                Name Asset Class  Weight (%)  \\\n",
       "0      ARRY                 ARRAY BIOPHARMA INC      Equity        0.48   \n",
       "1       TTD              TRADE DESK INC CLASS A      Equity        0.40   \n",
       "2      ETSY                            ETSY INC      Equity        0.39   \n",
       "3      FIVE                      FIVE BELOW INC      Equity        0.35   \n",
       "4      COUP                  COUPA SOFTWARE INC      Equity        0.35   \n",
       "5      PLNT          PLANET FITNESS INC CLASS A      Equity        0.33   \n",
       "6      HUBS                         HUBSPOT INC      Equity        0.33   \n",
       "7      CIEN                          CIENA CORP      Equity        0.31   \n",
       "8       HAE                    HAEMONETICS CORP      Equity        0.30   \n",
       "9       WWD                        WOODWARD INC      Equity        0.30   \n",
       "10     CREE                            CREE INC      Equity        0.29   \n",
       "11      CUZ         COUSINS PROPERTIES REIT INC      Equity        0.28   \n",
       "12     COLD              AMERICOLD REALTY TRUST      Equity        0.26   \n",
       "13     ENTG                        ENTEGRIS INC      Equity        0.26   \n",
       "14      IDA                         IDACORP INC      Equity        0.26   \n",
       "15     MDSO              MEDIDATA SOLUTIONS INC      Equity        0.26   \n",
       "16      PRI                       PRIMERICA INC      Equity        0.26   \n",
       "17     DECK                DECKERS OUTDOOR CORP      Equity        0.25   \n",
       "18     CACI      CACI INTERNATIONAL INC CLASS A      Equity        0.25   \n",
       "19      POR           PORTLAND GENERAL ELECTRIC      Equity        0.24   \n",
       "20      RDN                    RADIAN GROUP INC      Equity        0.24   \n",
       "21      SWX          SOUTHWEST GAS HOLDINGS INC      Equity        0.24   \n",
       "22      OGS                         ONE GAS INC      Equity        0.24   \n",
       "23      EME                     EMCOR GROUP INC      Equity        0.24   \n",
       "24      MTG                MGIC INVESTMENT CORP      Equity        0.24   \n",
       "25      MMS                         MAXIMUS INC      Equity        0.23   \n",
       "26      NSP                       INSPERITY INC      Equity        0.23   \n",
       "27     KMPR                         KEMPER CORP      Equity        0.23   \n",
       "28       ZS                         ZSCALER INC      Equity        0.23   \n",
       "29     OLLI  OLLIES BARGAIN OUTLET HOLDINGS INC      Equity        0.23   \n",
       "...     ...                                 ...         ...         ...   \n",
       "1934   JILL                          J JILL INC      Equity        0.00   \n",
       "1935   LLEX                    LILIS ENERGY INC      Equity        0.00   \n",
       "1936   ECOR                         ELECTROCORE      Equity        0.00   \n",
       "1937   TLGT                        TELIGENT INC      Equity        0.00   \n",
       "1938   INNT     INNOVATE BIOPHARMACEUTICALS INC      Equity        0.00   \n",
       "1939   MARK                 REMARK HOLDINGS INC      Equity        0.00   \n",
       "1940   OVID               OVID THERAPEUTICS INC      Equity        0.00   \n",
       "1941   SCPH               SCPHARMACEUTICALS INC      Equity        0.00   \n",
       "1942    CIX             COMPX INTERNATIONAL INC      Equity        0.00   \n",
       "1943   AINC                         ASHFORD INC      Equity        0.00   \n",
       "1944     HK               HALCON RESOURCES CORP      Equity        0.00   \n",
       "1945     ZN                ZION OIL AND GAS INC      Equity        0.00   \n",
       "1946    PES        PIONEER ENERGY SERVICES CORP      Equity        0.00   \n",
       "1947    KEG             KEY ENERGY SERVICES INC      Equity        0.00   \n",
       "1948    AMR     ALTA MESA RESOURCES INC CLASS A      Equity        0.00   \n",
       "1949   SNNA       SIENNA BIOPHARMACEUTICALS INC      Equity        0.00   \n",
       "1950    QES        QUINTANA ENERGY SERVICES INC      Equity        0.00   \n",
       "1951   FRAN            FRANCESCAS HOLDINGS CORP      Equity        0.00   \n",
       "1952     NH                      NANTHEALTH INC      Equity        0.00   \n",
       "1953   AREX              APPROACH RESOURCES INC      Equity        0.00   \n",
       "1954   XFOR              X4 PHARMACEUTICALS INC      Equity        0.00   \n",
       "1955     BW  BABCOCK AND WILCOX ENTERPRISES INC      Equity        0.00   \n",
       "1956    AAC                        AAC HLDG INC      Equity        0.00   \n",
       "1957    ZOM       ZOMEDICA PHARMACEUTICALS CORP      Equity        0.00   \n",
       "1958   ROSE      ROSEHILL RESOURCES INC CLASS A      Equity        0.00   \n",
       "1959    NES  NUVERRA ENVIRONMENTAL SOLUTIONS IN      Equity        0.00   \n",
       "1960   IMUX                         IMMUNIC INC      Equity        0.00   \n",
       "1961   ONCT          ONCTERNAL THERAPEUTICS INC      Equity        0.00   \n",
       "1962   FCEL                 FUELCELL ENERGY INC      Equity        0.00   \n",
       "1963   GTXI                      GTXI INC - CVR      Equity        0.00   \n",
       "\n",
       "       Price     Shares    Market Value  Notional Value  \\\n",
       "0      46.20  4,391,887   202,905,179.4   202,905,179.4   \n",
       "1     241.34    692,703  167,176,942.02  167,176,942.02   \n",
       "2      65.78  2,483,715   163,378,772.7   163,378,772.7   \n",
       "3     131.29  1,134,785  148,985,922.65  148,985,922.65   \n",
       "4     126.72  1,158,406  146,793,208.32  146,793,208.32   \n",
       "5      76.01  1,837,527  139,670,427.27  139,670,427.27   \n",
       "6     178.76    770,021  137,648,953.96  137,648,953.96   \n",
       "7      43.52  2,977,947  129,600,253.44  129,600,253.44   \n",
       "8     117.45  1,067,157  125,337,589.65  125,337,589.65   \n",
       "9     112.24  1,115,000     125,147,600     125,147,600   \n",
       "10     57.15  2,154,711  123,141,733.65  123,141,733.65   \n",
       "11     38.25  3,071,453  117,483,077.25  117,483,077.25   \n",
       "12     33.98  3,275,909  111,315,387.82  111,315,387.82   \n",
       "13     37.81  2,940,353  111,174,746.93  111,174,746.93   \n",
       "14    105.62  1,049,998  110,900,788.76  110,900,788.76   \n",
       "15     90.88  1,198,866  108,952,942.08  108,952,942.08   \n",
       "16    120.93    898,343  108,636,618.99  108,636,618.99   \n",
       "17    175.50    606,752     106,484,976     106,484,976   \n",
       "18    203.44    511,198  103,998,121.12  103,998,121.12   \n",
       "19     55.55  1,859,602   103,300,891.1   103,300,891.1   \n",
       "20     22.89  4,512,678  103,295,199.42  103,295,199.42   \n",
       "21     91.24  1,101,430   100,494,473.2   100,494,473.2   \n",
       "22     92.48  1,083,293  100,182,936.64  100,182,936.64   \n",
       "23     83.76  1,191,787   99,824,079.12   99,824,079.12   \n",
       "24     13.44  7,410,497   99,597,079.68   99,597,079.68   \n",
       "25     74.57  1,326,964   98,951,705.48   98,951,705.48   \n",
       "26    123.36    797,410    98,368,497.6    98,368,497.6   \n",
       "27     87.81  1,116,154   98,009,482.74   98,009,482.74   \n",
       "28     77.24  1,265,822   97,772,091.28   97,772,091.28   \n",
       "29     93.08  1,034,600      96,300,568      96,300,568   \n",
       "...      ...        ...             ...             ...   \n",
       "1934    1.65    336,115      554,589.75      554,589.75   \n",
       "1935    0.57    936,177      530,905.98      530,905.98   \n",
       "1936    2.12    250,551      531,168.12      531,168.12   \n",
       "1937    0.65    814,284      529,203.17      529,203.17   \n",
       "1938    1.22    419,721      512,059.62      512,059.62   \n",
       "1939    0.87    557,315      485,867.22      485,867.22   \n",
       "1940    1.81    264,354      478,480.74      478,480.74   \n",
       "1941    3.01    155,509      468,082.09      468,082.09   \n",
       "1942   14.28     32,623      465,856.44      465,856.44   \n",
       "1943   34.20     13,629       466,111.8       466,111.8   \n",
       "1944    0.16  2,744,313      451,988.35      451,988.35   \n",
       "1945    0.40  1,089,785      436,458.89      436,458.89   \n",
       "1946    0.27  1,499,589      406,538.58      406,538.58   \n",
       "1947    1.89    202,273      382,295.97      382,295.97   \n",
       "1948    0.18  2,071,478      373,073.19      373,073.19   \n",
       "1949    1.03    334,718      344,759.54      344,759.54   \n",
       "1950    2.19    140,170       306,972.3       306,972.3   \n",
       "1951    0.42    727,427       303,409.8       303,409.8   \n",
       "1952    0.60    505,883      305,755.69      305,755.69   \n",
       "1953    0.34    887,603      299,832.29      299,832.29   \n",
       "1954   15.50     16,279       252,324.5       252,324.5   \n",
       "1955    0.36    655,613      236,020.68      236,020.68   \n",
       "1956    0.70    291,844      203,006.69      203,006.69   \n",
       "1957    0.25    806,885      201,156.43      201,156.43   \n",
       "1958    3.60     50,214       180,770.4       180,770.4   \n",
       "1959    4.80     34,204       164,179.2       164,179.2   \n",
       "1960    9.30     15,635       145,405.5       145,405.5   \n",
       "1961    6.81     13,435       91,492.35       91,492.35   \n",
       "1962    0.20    158,206       31,657.02       31,657.02   \n",
       "1963    2.05     13,273       27,209.65       27,209.65   \n",
       "\n",
       "                      Sector    SEDOL          ISIN  \\\n",
       "0                Health Care  2678654  US04269X1054   \n",
       "1     Information Technology  BD8FDD1  US88339J1051   \n",
       "2     Consumer Discretionary  BWTN5N1  US29786A1060   \n",
       "3     Consumer Discretionary  B85KFY9  US33829M1018   \n",
       "4     Information Technology  BD87XR1  US22266L1061   \n",
       "5     Consumer Discretionary  BYSFJV8  US72703H1014   \n",
       "6     Information Technology  BR4T3B3  US4435731009   \n",
       "7     Information Technology  B1FLZ21  US1717793095   \n",
       "8                Health Care  2401195  US4050241003   \n",
       "9                Industrials  2948089  US9807451037   \n",
       "10    Information Technology  2232351  US2254471012   \n",
       "11               Real Estate  BJP0MF6  US2227955026   \n",
       "12               Real Estate  B3SKZK7  US03064D1081   \n",
       "13    Information Technology  2599700  US29362U1043   \n",
       "14                 Utilities  2296937  US4511071064   \n",
       "15               Health Care  B5424Q0  US58471A1051   \n",
       "16                Financials  B50K3X8  US74164M1080   \n",
       "17    Consumer Discretionary  2267278  US2435371073   \n",
       "18    Information Technology  2159267  US1271903049   \n",
       "19                 Utilities  B125XQ6  US7365088472   \n",
       "20                Financials  2173911  US7502361014   \n",
       "21                 Utilities  2831888  US8448951025   \n",
       "22                 Utilities  BJ0KXV4  US68235P1084   \n",
       "23               Industrials  2474164  US29084Q1004   \n",
       "24                Financials  2548616  US5528481030   \n",
       "25    Information Technology  2018669  US5779331041   \n",
       "26               Industrials  2007281  US45778Q1076   \n",
       "27                Financials  B52KRV2  US4884011002   \n",
       "28    Information Technology  BZ00V34  US98980G1022   \n",
       "29    Consumer Discretionary  BZ22B38  US6811161099   \n",
       "...                      ...      ...           ...   \n",
       "1934  Consumer Discretionary  BDZTVB0  US46620W1027   \n",
       "1935                  Energy  BDFB7S5  US5324032011   \n",
       "1936             Health Care  BFMLP44  US28531P1030   \n",
       "1937             Health Care  BYVJMJ6  US87960W1045   \n",
       "1938             Health Care  BD964Q3  US45782F1057   \n",
       "1939  Consumer Discretionary  BZ0XMW9  US75955K1025   \n",
       "1940             Health Care  BYPFK63  US6904691010   \n",
       "1941             Health Care  BYX2Z16  US8106481059   \n",
       "1942             Industrials  2201908  US20563P1012   \n",
       "1943              Financials  BSJRS58  US0441041078   \n",
       "1944                  Energy  BYVBXW2  US40537Q6052   \n",
       "1945                  Energy  B1LSSB6  US9896961094   \n",
       "1946                  Energy  B68D808  US7236641087   \n",
       "1947                  Energy  BYXLVY8  US49309J1034   \n",
       "1948                  Energy  BG20612  US02133L1098   \n",
       "1949             Health Care  BF1BKK6  US82622H1086   \n",
       "1950                  Energy  BF1GM38  US74875T1034   \n",
       "1951  Consumer Discretionary  B4RM4H1  US3517931040   \n",
       "1952             Health Care  BDCPKV4  US6301041074   \n",
       "1953                  Energy  B28RSK2  US03834A1034   \n",
       "1954             Health Care  BFY8WQ4  US98420X1037   \n",
       "1955             Industrials  BZ0W7V0  US05614L1008   \n",
       "1956             Health Care  BQZJBY4  US0003071083   \n",
       "1957             Health Care  BD1RJ47  CA98979F1071   \n",
       "1958                  Energy  BD0B4R8  US7773851057   \n",
       "1959                  Energy  BYXGGJ3  US67091K3023   \n",
       "1960             Health Care  BJ0LV13  US4525EP1011   \n",
       "1961             Health Care  BKBVW83  US68236P1075   \n",
       "1962             Industrials  BK6S6J8  US35952H6018   \n",
       "1963             Health Care  9952B27             -   \n",
       "\n",
       "                          Exchange  \\\n",
       "0                           NASDAQ   \n",
       "1                           NASDAQ   \n",
       "2                           NASDAQ   \n",
       "3                           NASDAQ   \n",
       "4                           NASDAQ   \n",
       "5     New York Stock Exchange Inc.   \n",
       "6     New York Stock Exchange Inc.   \n",
       "7     New York Stock Exchange Inc.   \n",
       "8     New York Stock Exchange Inc.   \n",
       "9                           NASDAQ   \n",
       "10                          NASDAQ   \n",
       "11    New York Stock Exchange Inc.   \n",
       "12    New York Stock Exchange Inc.   \n",
       "13                          NASDAQ   \n",
       "14    New York Stock Exchange Inc.   \n",
       "15                          NASDAQ   \n",
       "16    New York Stock Exchange Inc.   \n",
       "17    New York Stock Exchange Inc.   \n",
       "18    New York Stock Exchange Inc.   \n",
       "19    New York Stock Exchange Inc.   \n",
       "20    New York Stock Exchange Inc.   \n",
       "21    New York Stock Exchange Inc.   \n",
       "22    New York Stock Exchange Inc.   \n",
       "23    New York Stock Exchange Inc.   \n",
       "24    New York Stock Exchange Inc.   \n",
       "25    New York Stock Exchange Inc.   \n",
       "26    New York Stock Exchange Inc.   \n",
       "27    New York Stock Exchange Inc.   \n",
       "28                          NASDAQ   \n",
       "29                          NASDAQ   \n",
       "...                            ...   \n",
       "1934  New York Stock Exchange Inc.   \n",
       "1935                  Nyse Mkt Llc   \n",
       "1936                        NASDAQ   \n",
       "1937                        NASDAQ   \n",
       "1938                        NASDAQ   \n",
       "1939                        NASDAQ   \n",
       "1940                        NASDAQ   \n",
       "1941                        NASDAQ   \n",
       "1942                  Nyse Mkt Llc   \n",
       "1943                  Nyse Mkt Llc   \n",
       "1944  New York Stock Exchange Inc.   \n",
       "1945                        NASDAQ   \n",
       "1946  New York Stock Exchange Inc.   \n",
       "1947  New York Stock Exchange Inc.   \n",
       "1948                        NASDAQ   \n",
       "1949                        NASDAQ   \n",
       "1950  New York Stock Exchange Inc.   \n",
       "1951                        NASDAQ   \n",
       "1952                        NASDAQ   \n",
       "1953                        NASDAQ   \n",
       "1954                        NASDAQ   \n",
       "1955  New York Stock Exchange Inc.   \n",
       "1956  New York Stock Exchange Inc.   \n",
       "1957                  Nyse Mkt Llc   \n",
       "1958                        NASDAQ   \n",
       "1959                  Nyse Mkt Llc   \n",
       "1960                        NASDAQ   \n",
       "1961                        NASDAQ   \n",
       "1962                        NASDAQ   \n",
       "1963                        NASDAQ   \n",
       "\n",
       "                                             Executives  \\\n",
       "0     ['Mr. Ron  Squarer', 'Mr. Jason  Haddock', 'Mr...   \n",
       "1     ['Mr. Jeffrey Terry Green', 'Mr. David R. Pick...   \n",
       "2     ['Mr. Joshua G. Silverman', 'Ms. Rachel C. Gla...   \n",
       "3     ['Mr. Joel D. Anderson', 'Mr. Kenneth R. Bull'...   \n",
       "4     ['Mr. Robert  Bernshteyn', 'Mr. Todd R. Ford',...   \n",
       "5     ['Mr. Christopher J. Rondeau', 'Mr. Dorvin Don...   \n",
       "6     ['Mr. Brian  Halligan J.D.', 'Mr. J. Donald Sh...   \n",
       "7     ['Dr. Patrick H. Nettles', 'Mr. Gary B. Smith'...   \n",
       "8     ['Mr. Christopher  Simon', 'Mr. William P. Bur...   \n",
       "9     ['Mr. Thomas A. Gendron', 'Mr. Robert F. Weber...   \n",
       "10    ['Mr. Gregg A. Lowe', 'Dr. John W. Palmour', '...   \n",
       "11    ['Mr. Lawrence L. Gellerstedt III', 'Mr. Micha...   \n",
       "12    ['Mr. Fred W. Boehler', 'Mr. Marc Jason Smerno...   \n",
       "13    ['Mr. Bertrand  Loy', 'Mr. Gregory B. Graves',...   \n",
       "14    ['Mr. Darrel Thomas Anderson', 'Mr. Steven R. ...   \n",
       "15    ['Mr. Tarek A. Sherif', 'Mr. Glen M. de Vries'...   \n",
       "16    ['Mr. Glenn Jackson Williams', 'Mr. Peter Wayn...   \n",
       "17    ['Mr. David  Powers', 'Mr. David E. Lafitte J....   \n",
       "18    ['Dr. J. Phillip London', 'Mr. Kenneth  Asbury...   \n",
       "19    ['Ms. Maria MacGregor Pope', 'Mr. James F. Lob...   \n",
       "20    ['Mr. Richard G. Thornberry', 'Mr. J. Franklin...   \n",
       "21    ['Mr. John P. Hester', 'Mr. Gregory J. Peterso...   \n",
       "22    ['Mr. Pierce H. Norton II', 'Ms. Caron A. Lawh...   \n",
       "23    ['Mr. Anthony J. Guzzi', 'Mr. Mark A. Pompa', ...   \n",
       "24    ['Mr. Patrick  Sinks', 'Mr. Timothy James Matt...   \n",
       "25    ['Mr. Bruce L. Caswell', 'Mr. Richard A. Monto...   \n",
       "26    ['Mr. Paul J. Sarvadi', 'Mr. A. Steve Arizpe',...   \n",
       "27    ['Mr. Joseph Patrick Lacher Jr.', 'Mr. James J...   \n",
       "28    ['Mr. Jagtar S. Chaudhry', 'Mr. Remo E. Caness...   \n",
       "29    ['Mr. Mark  Butler', 'Mr. Jay  Stasz', 'Mr. Jo...   \n",
       "...                                                 ...   \n",
       "1934  ['Ms. Linda  Heasley', 'Mr. Brian  Beitler', '...   \n",
       "1935  ['Mr. Joseph C. Daches', 'Mr. James W. Denny',...   \n",
       "1936  ['Mr. Francis R. Amato', 'Mr. Joseph P. Errico...   \n",
       "1937  ['Mr. Jason  Grenfell-Gardner M.B.A., M.B.A', ...   \n",
       "1938  ['Mr. Sandeep  Laumas M.D.', 'Mr. Jay P. Madan...   \n",
       "1939  ['Mr. Kai-Shing  Tao', 'Ms. Alison  Davidson',...   \n",
       "1940  ['Dr. Jeremy Max Levin', 'Dr. Matthew J. Durin...   \n",
       "1941  ['Mr. John H. Tucker', 'Ms. Rachael  Nokes', '...   \n",
       "1942  ['Mr. Scott C. James', 'Mr. Andrew B. Nace', '...   \n",
       "1943  ['Mr. Montgomery J. Bennett IV', 'Mr. J. Robis...   \n",
       "1944  ['Mr. Jon C. Wright', 'Mr. Floyd C. Wilson', '...   \n",
       "1945  ['Mr. John M. Brown', 'Mr. William H. Avery', ...   \n",
       "1946  ['Mr. William Stacy Locke', 'Mr. Lorne E. Phil...   \n",
       "1947  ['Mr. Robert J. Saltiel', 'Mr. J. Marshall Dod...   \n",
       "1948  ['Mr. James T. Hackett', 'Mr. David  Murrell',...   \n",
       "1949  ['Dr. Frederick C. Beddingfield III', 'Mr. Tim...   \n",
       "1950  ['Mr. Rogers Daniel Herndon', 'Mr. Keefer M. L...   \n",
       "1951  ['Ms. Kelly M. Dilts', 'Mr. Michael D. Prender...   \n",
       "1952  ['Dr. Patrick  Soon-Shiong F.A.C.S., FRCS (C),...   \n",
       "1953  ['Mr. Sergei  Krylov', 'Mr. J. Curtis Henderso...   \n",
       "1954  ['Dr. Paula  Ragan', 'Dr. Renato T. Skerlj Ph....   \n",
       "1955  ['Mr. Kenneth M. Young', 'Mr. J. André Hall', ...   \n",
       "1956  ['Mr. Michael T. Cartwright', 'Mr. Andrew W. M...   \n",
       "1957  ['Mr. Gerald L. Solensky Jr.', 'Mr. Shameze  R...   \n",
       "1958  ['Mr. Robert Craig Owen', 'Mr. Brian K. Ayers'...   \n",
       "1959  ['Mr. Charles K. Thompson', 'Mr. Robert Young ...   \n",
       "1960  ['Dr. Daniel  Vitt', 'Dr. Manfred  Gröppel', '...   \n",
       "1961  ['Dr. James B. Breitmeyer', 'Mr. Richard G. Vi...   \n",
       "1962  ['Ms. Jennifer D. Arasimowicz Esq.', 'Mr. Mich...   \n",
       "1963  ['Dr. Robert James Wills B.S., M.S., Ph.D.', '...   \n",
       "\n",
       "                              Y_Comany_Name  \\\n",
       "0                      Array BioPharma Inc.   \n",
       "1                      The Trade Desk, Inc.   \n",
       "2                                Etsy, Inc.   \n",
       "3                          Five Below, Inc.   \n",
       "4               Coupa Software Incorporated   \n",
       "5                      Planet Fitness, Inc.   \n",
       "6                             HubSpot, Inc.   \n",
       "7                         Ciena Corporation   \n",
       "8                   Haemonetics Corporation   \n",
       "9                            Woodward, Inc.   \n",
       "10                               Cree, Inc.   \n",
       "11          Cousins Properties Incorporated   \n",
       "12                   Americold Realty Trust   \n",
       "13                           Entegris, Inc.   \n",
       "14                            IDACORP, Inc.   \n",
       "15                 Medidata Solutions, Inc.   \n",
       "16                          Primerica, Inc.   \n",
       "17              Deckers Outdoor Corporation   \n",
       "18                   CACI International Inc   \n",
       "19        Portland General Electric Company   \n",
       "20                        Radian Group Inc.   \n",
       "21             Southwest Gas Holdings, Inc.   \n",
       "22                            ONE Gas, Inc.   \n",
       "23                        EMCOR Group, Inc.   \n",
       "24              MGIC Investment Corporation   \n",
       "25                            MAXIMUS, Inc.   \n",
       "26                          Insperity, Inc.   \n",
       "27                       Kemper Corporation   \n",
       "28                            Zscaler, Inc.   \n",
       "29    Ollie's Bargain Outlet Holdings, Inc.   \n",
       "...                                     ...   \n",
       "1934                           J.Jill, Inc.   \n",
       "1935                     Lilis Energy, Inc.   \n",
       "1936                      electroCore, Inc.   \n",
       "1937                         Teligent, Inc.   \n",
       "1938      Innovate Biopharmaceuticals, Inc.   \n",
       "1939                  Remark Holdings, Inc.   \n",
       "1940                 Ovid Therapeutics Inc.   \n",
       "1941                 scPharmaceuticals Inc.   \n",
       "1942               CompX International Inc.   \n",
       "1943                           Ashford Inc.   \n",
       "1944           Halcón Resources Corporation   \n",
       "1945                   Zion Oil & Gas, Inc.   \n",
       "1946          Pioneer Energy Services Corp.   \n",
       "1947              Key Energy Services, Inc.   \n",
       "1948              Alta Mesa Resources, Inc.   \n",
       "1949        Sienna Biopharmaceuticals, Inc.   \n",
       "1950          Quintana Energy Services Inc.   \n",
       "1951       Francesca's Holdings Corporation   \n",
       "1952                       NantHealth, Inc.   \n",
       "1953               Approach Resources, Inc.   \n",
       "1954               X4 Pharmaceuticals, Inc.   \n",
       "1955     Babcock & Wilcox Enterprises, Inc.   \n",
       "1956                     AAC Holdings, Inc.   \n",
       "1957         Zomedica Pharmaceuticals Corp.   \n",
       "1958                Rosehill Resources Inc.   \n",
       "1959  Nuverra Environmental Solutions, Inc.   \n",
       "1960                          Immunic, Inc.   \n",
       "1961           Oncternal Therapeutics, Inc.   \n",
       "1962                  FuelCell Energy, Inc.   \n",
       "1963                              GTx, Inc.   \n",
       "\n",
       "                                        Industry_Sector  Tradingview Bull  \n",
       "0                       ['Healthcare', 'Biotechnology']                 5  \n",
       "1              ['Technology', 'Software - Application']                 0  \n",
       "2             ['Consumer Cyclical', 'Specialty Retail']                 0  \n",
       "3             ['Consumer Cyclical', 'Specialty Retail']                 0  \n",
       "4           ['Technology', 'Software - Infrastructure']                 1  \n",
       "5                      ['Consumer Cyclical', 'Leisure']                 0  \n",
       "6              ['Technology', 'Software - Application']                 0  \n",
       "7             ['Technology', 'Communication Equipment']                 0  \n",
       "8      ['Healthcare', 'Medical Instruments & Supplies']                 5  \n",
       "9                ['Industrials', 'Aerospace & Defense']                 0  \n",
       "10                     ['Technology', 'Semiconductors']                 0  \n",
       "11                ['Real Estate', 'REIT - Diversified']                 0  \n",
       "12                 ['Real Estate', 'REIT - Industrial']                 0  \n",
       "13    ['Technology', 'Semiconductor Equipment & Mate...                 1  \n",
       "14      ['Utilities', 'Utilities - Regulated Electric']                 0  \n",
       "15        ['Technology', 'Health Information Services']                 0  \n",
       "16           ['Financial Services', 'Insurance - Life']                 0  \n",
       "17      ['Consumer Cyclical', 'Footwear & Accessories']                 4  \n",
       "18    ['Technology', 'Information Technology Services']                 0  \n",
       "19      ['Utilities', 'Utilities - Regulated Electric']                 0  \n",
       "20      ['Financial Services', 'Insurance - Specialty']                 0  \n",
       "21           ['Utilities', 'Utilities - Regulated Gas']                 2  \n",
       "22           ['Utilities', 'Utilities - Regulated Gas']                 0  \n",
       "23        ['Industrials', 'Engineering & Construction']                 1  \n",
       "24      ['Financial Services', 'Insurance - Specialty']                 0  \n",
       "25                 ['Industrials', 'Business Services']                 0  \n",
       "26    ['Industrials', 'Staffing & Outsourcing Servic...                 0  \n",
       "27    ['Financial Services', 'Insurance - Diversified']                 0  \n",
       "28          ['Technology', 'Software - Infrastructure']                 0  \n",
       "29            ['Consumer Defensive', 'Discount Stores']                 0  \n",
       "...                                                 ...               ...  \n",
       "1934            ['Consumer Cyclical', 'Apparel Stores']                 0  \n",
       "1935                        ['Energy', 'Oil & Gas E&P']                 0  \n",
       "1936   ['Healthcare', 'Medical Instruments & Supplies']                 0  \n",
       "1937  ['Healthcare', 'Drug Manufacturers - Specialty...                 0  \n",
       "1938                    ['Healthcare', 'Biotechnology']                 0  \n",
       "1939   ['Technology', 'Internet Content & Information']                 0  \n",
       "1940                    ['Healthcare', 'Biotechnology']                 0  \n",
       "1941                    ['Healthcare', 'Biotechnology']                 0  \n",
       "1942  ['Industrials', 'Security & Protection Services']                 0  \n",
       "1943         ['Financial Services', 'Asset Management']                 0  \n",
       "1944                        ['Energy', 'Oil & Gas E&P']                 0  \n",
       "1945                        ['Energy', 'Oil & Gas E&P']                 0  \n",
       "1946                   ['Energy', 'Oil & Gas Drilling']                 0  \n",
       "1947       ['Energy', 'Oil & Gas Equipment & Services']                 0  \n",
       "1948                   ['Industrials', 'Conglomerates']                 0  \n",
       "1949                    ['Healthcare', 'Biotechnology']                 0  \n",
       "1950       ['Energy', 'Oil & Gas Equipment & Services']                 0  \n",
       "1951            ['Consumer Cyclical', 'Apparel Stores']                 0  \n",
       "1952      ['Technology', 'Health Information Services']                 0  \n",
       "1953                        ['Energy', 'Oil & Gas E&P']                 0  \n",
       "1954                    ['Healthcare', 'Biotechnology']                 0  \n",
       "1955         ['Industrials', 'Diversified Industrials']                 0  \n",
       "1956                     ['Healthcare', 'Medical Care']                 0  \n",
       "1957  ['Healthcare', 'Drug Manufacturers - Specialty...                 0  \n",
       "1958                        ['Energy', 'Oil & Gas E&P']                 0  \n",
       "1959                ['Industrials', 'Waste Management']                 0  \n",
       "1960                    ['Healthcare', 'Biotechnology']                 4  \n",
       "1961                    ['Healthcare', 'Biotechnology']                 0  \n",
       "1962  ['Utilities', 'Utilities - Independent Power P...                 0  \n",
       "1963                    ['Healthcare', 'Biotechnology']                 0  \n",
       "\n",
       "[1964 rows x 16 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "russ2000"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['4', 'with_logo', '2', '1', 'no_logo', '5', 'models', '3', '0']"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "os.listdir('/home/rocky/Projects/Stock_Execs/DataSets')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#PUT EACH IMAGE IN FOLDER FOR RANK NUMBER 0-5\n",
    "for i in tqdm(range(len(russ2000))):\n",
    "    orig = '/home/rocky/Projects/Stock_Execs/photos_w_logos/'+russ2000.loc[i][0]+'.png'\n",
    "    new =  '/home/rocky/Projects/Stock_Execs/DataSets/'+str(russ2000.loc[i][15])+'/'+russ2000.loc[i][0]+'.png'\n",
    "    shutil.copyfile(orig, new)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Split into training and validation sets\n",
    "for i in range(6)\n",
    "    os.mkdir '/home/rocky/Projects/Stock_Execs/DataSets/with_logo/valid/'+str(i)\n",
    "    os.mkdir '/home/rocky/Projects/Stock_Execs/DataSets/with_logo/train/'+str(i)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in range(6):\n",
    "    p = glob.glob(path_imgs+str(i)+'/*')\n",
    "    for x in p[:int(len(p) * .85)]:\n",
    "        t = '/home/rocky/Projects/Stock_Execs/DataSets/with_logo/train/'+str(i)\n",
    "        os.rename(x, t+x[43:])\n",
    "for i in range(6):\n",
    "    p = glob.glob(path_imgs+str(i)+'/*')\n",
    "    for x in p:\n",
    "        t = '/home/rocky/Projects/Stock_Execs/DataSets/with_logo/valid/'+str(i)\n",
    "        os.rename(x, t+x[43:])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "path_imgs = '/home/rocky/Projects/Stock_Execs/DataSets/with_logo/'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "bs = 64"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "tfms = get_transforms(do_flip=False)\n",
    "data = ImageDataBunch.from_folder(path_imgs, ds_tfms=False, size=224, bs=bs\n",
    "                                  ).normalize(imagenet_stats)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x432 with 9 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data.show_batch(rows=3, figsize=(7,6))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "learn = cnn_learner(data, models.resnet34, metrics=error_rate)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: left;\">\n",
       "      <th>epoch</th>\n",
       "      <th>train_loss</th>\n",
       "      <th>valid_loss</th>\n",
       "      <th>error_rate</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>1.983162</td>\n",
       "      <td>1.260384</td>\n",
       "      <td>0.320000</td>\n",
       "      <td>00:05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>1.203340</td>\n",
       "      <td>1.121781</td>\n",
       "      <td>0.240000</td>\n",
       "      <td>00:04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>0.791793</td>\n",
       "      <td>1.094913</td>\n",
       "      <td>0.240000</td>\n",
       "      <td>00:04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>0.568148</td>\n",
       "      <td>1.110837</td>\n",
       "      <td>0.260000</td>\n",
       "      <td>00:04</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn.fit_one_cycle(4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "learn.save('stage-1')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "interp = ClassificationInterpretation.from_learner(learn)\n",
    "\n",
    "losses,idxs = interp.top_losses()\n",
    "\n",
    "len(data.valid_ds)==len(losses)==len(idxs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x792 with 9 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "interp.plot_top_losses(9, figsize=(15,11))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "doc(interp.plot_top_losses)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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AAGhWzevE+63eJ49Yu9+8Tg8AAHfLlWQAAGhEMgAANCIZAAAakQwAAI1IBgCARiQDAEAjkgEAoBHJAADQiGQAAGhEMgAANCIZAAAakQwAAI1IBgCARiQDAEAjkgEAoBHJAADQiGQAAGhEMgAANCIZAAAakQwAAI1IBgCARiQDAEAjkgEAoBHJAADQiGQAAGhEMgAANCIZAAAakQwAAI1IBgCARiQDAEAjkgEAoBHJAADQiGQAAGhEMgAANCIZAAAakQwAAI1IBgCARiQDAEAjkgEAoBHJAADQiGQAAGhEMgAANCIZAAAakQwAAI1IBgCARiQDAEAjkgEAoBHJAADQiGQAAGhEMgAANCIZAAAakQwAAI1InrFt27Zl/fFH52EHr8nNN31q3uOwi97w+tflhPXrcu45Z+eOO+6Y9zjsAjucPjucPjucvpW8w5lGclU9taquqaoPV9W7q2r1LI8/Bfvvv38uvOR9ed6pp897FHbRjTfckFtvuSWXX3l1Dj/iiFx80YXzHollssPps8Pps8PpW+k7nPWV5M8necYY42lJ/keS5834+Hu91atX5+BDDpn3GNwP116zJSeedHKS5KSTT8k1Wz4y54lYLjucPjucPjucvpW+w5lG8hjji2OMry19+s0kd83y+LAn3Hbb1hywZk2SZGFhIVu3fnnOE7Fcdjh9djh9djh9K32Hu+We5Kp6VJKTk7yvPX5GVW2sqo1f+MIXdsep4X5bWDgwX7n99iSL95ivXXvQnCdiuexw+uxw+uxw+lb6DmceyVW1Jsn5SV48xvhnd3iPMTaNMTaMMTYcdthhsz41zMTRxxybKy7fnCTZfNmlOebY4+Y8Ectlh9Nnh9Nnh9O30nc46xfurUryniT/5xjjM7M89pSc/vxn54rNl+WVr3h5Ljj/nfMeh2U68qij8tBDD80J69fl5ptuyqmneRHm1Njh9Nnh9Nnh9K30HdYYY3YHqzo7ya8l+eTSQ789xnjvzr72tNPPGOddsNOnmIjVq7yDIAAwbWeduSEXbdpY/fFVszzJGOP8LN5qAQAAk+VSIAAANCIZAAAakQwAAI1IBgCARiQDAEAjkgEAoBHJAADQiGQAAGhEMgAANCIZAAAakQwAAI1IBgCARiQDAEAjkgEAoBHJAADQiGQAAGhEMgAANCIZAAAakQwAAI1IBgCARiQDAEAjkgEAoBHJAADQiGQAAGhEMgAANCIZAAAakQwAAI1IBgCARiQDAEAjkgEAoBHJAADQiGQAAGhEMgAANCIZAAAakQwAAI1IBgCARiQDAEAjkgEAoBHJAADQiGQAAGhEMgAANKt29mBVbUoy+sNJxhhjw26fCgAA5minkZzkNXt0CgAA2IvsNJLHGJ9LkqqqJM9I8vAsXklOknftmdEAAGA+7u5K8nbvTXJrkmcluTTJwRHJAAA8wN3bC/cOHWO8KskXxxj/Lsl+e2AmAACYq3uL5Dur6kFJtlbVuUkeswdmAgCAubq3SP7Rpa/5N0kOTHL2bp8IAADm7N7uST5ih48/lmRhN84CAAB7hXuL5B9Z+rWSPDHJPyb58G6dCAAA5uweI3mM8bM7fr70Q0YAAOAB7R4juaoev8OnhyV53O4dBwAA5u/ebrfYfiV5JPlyvHAPAIAV4N4i+UNjjHdv/6Sqnpvkk7t3JAAAmK97ewu4l7XPX7K7BgEAgL3FTq8kV9XLkvxEksOr6rosvrvFXUmu3HOjAQDAfOw0kscYb0/y9qp6/hjj9/fwTAAAMFf3drvF6ds/qEXn7+Z5AABg7u4tkg/b/sEYYyR55O4dBwAA5u/eIvmrVXVqVR1UVacm+cqeGAoAAObp3t4C7iVJXp/kpUm+nuTa3T4RAADM2b1dST4oydalX/8myad3+0QAADBnd/cWcP9bkvVZjOL3JDlujPFv9+BcAAAwN3d3JflZSf4hyaVJrsvij6UGAIAVYaeRPMY4Lsmrkzwmye8neUJVnVZVa/fkcAAAMA93e0/yGOMLY4xfG2P8cJJjsvj2b36wCAAAD3j39sK9JMkY45Yxxq+PMZ6+uwcCAIB5u0+RDAAAK4lIBgCARiQDAEAjkgEAoBHJAADQiGQAAGhEMgAANCIZAAAakQwAAI1IBgCARiQDAEAjkgEAoBHJAADQiGQAAGhEMgAANCIZAAAakQwAAI1IBgCARiQDAEAjkgEAoBHJAADQiGQAAGhEMgAANCIZAAAakQwAAI1IBgCARiQDAEAjkgEAoBHJAADQiGQAAGhEMgAANCIZAAAakQwAAI1IBgCARiQDAEAjkgEAoBHJAADQiOQZ27ZtW9Yff3QedvCa3HzTp+Y9DrvoDa9/XU5Yvy7nnnN27rjjjnmPwy6ww+mzw+mzw+lbyTucaSRX1aFVtaWqrqqqK6rqYbM8/hTsv//+ufCS9+V5p54+71HYRTfecENuveWWXH7l1Tn8iCNy8UUXznsklskOp88Op88Op2+l73DWV5L/PsnxY4ynJ3lXkh+f8fH3eqtXr87Bhxwy7zG4H669ZktOPOnkJMlJJ5+Sa7Z8ZM4TsVx2OH12OH12OH0rfYczjeQxxp1jjLuWPj0gyU2zPD7sCbfdtjUHrFmTJFlYWMjWrV+e80Qslx1Onx1Onx1O30rf4apZH7CqjkrytiQHJjm5PXdGkjOS5ClPPXrWp4aZWFg4MF+5/fYki/eYr1170JwnYrnscPrscPrscPpW+g5n/sK9McYnxhj/S5KfT/L69tymMcaGMcaGww47bNanhpk4+phjc8Xlm5Mkmy+7NMcce9ycJ2K57HD67HD67HD6VvoOZ/3CvX13+HRbkn+a5fGn4vTnPztXbL4sr3zFy3PB+e+c9zgs05FHHZWHHnpoTli/LjffdFNOPc2LMKfGDqfPDqfPDqdvpe+wxhizO1jVU5O8OcmdSb6e5Nwxxhd39rWnnX7GOO+C987s3Ox5q1d5B0EAYNrOOnNDLtq0sfrjM70neYxxXZKnzfKYAACwp7kUCAAAjUgGAIBGJAMAQCOSAQCgEckAANCIZAAAaEQyAAA0IhkAABqRDAAAjUgGAIBGJAMAQCOSAQCgEckAANCIZAAAaEQyAAA0IhkAABqRDAAAjUgGAIBGJAMAQCOSAQCgEckAANCIZAAAaEQyAAA0IhkAABqRDAAAjUgGAIBGJAMAQCOSAQCgEckAANCIZAAAaEQyAAA0IhkAABqRDAAAjUgGAIBGJAMAQCOSAQCgEckAANCIZAAAaEQyAAA0IhkAABqRDAAAjUgGAIBGJAMAQCOSAQCgEckAANCIZAAAaEQyAAA0IhkAABqRDAAAjUgGAIBGJAMAQCOSAQCgEckAANCIZAAAaEQyAAA0IhkAABqRDAAAjUgGAIBGJAMAQCOSAQCgEckAANCIZAAAaEQyAAA0IhkAABqRDAAAjUgGAIBGJAMAQCOSAQCgEckAANCIZAAAaEQyAAA0IhkAABqRDAAAjUgGAIBGJAMAQCOSAQCgEckAANCIZAAAaEQyAAA0IhkAABqRDAAAjUgGAIBGJAMAQCOSAQCgEckAANCIZAAAaEQyAAA0IhkAABqRDAAAjUgGAIBGJAMAQCOSAQCgEckAANCIZAAAaEQyAAA0IhkAABqRDAAAjUgGAIBGJAMAQCOSAQCgEckAANCIZAAAaEQyAAA0IhkAABqRPGPbtm3L+uOPzsMOXpObb/rUvMdhF73h9a/LCevX5dxzzs4dd9wx73HYBXY4fXY4fXY4fSt5h7slkqvqzKr60u449t5u//33z4WXvC/PO/X0eY/CLrrxhhty6y235PIrr87hRxyRiy+6cN4jsUx2OH12OH12OH0rfYczj+Sq2ifJGUk+P+tjT8Hq1atz8CGHzHsM7odrr9mSE086OUly0smn5JotH5nzRCyXHU6fHU6fHU7fSt/h7riSfGaSTUnu2g3Hht3uttu25oA1a5IkCwsL2br1y3OeiOWyw+mzw+mzw+lb6TucaSQvXUXekOS9d/P8GVW1sao2fuELX5jlqWFmFhYOzFduvz3J4j3ma9ceNOeJWC47nD47nD47nL6VvsNZX0l+UZKNY4ydXkUeY2waY2wYY2w47LDDZnxqmI2jjzk2V1y+OUmy+bJLc8yxx815IpbLDqfPDqfPDqdvpe9w1pH8+CQ/VlUfTPK4qnrLjI8/Cac//9m5YvNleeUrXp4Lzn/nvMdhmY486qg89NBDc8L6dbn5ppty6mlehDk1djh9djh9djh9K32HNcbYPQeu+tgY48l39/xpp58xzrtgp3dlMBGrV3kHQQBg2s46c0Mu2rSx+uO7rXLuKZABAGBv5lIgAAA0IhkAABqRDAAAjUgGAIBGJAMAQCOSAQCgEckAANCIZAAAaEQyAAA0IhkAABqRDAAAjUgGAIBGJAMAQCOSAQCgEckAANCIZAAAaEQyAAA0IhkAABqRDAAAjUgGAIBGJAMAQCOSAQCgEckAANCIZAAAaEQyAAA0IhkAABqRDAAAjUgGAIBGJAMAQCOSAQCgEckAANCIZAAAaEQyAAA0IhkAABqRDAAAjUgGAIBGJAMAQCOSAQCgEckAANCIZAAAaEQyAAA0IhkAABqRDAAAjUgGAIBGJAMAQCOSAQCgEckAANCIZAAAaEQyAAA0IhkAABqRDAAAzap5nfiukXzzzrvmdXogyepV/j0ZAHbG35AAANCIZAAAaEQyAAA0IhkAABqRDAAAjUgGAIBGJAMAQCOSAQCgEckAANCIZAAAaEQyAAA0IhkAABqRDAAAjUgGAIBGJAMAQCOSAQCgEckAANCIZAAAaEQyAAA0IhkAABqRDAAAjUgGAIBGJAMAQCOSAQCgEckAANCIZAAAaEQyAAA0IhkAABqRDAAAjUgGAIBGJAMAQCOSAQCgEckAANCIZAAAaEQyAAA0IhkAABqRDAAAjUgGAIBGJAMAQCOSAQCgEckAANCIZAAAaEQyAAA0IhkAABqRDAAAjUgGAIBGJAMAQCOSAQCgEckAANCIZAAAaEQyAAA0IhkAABqRPGMf/9h1OeUZx+c5J//rvOzFL8odd9wx75FYpm3btmX98UfnYQevyc03fWre47CL3vD61+WE9ety7jln+//hRNnh9Nnh9K3kHc40kqvq0VX1paq6cul/h8zy+FPw8MMemUv+8LK8/0N/nH/xqEflA+//r/MeiWXaf//9c+El78vzTj193qOwi2684YbcesstufzKq3P4EUfk4osunPdILJMdTp8dTt9K3+HuuJJ81Rhj/dL/vrQbjr9X+97vfVj222+/JMnq1fvmQQ9ysX5qVq9enYMPWXH/fveAcu01W3LiSScnSU46+ZRcs+Ujc56I5bLD6bPD6VvpO9wdBXdcVV1dVf93VdVuOP4kfP6vP5crr7gsz/zh58x7FFhxbrttaw5YsyZJsrCwkK1bvzzniVguO5w+O5y+lb7DWUfyF5M8NsnTkjw0yWk7PllVZ1TVxqraeMstn5/xqfceX7n99vybl744v/HWd2T16tXzHgdWnIWFA/OV229PsniP+dq1B815IpbLDqfPDqdvpe9wppE8xvjGGOMfxxgjycVJjmzPbxpjbBhjbHjEIx45y1PvNb71rW/lZS8+K699/c/ncd9/+LzHgRXp6GOOzRWXb06SbL7s0hxz7HFznojlssPps8PpW+k7nPUL9w7Y4dN1Sf5ilsefgos3vSfXf+y6vPkX35TnnnJCLrlw47xHYhec/vxn54rNl+WVr3h5Ljj/nfMeh2U68qij8tBDD80J69fl5ptuyqmneRHm1Njh9Nnh9K30HdbiRd8ZHazqWUn+ryT/lOSvkpw7xvjWzr72+aedMd5x/rtndm72vH338aLEqVu9yg4BWNnOOnNDLtq08TteR7dqlicZY3wgyQdmeUwAANjTXEYCAIBGJAMAQCOSAQCgEckAANCIZAAAaEQyAAA0IhkAABqRDAAAjUgGAIBGJAMAQCOSAQCgEckAANCIZAAAaEQyAAA0IhkAABqRDAAAjUgGAIBGJAMAQCOSAQCgEckAANCIZAAAaEQyAAA0IhkAABqRDAAAjUgGAIBGJAMAQCOSAQCgEckAANCIZAAAaEQyAAA0IhkAABqRDAAAjRwAEa8AAAVhSURBVEgGAIBGJAMAQCOSAQCgEckAANCIZAAAaEQyAAA0IhkAABqRDAAAjUgGAIBGJAMAQCOSAQCgEckAANCIZAAAaEQyAAA0IhkAABqRDAAAjUgGAIBGJAMAQCOSAQCgqTHGfE5cdX2Sz87l5HvGYUm+MO8huF/scPrscPrscPrscPoe6Dt8zBjjX/UH5xbJD3RVtXGMsWHec7Dr7HD67HD67HD67HD6VuoO3W4BAACNSN59Ns17AO43O5w+O5w+O5w+O5y+FblDt1sAAEDjSjIAADQiGQAAGpEMAACNSJ6Bqtqnql5YVW+pqt9b+vWFVbVq3rNx/1TVj817Bu6bpf8fnlZVz6+qfXZ4/Ix5zsV9V1WHVtX/WlXPq6pHVtVvV9Wbq+rQec/GrquqX5v3DNx3VfU9O3x8alX9QlW9qKpWXDN64d4MVNV5ST6T5INJtiVZSPLMJI8fY5w9z9m4b6rq8Tt7OMnvjDGO29PzsHxVdUGSzyX5ZpKTkpwzxviLqrpijPGM+U7HfVFVm5Ocn+SAJP82yc8nuT3JT48xnj3P2bhvqurvkvx1kruy+GdokjwuyZ+PMZ46t8G4z7b/mVlVb0pySJJLkqxL8vAxxovnOtwe5krnbHzfGOOc9tjHq+rDc5mGXXFtkgvzP/9Q3+5Rc5iFXfOIMcZZSVJV/znJu6rqF+Y7Esu0aoxxXpJU1YvGGBcuffy6+Y7FMvx0khck2TjGeG+SVNUHxhjPmu9Y7ILjxxhPX/r4A1V11VynmQORPBtbqupdST6Uxasea5KcmMXwYhr+LMnPjjH+YccHq+oP5zQPy7dvVT14jPGNMcbnquo5Sd6T5AfnPRj32eodPn75Dh/7u2oixhjvrqr3Jjmzqn4/ycZ858UH9m5PqKqNSR5XVfuNMb629Ph3zXOoeXC7xYxU1ROTHJtkbZLbkmwZY9ww36m4r6pqTZJ/HGPcOe9Z2DVV9ZQkfz3G+NsdHtsnyZljjN+b32TcV1X10CRfGjv8xVRVq5McNcb4k/lNxq5Yuof1RVm89fDn5j0P901V7fhfUG8dY9xRVd+dxSvLH5zXXPMgkgEAoFlxr1QEAIB7I5IB9qCqenRVfamqrqyq65ZuE1nO9z9n+wsSq+pt9/B1P7GMY/5UVb14OXMAPNCJZIA976oxxvokr0zypu0PLvd9SMcYL7+Hp+9zJAPwnbxiGGB+PpFk3dLbRX4xySeW3hngt5M8OMmfjjF+pqoWkrx36XtuS/LpJKmqj40xnlxVj03ytiT7JLk+yV8kObyqrkzyxiy+684vZ/HP/D8YY7y5qh6Z5L8k+WqSbyT5/T3xGwaYCpEMMD9Pz+IPIXpikhPHGN9ceuulV4wxPrv0E+eenGR9kovHGL9TVf9xJ8f5pSSvHWNcX1UPGmPcVVU/vnS1evsP6ThtjLG1qt5XVecneV2S/zDG+FBVvWcP/F4BJkUkA+x5T1+6yvvVJK9K8ktjjG8uPXdEkndUVbL4k+cuTfLYJG9fev5P8p3v/fzIMcb1STLGuGsn53tikkuWjrk2ySOXjnn9DscEYAciGWDPu2qM8YJk8YV8WfwRvtt9Jslrln4gSmXxForHJnlSFqP2yVm8PWJHn6+qHxpjfHz7leQkO76/5w1JXjDG2Lb03tF3ZfGWjCcl2bx0zEtn/HsEmDSRDLB3eV2St1bVQ5LcmeTcJL+bZGNVbcjivct/1b7ntUnevhTV1yd5dZLPVNVFSX4lyc8luXjphYHfSHJqFm/R+C9V9Zos3rMMwA78MBEAAGi8BRwAADQiGQAAGpEMAACNSAYAgEYkAwBAI5IBAKARyQAA0Pz/Pl9AXsav1WgAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "interp.plot_confusion_matrix(figsize=(12,12), dpi=60)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "learn.unfreeze()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: left;\">\n",
       "      <th>epoch</th>\n",
       "      <th>train_loss</th>\n",
       "      <th>valid_loss</th>\n",
       "      <th>error_rate</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>0.617721</td>\n",
       "      <td>1.209110</td>\n",
       "      <td>0.240000</td>\n",
       "      <td>00:06</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn.fit_one_cycle(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "learn.load('stage-1');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "LR Finder is complete, type {learner_name}.recorder.plot() to see the graph.\n"
     ]
    }
   ],
   "source": [
    "learn.lr_find()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn.recorder.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: left;\">\n",
       "      <th>epoch</th>\n",
       "      <th>train_loss</th>\n",
       "      <th>valid_loss</th>\n",
       "      <th>error_rate</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>0.327297</td>\n",
       "      <td>1.129070</td>\n",
       "      <td>0.260000</td>\n",
       "      <td>00:05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>0.314021</td>\n",
       "      <td>1.164410</td>\n",
       "      <td>0.280000</td>\n",
       "      <td>00:05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>0.269472</td>\n",
       "      <td>1.145291</td>\n",
       "      <td>0.260000</td>\n",
       "      <td>00:05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>0.232084</td>\n",
       "      <td>1.152055</td>\n",
       "      <td>0.240000</td>\n",
       "      <td>00:05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>0.206723</td>\n",
       "      <td>1.160227</td>\n",
       "      <td>0.240000</td>\n",
       "      <td>00:05</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn.unfreeze()\n",
    "learn.fit_one_cycle(5, max_lr=slice(1e-6,1e-4))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "learn.fit_one_cycle(5, max_lr=slice(1e-6,1e-4))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  }
 },
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 "nbformat_minor": 1
}