finviz.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import requests\n",
    "from bs4 import BeautifulSoup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['No.', 'Ticker', 'Company', 'Sector', 'Industry', 'Country', 'Market Cap', 'P/E', 'Price', 'Change', 'Volume']\n"
     ]
    }
   ],
   "source": [
    "url = \"https://finviz.com/screener.ashx?v=111&o=targetprice\"\n",
    "response = requests.get(url)\n",
    "content = response.content\n",
    "parser = BeautifulSoup(content, 'html.parser')\n",
    "\n",
    "# Get the first inner paragraph.\n",
    "# Find all the paragraph tags with the class inner-text.\n",
    "# Then, take the first element in that list.\n",
    "cols = parser.find_all(\"td\", class_=\"table-top\")\n",
    "data_cols = []\n",
    "for c in cols:\n",
    "    data_cols.append(c.text)\n",
    "print(data_cols)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<table bgcolor=\"#d3d3d3\" border=\"0\" cellpadding=\"3\" cellspacing=\"1\" width=\"100%\">\n",
      "<tr align=\"center\" valign=\"middle\">\n",
      "<td class=\"table-top\" onclick=\"window.location='screener.ashx?v=111'\" onmouseout=\"this.className='table-top';\" onmouseover=\"this.className='table-top-h';\" style=\"cursor:pointer;\">No.</td>\n",
      "<td class=\"table-top\" onclick=\"window.location='screener.ashx?v=111&amp;o=ticker'\" onmouseout=\"this.className='table-top';\" onmouseover=\"this.className='table-top-h';\" style=\"cursor:pointer;\">Ticker</td>\n",
      "<td class=\"table-top\" onclick=\"window.location='screener.ashx?v=111&amp;o=company'\" onmouseout=\"this.className='table-top';\" onmouseover=\"this.className='table-top-h';\" style=\"cursor:pointer;\">Company</td>\n",
      "<td class=\"table-top\" onclick=\"window.location='screener.ashx?v=111&amp;o=sector'\" onmouseout=\"this.className='table-top';\" onmouseover=\"this.className='table-top-h';\" style=\"cursor:pointer;\">Sector</td>\n",
      "<td class=\"table-top\" onclick=\"window.location='screener.ashx?v=111&amp;o=industry'\" onmouseout=\"this.className='table-top';\" onmouseover=\"this.className='table-top-h';\" style=\"cursor:pointer;\">Industry</td>\n",
      "<td class=\"table-top\" onclick=\"window.location='screener.ashx?v=111&amp;o=country'\" onmouseout=\"this.className='table-top';\" onmouseover=\"this.className='table-top-h';\" style=\"cursor:pointer;\">Country</td>\n",
      "<td class=\"table-top\" onclick=\"window.location='screener.ashx?v=111&amp;o=marketcap'\" onmouseout=\"this.className='table-top';\" onmouseover=\"this.className='table-top-h';\" style=\"cursor:pointer;\">Market Cap</td>\n",
      "<td class=\"table-top\" onclick=\"window.location='screener.ashx?v=111&amp;o=pe'\" onmouseout=\"this.className='table-top';\" onmouseover=\"this.className='table-top-h';\" style=\"cursor:pointer;\">P/E</td>\n",
      "<td class=\"table-top\" onclick=\"window.location='screener.ashx?v=111&amp;o=price'\" onmouseout=\"this.className='table-top';\" onmouseover=\"this.className='table-top-h';\" style=\"cursor:pointer;\">Price</td>\n",
      "<td class=\"table-top\" onclick=\"window.location='screener.ashx?v=111&amp;o=change'\" onmouseout=\"this.className='table-top';\" onmouseover=\"this.className='table-top-h';\" style=\"cursor:pointer;\">Change</td>\n",
      "<td class=\"table-top\" onclick=\"window.location='screener.ashx?v=111&amp;o=volume'\" onmouseout=\"this.className='table-top';\" onmouseover=\"this.className='table-top-h';\" style=\"cursor:pointer;\">Volume</td>\n",
      "<tr class=\"table-dark-row-cp\" onmouseout=\"this.className='table-dark-row-cp';\" onmouseover=\"this.className='table-dark-row-cp-h';\" valign=\"top\">\n",
      "<td align=\"right\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=RMGN&amp;ty=c&amp;p=d&amp;b=1\">1</a></td><td align=\"left\" class=\"screener-body-table-nw\" height=\"10\" title=\"cssbody=[tabchrtbdy] cssheader=[tabchrthdr] body=[&lt;img src='chart.ashx?s=m&amp;ty=c&amp;t=RMGN'&gt;&lt;br&gt; &lt;b&gt;RMG Networks Holding Corporation&lt;/b&gt;&lt;br&gt; Business Services | USA | 13.50M] offsetx=[100] offsety=[0] delay=[0]\"><a class=\"screener-link-primary\" href=\"quote.ashx?t=RMGN&amp;ty=c&amp;p=d&amp;b=1\">RMGN</a></td><td align=\"left\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=RMGN&amp;ty=c&amp;p=d&amp;b=1\">RMG Networks Holding Corporation</a></td><td align=\"left\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=RMGN&amp;ty=c&amp;p=d&amp;b=1\">Services</a></td><td align=\"left\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=RMGN&amp;ty=c&amp;p=d&amp;b=1\">Business Services</a></td><td align=\"left\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=RMGN&amp;ty=c&amp;p=d&amp;b=1\">USA</a></td><td align=\"right\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=RMGN&amp;ty=c&amp;p=d&amp;b=1\">13.50M</a></td><td align=\"right\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=RMGN&amp;ty=c&amp;p=d&amp;b=1\">-</a></td><td align=\"right\" class=\"screener-body-table-nw\" height=\"10\" title=\"cssbody=[tabchrtbdy] cssheader=[tabchrthdr] body=[&lt;img src='chart.ashx?s=m&amp;ty=c&amp;t=RMGN'&gt;&lt;br&gt; &lt;b&gt;RMG Networks Holding Corporation&lt;/b&gt;&lt;br&gt; Business Services | USA | 13.50M] offsetx=[-323] offsety=[0] delay=[0]\"><a class=\"screener-link\" href=\"quote.ashx?t=RMGN&amp;ty=c&amp;p=d&amp;b=1\">1.21</a></td><td align=\"right\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=RMGN&amp;ty=c&amp;p=d&amp;b=1\">0.00%</a></td><td align=\"right\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=RMGN&amp;ty=c&amp;p=d&amp;b=1\">0</a></td></tr><tr class=\"table-light-row-cp\" onmouseout=\"this.className='table-light-row-cp';\" onmouseover=\"this.className='table-light-row-cp-h';\" valign=\"top\">\n",
      "<td align=\"right\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=VNCE&amp;ty=c&amp;p=d&amp;b=1\">2</a></td><td align=\"left\" class=\"screener-body-table-nw\" height=\"10\" title=\"cssbody=[tabchrtbdy] cssheader=[tabchrthdr] body=[&lt;img src='chart.ashx?s=m&amp;ty=c&amp;t=VNCE'&gt;&lt;br&gt; &lt;b&gt;Vince Holding Corp.&lt;/b&gt;&lt;br&gt; Textile - Apparel Clothing | USA | 186.28M] offsetx=[100] offsety=[0] delay=[0]\"><a class=\"screener-link-primary\" href=\"quote.ashx?t=VNCE&amp;ty=c&amp;p=d&amp;b=1\">VNCE</a></td><td align=\"left\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=VNCE&amp;ty=c&amp;p=d&amp;b=1\">Vince Holding Corp.</a></td><td align=\"left\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=VNCE&amp;ty=c&amp;p=d&amp;b=1\">Consumer Goods</a></td><td align=\"left\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=VNCE&amp;ty=c&amp;p=d&amp;b=1\">Textile - Apparel Clothing</a></td><td align=\"left\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=VNCE&amp;ty=c&amp;p=d&amp;b=1\">USA</a></td><td align=\"right\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=VNCE&amp;ty=c&amp;p=d&amp;b=1\">186.28M</a></td><td align=\"right\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=VNCE&amp;ty=c&amp;p=d&amp;b=1\">-</a></td><td align=\"right\" class=\"screener-body-table-nw\" height=\"10\" title=\"cssbody=[tabchrtbdy] cssheader=[tabchrthdr] body=[&lt;img src='chart.ashx?s=m&amp;ty=c&amp;t=VNCE'&gt;&lt;br&gt; &lt;b&gt;Vince Holding Corp.&lt;/b&gt;&lt;br&gt; Textile - Apparel Clothing | USA | 186.28M] offsetx=[-323] offsety=[0] delay=[0]\"><a class=\"screener-link\" href=\"quote.ashx?t=VNCE&amp;ty=c&amp;p=d&amp;b=1\">15.80</a></td><td align=\"right\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=VNCE&amp;ty=c&amp;p=d&amp;b=1\">0.00%</a></td><td align=\"right\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=VNCE&amp;ty=c&amp;p=d&amp;b=1\">0</a></td></tr><tr class=\"table-dark-row-cp\" onmouseout=\"this.className='table-dark-row-cp';\" onmouseover=\"this.className='table-dark-row-cp-h';\" valign=\"top\">\n",
      "<td align=\"right\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=VRML&amp;ty=c&amp;p=d&amp;b=1\">3</a></td><td align=\"left\" class=\"screener-body-table-nw\" height=\"10\" title=\"cssbody=[tabchrtbdy] cssheader=[tabchrthdr] body=[&lt;img src='chart.ashx?s=m&amp;ty=c&amp;t=VRML'&gt;&lt;br&gt; &lt;b&gt;Vermillion, Inc.&lt;/b&gt;&lt;br&gt; Diagnostic Substances | USA | 69.57M] offsetx=[100] offsety=[0] delay=[0]\"><a class=\"screener-link-primary\" href=\"quote.ashx?t=VRML&amp;ty=c&amp;p=d&amp;b=1\">VRML</a></td><td align=\"left\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=VRML&amp;ty=c&amp;p=d&amp;b=1\">Vermillion, Inc.</a></td><td align=\"left\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=VRML&amp;ty=c&amp;p=d&amp;b=1\">Healthcare</a></td><td align=\"left\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=VRML&amp;ty=c&amp;p=d&amp;b=1\">Diagnostic Substances</a></td><td align=\"left\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=VRML&amp;ty=c&amp;p=d&amp;b=1\">USA</a></td><td align=\"right\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=VRML&amp;ty=c&amp;p=d&amp;b=1\">69.57M</a></td><td align=\"right\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=VRML&amp;ty=c&amp;p=d&amp;b=1\">-</a></td><td align=\"right\" class=\"screener-body-table-nw\" height=\"10\" title=\"cssbody=[tabchrtbdy] cssheader=[tabchrthdr] body=[&lt;img src='chart.ashx?s=m&amp;ty=c&amp;t=VRML'&gt;&lt;br&gt; &lt;b&gt;Vermillion, Inc.&lt;/b&gt;&lt;br&gt; Diagnostic Substances | USA | 69.57M] offsetx=[-323] offsety=[0] delay=[0]\"><a class=\"screener-link\" href=\"quote.ashx?t=VRML&amp;ty=c&amp;p=d&amp;b=1\">0.89</a></td><td align=\"right\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=VRML&amp;ty=c&amp;p=d&amp;b=1\">0.00%</a></td><td align=\"right\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=VRML&amp;ty=c&amp;p=d&amp;b=1\">0</a></td></tr><tr class=\"table-light-row-cp\" onmouseout=\"this.className='table-light-row-cp';\" onmouseover=\"this.className='table-light-row-cp-h';\" valign=\"top\">\n",
      "<td align=\"right\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=SSI&amp;ty=c&amp;p=d&amp;b=1\">4</a></td><td align=\"left\" class=\"screener-body-table-nw\" height=\"10\" title=\"cssbody=[tabchrtbdy] cssheader=[tabchrthdr] body=[&lt;img src='chart.ashx?s=m&amp;ty=c&amp;t=SSI'&gt;&lt;br&gt; &lt;b&gt;Stage Stores, Inc.&lt;/b&gt;&lt;br&gt; Apparel Stores | USA | 67.09M] offsetx=[100] offsety=[0] delay=[0]\"><a class=\"screener-link-primary\" href=\"quote.ashx?t=SSI&amp;ty=c&amp;p=d&amp;b=1\">SSI</a></td><td align=\"left\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=SSI&amp;ty=c&amp;p=d&amp;b=1\">Stage Stores, Inc.</a></td><td align=\"left\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=SSI&amp;ty=c&amp;p=d&amp;b=1\">Services</a></td><td align=\"left\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=SSI&amp;ty=c&amp;p=d&amp;b=1\">Apparel Stores</a></td><td align=\"left\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=SSI&amp;ty=c&amp;p=d&amp;b=1\">USA</a></td><td align=\"right\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=SSI&amp;ty=c&amp;p=d&amp;b=1\">67.09M</a></td><td align=\"right\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=SSI&amp;ty=c&amp;p=d&amp;b=1\">-</a></td><td align=\"right\" class=\"screener-body-table-nw\" height=\"10\" title=\"cssbody=[tabchrtbdy] cssheader=[tabchrthdr] body=[&lt;img src='chart.ashx?s=m&amp;ty=c&amp;t=SSI'&gt;&lt;br&gt; &lt;b&gt;Stage Stores, Inc.&lt;/b&gt;&lt;br&gt; Apparel Stores | USA | 67.09M] offsetx=[-323] offsety=[0] delay=[0]\"><a class=\"screener-link\" href=\"quote.ashx?t=SSI&amp;ty=c&amp;p=d&amp;b=1\">2.32</a></td><td align=\"right\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=SSI&amp;ty=c&amp;p=d&amp;b=1\">0.00%</a></td><td align=\"right\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=SSI&amp;ty=c&amp;p=d&amp;b=1\">0</a></td></tr><tr class=\"table-dark-row-cp\" onmouseout=\"this.className='table-dark-row-cp';\" onmouseover=\"this.className='table-dark-row-cp-h';\" valign=\"top\">\n",
      "<td align=\"right\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=WYY&amp;ty=c&amp;p=d&amp;b=1\">5</a></td><td align=\"left\" class=\"screener-body-table-nw\" height=\"10\" title=\"cssbody=[tabchrtbdy] cssheader=[tabchrthdr] body=[&lt;img src='chart.ashx?s=m&amp;ty=c&amp;t=WYY'&gt;&lt;br&gt; &lt;b&gt;WidePoint Corporation&lt;/b&gt;&lt;br&gt; Information Technology Services | USA | 45.14M] offsetx=[100] offsety=[0] delay=[0]\"><a class=\"screener-link-primary\" href=\"quote.ashx?t=WYY&amp;ty=c&amp;p=d&amp;b=1\">WYY</a></td><td align=\"left\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=WYY&amp;ty=c&amp;p=d&amp;b=1\">WidePoint Corporation</a></td><td align=\"left\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=WYY&amp;ty=c&amp;p=d&amp;b=1\">Technology</a></td><td align=\"left\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=WYY&amp;ty=c&amp;p=d&amp;b=1\">Information Technology Services</a></td><td align=\"left\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=WYY&amp;ty=c&amp;p=d&amp;b=1\">USA</a></td><td align=\"right\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=WYY&amp;ty=c&amp;p=d&amp;b=1\">45.14M</a></td><td align=\"right\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=WYY&amp;ty=c&amp;p=d&amp;b=1\">-</a></td><td align=\"right\" class=\"screener-body-table-nw\" height=\"10\" title=\"cssbody=[tabchrtbdy] cssheader=[tabchrthdr] body=[&lt;img src='chart.ashx?s=m&amp;ty=c&amp;t=WYY'&gt;&lt;br&gt; &lt;b&gt;WidePoint Corporation&lt;/b&gt;&lt;br&gt; Information Technology Services | USA | 45.14M] offsetx=[-323] offsety=[0] delay=[0]\"><a class=\"screener-link\" href=\"quote.ashx?t=WYY&amp;ty=c&amp;p=d&amp;b=1\">0.54</a></td><td align=\"right\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=WYY&amp;ty=c&amp;p=d&amp;b=1\">0.00%</a></td><td align=\"right\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=WYY&amp;ty=c&amp;p=d&amp;b=1\">0</a></td></tr><tr class=\"table-light-row-cp\" onmouseout=\"this.className='table-light-row-cp';\" onmouseover=\"this.className='table-light-row-cp-h';\" valign=\"top\">\n",
      "<td align=\"right\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=SDRL&amp;ty=c&amp;p=d&amp;b=1\">6</a></td><td align=\"left\" class=\"screener-body-table-nw\" height=\"10\" title=\"cssbody=[tabchrtbdy] cssheader=[tabchrthdr] body=[&lt;img src='chart.ashx?s=m&amp;ty=c&amp;t=SDRL'&gt;&lt;br&gt; &lt;b&gt;Seadrill Limited&lt;/b&gt;&lt;br&gt; Oil &amp; Gas Drilling &amp; Exploration | Bermuda | 181.69M] offsetx=[100] offsety=[0] delay=[0]\"><a class=\"screener-link-primary\" href=\"quote.ashx?t=SDRL&amp;ty=c&amp;p=d&amp;b=1\">SDRL</a></td><td align=\"left\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=SDRL&amp;ty=c&amp;p=d&amp;b=1\">Seadrill Limited</a></td><td align=\"left\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=SDRL&amp;ty=c&amp;p=d&amp;b=1\">Basic Materials</a></td><td align=\"left\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=SDRL&amp;ty=c&amp;p=d&amp;b=1\">Oil &amp; Gas Drilling &amp; Exploration</a></td><td align=\"left\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=SDRL&amp;ty=c&amp;p=d&amp;b=1\">Bermuda</a></td><td align=\"right\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=SDRL&amp;ty=c&amp;p=d&amp;b=1\">181.69M</a></td><td align=\"right\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=SDRL&amp;ty=c&amp;p=d&amp;b=1\">-</a></td><td align=\"right\" class=\"screener-body-table-nw\" height=\"10\" title=\"cssbody=[tabchrtbdy] cssheader=[tabchrthdr] body=[&lt;img src='chart.ashx?s=m&amp;ty=c&amp;t=SDRL'&gt;&lt;br&gt; &lt;b&gt;Seadrill Limited&lt;/b&gt;&lt;br&gt; Oil &amp; Gas Drilling &amp; Exploration | Bermuda | 181.69M] offsetx=[-323] offsety=[0] delay=[0]\"><a class=\"screener-link\" href=\"quote.ashx?t=SDRL&amp;ty=c&amp;p=d&amp;b=1\">0.31</a></td><td align=\"right\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=SDRL&amp;ty=c&amp;p=d&amp;b=1\">0.00%</a></td><td align=\"right\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=SDRL&amp;ty=c&amp;p=d&amp;b=1\">0</a></td></tr><tr class=\"table-dark-row-cp\" onmouseout=\"this.className='table-dark-row-cp';\" onmouseover=\"this.className='table-dark-row-cp-h';\" valign=\"top\">\n",
      "<td align=\"right\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=LIQT&amp;ty=c&amp;p=d&amp;b=1\">7</a></td><td align=\"left\" class=\"screener-body-table-nw\" height=\"10\" title=\"cssbody=[tabchrtbdy] cssheader=[tabchrthdr] body=[&lt;img src='chart.ashx?s=m&amp;ty=c&amp;t=LIQT'&gt;&lt;br&gt; &lt;b&gt;LiqTech International, Inc.&lt;/b&gt;&lt;br&gt; Pollution &amp; Treatment Controls | Denmark | 47.83M] offsetx=[100] offsety=[0] delay=[0]\"><a class=\"screener-link-primary\" href=\"quote.ashx?t=LIQT&amp;ty=c&amp;p=d&amp;b=1\">LIQT</a></td><td align=\"left\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=LIQT&amp;ty=c&amp;p=d&amp;b=1\">LiqTech International, Inc.</a></td><td align=\"left\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=LIQT&amp;ty=c&amp;p=d&amp;b=1\">Industrial Goods</a></td><td align=\"left\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=LIQT&amp;ty=c&amp;p=d&amp;b=1\">Pollution &amp; Treatment Controls</a></td><td align=\"left\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=LIQT&amp;ty=c&amp;p=d&amp;b=1\">Denmark</a></td><td align=\"right\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=LIQT&amp;ty=c&amp;p=d&amp;b=1\">47.83M</a></td><td align=\"right\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=LIQT&amp;ty=c&amp;p=d&amp;b=1\">-</a></td><td align=\"right\" class=\"screener-body-table-nw\" height=\"10\" title=\"cssbody=[tabchrtbdy] cssheader=[tabchrthdr] body=[&lt;img src='chart.ashx?s=m&amp;ty=c&amp;t=LIQT'&gt;&lt;br&gt; &lt;b&gt;LiqTech International, Inc.&lt;/b&gt;&lt;br&gt; Pollution &amp; Treatment Controls | Denmark | 47.83M] offsetx=[-323] offsety=[0] delay=[0]\"><a class=\"screener-link\" href=\"quote.ashx?t=LIQT&amp;ty=c&amp;p=d&amp;b=1\">0.75</a></td><td align=\"right\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=LIQT&amp;ty=c&amp;p=d&amp;b=1\">0.00%</a></td><td align=\"right\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=LIQT&amp;ty=c&amp;p=d&amp;b=1\">0</a></td></tr><tr class=\"table-light-row-cp\" onmouseout=\"this.className='table-light-row-cp';\" onmouseover=\"this.className='table-light-row-cp-h';\" valign=\"top\">\n",
      "<td align=\"right\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=EMMS&amp;ty=c&amp;p=d&amp;b=1\">8</a></td><td align=\"left\" class=\"screener-body-table-nw\" height=\"10\" title=\"cssbody=[tabchrtbdy] cssheader=[tabchrthdr] body=[&lt;img src='chart.ashx?s=m&amp;ty=c&amp;t=EMMS'&gt;&lt;br&gt; &lt;b&gt;Emmis Communications Corporation&lt;/b&gt;&lt;br&gt; Broadcasting - Radio | USA | 70.49M] offsetx=[100] offsety=[0] delay=[0]\"><a class=\"screener-link-primary\" href=\"quote.ashx?t=EMMS&amp;ty=c&amp;p=d&amp;b=1\">EMMS</a></td><td align=\"left\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=EMMS&amp;ty=c&amp;p=d&amp;b=1\">Emmis Communications Corporation</a></td><td align=\"left\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=EMMS&amp;ty=c&amp;p=d&amp;b=1\">Services</a></td><td align=\"left\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=EMMS&amp;ty=c&amp;p=d&amp;b=1\">Broadcasting - Radio</a></td><td align=\"left\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=EMMS&amp;ty=c&amp;p=d&amp;b=1\">USA</a></td><td align=\"right\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=EMMS&amp;ty=c&amp;p=d&amp;b=1\">70.49M</a></td><td align=\"right\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=EMMS&amp;ty=c&amp;p=d&amp;b=1\"><span style=\"color:#008800;\">1.02</span></a></td><td align=\"right\" class=\"screener-body-table-nw\" height=\"10\" title=\"cssbody=[tabchrtbdy] cssheader=[tabchrthdr] body=[&lt;img src='chart.ashx?s=m&amp;ty=c&amp;t=EMMS'&gt;&lt;br&gt; &lt;b&gt;Emmis Communications Corporation&lt;/b&gt;&lt;br&gt; Broadcasting - Radio | USA | 70.49M] offsetx=[-323] offsety=[0] delay=[0]\"><a class=\"screener-link\" href=\"quote.ashx?t=EMMS&amp;ty=c&amp;p=d&amp;b=1\">5.52</a></td><td align=\"right\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=EMMS&amp;ty=c&amp;p=d&amp;b=1\">0.00%</a></td><td align=\"right\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=EMMS&amp;ty=c&amp;p=d&amp;b=1\">0</a></td></tr><tr class=\"table-dark-row-cp\" onmouseout=\"this.className='table-dark-row-cp';\" onmouseover=\"this.className='table-dark-row-cp-h';\" valign=\"top\">\n",
      "<td align=\"right\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=CEI&amp;ty=c&amp;p=d&amp;b=1\">9</a></td><td align=\"left\" class=\"screener-body-table-nw\" height=\"10\" title=\"cssbody=[tabchrtbdy] cssheader=[tabchrthdr] body=[&lt;img src='chart.ashx?s=m&amp;ty=c&amp;t=CEI'&gt;&lt;br&gt; &lt;b&gt;Camber Energy, Inc.&lt;/b&gt;&lt;br&gt; Oil &amp; Gas Drilling &amp; Exploration | USA | 0.91M] offsetx=[100] offsety=[0] delay=[0]\"><a class=\"screener-link-primary\" href=\"quote.ashx?t=CEI&amp;ty=c&amp;p=d&amp;b=1\">CEI</a></td><td align=\"left\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=CEI&amp;ty=c&amp;p=d&amp;b=1\">Camber Energy, Inc.</a></td><td align=\"left\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=CEI&amp;ty=c&amp;p=d&amp;b=1\">Basic Materials</a></td><td align=\"left\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=CEI&amp;ty=c&amp;p=d&amp;b=1\">Oil &amp; Gas Drilling &amp; Exploration</a></td><td align=\"left\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=CEI&amp;ty=c&amp;p=d&amp;b=1\">USA</a></td><td align=\"right\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=CEI&amp;ty=c&amp;p=d&amp;b=1\">0.91M</a></td><td align=\"right\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=CEI&amp;ty=c&amp;p=d&amp;b=1\">-</a></td><td align=\"right\" class=\"screener-body-table-nw\" height=\"10\" title=\"cssbody=[tabchrtbdy] cssheader=[tabchrthdr] body=[&lt;img src='chart.ashx?s=m&amp;ty=c&amp;t=CEI'&gt;&lt;br&gt; &lt;b&gt;Camber Energy, Inc.&lt;/b&gt;&lt;br&gt; Oil &amp; Gas Drilling &amp; Exploration | USA | 0.91M] offsetx=[-323] offsety=[0] delay=[0]\"><a class=\"screener-link\" href=\"quote.ashx?t=CEI&amp;ty=c&amp;p=d&amp;b=1\">0.22</a></td><td align=\"right\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=CEI&amp;ty=c&amp;p=d&amp;b=1\">0.00%</a></td><td align=\"right\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=CEI&amp;ty=c&amp;p=d&amp;b=1\">0</a></td></tr><tr class=\"table-light-row-cp\" onmouseout=\"this.className='table-light-row-cp';\" onmouseover=\"this.className='table-light-row-cp-h';\" valign=\"top\">\n",
      "<td align=\"right\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=CERC&amp;ty=c&amp;p=d&amp;b=1\">10</a></td><td align=\"left\" class=\"screener-body-table-nw\" height=\"10\" title=\"cssbody=[tabchrtbdy] cssheader=[tabchrthdr] body=[&lt;img src='chart.ashx?s=m&amp;ty=c&amp;t=CERC'&gt;&lt;br&gt; &lt;b&gt;Cerecor Inc.&lt;/b&gt;&lt;br&gt; Biotechnology | USA | 144.20M] offsetx=[100] offsety=[0] delay=[0]\"><a class=\"screener-link-primary\" href=\"quote.ashx?t=CERC&amp;ty=c&amp;p=d&amp;b=1\">CERC</a></td><td align=\"left\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=CERC&amp;ty=c&amp;p=d&amp;b=1\">Cerecor Inc.</a></td><td align=\"left\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=CERC&amp;ty=c&amp;p=d&amp;b=1\">Healthcare</a></td><td align=\"left\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=CERC&amp;ty=c&amp;p=d&amp;b=1\">Biotechnology</a></td><td align=\"left\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=CERC&amp;ty=c&amp;p=d&amp;b=1\">USA</a></td><td align=\"right\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=CERC&amp;ty=c&amp;p=d&amp;b=1\">144.20M</a></td><td align=\"right\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=CERC&amp;ty=c&amp;p=d&amp;b=1\"><span style=\"color:#008800;\">7.88</span></a></td><td align=\"right\" class=\"screener-body-table-nw\" height=\"10\" title=\"cssbody=[tabchrtbdy] cssheader=[tabchrthdr] body=[&lt;img src='chart.ashx?s=m&amp;ty=c&amp;t=CERC'&gt;&lt;br&gt; &lt;b&gt;Cerecor Inc.&lt;/b&gt;&lt;br&gt; Biotechnology | USA | 144.20M] offsetx=[-323] offsety=[0] delay=[0]\"><a class=\"screener-link\" href=\"quote.ashx?t=CERC&amp;ty=c&amp;p=d&amp;b=1\">4.61</a></td><td align=\"right\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=CERC&amp;ty=c&amp;p=d&amp;b=1\">0.00%</a></td><td align=\"right\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=CERC&amp;ty=c&amp;p=d&amp;b=1\">0</a></td></tr><tr class=\"table-dark-row-cp\" onmouseout=\"this.className='table-dark-row-cp';\" onmouseover=\"this.className='table-dark-row-cp-h';\" valign=\"top\">\n",
      "<td align=\"right\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=EDGE&amp;ty=c&amp;p=d&amp;b=1\">11</a></td><td align=\"left\" class=\"screener-body-table-nw\" height=\"10\" title=\"cssbody=[tabchrtbdy] cssheader=[tabchrthdr] body=[&lt;img src='chart.ashx?s=m&amp;ty=c&amp;t=EDGE'&gt;&lt;br&gt; &lt;b&gt;Edge Therapeutics, Inc.&lt;/b&gt;&lt;br&gt; Biotechnology | USA | 36.61M] offsetx=[100] offsety=[-220] delay=[0]\"><a class=\"screener-link-primary\" href=\"quote.ashx?t=EDGE&amp;ty=c&amp;p=d&amp;b=1\">EDGE</a></td><td align=\"left\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=EDGE&amp;ty=c&amp;p=d&amp;b=1\">Edge Therapeutics, Inc.</a></td><td align=\"left\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=EDGE&amp;ty=c&amp;p=d&amp;b=1\">Healthcare</a></td><td align=\"left\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=EDGE&amp;ty=c&amp;p=d&amp;b=1\">Biotechnology</a></td><td align=\"left\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=EDGE&amp;ty=c&amp;p=d&amp;b=1\">USA</a></td><td align=\"right\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=EDGE&amp;ty=c&amp;p=d&amp;b=1\">36.61M</a></td><td align=\"right\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=EDGE&amp;ty=c&amp;p=d&amp;b=1\">-</a></td><td align=\"right\" class=\"screener-body-table-nw\" height=\"10\" title=\"cssbody=[tabchrtbdy] cssheader=[tabchrthdr] body=[&lt;img src='chart.ashx?s=m&amp;ty=c&amp;t=EDGE'&gt;&lt;br&gt; &lt;b&gt;Edge Therapeutics, Inc.&lt;/b&gt;&lt;br&gt; Biotechnology | USA | 36.61M] offsetx=[-323] offsety=[-220] delay=[0]\"><a class=\"screener-link\" href=\"quote.ashx?t=EDGE&amp;ty=c&amp;p=d&amp;b=1\">1.16</a></td><td align=\"right\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=EDGE&amp;ty=c&amp;p=d&amp;b=1\">0.00%</a></td><td align=\"right\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=EDGE&amp;ty=c&amp;p=d&amp;b=1\">0</a></td></tr><tr class=\"table-light-row-cp\" onmouseout=\"this.className='table-light-row-cp';\" onmouseover=\"this.className='table-light-row-cp-h';\" valign=\"top\">\n",
      "<td align=\"right\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=XPL&amp;ty=c&amp;p=d&amp;b=1\">12</a></td><td align=\"left\" class=\"screener-body-table-nw\" height=\"10\" title=\"cssbody=[tabchrtbdy] cssheader=[tabchrthdr] body=[&lt;img src='chart.ashx?s=m&amp;ty=c&amp;t=XPL'&gt;&lt;br&gt; &lt;b&gt;Solitario Zinc Corp.&lt;/b&gt;&lt;br&gt; Industrial Metals &amp; Minerals | USA | 23.49M] offsetx=[100] offsety=[-220] delay=[0]\"><a class=\"screener-link-primary\" href=\"quote.ashx?t=XPL&amp;ty=c&amp;p=d&amp;b=1\">XPL</a></td><td align=\"left\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=XPL&amp;ty=c&amp;p=d&amp;b=1\">Solitario Zinc Corp.</a></td><td align=\"left\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=XPL&amp;ty=c&amp;p=d&amp;b=1\">Basic Materials</a></td><td align=\"left\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=XPL&amp;ty=c&amp;p=d&amp;b=1\">Industrial Metals &amp; Minerals</a></td><td align=\"left\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=XPL&amp;ty=c&amp;p=d&amp;b=1\">USA</a></td><td align=\"right\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=XPL&amp;ty=c&amp;p=d&amp;b=1\">23.49M</a></td><td align=\"right\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=XPL&amp;ty=c&amp;p=d&amp;b=1\">-</a></td><td align=\"right\" class=\"screener-body-table-nw\" height=\"10\" title=\"cssbody=[tabchrtbdy] cssheader=[tabchrthdr] body=[&lt;img src='chart.ashx?s=m&amp;ty=c&amp;t=XPL'&gt;&lt;br&gt; &lt;b&gt;Solitario Zinc Corp.&lt;/b&gt;&lt;br&gt; Industrial Metals &amp; Minerals | USA | 23.49M] offsetx=[-323] offsety=[-220] delay=[0]\"><a class=\"screener-link\" href=\"quote.ashx?t=XPL&amp;ty=c&amp;p=d&amp;b=1\">0.40</a></td><td align=\"right\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=XPL&amp;ty=c&amp;p=d&amp;b=1\">0.00%</a></td><td align=\"right\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=XPL&amp;ty=c&amp;p=d&amp;b=1\">0</a></td></tr><tr class=\"table-dark-row-cp\" onmouseout=\"this.className='table-dark-row-cp';\" onmouseover=\"this.className='table-dark-row-cp-h';\" valign=\"top\">\n",
      "<td align=\"right\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=KODK&amp;ty=c&amp;p=d&amp;b=1\">13</a></td><td align=\"left\" class=\"screener-body-table-nw\" height=\"10\" title=\"cssbody=[tabchrtbdy] cssheader=[tabchrthdr] body=[&lt;img src='chart.ashx?s=m&amp;ty=c&amp;t=KODK'&gt;&lt;br&gt; &lt;b&gt;Eastman Kodak Company&lt;/b&gt;&lt;br&gt; Electronic Equipment | USA | 203.85M] offsetx=[100] offsety=[-220] delay=[0]\"><a class=\"screener-link-primary\" href=\"quote.ashx?t=KODK&amp;ty=c&amp;p=d&amp;b=1\">KODK</a></td><td align=\"left\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=KODK&amp;ty=c&amp;p=d&amp;b=1\">Eastman Kodak Company</a></td><td align=\"left\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=KODK&amp;ty=c&amp;p=d&amp;b=1\">Consumer Goods</a></td><td align=\"left\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=KODK&amp;ty=c&amp;p=d&amp;b=1\">Electronic Equipment</a></td><td align=\"left\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=KODK&amp;ty=c&amp;p=d&amp;b=1\">USA</a></td><td align=\"right\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=KODK&amp;ty=c&amp;p=d&amp;b=1\">203.85M</a></td><td align=\"right\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=KODK&amp;ty=c&amp;p=d&amp;b=1\"><span style=\"color:#008800;\">3.78</span></a></td><td align=\"right\" class=\"screener-body-table-nw\" height=\"10\" title=\"cssbody=[tabchrtbdy] cssheader=[tabchrthdr] body=[&lt;img src='chart.ashx?s=m&amp;ty=c&amp;t=KODK'&gt;&lt;br&gt; &lt;b&gt;Eastman Kodak Company&lt;/b&gt;&lt;br&gt; Electronic Equipment | USA | 203.85M] offsetx=[-323] offsety=[-220] delay=[0]\"><a class=\"screener-link\" href=\"quote.ashx?t=KODK&amp;ty=c&amp;p=d&amp;b=1\">4.50</a></td><td align=\"right\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=KODK&amp;ty=c&amp;p=d&amp;b=1\">0.00%</a></td><td align=\"right\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=KODK&amp;ty=c&amp;p=d&amp;b=1\">0</a></td></tr><tr class=\"table-light-row-cp\" onmouseout=\"this.className='table-light-row-cp';\" onmouseover=\"this.className='table-light-row-cp-h';\" valign=\"top\">\n",
      "<td align=\"right\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=DDE&amp;ty=c&amp;p=d&amp;b=1\">14</a></td><td align=\"left\" class=\"screener-body-table-nw\" height=\"10\" title=\"cssbody=[tabchrtbdy] cssheader=[tabchrthdr] body=[&lt;img src='chart.ashx?s=m&amp;ty=c&amp;t=DDE'&gt;&lt;br&gt; &lt;b&gt;Dover Downs Gaming &amp; Entertainment, Inc.&lt;/b&gt;&lt;br&gt; Gaming Activities | USA | 53.89M] offsetx=[100] offsety=[-220] delay=[0]\"><a class=\"screener-link-primary\" href=\"quote.ashx?t=DDE&amp;ty=c&amp;p=d&amp;b=1\">DDE</a></td><td align=\"left\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=DDE&amp;ty=c&amp;p=d&amp;b=1\">Dover Downs Gaming &amp; Entertainment, Inc.</a></td><td align=\"left\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=DDE&amp;ty=c&amp;p=d&amp;b=1\">Services</a></td><td align=\"left\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=DDE&amp;ty=c&amp;p=d&amp;b=1\">Gaming Activities</a></td><td align=\"left\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=DDE&amp;ty=c&amp;p=d&amp;b=1\">USA</a></td><td align=\"right\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=DDE&amp;ty=c&amp;p=d&amp;b=1\">53.89M</a></td><td align=\"right\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=DDE&amp;ty=c&amp;p=d&amp;b=1\">-</a></td><td align=\"right\" class=\"screener-body-table-nw\" height=\"10\" title=\"cssbody=[tabchrtbdy] cssheader=[tabchrthdr] body=[&lt;img src='chart.ashx?s=m&amp;ty=c&amp;t=DDE'&gt;&lt;br&gt; &lt;b&gt;Dover Downs Gaming &amp; Entertainment, Inc.&lt;/b&gt;&lt;br&gt; Gaming Activities | USA | 53.89M] offsetx=[-323] offsety=[-220] delay=[0]\"><a class=\"screener-link\" href=\"quote.ashx?t=DDE&amp;ty=c&amp;p=d&amp;b=1\">1.61</a></td><td align=\"right\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=DDE&amp;ty=c&amp;p=d&amp;b=1\">0.00%</a></td><td align=\"right\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=DDE&amp;ty=c&amp;p=d&amp;b=1\">0</a></td></tr><tr class=\"table-dark-row-cp\" onmouseout=\"this.className='table-dark-row-cp';\" onmouseover=\"this.className='table-dark-row-cp-h';\" valign=\"top\">\n",
      "<td align=\"right\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=AUMN&amp;ty=c&amp;p=d&amp;b=1\">15</a></td><td align=\"left\" class=\"screener-body-table-nw\" height=\"10\" title=\"cssbody=[tabchrtbdy] cssheader=[tabchrthdr] body=[&lt;img src='chart.ashx?s=m&amp;ty=c&amp;t=AUMN'&gt;&lt;br&gt; &lt;b&gt;Golden Minerals Company&lt;/b&gt;&lt;br&gt; Industrial Metals &amp; Minerals | USA | 31.38M] offsetx=[100] offsety=[-220] delay=[0]\"><a class=\"screener-link-primary\" href=\"quote.ashx?t=AUMN&amp;ty=c&amp;p=d&amp;b=1\">AUMN</a></td><td align=\"left\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=AUMN&amp;ty=c&amp;p=d&amp;b=1\">Golden Minerals Company</a></td><td align=\"left\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=AUMN&amp;ty=c&amp;p=d&amp;b=1\">Basic Materials</a></td><td align=\"left\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=AUMN&amp;ty=c&amp;p=d&amp;b=1\">Industrial Metals &amp; Minerals</a></td><td align=\"left\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=AUMN&amp;ty=c&amp;p=d&amp;b=1\">USA</a></td><td align=\"right\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=AUMN&amp;ty=c&amp;p=d&amp;b=1\">31.38M</a></td><td align=\"right\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=AUMN&amp;ty=c&amp;p=d&amp;b=1\">-</a></td><td align=\"right\" class=\"screener-body-table-nw\" height=\"10\" title=\"cssbody=[tabchrtbdy] cssheader=[tabchrthdr] body=[&lt;img src='chart.ashx?s=m&amp;ty=c&amp;t=AUMN'&gt;&lt;br&gt; &lt;b&gt;Golden Minerals Company&lt;/b&gt;&lt;br&gt; Industrial Metals &amp; Minerals | USA | 31.38M] offsetx=[-323] offsety=[-220] delay=[0]\"><a class=\"screener-link\" href=\"quote.ashx?t=AUMN&amp;ty=c&amp;p=d&amp;b=1\">0.34</a></td><td align=\"right\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=AUMN&amp;ty=c&amp;p=d&amp;b=1\">0.00%</a></td><td align=\"right\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=AUMN&amp;ty=c&amp;p=d&amp;b=1\">0</a></td></tr><tr class=\"table-light-row-cp\" onmouseout=\"this.className='table-light-row-cp';\" onmouseover=\"this.className='table-light-row-cp-h';\" valign=\"top\">\n",
      "<td align=\"right\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=KFS&amp;ty=c&amp;p=d&amp;b=1\">16</a></td><td align=\"left\" class=\"screener-body-table-nw\" height=\"10\" title=\"cssbody=[tabchrtbdy] cssheader=[tabchrthdr] body=[&lt;img src='chart.ashx?s=m&amp;ty=c&amp;t=KFS'&gt;&lt;br&gt; &lt;b&gt;Kingsway Financial Services Inc.&lt;/b&gt;&lt;br&gt; Property &amp; Casualty Insurance | Canada | 69.30M] offsetx=[100] offsety=[-220] delay=[0]\"><a class=\"screener-link-primary\" href=\"quote.ashx?t=KFS&amp;ty=c&amp;p=d&amp;b=1\">KFS</a></td><td align=\"left\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=KFS&amp;ty=c&amp;p=d&amp;b=1\">Kingsway Financial Services Inc.</a></td><td align=\"left\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=KFS&amp;ty=c&amp;p=d&amp;b=1\">Financial</a></td><td align=\"left\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=KFS&amp;ty=c&amp;p=d&amp;b=1\">Property &amp; Casualty Insurance</a></td><td align=\"left\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=KFS&amp;ty=c&amp;p=d&amp;b=1\">Canada</a></td><td align=\"right\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=KFS&amp;ty=c&amp;p=d&amp;b=1\">69.30M</a></td><td align=\"right\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=KFS&amp;ty=c&amp;p=d&amp;b=1\">-</a></td><td align=\"right\" class=\"screener-body-table-nw\" height=\"10\" title=\"cssbody=[tabchrtbdy] cssheader=[tabchrthdr] body=[&lt;img src='chart.ashx?s=m&amp;ty=c&amp;t=KFS'&gt;&lt;br&gt; &lt;b&gt;Kingsway Financial Services Inc.&lt;/b&gt;&lt;br&gt; Property &amp; Casualty Insurance | Canada | 69.30M] offsetx=[-323] offsety=[-220] delay=[0]\"><a class=\"screener-link\" href=\"quote.ashx?t=KFS&amp;ty=c&amp;p=d&amp;b=1\">3.00</a></td><td align=\"right\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=KFS&amp;ty=c&amp;p=d&amp;b=1\">0.00%</a></td><td align=\"right\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=KFS&amp;ty=c&amp;p=d&amp;b=1\">0</a></td></tr><tr class=\"table-dark-row-cp\" onmouseout=\"this.className='table-dark-row-cp';\" onmouseover=\"this.className='table-dark-row-cp-h';\" valign=\"top\">\n",
      "<td align=\"right\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=NAO&amp;ty=c&amp;p=d&amp;b=1\">17</a></td><td align=\"left\" class=\"screener-body-table-nw\" height=\"10\" title=\"cssbody=[tabchrtbdy] cssheader=[tabchrthdr] body=[&lt;img src='chart.ashx?s=m&amp;ty=c&amp;t=NAO'&gt;&lt;br&gt; &lt;b&gt;Nordic American Offshore Ltd.&lt;/b&gt;&lt;br&gt; Shipping | Bermuda | 64.76M] offsetx=[100] offsety=[-220] delay=[0]\"><a class=\"screener-link-primary\" href=\"quote.ashx?t=NAO&amp;ty=c&amp;p=d&amp;b=1\">NAO</a></td><td align=\"left\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=NAO&amp;ty=c&amp;p=d&amp;b=1\">Nordic American Offshore Ltd.</a></td><td align=\"left\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=NAO&amp;ty=c&amp;p=d&amp;b=1\">Services</a></td><td align=\"left\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=NAO&amp;ty=c&amp;p=d&amp;b=1\">Shipping</a></td><td align=\"left\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=NAO&amp;ty=c&amp;p=d&amp;b=1\">Bermuda</a></td><td align=\"right\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=NAO&amp;ty=c&amp;p=d&amp;b=1\">64.76M</a></td><td align=\"right\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=NAO&amp;ty=c&amp;p=d&amp;b=1\">-</a></td><td align=\"right\" class=\"screener-body-table-nw\" height=\"10\" title=\"cssbody=[tabchrtbdy] cssheader=[tabchrthdr] body=[&lt;img src='chart.ashx?s=m&amp;ty=c&amp;t=NAO'&gt;&lt;br&gt; &lt;b&gt;Nordic American Offshore Ltd.&lt;/b&gt;&lt;br&gt; Shipping | Bermuda | 64.76M] offsetx=[-323] offsety=[-220] delay=[0]\"><a class=\"screener-link\" href=\"quote.ashx?t=NAO&amp;ty=c&amp;p=d&amp;b=1\">1.12</a></td><td align=\"right\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=NAO&amp;ty=c&amp;p=d&amp;b=1\">0.00%</a></td><td align=\"right\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=NAO&amp;ty=c&amp;p=d&amp;b=1\">0</a></td></tr><tr class=\"table-light-row-cp\" onmouseout=\"this.className='table-light-row-cp';\" onmouseover=\"this.className='table-light-row-cp-h';\" valign=\"top\">\n",
      "<td align=\"right\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=BPMX&amp;ty=c&amp;p=d&amp;b=1\">18</a></td><td align=\"left\" class=\"screener-body-table-nw\" height=\"10\" title=\"cssbody=[tabchrtbdy] cssheader=[tabchrthdr] body=[&lt;img src='chart.ashx?s=m&amp;ty=c&amp;t=BPMX'&gt;&lt;br&gt; &lt;b&gt;BioPharmX Corporation&lt;/b&gt;&lt;br&gt; Biotechnology | USA | 45.72M] offsetx=[100] offsety=[-220] delay=[0]\"><a class=\"screener-link-primary\" href=\"quote.ashx?t=BPMX&amp;ty=c&amp;p=d&amp;b=1\">BPMX</a></td><td align=\"left\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=BPMX&amp;ty=c&amp;p=d&amp;b=1\">BioPharmX Corporation</a></td><td align=\"left\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=BPMX&amp;ty=c&amp;p=d&amp;b=1\">Healthcare</a></td><td align=\"left\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=BPMX&amp;ty=c&amp;p=d&amp;b=1\">Biotechnology</a></td><td align=\"left\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=BPMX&amp;ty=c&amp;p=d&amp;b=1\">USA</a></td><td align=\"right\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=BPMX&amp;ty=c&amp;p=d&amp;b=1\">45.72M</a></td><td align=\"right\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=BPMX&amp;ty=c&amp;p=d&amp;b=1\">-</a></td><td align=\"right\" class=\"screener-body-table-nw\" height=\"10\" title=\"cssbody=[tabchrtbdy] cssheader=[tabchrthdr] body=[&lt;img src='chart.ashx?s=m&amp;ty=c&amp;t=BPMX'&gt;&lt;br&gt; &lt;b&gt;BioPharmX Corporation&lt;/b&gt;&lt;br&gt; Biotechnology | USA | 45.72M] offsetx=[-323] offsety=[-220] delay=[0]\"><a class=\"screener-link\" href=\"quote.ashx?t=BPMX&amp;ty=c&amp;p=d&amp;b=1\">0.24</a></td><td align=\"right\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=BPMX&amp;ty=c&amp;p=d&amp;b=1\">0.00%</a></td><td align=\"right\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=BPMX&amp;ty=c&amp;p=d&amp;b=1\">0</a></td></tr><tr class=\"table-dark-row-cp\" onmouseout=\"this.className='table-dark-row-cp';\" onmouseover=\"this.className='table-dark-row-cp-h';\" valign=\"top\">\n",
      "<td align=\"right\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=GSS&amp;ty=c&amp;p=d&amp;b=1\">19</a></td><td align=\"left\" class=\"screener-body-table-nw\" height=\"10\" title=\"cssbody=[tabchrtbdy] cssheader=[tabchrthdr] body=[&lt;img src='chart.ashx?s=m&amp;ty=c&amp;t=GSS'&gt;&lt;br&gt; &lt;b&gt;Golden Star Resources Ltd.&lt;/b&gt;&lt;br&gt; Gold | Canada | 350.32M] offsetx=[100] offsety=[-220] delay=[0]\"><a class=\"screener-link-primary\" href=\"quote.ashx?t=GSS&amp;ty=c&amp;p=d&amp;b=1\">GSS</a></td><td align=\"left\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=GSS&amp;ty=c&amp;p=d&amp;b=1\">Golden Star Resources Ltd.</a></td><td align=\"left\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=GSS&amp;ty=c&amp;p=d&amp;b=1\">Basic Materials</a></td><td align=\"left\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=GSS&amp;ty=c&amp;p=d&amp;b=1\">Gold</a></td><td align=\"left\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=GSS&amp;ty=c&amp;p=d&amp;b=1\">Canada</a></td><td align=\"right\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=GSS&amp;ty=c&amp;p=d&amp;b=1\">350.32M</a></td><td align=\"right\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=GSS&amp;ty=c&amp;p=d&amp;b=1\"><span style=\"color:#008800;\">6.53</span></a></td><td align=\"right\" class=\"screener-body-table-nw\" height=\"10\" title=\"cssbody=[tabchrtbdy] cssheader=[tabchrthdr] body=[&lt;img src='chart.ashx?s=m&amp;ty=c&amp;t=GSS'&gt;&lt;br&gt; &lt;b&gt;Golden Star Resources Ltd.&lt;/b&gt;&lt;br&gt; Gold | Canada | 350.32M] offsetx=[-323] offsety=[-220] delay=[0]\"><a class=\"screener-link\" href=\"quote.ashx?t=GSS&amp;ty=c&amp;p=d&amp;b=1\">0.65</a></td><td align=\"right\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=GSS&amp;ty=c&amp;p=d&amp;b=1\">0.00%</a></td><td align=\"right\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=GSS&amp;ty=c&amp;p=d&amp;b=1\">0</a></td></tr><tr class=\"table-light-row-cp\" onmouseout=\"this.className='table-light-row-cp';\" onmouseover=\"this.className='table-light-row-cp-h';\" valign=\"top\">\n",
      "<td align=\"right\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=DNN&amp;ty=c&amp;p=d&amp;b=1\">20</a></td><td align=\"left\" class=\"screener-body-table-nw\" height=\"10\" title=\"cssbody=[tabchrtbdy] cssheader=[tabchrthdr] body=[&lt;img src='chart.ashx?s=m&amp;ty=c&amp;t=DNN'&gt;&lt;br&gt; &lt;b&gt;Denison Mines Corp.&lt;/b&gt;&lt;br&gt; Industrial Metals &amp; Minerals | Canada | 291.69M] offsetx=[100] offsety=[-220] delay=[0]\"><a class=\"screener-link-primary\" href=\"quote.ashx?t=DNN&amp;ty=c&amp;p=d&amp;b=1\">DNN</a></td><td align=\"left\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=DNN&amp;ty=c&amp;p=d&amp;b=1\">Denison Mines Corp.</a></td><td align=\"left\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=DNN&amp;ty=c&amp;p=d&amp;b=1\">Basic Materials</a></td><td align=\"left\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=DNN&amp;ty=c&amp;p=d&amp;b=1\">Industrial Metals &amp; Minerals</a></td><td align=\"left\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=DNN&amp;ty=c&amp;p=d&amp;b=1\">Canada</a></td><td align=\"right\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=DNN&amp;ty=c&amp;p=d&amp;b=1\">291.69M</a></td><td align=\"right\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=DNN&amp;ty=c&amp;p=d&amp;b=1\">-</a></td><td align=\"right\" class=\"screener-body-table-nw\" height=\"10\" title=\"cssbody=[tabchrtbdy] cssheader=[tabchrthdr] body=[&lt;img src='chart.ashx?s=m&amp;ty=c&amp;t=DNN'&gt;&lt;br&gt; &lt;b&gt;Denison Mines Corp.&lt;/b&gt;&lt;br&gt; Industrial Metals &amp; Minerals | Canada | 291.69M] offsetx=[-323] offsety=[-220] delay=[0]\"><a class=\"screener-link\" href=\"quote.ashx?t=DNN&amp;ty=c&amp;p=d&amp;b=1\">0.51</a></td><td align=\"right\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=DNN&amp;ty=c&amp;p=d&amp;b=1\">0.00%</a></td><td align=\"right\" class=\"screener-body-table-nw\" height=\"10\"><a class=\"screener-link\" href=\"quote.ashx?t=DNN&amp;ty=c&amp;p=d&amp;b=1\">0</a></td></tr></tr></table>\n"
     ]
    }
   ],
   "source": [
    "table = parser.find_all('table', attrs={'bgcolor': '#d3d3d3' })\n",
    "print(table[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "21\n"
     ]
    }
   ],
   "source": [
    "table_rows = table[0].find_all('tr')\n",
    "print(len(table_rows))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[['1', 'RMGN', 'RMG Networks Holding Corporation', 'Services', 'Business Services', 'USA', '13.50M', '-', '1.21', '0.00%', '0'], ['2', 'VNCE', 'Vince Holding Corp.', 'Consumer Goods', 'Textile - Apparel Clothing', 'USA', '186.28M', '-', '15.80', '0.00%', '0'], ['3', 'VRML', 'Vermillion, Inc.', 'Healthcare', 'Diagnostic Substances', 'USA', '69.57M', '-', '0.89', '0.00%', '0'], ['4', 'SSI', 'Stage Stores, Inc.', 'Services', 'Apparel Stores', 'USA', '67.09M', '-', '2.32', '0.00%', '0'], ['5', 'WYY', 'WidePoint Corporation', 'Technology', 'Information Technology Services', 'USA', '45.14M', '-', '0.54', '0.00%', '0'], ['6', 'SDRL', 'Seadrill Limited', 'Basic Materials', 'Oil & Gas Drilling & Exploration', 'Bermuda', '181.69M', '-', '0.31', '0.00%', '0'], ['7', 'LIQT', 'LiqTech International, Inc.', 'Industrial Goods', 'Pollution & Treatment Controls', 'Denmark', '47.83M', '-', '0.75', '0.00%', '0'], ['8', 'EMMS', 'Emmis Communications Corporation', 'Services', 'Broadcasting - Radio', 'USA', '70.49M', '1.02', '5.52', '0.00%', '0'], ['9', 'CEI', 'Camber Energy, Inc.', 'Basic Materials', 'Oil & Gas Drilling & Exploration', 'USA', '0.91M', '-', '0.22', '0.00%', '0'], ['10', 'CERC', 'Cerecor Inc.', 'Healthcare', 'Biotechnology', 'USA', '144.20M', '7.88', '4.61', '0.00%', '0'], ['11', 'EDGE', 'Edge Therapeutics, Inc.', 'Healthcare', 'Biotechnology', 'USA', '36.61M', '-', '1.16', '0.00%', '0'], ['12', 'XPL', 'Solitario Zinc Corp.', 'Basic Materials', 'Industrial Metals & Minerals', 'USA', '23.49M', '-', '0.40', '0.00%', '0'], ['13', 'KODK', 'Eastman Kodak Company', 'Consumer Goods', 'Electronic Equipment', 'USA', '203.85M', '3.78', '4.50', '0.00%', '0'], ['14', 'DDE', 'Dover Downs Gaming & Entertainment, Inc.', 'Services', 'Gaming Activities', 'USA', '53.89M', '-', '1.61', '0.00%', '0'], ['15', 'AUMN', 'Golden Minerals Company', 'Basic Materials', 'Industrial Metals & Minerals', 'USA', '31.38M', '-', '0.34', '0.00%', '0'], ['16', 'KFS', 'Kingsway Financial Services Inc.', 'Financial', 'Property & Casualty Insurance', 'Canada', '69.30M', '-', '3.00', '0.00%', '0'], ['17', 'NAO', 'Nordic American Offshore Ltd.', 'Services', 'Shipping', 'Bermuda', '64.76M', '-', '1.12', '0.00%', '0'], ['18', 'BPMX', 'BioPharmX Corporation', 'Healthcare', 'Biotechnology', 'USA', '45.72M', '-', '0.24', '0.00%', '0'], ['19', 'GSS', 'Golden Star Resources Ltd.', 'Basic Materials', 'Gold', 'Canada', '350.32M', '6.53', '0.65', '0.00%', '0'], ['20', 'DNN', 'Denison Mines Corp.', 'Basic Materials', 'Industrial Metals & Minerals', 'Canada', '291.69M', '-', '0.51', '0.00%', '0']]\n"
     ]
    }
   ],
   "source": [
    "multi_array = []\n",
    "arr = []\n",
    "for i in range(0,len(table_rows)):\n",
    "    td = table_rows[i].find_all('td')\n",
    "    arr.append([])\n",
    "    for t in td:\n",
    "        arr[i].append(t.text)\n",
    "        \n",
    "print(arr[1:])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "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>No.</th>\n",
       "      <th>Ticker</th>\n",
       "      <th>Company</th>\n",
       "      <th>Sector</th>\n",
       "      <th>Industry</th>\n",
       "      <th>Country</th>\n",
       "      <th>Market Cap</th>\n",
       "      <th>P/E</th>\n",
       "      <th>Price</th>\n",
       "      <th>Change</th>\n",
       "      <th>Volume</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>RMGN</td>\n",
       "      <td>RMG Networks Holding Corporation</td>\n",
       "      <td>Services</td>\n",
       "      <td>Business Services</td>\n",
       "      <td>USA</td>\n",
       "      <td>13.50M</td>\n",
       "      <td>-</td>\n",
       "      <td>1.21</td>\n",
       "      <td>0.00%</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>VNCE</td>\n",
       "      <td>Vince Holding Corp.</td>\n",
       "      <td>Consumer Goods</td>\n",
       "      <td>Textile - Apparel Clothing</td>\n",
       "      <td>USA</td>\n",
       "      <td>186.28M</td>\n",
       "      <td>-</td>\n",
       "      <td>15.80</td>\n",
       "      <td>0.00%</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>VRML</td>\n",
       "      <td>Vermillion, Inc.</td>\n",
       "      <td>Healthcare</td>\n",
       "      <td>Diagnostic Substances</td>\n",
       "      <td>USA</td>\n",
       "      <td>69.57M</td>\n",
       "      <td>-</td>\n",
       "      <td>0.89</td>\n",
       "      <td>0.00%</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>SSI</td>\n",
       "      <td>Stage Stores, Inc.</td>\n",
       "      <td>Services</td>\n",
       "      <td>Apparel Stores</td>\n",
       "      <td>USA</td>\n",
       "      <td>67.09M</td>\n",
       "      <td>-</td>\n",
       "      <td>2.32</td>\n",
       "      <td>0.00%</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>WYY</td>\n",
       "      <td>WidePoint Corporation</td>\n",
       "      <td>Technology</td>\n",
       "      <td>Information Technology Services</td>\n",
       "      <td>USA</td>\n",
       "      <td>45.14M</td>\n",
       "      <td>-</td>\n",
       "      <td>0.54</td>\n",
       "      <td>0.00%</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  No. Ticker                           Company          Sector  \\\n",
       "0   1   RMGN  RMG Networks Holding Corporation        Services   \n",
       "1   2   VNCE               Vince Holding Corp.  Consumer Goods   \n",
       "2   3   VRML                  Vermillion, Inc.      Healthcare   \n",
       "3   4    SSI                Stage Stores, Inc.        Services   \n",
       "4   5    WYY             WidePoint Corporation      Technology   \n",
       "\n",
       "                          Industry Country Market Cap P/E  Price Change Volume  \n",
       "0                Business Services     USA     13.50M   -   1.21  0.00%      0  \n",
       "1       Textile - Apparel Clothing     USA    186.28M   -  15.80  0.00%      0  \n",
       "2            Diagnostic Substances     USA     69.57M   -   0.89  0.00%      0  \n",
       "3                   Apparel Stores     USA     67.09M   -   2.32  0.00%      0  \n",
       "4  Information Technology Services     USA     45.14M   -   0.54  0.00%      0  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Only managed to scrape the first page\n",
    "df = pd.DataFrame(arr[1:],columns=data_cols)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "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>No.</th>\n",
       "      <th>Ticker</th>\n",
       "      <th>Company</th>\n",
       "      <th>Sector</th>\n",
       "      <th>Industry</th>\n",
       "      <th>Country</th>\n",
       "      <th>Market Cap</th>\n",
       "      <th>P/E</th>\n",
       "      <th>Price</th>\n",
       "      <th>Change</th>\n",
       "      <th>Volume</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>unique</th>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>7</td>\n",
       "      <td>15</td>\n",
       "      <td>4</td>\n",
       "      <td>20</td>\n",
       "      <td>5</td>\n",
       "      <td>20</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>top</th>\n",
       "      <td>8</td>\n",
       "      <td>NAO</td>\n",
       "      <td>Vermillion, Inc.</td>\n",
       "      <td>Basic Materials</td>\n",
       "      <td>Biotechnology</td>\n",
       "      <td>USA</td>\n",
       "      <td>64.76M</td>\n",
       "      <td>-</td>\n",
       "      <td>1.16</td>\n",
       "      <td>0.00%</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>freq</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>14</td>\n",
       "      <td>1</td>\n",
       "      <td>16</td>\n",
       "      <td>1</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       No. Ticker           Company           Sector       Industry Country  \\\n",
       "count   20     20                20               20             20      20   \n",
       "unique  20     20                20                7             15       4   \n",
       "top      8    NAO  Vermillion, Inc.  Basic Materials  Biotechnology     USA   \n",
       "freq     1      1                 1                6              3      14   \n",
       "\n",
       "       Market Cap P/E Price Change Volume  \n",
       "count          20  20    20     20     20  \n",
       "unique         20   5    20      1      1  \n",
       "top        64.76M   -  1.16  0.00%      0  \n",
       "freq            1  16     1     20     20  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Basic Materials     6\n",
       "Services            5\n",
       "Healthcare          4\n",
       "Consumer Goods      2\n",
       "Industrial Goods    1\n",
       "Financial           1\n",
       "Technology          1\n",
       "Name: Sector, dtype: int64"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Sector'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Biotechnology                       3\n",
       "Industrial Metals & Minerals        3\n",
       "Oil & Gas Drilling & Exploration    2\n",
       "Textile - Apparel Clothing          1\n",
       "Pollution & Treatment Controls      1\n",
       "Broadcasting - Radio                1\n",
       "Business Services                   1\n",
       "Information Technology Services     1\n",
       "Property & Casualty Insurance       1\n",
       "Apparel Stores                      1\n",
       "Diagnostic Substances               1\n",
       "Gold                                1\n",
       "Gaming Activities                   1\n",
       "Shipping                            1\n",
       "Electronic Equipment                1\n",
       "Name: Industry, dtype: int64"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Industry'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "USA        14\n",
       "Canada      3\n",
       "Bermuda     2\n",
       "Denmark     1\n",
       "Name: Country, dtype: int64"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Country'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dtype('float64')"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Price'].dtype\n",
    "df['Price'] = pd.to_numeric(df['Price'])\n",
    "df['Price'].dtype"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0     13.50\n",
       "1    186.28\n",
       "2     69.57\n",
       "3     67.09\n",
       "4     45.14\n",
       "Name: Market Cap, dtype: object"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Remove M in Market Cap\n",
    "def string_replace(_str):\n",
    "    return _str.replace('M','')\n",
    "df['Market Cap'] = df['Market Cap'].apply(string_replace)\n",
    "df['Market Cap'].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dtype('float64')"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Convert Market Cap to Numeric\n",
    "df['Market Cap'].dtype\n",
    "df['Market Cap'] = pd.to_numeric(df['Market Cap'])\n",
    "df['Market Cap'].dtype"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x114c3ed68>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x114c3e5f8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df['Sector'].value_counts().plot(kind='pie',title='count of stocks per sector', autopct='%.2f%%', fontsize=20, figsize=(8, 8))                         \n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x114e2c2b0>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x114c3ecc0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.groupby('Sector')['Price'].mean().nlargest(20).plot(kind=\"bar\", title=\"Average Price By Sector\",figsize=(13, 8))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x114e767b8>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x114e5d6a0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.groupby('Sector')['Market Cap'].mean().nlargest(20).plot(kind=\"bar\", title=\"Average Market Cap (in Millions) By Sector\",figsize=(13, 8))"
   ]
  }
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