chromewhip.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 164,
   "metadata": {},
   "outputs": [],
   "source": [
    "import asyncio\n",
    "import logging\n",
    "\n",
    "from chromewhip import Chrome\n",
    "from chromewhip.protocol import browser, page, dom\n",
    "import lxml.html\n",
    "import time\n",
    "import datetime\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import time\n",
    "from tqdm import tqdm_notebook as tqdm\n",
    "from bs4 import BeautifulSoup\n",
    "import re\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 218,
   "metadata": {},
   "outputs": [],
   "source": [
    "# see logging from chromewhip\n",
    "logging.basicConfig(level=logging.WARN)\n",
    "\n",
    "HOST = '127.0.0.1'\n",
    "PORT = 9222\n",
    "\n",
    "loop = asyncio.get_event_loop()\n",
    "c = Chrome(host=HOST, port=PORT)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 219,
   "metadata": {},
   "outputs": [],
   "source": [
    "loop.run_until_complete(c.connect())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 220,
   "metadata": {},
   "outputs": [],
   "source": [
    "def sync_cmd(*args, **kwargs):\n",
    "    return loop.run_until_complete(tab.send_command(*args, **kwargs))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 230,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "ERROR:chromewhip.chrome.ChromeTab.send_handler:{\"method\": \"Page.navigate\", \"params\": {\"url\": \"https://www.owler.com/company/apple\"}, \"id\": 2}\n"
     ]
    },
    {
     "ename": "TimeoutError",
     "evalue": "Unknown cause for timeout to occurs for \"Page.navigate\" with id=2",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mTimeoutError\u001b[0m                              Traceback (most recent call last)",
      "\u001b[0;32m/home/shibinbin/apps/anaconda3/lib/python3.6/site-packages/chromewhip/chrome.py\u001b[0m in \u001b[0;36m_send\u001b[0;34m(self, request, recv_validator, input_event_cls, trigger_event_cls)\u001b[0m\n\u001b[1;32m    236\u001b[0m                     \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_trigger_events\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mhash_\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtrigger_event\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 237\u001b[0;31m                     \u001b[0mawait\u001b[0m \u001b[0masyncio\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mwait_for\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtrigger_event\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mwait\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtimeout\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mTIMEOUT_S\u001b[0m\u001b[0;34m)\u001b[0m  \u001b[0;31m# recv\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    238\u001b[0m                     \u001b[0mevent\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_event_payloads\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mhash_\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/home/shibinbin/apps/anaconda3/lib/python3.6/asyncio/tasks.py\u001b[0m in \u001b[0;36mwait_for\u001b[0;34m(fut, timeout, loop)\u001b[0m\n\u001b[1;32m    361\u001b[0m             \u001b[0mfut\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcancel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 362\u001b[0;31m             \u001b[0;32mraise\u001b[0m \u001b[0mfutures\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mTimeoutError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    363\u001b[0m     \u001b[0;32mfinally\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mTimeoutError\u001b[0m: ",
      "\nDuring handling of the above exception, another exception occurred:\n",
      "\u001b[0;31mTimeoutError\u001b[0m                              Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-230-c0c79bb20f40>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      4\u001b[0m \u001b[0mloop\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrun_until_complete\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtab\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0menable_page_events\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      5\u001b[0m result = sync_cmd(page.Page.navigate(url='https://www.owler.com/company/'+name), \n\u001b[0;32m----> 6\u001b[0;31m                   await_on_event_type=page.FrameStoppedLoadingEvent)\n\u001b[0m\u001b[1;32m      7\u001b[0m \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0msync_cmd\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdom\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mDOM\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgetDocument\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      8\u001b[0m \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0msync_cmd\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdom\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mDOM\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgetOuterHTML\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mresult\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'ack'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'result'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'root'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnodeId\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m<ipython-input-220-644ee0f67d61>\u001b[0m in \u001b[0;36msync_cmd\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0msync_cmd\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m     \u001b[0;32mreturn\u001b[0m \u001b[0mloop\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrun_until_complete\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtab\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msend_command\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;32m/home/shibinbin/apps/anaconda3/lib/python3.6/asyncio/base_events.py\u001b[0m in \u001b[0;36mrun_until_complete\u001b[0;34m(self, future)\u001b[0m\n\u001b[1;32m    482\u001b[0m             \u001b[0;32mraise\u001b[0m \u001b[0mRuntimeError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'Event loop stopped before Future completed.'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    483\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 484\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0mfuture\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mresult\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    485\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    486\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mstop\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/home/shibinbin/apps/anaconda3/lib/python3.6/site-packages/chromewhip/chrome.py\u001b[0m in \u001b[0;36msend_command\u001b[0;34m(self, command, input_event_type, await_on_event_type)\u001b[0m\n\u001b[1;32m    278\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    279\u001b[0m     \u001b[0;34masync\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0msend_command\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcommand\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0minput_event_type\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mawait_on_event_type\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 280\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0mawait\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_send\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0mcommand\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0minput_event_cls\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0minput_event_type\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtrigger_event_cls\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mawait_on_event_type\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    281\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    282\u001b[0m     \u001b[0;34masync\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mhtml\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/home/shibinbin/apps/anaconda3/lib/python3.6/site-packages/chromewhip/chrome.py\u001b[0m in \u001b[0;36m_send\u001b[0;34m(self, request, recv_validator, input_event_cls, trigger_event_cls)\u001b[0m\n\u001b[1;32m    255\u001b[0m                 \u001b[0;32melif\u001b[0m \u001b[0mclose_code\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;36m1009\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    256\u001b[0m                     \u001b[0;32mraise\u001b[0m \u001b[0mProtocolError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'Recv\\'d payload exceeded %sMB for \"%s\" with id=%s, consider increasing this limit'\u001b[0m \u001b[0;34m%\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mMAX_PAYLOAD_SIZE_MB\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmethod\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mid_\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 257\u001b[0;31m             \u001b[0;32mraise\u001b[0m \u001b[0mTimeoutError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'Unknown cause for timeout to occurs for \"%s\" with id=%s'\u001b[0m \u001b[0;34m%\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mmethod\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mid_\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    258\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    259\u001b[0m     \u001b[0;34masync\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mnew_message_handler\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mrequest\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mTimeoutError\u001b[0m: Unknown cause for timeout to occurs for \"Page.navigate\" with id=2"
     ]
    }
   ],
   "source": [
    "name='apple'\n",
    "tab = c.tabs[0]\n",
    "tab = loop.run_until_complete(c.create_tab())\n",
    "loop.run_until_complete(tab.enable_page_events())\n",
    "result = sync_cmd(page.Page.navigate(url='https://www.owler.com/company/'+name), \n",
    "                  await_on_event_type=page.FrameStoppedLoadingEvent)\n",
    "result = sync_cmd(dom.DOM.getDocument())\n",
    "result = sync_cmd(dom.DOM.getOuterHTML(result['ack']['result']['root'].nodeId))\n",
    "page_source = result['ack']['result']['outerHTML']\n",
    "soup = BeautifulSoup(page_source, 'html.parser')\n",
    "    \n",
    "tmp_revenue_list = soup.find_all('div', attrs={'class': 'table-col revenue'})[1:]\n",
    "competitors_revenue = []\n",
    "for x in tmp_revenue_list:\n",
    "    tmpvalue = re.findall(\".*>(.*)<.*\",str(x))[0]\n",
    "    if len(tmpvalue)!=0:\n",
    "        competitors_revenue.append(tmpvalue[1:])\n",
    "competitors_revenue_float=[]\n",
    "for i in competitors_revenue: \n",
    "    if i[:6] ==' &lt; ':\n",
    "        competitors_revenue_float.append(convert_string_to_money(i[6:]))\n",
    "    else:\n",
    "        competitors_revenue_float.append(convert_string_to_money(i))\n",
    "competitors_revenue_sum = np.array(competitors_revenue_float[1:]).sum()/10e6 #skip the searched company\n",
    "try:\n",
    "    annual_rev = competitors_revenue_float[0]/10e6\n",
    "except:\n",
    "    annual_rev = np.nan\n",
    "\n",
    "competitor_count = len(competitors_revenue_float[1:])\n",
    "\n",
    "HHI = (np.array(competitors_revenue_float)**2).sum()/((np.array(competitors_revenue_float).sum())**2)\n",
    "print (name,annual_rev, competitor_count, competitors_revenue_sum, HHI)\n",
    "loop.run_until_complete(c.close_tab(tab))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(revenues)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "def convert_string_to_money(string):\n",
    "    if string[-1] =='M':\n",
    "        return float(string[:-1])*10e6\n",
    "    elif string[-1]=='B':\n",
    "        return float(string[:-1])*10e9\n",
    "    else:\n",
    "        print ('Do not know how to convert ',string)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "def crawl_owler_company_info(name):\n",
    "    tab = c.tabs[0]\n",
    "    tab = loop.run_until_complete(c.create_tab())\n",
    "    loop.run_until_complete(tab.enable_page_events())\n",
    "    company_url = 'https://www.owler.com/company/'+name\n",
    "    print (company_url)\n",
    "    result = sync_cmd(page.Page.navigate(url=company_url), \n",
    "                      await_on_event_type=page.FrameStoppedLoadingEvent)\n",
    "    result = sync_cmd(dom.DOM.getDocument())\n",
    "    result = sync_cmd(dom.DOM.getOuterHTML(result['ack']['result']['root'].nodeId))\n",
    "    page_source = result['ack']['result']['outerHTML']\n",
    "    soup = BeautifulSoup(page_source, 'html.parser')\n",
    "\n",
    "    tmp_revenue_list = soup.find_all('div', attrs={'class': 'table-col revenue'})[1:]\n",
    "    competitors_revenue = []\n",
    "    for x in tmp_revenue_list:\n",
    "        tmpvalue = re.findall(\".*>(.*)<.*\",str(x))[0]\n",
    "        if len(tmpvalue)!=0:\n",
    "            competitors_revenue.append(tmpvalue[1:])\n",
    "    competitors_revenue_float=[]\n",
    "    for i in competitors_revenue: \n",
    "        if i[:6] ==' &lt; ':\n",
    "            competitors_revenue_float.append(convert_string_to_money(i[6:]))\n",
    "        else:\n",
    "            competitors_revenue_float.append(convert_string_to_money(i))\n",
    "    competitors_revenue_sum = np.array(competitors_revenue_float[1:]).sum()/10e6 #skip the searched company\n",
    "    try:\n",
    "        annual_rev = competitors_revenue_float[0]/10e6\n",
    "    except:\n",
    "        annual_rev = np.nan\n",
    "\n",
    "    competitor_count = len(competitors_revenue_float[1:])\n",
    "\n",
    "    HHI = (np.array(competitors_revenue_float[1:])**2).sum()/((np.array(competitors_revenue_float[1:]).sum())**2)\n",
    "    print (name,annual_rev, competitor_count, competitors_revenue_sum, HHI)\n",
    "    loop.run_until_complete(c.close_tab(tab))\n",
    "    return annual_rev, competitor_count, competitors_revenue_sum, HHI"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [],
   "source": [
    "company_info_df = pd.read_excel('company_name.xlsx',index_col=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [],
   "source": [
    "info_df =  pd.DataFrame(index=company_info_df.index ,columns=np.concatenate((np.array(['Company Business', 'Category', 'Company Revenue',\n",
    "       'Competitor count (cap at 10)', 'Competitor Revenue in Total', 'HHI',\n",
    "       'crawl_tried', 'potential crawl failing point', 'notes',\n",
    "                  ]),np.array(['competitors revenue '+str(x+1) for x in range(10)]))))\n",
    "info_df['crawl_tried'] =0\n",
    "info_df['potential crawl failing point']=0\n",
    "info_df['notes']=''\n",
    "info_df.iloc[:,9:19] = 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [
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     "text": [
      "/home/shibinbin/apps/anaconda3/lib/python3.6/site-packages/ipykernel_launcher.py:5: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  \"\"\"\n",
      "/home/shibinbin/apps/anaconda3/lib/python3.6/site-packages/ipykernel_launcher.py:40: RuntimeWarning: invalid value encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "buildingrobotics nan 0 0.0 nan\n",
      "medicalsimulation nan 0 0.0 nan\n",
      "cancergenetics 24.2 10 635.1 0.42384963125104835\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/shibinbin/apps/anaconda3/lib/python3.6/site-packages/ipykernel_launcher.py:55: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "kindredbiosciences nan 0 0.0 nan\n",
      "topgifter 2.6 6 82.5 0.3078579013284986\n",
      "itnenergysystems nan 0 0.0 nan\n",
      "pica9 7.0 10 214.8 0.17687077042413046\n",
      "livelyformerlyhamlet nan 0 0.0 nan\n",
      "actionx 1.0 8 3477.9 0.47896876860716786\n",
      "forgerock 73.8 10 388.3 0.15601381516154553\n",
      "nakivo 19.0 10 6798.4 0.5231535939348865\n",
      "bobler nan 0 0.0 nan\n",
      "smartenergyinstruments nan 0 0.0 nan\n",
      "cytogelpharma 43.5 4 719.3 0.8318307939534444\n",
      "invine nan 0 0.0 nan\n",
      "shake nan 0 0.0 nan\n",
      "firstfunder nan 0 0.0 nan\n",
      "regulatorybinder nan 0 0.0 nan\n",
      "stroho nan 0 0.0 nan\n",
      "outboundengine 31.2 10 499.9 0.15895498806826927\n",
      "fidelissecuritysystems nan 0 0.0 nan\n",
      "capzure 1.0 1 3.9 0.6751353602665556\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/shibinbin/apps/anaconda3/lib/python3.6/site-packages/ipykernel_launcher.py:48: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "trusper nan 0 0.0 nan\n",
      "birdhouseforautism nan 0 0.0 nan\n",
      "tixalert nan 0 0.0 nan\n",
      "8bitfit nan 0 0.0 nan\n",
      "quantason nan 0 0.0 nan\n",
      "loopport nan 0 0.0 nan\n",
      "utahstreetlabs nan 0 0.0 nan\n",
      "bitscopic nan 0 0.0 nan\n",
      "datatorrent 2.8 10 78.3 0.17042332539176946\n",
      "investmentunderground nan 0 0.0 nan\n",
      "clicdata 1.0 10 3091.8 0.2927611029030194\n",
      "wwire nan 0 0.0 nan\n",
      "eccentexcorporation 1.0 0 0.0 1.0\n",
      "stationx nan 0 0.0 nan\n",
      "gamificationorg nan 0 0.0 nan\n",
      "celsion 1.0 10 432.7 0.19634958142847397\n",
      "beamzinteractive nan 0 0.0 nan\n",
      "nobleapplications nan 0 0.0 nan\n",
      "fingo nan 0 0.0 nan\n",
      "worthit 1.0 10 136.5 0.1593383140495868\n",
      "nexb 4.0 9 139.9 0.1699557786877131\n",
      "keenjar nan 0 0.0 nan\n",
      "qumulo 22.8 10 11231.9 0.6967411273068705\n",
      "soundbetter 7.0 9 66.1 0.2011655042190579\n",
      "maxmytv nan 0 0.0 nan\n",
      "fitstar 4.0 8 68.5 0.4039476813317479\n",
      "infernoredtechnology nan 0 0.0 nan\n",
      "mytraining nan 0 0.0 nan\n",
      "isitechnology nan 0 0.0 nan\n",
      "gliffy 5.2 10 102.4 0.2105778665303133\n",
      "flowserve 3800.0 10 103681.6 0.805550867721398\n",
      "king2 nan 0 0.0 nan\n",
      "pathfinderhealth nan 0 0.0 nan\n",
      "rethinkeducation nan 0 0.0 nan\n",
      "bionanovations nan 0 0.0 nan\n",
      "snapmyad nan 0 0.0 nan\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "ERROR:chromewhip.chrome.ChromeTab.send_handler:{\"method\": \"Page.navigate\", \"params\": {\"url\": \"https://www.owler.com/company/maxwellhealth\"}, \"id\": 2}\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "menloparksoftware nan 0 0.0 nan\n",
      "filmfunder nan 0 0.0 nan\n",
      "dfmsim nan 0 0.0 nan\n",
      "logicalchoicetechnologies nan 0 0.0 nan\n",
      "codehs 25.8 10 248.7 0.4114668498113809\n",
      "the crwaler may have failed\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/shibinbin/apps/anaconda3/lib/python3.6/site-packages/ipykernel_launcher.py:53: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "snapshots 1.0 8 783.4 0.5222853093247963\n",
      "vendorsi nan 0 0.0 nan\n",
      "democrasoft nan 0 0.0 nan\n",
      "collectit nan 0 0.0 nan\n",
      "insidesalescom nan 0 0.0 nan\n",
      "brookstone 117.7 10 878.8 0.1860531428489427\n",
      "simplyinsured 1.0 10 275.0 0.3889547889098929\n",
      "pheebo nan 0 0.0 nan\n",
      "emergefinancialwellness 10.0 10 7007.0 0.4855963678997863\n",
      "yogatrail 8.0 9 78.0 0.20524878312601405\n",
      "yrmrkt nan 0 0.0 nan\n",
      "cureeo 12.5 9 273.9 0.5045154548079024\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "ERROR:chromewhip.chrome.ChromeTab.send_handler:{\"method\": \"Page.navigate\", \"params\": {\"url\": \"https://www.owler.com/company/insightly\"}, \"id\": 2}\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ocztechnology nan 0 0.0 nan\n",
      "nuvustudio nan 0 0.0 nan\n",
      "coub nan 0 0.0 nan\n",
      "positrondynamics nan 0 0.0 nan\n",
      "formzapper nan 0 0.0 nan\n",
      "repairreport nan 0 0.0 nan\n",
      "owncloud 4.4 10 175.3 0.23690476522269077\n",
      "lassomedia nan 0 0.0 nan\n",
      "pfsweb 325.8 10 234553.7 0.23543083248697785\n",
      "hapyak 1.0 10 78.3 0.23668798073941438\n",
      "mark43 5.6 10 1818.8 0.40230019669061556\n",
      "smartcoffeetechnology nan 0 0.0 nan\n",
      "infocheckpoint 1.0 10 356.1 0.22562984231308542\n",
      "wondermall nan 0 0.0 nan\n",
      "sphynkxtherapeutics nan 0 0.0 nan\n",
      "rijuven 3.0 10 31.0 0.14911764705882352\n",
      "brushfireinteractive 4.1 9 384.4 0.39084138744370406\n",
      "seekretreat 12.0 4 28.2 0.4470805178089651\n",
      "absolutdata 25.0 10 78672.1 0.40464191620117096\n",
      "aayuja 1.7 10 125.2 0.16267843048856748\n",
      "haload nan 0 0.0 nan\n",
      "poppin 63.6 10 252951.0 0.3763498021531174\n",
      "appcurious nan 0 0.0 nan\n",
      "adbrain 1.0 7 9652.9 0.5719143699595218\n",
      "maventusmedia nan 0 0.0 nan\n",
      "everwise nan 0 0.0 nan\n",
      "deepforestmedia 4.4 10 461.2 0.4886944274689718\n",
      "mindplatetv nan 0 0.0 nan\n",
      "zergnet 2.9 10 184.3 0.38643481992840967\n",
      "sesamii nan 0 0.0 nan\n",
      "crowdsupply 3.2 10 214.4 0.20867180741782007\n",
      "albaorbital nan 0 0.0 nan\n",
      "celebcalls nan 0 0.0 nan\n",
      "ultralinqhealthcaresolutions 10.0 10 308.5 0.5483339535548551\n",
      "parametric nan 0 0.0 nan\n",
      "higherlearningtechnologies nan 0 0.0 nan\n",
      "ovascience 1.0 9 121.5 0.2261877551020408\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "ERROR:chromewhip.chrome.ChromeTab.send_handler:{\"method\": \"Page.navigate\", \"params\": {\"url\": \"https://www.owler.com/company/908devices\"}, \"id\": 2}\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "versanetworks nan 0 0.0 nan\n",
      "socialhighrise nan 0 0.0 nan\n",
      "everstring 20.0 10 325.1 0.283296783776111\n",
      "easypaint nan 0 0.0 nan\n",
      "ferevo nan 0 0.0 nan\n",
      "collegesnackattack nan 0 0.0 nan\n",
      "boxcat nan 0 0.0 nan\n",
      "ebuybit 4.3 4 30.5 0.36763442991148104\n",
      "bakesale nan 0 0.0 nan\n",
      "monsieur nan 0 0.0 nan\n",
      "appcard 1.0 10 50.4 0.16899574558282487\n",
      "lumate 5.0 8 300.7 0.8400299446274786\n",
      "citynotes nan 0 0.0 nan\n",
      "modsystems nan 0 0.0 nan\n",
      "jibo 10.0 10 52.3 0.15231791492003946\n",
      "tagthiscar nan 0 0.0 nan\n",
      "windforceventures nan 0 0.0 nan\n",
      "genapsys 6.0 9 3421.8 0.9274464834794764\n",
      "campthat nan 0 0.0 nan\n",
      "proxtome 4.6 10 13391.3 0.33107018688374323\n",
      "persimmontechnologies nan 0 0.0 nan\n",
      "mobilesystem7 1.9 10 18894.3 0.31013908053839534\n",
      "socialtagg nan 0 0.0 nan\n",
      "plasmasi nan 0 0.0 nan\n",
      "tascet nan 0 0.0 nan\n",
      "peerim nan 0 0.0 nan\n",
      "nexamp 11.3 9 258.7 0.19181975308641974\n",
      "cdnsumo nan 0 0.0 nan\n",
      "over40females nan 0 0.0 nan\n",
      "awesomenesstv 4.0 10 169.3 0.23904825676117084\n",
      "zeuss 1.0 9 3317.8 0.3742154657752419\n",
      "propertycapsule 4.6 5 191.5 0.20149649423316113\n",
      "finalsite 8.0 10 1073.6 0.45790020974843315\n",
      "lstn nan 0 0.0 nan\n",
      "timely nan 0 0.0 nan\n",
      "laicos nan 0 0.0 nan\n",
      "hellofresh nan 0 0.0 nan\n",
      "seeforge nan 0 0.0 nan\n",
      "zubie 5.0 10 280.8 0.34169171921621555\n",
      "savveo nan 0 0.0 nan\n",
      "truelens 7.3 10 182.8 0.1914452400671758\n",
      "mobiley nan 0 0.0 nan\n",
      "protostarpartners nan 0 0.0 nan\n",
      "optionscitysoftware nan 0 0.0 nan\n",
      "keiretsuforum 5.3 8 47.4 0.16800910239838115\n",
      "humannetworklabs nan 0 0.0 nan\n",
      "transbiotec nan 0 0.0 nan\n",
      "genesisfinancialsolutions nan 0 0.0 nan\n",
      "edisonventures nan 0 0.0 nan\n",
      "cloudtags 5.8 10 136336.2 0.9979183045254786\n",
      "gryphonnetworks 28.0 10 10498.1 0.9391719074307675\n",
      "cyanto nan 0 0.0 nan\n",
      "projecteve nan 0 0.0 nan\n",
      "clickquotesave 1.0 9 4646.2 0.5420323428222232\n",
      "overdog nan 0 0.0 nan\n",
      "keyme 3.0 3 78.0 0.4382716049382716\n",
      "beatneek nan 0 0.0 nan\n",
      "catapultdesign 5.0 10 136.4 0.14416953920083866\n",
      "waveplay nan 0 0.0 nan\n",
      "lightarrow nan 0 0.0 nan\n",
      "cadcrowd 1.0 10 388.0 0.46110982613120455\n",
      "sumzero 7.0 9 9794.4 0.9794543637289538\n",
      "getafive nan 0 0.0 nan\n",
      "pharosinnovations nan 0 0.0 nan\n",
      "kemptechnologies 49.3 10 8382.6 0.27276388944314195\n",
      "exablox 5.0 10 265.2 0.17779165144003317\n",
      "profitbricks 5.5 10 361.7 0.20367774621346965\n",
      "wishplz nan 0 0.0 nan\n",
      "vimty nan 0 0.0 nan\n",
      "tvaxbiomedical 6.3 10 51157.5 0.9936117584635241\n",
      "printful nan 0 0.0 nan\n",
      "achievemint nan 0 0.0 nan\n",
      "videoblocks 33.4 10 872.3 0.5034449236515623\n",
      "expertta 6.8 10 731.6 0.26400006632008066\n",
      "associatedmaterialprocessing nan 0 0.0 nan\n",
      "intellibatt 5.5 9 84747.6 0.22728346911383787\n",
      "evidationhealth nan 0 0.0 nan\n",
      "fanappz nan 0 0.0 nan\n",
      "mapmyid nan 0 0.0 nan\n",
      "tutoruniverse 2.4 9 344.6 0.7455841340763564\n",
      "burstworks nan 0 0.0 nan\n",
      "xdynia nan 0 0.0 nan\n",
      "bolster nan 0 0.0 nan\n",
      "biomeme nan 0 0.0 nan\n",
      "authorly nan 0 0.0 nan\n",
      "sherly 1.0 7 37.2 0.16072750198733587\n",
      "solexel 5.0 10 397.4 0.35758325296728577\n",
      "suvolacorporation nan 0 0.0 nan\n",
      "naaya nan 0 0.0 nan\n",
      "mapbox 100.0 10 520403.7 0.38068249450461666\n",
      "vacationfutures nan 0 0.0 nan\n",
      "koality nan 0 0.0 nan\n",
      "adaptivebiotechnologies nan 0 0.0 nan\n",
      "logikcull 19.0 10 238.2 0.37739660756223864\n",
      "cyphyworks 2.4 8 3208.5 0.7696997293802331\n",
      "entrupy nan 0 0.0 nan\n",
      "rcr8 nan 0 0.0 nan\n",
      "digitaldreamlabs nan 0 0.0 nan\n",
      "lakshmicapital nan 0 0.0 nan\n",
      "rhocapitalventures nan 0 0.0 nan\n",
      "curvo nan 0 0.0 nan\n",
      "sandhillangels 2.9 10 180.7 0.14458707714506766\n",
      "creativelive 4.9 9 506.5 0.23122337494335257\n",
      "zipfit nan 0 0.0 nan\n",
      "cashbet nan 0 0.0 nan\n",
      "zuli 4.3 10 404.2 0.30771916840577146\n",
      "scruddle 6.7 7 72.1 0.24539088871138137\n",
      "greekdrop nan 0 0.0 nan\n",
      "kinetictradingstrategies nan 0 0.0 nan\n",
      "lagrangesystems nan 0 0.0 nan\n",
      "clearstorydata 1.4 10 2260.4 0.3771925052223733\n",
      "cityheroes nan 0 0.0 nan\n",
      "canary 3.5 10 375.2 0.35447180809586587\n",
      "ripplelabs nan 0 0.0 nan\n",
      "fivetran 5.0 10 1489.8 0.44288749745885636\n",
      "kinsa nan 0 0.0 nan\n",
      "opendorse 3.6 10 1747.3 0.4003755698451514\n",
      "nearinfinity nan 0 0.0 nan\n",
      "collabra nan 0 0.0 nan\n",
      "dropifi 2.8 8 196.9 0.27192491290766896\n",
      "axiomeducation nan 0 0.0 nan\n",
      "kihon 1.0 9 125.3 0.19728003741296377\n",
      "sunnybump nan 0 0.0 nan\n",
      "sharalike nan 0 0.0 nan\n",
      "offlinemedia nan 0 0.0 nan\n",
      "spaceview 2.0 10 55.7 0.1336290920887036\n",
      "visitdays 1.0 3 10.4 0.38134810710988\n",
      "zoobean nan 0 0.0 nan\n",
      "drybar 1.0 1 4.3 0.6938412246351015\n",
      "invizeon nan 0 0.0 nan\n",
      "seworks nan 0 0.0 nan\n",
      "sansmuchogusto nan 0 0.0 nan\n",
      "tinybop 3.0 10 40.5 0.18550931430836307\n",
      "chaikinanalytics 5.5 9 114.0 0.23628788011414367\n",
      "kanguorg nan 0 0.0 nan\n",
      "caresimply nan 0 0.0 nan\n",
      "theaudience 5.5 10 438.9 0.2120350986493789\n",
      "dotloop 8.5 10 836.7 0.7180750280697612\n",
      "flooptechnologies nan 0 0.0 nan\n",
      "kaybus 6.0 10 123.6 0.13174201722298431\n",
      "protoexchange nan 0 0.0 nan\n",
      "backerkit 4.0 10 191.9 0.21068843397874915\n",
      "elasticsearch nan 0 0.0 nan\n",
      "mightyhive 14.0 10 3508.1 0.46613261797286965\n",
      "equipboard nan 0 0.0 nan\n",
      "vgocommunications nan 0 0.0 nan\n",
      "bmobilized 3.1 10 58.4 0.2061815057174962\n",
      "hutster nan 0 0.0 nan\n",
      "binarythumb nan 0 0.0 nan\n",
      "gethuman 5.2 10 1145.9 0.29441452175303845\n",
      "homebindercom nan 0 0.0 nan\n",
      "fosbury nan 0 0.0 nan\n",
      "skyonic 4.7 10 1917.5 0.7100104046363048\n",
      "bizzun nan 0 0.0 nan\n",
      "leveleleven 1.1 8 63.4 0.4077759750015023\n",
      "energypoints nan 0 0.0 nan\n",
      "loop88 1.1 9 46.7 0.14689868874844628\n",
      "azuqua 4.4 9 46.6 0.11301038062283737\n",
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "ERROR:chromewhip.chrome.ChromeTab.send_handler:{\"method\": \"Page.navigate\", \"params\": {\"url\": \"https://www.owler.com/company/frrole\"}, \"id\": 2}\n"
     ]
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    {
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      "moonclerk nan 0 0.0 nan\n",
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      "wiseio nan 0 0.0 nan\n",
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      "everypost 3.8 10 343.5 0.24962233855527677\n",
      "launchkey 1.4 10 495.1 0.16561120187739148\n",
      "nastygal 77.0 10 395.5 0.316139548164945\n",
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     "text": [
      "ERROR:chromewhip.chrome.ChromeTab.send_handler:{\"method\": \"Page.navigate\", \"params\": {\"url\": \"https://www.owler.com/company/flightcar\"}, \"id\": 2}\n"
     ]
    },
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      "upstart 4.0 10 15615.1 0.9848289242358215\n",
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      "shopsy 1.0 10 707.2 0.5671449811985806\n",
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "ERROR:chromewhip.chrome.ChromeTab.send_handler:{\"method\": \"Page.navigate\", \"params\": {\"url\": \"https://www.owler.com/company/contigofinancial\"}, \"id\": 2}\n"
     ]
    },
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     "name": "stdout",
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     "text": [
      "plympton nan 0 0.0 nan\n",
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      "tipsolutions nan 0 0.0 nan\n"
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "ERROR:chromewhip.chrome.ChromeTab.send_handler:{\"method\": \"Page.navigate\", \"params\": {\"url\": \"https://www.owler.com/company/agsquared\"}, \"id\": 2}\n"
     ]
    },
    {
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      "ERROR:chromewhip.chrome.ChromeTab.send_handler:{\"method\": \"Page.navigate\", \"params\": {\"url\": \"https://www.owler.com/company/herringbone\"}, \"id\": 2}\n"
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      "moneylion 3.7 10 251.6 0.4440975487314832\n",
      "ontopic nan 0 0.0 nan\n",
      "zumaventures nan 0 0.0 nan\n",
      "avox2 nan 0 0.0 nan\n",
      "keanr nan 0 0.0 nan\n",
      "bentpixels nan 0 0.0 nan\n",
      "trinitypharmasolutions nan 0 0.0 nan\n",
      "advancedwearabledevices nan 0 0.0 nan\n",
      "parionsciences nan 0 0.0 nan\n",
      "ivincipartners nan 0 0.0 nan\n",
      "moneero nan 0 0.0 nan\n",
      "proteamedical nan 0 0.0 nan\n",
      "the crwaler may have failed\n",
      "lacoonsecurity nan 0 0.0 nan\n",
      "the crwaler may have failed\n",
      "airtouchcommunications nan 0 0.0 nan\n",
      "the crwaler may have failed\n",
      "solidinteractive nan 0 0.0 nan\n",
      "the crwaler may have failed\n",
      "graybug 28.6 9 38.6 0.2356283659297052\n",
      "the crwaler may have failed\n",
      "highperformancesystemscorporation nan 0 0.0 nan\n",
      "mongoosemetrics 1.0 9 197.3 0.3054538972084707\n",
      "nventi 5.7 7 105.1 0.2290138018219969\n",
      "supplychainconnect nan 0 0.0 nan\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "ERROR:chromewhip.chrome.ChromeTab.send_handler:{\"method\": \"Page.navigate\", \"params\": {\"url\": \"https://www.owler.com/company/bioconsortia\"}, \"id\": 2}\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "colonialbankfsb 17.9 10 913.8 0.7151744496888938\n",
      "livongohealth nan 0 0.0 nan\n",
      "paracosm 1.2 9 77.2 0.3343821584756351\n",
      "extremeplasticsplus 5.0 3 34.0 0.34911242603550297\n",
      "pronutria nan 0 0.0 nan\n"
     ]
    }
   ],
   "source": [
    "#info_df = pd.read_csv('tmp_company_info.csv',index_col=0)\n",
    "for i in tqdm(range(info_df.shape[0])):\n",
    "    if (info_df.iloc[i]['crawl_tried'] ==0) or (info_df.iloc[i]['potential crawl failing point'] ==1):\n",
    "        try:\n",
    "            info_df.iloc[i]['crawl_tried'] =1   \n",
    "            #info_df.iloc[i,2:6] = crawl_owler_company_info(info_df.index[i])\n",
    "            \n",
    "            name=info_df.index[i]\n",
    "            tab = c.tabs[0]\n",
    "            tab = loop.run_until_complete(c.create_tab())\n",
    "            loop.run_until_complete(tab.enable_page_events())\n",
    "            result = sync_cmd(page.Page.navigate(url='https://www.owler.com/company/'+name), \n",
    "                              await_on_event_type=page.FrameStoppedLoadingEvent)\n",
    "            result = sync_cmd(dom.DOM.getDocument())\n",
    "            result = sync_cmd(dom.DOM.getOuterHTML(result['ack']['result']['root'].nodeId))\n",
    "            page_source = result['ack']['result']['outerHTML']\n",
    "            soup = BeautifulSoup(page_source, 'html.parser')\n",
    "            \n",
    "            \n",
    "            tmp_revenue_list = soup.find_all('div', attrs={'class': 'table-col revenue'})[1:]\n",
    "            competitors_revenue = []\n",
    "            for x in tmp_revenue_list:\n",
    "                tmpvalue = re.findall(\".*>(.*)<.*\",str(x))[0]\n",
    "                if len(tmpvalue)!=0:\n",
    "                    competitors_revenue.append(tmpvalue[1:])\n",
    "            competitors_revenue_float=[]\n",
    "            for ixx in competitors_revenue: \n",
    "                if ixx[:6] ==' &lt; ':\n",
    "                    competitors_revenue_float.append(convert_string_to_money(ixx[6:]))\n",
    "                else:\n",
    "                    competitors_revenue_float.append(convert_string_to_money(ixx))\n",
    "            competitors_revenue_sum = np.array(competitors_revenue_float[1:]).sum()/10e6 #skip the searched company\n",
    "            try:\n",
    "                annual_rev = competitors_revenue_float[0]/10e6\n",
    "            except:\n",
    "                annual_rev = np.nan\n",
    "\n",
    "            competitor_count = len(competitors_revenue_float[1:])\n",
    "\n",
    "            HHI = (np.array(competitors_revenue_float[1:])**2).sum()/((np.array(competitors_revenue_float[1:]).sum())**2)\n",
    "            print (name,annual_rev, competitor_count, competitors_revenue_sum, HHI)\n",
    "            info_df.iloc[i,2:6] = annual_rev, competitor_count, competitors_revenue_sum, HHI\n",
    "            info_df.iloc[i,9:competitor_count+9] = competitors_revenue_float[1:]\n",
    "            loop.run_until_complete(c.close_tab(tab))\n",
    "            \n",
    "            \n",
    "        except:\n",
    "            info_df.iloc[i]['notes']='connectionclosed'\n",
    "            #loop.run_until_complete(c.close_tab(tab))\n",
    "        info_df.iloc[i]['crawl_tried'] =1\n",
    "        if i>10:\n",
    "            if info_df.iloc[i-10:i]['Competitor Revenue in Total'].sum()==0:\n",
    "                print('the crwaler may have failed')\n",
    "                info_df.iloc[i-10:i]['potential crawl failing point']=1\n",
    "        if info_df.iloc[i]['Competitor Revenue in Total']!=0:\n",
    "            info_df.iloc[i]['potential crawl failing point']=0\n",
    "        info_df.to_csv('/home/chenxupeng/projects/crwal_company_info/tmp_company_info.csv')\n",
    "        time.sleep(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "metadata": {},
   "outputs": [],
   "source": [
    "name='google'\n",
    "tab = c.tabs[0]\n",
    "tab = loop.run_until_complete(c.create_tab())\n",
    "loop.run_until_complete(tab.enable_page_events())\n",
    "result = sync_cmd(page.Page.navigate(url='https://www.crunchbase.com/organization/'+name), \n",
    "                  await_on_event_type=page.FrameStoppedLoadingEvent)\n",
    "result = sync_cmd(dom.DOM.getDocument())\n",
    "result = sync_cmd(dom.DOM.getOuterHTML(result['ack']['result']['root'].nodeId))\n",
    "page_source = result['ack']['result']['outerHTML']\n",
    "tree = lxml.html.fromstring(page_source)\n",
    "loop.run_until_complete(c.close_tab(tab))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Google is a multinational corporation that is specialized in internet-related services and products.'"
      ]
     },
     "execution_count": 129,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "xpath_revenue = '//*[@id=\"section-overview\"]/mat-card/div[2]/image-with-fields-card/image-with-text-card/div/div/div[2]/div[2]/field-formatter/span/text()'\n",
    "\n",
    "company_intro = tree.xpath(xpath_revenue)[0]\n",
    "company_intro"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 167,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Biotechnology, Health Care, Hospital'"
      ]
     },
     "execution_count": 167,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "company_categories = ''\n",
    "for t in range(1,20):\n",
    "    xpath_revenue = '//*[@id=\"section-overview\"]/mat-card/div[2]/fields-card[1]/div/span[2]/field-formatter/identifier-multi-formatter/span/a['+str(t)+']'\n",
    "    \n",
    "    if tree.xpath(xpath_revenue)==[]:\n",
    "        break\n",
    "    else:\n",
    "        company_categories = company_categories+', '+tree.xpath(xpath_revenue)[0].text[1:]\n",
    "company_categories[2:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "metadata": {},
   "outputs": [],
   "source": [
    "crunch_info_df = pd.read_excel('crunch_company_name.xlsx',index_col=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "metadata": {},
   "outputs": [],
   "source": [
    "info_df =  pd.DataFrame(index=crunch_info_df.index ,columns=['Company Business', 'Category'\n",
    "       'crawl_tried', 'potential crawl failing point', 'notes'])\n",
    "info_df['crawl_tried'] =0\n",
    "info_df['notes']=''"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 222,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "93ae2cf4a1f94bff9e99de6b9afca26b",
       "version_major": 2,
       "version_minor": 0
      },
      "text/html": [
       "<p>Failed to display Jupyter Widget of type <code>HBox</code>.</p>\n",
       "<p>\n",
       "  If you're reading this message in the Jupyter Notebook or JupyterLab Notebook, it may mean\n",
       "  that the widgets JavaScript is still loading. If this message persists, it\n",
       "  likely means that the widgets JavaScript library is either not installed or\n",
       "  not enabled. See the <a href=\"https://ipywidgets.readthedocs.io/en/stable/user_install.html\">Jupyter\n",
       "  Widgets Documentation</a> for setup instructions.\n",
       "</p>\n",
       "<p>\n",
       "  If you're reading this message in another frontend (for example, a static\n",
       "  rendering on GitHub or <a href=\"https://nbviewer.jupyter.org/\">NBViewer</a>),\n",
       "  it may mean that your frontend doesn't currently support widgets.\n",
       "</p>\n"
      ],
      "text/plain": [
       "HBox(children=(IntProgress(value=0, max=1414), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "ename": "KeyboardInterrupt",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-222-963f18a47f80>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m     42\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     43\u001b[0m         \u001b[0minfo_df\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mto_csv\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'/home/chenxupeng/projects/crwal_company_info/tmp_company_info_crunch.csv'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 44\u001b[0;31m         \u001b[0mtime\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msleep\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrandom\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0muniform\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m1.5\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
     ]
    }
   ],
   "source": [
    "#info_df = pd.read_csv('tmp_company_info.csv',index_col=0)\n",
    "for i in tqdm(range(info_df.shape[0])):\n",
    "    if info_df.iloc[i]['crawl_tried'] ==0 :\n",
    "        try:\n",
    "            info_df.iloc[i]['crawl_tried'] =1   \n",
    "\n",
    "            name=info_df.index[i]\n",
    "            \n",
    "            tab = c.tabs[0]\n",
    "            tab = loop.run_until_complete(c.create_tab())\n",
    "            loop.run_until_complete(tab.enable_page_events())\n",
    "            result = sync_cmd(page.Page.navigate(url='https://www.crunchbase.com/organization/'+name), \n",
    "                              await_on_event_type=page.FrameStoppedLoadingEvent)\n",
    "            result = sync_cmd(dom.DOM.getDocument())\n",
    "            result = sync_cmd(dom.DOM.getOuterHTML(result['ack']['result']['root'].nodeId))\n",
    "            page_source = result['ack']['result']['outerHTML']\n",
    "            tree = lxml.html.fromstring(page_source)\n",
    "            loop.run_until_complete(c.close_tab(tab))\n",
    "            xpath_revenue = '//*[@id=\"section-overview\"]/mat-card/div[2]/image-with-fields-card/image-with-text-card/div/div/div[2]/div[2]/field-formatter/span/text()'\n",
    "\n",
    "            company_intro = tree.xpath(xpath_revenue)[0]\n",
    "            company_categories = ''\n",
    "            for t in range(1,20):\n",
    "                xpath_revenue = '//*[@id=\"section-overview\"]/mat-card/div[2]/fields-card[1]/div/span[2]/field-formatter/identifier-multi-formatter/span/a['+str(t)+']'\n",
    "\n",
    "                if tree.xpath(xpath_revenue)==[]:\n",
    "                    break\n",
    "                else:\n",
    "                    company_categories = company_categories+', '+tree.xpath(xpath_revenue)[0].text[1:]\n",
    "            \n",
    "            info_df.iloc[i,0] = company_intro\n",
    "            info_df.iloc[i,1] = company_categories[2:]\n",
    "            print (name,company_intro,company_categories[2:])\n",
    "            \n",
    "            loop.run_until_complete(c.close_tab(tab))\n",
    "            \n",
    "            \n",
    "        except:\n",
    "            info_df.iloc[i]['notes']='connectionclosed'\n",
    "            #loop.run_until_complete(c.close_tab(tab))\n",
    "        info_df.iloc[i]['crawl_tried'] =1\n",
    "        \n",
    "        info_df.to_csv('/home/chenxupeng/projects/crwal_company_info/tmp_company_info_crunch.csv')\n",
    "        time.sleep(np.random.uniform(1.5,2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 224,
   "metadata": {},
   "outputs": [],
   "source": [
    "info_df = pd.read_csv('tmp_company_info_for_owler_v3.csv',index_col=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 225,
   "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>Company Business</th>\n",
       "      <th>owler corrrectionn</th>\n",
       "      <th>Category</th>\n",
       "      <th>Company Revenue</th>\n",
       "      <th>Competitor count (cap at 10)</th>\n",
       "      <th>Competitor Revenue in Total</th>\n",
       "      <th>HHI</th>\n",
       "      <th>crawl_tried</th>\n",
       "      <th>potential crawl failing point</th>\n",
       "      <th>notes</th>\n",
       "      <th>competitors revenue 1</th>\n",
       "      <th>competitors revenue 2</th>\n",
       "      <th>competitors revenue 3</th>\n",
       "      <th>competitors revenue 4</th>\n",
       "      <th>competitors revenue 5</th>\n",
       "      <th>competitors revenue 6</th>\n",
       "      <th>competitors revenue 7</th>\n",
       "      <th>competitors revenue 8</th>\n",
       "      <th>competitors revenue 9</th>\n",
       "      <th>competitors revenue 10</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Company.name</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>buildingrobotics</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>medicalsimulation</th>\n",
       "      <td>NaN</td>\n",
       "      <td>medsimulation</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.7</td>\n",
       "      <td>10.0</td>\n",
       "      <td>36076.2</td>\n",
       "      <td>0.257775</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>100000000.0</td>\n",
       "      <td>163000000.0</td>\n",
       "      <td>7.100000e+10</td>\n",
       "      <td>1.220000e+11</td>\n",
       "      <td>1.030000e+11</td>\n",
       "      <td>9.950000e+09</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>217000000.0</td>\n",
       "      <td>322000000.0</td>\n",
       "      <td>5.400000e+10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cancergenetics</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>24.2</td>\n",
       "      <td>10.0</td>\n",
       "      <td>635.1</td>\n",
       "      <td>0.423850</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>38000000.0</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>3.770000e+09</td>\n",
       "      <td>3.700000e+07</td>\n",
       "      <td>1.000000e+07</td>\n",
       "      <td>2.820000e+08</td>\n",
       "      <td>35000000.0</td>\n",
       "      <td>65000000.0</td>\n",
       "      <td>90000000.0</td>\n",
       "      <td>2.014000e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>kindredbiosciences</th>\n",
       "      <td>NaN</td>\n",
       "      <td>kindredbio</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>topgifter</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.6</td>\n",
       "      <td>6.0</td>\n",
       "      <td>82.5</td>\n",
       "      <td>0.307858</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>33000000.0</td>\n",
       "      <td>36000000.0</td>\n",
       "      <td>3.760000e+08</td>\n",
       "      <td>2.570000e+08</td>\n",
       "      <td>1.110000e+08</td>\n",
       "      <td>1.200000e+07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    Company Business owler corrrectionn  Category  \\\n",
       "Company.name                                                        \n",
       "buildingrobotics                 NaN                NaN       NaN   \n",
       "medicalsimulation                NaN      medsimulation       NaN   \n",
       "cancergenetics                   NaN                NaN       NaN   \n",
       "kindredbiosciences               NaN         kindredbio       NaN   \n",
       "topgifter                        NaN                NaN       NaN   \n",
       "\n",
       "                    Company Revenue  Competitor count (cap at 10)  \\\n",
       "Company.name                                                        \n",
       "buildingrobotics                NaN                           0.0   \n",
       "medicalsimulation              10.7                          10.0   \n",
       "cancergenetics                 24.2                          10.0   \n",
       "kindredbiosciences              NaN                           0.0   \n",
       "topgifter                       2.6                           6.0   \n",
       "\n",
       "                    Competitor Revenue in Total       HHI  crawl_tried  \\\n",
       "Company.name                                                             \n",
       "buildingrobotics                            0.0       NaN            0   \n",
       "medicalsimulation                       36076.2  0.257775            0   \n",
       "cancergenetics                            635.1  0.423850            0   \n",
       "kindredbiosciences                          0.0       NaN            0   \n",
       "topgifter                                  82.5  0.307858            0   \n",
       "\n",
       "                    potential crawl failing point  notes  \\\n",
       "Company.name                                               \n",
       "buildingrobotics                                0    NaN   \n",
       "medicalsimulation                               0    NaN   \n",
       "cancergenetics                                  0    NaN   \n",
       "kindredbiosciences                              0    NaN   \n",
       "topgifter                                       0    NaN   \n",
       "\n",
       "                    competitors revenue 1  competitors revenue 2  \\\n",
       "Company.name                                                       \n",
       "buildingrobotics                      0.0                    0.0   \n",
       "medicalsimulation             100000000.0            163000000.0   \n",
       "cancergenetics                 38000000.0             10000000.0   \n",
       "kindredbiosciences                    0.0                    0.0   \n",
       "topgifter                      33000000.0             36000000.0   \n",
       "\n",
       "                    competitors revenue 3  competitors revenue 4  \\\n",
       "Company.name                                                       \n",
       "buildingrobotics             0.000000e+00           0.000000e+00   \n",
       "medicalsimulation            7.100000e+10           1.220000e+11   \n",
       "cancergenetics               3.770000e+09           3.700000e+07   \n",
       "kindredbiosciences           0.000000e+00           0.000000e+00   \n",
       "topgifter                    3.760000e+08           2.570000e+08   \n",
       "\n",
       "                    competitors revenue 5  competitors revenue 6  \\\n",
       "Company.name                                                       \n",
       "buildingrobotics             0.000000e+00           0.000000e+00   \n",
       "medicalsimulation            1.030000e+11           9.950000e+09   \n",
       "cancergenetics               1.000000e+07           2.820000e+08   \n",
       "kindredbiosciences           0.000000e+00           0.000000e+00   \n",
       "topgifter                    1.110000e+08           1.200000e+07   \n",
       "\n",
       "                    competitors revenue 7  competitors revenue 8  \\\n",
       "Company.name                                                       \n",
       "buildingrobotics                      0.0                    0.0   \n",
       "medicalsimulation              10000000.0            217000000.0   \n",
       "cancergenetics                 35000000.0             65000000.0   \n",
       "kindredbiosciences                    0.0                    0.0   \n",
       "topgifter                             0.0                    0.0   \n",
       "\n",
       "                    competitors revenue 9  competitors revenue 10  \n",
       "Company.name                                                       \n",
       "buildingrobotics                      0.0            0.000000e+00  \n",
       "medicalsimulation             322000000.0            5.400000e+10  \n",
       "cancergenetics                 90000000.0            2.014000e+09  \n",
       "kindredbiosciences                    0.0            0.000000e+00  \n",
       "topgifter                             0.0            0.000000e+00  "
      ]
     },
     "execution_count": 225,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "info_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 226,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 226,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "info_df['owler corrrectionn'].iloc[1]==info_df['owler corrrectionn'].iloc[1]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 227,
   "metadata": {},
   "outputs": [],
   "source": [
    "info_df.iloc[:,4] = 0\n",
    "info_df.iloc[:,4] = info_df.iloc[:,4].astype('int')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 238,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
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      "text/html": [
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       "  If you're reading this message in another frontend (for example, a static\n",
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "ERROR:chromewhip.chrome.ChromeTab.send_handler:{\"method\": \"Page.navigate\", \"params\": {\"url\": \"https://www.owler.com/company/bookboard\"}, \"id\": 2}\n",
      "ERROR:asyncio:Task exception was never retrieved\n",
      "future: <Task finished coro=<ChromeTab.send_command() done, defined at /home/shibinbin/apps/anaconda3/lib/python3.6/site-packages/chromewhip/chrome.py:279> exception=ProtocolError('Incomplete read error occured for \"Page.navigate\" with id=2',)>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/shibinbin/apps/anaconda3/lib/python3.6/site-packages/chromewhip/chrome.py\", line 237, in _send\n",
      "    await asyncio.wait_for(trigger_event.wait(), timeout=TIMEOUT_S)  # recv\n",
      "  File \"/home/shibinbin/apps/anaconda3/lib/python3.6/asyncio/tasks.py\", line 362, in wait_for\n",
      "    raise futures.TimeoutError()\n",
      "concurrent.futures._base.TimeoutError\n",
      "\n",
      "During handling of the above exception, another exception occurred:\n",
      "\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/shibinbin/apps/anaconda3/lib/python3.6/site-packages/chromewhip/chrome.py\", line 280, in send_command\n",
      "    return await self._send(*command, input_event_cls=input_event_type, trigger_event_cls=await_on_event_type)\n",
      "  File \"/home/shibinbin/apps/anaconda3/lib/python3.6/site-packages/chromewhip/chrome.py\", line 252, in _send\n",
      "    raise ProtocolError('Incomplete read error occured for \"%s\" with id=%s' % (method, id_))\n",
      "chromewhip.chrome.ProtocolError: Incomplete read error occured for \"Page.navigate\" with id=2\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "buildingrobotics nan 0 0.0 nan\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "ERROR:chromewhip.chrome.ChromeTab.send_handler:{\"method\": \"Page.navigate\", \"params\": {\"url\": \"https://www.owler.com/company/medsimulation\"}, \"id\": 2}\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cancergenetics 24.2 10 652.2 0.4627501417371497\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "ERROR:chromewhip.chrome.ChromeTab.send_handler:{\"method\": \"Page.navigate\", \"params\": {\"url\": \"https://www.owler.com/company/kindredbio\"}, \"id\": 2}\n"
     ]
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    {
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      "beamzinteractive nan 0 0.0 nan\n",
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      "fingo nan 0 0.0 nan\n",
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      "ERROR:chromewhip.chrome.ChromeTab.send_handler:{\"method\": \"Page.navigate\", \"params\": {\"url\": \"https://www.owler.com/company/maxmytv\"}, \"id\": 2}\n"
     ]
    },
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      "ERROR:chromewhip.chrome.ChromeTab.send_handler:{\"method\": \"Page.navigate\", \"params\": {\"url\": \"https://www.owler.com/company/rijuven\"}, \"id\": 2}\n"
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      "ERROR:chromewhip.chrome.ChromeTab.send_handler:{\"method\": \"Page.navigate\", \"params\": {\"url\": \"https://www.owler.com/company/appcard\"}, \"id\": 2}\n"
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     "output_type": "stream",
     "text": [
      "ERROR:chromewhip.chrome.ChromeTab.send_handler:{\"method\": \"Page.navigate\", \"params\": {\"url\": \"https://www.owler.com/company/revfluence\"}, \"id\": 2}\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "scripbe nan 0 0.0 nan\n",
      "sourcegraph 3.0 10 7427.1 0.47584783370072614\n",
      "payboard nan 0 0.0 nan\n",
      "qleek nan 0 0.0 nan\n",
      "acclaim 28.1 1 12.2 0.5778312778232734\n",
      "classwork nan 0 0.0 nan\n",
      "herringbone nan 0 0.0 nan\n",
      "prizmiq nan 0 0.0 nan\n",
      "inappad nan 0 0.0 nan\n",
      "wardrobewakeup nan 0 0.0 nan\n",
      "bestimators nan 0 0.0 nan\n",
      "silverwingndt 1.0 8 1144.8 0.4690310539169366\n",
      "moneylion 3.7 10 251.6 0.45703902022287884\n",
      "ontopicshow nan 0 0.0 nan\n",
      "zumaventures nan 0 0.0 nan\n",
      "avox2 nan 0 0.0 nan\n",
      "keanr nan 0 0.0 nan\n",
      "bentpixels nan 0 0.0 nan\n",
      "trinitypharmasolutions nan 0 0.0 nan\n",
      "advancedwearabledevices nan 0 0.0 nan\n",
      "parion 1.0 8 354.4 0.32996123547126355\n",
      "visitpay 5.0 10 466.7 0.5585964374548715\n",
      "moneero nan 0 0.0 nan\n",
      "protealife nan 0 0.0 nan\n",
      "lacoon 1.0 10 382.1 0.6831213008237442\n",
      "airtouchcommunications nan 0 0.0 nan\n",
      "thinksolid 4.4 8 79.6 0.3302284033231484\n",
      "graybug 28.6 9 38.6 0.16517221938843996\n",
      "highperformancesystemscorporation nan 0 0.0 nan\n",
      "mongoosemetrics 1.0 9 197.3 0.3085323946259809\n",
      "nventi 5.7 7 105.1 0.2515867720561542\n",
      "supplychainconnect nan 0 0.0 nan\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "ERROR:chromewhip.chrome.ChromeTab.send_handler:{\"method\": \"Page.navigate\", \"params\": {\"url\": \"https://www.owler.com/company/bioconsortia\"}, \"id\": 2}\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "colonialbankfsb 17.9 10 913.8 0.743083593455587\n",
      "livongo 30.0 9 96.8 0.2455155897821187\n",
      "paracosm 1.2 9 77.2 0.34461663400359743\n",
      "extremeplasticsplus 5.0 3 34.0 0.43771626297577854\n",
      "pronutria nan 0 0.0 nan\n"
     ]
    }
   ],
   "source": [
    "for i in tqdm(range(info_df.shape[0])):\n",
    "    if info_df['owler corrrectionn'].iloc[i]==info_df['owler corrrectionn'].iloc[i]:\n",
    "        name=info_df['owler corrrectionn'].iloc[i]\n",
    "    else:\n",
    "        name = info_df.index[i]\n",
    "    try:\n",
    "        tab = c.tabs[0]\n",
    "        tab = loop.run_until_complete(c.create_tab())\n",
    "        loop.run_until_complete(tab.enable_page_events())\n",
    "        result = sync_cmd(page.Page.navigate(url='https://www.owler.com/company/'+name), \n",
    "                          await_on_event_type=page.FrameStoppedLoadingEvent)\n",
    "        result = sync_cmd(dom.DOM.getDocument())\n",
    "        result = sync_cmd(dom.DOM.getOuterHTML(result['ack']['result']['root'].nodeId))\n",
    "        page_source = result['ack']['result']['outerHTML']\n",
    "        soup = BeautifulSoup(page_source, 'html.parser')\n",
    "\n",
    "\n",
    "        tmp_revenue_list = soup.find_all('div', attrs={'class': 'table-col revenue'})[1:]\n",
    "        competitors_revenue = []\n",
    "        for x in tmp_revenue_list:\n",
    "            tmpvalue = re.findall(\".*>(.*)<.*\",str(x))[0]\n",
    "            if len(tmpvalue)!=0:\n",
    "                competitors_revenue.append(tmpvalue[1:])\n",
    "        competitors_revenue_float=[]\n",
    "        for ixx in competitors_revenue: \n",
    "            if ixx[:6] ==' &lt; ':\n",
    "                competitors_revenue_float.append(convert_string_to_money(ixx[6:]))\n",
    "            else:\n",
    "                competitors_revenue_float.append(convert_string_to_money(ixx))\n",
    "        competitors_revenue_sum = np.array(competitors_revenue_float[1:]).sum()/10e6 #skip the searched company\n",
    "        try:\n",
    "            annual_rev = competitors_revenue_float[0]/10e6\n",
    "        except:\n",
    "            annual_rev = np.nan\n",
    "\n",
    "        competitor_count = len(competitors_revenue_float[1:])\n",
    "        if competitor_count>=2:\n",
    "            HHI = (np.array(competitors_revenue_float[1:])**2).sum()/((np.array(competitors_revenue_float[1:]).sum())**2)\n",
    "        elif competitor_count<2:\n",
    "            HHI = (np.array(competitors_revenue_float)**2).sum()/((np.array(competitors_revenue_float).sum())**2)\n",
    "        print (name,annual_rev, competitor_count, competitors_revenue_sum, HHI)\n",
    "        info_df.iloc[i,3:7] = annual_rev, competitor_count, competitors_revenue_sum, HHI\n",
    "        info_df.iloc[i,10:competitor_count+10] = np.array(competitors_revenue_float[1:])/10e6\n",
    "        #loop.run_until_complete(c.close_tab(tab))\n",
    "\n",
    "\n",
    "    except:\n",
    "        \n",
    "        info_df.iloc[i]['notes']='connectionclosed'\n",
    "        #loop.run_until_complete(c.close_tab(tab))\n",
    "    info_df.iloc[i]['crawl_tried'] =1\n",
    "    if i>10:\n",
    "        if info_df.iloc[i-10:i]['Competitor Revenue in Total'].sum()==0:\n",
    "            print('the crwaler may have failed')\n",
    "            info_df.iloc[i-10:i]['potential crawl failing point']=1\n",
    "    if info_df.iloc[i]['Competitor Revenue in Total']!=0:\n",
    "        info_df.iloc[i]['potential crawl failing point']=0\n",
    "    info_df.to_csv('/home/chenxupeng/projects/crwal_company_info/whole_info_v2.csv')\n",
    "    #time.sleep(np.random.uniform(1.5,2))\n",
    "    loop.run_until_complete(c.close_tab(tab))\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 272,
   "metadata": {},
   "outputs": [],
   "source": [
    "omit_list = np.array(['chubbiesshorts','completeset','healthpocket','medsimulation'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 273,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "fd5d08adfb264ba6be248886271873d5",
       "version_major": 2,
       "version_minor": 0
      },
      "text/html": [
       "<p>Failed to display Jupyter Widget of type <code>HBox</code>.</p>\n",
       "<p>\n",
       "  If you're reading this message in the Jupyter Notebook or JupyterLab Notebook, it may mean\n",
       "  that the widgets JavaScript is still loading. If this message persists, it\n",
       "  likely means that the widgets JavaScript library is either not installed or\n",
       "  not enabled. See the <a href=\"https://ipywidgets.readthedocs.io/en/stable/user_install.html\">Jupyter\n",
       "  Widgets Documentation</a> for setup instructions.\n",
       "</p>\n",
       "<p>\n",
       "  If you're reading this message in another frontend (for example, a static\n",
       "  rendering on GitHub or <a href=\"https://nbviewer.jupyter.org/\">NBViewer</a>),\n",
       "  it may mean that your frontend doesn't currently support widgets.\n",
       "</p>\n"
      ],
      "text/plain": [
       "HBox(children=(IntProgress(value=0, max=1414), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "medsimulation 10.7 10 36076.2 0.25777480476635223\n",
      "healthpocket 1.4 10 320915.1 0.19320872083011062\n",
      "completeset 1.0 10 797287.3 0.5013189434816774\n",
      "chubbiesshorts 5.0 7 15071.3 0.6686603908085262\n"
     ]
    }
   ],
   "source": [
    "for i in tqdm(range(info_df.shape[0])):\n",
    "    if (np.isin(info_df.index[i], omit_list)) or(np.isin(info_df['owler corrrectionn'].iloc[i], omit_list)):\n",
    "    \n",
    "        if info_df['owler corrrectionn'].iloc[i]==info_df['owler corrrectionn'].iloc[i]:\n",
    "            name=info_df['owler corrrectionn'].iloc[i]\n",
    "        else:\n",
    "            name = info_df.index[i]\n",
    "        try:\n",
    "            tab = c.tabs[0]\n",
    "            tab = loop.run_until_complete(c.create_tab())\n",
    "            loop.run_until_complete(tab.enable_page_events())\n",
    "            result = sync_cmd(page.Page.navigate(url='https://www.owler.com/company/'+name), \n",
    "                              await_on_event_type=page.FrameStoppedLoadingEvent)\n",
    "            result = sync_cmd(dom.DOM.getDocument())\n",
    "            result = sync_cmd(dom.DOM.getOuterHTML(result['ack']['result']['root'].nodeId))\n",
    "            page_source = result['ack']['result']['outerHTML']\n",
    "            soup = BeautifulSoup(page_source, 'html.parser')\n",
    "\n",
    "\n",
    "            tmp_revenue_list = soup.find_all('div', attrs={'class': 'table-col revenue'})[1:]\n",
    "            competitors_revenue = []\n",
    "            for x in tmp_revenue_list:\n",
    "                tmpvalue = re.findall(\".*>(.*)<.*\",str(x))[0]\n",
    "                if len(tmpvalue)!=0:\n",
    "                    competitors_revenue.append(tmpvalue[1:])\n",
    "            competitors_revenue_float=[]\n",
    "            for ixx in competitors_revenue: \n",
    "                if ixx[:6] ==' &lt; ':\n",
    "                    competitors_revenue_float.append(convert_string_to_money(ixx[6:]))\n",
    "                else:\n",
    "                    competitors_revenue_float.append(convert_string_to_money(ixx))\n",
    "            competitors_revenue_sum = np.array(competitors_revenue_float[1:]).sum()/10e6 #skip the searched company\n",
    "            try:\n",
    "                annual_rev = competitors_revenue_float[0]/10e6\n",
    "            except:\n",
    "                annual_rev = np.nan\n",
    "\n",
    "            competitor_count = len(competitors_revenue_float[1:])\n",
    "            if competitor_count>=2:\n",
    "                HHI = (np.array(competitors_revenue_float[1:])**2).sum()/((np.array(competitors_revenue_float[1:]).sum())**2)\n",
    "            elif competitor_count<2:\n",
    "                HHI = (np.array(competitors_revenue_float)**2).sum()/((np.array(competitors_revenue_float).sum())**2)\n",
    "            print (name,annual_rev, competitor_count, competitors_revenue_sum, HHI)\n",
    "            info_df.iloc[i,3:7] = annual_rev, competitor_count, competitors_revenue_sum, HHI\n",
    "            info_df.iloc[i,10:competitor_count+10] = np.array(competitors_revenue_float[1:])/10e6\n",
    "            #loop.run_until_complete(c.close_tab(tab))\n",
    "\n",
    "\n",
    "        except:\n",
    "\n",
    "            info_df.iloc[i]['notes']='connectionclosed'\n",
    "            #loop.run_until_complete(c.close_tab(tab))\n",
    "        info_df.iloc[i]['crawl_tried'] =1\n",
    "        if i>10:\n",
    "            if info_df.iloc[i-10:i]['Competitor Revenue in Total'].sum()==0:\n",
    "                print('the crwaler may have failed')\n",
    "                info_df.iloc[i-10:i]['potential crawl failing point']=1\n",
    "        if info_df.iloc[i]['Competitor Revenue in Total']!=0:\n",
    "            info_df.iloc[i]['potential crawl failing point']=0\n",
    "        info_df.to_csv('/home/chenxupeng/projects/crwal_company_info/whole_info_v2.csv')\n",
    "        time.sleep(np.random.uniform(1.5,2))\n",
    "        loop.run_until_complete(c.close_tab(tab))\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 276,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.5205091937765205"
      ]
     },
     "execution_count": 276,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.where(info_df['Company Revenue']>0)[0].shape[0]/info_df.shape[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 277,
   "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>Company Business</th>\n",
       "      <th>owler corrrectionn</th>\n",
       "      <th>Category</th>\n",
       "      <th>Company Revenue</th>\n",
       "      <th>Competitor count (cap at 10)</th>\n",
       "      <th>Competitor Revenue in Total</th>\n",
       "      <th>HHI</th>\n",
       "      <th>crawl_tried</th>\n",
       "      <th>potential crawl failing point</th>\n",
       "      <th>notes</th>\n",
       "      <th>competitors revenue 1</th>\n",
       "      <th>competitors revenue 2</th>\n",
       "      <th>competitors revenue 3</th>\n",
       "      <th>competitors revenue 4</th>\n",
       "      <th>competitors revenue 5</th>\n",
       "      <th>competitors revenue 6</th>\n",
       "      <th>competitors revenue 7</th>\n",
       "      <th>competitors revenue 8</th>\n",
       "      <th>competitors revenue 9</th>\n",
       "      <th>competitors revenue 10</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Company.name</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>buildingrobotics</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>medicalsimulation</th>\n",
       "      <td>NaN</td>\n",
       "      <td>medsimulation</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.7</td>\n",
       "      <td>10</td>\n",
       "      <td>36076.2</td>\n",
       "      <td>0.257775</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.0</td>\n",
       "      <td>16.3</td>\n",
       "      <td>7100.0</td>\n",
       "      <td>12200.0</td>\n",
       "      <td>10300.0</td>\n",
       "      <td>995.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>21.7</td>\n",
       "      <td>32.2</td>\n",
       "      <td>5400.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cancergenetics</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>24.2</td>\n",
       "      <td>10</td>\n",
       "      <td>652.2</td>\n",
       "      <td>0.462750</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.8</td>\n",
       "      <td>1.0</td>\n",
       "      <td>394.1</td>\n",
       "      <td>3.7</td>\n",
       "      <td>1.0</td>\n",
       "      <td>28.2</td>\n",
       "      <td>3.5</td>\n",
       "      <td>6.5</td>\n",
       "      <td>9.0</td>\n",
       "      <td>201.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>kindredbiosciences</th>\n",
       "      <td>NaN</td>\n",
       "      <td>kindredbio</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>topgifter</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.6</td>\n",
       "      <td>6</td>\n",
       "      <td>82.5</td>\n",
       "      <td>0.326575</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.3</td>\n",
       "      <td>3.6</td>\n",
       "      <td>37.6</td>\n",
       "      <td>25.7</td>\n",
       "      <td>11.1</td>\n",
       "      <td>1.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>itnenergysystems</th>\n",
       "      <td>NaN</td>\n",
       "      <td>itnes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pica9</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.0</td>\n",
       "      <td>10</td>\n",
       "      <td>214.8</td>\n",
       "      <td>0.187524</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>31.1</td>\n",
       "      <td>70.3</td>\n",
       "      <td>35.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>5.1</td>\n",
       "      <td>1.1</td>\n",
       "      <td>4.4</td>\n",
       "      <td>29.4</td>\n",
       "      <td>7.0</td>\n",
       "      <td>21.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>livelyformerlyhamlet</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>actionx</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>8</td>\n",
       "      <td>3477.9</td>\n",
       "      <td>0.479244</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>300.0</td>\n",
       "      <td>2300.0</td>\n",
       "      <td>234.2</td>\n",
       "      <td>1.4</td>\n",
       "      <td>12.0</td>\n",
       "      <td>601.0</td>\n",
       "      <td>4.4</td>\n",
       "      <td>24.9</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>forgerock</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>73.8</td>\n",
       "      <td>10</td>\n",
       "      <td>388.3</td>\n",
       "      <td>0.184831</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>66.3</td>\n",
       "      <td>33.5</td>\n",
       "      <td>11.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>74.5</td>\n",
       "      <td>1.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>118.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nakivo</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>19.0</td>\n",
       "      <td>10</td>\n",
       "      <td>6798.4</td>\n",
       "      <td>0.526074</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>999.2</td>\n",
       "      <td>11.4</td>\n",
       "      <td>94.1</td>\n",
       "      <td>440.6</td>\n",
       "      <td>181.1</td>\n",
       "      <td>194.1</td>\n",
       "      <td>35.3</td>\n",
       "      <td>27.6</td>\n",
       "      <td>4800.0</td>\n",
       "      <td>15.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>bobler</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>smartenergyinstruments</th>\n",
       "      <td>NaN</td>\n",
       "      <td>se-instruments</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.857988</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cytogelpharma</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>43.5</td>\n",
       "      <td>4</td>\n",
       "      <td>719.3</td>\n",
       "      <td>0.931826</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.4</td>\n",
       "      <td>3.0</td>\n",
       "      <td>694.1</td>\n",
       "      <td>17.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>invine</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>shake</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>firstfunder</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>regulatorybinder</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>stroho</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>outboundengine</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>31.2</td>\n",
       "      <td>10</td>\n",
       "      <td>499.9</td>\n",
       "      <td>0.175520</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>27.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>65.9</td>\n",
       "      <td>109.7</td>\n",
       "      <td>12.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>22.2</td>\n",
       "      <td>31.6</td>\n",
       "      <td>32.5</td>\n",
       "      <td>38.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fidelissecuritysystems</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>capzure</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>3.9</td>\n",
       "      <td>0.675135</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.9</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trusper</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>birdhouseforautism</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tixalert</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8bitfit</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>quantason</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>loopport</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>utahstreetlabs</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>bitscopic</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>inappad</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wardrobewakeup</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>bestimators</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>silverwing</th>\n",
       "      <td>NaN</td>\n",
       "      <td>silverwingndt</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>8</td>\n",
       "      <td>1144.8</td>\n",
       "      <td>0.469031</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>18.2</td>\n",
       "      <td>749.2</td>\n",
       "      <td>167.4</td>\n",
       "      <td>50.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>moneylion</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.7</td>\n",
       "      <td>10</td>\n",
       "      <td>251.6</td>\n",
       "      <td>0.457039</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>165.7</td>\n",
       "      <td>17.0</td>\n",
       "      <td>30.5</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.8</td>\n",
       "      <td>8.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ontopic</th>\n",
       "      <td>NaN</td>\n",
       "      <td>ontopicshow</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>zumaventures</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>avox2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>keanr</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>bentpixels</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trinitypharmasolutions</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>advancedwearabledevices</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>parionsciences</th>\n",
       "      <td>NaN</td>\n",
       "      <td>parion</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>8</td>\n",
       "      <td>354.4</td>\n",
       "      <td>0.329961</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>50.4</td>\n",
       "      <td>17.5</td>\n",
       "      <td>189.9</td>\n",
       "      <td>27.6</td>\n",
       "      <td>13.3</td>\n",
       "      <td>13.4</td>\n",
       "      <td>37.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ivincipartners</th>\n",
       "      <td>NaN</td>\n",
       "      <td>visitpay</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>10</td>\n",
       "      <td>466.7</td>\n",
       "      <td>0.558596</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>40.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>12.7</td>\n",
       "      <td>345.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>7.3</td>\n",
       "      <td>13.7</td>\n",
       "      <td>12.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>moneero</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>proteamedical</th>\n",
       "      <td>NaN</td>\n",
       "      <td>protealife</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lacoonsecurity</th>\n",
       "      <td>NaN</td>\n",
       "      <td>lacoon</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>10</td>\n",
       "      <td>382.1</td>\n",
       "      <td>0.683121</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.5</td>\n",
       "      <td>3.5</td>\n",
       "      <td>1.9</td>\n",
       "      <td>19.1</td>\n",
       "      <td>5.9</td>\n",
       "      <td>2.7</td>\n",
       "      <td>4.0</td>\n",
       "      <td>8.5</td>\n",
       "      <td>314.6</td>\n",
       "      <td>13.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>airtouchcommunications</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>solidinteractive</th>\n",
       "      <td>NaN</td>\n",
       "      <td>thinksolid</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.4</td>\n",
       "      <td>8</td>\n",
       "      <td>79.6</td>\n",
       "      <td>0.330228</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.5</td>\n",
       "      <td>4.2</td>\n",
       "      <td>1.4</td>\n",
       "      <td>2.4</td>\n",
       "      <td>42.6</td>\n",
       "      <td>3.9</td>\n",
       "      <td>5.2</td>\n",
       "      <td>12.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graybug</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>28.6</td>\n",
       "      <td>9</td>\n",
       "      <td>38.6</td>\n",
       "      <td>0.165172</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>7.5</td>\n",
       "      <td>6.7</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>highperformancesystemscorporation</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mongoosemetrics</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>9</td>\n",
       "      <td>197.3</td>\n",
       "      <td>0.308532</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11.0</td>\n",
       "      <td>20.7</td>\n",
       "      <td>13.1</td>\n",
       "      <td>15.3</td>\n",
       "      <td>103.3</td>\n",
       "      <td>3.1</td>\n",
       "      <td>10.0</td>\n",
       "      <td>15.8</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nventi</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.7</td>\n",
       "      <td>7</td>\n",
       "      <td>105.1</td>\n",
       "      <td>0.251587</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.8</td>\n",
       "      <td>18.8</td>\n",
       "      <td>4.4</td>\n",
       "      <td>5.3</td>\n",
       "      <td>5.6</td>\n",
       "      <td>39.7</td>\n",
       "      <td>27.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>supplychainconnect</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>bioconsortia</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>8</td>\n",
       "      <td>13436.7</td>\n",
       "      <td>0.994546</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.7</td>\n",
       "      <td>13400.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>colonialbankfsb</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17.9</td>\n",
       "      <td>10</td>\n",
       "      <td>913.8</td>\n",
       "      <td>0.743084</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>1.6</td>\n",
       "      <td>4.3</td>\n",
       "      <td>13.4</td>\n",
       "      <td>13.2</td>\n",
       "      <td>10.2</td>\n",
       "      <td>31.8</td>\n",
       "      <td>27.3</td>\n",
       "      <td>786.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>livongohealth</th>\n",
       "      <td>NaN</td>\n",
       "      <td>livongo</td>\n",
       "      <td>NaN</td>\n",
       "      <td>30.0</td>\n",
       "      <td>9</td>\n",
       "      <td>96.8</td>\n",
       "      <td>0.245516</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>25.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>6.5</td>\n",
       "      <td>3.0</td>\n",
       "      <td>7.3</td>\n",
       "      <td>1.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>paracosm</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.2</td>\n",
       "      <td>9</td>\n",
       "      <td>77.2</td>\n",
       "      <td>0.344617</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>17.7</td>\n",
       "      <td>41.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.4</td>\n",
       "      <td>1.1</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>extremeplasticsplus</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3</td>\n",
       "      <td>34.0</td>\n",
       "      <td>0.437716</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pronutria</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1414 rows × 20 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                   Company Business owler corrrectionn  \\\n",
       "Company.name                                                             \n",
       "buildingrobotics                                NaN                NaN   \n",
       "medicalsimulation                               NaN      medsimulation   \n",
       "cancergenetics                                  NaN                NaN   \n",
       "kindredbiosciences                              NaN         kindredbio   \n",
       "topgifter                                       NaN                NaN   \n",
       "itnenergysystems                                NaN              itnes   \n",
       "pica9                                           NaN                NaN   \n",
       "livelyformerlyhamlet                            NaN                NaN   \n",
       "actionx                                         NaN                NaN   \n",
       "forgerock                                       NaN                NaN   \n",
       "nakivo                                          NaN                NaN   \n",
       "bobler                                          NaN                NaN   \n",
       "smartenergyinstruments                          NaN     se-instruments   \n",
       "cytogelpharma                                   NaN                NaN   \n",
       "invine                                          NaN                NaN   \n",
       "shake                                           NaN                NaN   \n",
       "firstfunder                                     NaN                NaN   \n",
       "regulatorybinder                                NaN                NaN   \n",
       "stroho                                          NaN                NaN   \n",
       "outboundengine                                  NaN                NaN   \n",
       "fidelissecuritysystems                          NaN                NaN   \n",
       "capzure                                         NaN                NaN   \n",
       "trusper                                         NaN                NaN   \n",
       "birdhouseforautism                              NaN                NaN   \n",
       "tixalert                                        NaN                NaN   \n",
       "8bitfit                                         NaN                NaN   \n",
       "quantason                                       NaN                NaN   \n",
       "loopport                                        NaN                NaN   \n",
       "utahstreetlabs                                  NaN                NaN   \n",
       "bitscopic                                       NaN                NaN   \n",
       "...                                             ...                ...   \n",
       "inappad                                         NaN                NaN   \n",
       "wardrobewakeup                                  NaN                NaN   \n",
       "bestimators                                     NaN                NaN   \n",
       "silverwing                                      NaN      silverwingndt   \n",
       "moneylion                                       NaN                NaN   \n",
       "ontopic                                         NaN        ontopicshow   \n",
       "zumaventures                                    NaN                NaN   \n",
       "avox2                                           NaN                NaN   \n",
       "keanr                                           NaN                NaN   \n",
       "bentpixels                                      NaN                NaN   \n",
       "trinitypharmasolutions                          NaN                NaN   \n",
       "advancedwearabledevices                         NaN                NaN   \n",
       "parionsciences                                  NaN             parion   \n",
       "ivincipartners                                  NaN           visitpay   \n",
       "moneero                                         NaN                NaN   \n",
       "proteamedical                                   NaN         protealife   \n",
       "lacoonsecurity                                  NaN             lacoon   \n",
       "airtouchcommunications                          NaN                NaN   \n",
       "solidinteractive                                NaN         thinksolid   \n",
       "graybug                                         NaN                NaN   \n",
       "highperformancesystemscorporation               NaN                NaN   \n",
       "mongoosemetrics                                 NaN                NaN   \n",
       "nventi                                          NaN                NaN   \n",
       "supplychainconnect                              NaN                NaN   \n",
       "bioconsortia                                    NaN                NaN   \n",
       "colonialbankfsb                                 NaN                NaN   \n",
       "livongohealth                                   NaN            livongo   \n",
       "paracosm                                        NaN                NaN   \n",
       "extremeplasticsplus                             NaN                NaN   \n",
       "pronutria                                       NaN                NaN   \n",
       "\n",
       "                                   Category  Company Revenue  \\\n",
       "Company.name                                                   \n",
       "buildingrobotics                        NaN              NaN   \n",
       "medicalsimulation                       NaN             10.7   \n",
       "cancergenetics                          NaN             24.2   \n",
       "kindredbiosciences                      NaN              NaN   \n",
       "topgifter                               NaN              2.6   \n",
       "itnenergysystems                        NaN              NaN   \n",
       "pica9                                   NaN              7.0   \n",
       "livelyformerlyhamlet                    NaN              NaN   \n",
       "actionx                                 NaN              1.0   \n",
       "forgerock                               NaN             73.8   \n",
       "nakivo                                  NaN             19.0   \n",
       "bobler                                  NaN              NaN   \n",
       "smartenergyinstruments                  NaN              1.0   \n",
       "cytogelpharma                           NaN             43.5   \n",
       "invine                                  NaN              NaN   \n",
       "shake                                   NaN              NaN   \n",
       "firstfunder                             NaN              NaN   \n",
       "regulatorybinder                        NaN              NaN   \n",
       "stroho                                  NaN              NaN   \n",
       "outboundengine                          NaN             31.2   \n",
       "fidelissecuritysystems                  NaN              NaN   \n",
       "capzure                                 NaN              1.0   \n",
       "trusper                                 NaN              NaN   \n",
       "birdhouseforautism                      NaN              NaN   \n",
       "tixalert                                NaN              NaN   \n",
       "8bitfit                                 NaN              NaN   \n",
       "quantason                               NaN              NaN   \n",
       "loopport                                NaN              NaN   \n",
       "utahstreetlabs                          NaN              NaN   \n",
       "bitscopic                               NaN              NaN   \n",
       "...                                     ...              ...   \n",
       "inappad                                 NaN              NaN   \n",
       "wardrobewakeup                          NaN              NaN   \n",
       "bestimators                             NaN              NaN   \n",
       "silverwing                              NaN              1.0   \n",
       "moneylion                               NaN              3.7   \n",
       "ontopic                                 NaN              NaN   \n",
       "zumaventures                            NaN              NaN   \n",
       "avox2                                   NaN              NaN   \n",
       "keanr                                   NaN              NaN   \n",
       "bentpixels                              NaN              NaN   \n",
       "trinitypharmasolutions                  NaN              NaN   \n",
       "advancedwearabledevices                 NaN              NaN   \n",
       "parionsciences                          NaN              1.0   \n",
       "ivincipartners                          NaN              5.0   \n",
       "moneero                                 NaN              NaN   \n",
       "proteamedical                           NaN              NaN   \n",
       "lacoonsecurity                          NaN              1.0   \n",
       "airtouchcommunications                  NaN              NaN   \n",
       "solidinteractive                        NaN              4.4   \n",
       "graybug                                 NaN             28.6   \n",
       "highperformancesystemscorporation       NaN              NaN   \n",
       "mongoosemetrics                         NaN              1.0   \n",
       "nventi                                  NaN              5.7   \n",
       "supplychainconnect                      NaN              NaN   \n",
       "bioconsortia                            NaN              1.0   \n",
       "colonialbankfsb                         NaN             17.9   \n",
       "livongohealth                           NaN             30.0   \n",
       "paracosm                                NaN              1.2   \n",
       "extremeplasticsplus                     NaN              5.0   \n",
       "pronutria                               NaN              NaN   \n",
       "\n",
       "                                   Competitor count (cap at 10)  \\\n",
       "Company.name                                                      \n",
       "buildingrobotics                                              0   \n",
       "medicalsimulation                                            10   \n",
       "cancergenetics                                               10   \n",
       "kindredbiosciences                                            0   \n",
       "topgifter                                                     6   \n",
       "itnenergysystems                                              0   \n",
       "pica9                                                        10   \n",
       "livelyformerlyhamlet                                          0   \n",
       "actionx                                                       8   \n",
       "forgerock                                                    10   \n",
       "nakivo                                                       10   \n",
       "bobler                                                        0   \n",
       "smartenergyinstruments                                        1   \n",
       "cytogelpharma                                                 4   \n",
       "invine                                                        0   \n",
       "shake                                                         0   \n",
       "firstfunder                                                   0   \n",
       "regulatorybinder                                              0   \n",
       "stroho                                                        0   \n",
       "outboundengine                                               10   \n",
       "fidelissecuritysystems                                        0   \n",
       "capzure                                                       1   \n",
       "trusper                                                       0   \n",
       "birdhouseforautism                                            0   \n",
       "tixalert                                                      0   \n",
       "8bitfit                                                       0   \n",
       "quantason                                                     0   \n",
       "loopport                                                      0   \n",
       "utahstreetlabs                                                0   \n",
       "bitscopic                                                     0   \n",
       "...                                                         ...   \n",
       "inappad                                                       0   \n",
       "wardrobewakeup                                                0   \n",
       "bestimators                                                   0   \n",
       "silverwing                                                    8   \n",
       "moneylion                                                    10   \n",
       "ontopic                                                       0   \n",
       "zumaventures                                                  0   \n",
       "avox2                                                         0   \n",
       "keanr                                                         0   \n",
       "bentpixels                                                    0   \n",
       "trinitypharmasolutions                                        0   \n",
       "advancedwearabledevices                                       0   \n",
       "parionsciences                                                8   \n",
       "ivincipartners                                               10   \n",
       "moneero                                                       0   \n",
       "proteamedical                                                 0   \n",
       "lacoonsecurity                                               10   \n",
       "airtouchcommunications                                        0   \n",
       "solidinteractive                                              8   \n",
       "graybug                                                       9   \n",
       "highperformancesystemscorporation                             0   \n",
       "mongoosemetrics                                               9   \n",
       "nventi                                                        7   \n",
       "supplychainconnect                                            0   \n",
       "bioconsortia                                                  8   \n",
       "colonialbankfsb                                              10   \n",
       "livongohealth                                                 9   \n",
       "paracosm                                                      9   \n",
       "extremeplasticsplus                                           3   \n",
       "pronutria                                                     0   \n",
       "\n",
       "                                   Competitor Revenue in Total       HHI  \\\n",
       "Company.name                                                               \n",
       "buildingrobotics                                           0.0       NaN   \n",
       "medicalsimulation                                      36076.2  0.257775   \n",
       "cancergenetics                                           652.2  0.462750   \n",
       "kindredbiosciences                                         0.0       NaN   \n",
       "topgifter                                                 82.5  0.326575   \n",
       "itnenergysystems                                           0.0       NaN   \n",
       "pica9                                                    214.8  0.187524   \n",
       "livelyformerlyhamlet                                       0.0       NaN   \n",
       "actionx                                                 3477.9  0.479244   \n",
       "forgerock                                                388.3  0.184831   \n",
       "nakivo                                                  6798.4  0.526074   \n",
       "bobler                                                     0.0       NaN   \n",
       "smartenergyinstruments                                    12.0  0.857988   \n",
       "cytogelpharma                                            719.3  0.931826   \n",
       "invine                                                     0.0       NaN   \n",
       "shake                                                      0.0       NaN   \n",
       "firstfunder                                                0.0       NaN   \n",
       "regulatorybinder                                           0.0       NaN   \n",
       "stroho                                                     0.0       NaN   \n",
       "outboundengine                                           499.9  0.175520   \n",
       "fidelissecuritysystems                                     0.0       NaN   \n",
       "capzure                                                    3.9  0.675135   \n",
       "trusper                                                    0.0       NaN   \n",
       "birdhouseforautism                                         0.0       NaN   \n",
       "tixalert                                                   0.0       NaN   \n",
       "8bitfit                                                    0.0       NaN   \n",
       "quantason                                                  0.0       NaN   \n",
       "loopport                                                   0.0       NaN   \n",
       "utahstreetlabs                                             0.0       NaN   \n",
       "bitscopic                                                  0.0       NaN   \n",
       "...                                                        ...       ...   \n",
       "inappad                                                    0.0       NaN   \n",
       "wardrobewakeup                                             0.0       NaN   \n",
       "bestimators                                                0.0       NaN   \n",
       "silverwing                                              1144.8  0.469031   \n",
       "moneylion                                                251.6  0.457039   \n",
       "ontopic                                                    0.0       NaN   \n",
       "zumaventures                                               0.0       NaN   \n",
       "avox2                                                      0.0       NaN   \n",
       "keanr                                                      0.0       NaN   \n",
       "bentpixels                                                 0.0       NaN   \n",
       "trinitypharmasolutions                                     0.0       NaN   \n",
       "advancedwearabledevices                                    0.0       NaN   \n",
       "parionsciences                                           354.4  0.329961   \n",
       "ivincipartners                                           466.7  0.558596   \n",
       "moneero                                                    0.0       NaN   \n",
       "proteamedical                                              0.0       NaN   \n",
       "lacoonsecurity                                           382.1  0.683121   \n",
       "airtouchcommunications                                     0.0       NaN   \n",
       "solidinteractive                                          79.6  0.330228   \n",
       "graybug                                                   38.6  0.165172   \n",
       "highperformancesystemscorporation                          0.0       NaN   \n",
       "mongoosemetrics                                          197.3  0.308532   \n",
       "nventi                                                   105.1  0.251587   \n",
       "supplychainconnect                                         0.0       NaN   \n",
       "bioconsortia                                           13436.7  0.994546   \n",
       "colonialbankfsb                                          913.8  0.743084   \n",
       "livongohealth                                             96.8  0.245516   \n",
       "paracosm                                                  77.2  0.344617   \n",
       "extremeplasticsplus                                       34.0  0.437716   \n",
       "pronutria                                                  0.0       NaN   \n",
       "\n",
       "                                   crawl_tried  potential crawl failing point  \\\n",
       "Company.name                                                                    \n",
       "buildingrobotics                             0                              0   \n",
       "medicalsimulation                            0                              0   \n",
       "cancergenetics                               0                              0   \n",
       "kindredbiosciences                           0                              0   \n",
       "topgifter                                    0                              0   \n",
       "itnenergysystems                             0                              0   \n",
       "pica9                                        0                              0   \n",
       "livelyformerlyhamlet                         0                              0   \n",
       "actionx                                      0                              0   \n",
       "forgerock                                    0                              0   \n",
       "nakivo                                       0                              0   \n",
       "bobler                                       0                              0   \n",
       "smartenergyinstruments                       0                              0   \n",
       "cytogelpharma                                0                              0   \n",
       "invine                                       0                              0   \n",
       "shake                                        0                              0   \n",
       "firstfunder                                  0                              0   \n",
       "regulatorybinder                             0                              0   \n",
       "stroho                                       0                              0   \n",
       "outboundengine                               0                              0   \n",
       "fidelissecuritysystems                       0                              0   \n",
       "capzure                                      0                              0   \n",
       "trusper                                      0                              0   \n",
       "birdhouseforautism                           0                              0   \n",
       "tixalert                                     0                              0   \n",
       "8bitfit                                      0                              0   \n",
       "quantason                                    0                              0   \n",
       "loopport                                     0                              0   \n",
       "utahstreetlabs                               0                              0   \n",
       "bitscopic                                    0                              0   \n",
       "...                                        ...                            ...   \n",
       "inappad                                      0                              0   \n",
       "wardrobewakeup                               0                              0   \n",
       "bestimators                                  0                              0   \n",
       "silverwing                                   0                              0   \n",
       "moneylion                                    0                              0   \n",
       "ontopic                                      0                              1   \n",
       "zumaventures                                 0                              1   \n",
       "avox2                                        0                              1   \n",
       "keanr                                        0                              1   \n",
       "bentpixels                                   0                              1   \n",
       "trinitypharmasolutions                       0                              1   \n",
       "advancedwearabledevices                      0                              1   \n",
       "parionsciences                               0                              1   \n",
       "ivincipartners                               0                              1   \n",
       "moneero                                      0                              1   \n",
       "proteamedical                                0                              1   \n",
       "lacoonsecurity                               0                              1   \n",
       "airtouchcommunications                       0                              1   \n",
       "solidinteractive                             0                              1   \n",
       "graybug                                      0                              0   \n",
       "highperformancesystemscorporation            0                              0   \n",
       "mongoosemetrics                              0                              0   \n",
       "nventi                                       0                              0   \n",
       "supplychainconnect                           0                              0   \n",
       "bioconsortia                                 0                              0   \n",
       "colonialbankfsb                              0                              0   \n",
       "livongohealth                                0                              0   \n",
       "paracosm                                     0                              0   \n",
       "extremeplasticsplus                          0                              0   \n",
       "pronutria                                    0                              0   \n",
       "\n",
       "                                   notes  competitors revenue 1  \\\n",
       "Company.name                                                      \n",
       "buildingrobotics                     NaN                    0.0   \n",
       "medicalsimulation                    NaN                   10.0   \n",
       "cancergenetics                       NaN                    3.8   \n",
       "kindredbiosciences                   NaN                    0.0   \n",
       "topgifter                            NaN                    3.3   \n",
       "itnenergysystems                     NaN                    0.0   \n",
       "pica9                                NaN                   31.1   \n",
       "livelyformerlyhamlet                 NaN                    0.0   \n",
       "actionx                              NaN                  300.0   \n",
       "forgerock                            NaN                   66.3   \n",
       "nakivo                               NaN                  999.2   \n",
       "bobler                               NaN                    0.0   \n",
       "smartenergyinstruments               NaN                   12.0   \n",
       "cytogelpharma                        NaN                    4.4   \n",
       "invine                               NaN                    0.0   \n",
       "shake                                NaN                    0.0   \n",
       "firstfunder                          NaN                    0.0   \n",
       "regulatorybinder                     NaN                    0.0   \n",
       "stroho                               NaN                    0.0   \n",
       "outboundengine                       NaN                   27.0   \n",
       "fidelissecuritysystems               NaN                    0.0   \n",
       "capzure                              NaN                    3.9   \n",
       "trusper                              NaN                    0.0   \n",
       "birdhouseforautism                   NaN                    0.0   \n",
       "tixalert                             NaN                    0.0   \n",
       "8bitfit                              NaN                    0.0   \n",
       "quantason                            NaN                    0.0   \n",
       "loopport                             NaN                    0.0   \n",
       "utahstreetlabs                       NaN                    0.0   \n",
       "bitscopic                            NaN                    0.0   \n",
       "...                                  ...                    ...   \n",
       "inappad                              NaN                    0.0   \n",
       "wardrobewakeup                       NaN                    0.0   \n",
       "bestimators                          NaN                    0.0   \n",
       "silverwing                           NaN                   18.2   \n",
       "moneylion                            NaN                  165.7   \n",
       "ontopic                              NaN                    0.0   \n",
       "zumaventures                         NaN                    0.0   \n",
       "avox2                                NaN                    0.0   \n",
       "keanr                                NaN                    0.0   \n",
       "bentpixels                           NaN                    0.0   \n",
       "trinitypharmasolutions               NaN                    0.0   \n",
       "advancedwearabledevices              NaN                    0.0   \n",
       "parionsciences                       NaN                    5.0   \n",
       "ivincipartners                       NaN                   40.0   \n",
       "moneero                              NaN                    0.0   \n",
       "proteamedical                        NaN                    0.0   \n",
       "lacoonsecurity                       NaN                    8.5   \n",
       "airtouchcommunications               NaN                    0.0   \n",
       "solidinteractive                     NaN                    7.5   \n",
       "graybug                              NaN                    2.0   \n",
       "highperformancesystemscorporation    NaN                    0.0   \n",
       "mongoosemetrics                      NaN                   11.0   \n",
       "nventi                               NaN                    3.8   \n",
       "supplychainconnect                   NaN                    0.0   \n",
       "bioconsortia                         NaN                    6.0   \n",
       "colonialbankfsb                      NaN                    5.0   \n",
       "livongohealth                        NaN                   25.0   \n",
       "paracosm                             NaN                    3.0   \n",
       "extremeplasticsplus                  NaN                   20.0   \n",
       "pronutria                            NaN                    0.0   \n",
       "\n",
       "                                   competitors revenue 2  \\\n",
       "Company.name                                               \n",
       "buildingrobotics                                     0.0   \n",
       "medicalsimulation                                   16.3   \n",
       "cancergenetics                                       1.0   \n",
       "kindredbiosciences                                   0.0   \n",
       "topgifter                                            3.6   \n",
       "itnenergysystems                                     0.0   \n",
       "pica9                                               70.3   \n",
       "livelyformerlyhamlet                                 0.0   \n",
       "actionx                                           2300.0   \n",
       "forgerock                                           33.5   \n",
       "nakivo                                              11.4   \n",
       "bobler                                               0.0   \n",
       "smartenergyinstruments                               0.0   \n",
       "cytogelpharma                                        3.0   \n",
       "invine                                               0.0   \n",
       "shake                                                0.0   \n",
       "firstfunder                                          0.0   \n",
       "regulatorybinder                                     0.0   \n",
       "stroho                                               0.0   \n",
       "outboundengine                                     150.0   \n",
       "fidelissecuritysystems                               0.0   \n",
       "capzure                                              0.0   \n",
       "trusper                                              0.0   \n",
       "birdhouseforautism                                   0.0   \n",
       "tixalert                                             0.0   \n",
       "8bitfit                                              0.0   \n",
       "quantason                                            0.0   \n",
       "loopport                                             0.0   \n",
       "utahstreetlabs                                       0.0   \n",
       "bitscopic                                            0.0   \n",
       "...                                                  ...   \n",
       "inappad                                              0.0   \n",
       "wardrobewakeup                                       0.0   \n",
       "bestimators                                          0.0   \n",
       "silverwing                                         749.2   \n",
       "moneylion                                           17.0   \n",
       "ontopic                                              0.0   \n",
       "zumaventures                                         0.0   \n",
       "avox2                                                0.0   \n",
       "keanr                                                0.0   \n",
       "bentpixels                                           0.0   \n",
       "trinitypharmasolutions                               0.0   \n",
       "advancedwearabledevices                              0.0   \n",
       "parionsciences                                      50.4   \n",
       "ivincipartners                                       4.0   \n",
       "moneero                                              0.0   \n",
       "proteamedical                                        0.0   \n",
       "lacoonsecurity                                       3.5   \n",
       "airtouchcommunications                               0.0   \n",
       "solidinteractive                                     4.2   \n",
       "graybug                                             10.0   \n",
       "highperformancesystemscorporation                    0.0   \n",
       "mongoosemetrics                                     20.7   \n",
       "nventi                                              18.8   \n",
       "supplychainconnect                                   0.0   \n",
       "bioconsortia                                         3.0   \n",
       "colonialbankfsb                                     21.0   \n",
       "livongohealth                                        5.0   \n",
       "paracosm                                             4.0   \n",
       "extremeplasticsplus                                  5.0   \n",
       "pronutria                                            0.0   \n",
       "\n",
       "                                   competitors revenue 3  \\\n",
       "Company.name                                               \n",
       "buildingrobotics                                     0.0   \n",
       "medicalsimulation                                 7100.0   \n",
       "cancergenetics                                     394.1   \n",
       "kindredbiosciences                                   0.0   \n",
       "topgifter                                           37.6   \n",
       "itnenergysystems                                     0.0   \n",
       "pica9                                               35.0   \n",
       "livelyformerlyhamlet                                 0.0   \n",
       "actionx                                            234.2   \n",
       "forgerock                                           11.0   \n",
       "nakivo                                              94.1   \n",
       "bobler                                               0.0   \n",
       "smartenergyinstruments                               0.0   \n",
       "cytogelpharma                                      694.1   \n",
       "invine                                               0.0   \n",
       "shake                                                0.0   \n",
       "firstfunder                                          0.0   \n",
       "regulatorybinder                                     0.0   \n",
       "stroho                                               0.0   \n",
       "outboundengine                                      65.9   \n",
       "fidelissecuritysystems                               0.0   \n",
       "capzure                                              0.0   \n",
       "trusper                                              0.0   \n",
       "birdhouseforautism                                   0.0   \n",
       "tixalert                                             0.0   \n",
       "8bitfit                                              0.0   \n",
       "quantason                                            0.0   \n",
       "loopport                                             0.0   \n",
       "utahstreetlabs                                       0.0   \n",
       "bitscopic                                            0.0   \n",
       "...                                                  ...   \n",
       "inappad                                              0.0   \n",
       "wardrobewakeup                                       0.0   \n",
       "bestimators                                          0.0   \n",
       "silverwing                                         167.4   \n",
       "moneylion                                           30.5   \n",
       "ontopic                                              0.0   \n",
       "zumaventures                                         0.0   \n",
       "avox2                                                0.0   \n",
       "keanr                                                0.0   \n",
       "bentpixels                                           0.0   \n",
       "trinitypharmasolutions                               0.0   \n",
       "advancedwearabledevices                              0.0   \n",
       "parionsciences                                      17.5   \n",
       "ivincipartners                                       8.0   \n",
       "moneero                                              0.0   \n",
       "proteamedical                                        0.0   \n",
       "lacoonsecurity                                       1.9   \n",
       "airtouchcommunications                               0.0   \n",
       "solidinteractive                                     1.4   \n",
       "graybug                                              7.5   \n",
       "highperformancesystemscorporation                    0.0   \n",
       "mongoosemetrics                                     13.1   \n",
       "nventi                                               4.4   \n",
       "supplychainconnect                                   0.0   \n",
       "bioconsortia                                        10.0   \n",
       "colonialbankfsb                                      1.6   \n",
       "livongohealth                                       10.0   \n",
       "paracosm                                             3.0   \n",
       "extremeplasticsplus                                  9.0   \n",
       "pronutria                                            0.0   \n",
       "\n",
       "                                   competitors revenue 4  \\\n",
       "Company.name                                               \n",
       "buildingrobotics                                     0.0   \n",
       "medicalsimulation                                12200.0   \n",
       "cancergenetics                                       3.7   \n",
       "kindredbiosciences                                   0.0   \n",
       "topgifter                                           25.7   \n",
       "itnenergysystems                                     0.0   \n",
       "pica9                                               10.0   \n",
       "livelyformerlyhamlet                                 0.0   \n",
       "actionx                                              1.4   \n",
       "forgerock                                           20.0   \n",
       "nakivo                                             440.6   \n",
       "bobler                                               0.0   \n",
       "smartenergyinstruments                               0.0   \n",
       "cytogelpharma                                       17.8   \n",
       "invine                                               0.0   \n",
       "shake                                                0.0   \n",
       "firstfunder                                          0.0   \n",
       "regulatorybinder                                     0.0   \n",
       "stroho                                               0.0   \n",
       "outboundengine                                     109.7   \n",
       "fidelissecuritysystems                               0.0   \n",
       "capzure                                              0.0   \n",
       "trusper                                              0.0   \n",
       "birdhouseforautism                                   0.0   \n",
       "tixalert                                             0.0   \n",
       "8bitfit                                              0.0   \n",
       "quantason                                            0.0   \n",
       "loopport                                             0.0   \n",
       "utahstreetlabs                                       0.0   \n",
       "bitscopic                                            0.0   \n",
       "...                                                  ...   \n",
       "inappad                                              0.0   \n",
       "wardrobewakeup                                       0.0   \n",
       "bestimators                                          0.0   \n",
       "silverwing                                          50.0   \n",
       "moneylion                                            5.0   \n",
       "ontopic                                              0.0   \n",
       "zumaventures                                         0.0   \n",
       "avox2                                                0.0   \n",
       "keanr                                                0.0   \n",
       "bentpixels                                           0.0   \n",
       "trinitypharmasolutions                               0.0   \n",
       "advancedwearabledevices                              0.0   \n",
       "parionsciences                                     189.9   \n",
       "ivincipartners                                       4.0   \n",
       "moneero                                              0.0   \n",
       "proteamedical                                        0.0   \n",
       "lacoonsecurity                                      19.1   \n",
       "airtouchcommunications                               0.0   \n",
       "solidinteractive                                     2.4   \n",
       "graybug                                              6.7   \n",
       "highperformancesystemscorporation                    0.0   \n",
       "mongoosemetrics                                     15.3   \n",
       "nventi                                               5.3   \n",
       "supplychainconnect                                   0.0   \n",
       "bioconsortia                                         5.0   \n",
       "colonialbankfsb                                      4.3   \n",
       "livongohealth                                        6.5   \n",
       "paracosm                                             2.0   \n",
       "extremeplasticsplus                                  0.0   \n",
       "pronutria                                            0.0   \n",
       "\n",
       "                                   competitors revenue 5  \\\n",
       "Company.name                                               \n",
       "buildingrobotics                                     0.0   \n",
       "medicalsimulation                                10300.0   \n",
       "cancergenetics                                       1.0   \n",
       "kindredbiosciences                                   0.0   \n",
       "topgifter                                           11.1   \n",
       "itnenergysystems                                     0.0   \n",
       "pica9                                                5.1   \n",
       "livelyformerlyhamlet                                 0.0   \n",
       "actionx                                             12.0   \n",
       "forgerock                                           47.0   \n",
       "nakivo                                             181.1   \n",
       "bobler                                               0.0   \n",
       "smartenergyinstruments                               0.0   \n",
       "cytogelpharma                                        0.0   \n",
       "invine                                               0.0   \n",
       "shake                                                0.0   \n",
       "firstfunder                                          0.0   \n",
       "regulatorybinder                                     0.0   \n",
       "stroho                                               0.0   \n",
       "outboundengine                                      12.0   \n",
       "fidelissecuritysystems                               0.0   \n",
       "capzure                                              0.0   \n",
       "trusper                                              0.0   \n",
       "birdhouseforautism                                   0.0   \n",
       "tixalert                                             0.0   \n",
       "8bitfit                                              0.0   \n",
       "quantason                                            0.0   \n",
       "loopport                                             0.0   \n",
       "utahstreetlabs                                       0.0   \n",
       "bitscopic                                            0.0   \n",
       "...                                                  ...   \n",
       "inappad                                              0.0   \n",
       "wardrobewakeup                                       0.0   \n",
       "bestimators                                          0.0   \n",
       "silverwing                                         150.0   \n",
       "moneylion                                            3.8   \n",
       "ontopic                                              0.0   \n",
       "zumaventures                                         0.0   \n",
       "avox2                                                0.0   \n",
       "keanr                                                0.0   \n",
       "bentpixels                                           0.0   \n",
       "trinitypharmasolutions                               0.0   \n",
       "advancedwearabledevices                              0.0   \n",
       "parionsciences                                      27.6   \n",
       "ivincipartners                                      12.7   \n",
       "moneero                                              0.0   \n",
       "proteamedical                                        0.0   \n",
       "lacoonsecurity                                       5.9   \n",
       "airtouchcommunications                               0.0   \n",
       "solidinteractive                                    42.6   \n",
       "graybug                                              1.0   \n",
       "highperformancesystemscorporation                    0.0   \n",
       "mongoosemetrics                                    103.3   \n",
       "nventi                                               5.6   \n",
       "supplychainconnect                                   0.0   \n",
       "bioconsortia                                         4.0   \n",
       "colonialbankfsb                                     13.4   \n",
       "livongohealth                                        3.0   \n",
       "paracosm                                            17.7   \n",
       "extremeplasticsplus                                  0.0   \n",
       "pronutria                                            0.0   \n",
       "\n",
       "                                   competitors revenue 6  \\\n",
       "Company.name                                               \n",
       "buildingrobotics                                     0.0   \n",
       "medicalsimulation                                  995.0   \n",
       "cancergenetics                                      28.2   \n",
       "kindredbiosciences                                   0.0   \n",
       "topgifter                                            1.2   \n",
       "itnenergysystems                                     0.0   \n",
       "pica9                                                1.1   \n",
       "livelyformerlyhamlet                                 0.0   \n",
       "actionx                                            601.0   \n",
       "forgerock                                           74.5   \n",
       "nakivo                                             194.1   \n",
       "bobler                                               0.0   \n",
       "smartenergyinstruments                               0.0   \n",
       "cytogelpharma                                        0.0   \n",
       "invine                                               0.0   \n",
       "shake                                                0.0   \n",
       "firstfunder                                          0.0   \n",
       "regulatorybinder                                     0.0   \n",
       "stroho                                               0.0   \n",
       "outboundengine                                      11.0   \n",
       "fidelissecuritysystems                               0.0   \n",
       "capzure                                              0.0   \n",
       "trusper                                              0.0   \n",
       "birdhouseforautism                                   0.0   \n",
       "tixalert                                             0.0   \n",
       "8bitfit                                              0.0   \n",
       "quantason                                            0.0   \n",
       "loopport                                             0.0   \n",
       "utahstreetlabs                                       0.0   \n",
       "bitscopic                                            0.0   \n",
       "...                                                  ...   \n",
       "inappad                                              0.0   \n",
       "wardrobewakeup                                       0.0   \n",
       "bestimators                                          0.0   \n",
       "silverwing                                           5.0   \n",
       "moneylion                                            8.0   \n",
       "ontopic                                              0.0   \n",
       "zumaventures                                         0.0   \n",
       "avox2                                                0.0   \n",
       "keanr                                                0.0   \n",
       "bentpixels                                           0.0   \n",
       "trinitypharmasolutions                               0.0   \n",
       "advancedwearabledevices                              0.0   \n",
       "parionsciences                                      13.3   \n",
       "ivincipartners                                     345.0   \n",
       "moneero                                              0.0   \n",
       "proteamedical                                        0.0   \n",
       "lacoonsecurity                                       2.7   \n",
       "airtouchcommunications                               0.0   \n",
       "solidinteractive                                     3.9   \n",
       "graybug                                              3.0   \n",
       "highperformancesystemscorporation                    0.0   \n",
       "mongoosemetrics                                      3.1   \n",
       "nventi                                              39.7   \n",
       "supplychainconnect                                   0.0   \n",
       "bioconsortia                                         5.0   \n",
       "colonialbankfsb                                     13.2   \n",
       "livongohealth                                        7.3   \n",
       "paracosm                                            41.0   \n",
       "extremeplasticsplus                                  0.0   \n",
       "pronutria                                            0.0   \n",
       "\n",
       "                                   competitors revenue 7  \\\n",
       "Company.name                                               \n",
       "buildingrobotics                                     0.0   \n",
       "medicalsimulation                                    1.0   \n",
       "cancergenetics                                       3.5   \n",
       "kindredbiosciences                                   0.0   \n",
       "topgifter                                            0.0   \n",
       "itnenergysystems                                     0.0   \n",
       "pica9                                                4.4   \n",
       "livelyformerlyhamlet                                 0.0   \n",
       "actionx                                              4.4   \n",
       "forgerock                                            1.0   \n",
       "nakivo                                              35.3   \n",
       "bobler                                               0.0   \n",
       "smartenergyinstruments                               0.0   \n",
       "cytogelpharma                                        0.0   \n",
       "invine                                               0.0   \n",
       "shake                                                0.0   \n",
       "firstfunder                                          0.0   \n",
       "regulatorybinder                                     0.0   \n",
       "stroho                                               0.0   \n",
       "outboundengine                                      22.2   \n",
       "fidelissecuritysystems                               0.0   \n",
       "capzure                                              0.0   \n",
       "trusper                                              0.0   \n",
       "birdhouseforautism                                   0.0   \n",
       "tixalert                                             0.0   \n",
       "8bitfit                                              0.0   \n",
       "quantason                                            0.0   \n",
       "loopport                                             0.0   \n",
       "utahstreetlabs                                       0.0   \n",
       "bitscopic                                            0.0   \n",
       "...                                                  ...   \n",
       "inappad                                              0.0   \n",
       "wardrobewakeup                                       0.0   \n",
       "bestimators                                          0.0   \n",
       "silverwing                                           4.0   \n",
       "moneylion                                           10.0   \n",
       "ontopic                                              0.0   \n",
       "zumaventures                                         0.0   \n",
       "avox2                                                0.0   \n",
       "keanr                                                0.0   \n",
       "bentpixels                                           0.0   \n",
       "trinitypharmasolutions                               0.0   \n",
       "advancedwearabledevices                              0.0   \n",
       "parionsciences                                      13.4   \n",
       "ivincipartners                                      20.0   \n",
       "moneero                                              0.0   \n",
       "proteamedical                                        0.0   \n",
       "lacoonsecurity                                       4.0   \n",
       "airtouchcommunications                               0.0   \n",
       "solidinteractive                                     5.2   \n",
       "graybug                                              5.0   \n",
       "highperformancesystemscorporation                    0.0   \n",
       "mongoosemetrics                                     10.0   \n",
       "nventi                                              27.5   \n",
       "supplychainconnect                                   0.0   \n",
       "bioconsortia                                         3.7   \n",
       "colonialbankfsb                                     10.2   \n",
       "livongohealth                                        1.0   \n",
       "paracosm                                             1.0   \n",
       "extremeplasticsplus                                  0.0   \n",
       "pronutria                                            0.0   \n",
       "\n",
       "                                   competitors revenue 8  \\\n",
       "Company.name                                               \n",
       "buildingrobotics                                     0.0   \n",
       "medicalsimulation                                   21.7   \n",
       "cancergenetics                                       6.5   \n",
       "kindredbiosciences                                   0.0   \n",
       "topgifter                                            0.0   \n",
       "itnenergysystems                                     0.0   \n",
       "pica9                                               29.4   \n",
       "livelyformerlyhamlet                                 0.0   \n",
       "actionx                                             24.9   \n",
       "forgerock                                            8.0   \n",
       "nakivo                                              27.6   \n",
       "bobler                                               0.0   \n",
       "smartenergyinstruments                               0.0   \n",
       "cytogelpharma                                        0.0   \n",
       "invine                                               0.0   \n",
       "shake                                                0.0   \n",
       "firstfunder                                          0.0   \n",
       "regulatorybinder                                     0.0   \n",
       "stroho                                               0.0   \n",
       "outboundengine                                      31.6   \n",
       "fidelissecuritysystems                               0.0   \n",
       "capzure                                              0.0   \n",
       "trusper                                              0.0   \n",
       "birdhouseforautism                                   0.0   \n",
       "tixalert                                             0.0   \n",
       "8bitfit                                              0.0   \n",
       "quantason                                            0.0   \n",
       "loopport                                             0.0   \n",
       "utahstreetlabs                                       0.0   \n",
       "bitscopic                                            0.0   \n",
       "...                                                  ...   \n",
       "inappad                                              0.0   \n",
       "wardrobewakeup                                       0.0   \n",
       "bestimators                                          0.0   \n",
       "silverwing                                           1.0   \n",
       "moneylion                                            5.0   \n",
       "ontopic                                              0.0   \n",
       "zumaventures                                         0.0   \n",
       "avox2                                                0.0   \n",
       "keanr                                                0.0   \n",
       "bentpixels                                           0.0   \n",
       "trinitypharmasolutions                               0.0   \n",
       "advancedwearabledevices                              0.0   \n",
       "parionsciences                                      37.3   \n",
       "ivincipartners                                       7.3   \n",
       "moneero                                              0.0   \n",
       "proteamedical                                        0.0   \n",
       "lacoonsecurity                                       8.5   \n",
       "airtouchcommunications                               0.0   \n",
       "solidinteractive                                    12.4   \n",
       "graybug                                              1.4   \n",
       "highperformancesystemscorporation                    0.0   \n",
       "mongoosemetrics                                     15.8   \n",
       "nventi                                               0.0   \n",
       "supplychainconnect                                   0.0   \n",
       "bioconsortia                                     13400.0   \n",
       "colonialbankfsb                                     31.8   \n",
       "livongohealth                                       38.0   \n",
       "paracosm                                             4.4   \n",
       "extremeplasticsplus                                  0.0   \n",
       "pronutria                                            0.0   \n",
       "\n",
       "                                   competitors revenue 9  \\\n",
       "Company.name                                               \n",
       "buildingrobotics                                     0.0   \n",
       "medicalsimulation                                   32.2   \n",
       "cancergenetics                                       9.0   \n",
       "kindredbiosciences                                   0.0   \n",
       "topgifter                                            0.0   \n",
       "itnenergysystems                                     0.0   \n",
       "pica9                                                7.0   \n",
       "livelyformerlyhamlet                                 0.0   \n",
       "actionx                                              0.0   \n",
       "forgerock                                            9.0   \n",
       "nakivo                                            4800.0   \n",
       "bobler                                               0.0   \n",
       "smartenergyinstruments                               0.0   \n",
       "cytogelpharma                                        0.0   \n",
       "invine                                               0.0   \n",
       "shake                                                0.0   \n",
       "firstfunder                                          0.0   \n",
       "regulatorybinder                                     0.0   \n",
       "stroho                                               0.0   \n",
       "outboundengine                                      32.5   \n",
       "fidelissecuritysystems                               0.0   \n",
       "capzure                                              0.0   \n",
       "trusper                                              0.0   \n",
       "birdhouseforautism                                   0.0   \n",
       "tixalert                                             0.0   \n",
       "8bitfit                                              0.0   \n",
       "quantason                                            0.0   \n",
       "loopport                                             0.0   \n",
       "utahstreetlabs                                       0.0   \n",
       "bitscopic                                            0.0   \n",
       "...                                                  ...   \n",
       "inappad                                              0.0   \n",
       "wardrobewakeup                                       0.0   \n",
       "bestimators                                          0.0   \n",
       "silverwing                                           0.0   \n",
       "moneylion                                            5.0   \n",
       "ontopic                                              0.0   \n",
       "zumaventures                                         0.0   \n",
       "avox2                                                0.0   \n",
       "keanr                                                0.0   \n",
       "bentpixels                                           0.0   \n",
       "trinitypharmasolutions                               0.0   \n",
       "advancedwearabledevices                              0.0   \n",
       "parionsciences                                       0.0   \n",
       "ivincipartners                                      13.7   \n",
       "moneero                                              0.0   \n",
       "proteamedical                                        0.0   \n",
       "lacoonsecurity                                     314.6   \n",
       "airtouchcommunications                               0.0   \n",
       "solidinteractive                                     0.0   \n",
       "graybug                                              2.0   \n",
       "highperformancesystemscorporation                    0.0   \n",
       "mongoosemetrics                                      5.0   \n",
       "nventi                                               0.0   \n",
       "supplychainconnect                                   0.0   \n",
       "bioconsortia                                         0.0   \n",
       "colonialbankfsb                                     27.3   \n",
       "livongohealth                                        1.0   \n",
       "paracosm                                             1.1   \n",
       "extremeplasticsplus                                  0.0   \n",
       "pronutria                                            0.0   \n",
       "\n",
       "                                   competitors revenue 10  \n",
       "Company.name                                               \n",
       "buildingrobotics                                      0.0  \n",
       "medicalsimulation                                  5400.0  \n",
       "cancergenetics                                      201.4  \n",
       "kindredbiosciences                                    0.0  \n",
       "topgifter                                             0.0  \n",
       "itnenergysystems                                      0.0  \n",
       "pica9                                                21.4  \n",
       "livelyformerlyhamlet                                  0.0  \n",
       "actionx                                               0.0  \n",
       "forgerock                                           118.0  \n",
       "nakivo                                               15.0  \n",
       "bobler                                                0.0  \n",
       "smartenergyinstruments                                0.0  \n",
       "cytogelpharma                                         0.0  \n",
       "invine                                                0.0  \n",
       "shake                                                 0.0  \n",
       "firstfunder                                           0.0  \n",
       "regulatorybinder                                      0.0  \n",
       "stroho                                                0.0  \n",
       "outboundengine                                       38.0  \n",
       "fidelissecuritysystems                                0.0  \n",
       "capzure                                               0.0  \n",
       "trusper                                               0.0  \n",
       "birdhouseforautism                                    0.0  \n",
       "tixalert                                              0.0  \n",
       "8bitfit                                               0.0  \n",
       "quantason                                             0.0  \n",
       "loopport                                              0.0  \n",
       "utahstreetlabs                                        0.0  \n",
       "bitscopic                                             0.0  \n",
       "...                                                   ...  \n",
       "inappad                                               0.0  \n",
       "wardrobewakeup                                        0.0  \n",
       "bestimators                                           0.0  \n",
       "silverwing                                            0.0  \n",
       "moneylion                                             1.6  \n",
       "ontopic                                               0.0  \n",
       "zumaventures                                          0.0  \n",
       "avox2                                                 0.0  \n",
       "keanr                                                 0.0  \n",
       "bentpixels                                            0.0  \n",
       "trinitypharmasolutions                                0.0  \n",
       "advancedwearabledevices                               0.0  \n",
       "parionsciences                                        0.0  \n",
       "ivincipartners                                       12.0  \n",
       "moneero                                               0.0  \n",
       "proteamedical                                         0.0  \n",
       "lacoonsecurity                                       13.4  \n",
       "airtouchcommunications                                0.0  \n",
       "solidinteractive                                      0.0  \n",
       "graybug                                               0.0  \n",
       "highperformancesystemscorporation                     0.0  \n",
       "mongoosemetrics                                       0.0  \n",
       "nventi                                                0.0  \n",
       "supplychainconnect                                    0.0  \n",
       "bioconsortia                                          0.0  \n",
       "colonialbankfsb                                     786.0  \n",
       "livongohealth                                         0.0  \n",
       "paracosm                                              0.0  \n",
       "extremeplasticsplus                                   0.0  \n",
       "pronutria                                             0.0  \n",
       "\n",
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       "Index(['medicalsimulation', 'stationx', 'qumulo', 'flowserve', 'pfsweb',\n",
       "       'absolutdata', 'poppin', 'parametric', '908devices', 'versanetworks',\n",
       "       'proxtome', 'mobilesystem7', 'cloudtags', 'gryphonnetworks',\n",
       "       'tvaxbiomedical', 'intellibatt', 'evidationhealth', 'mapbox',\n",
       "       'clearstorydata', 'vgocommunications', 'muut', 'faraday', 'hanesbrands',\n",
       "       'odysseythera', 'epantry', 'ppgindustries', 'bounceimaging',\n",
       "       'zerochroma', 'beamtechnologies', 'healthpocket', 'shopularapp',\n",
       "       'tylrmobile', 'thehackettgroup', 'noxilizer', 'redapt', 'proletariat',\n",
       "       'mojio', 'telylabs', 'completeset', 'loopcommerce', 'ragbone',\n",
       "       'powerlinx', 'microtransponder', 'sookasa', 'charlieapp', 'workspot',\n",
       "       'recargo', 'conocophillips', 'strikingly', 'upstart', 'highfive',\n",
       "       'fancred', 'ouya', 'gnubio', 'hansenmedical', 'carelinx',\n",
       "       'kochindustries', 'chubbiesshorts', 'nbdnanotechnologies', 'credii',\n",
       "       'lendup', 'icracked', 'airtime', '12society', 'sonicnotify',\n",
       "       'beyondtrust', 'brit', 'bitium', 'dyn', 'spansion',\n",
       "       'intellectualventures', 'thebaycitizen', 'naughtydog',\n",
       "       'polarispartners', 'winstonpharmaceuticals', 'azimadli', 'netelement',\n",
       "       'nanolumens', 'jisto', 'combatantgentlemen', 'colorgenomics',\n",
       "       'bioconsortia'],\n",
       "      dtype='object', name='Company.name')"
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     "execution_count": 267,
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   "execution_count": 201,
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