company_analysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "SpaceX | $1,495,560,000 | 1001-5000 | 0.292\n",
      "BuzzFeed | $496,300,000 | 501-1000 | 0.441\n",
      "Uber | $8,812,450,000 | 5001-10000 | 0.844\n",
      "HubSpot | $100,500,000 | 501-1000 | 0.101\n",
      "DJI | $105,000,000 |  | 0.003\n",
      "Symantec | $503,000,000 | 10001+ | 0.05\n",
      "Redfin | $167,820,000 | 501-1000 | 0.168\n",
      "GrubHub | $84,100,000 | 501-1000 | 0.084\n",
      "Flipkart | $7,122,140,000 | 10001+ | 0.696\n",
      "Yelp | $56,000,000 | 501-1000 | 0.056\n",
      "WeWork | $9,853,784,331 | 501-1000 | 9.637\n",
      "Databricks | $247,000,000 | 101-250 | 0.966\n",
      "ThoughtSpot | $150,700,000 | 101-250 | 0.59\n",
      "Hyperloop One | $141,100,000 | 101-250 | 0.488\n",
      "Groupon | $1,387,000,000 | 1001-5000 | 0.277\n",
      "Impossible Foods | $257,000,000 | 101-250 | 1.003\n",
      "Lyft | $2,612,500,000 | 1001-5000 | 0.499\n",
      "Outbrain | $194,000,000 | 501-1000 | 0.14\n",
      "TuneIn | $103,122,231 | 51-100 | 1.007\n",
      "Zillow | $96,627,980 | 1001-5000 | 0.019\n"
     ]
    }
   ],
   "source": [
    "import csv\n",
    "import locale\n",
    "import time\n",
    "from datetime import datetime\n",
    "\n",
    "locale.setlocale(locale.LC_ALL, '')\n",
    "timeFactor = lambda x: round(-0.2369935 + (0.981336 + 0.2369935)/(1 + pow((x/2.542431), 3.1187)), 3)\n",
    "\n",
    "def yearsFromDate(dateString):\n",
    "    if len(dateString) == 0:\n",
    "        return 1\n",
    "    date = datetime.strptime(dateString, \"%m/%d/%Y\")\n",
    "    diff = datetime.utcnow() - date \n",
    "    return round(diff.days / 365, 2)\n",
    "\n",
    "def getNumEmployees(employeesString):\n",
    "    if '+' in employeesString:\n",
    "        return employeesString[:employeesString.index('+')]\n",
    "    return employeesString[employeesString.index('-') + 1:] if '-' in employeesString else \"10000\"\n",
    "\n",
    "with open ('new_top_companies.csv', 'r') as file:\n",
    "    reader = csv.DictReader(file)\n",
    "    companies = [row for row in reader]\n",
    "for company in companies:\n",
    "    status = company['last_funding_type'] if company['status'] != 'IPO' else company['status']\n",
    "    time_weight = timeFactor(yearsFromDate(company['last_funding_date'])) if status != 'IPO' else 1\n",
    "    total_funding = round(locale.atof(company['total_equity_funding_amount'][1:])/1000000, 2) if len(company['total_equity_funding_amount']) > 1 else 0\n",
    "    num_employees = int(getNumEmployees(company['employees_estimate']))\n",
    "    score = round(total_funding * time_weight / num_employees, 3)\n",
    "    company['score'] = str(score)\n",
    "    \n",
    "for company in companies[:20]:\n",
    "    print(company['company_name'] + \" | \" + company['total_equity_funding_amount'] + \" | \" + company['employees_estimate'] + \" | \" + company['score'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ele.me | $3,335,000,000 | 11-50 | 64.632\n",
      "Filecoin | $252,120,000 | 1-10 | 24.632\n",
      "Wish | $1,078,700,000 | 11-50 | 18.964\n",
      "Expa | $150,000,000 | 1-10 | 10.2\n",
      "Jiuxian.com | $249,963,505 | 1-10 | 10.173\n",
      "WeWork | $9,853,784,331 | 501-1000 | 9.637\n",
      "Ionic Security | $122,440,001 | 1-10 | 9.122\n",
      "Genalyte | $91,800,000 | 1-10 | 8.179\n",
      "Calient Technologies | $405,118,814 | 11-50 | 6.62\n",
      "ARMO BioSciences | $100,000,000 | 1-10 | 6.27\n",
      "Dailyhunt | $66,643,163 | 1-10 | 5.778\n",
      "Guardant Health | $550,000,000 | 51-100 | 5.296\n",
      "GRAIL | $1,311,655,039 | 101-250 | 5.147\n",
      "Forty Seven | $75,000,000 | 1-10 | 4.83\n",
      "Mobvoi Inc. | $252,720,178 | 11-50 | 4.822\n",
      "Kabbage | $488,650,000 | 51-100 | 4.774\n",
      "Editas Medicine | $210,000,000 | 11-50 | 4.2\n",
      "Desktop Metal | $211,760,835 | 11-50 | 4.129\n",
      "AirMap | $43,600,000 | 1-10 | 4.098\n",
      "Katerra | $205,573,028 | 11-50 | 3.93\n"
     ]
    }
   ],
   "source": [
    "companies.sort(key=lambda x: float(x['score']), reverse=True)\n",
    "for company in companies[:20]:\n",
    "    print(company['company_name'] + \" | \" + company['total_equity_funding_amount'] + \" | \" + company['employees_estimate'] + \" | \" + company['score'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wish | $1,078,700,000 | 11-50 | 18.964\n",
      "Expa | $150,000,000 | 1-10 | 10.2\n",
      "Pinterest | $1,466,100,000 | 251-500 | 2.841\n",
      "Digit | $36,300,000 | 1-10 | 2.719\n",
      "Instabase | $26,970,000 | 1-10 | 2.616\n",
      "Instacart | $674,800,000 | 101-250 | 2.548\n",
      "Affirm | $620,000,000 | 101-250 | 2.433\n",
      "Vicarious | $122,000,000 | 11-50 | 2.379\n",
      "Invuity | $106,999,999 | 11-50 | 2.14\n",
      "Airware | $109,550,000 | 11-50 | 2.04\n",
      "Amitree | $19,828,000 | 1-10 | 1.939\n",
      "Mavrx | $22,420,781 | 1-10 | 1.899\n",
      "SoFi | $1,878,226,991 | 501-1000 | 1.766\n",
      "Autonomic Technologies | $136,200,000 | 11-50 | 1.585\n",
      "Five Prime Therapeutics | $155,040,487 | 51-100 | 1.55\n",
      "Discord | $79,300,000 | 11-50 | 1.537\n",
      "Freenome | $77,550,000 | 11-50 | 1.518\n",
      "Deem | $526,825,373 | 101-250 | 1.481\n",
      "Netlify | $14,100,000 | 1-10 | 1.378\n",
      "Houseparty | $73,200,000 | 11-50 | 1.321\n"
     ]
    }
   ],
   "source": [
    "sf_startups = [company for company in companies if 'San Francisco, California, United States' in company['headquarters_location']]\n",
    "for company in sf_startups[:20]:\n",
    "    print(company['company_name'] + \" | \" + company['total_equity_funding_amount'] + \" | \" + company['employees_estimate'] + \" | \" + company['score'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Kabbage | $488,650,000 | 51-100 | 4.774\n",
      "Cadre | $133,300,000 | 11-50 | 2.583\n",
      "Affirm | $620,000,000 | 101-250 | 2.433\n",
      "BlueVine | $113,000,000 | 11-50 | 2.127\n",
      "PPDai | $70,200,000 | 1-10 | 2.043\n",
      "SoFi | $1,878,226,991 | 501-1000 | 1.766\n",
      "Samlino.dk | $20,463,040 | 1-10 | 1.698\n",
      "Robinhood | $176,000,000 | 51-100 | 1.69\n",
      "Blockstream | $126,000,000 | 11-50 | 1.56\n",
      "Blockchain | $70,000,000 | 11-50 | 1.359\n",
      "Hyper Anna | $13,644,766 | 1-10 | 1.334\n",
      "Behalf | $156,000,000 | 51-100 | 1.295\n",
      "Trumid Financial | $54,250,000 | 11-50 | 1.057\n",
      "Circle | $136,000,000 | 51-100 | 1.043\n",
      "PLASTIQ | $45,349,996 | 11-50 | 0.886\n",
      "Capital Float | $88,530,456 | 51-100 | 0.866\n",
      "Quantopian | $48,800,000 | 11-50 | 0.866\n",
      "Coinbase | $217,209,590 | 101-250 | 0.849\n",
      "Veem | $44,250,000 | 11-50 | 0.835\n",
      "Upstart | $85,650,000 | 51-100 | 0.808\n"
     ]
    }
   ],
   "source": [
    "fintech_startups = [company for company in companies if 'FinTech' in company['categories']]\n",
    "for company in fintech_startups[:20]:\n",
    "    print(company['company_name'] + \" | \" + company['total_equity_funding_amount'] + \" | \" + company['employees_estimate'] + \" | \" + company['score'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ele.me | $3,335,000,000 | 11-50 | 64.632\n",
      "Filecoin | $252,120,000 | 1-10 | 24.632\n",
      "Wish | $1,078,700,000 | 11-50 | 18.964\n",
      "Expa | $150,000,000 | 1-10 | 10.2\n",
      "Jiuxian.com | $249,963,505 | 1-10 | 10.173\n",
      "WeWork | $9,853,784,331 | 501-1000 | 9.637\n",
      "Ionic Security | $122,440,001 | 1-10 | 9.122\n",
      "Calient Technologies | $405,118,814 | 11-50 | 6.62\n",
      "Dailyhunt | $66,643,163 | 1-10 | 5.778\n",
      "GRAIL | $1,311,655,039 | 101-250 | 5.147\n",
      "Mobvoi Inc. | $252,720,178 | 11-50 | 4.822\n",
      "Kabbage | $488,650,000 | 51-100 | 4.774\n",
      "Desktop Metal | $211,760,835 | 11-50 | 4.129\n",
      "AirMap | $43,600,000 | 1-10 | 4.098\n",
      "Katerra | $205,573,028 | 11-50 | 3.93\n",
      "Nauto, Inc. | $173,850,000 | 11-50 | 3.39\n",
      "Go-Jek | $1,750,000,000 | 251-500 | 3.367\n",
      "cheddar | $32,000,000 | 1-10 | 3.085\n",
      "Pinterest | $1,466,100,000 | 251-500 | 2.841\n",
      "Digit | $36,300,000 | 1-10 | 2.719\n"
     ]
    }
   ],
   "source": [
    "non_biotech_companies = [company for company in companies if 'Biotechnology' not in company['categories']]\n",
    "for company in non_biotech_companies[:20]:\n",
    "    print(company['company_name'] + \" | \" + company['total_equity_funding_amount'] + \" | \" + company['employees_estimate'] + \" | \" + company['score'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wish | $1,078,700,000 | 11-50 | 18.964\n",
      "Expa | $150,000,000 | 1-10 | 10.2\n",
      "Nauto, Inc. | $173,850,000 | 11-50 | 3.39\n",
      "Joya Communications | $25,000,000 | 1-10 | 2.223\n",
      "ooma | $95,432,819 | 11-50 | 1.909\n",
      "Robinhood | $176,000,000 | 51-100 | 1.69\n",
      "Skydio | $28,000,000 | 1-10 | 1.641\n",
      "Discord | $79,300,000 | 11-50 | 1.537\n",
      "Houseparty | $73,200,000 | 11-50 | 1.321\n",
      "Onshape | $169,000,000 | 51-100 | 1.176\n",
      "Branch | $113,050,000 | 51-100 | 1.08\n",
      "AISense Inc. | $11,200,000 | 1-10 | 1.076\n",
      "TuneIn | $103,122,231 | 51-100 | 1.007\n",
      "Getaround | $101,299,999 | 51-100 | 0.97\n",
      "Zugata | $10,200,000 | 1-10 | 0.905\n",
      "Zeel | $13,200,000 | 1-10 | 0.892\n",
      "Amino | $45,000,000 | 11-50 | 0.859\n",
      "Uber | $8,812,450,000 | 5001-10000 | 0.844\n",
      "Puls | $43,000,000 | 11-50 | 0.841\n",
      "Tala (formerly InVenture) | $44,439,706 | 11-50 | 0.834\n"
     ]
    }
   ],
   "source": [
    "mobile_startups = [company for company in companies if 'Mobile' in company['category_groups'] and 'United States' in company['headquarters_location']]\n",
    "for company in mobile_startups[:20]:\n",
    "    print(company['company_name'] + \" | \" + company['total_equity_funding_amount'] + \" | \" + company['employees_estimate'] + \" | \" + company['score'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wish | $1,078,700,000 | 11-50 | 18.964\n",
      "Mobvoi Inc. | $252,720,178 | 11-50 | 4.822\n",
      "AirMap | $43,600,000 | 1-10 | 4.098\n",
      "Instabase | $26,970,000 | 1-10 | 2.616\n",
      "Vicarious | $122,000,000 | 11-50 | 2.379\n",
      "Mavrx | $22,420,781 | 1-10 | 1.899\n",
      "Farmers Business Network | $83,900,000 | 11-50 | 1.584\n",
      "Orbital Insight, Inc. | $78,700,000 | 11-50 | 1.513\n",
      "Color Genomics | $150,548,112 | 51-100 | 1.472\n",
      "Hyper Anna | $13,644,766 | 1-10 | 1.334\n",
      "Anki | $157,500,000 | 51-100 | 1.219\n",
      "Lemonade | $60,000,000 | 11-50 | 1.151\n",
      "Versive | $57,000,000 | 11-50 | 1.115\n",
      "Branch | $113,050,000 | 51-100 | 1.08\n",
      "Cockroach Labs | $53,500,000 | 11-50 | 1.03\n",
      "Databricks | $247,000,000 | 101-250 | 0.966\n",
      "Solarflare Communications | $251,971,379 | 101-250 | 0.903\n",
      "Sumo Logic | $230,000,000 | 101-250 | 0.894\n",
      "Bitly | $91,500,000 | 51-100 | 0.891\n",
      "Elastifile | $58,000,000 | 11-50 | 0.882\n"
     ]
    }
   ],
   "source": [
    "data_startups = [company for company in companies if 'Data and Analytics' in company['category_groups']]\n",
    "for company in data_startups[:20]:\n",
    "    print(company['company_name'] + \" | \" + company['total_equity_funding_amount'] + \" | \" + company['employees_estimate'] + \" | \" + company['score'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WeWork | $9,853,784,331 | 501-1000 | 9.637\n",
      "cheddar | $32,000,000 | 1-10 | 3.085\n",
      "Cadre | $133,300,000 | 11-50 | 2.583\n",
      "Casper | $239,700,000 | 51-100 | 2.327\n",
      "Spring Inc | $97,500,000 | 11-50 | 1.878\n",
      "Common | $23,350,000 | 1-10 | 1.775\n",
      "Peloton | $444,707,000 | 101-250 | 1.718\n",
      "Blink Health | $165,000,000 | 51-100 | 1.577\n",
      "letgo | $375,000,000 | 101-250 | 1.383\n",
      "Giphy | $150,949,998 | 51-100 | 1.324\n",
      "Behalf | $156,000,000 | 51-100 | 1.295\n",
      "Lemonade | $60,000,000 | 11-50 | 1.151\n",
      "Beeswax | $13,300,000 | 1-10 | 1.116\n",
      "MakeSpace | $57,600,000 | 11-50 | 1.104\n",
      "Convene | $113,500,000 | 51-100 | 1.091\n",
      "Trumid Financial | $54,250,000 | 11-50 | 1.057\n",
      "Cockroach Labs | $53,500,000 | 11-50 | 1.03\n",
      "Ellevest | $51,458,913 | 11-50 | 1.007\n",
      "The Farmer's Dog | $10,100,000 | 1-10 | 0.975\n",
      "M.Gemi | $48,000,000 | 11-50 | 0.932\n"
     ]
    }
   ],
   "source": [
    "nyc_startups = [company for company in companies if 'New York' in company['headquarters_location']]\n",
    "for company in nyc_startups[:20]:\n",
    "    print(company['company_name'] + \" | \" + company['total_equity_funding_amount'] + \" | \" + company['employees_estimate'] + \" | \" + company['score'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "\n",
    "data = pd.read_csv('company_talent.csv', index_col = False)\n",
    "data.columns = ['company_name', 'num_employees', 'past_companies', 'past_schools']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>company_name</th>\n",
       "      <th>num_employees</th>\n",
       "      <th>past_companies</th>\n",
       "      <th>past_schools</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Affirm</td>\n",
       "      <td>302</td>\n",
       "      <td>Google, Affirm, Inc., LinkedIn, Stanford Unive...</td>\n",
       "      <td>Stanford University, University of California,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Flexport</td>\n",
       "      <td>446</td>\n",
       "      <td>Flexport, Kuehne + Nagel, Damco, EY, Deloitte</td>\n",
       "      <td>University of California, Berkeley, Stanford U...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Qadium</td>\n",
       "      <td>59</td>\n",
       "      <td>Stanford University, University of Washington,...</td>\n",
       "      <td>Stanford University, Caltech, University of Ca...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Blend</td>\n",
       "      <td>260</td>\n",
       "      <td>Blend, Palantir Technologies, Salesforce, Pand...</td>\n",
       "      <td>Stanford University, University of California,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Lemonade</td>\n",
       "      <td>50</td>\n",
       "      <td>Liberty Mutual Insurance, AIG, Fiverr, Powerma...</td>\n",
       "      <td>Tel Aviv University, IDC Herzliya, Technion - ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Ripple</td>\n",
       "      <td>208</td>\n",
       "      <td>Ripple, HSBC, Morgan Stanley, Citi, Accenture</td>\n",
       "      <td>University of California, Berkeley, Stanford U...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Cadre</td>\n",
       "      <td>88</td>\n",
       "      <td>Morgan Stanley, Goldman Sachs, Google, Square,...</td>\n",
       "      <td>University of Pennsylvania, Harvard University...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Zocdoc</td>\n",
       "      <td>588</td>\n",
       "      <td>Zocdoc, Apple, Microsoft, Yodle, Arizona State...</td>\n",
       "      <td>Arizona State University, Cornell University, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Sourcegraph</td>\n",
       "      <td>21</td>\n",
       "      <td>Google, Stanford University, LinkedIn, Bain &amp; ...</td>\n",
       "      <td>Stanford University, Emerson College, Vanderbi...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>SpaceX</td>\n",
       "      <td>4602</td>\n",
       "      <td>SpaceX, Boeing, US Navy, United States Air For...</td>\n",
       "      <td>University of Southern California, Embry-Riddl...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  company_name  num_employees  \\\n",
       "0       Affirm            302   \n",
       "1     Flexport            446   \n",
       "2       Qadium             59   \n",
       "3        Blend            260   \n",
       "4     Lemonade             50   \n",
       "5       Ripple            208   \n",
       "6        Cadre             88   \n",
       "7       Zocdoc            588   \n",
       "8  Sourcegraph             21   \n",
       "9       SpaceX           4602   \n",
       "\n",
       "                                      past_companies  \\\n",
       "0  Google, Affirm, Inc., LinkedIn, Stanford Unive...   \n",
       "1      Flexport, Kuehne + Nagel, Damco, EY, Deloitte   \n",
       "2  Stanford University, University of Washington,...   \n",
       "3  Blend, Palantir Technologies, Salesforce, Pand...   \n",
       "4  Liberty Mutual Insurance, AIG, Fiverr, Powerma...   \n",
       "5      Ripple, HSBC, Morgan Stanley, Citi, Accenture   \n",
       "6  Morgan Stanley, Goldman Sachs, Google, Square,...   \n",
       "7  Zocdoc, Apple, Microsoft, Yodle, Arizona State...   \n",
       "8  Google, Stanford University, LinkedIn, Bain & ...   \n",
       "9  SpaceX, Boeing, US Navy, United States Air For...   \n",
       "\n",
       "                                        past_schools  \n",
       "0  Stanford University, University of California,...  \n",
       "1  University of California, Berkeley, Stanford U...  \n",
       "2  Stanford University, Caltech, University of Ca...  \n",
       "3  Stanford University, University of California,...  \n",
       "4  Tel Aviv University, IDC Herzliya, Technion - ...  \n",
       "5  University of California, Berkeley, Stanford U...  \n",
       "6  University of Pennsylvania, Harvard University...  \n",
       "7  Arizona State University, Cornell University, ...  \n",
       "8  Stanford University, Emerson College, Vanderbi...  \n",
       "9  University of Southern California, Embry-Riddl...  "
      ]
     },
     "execution_count": 127,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.dropna(how='any')\n",
    "data.drop_duplicates(subset=['company_name']).head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1760, 4)"
      ]
     },
     "execution_count": 128,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "past_schools_column = []\n",
    "school_prefixes = ['University of California', 'California State University', 'Indian Institute of Technology']\n",
    "for index, school_string in enumerate(data.past_schools):\n",
    "    if not isinstance(school_string, str):\n",
    "        data.drop(index, inplace=True)\n",
    "        continue\n",
    "    schools = school_string.split(',') \n",
    "    for k, v in enumerate(schools):\n",
    "        v = v.strip()\n",
    "        if any(school_prefix == v for school_prefix in school_prefixes):\n",
    "            if k + 1 < len(schools):\n",
    "                schools[k] += schools[k+1]\n",
    "                schools[k].strip()\n",
    "                del(schools[k+1])\n",
    "        if v == 'Haas School of Business':\n",
    "            schools[k - 1] += schools[k]\n",
    "            del(schools[k])\n",
    "    past_schools_column.append(','.join(schools))\n",
    "data.past_schools = past_schools_column"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>company_name</th>\n",
       "      <th>num_employees</th>\n",
       "      <th>past_companies</th>\n",
       "      <th>past_schools</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1726</th>\n",
       "      <td>Shogun Enterprises</td>\n",
       "      <td>18</td>\n",
       "      <td>Northwestern University, BarLift, Stanford Uni...</td>\n",
       "      <td>Stanford University, Northwestern University, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1747</th>\n",
       "      <td>Strava</td>\n",
       "      <td>189</td>\n",
       "      <td>Strava, Apple, Google, Nike, Twitter</td>\n",
       "      <td>Stanford University, Harvard University, Unive...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1754</th>\n",
       "      <td>Anduril</td>\n",
       "      <td>7</td>\n",
       "      <td>Palantir Technologies, Oculus VR, Mithril Capi...</td>\n",
       "      <td>Stanford University, Cornell University, Unive...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1755</th>\n",
       "      <td>Sourcegraph</td>\n",
       "      <td>23</td>\n",
       "      <td>Google, Stanford University, Facebook, LinkedI...</td>\n",
       "      <td>Stanford University, Vanderbilt University, RW...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1756</th>\n",
       "      <td>Hashicorp</td>\n",
       "      <td>142</td>\n",
       "      <td>HashiCorp, Hortonworks, Hewlett Packard Enterp...</td>\n",
       "      <td>Stanford University, San Jose State University...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            company_name  num_employees  \\\n",
       "1726  Shogun Enterprises             18   \n",
       "1747              Strava            189   \n",
       "1754             Anduril              7   \n",
       "1755         Sourcegraph             23   \n",
       "1756           Hashicorp            142   \n",
       "\n",
       "                                         past_companies  \\\n",
       "1726  Northwestern University, BarLift, Stanford Uni...   \n",
       "1747               Strava, Apple, Google, Nike, Twitter   \n",
       "1754  Palantir Technologies, Oculus VR, Mithril Capi...   \n",
       "1755  Google, Stanford University, Facebook, LinkedI...   \n",
       "1756  HashiCorp, Hortonworks, Hewlett Packard Enterp...   \n",
       "\n",
       "                                           past_schools  \n",
       "1726  Stanford University, Northwestern University, ...  \n",
       "1747  Stanford University, Harvard University, Unive...  \n",
       "1754  Stanford University, Cornell University, Unive...  \n",
       "1755  Stanford University, Vanderbilt University, RW...  \n",
       "1756  Stanford University, San Jose State University...  "
      ]
     },
     "execution_count": 130,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stanford_startups = data[data.past_schools.map(lambda x: 'Stanford University' in x.split(',')[0])]\n",
    "stanford_startups.tail(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>company_name</th>\n",
       "      <th>num_employees</th>\n",
       "      <th>past_companies</th>\n",
       "      <th>past_schools</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>216</th>\n",
       "      <td>HealthTap</td>\n",
       "      <td>198</td>\n",
       "      <td>Stanford University, HealthTap, University of ...</td>\n",
       "      <td>Stanford University, University of California ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>804</th>\n",
       "      <td>Newsela</td>\n",
       "      <td>206</td>\n",
       "      <td>Newsela, Teach For America, Stanford Universit...</td>\n",
       "      <td>Stanford University, New York University, Hunt...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>222</th>\n",
       "      <td>Instart Logic</td>\n",
       "      <td>210</td>\n",
       "      <td>Akamai Technologies, Hewlett Packard Enterpris...</td>\n",
       "      <td>Stanford University, University of California ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>166</th>\n",
       "      <td>Change.org</td>\n",
       "      <td>217</td>\n",
       "      <td>Change.org, Zynga, Greenpeace, Cisco, Plan Int...</td>\n",
       "      <td>Stanford University, University of California ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>423</th>\n",
       "      <td>Honor</td>\n",
       "      <td>218</td>\n",
       "      <td>Google, Meebo, Apple, Home Instead Senior Care...</td>\n",
       "      <td>Stanford University, Stanford University Gradu...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>ThoughtSpot</td>\n",
       "      <td>220</td>\n",
       "      <td>IBM, ThoughtSpot, Oracle, Google, Stanford Uni...</td>\n",
       "      <td>Stanford University, San Jose State University...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>451</th>\n",
       "      <td>Doctor On Demand</td>\n",
       "      <td>233</td>\n",
       "      <td>vRad (Virtual Radiologic), Castlight Health, P...</td>\n",
       "      <td>Stanford University, New York University, Univ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>639</th>\n",
       "      <td>Hearsay Systems</td>\n",
       "      <td>253</td>\n",
       "      <td>Hearsay Systems, Microsoft, Google, Salesforce...</td>\n",
       "      <td>Stanford University, University of California ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Blend</td>\n",
       "      <td>260</td>\n",
       "      <td>Blend, Palantir Technologies, Salesforce, Pand...</td>\n",
       "      <td>Stanford University, University of California ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>Addepar</td>\n",
       "      <td>272</td>\n",
       "      <td>Addepar, SS&amp;C Advent, Bridgewater Associates, ...</td>\n",
       "      <td>Stanford University, University of California ...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         company_name  num_employees  \\\n",
       "216         HealthTap            198   \n",
       "804           Newsela            206   \n",
       "222     Instart Logic            210   \n",
       "166        Change.org            217   \n",
       "423             Honor            218   \n",
       "21        ThoughtSpot            220   \n",
       "451  Doctor On Demand            233   \n",
       "639   Hearsay Systems            253   \n",
       "3               Blend            260   \n",
       "138           Addepar            272   \n",
       "\n",
       "                                        past_companies  \\\n",
       "216  Stanford University, HealthTap, University of ...   \n",
       "804  Newsela, Teach For America, Stanford Universit...   \n",
       "222  Akamai Technologies, Hewlett Packard Enterpris...   \n",
       "166  Change.org, Zynga, Greenpeace, Cisco, Plan Int...   \n",
       "423  Google, Meebo, Apple, Home Instead Senior Care...   \n",
       "21   IBM, ThoughtSpot, Oracle, Google, Stanford Uni...   \n",
       "451  vRad (Virtual Radiologic), Castlight Health, P...   \n",
       "639  Hearsay Systems, Microsoft, Google, Salesforce...   \n",
       "3    Blend, Palantir Technologies, Salesforce, Pand...   \n",
       "138  Addepar, SS&C Advent, Bridgewater Associates, ...   \n",
       "\n",
       "                                          past_schools  \n",
       "216  Stanford University, University of California ...  \n",
       "804  Stanford University, New York University, Hunt...  \n",
       "222  Stanford University, University of California ...  \n",
       "166  Stanford University, University of California ...  \n",
       "423  Stanford University, Stanford University Gradu...  \n",
       "21   Stanford University, San Jose State University...  \n",
       "451  Stanford University, New York University, Univ...  \n",
       "639  Stanford University, University of California ...  \n",
       "3    Stanford University, University of California ...  \n",
       "138  Stanford University, University of California ...  "
      ]
     },
     "execution_count": 131,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stanford_startups = stanford_startups[(stanford_startups.num_employees > 10) & (stanford_startups.num_employees < 300)]\n",
    "stanford_startups.sort_values('num_employees').tail(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>company_name</th>\n",
       "      <th>num_employees</th>\n",
       "      <th>past_companies</th>\n",
       "      <th>past_schools</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Qadium</td>\n",
       "      <td>59</td>\n",
       "      <td>Stanford University, University of Washington,...</td>\n",
       "      <td>Stanford University, Caltech, University of Ca...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Blend</td>\n",
       "      <td>260</td>\n",
       "      <td>Blend, Palantir Technologies, Salesforce, Pand...</td>\n",
       "      <td>Stanford University, University of California ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405</th>\n",
       "      <td>MemSQL</td>\n",
       "      <td>120</td>\n",
       "      <td>Oracle, Microsoft, MemSQL, Palantir Technologi...</td>\n",
       "      <td>Stanford University, Carnegie Mellon Universit...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>669</th>\n",
       "      <td>Handshake</td>\n",
       "      <td>82</td>\n",
       "      <td>Michigan Technological University, Google, Pal...</td>\n",
       "      <td>Michigan Technological University, Stanford Un...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>923</th>\n",
       "      <td>Alluxio</td>\n",
       "      <td>23</td>\n",
       "      <td>Microsoft, Google, Palantir Technologies, Broc...</td>\n",
       "      <td>Carnegie Mellon University, Tsinghua Universit...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>938</th>\n",
       "      <td>Affinity, Inc.</td>\n",
       "      <td>42</td>\n",
       "      <td>Stanford University, Palantir Technologies, In...</td>\n",
       "      <td>Stanford University, Claremont McKenna College...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1263</th>\n",
       "      <td>Asana</td>\n",
       "      <td>338</td>\n",
       "      <td>Asana, Google, Facebook, Apple, Palantir Techn...</td>\n",
       "      <td>Stanford University, Cornell University, Unive...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1451</th>\n",
       "      <td>Palantir Technologies</td>\n",
       "      <td>1992</td>\n",
       "      <td>Palantir Technologies, Google, Microsoft, Stan...</td>\n",
       "      <td>Stanford University, Cornell University, Massa...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1725</th>\n",
       "      <td>Nuna Inc.</td>\n",
       "      <td>124</td>\n",
       "      <td>Stanford University, Nuna Inc., Google, Blue S...</td>\n",
       "      <td>Stanford University, University of California ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1752</th>\n",
       "      <td>Socotra</td>\n",
       "      <td>47</td>\n",
       "      <td>Palantir Technologies, Stanford University, Ci...</td>\n",
       "      <td>University of California Berkeley, Stanford Un...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1754</th>\n",
       "      <td>Anduril</td>\n",
       "      <td>7</td>\n",
       "      <td>Palantir Technologies, Oculus VR, Mithril Capi...</td>\n",
       "      <td>Stanford University, Cornell University, Unive...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               company_name  num_employees  \\\n",
       "2                    Qadium             59   \n",
       "3                     Blend            260   \n",
       "405                  MemSQL            120   \n",
       "669               Handshake             82   \n",
       "923                 Alluxio             23   \n",
       "938          Affinity, Inc.             42   \n",
       "1263                  Asana            338   \n",
       "1451  Palantir Technologies           1992   \n",
       "1725              Nuna Inc.            124   \n",
       "1752                Socotra             47   \n",
       "1754                Anduril              7   \n",
       "\n",
       "                                         past_companies  \\\n",
       "2     Stanford University, University of Washington,...   \n",
       "3     Blend, Palantir Technologies, Salesforce, Pand...   \n",
       "405   Oracle, Microsoft, MemSQL, Palantir Technologi...   \n",
       "669   Michigan Technological University, Google, Pal...   \n",
       "923   Microsoft, Google, Palantir Technologies, Broc...   \n",
       "938   Stanford University, Palantir Technologies, In...   \n",
       "1263  Asana, Google, Facebook, Apple, Palantir Techn...   \n",
       "1451  Palantir Technologies, Google, Microsoft, Stan...   \n",
       "1725  Stanford University, Nuna Inc., Google, Blue S...   \n",
       "1752  Palantir Technologies, Stanford University, Ci...   \n",
       "1754  Palantir Technologies, Oculus VR, Mithril Capi...   \n",
       "\n",
       "                                           past_schools  \n",
       "2     Stanford University, Caltech, University of Ca...  \n",
       "3     Stanford University, University of California ...  \n",
       "405   Stanford University, Carnegie Mellon Universit...  \n",
       "669   Michigan Technological University, Stanford Un...  \n",
       "923   Carnegie Mellon University, Tsinghua Universit...  \n",
       "938   Stanford University, Claremont McKenna College...  \n",
       "1263  Stanford University, Cornell University, Unive...  \n",
       "1451  Stanford University, Cornell University, Massa...  \n",
       "1725  Stanford University, University of California ...  \n",
       "1752  University of California Berkeley, Stanford Un...  \n",
       "1754  Stanford University, Cornell University, Unive...  "
      ]
     },
     "execution_count": 132,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "former_palantir = data[data.past_companies.str.contains('Palantir Technologies', na=False)]\n",
    "former_palantir"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>company_name</th>\n",
       "      <th>num_employees</th>\n",
       "      <th>past_companies</th>\n",
       "      <th>past_schools</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>Addepar</td>\n",
       "      <td>272</td>\n",
       "      <td>Addepar, SS&amp;C Advent, Bridgewater Associates, ...</td>\n",
       "      <td>Stanford University, University of California ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>367</th>\n",
       "      <td>Domino Data Lab</td>\n",
       "      <td>72</td>\n",
       "      <td>Bridgewater Associates, FactSet, Platfora (Acq...</td>\n",
       "      <td>Massachusetts Institute of Technology, Univers...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>876</th>\n",
       "      <td>Hello Alfred</td>\n",
       "      <td>47</td>\n",
       "      <td>SoulCycle Inc., Bridgewater Associates, McKins...</td>\n",
       "      <td>New York University, Boston University, Harvar...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>911</th>\n",
       "      <td>Clara Lending</td>\n",
       "      <td>72</td>\n",
       "      <td>Bank of America, Bridgewater Associates, JPMor...</td>\n",
       "      <td>Stanford University, University of California ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>974</th>\n",
       "      <td>HealthSherpa</td>\n",
       "      <td>20</td>\n",
       "      <td>Carter's | OshKosh B'gosh, HealthSTAR Communic...</td>\n",
       "      <td>California State University-Sacramento, Yale U...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1006</th>\n",
       "      <td>OpenInvest</td>\n",
       "      <td>14</td>\n",
       "      <td>Bridgewater Associates, World Wildlife Fund, L...</td>\n",
       "      <td>The Johns Hopkins University, Cornell Universi...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1487</th>\n",
       "      <td>Hubble Contacts</td>\n",
       "      <td>15</td>\n",
       "      <td>Starbucks, Panaya, Hubble Contacts, Bridgewate...</td>\n",
       "      <td>Hunter College, Columbia University in the Cit...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1514</th>\n",
       "      <td>MediaSpike</td>\n",
       "      <td>9</td>\n",
       "      <td>Wolfram, HMC Electronics, A Division of Hisco,...</td>\n",
       "      <td>Lodz University of Technology, University of I...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1647</th>\n",
       "      <td>Neighborly</td>\n",
       "      <td>63</td>\n",
       "      <td>Standish Mellon Asset Management Company LLC, ...</td>\n",
       "      <td>Stanford University, University of Missouri-Ka...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1682</th>\n",
       "      <td>Oscar</td>\n",
       "      <td>508</td>\n",
       "      <td>Oscar Health, Google, Apple, Bridgewater Assoc...</td>\n",
       "      <td>Harvard University, New York University, Arizo...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         company_name  num_employees  \\\n",
       "138           Addepar            272   \n",
       "367   Domino Data Lab             72   \n",
       "876      Hello Alfred             47   \n",
       "911     Clara Lending             72   \n",
       "974      HealthSherpa             20   \n",
       "1006       OpenInvest             14   \n",
       "1487  Hubble Contacts             15   \n",
       "1514       MediaSpike              9   \n",
       "1647       Neighborly             63   \n",
       "1682            Oscar            508   \n",
       "\n",
       "                                         past_companies  \\\n",
       "138   Addepar, SS&C Advent, Bridgewater Associates, ...   \n",
       "367   Bridgewater Associates, FactSet, Platfora (Acq...   \n",
       "876   SoulCycle Inc., Bridgewater Associates, McKins...   \n",
       "911   Bank of America, Bridgewater Associates, JPMor...   \n",
       "974   Carter's | OshKosh B'gosh, HealthSTAR Communic...   \n",
       "1006  Bridgewater Associates, World Wildlife Fund, L...   \n",
       "1487  Starbucks, Panaya, Hubble Contacts, Bridgewate...   \n",
       "1514  Wolfram, HMC Electronics, A Division of Hisco,...   \n",
       "1647  Standish Mellon Asset Management Company LLC, ...   \n",
       "1682  Oscar Health, Google, Apple, Bridgewater Assoc...   \n",
       "\n",
       "                                           past_schools  \n",
       "138   Stanford University, University of California ...  \n",
       "367   Massachusetts Institute of Technology, Univers...  \n",
       "876   New York University, Boston University, Harvar...  \n",
       "911   Stanford University, University of California ...  \n",
       "974   California State University-Sacramento, Yale U...  \n",
       "1006  The Johns Hopkins University, Cornell Universi...  \n",
       "1487  Hunter College, Columbia University in the Cit...  \n",
       "1514  Lodz University of Technology, University of I...  \n",
       "1647  Stanford University, University of Missouri-Ka...  \n",
       "1682  Harvard University, New York University, Arizo...  "
      ]
     },
     "execution_count": 133,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ex_bridgewater = data[data.past_companies.str.contains('Bridgewater', na=False)]\n",
    "ex_bridgewater"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
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       "        text-align: right;\n",
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       "    .dataframe thead th {\n",
       "        text-align: left;\n",
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       "\n",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>company_name</th>\n",
       "      <th>num_employees</th>\n",
       "      <th>past_companies</th>\n",
       "      <th>past_schools</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1676</th>\n",
       "      <td>Chain</td>\n",
       "      <td>27</td>\n",
       "      <td>Goldman Sachs, Microsoft, Wakefield Council, A...</td>\n",
       "      <td>Carnegie Mellon University, Stanford Universit...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1372</th>\n",
       "      <td>SevenFifty</td>\n",
       "      <td>30</td>\n",
       "      <td>SevenFifty, Goldman Sachs, Penguin Random Hous...</td>\n",
       "      <td>University of Pennsylvania, New York Universit...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>193</th>\n",
       "      <td>Ellevest</td>\n",
       "      <td>38</td>\n",
       "      <td>Goldman Sachs, NYC Department of Parks &amp; Recre...</td>\n",
       "      <td>University of Pennsylvania, Harvard University...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1123</th>\n",
       "      <td>Artivest</td>\n",
       "      <td>39</td>\n",
       "      <td>Artivest, Merrill Lynch, UBS, Clarium Capital ...</td>\n",
       "      <td>New York University, University of Virginia, Y...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1679</th>\n",
       "      <td>Petal</td>\n",
       "      <td>39</td>\n",
       "      <td>American Express, JPMorgan Chase &amp; Co., Citi, ...</td>\n",
       "      <td>Stanford University, University of California ...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     company_name  num_employees  \\\n",
       "1676        Chain             27   \n",
       "1372   SevenFifty             30   \n",
       "193      Ellevest             38   \n",
       "1123     Artivest             39   \n",
       "1679        Petal             39   \n",
       "\n",
       "                                         past_companies  \\\n",
       "1676  Goldman Sachs, Microsoft, Wakefield Council, A...   \n",
       "1372  SevenFifty, Goldman Sachs, Penguin Random Hous...   \n",
       "193   Goldman Sachs, NYC Department of Parks & Recre...   \n",
       "1123  Artivest, Merrill Lynch, UBS, Clarium Capital ...   \n",
       "1679  American Express, JPMorgan Chase & Co., Citi, ...   \n",
       "\n",
       "                                           past_schools  \n",
       "1676  Carnegie Mellon University, Stanford Universit...  \n",
       "1372  University of Pennsylvania, New York Universit...  \n",
       "193   University of Pennsylvania, Harvard University...  \n",
       "1123  New York University, University of Virginia, Y...  \n",
       "1679  Stanford University, University of California ...  "
      ]
     },
     "execution_count": 134,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ex_goldman = data[data.past_companies.str.contains('Goldman Sachs', na=False)]\n",
    "ex_goldman = ex_goldman[ex_goldman.num_employees > 10]\n",
    "ex_goldman.sort_values('num_employees').head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>company_name</th>\n",
       "      <th>num_employees</th>\n",
       "      <th>past_companies</th>\n",
       "      <th>past_schools</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Blend</td>\n",
       "      <td>260</td>\n",
       "      <td>Blend, Palantir Technologies, Salesforce, Pand...</td>\n",
       "      <td>Stanford University, University of California ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1061</th>\n",
       "      <td>Chatous</td>\n",
       "      <td>6</td>\n",
       "      <td>Clarium Capital Management, Hanover College, I...</td>\n",
       "      <td>University of Toronto, University of Waterloo,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1123</th>\n",
       "      <td>Artivest</td>\n",
       "      <td>39</td>\n",
       "      <td>Artivest, Merrill Lynch, UBS, Clarium Capital ...</td>\n",
       "      <td>New York University, University of Virginia, Y...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1607</th>\n",
       "      <td>Kalo</td>\n",
       "      <td>75</td>\n",
       "      <td>Zenefits, Kalo, Cisco, Deutsche Bank, Clarium ...</td>\n",
       "      <td>University of Warwick, Boston University, Univ...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     company_name  num_employees  \\\n",
       "3           Blend            260   \n",
       "1061      Chatous              6   \n",
       "1123     Artivest             39   \n",
       "1607         Kalo             75   \n",
       "\n",
       "                                         past_companies  \\\n",
       "3     Blend, Palantir Technologies, Salesforce, Pand...   \n",
       "1061  Clarium Capital Management, Hanover College, I...   \n",
       "1123  Artivest, Merrill Lynch, UBS, Clarium Capital ...   \n",
       "1607  Zenefits, Kalo, Cisco, Deutsche Bank, Clarium ...   \n",
       "\n",
       "                                           past_schools  \n",
       "3     Stanford University, University of California ...  \n",
       "1061  University of Toronto, University of Waterloo,...  \n",
       "1123  New York University, University of Virginia, Y...  \n",
       "1607  University of Warwick, Boston University, Univ...  "
      ]
     },
     "execution_count": 135,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ex_clarium = data[data.past_companies.str.contains('Clarium Capital', na=False)]\n",
    "ex_clarium"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
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       "\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>company_name</th>\n",
       "      <th>num_employees</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>Atlassian</td>\n",
       "      <td>2348</td>\n",
       "      <td>Atlassian, IBM, Microsoft, Google, Macquarie G...</td>\n",
       "      <td>UNSW, University of Sydney, University of Tech...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237</th>\n",
       "      <td>Etsy</td>\n",
       "      <td>2709</td>\n",
       "      <td>Etsy, Google, PwC, Yahoo! Inc., Apple</td>\n",
       "      <td>New York University, Fashion Institute of Tech...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>597</th>\n",
       "      <td>Spotify</td>\n",
       "      <td>3587</td>\n",
       "      <td>Spotify, Ericsson, Microsoft, Google, Yahoo! Inc.</td>\n",
       "      <td>KTH Royal Institute of Technology, Stockholm U...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Twitter</td>\n",
       "      <td>3742</td>\n",
       "      <td>Twitter, Google, Microsoft, Yahoo! Inc., Apple</td>\n",
       "      <td>University of California Berkeley, Stanford Un...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>Airbnb</td>\n",
       "      <td>6213</td>\n",
       "      <td>Airbnb, Google, Facebook, Microsoft, Apple</td>\n",
       "      <td>University of California Berkeley, Stanford Un...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Lyft</td>\n",
       "      <td>8321</td>\n",
       "      <td>Lyft, Google, US Army, US Navy, Walmart</td>\n",
       "      <td>University of Phoenix, University of Californi...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>Facebook</td>\n",
       "      <td>22258</td>\n",
       "      <td>Facebook, Microsoft, Google, Yahoo! Inc., Amazon</td>\n",
       "      <td>Stanford University, University of California ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Uber</td>\n",
       "      <td>33076</td>\n",
       "      <td>Uber, Microsoft, Google, Apple, Amazon</td>\n",
       "      <td>University of California Berkeley, Stanford Un...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1698</th>\n",
       "      <td>Uber</td>\n",
       "      <td>37765</td>\n",
       "      <td>Uber, Google, Microsoft, Amazon, Apple</td>\n",
       "      <td>University of California Berkeley, Stanford Un...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>Google</td>\n",
       "      <td>80409</td>\n",
       "      <td>Google, Microsoft, IBM, Amazon, Apple</td>\n",
       "      <td>Stanford University, University of California ...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     company_name  num_employees  \\\n",
       "43      Atlassian           2348   \n",
       "237          Etsy           2709   \n",
       "597       Spotify           3587   \n",
       "29        Twitter           3742   \n",
       "67         Airbnb           6213   \n",
       "25           Lyft           8321   \n",
       "44       Facebook          22258   \n",
       "11           Uber          33076   \n",
       "1698         Uber          37765   \n",
       "113        Google          80409   \n",
       "\n",
       "                                         past_companies  \\\n",
       "43    Atlassian, IBM, Microsoft, Google, Macquarie G...   \n",
       "237               Etsy, Google, PwC, Yahoo! Inc., Apple   \n",
       "597   Spotify, Ericsson, Microsoft, Google, Yahoo! Inc.   \n",
       "29       Twitter, Google, Microsoft, Yahoo! Inc., Apple   \n",
       "67           Airbnb, Google, Facebook, Microsoft, Apple   \n",
       "25              Lyft, Google, US Army, US Navy, Walmart   \n",
       "44     Facebook, Microsoft, Google, Yahoo! Inc., Amazon   \n",
       "11               Uber, Microsoft, Google, Apple, Amazon   \n",
       "1698             Uber, Google, Microsoft, Amazon, Apple   \n",
       "113               Google, Microsoft, IBM, Amazon, Apple   \n",
       "\n",
       "                                           past_schools  \n",
       "43    UNSW, University of Sydney, University of Tech...  \n",
       "237   New York University, Fashion Institute of Tech...  \n",
       "597   KTH Royal Institute of Technology, Stockholm U...  \n",
       "29    University of California Berkeley, Stanford Un...  \n",
       "67    University of California Berkeley, Stanford Un...  \n",
       "25    University of Phoenix, University of Californi...  \n",
       "44    Stanford University, University of California ...  \n",
       "11    University of California Berkeley, Stanford Un...  \n",
       "1698  University of California Berkeley, Stanford Un...  \n",
       "113   Stanford University, University of California ...  "
      ]
     },
     "execution_count": 136,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ex_google = data[data.past_companies.str.contains('Google', na=False)]\n",
    "ex_google.sort_values('num_employees').tail(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
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       "    <tr>\n",
       "      <th>771</th>\n",
       "      <td>Buoyant</td>\n",
       "      <td>17</td>\n",
       "      <td>Twitter, Gracenote, SoundCloud, Oracle, Cisco</td>\n",
       "      <td>Stanford University, University of California ...</td>\n",
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       "    <tr>\n",
       "      <th>903</th>\n",
       "      <td>Halo Neuroscience</td>\n",
       "      <td>26</td>\n",
       "      <td>McKinsey &amp; Company, Hamilton College, The Bost...</td>\n",
       "      <td>Stanford University, University of California ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>755</th>\n",
       "      <td>Momentum Machines</td>\n",
       "      <td>28</td>\n",
       "      <td>Stanford University, Tesla, Momentum Machines ...</td>\n",
       "      <td>Stanford University, University of California ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>948</th>\n",
       "      <td>Brightwheel</td>\n",
       "      <td>32</td>\n",
       "      <td>Amazon, LinkedIn, Indiegogo, NerdWallet, Soldsie</td>\n",
       "      <td>Stanford University, University of California ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1669</th>\n",
       "      <td>Digit.co</td>\n",
       "      <td>34</td>\n",
       "      <td>Blurb, Square, PENSCO Trust Company, a subsidi...</td>\n",
       "      <td>Stanford University, University of California ...</td>\n",
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       "    <tr>\n",
       "      <th>1679</th>\n",
       "      <td>Petal</td>\n",
       "      <td>39</td>\n",
       "      <td>American Express, JPMorgan Chase &amp; Co., Citi, ...</td>\n",
       "      <td>Stanford University, University of California ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1477</th>\n",
       "      <td>Karius</td>\n",
       "      <td>48</td>\n",
       "      <td>Stanford University, University of California,...</td>\n",
       "      <td>Stanford University, University of California ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1345</th>\n",
       "      <td>Vigilent</td>\n",
       "      <td>49</td>\n",
       "      <td>Vigilent, Marine Corps Recruiting, Lockheed Ma...</td>\n",
       "      <td>Stanford University, University of California ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>533</th>\n",
       "      <td>Navdy</td>\n",
       "      <td>54</td>\n",
       "      <td>Cisco, Astro Studios, Navdy, 99designs, Apple</td>\n",
       "      <td>Stanford University, University of California ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>911</th>\n",
       "      <td>Clara Lending</td>\n",
       "      <td>72</td>\n",
       "      <td>Bank of America, Bridgewater Associates, JPMor...</td>\n",
       "      <td>Stanford University, University of California ...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           company_name  num_employees  \\\n",
       "771             Buoyant             17   \n",
       "903   Halo Neuroscience             26   \n",
       "755   Momentum Machines             28   \n",
       "948         Brightwheel             32   \n",
       "1669           Digit.co             34   \n",
       "1679              Petal             39   \n",
       "1477             Karius             48   \n",
       "1345           Vigilent             49   \n",
       "533               Navdy             54   \n",
       "911       Clara Lending             72   \n",
       "\n",
       "                                         past_companies  \\\n",
       "771       Twitter, Gracenote, SoundCloud, Oracle, Cisco   \n",
       "903   McKinsey & Company, Hamilton College, The Bost...   \n",
       "755   Stanford University, Tesla, Momentum Machines ...   \n",
       "948    Amazon, LinkedIn, Indiegogo, NerdWallet, Soldsie   \n",
       "1669  Blurb, Square, PENSCO Trust Company, a subsidi...   \n",
       "1679  American Express, JPMorgan Chase & Co., Citi, ...   \n",
       "1477  Stanford University, University of California,...   \n",
       "1345  Vigilent, Marine Corps Recruiting, Lockheed Ma...   \n",
       "533       Cisco, Astro Studios, Navdy, 99designs, Apple   \n",
       "911   Bank of America, Bridgewater Associates, JPMor...   \n",
       "\n",
       "                                           past_schools  \n",
       "771   Stanford University, University of California ...  \n",
       "903   Stanford University, University of California ...  \n",
       "755   Stanford University, University of California ...  \n",
       "948   Stanford University, University of California ...  \n",
       "1669  Stanford University, University of California ...  \n",
       "1679  Stanford University, University of California ...  \n",
       "1477  Stanford University, University of California ...  \n",
       "1345  Stanford University, University of California ...  \n",
       "533   Stanford University, University of California ...  \n",
       "911   Stanford University, University of California ...  "
      ]
     },
     "execution_count": 137,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "prime_startups = data[data.past_schools.map(lambda x: 'Stanford University' in x.split(',')[0] and 'Berkeley' in x.split(',')[1])]\n",
    "prime_startups.sort_values('num_employees').head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "past_schools = []\n",
    "for school in [company for company in data.past_schools]:\n",
    "    past_schools.extend([s.strip() for s in school.split(',')])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1821"
      ]
     },
     "execution_count": 139,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(set(past_schools))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from collections import Counter\n",
    "import numpy as np\n",
    "\n",
    "# Charts the 25 most common fields and their frequency\n",
    "def chart_most_common(field):\n",
    "    company_counter = Counter(field)\n",
    "    common_companies = [company for company, count in company_counter.most_common(25)]\n",
    "    common_companies_count = [count for company, count in company_counter.most_common(25)]\n",
    "    \n",
    "    indexes = np.arange(len(common_companies))\n",
    "    width = 1\n",
    "\n",
    "    plt.bar(indexes, common_companies_count, width)\n",
    "    plt.xticks(indexes + width * 0.5, common_companies)\n",
    "    plt.xticks(rotation=90)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "past_companies_column = []\n",
    "company_postfixes = ['Inc.']\n",
    "for index, company_string in data.past_companies.items():\n",
    "    if not isinstance(company_string, str):\n",
    "        data.drop(index, inplace=True)\n",
    "        continue\n",
    "    companies = company_string.split(',')\n",
    "    for k, v in enumerate(companies):\n",
    "        if any(company_postfix == v.strip() for company_postfix in company_postfixes):\n",
    "            companies[k - 1] += companies[k]\n",
    "            del(companies[k])\n",
    "    past_companies_column.append(','.join(companies))\n",
    "data.past_companies = past_companies_column"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(2067, 18)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>company_name</th>\n",
       "      <th>company_name_url</th>\n",
       "      <th>category_groups</th>\n",
       "      <th>headquarters_location</th>\n",
       "      <th>description</th>\n",
       "      <th>crunchbase_rank</th>\n",
       "      <th>website</th>\n",
       "      <th>last_funding_type</th>\n",
       "      <th>last_funding_amount</th>\n",
       "      <th>total_funding_amount</th>\n",
       "      <th>trend_score</th>\n",
       "      <th>employees_estimate</th>\n",
       "      <th>categories</th>\n",
       "      <th>founded_date</th>\n",
       "      <th>status</th>\n",
       "      <th>last_funding_date</th>\n",
       "      <th>total_equity_funding_amount</th>\n",
       "      <th>valuation_at_ipo</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>SpaceX</td>\n",
       "      <td>https://www.crunchbase.com/organization/space-...</td>\n",
       "      <td>Science and Engineering, Transportation</td>\n",
       "      <td>Hawthorne, California, United States</td>\n",
       "      <td>SpaceX designs, manufactures, and launches adv...</td>\n",
       "      <td>6</td>\n",
       "      <td>http://www.spacex.com</td>\n",
       "      <td>Private Equity</td>\n",
       "      <td>$350,000,000</td>\n",
       "      <td>$1,495,560,000</td>\n",
       "      <td>0.8</td>\n",
       "      <td>1001-5000</td>\n",
       "      <td>Space Travel, Aerospace, Transportation</td>\n",
       "      <td>06/01/2002</td>\n",
       "      <td>Operating</td>\n",
       "      <td>07/27/2017</td>\n",
       "      <td>$1,495,560,000</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  company_name                                   company_name_url  \\\n",
       "0       SpaceX  https://www.crunchbase.com/organization/space-...   \n",
       "\n",
       "                           category_groups  \\\n",
       "0  Science and Engineering, Transportation   \n",
       "\n",
       "                  headquarters_location  \\\n",
       "0  Hawthorne, California, United States   \n",
       "\n",
       "                                         description  crunchbase_rank  \\\n",
       "0  SpaceX designs, manufactures, and launches adv...                6   \n",
       "\n",
       "                 website last_funding_type last_funding_amount  \\\n",
       "0  http://www.spacex.com    Private Equity        $350,000,000   \n",
       "\n",
       "  total_funding_amount  trend_score employees_estimate  \\\n",
       "0       $1,495,560,000          0.8          1001-5000   \n",
       "\n",
       "                                categories founded_date     status  \\\n",
       "0  Space Travel, Aerospace, Transportation   06/01/2002  Operating   \n",
       "\n",
       "  last_funding_date total_equity_funding_amount valuation_at_ipo  \n",
       "0        07/27/2017              $1,495,560,000              NaN  "
      ]
     },
     "execution_count": 142,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "startups = pd.read_csv('new_top_companies.csv', index_col = False)\n",
    "startups.columns = [\"index\", \"company_name\", \"company_name_url\", \"category_groups\", \"headquarters_location\", \"description\", \n",
    "                    \"crunchbase_rank\", \"website\", \"last_funding_type\", \"last_funding_amount\", \"total_funding_amount\", \n",
    "                    \"trend_score\", \"employees_estimate\", \"categories\", \"founded_date\", \"status\", \"last_funding_date\", \n",
    "                    \"total_equity_funding_amount\", \"valuation_at_ipo\"]\n",
    "startups.drop('index', axis=1, inplace=True)\n",
    "print(startups.shape)\n",
    "startups.head(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "386\n"
     ]
    }
   ],
   "source": [
    "startups_names = list(startups['company_name'])\n",
    "data_names = list(data['company_name'])\n",
    "diff = [name for name in startups_names if name not in data_names]\n",
    "print(len(diff))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Guideline Technologies Inc.',\n",
       " 'Qihoo 360 Technology',\n",
       " 'Egnyte',\n",
       " 'Primary Data',\n",
       " 'Moon Express, Inc.',\n",
       " 'Fiverr.com',\n",
       " 'Nauto, Inc.',\n",
       " 'Filecoin',\n",
       " 'Ele.me',\n",
       " 'Lola Travel Company, Inc.',\n",
       " 'BarkBox',\n",
       " 'Zuoyebang',\n",
       " 'Vectra Networks',\n",
       " 'Proterra',\n",
       " 'Whisper',\n",
       " 'Codecademy',\n",
       " 'Super Evil Mega Corp',\n",
       " 'Handy',\n",
       " 'Toutiao',\n",
       " 'twoXAR, Incorporated',\n",
       " 'Tenable Network Security, Inc.',\n",
       " 'Factual',\n",
       " 'Bira 91',\n",
       " 'MedGenome Inc.',\n",
       " 'Bowery Farming Inc',\n",
       " 'View',\n",
       " 'Nuna Incorporated',\n",
       " 'Eaze',\n",
       " 'Mobvoi Inc.',\n",
       " 'Trumid Financial',\n",
       " 'Bustle Digital Group',\n",
       " 'Tala (formerly InVenture)',\n",
       " 'Grabr',\n",
       " 'Raise Marketplace',\n",
       " 'Miaopai',\n",
       " 'Euclid Analytics',\n",
       " 'Boom Technology',\n",
       " 'Fever',\n",
       " 'SecurityScorecard Inc.',\n",
       " 'Lightspeed POS',\n",
       " 'SimpliSafe Home Security',\n",
       " 'Upload VR',\n",
       " 'Lending Club',\n",
       " 'Modern Meadow',\n",
       " 'Mic Network',\n",
       " 'Compass-EOS',\n",
       " 'Trippy',\n",
       " 'Noom',\n",
       " 'Varonis Systems',\n",
       " 'Portea Medical',\n",
       " 'Kespry Inc.',\n",
       " 'Yunmanman',\n",
       " 'GreenRoad Technologies',\n",
       " 'Tuniu',\n",
       " 'Fond, formerly AnyPerk',\n",
       " 'GoZefo',\n",
       " 'Inkling Systems',\n",
       " 'Personetics Technologies',\n",
       " 'littleBits Electronics',\n",
       " 'Virtual Instruments Corporation',\n",
       " 'Joyus',\n",
       " 'Contentful',\n",
       " 'Douyu TV',\n",
       " 'Datos IO',\n",
       " 'Unbabel',\n",
       " 'Acalvio Technologies',\n",
       " 'Klook',\n",
       " 'DNAnexus',\n",
       " 'Resy',\n",
       " 'Infer',\n",
       " 'Dashu Finance',\n",
       " 'Front App',\n",
       " 'Beeswax',\n",
       " 'Renren Inc.',\n",
       " 'Awfis Space Solution Private Limited',\n",
       " 'The Minerva Project',\n",
       " \"Farmer's Edge Laboratories\",\n",
       " 'Neurotrack',\n",
       " 'Dremio Corporation',\n",
       " 'The.Wing',\n",
       " 'FLEXE',\n",
       " 'Aviatrix Systems, Inc.',\n",
       " 'Zerostack Inc.',\n",
       " 'Clique Media Group (CMG)',\n",
       " 'Meican',\n",
       " 'Guazi.com',\n",
       " 'Trove',\n",
       " 'Zhaogang',\n",
       " 'DB Networks',\n",
       " 'Mayvenn',\n",
       " 'Yunniao Delivery',\n",
       " 'KFit',\n",
       " 'Artificial Intelligence Corp.',\n",
       " 'Hixme Inc',\n",
       " 'Dote Shopping',\n",
       " 'Souche',\n",
       " 'WONDER',\n",
       " 'SailPoint Technologies',\n",
       " 'Envoy Global Inc.',\n",
       " 'HONK',\n",
       " 'ZenHotels Group',\n",
       " 'Comma',\n",
       " 'Xiaoshouyi',\n",
       " 'Qualia Labs, Inc',\n",
       " 'Welcome (formerly ChatID)',\n",
       " 'Emerald Therapeutics',\n",
       " '1Life Healthcare',\n",
       " 'Amyris Biotechnologies',\n",
       " 'Lunit Inc.',\n",
       " 'Cloudwise',\n",
       " 'Yunniao Distribution',\n",
       " 'Playdots',\n",
       " 'Rhumbix, Inc.',\n",
       " 'Crossbar',\n",
       " 'Sigtuple',\n",
       " 'Indifi Technologies',\n",
       " 'Yup Technologies',\n",
       " 'Outpost Games, Inc.',\n",
       " 'To8to',\n",
       " 'HumanAPI',\n",
       " 'nearbuy',\n",
       " 'PatternEx',\n",
       " 'Fashion & You',\n",
       " 'Airstrip Technologies',\n",
       " 'Koru',\n",
       " 'Ambri, Inc.',\n",
       " 'CureFit',\n",
       " 'Chubao Technology',\n",
       " 'GoldVIP Technology Solutions (Crown-it)',\n",
       " 'Lvmama',\n",
       " 'Botworx.ai',\n",
       " 'Cheyipai',\n",
       " 'Essence Group Holdings',\n",
       " 'Pocket Aces',\n",
       " 'Mango Health',\n",
       " 'Futu5.com',\n",
       " 'WibiData',\n",
       " 'KIXEYE',\n",
       " 'Xiaozhan Jiaoyu',\n",
       " 'Corvia Medical',\n",
       " 'indico data solutions',\n",
       " 'Deep Glint',\n",
       " 'Algal Scientific',\n",
       " 'Aisle50',\n",
       " 'Nanotronics Imaging',\n",
       " 'Arevo Labs',\n",
       " 'Eonite Perception Inc.',\n",
       " 'Yuntongxun',\n",
       " 'BlackJet',\n",
       " 'Voxer LLC',\n",
       " '8tracks Radio',\n",
       " 'Yaochufa',\n",
       " \"Cricket's Circle\",\n",
       " 'Relcy',\n",
       " 'First Opinion, Inc.',\n",
       " 'Urban Remedy',\n",
       " 'The ONE Music Group',\n",
       " 'moka5',\n",
       " 'Exo Protein Bars',\n",
       " 'Keybase',\n",
       " 'Bicon Pharmaceutical',\n",
       " 'AVEO Pharmaceuticals',\n",
       " 'FangCloud Technology',\n",
       " 'Jinfuzi',\n",
       " 'Transatomic Power Corporation',\n",
       " 'Amogha Polymers',\n",
       " 'MiningLamp',\n",
       " 'Arrail Dental Clinic',\n",
       " 'Other Machine Co.',\n",
       " 'Dayima',\n",
       " 'Nurotron Biotechnology',\n",
       " 'Feidee',\n",
       " 'Cinemagram',\n",
       " 'SVBio (LIfecode)',\n",
       " 'Line0',\n",
       " 'joyowo.com',\n",
       " 'Meilele',\n",
       " 'GVK Biosciences',\n",
       " 'Uversity',\n",
       " 'WeWork China',\n",
       " 'Maimaibao',\n",
       " 'BabbaCo (acquired by Barefoot Books in 2014)',\n",
       " 'Hangtime',\n",
       " 'Molbase',\n",
       " 'Krablr',\n",
       " 'Mixed Media Labs',\n",
       " 'DianDian',\n",
       " 'Angel Group Holding Company',\n",
       " 'Lomark',\n",
       " 'Emerging Travel',\n",
       " 'Talkray',\n",
       " 'RazorGator',\n",
       " 'laiye',\n",
       " 'Novapost',\n",
       " 'mo9 (moKredit)',\n",
       " 'Pickwick & Weller',\n",
       " 'BlueSprig',\n",
       " 'Changba',\n",
       " '123Feng.Com',\n",
       " 'BabyWatch',\n",
       " 'Tiantian Yongche',\n",
       " 'One True Media',\n",
       " 'iCreate Software',\n",
       " 'Evri',\n",
       " 'PayMate India',\n",
       " 'Nazara Technologies',\n",
       " 'XConnect Global Networks',\n",
       " 'Kindstar Global (Beijing) Medicine Technology',\n",
       " 'LAFASO',\n",
       " 'Juvaris BioTherapeutics',\n",
       " 'Haha Pinche',\n",
       " 'Beijing second hand information company',\n",
       " 'Fantasy Shopper',\n",
       " 'Qingchifan (Hui You Jia)',\n",
       " 'K-12 Techno Services',\n",
       " 'Wanxue Education',\n",
       " 'Limei Advertising',\n",
       " 'Ubiquitous Foods (Ovenfresh)',\n",
       " 'Beijing Redbaby Internet Technology',\n",
       " 'POLYBONA',\n",
       " 'Eddingpharm (Cayman)',\n",
       " 'Xova Labs',\n",
       " 'Mellanox Technologies',\n",
       " 'Protea Medical',\n",
       " '1006.tv',\n",
       " 'Thredhq',\n",
       " 'BioAge Labs',\n",
       " 'Neurotron Biotechnology',\n",
       " 'Huoli',\n",
       " 'EveryZing',\n",
       " 'Angel Medical Group',\n",
       " 'Cloopen',\n",
       " 'Collectabillia.com',\n",
       " 'Widgetbox',\n",
       " 'Spotzer Media Group',\n",
       " 'TuneWiki',\n",
       " 'Flight Steward',\n",
       " 'Luxe',\n",
       " 'Fleet Entertainment Group',\n",
       " 'Celon Laboratories',\n",
       " 'HealthHiway',\n",
       " 'Gokuai Technology',\n",
       " 'Coopkanics',\n",
       " 'iMedia Comunicazione',\n",
       " 'Kumu Wellness',\n",
       " 'Milanoo.com',\n",
       " 'City-dimensional network logo',\n",
       " 'Zendrive',\n",
       " 'Nav',\n",
       " 'Barefoot Networks',\n",
       " 'IAT-Auto',\n",
       " 'ideacts innovations',\n",
       " 'Beststudy',\n",
       " 'Navidog',\n",
       " 'Guardant Health',\n",
       " 'Futu Securities',\n",
       " 'Global Grind',\n",
       " 'Kaai',\n",
       " 'Qubole',\n",
       " 'Spark Mobile',\n",
       " 'Signifyd',\n",
       " 'RenRen Headhunting',\n",
       " 'Venustech',\n",
       " 'Telepo',\n",
       " 'Theramyt Novobiologics',\n",
       " 'Liebo',\n",
       " 'Ihaveu.com',\n",
       " 'Happigo.com',\n",
       " 'Wandera',\n",
       " 'Incipient',\n",
       " 'AKA',\n",
       " 'ApnaPaisa',\n",
       " 'Pocket Gems',\n",
       " 'Pindrop',\n",
       " 'GOAT',\n",
       " 'Progyny',\n",
       " 'FiveStars',\n",
       " 'Chiral Quest',\n",
       " 'Edaytown',\n",
       " 'Genscript Technology',\n",
       " 'Guokang Health Management',\n",
       " 'Untuckit',\n",
       " 'Wochacha',\n",
       " 'Boyaa Interactive',\n",
       " 'DeepMap',\n",
       " 'Orbital Insight, Inc.',\n",
       " 'Metis Technologies',\n",
       " 'Accelergy',\n",
       " 'Spreetales',\n",
       " 'Relayr',\n",
       " 'AEye, Inc.',\n",
       " 'Huayi',\n",
       " 'Noah Holdings',\n",
       " 'Lumenz',\n",
       " 'Invoice2go',\n",
       " 'Wukong.com',\n",
       " 'VeriSign',\n",
       " 'Tianjin GreenBio Materials',\n",
       " 'Xianguo',\n",
       " 'Vivace Therapeutics',\n",
       " 'Deposit Solutions',\n",
       " 'Nanostellar',\n",
       " 'Kotak Urja',\n",
       " 'Clarity Money',\n",
       " 'Gladly Software',\n",
       " 'Spring Inc',\n",
       " 'Great Technology',\n",
       " 'maniaTV',\n",
       " 'Cabin',\n",
       " 'Aobi Island',\n",
       " 'Kenandy',\n",
       " 'Firefly Energy',\n",
       " 'Infinera Corporation',\n",
       " \"Sinbad's supply chain\",\n",
       " 'iMeigu',\n",
       " 'Maxscend Technologies',\n",
       " 'Podium',\n",
       " 'MoneyTap',\n",
       " 'Oorja Fuel Cells',\n",
       " 'Octmami',\n",
       " 'Guangzhou CK1',\n",
       " 'Taomee',\n",
       " 'EAT Club',\n",
       " 'Shippo',\n",
       " 'Obsidian Security',\n",
       " 'Hinacom',\n",
       " 'Mengcao',\n",
       " 'Axoni',\n",
       " 'Armis Security',\n",
       " 'Sense Talent Labs',\n",
       " 'Rong360',\n",
       " 'Mattermark',\n",
       " 'Chakpak Media',\n",
       " 'ReaMetrix',\n",
       " 'C12 Energy',\n",
       " 'CloudCare',\n",
       " 'Airwallex',\n",
       " '4tigo',\n",
       " 'Beijingyicheng',\n",
       " 'Packagd',\n",
       " 'Beijing Zhijin Leye Education and Technology Co',\n",
       " 'Element Analytics',\n",
       " 'Power2SME',\n",
       " 'Eligible',\n",
       " 'Nuokang Bio-Pharmaceutical',\n",
       " 'Zhongheedu',\n",
       " 'LedgerX',\n",
       " 'Dave.com',\n",
       " 'Fairy',\n",
       " 'Silent Communication',\n",
       " 'Custora',\n",
       " 'Mode Analytics',\n",
       " '9DIAMOND',\n",
       " 'Omni Prime Inc.',\n",
       " 'cdream network',\n",
       " 'Scale',\n",
       " 'Sense',\n",
       " 'ChineseAll Digital Publishing',\n",
       " 'NetScout Systems',\n",
       " 'Gecko TV',\n",
       " 'Huaxun Microelectronics',\n",
       " 'Open Home Office',\n",
       " 'Vollee',\n",
       " 'Hyper Anna',\n",
       " 'Changelight',\n",
       " 'Getable',\n",
       " 'Preempt Security',\n",
       " 'Ping++',\n",
       " 'SkyMobi',\n",
       " 'HireXperience',\n",
       " 'CapriCoast',\n",
       " 'Morty',\n",
       " 'Cafe Press',\n",
       " 'Ambarella',\n",
       " 'GRAIL',\n",
       " 'Freshworks',\n",
       " 'Tenable Network Security, Inc.',\n",
       " 'ipsy',\n",
       " 'thredUP',\n",
       " 'ExtraHop Networks',\n",
       " 'SimpliSafe Home Security',\n",
       " 'Fuze',\n",
       " 'OneSource Virtual',\n",
       " 'Harness.io',\n",
       " 'Metaswitch Networks',\n",
       " 'Tastyworks']"
      ]
     },
     "execution_count": 144,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "diff"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 145,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>company_name</th>\n",
       "      <th>company_name_url</th>\n",
       "      <th>category_groups</th>\n",
       "      <th>headquarters_location</th>\n",
       "      <th>description</th>\n",
       "      <th>crunchbase_rank</th>\n",
       "      <th>website</th>\n",
       "      <th>last_funding_type</th>\n",
       "      <th>last_funding_amount</th>\n",
       "      <th>total_funding_amount</th>\n",
       "      <th>trend_score</th>\n",
       "      <th>employees_estimate</th>\n",
       "      <th>categories</th>\n",
       "      <th>founded_date</th>\n",
       "      <th>status</th>\n",
       "      <th>last_funding_date</th>\n",
       "      <th>total_equity_funding_amount</th>\n",
       "      <th>valuation_at_ipo</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>SpaceX</td>\n",
       "      <td>https://www.crunchbase.com/organization/space-...</td>\n",
       "      <td>Science and Engineering, Transportation</td>\n",
       "      <td>Hawthorne, California, United States</td>\n",
       "      <td>SpaceX designs, manufactures, and launches adv...</td>\n",
       "      <td>6</td>\n",
       "      <td>http://www.spacex.com</td>\n",
       "      <td>Private Equity</td>\n",
       "      <td>$350,000,000</td>\n",
       "      <td>$1,495,560,000</td>\n",
       "      <td>0.8</td>\n",
       "      <td>1001-5000</td>\n",
       "      <td>Space Travel, Aerospace, Transportation</td>\n",
       "      <td>06/01/2002</td>\n",
       "      <td>Operating</td>\n",
       "      <td>07/27/2017</td>\n",
       "      <td>$1,495,560,000</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>BuzzFeed</td>\n",
       "      <td>https://www.crunchbase.com/organization/buzzfeed</td>\n",
       "      <td>Media and Entertainment, Internet Services, Vi...</td>\n",
       "      <td>New York, New York, United States</td>\n",
       "      <td>BuzzFeed provides shareable breaking news, ori...</td>\n",
       "      <td>11</td>\n",
       "      <td>http://www.buzzfeed.com</td>\n",
       "      <td>Series G</td>\n",
       "      <td>$200,000,000</td>\n",
       "      <td>$496,300,000</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>501-1000</td>\n",
       "      <td>Internet, News, Video, Digital Entertainment, ...</td>\n",
       "      <td>01/01/2006</td>\n",
       "      <td>Operating</td>\n",
       "      <td>11/18/2016</td>\n",
       "      <td>$496,300,000</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Uber</td>\n",
       "      <td>https://www.crunchbase.com/organization/uber</td>\n",
       "      <td>Apps, Software, Transportation, Mobile</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Uber is a mobile app connecting passengers wit...</td>\n",
       "      <td>12</td>\n",
       "      <td>http://www.uber.com</td>\n",
       "      <td>Funding Round</td>\n",
       "      <td>NaN</td>\n",
       "      <td>$11,562,450,000</td>\n",
       "      <td>1.2</td>\n",
       "      <td>5001-10000</td>\n",
       "      <td>Transportation, Public Transportation, Mobile ...</td>\n",
       "      <td>03/01/2009</td>\n",
       "      <td>Operating</td>\n",
       "      <td>04/19/2017</td>\n",
       "      <td>$8,812,450,000</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>HubSpot</td>\n",
       "      <td>https://www.crunchbase.com/organization/hubspot</td>\n",
       "      <td>Media and Entertainment, Information Technolog...</td>\n",
       "      <td>Cambridge, Massachusetts, United States</td>\n",
       "      <td>HubSpot develops cloud-based, inbound marketin...</td>\n",
       "      <td>14</td>\n",
       "      <td>http://www.hubspot.com</td>\n",
       "      <td>Series Unknown</td>\n",
       "      <td>$35,000,000</td>\n",
       "      <td>$100,500,000</td>\n",
       "      <td>5.6</td>\n",
       "      <td>501-1000</td>\n",
       "      <td>Analytics, Information Technology, Social Medi...</td>\n",
       "      <td>06/09/2006</td>\n",
       "      <td>IPO</td>\n",
       "      <td>11/10/2012</td>\n",
       "      <td>$100,500,000</td>\n",
       "      <td>$759,000,000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>DJI</td>\n",
       "      <td>https://www.crunchbase.com/organization/dji</td>\n",
       "      <td>Manufacturing, Science and Engineering, Hardwa...</td>\n",
       "      <td>Shenzhen, Guangdong, China</td>\n",
       "      <td>DJI Innovations is a Chinese company that prod...</td>\n",
       "      <td>20</td>\n",
       "      <td>http://www.dji.com/</td>\n",
       "      <td>Series B</td>\n",
       "      <td>$75,000,000</td>\n",
       "      <td>$105,000,000</td>\n",
       "      <td>3.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Manufacturing, Wireless, Consumer Electronics,...</td>\n",
       "      <td>11/06/2006</td>\n",
       "      <td>Operating</td>\n",
       "      <td>05/05/2015</td>\n",
       "      <td>$105,000,000</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  company_name                                   company_name_url  \\\n",
       "0       SpaceX  https://www.crunchbase.com/organization/space-...   \n",
       "1     BuzzFeed   https://www.crunchbase.com/organization/buzzfeed   \n",
       "2         Uber       https://www.crunchbase.com/organization/uber   \n",
       "3      HubSpot    https://www.crunchbase.com/organization/hubspot   \n",
       "4          DJI        https://www.crunchbase.com/organization/dji   \n",
       "\n",
       "                                     category_groups  \\\n",
       "0            Science and Engineering, Transportation   \n",
       "1  Media and Entertainment, Internet Services, Vi...   \n",
       "2             Apps, Software, Transportation, Mobile   \n",
       "3  Media and Entertainment, Information Technolog...   \n",
       "4  Manufacturing, Science and Engineering, Hardwa...   \n",
       "\n",
       "                      headquarters_location  \\\n",
       "0      Hawthorne, California, United States   \n",
       "1         New York, New York, United States   \n",
       "2  San Francisco, California, United States   \n",
       "3   Cambridge, Massachusetts, United States   \n",
       "4                Shenzhen, Guangdong, China   \n",
       "\n",
       "                                         description  crunchbase_rank  \\\n",
       "0  SpaceX designs, manufactures, and launches adv...                6   \n",
       "1  BuzzFeed provides shareable breaking news, ori...               11   \n",
       "2  Uber is a mobile app connecting passengers wit...               12   \n",
       "3  HubSpot develops cloud-based, inbound marketin...               14   \n",
       "4  DJI Innovations is a Chinese company that prod...               20   \n",
       "\n",
       "                   website last_funding_type last_funding_amount  \\\n",
       "0    http://www.spacex.com    Private Equity        $350,000,000   \n",
       "1  http://www.buzzfeed.com          Series G        $200,000,000   \n",
       "2      http://www.uber.com     Funding Round                 NaN   \n",
       "3   http://www.hubspot.com    Series Unknown         $35,000,000   \n",
       "4      http://www.dji.com/          Series B         $75,000,000   \n",
       "\n",
       "  total_funding_amount  trend_score employees_estimate  \\\n",
       "0       $1,495,560,000          0.8          1001-5000   \n",
       "1         $496,300,000         -0.1           501-1000   \n",
       "2      $11,562,450,000          1.2         5001-10000   \n",
       "3         $100,500,000          5.6           501-1000   \n",
       "4         $105,000,000          3.2                NaN   \n",
       "\n",
       "                                          categories founded_date     status  \\\n",
       "0            Space Travel, Aerospace, Transportation   06/01/2002  Operating   \n",
       "1  Internet, News, Video, Digital Entertainment, ...   01/01/2006  Operating   \n",
       "2  Transportation, Public Transportation, Mobile ...   03/01/2009  Operating   \n",
       "3  Analytics, Information Technology, Social Medi...   06/09/2006        IPO   \n",
       "4  Manufacturing, Wireless, Consumer Electronics,...   11/06/2006  Operating   \n",
       "\n",
       "  last_funding_date total_equity_funding_amount valuation_at_ipo  \n",
       "0        07/27/2017              $1,495,560,000              NaN  \n",
       "1        11/18/2016                $496,300,000              NaN  \n",
       "2        04/19/2017              $8,812,450,000              NaN  \n",
       "3        11/10/2012                $100,500,000     $759,000,000  \n",
       "4        05/05/2015                $105,000,000              NaN  "
      ]
     },
     "execution_count": 145,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#fuzzy match name between two tables\n",
    "import difflib \n",
    "\n",
    "def closestName(company_name):\n",
    "    matches = difflib.get_close_matches(company_name, data['company_name'])\n",
    "    if len(matches) > 0:\n",
    "        return matches[0]\n",
    "    return company_name\n",
    "\n",
    "#startups['company_name'] = startups['company_name'].apply(lambda x: closestName(x))\n",
    "startups.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1658, 20)"
      ]
     },
     "execution_count": 146,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.merge(data, startups, on = 'company_name', how='inner')\n",
    "data.drop('employees_estimate', axis=1, inplace=True)\n",
    "data = data.drop_duplicates(subset=['company_name'], keep='first')\n",
    "data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 147,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>company_name</th>\n",
       "      <th>num_employees</th>\n",
       "      <th>past_companies</th>\n",
       "      <th>past_schools</th>\n",
       "      <th>company_name_url</th>\n",
       "      <th>category_groups</th>\n",
       "      <th>headquarters_location</th>\n",
       "      <th>description</th>\n",
       "      <th>crunchbase_rank</th>\n",
       "      <th>website</th>\n",
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       "      <th>total_funding_amount</th>\n",
       "      <th>trend_score</th>\n",
       "      <th>categories</th>\n",
       "      <th>founded_date</th>\n",
       "      <th>status</th>\n",
       "      <th>last_funding_date</th>\n",
       "      <th>total_equity_funding_amount</th>\n",
       "      <th>valuation_at_ipo</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1717</th>\n",
       "      <td>GoFundMe</td>\n",
       "      <td>309</td>\n",
       "      <td>GoFundMe, Crowdrise, LinkedIn, University of C...</td>\n",
       "      <td>San Diego State University, University of Cali...</td>\n",
       "      <td>https://crunchbase.com/organization/gofundme</td>\n",
       "      <td>Events, Financial Services, Lending and Invest...</td>\n",
       "      <td>San Diego, California, United States</td>\n",
       "      <td>GoFundMe is a crowdfunding platform enabling p...</td>\n",
       "      <td>16906</td>\n",
       "      <td>http://www.gofundme.com</td>\n",
       "      <td>Series A</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.2</td>\n",
       "      <td>Angel Investment, Crowdfunding, Events</td>\n",
       "      <td>2008</td>\n",
       "      <td>Early Stage Venture</td>\n",
       "      <td>07/02/2015</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1727</th>\n",
       "      <td>Socotra</td>\n",
       "      <td>47</td>\n",
       "      <td>Palantir Technologies, Stanford University, Ci...</td>\n",
       "      <td>University of California Berkeley, Stanford Un...</td>\n",
       "      <td>https://crunchbase.com/organization/socotra</td>\n",
       "      <td>Financial Services, Software</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Socotra is the next-generation technology plat...</td>\n",
       "      <td>59306</td>\n",
       "      <td>https://www.socotra.com</td>\n",
       "      <td>Seed</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.6</td>\n",
       "      <td>Enterprise Software, Insurance, SaaS</td>\n",
       "      <td>2014</td>\n",
       "      <td>Seed</td>\n",
       "      <td>10/01/2014</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1729</th>\n",
       "      <td>Anduril</td>\n",
       "      <td>7</td>\n",
       "      <td>Palantir Technologies, Oculus VR, Mithril Capi...</td>\n",
       "      <td>Stanford University, Cornell University, Unive...</td>\n",
       "      <td>https://crunchbase.com/organization/anduril-in...</td>\n",
       "      <td>Hardware, Science and Engineering, Software</td>\n",
       "      <td>Orange, California, United States</td>\n",
       "      <td>Anduril Industries is reigniting innovation in...</td>\n",
       "      <td>55602</td>\n",
       "      <td>https://www.anduril.com/</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.2</td>\n",
       "      <td>Aerospace, Computer Vision, Robotics, Sensor, ...</td>\n",
       "      <td>2017</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     company_name  num_employees  \\\n",
       "1717     GoFundMe            309   \n",
       "1727      Socotra             47   \n",
       "1729      Anduril              7   \n",
       "\n",
       "                                         past_companies  \\\n",
       "1717  GoFundMe, Crowdrise, LinkedIn, University of C...   \n",
       "1727  Palantir Technologies, Stanford University, Ci...   \n",
       "1729  Palantir Technologies, Oculus VR, Mithril Capi...   \n",
       "\n",
       "                                           past_schools  \\\n",
       "1717  San Diego State University, University of Cali...   \n",
       "1727  University of California Berkeley, Stanford Un...   \n",
       "1729  Stanford University, Cornell University, Unive...   \n",
       "\n",
       "                                       company_name_url  \\\n",
       "1717       https://crunchbase.com/organization/gofundme   \n",
       "1727        https://crunchbase.com/organization/socotra   \n",
       "1729  https://crunchbase.com/organization/anduril-in...   \n",
       "\n",
       "                                        category_groups  \\\n",
       "1717  Events, Financial Services, Lending and Invest...   \n",
       "1727                       Financial Services, Software   \n",
       "1729        Hardware, Science and Engineering, Software   \n",
       "\n",
       "                         headquarters_location  \\\n",
       "1717      San Diego, California, United States   \n",
       "1727  San Francisco, California, United States   \n",
       "1729         Orange, California, United States   \n",
       "\n",
       "                                            description  crunchbase_rank  \\\n",
       "1717  GoFundMe is a crowdfunding platform enabling p...            16906   \n",
       "1727  Socotra is the next-generation technology plat...            59306   \n",
       "1729  Anduril Industries is reigniting innovation in...            55602   \n",
       "\n",
       "                       website last_funding_type last_funding_amount  \\\n",
       "1717   http://www.gofundme.com          Series A                 NaN   \n",
       "1727   https://www.socotra.com              Seed                 NaN   \n",
       "1729  https://www.anduril.com/               NaN                 NaN   \n",
       "\n",
       "     total_funding_amount  trend_score  \\\n",
       "1717                  NaN          5.2   \n",
       "1727                  NaN          0.6   \n",
       "1729                  NaN          9.2   \n",
       "\n",
       "                                             categories founded_date  \\\n",
       "1717             Angel Investment, Crowdfunding, Events         2008   \n",
       "1727               Enterprise Software, Insurance, SaaS         2014   \n",
       "1729  Aerospace, Computer Vision, Robotics, Sensor, ...         2017   \n",
       "\n",
       "                   status last_funding_date total_equity_funding_amount  \\\n",
       "1717  Early Stage Venture        07/02/2015                         NaN   \n",
       "1727                 Seed        10/01/2014                         NaN   \n",
       "1729                  NaN               NaN                         NaN   \n",
       "\n",
       "     valuation_at_ipo  \n",
       "1717              NaN  \n",
       "1727              NaN  \n",
       "1729              NaN  "
      ]
     },
     "execution_count": 147,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[pd.isnull(data['total_funding_amount'])]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 148,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1655, 20)"
      ]
     },
     "execution_count": 148,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#data = data[pd.notnull(data['last_funding_amount'])]\n",
    "data = data[pd.notnull(data['total_funding_amount'])]\n",
    "data['last_funding_amount'].fillna(0)\n",
    "#data = data[data['last_funding_amount'].str.startswith('$')]\n",
    "data = data[data['total_funding_amount'].str.startswith('$')]\n",
    "data['total_equity_funding_amount'] = data['total_equity_funding_amount'].replace('[\\$,]', '', regex=True).astype(int)\n",
    "#data['last_funding_amount'] = data['last_funding_amount'].replace('[\\$,]', '', regex=True).astype(int)\n",
    "data['total_funding_amount'] = data['total_funding_amount'].replace('[\\$,]', '', regex=True).astype(int)\n",
    "data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 149,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
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       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Sourcegraph</td>\n",
       "      <td>21</td>\n",
       "      <td>Google, Stanford University, LinkedIn, Bain &amp; ...</td>\n",
       "      <td>Stanford University, Emerson College, Vanderbi...</td>\n",
       "      <td>https://crunchbase.com/organization/sourcegraph</td>\n",
       "      <td>Software</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Sourcegraph is creating the best way to read a...</td>\n",
       "      <td>4432</td>\n",
       "      <td>https://sourcegraph.com</td>\n",
       "      <td>Series A</td>\n",
       "      <td>$20,000,000</td>\n",
       "      <td>20000000</td>\n",
       "      <td>9.4</td>\n",
       "      <td>Developer Tools, Enterprise Software, Software</td>\n",
       "      <td>2013</td>\n",
       "      <td>Early Stage Venture</td>\n",
       "      <td>10/06/2017</td>\n",
       "      <td>20000000</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   company_name  num_employees  \\\n",
       "13  Sourcegraph             21   \n",
       "\n",
       "                                       past_companies  \\\n",
       "13  Google, Stanford University, LinkedIn, Bain & ...   \n",
       "\n",
       "                                         past_schools  \\\n",
       "13  Stanford University, Emerson College, Vanderbi...   \n",
       "\n",
       "                                   company_name_url category_groups  \\\n",
       "13  https://crunchbase.com/organization/sourcegraph        Software   \n",
       "\n",
       "                       headquarters_location  \\\n",
       "13  San Francisco, California, United States   \n",
       "\n",
       "                                          description  crunchbase_rank  \\\n",
       "13  Sourcegraph is creating the best way to read a...             4432   \n",
       "\n",
       "                    website last_funding_type last_funding_amount  \\\n",
       "13  https://sourcegraph.com          Series A         $20,000,000   \n",
       "\n",
       "    total_funding_amount  trend_score  \\\n",
       "13              20000000          9.4   \n",
       "\n",
       "                                        categories founded_date  \\\n",
       "13  Developer Tools, Enterprise Software, Software         2013   \n",
       "\n",
       "                 status last_funding_date  total_equity_funding_amount  \\\n",
       "13  Early Stage Venture        10/06/2017                     20000000   \n",
       "\n",
       "   valuation_at_ipo  \n",
       "13              NaN  "
      ]
     },
     "execution_count": 149,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[data.company_name.str.contains('Sourcegraph', na=False)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 150,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>company_name</th>\n",
       "      <th>num_employees</th>\n",
       "      <th>past_companies</th>\n",
       "      <th>past_schools</th>\n",
       "      <th>company_name_url</th>\n",
       "      <th>category_groups</th>\n",
       "      <th>headquarters_location</th>\n",
       "      <th>description</th>\n",
       "      <th>crunchbase_rank</th>\n",
       "      <th>website</th>\n",
       "      <th>...</th>\n",
       "      <th>last_funding_amount</th>\n",
       "      <th>total_funding_amount</th>\n",
       "      <th>trend_score</th>\n",
       "      <th>categories</th>\n",
       "      <th>founded_date</th>\n",
       "      <th>status</th>\n",
       "      <th>last_funding_date</th>\n",
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       "      <th>valuation_at_ipo</th>\n",
       "      <th>time_since_last_funding</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Affirm</td>\n",
       "      <td>302</td>\n",
       "      <td>Google, Affirm Inc., LinkedIn, Stanford Univer...</td>\n",
       "      <td>Stanford University, University of California ...</td>\n",
       "      <td>https://www.crunchbase.com/organization/affirm</td>\n",
       "      <td>Payments, Financial Services, Lending and Inve...</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Affirm, a financial technology services compan...</td>\n",
       "      <td>15903</td>\n",
       "      <td>https://affirm.com</td>\n",
       "      <td>...</td>\n",
       "      <td>$200,000,000</td>\n",
       "      <td>720000000</td>\n",
       "      <td>-1.7</td>\n",
       "      <td>Consumer Lending, FinTech, Financial Services,...</td>\n",
       "      <td>01/01/2012</td>\n",
       "      <td>Operating</td>\n",
       "      <td>11/12/2017</td>\n",
       "      <td>620000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Flexport</td>\n",
       "      <td>446</td>\n",
       "      <td>Flexport, Kuehne + Nagel, Damco, EY, Deloitte</td>\n",
       "      <td>University of California Berkeley, Stanford Un...</td>\n",
       "      <td>https://www.crunchbase.com/organization/flexport</td>\n",
       "      <td>Transportation</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Flexport is a platform for global trade. The c...</td>\n",
       "      <td>26670</td>\n",
       "      <td>https://www.flexport.com/</td>\n",
       "      <td>...</td>\n",
       "      <td>$110,000,000</td>\n",
       "      <td>204000000</td>\n",
       "      <td>-2.9</td>\n",
       "      <td>Supply Chain Management, Shipping, Logistics</td>\n",
       "      <td>03/01/2013</td>\n",
       "      <td>Operating</td>\n",
       "      <td>9/21/2017</td>\n",
       "      <td>204000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.30</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "  company_name  num_employees  \\\n",
       "0       Affirm            302   \n",
       "1     Flexport            446   \n",
       "\n",
       "                                      past_companies  \\\n",
       "0  Google, Affirm Inc., LinkedIn, Stanford Univer...   \n",
       "1      Flexport, Kuehne + Nagel, Damco, EY, Deloitte   \n",
       "\n",
       "                                        past_schools  \\\n",
       "0  Stanford University, University of California ...   \n",
       "1  University of California Berkeley, Stanford Un...   \n",
       "\n",
       "                                   company_name_url  \\\n",
       "0    https://www.crunchbase.com/organization/affirm   \n",
       "1  https://www.crunchbase.com/organization/flexport   \n",
       "\n",
       "                                     category_groups  \\\n",
       "0  Payments, Financial Services, Lending and Inve...   \n",
       "1                                     Transportation   \n",
       "\n",
       "                      headquarters_location  \\\n",
       "0  San Francisco, California, United States   \n",
       "1  San Francisco, California, United States   \n",
       "\n",
       "                                         description  crunchbase_rank  \\\n",
       "0  Affirm, a financial technology services compan...            15903   \n",
       "1  Flexport is a platform for global trade. The c...            26670   \n",
       "\n",
       "                     website           ...           last_funding_amount  \\\n",
       "0         https://affirm.com           ...                  $200,000,000   \n",
       "1  https://www.flexport.com/           ...                  $110,000,000   \n",
       "\n",
       "  total_funding_amount  trend_score  \\\n",
       "0            720000000         -1.7   \n",
       "1            204000000         -2.9   \n",
       "\n",
       "                                          categories founded_date     status  \\\n",
       "0  Consumer Lending, FinTech, Financial Services,...   01/01/2012  Operating   \n",
       "1       Supply Chain Management, Shipping, Logistics   03/01/2013  Operating   \n",
       "\n",
       "  last_funding_date total_equity_funding_amount  valuation_at_ipo  \\\n",
       "0        11/12/2017                   620000000               NaN   \n",
       "1         9/21/2017                   204000000               NaN   \n",
       "\n",
       "  time_since_last_funding  \n",
       "0                    0.16  \n",
       "1                    0.30  \n",
       "\n",
       "[2 rows x 21 columns]"
      ]
     },
     "execution_count": 150,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['time_since_last_funding'] = data['last_funding_date'].apply(lambda x: yearsFromDate(str(x)))\n",
    "data.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 151,
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>SpaceX</td>\n",
       "      <td>4602</td>\n",
       "      <td>SpaceX, Boeing, US Navy, United States Air For...</td>\n",
       "      <td>University of Southern California, Embry-Riddl...</td>\n",
       "      <td>https://www.crunchbase.com/organization/space-...</td>\n",
       "      <td>Science and Engineering, Transportation</td>\n",
       "      <td>Hawthorne, California, United States</td>\n",
       "      <td>SpaceX designs, manufactures, and launches adv...</td>\n",
       "      <td>6</td>\n",
       "      <td>http://www.spacex.com</td>\n",
       "      <td>...</td>\n",
       "      <td>$350,000,000</td>\n",
       "      <td>1495560000</td>\n",
       "      <td>0.8</td>\n",
       "      <td>Space Travel, Aerospace, Transportation</td>\n",
       "      <td>06/01/2002</td>\n",
       "      <td>Operating</td>\n",
       "      <td>07/27/2017</td>\n",
       "      <td>1495560000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1693</th>\n",
       "      <td>Tesla</td>\n",
       "      <td>16828</td>\n",
       "      <td>Tesla, SolarCity, Apple, Ford Motor Company, U...</td>\n",
       "      <td>San Jose State University, University of Calif...</td>\n",
       "      <td>https://crunchbase.com/organization/tesla-motors</td>\n",
       "      <td>Consumer Electronics, Hardware, Transportation</td>\n",
       "      <td>Palo Alto, California, United States</td>\n",
       "      <td>Tesla Motors accelerate the transition to elec...</td>\n",
       "      <td>7</td>\n",
       "      <td>https://www.tesla.com/</td>\n",
       "      <td>...</td>\n",
       "      <td>$1,700,000,000</td>\n",
       "      <td>12002467530</td>\n",
       "      <td>5.4</td>\n",
       "      <td>Automotive, Electronics, Innovation Management</td>\n",
       "      <td>Jan 1, 2003</td>\n",
       "      <td>IPO</td>\n",
       "      <td>03/28/2017</td>\n",
       "      <td>6097300000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.78</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     company_name  num_employees  \\\n",
       "15         SpaceX           4602   \n",
       "1693        Tesla          16828   \n",
       "\n",
       "                                         past_companies  \\\n",
       "15    SpaceX, Boeing, US Navy, United States Air For...   \n",
       "1693  Tesla, SolarCity, Apple, Ford Motor Company, U...   \n",
       "\n",
       "                                           past_schools  \\\n",
       "15    University of Southern California, Embry-Riddl...   \n",
       "1693  San Jose State University, University of Calif...   \n",
       "\n",
       "                                       company_name_url  \\\n",
       "15    https://www.crunchbase.com/organization/space-...   \n",
       "1693   https://crunchbase.com/organization/tesla-motors   \n",
       "\n",
       "                                     category_groups  \\\n",
       "15           Science and Engineering, Transportation   \n",
       "1693  Consumer Electronics, Hardware, Transportation   \n",
       "\n",
       "                     headquarters_location  \\\n",
       "15    Hawthorne, California, United States   \n",
       "1693  Palo Alto, California, United States   \n",
       "\n",
       "                                            description  crunchbase_rank  \\\n",
       "15    SpaceX designs, manufactures, and launches adv...                6   \n",
       "1693  Tesla Motors accelerate the transition to elec...                7   \n",
       "\n",
       "                     website           ...           last_funding_amount  \\\n",
       "15     http://www.spacex.com           ...                  $350,000,000   \n",
       "1693  https://www.tesla.com/           ...                $1,700,000,000   \n",
       "\n",
       "     total_funding_amount  trend_score  \\\n",
       "15             1495560000          0.8   \n",
       "1693          12002467530          5.4   \n",
       "\n",
       "                                          categories founded_date     status  \\\n",
       "15           Space Travel, Aerospace, Transportation   06/01/2002  Operating   \n",
       "1693  Automotive, Electronics, Innovation Management  Jan 1, 2003        IPO   \n",
       "\n",
       "     last_funding_date total_equity_funding_amount  valuation_at_ipo  \\\n",
       "15          07/27/2017                  1495560000               NaN   \n",
       "1693        03/28/2017                  6097300000               NaN   \n",
       "\n",
       "     time_since_last_funding  \n",
       "15                      0.45  \n",
       "1693                    0.78  \n",
       "\n",
       "[2 rows x 21 columns]"
      ]
     },
     "execution_count": 151,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.sort_values('crunchbase_rank').head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 152,
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       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Coinbase</td>\n",
       "      <td>183</td>\n",
       "      <td>Coinbase, Bain &amp; Company, Google, Guidewire So...</td>\n",
       "      <td>University of California Berkeley, Duke Univer...</td>\n",
       "      <td>https://www.crunchbase.com/organization/coinbase</td>\n",
       "      <td>Commerce and Shopping, Software, Payments, Fin...</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Coinbase is a digital currency wallet service ...</td>\n",
       "      <td>58</td>\n",
       "      <td>https://www.coinbase.com</td>\n",
       "      <td>...</td>\n",
       "      <td>$100,000,000</td>\n",
       "      <td>217209590</td>\n",
       "      <td>-2.4</td>\n",
       "      <td>E-Commerce, Personal Finance, FinTech, Cryptoc...</td>\n",
       "      <td>06/01/2012</td>\n",
       "      <td>Operating</td>\n",
       "      <td>08/10/2017</td>\n",
       "      <td>217209590</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>Klarna</td>\n",
       "      <td>1270</td>\n",
       "      <td>Klarna, Ericsson, American Express, SEB, Nordn...</td>\n",
       "      <td>Stockholm University, KTH Royal Institute of T...</td>\n",
       "      <td>https://www.crunchbase.com/organization/klarna</td>\n",
       "      <td>Commerce and Shopping, Payments, Financial Ser...</td>\n",
       "      <td>Stockholm, Stockholms Lan, Sweden</td>\n",
       "      <td>Klarna provides e-commerce payment solutions f...</td>\n",
       "      <td>80</td>\n",
       "      <td>http://www.klarna.com</td>\n",
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       "      <td>$225,000,000</td>\n",
       "      <td>636846585</td>\n",
       "      <td>-2.1</td>\n",
       "      <td>Payments, FinTech, Financial Services, E-Commerce</td>\n",
       "      <td>02/01/2005</td>\n",
       "      <td>Operating</td>\n",
       "      <td>07/21/2017</td>\n",
       "      <td>601443112</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.47</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   company_name  num_employees  \\\n",
       "38     Coinbase            183   \n",
       "43       Klarna           1270   \n",
       "\n",
       "                                       past_companies  \\\n",
       "38  Coinbase, Bain & Company, Google, Guidewire So...   \n",
       "43  Klarna, Ericsson, American Express, SEB, Nordn...   \n",
       "\n",
       "                                         past_schools  \\\n",
       "38  University of California Berkeley, Duke Univer...   \n",
       "43  Stockholm University, KTH Royal Institute of T...   \n",
       "\n",
       "                                    company_name_url  \\\n",
       "38  https://www.crunchbase.com/organization/coinbase   \n",
       "43    https://www.crunchbase.com/organization/klarna   \n",
       "\n",
       "                                      category_groups  \\\n",
       "38  Commerce and Shopping, Software, Payments, Fin...   \n",
       "43  Commerce and Shopping, Payments, Financial Ser...   \n",
       "\n",
       "                       headquarters_location  \\\n",
       "38  San Francisco, California, United States   \n",
       "43         Stockholm, Stockholms Lan, Sweden   \n",
       "\n",
       "                                          description  crunchbase_rank  \\\n",
       "38  Coinbase is a digital currency wallet service ...               58   \n",
       "43  Klarna provides e-commerce payment solutions f...               80   \n",
       "\n",
       "                     website           ...           last_funding_amount  \\\n",
       "38  https://www.coinbase.com           ...                  $100,000,000   \n",
       "43     http://www.klarna.com           ...                  $225,000,000   \n",
       "\n",
       "   total_funding_amount  trend_score  \\\n",
       "38            217209590         -2.4   \n",
       "43            636846585         -2.1   \n",
       "\n",
       "                                           categories founded_date     status  \\\n",
       "38  E-Commerce, Personal Finance, FinTech, Cryptoc...   06/01/2012  Operating   \n",
       "43  Payments, FinTech, Financial Services, E-Commerce   02/01/2005  Operating   \n",
       "\n",
       "   last_funding_date total_equity_funding_amount  valuation_at_ipo  \\\n",
       "38        08/10/2017                   217209590               NaN   \n",
       "43        07/21/2017                   601443112               NaN   \n",
       "\n",
       "   time_since_last_funding  \n",
       "38                    0.41  \n",
       "43                    0.47  \n",
       "\n",
       "[2 rows x 21 columns]"
      ]
     },
     "execution_count": 152,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "finance_fields = ['Finance', 'Financial Services', 'FinTech']\n",
    "fintech_startups = data[data.categories.str.contains('|'.join(finance_fields), na=False)]\n",
    "fintech_startups.sort_values('crunchbase_rank').head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 153,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
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       "      <th>company_name</th>\n",
       "      <th>num_employees</th>\n",
       "      <th>past_companies</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Affirm</td>\n",
       "      <td>302</td>\n",
       "      <td>Google, Affirm Inc., LinkedIn, Stanford Univer...</td>\n",
       "      <td>Stanford University, University of California ...</td>\n",
       "      <td>https://www.crunchbase.com/organization/affirm</td>\n",
       "      <td>Payments, Financial Services, Lending and Inve...</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Affirm, a financial technology services compan...</td>\n",
       "      <td>15903</td>\n",
       "      <td>https://affirm.com</td>\n",
       "      <td>...</td>\n",
       "      <td>$200,000,000</td>\n",
       "      <td>720000000</td>\n",
       "      <td>-1.7</td>\n",
       "      <td>Consumer Lending, FinTech, Financial Services,...</td>\n",
       "      <td>01/01/2012</td>\n",
       "      <td>Operating</td>\n",
       "      <td>11/12/2017</td>\n",
       "      <td>620000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Blend</td>\n",
       "      <td>260</td>\n",
       "      <td>Blend, Palantir Technologies, Salesforce, Pand...</td>\n",
       "      <td>Stanford University, University of California ...</td>\n",
       "      <td>https://www.crunchbase.com/organization/blend-...</td>\n",
       "      <td>Real Estate, Financial Services</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Blend's technology empowers top mortgage lende...</td>\n",
       "      <td>179</td>\n",
       "      <td>https://www.blend.com</td>\n",
       "      <td>...</td>\n",
       "      <td>$100,000,000</td>\n",
       "      <td>160000000</td>\n",
       "      <td>8.3</td>\n",
       "      <td>FinTech, Financial Services, Home Services, En...</td>\n",
       "      <td>05/01/2012</td>\n",
       "      <td>Operating</td>\n",
       "      <td>08/24/2017</td>\n",
       "      <td>160000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>Wealthfront</td>\n",
       "      <td>164</td>\n",
       "      <td>Wealthfront Inc., Stanford University, Goldman...</td>\n",
       "      <td>Stanford University, University of California ...</td>\n",
       "      <td>https://www.crunchbase.com/organization/wealth...</td>\n",
       "      <td>Financial Services, Lending and Investments</td>\n",
       "      <td>Redwood City, California, United States</td>\n",
       "      <td>Wealthfront is the largest and fastest growing...</td>\n",
       "      <td>210</td>\n",
       "      <td>http://wealthfront.com</td>\n",
       "      <td>...</td>\n",
       "      <td>$64,000,000</td>\n",
       "      <td>129500000</td>\n",
       "      <td>-1.3</td>\n",
       "      <td>FinTech, Financial Services, Stock Exchanges, ...</td>\n",
       "      <td>01/01/2008</td>\n",
       "      <td>Operating</td>\n",
       "      <td>10/27/2014</td>\n",
       "      <td>129500000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>AngelList</td>\n",
       "      <td>137</td>\n",
       "      <td>Microsoft, eBay, Voxbone, Google, Dropbox</td>\n",
       "      <td>Stanford University, University of California ...</td>\n",
       "      <td>https://www.crunchbase.com/organization/angellist</td>\n",
       "      <td>Professional Services, Financial Services</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>AngelList is a U.S. website for startups, ange...</td>\n",
       "      <td>434</td>\n",
       "      <td>http://angel.co</td>\n",
       "      <td>...</td>\n",
       "      <td>$2,100,000</td>\n",
       "      <td>26200000</td>\n",
       "      <td>-5.6</td>\n",
       "      <td>Recruiting, Finance</td>\n",
       "      <td>01/01/2010</td>\n",
       "      <td>Operating</td>\n",
       "      <td>03/09/2015</td>\n",
       "      <td>26200000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>Addepar</td>\n",
       "      <td>272</td>\n",
       "      <td>Addepar, SS&amp;C Advent, Bridgewater Associates, ...</td>\n",
       "      <td>Stanford University, University of California ...</td>\n",
       "      <td>https://www.crunchbase.com/organization/addepar</td>\n",
       "      <td>Financial Services</td>\n",
       "      <td>Mountain View, California, United States</td>\n",
       "      <td>Addepar is an investment management platform f...</td>\n",
       "      <td>457</td>\n",
       "      <td>https://addepar.com</td>\n",
       "      <td>...</td>\n",
       "      <td>$140,000,000</td>\n",
       "      <td>205839694</td>\n",
       "      <td>-3.5</td>\n",
       "      <td>FinTech, Finance, SaaS</td>\n",
       "      <td>01/01/2009</td>\n",
       "      <td>Operating</td>\n",
       "      <td>06/08/2017</td>\n",
       "      <td>205839694</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.59</td>\n",
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       "</div>"
      ],
      "text/plain": [
       "    company_name  num_employees  \\\n",
       "0         Affirm            302   \n",
       "4          Blend            260   \n",
       "80   Wealthfront            164   \n",
       "137    AngelList            137   \n",
       "147      Addepar            272   \n",
       "\n",
       "                                        past_companies  \\\n",
       "0    Google, Affirm Inc., LinkedIn, Stanford Univer...   \n",
       "4    Blend, Palantir Technologies, Salesforce, Pand...   \n",
       "80   Wealthfront Inc., Stanford University, Goldman...   \n",
       "137          Microsoft, eBay, Voxbone, Google, Dropbox   \n",
       "147  Addepar, SS&C Advent, Bridgewater Associates, ...   \n",
       "\n",
       "                                          past_schools  \\\n",
       "0    Stanford University, University of California ...   \n",
       "4    Stanford University, University of California ...   \n",
       "80   Stanford University, University of California ...   \n",
       "137  Stanford University, University of California ...   \n",
       "147  Stanford University, University of California ...   \n",
       "\n",
       "                                      company_name_url  \\\n",
       "0       https://www.crunchbase.com/organization/affirm   \n",
       "4    https://www.crunchbase.com/organization/blend-...   \n",
       "80   https://www.crunchbase.com/organization/wealth...   \n",
       "137  https://www.crunchbase.com/organization/angellist   \n",
       "147    https://www.crunchbase.com/organization/addepar   \n",
       "\n",
       "                                       category_groups  \\\n",
       "0    Payments, Financial Services, Lending and Inve...   \n",
       "4                      Real Estate, Financial Services   \n",
       "80         Financial Services, Lending and Investments   \n",
       "137          Professional Services, Financial Services   \n",
       "147                                 Financial Services   \n",
       "\n",
       "                        headquarters_location  \\\n",
       "0    San Francisco, California, United States   \n",
       "4    San Francisco, California, United States   \n",
       "80    Redwood City, California, United States   \n",
       "137  San Francisco, California, United States   \n",
       "147  Mountain View, California, United States   \n",
       "\n",
       "                                           description  crunchbase_rank  \\\n",
       "0    Affirm, a financial technology services compan...            15903   \n",
       "4    Blend's technology empowers top mortgage lende...              179   \n",
       "80   Wealthfront is the largest and fastest growing...              210   \n",
       "137  AngelList is a U.S. website for startups, ange...              434   \n",
       "147  Addepar is an investment management platform f...              457   \n",
       "\n",
       "                    website           ...           last_funding_amount  \\\n",
       "0        https://affirm.com           ...                  $200,000,000   \n",
       "4     https://www.blend.com           ...                  $100,000,000   \n",
       "80   http://wealthfront.com           ...                   $64,000,000   \n",
       "137         http://angel.co           ...                    $2,100,000   \n",
       "147     https://addepar.com           ...                  $140,000,000   \n",
       "\n",
       "    total_funding_amount  trend_score  \\\n",
       "0              720000000         -1.7   \n",
       "4              160000000          8.3   \n",
       "80             129500000         -1.3   \n",
       "137             26200000         -5.6   \n",
       "147            205839694         -3.5   \n",
       "\n",
       "                                            categories founded_date  \\\n",
       "0    Consumer Lending, FinTech, Financial Services,...   01/01/2012   \n",
       "4    FinTech, Financial Services, Home Services, En...   05/01/2012   \n",
       "80   FinTech, Financial Services, Stock Exchanges, ...   01/01/2008   \n",
       "137                                Recruiting, Finance   01/01/2010   \n",
       "147                             FinTech, Finance, SaaS   01/01/2009   \n",
       "\n",
       "        status last_funding_date total_equity_funding_amount  \\\n",
       "0    Operating        11/12/2017                   620000000   \n",
       "4    Operating        08/24/2017                   160000000   \n",
       "80   Operating        10/27/2014                   129500000   \n",
       "137  Operating        03/09/2015                    26200000   \n",
       "147  Operating        06/08/2017                   205839694   \n",
       "\n",
       "     valuation_at_ipo time_since_last_funding  \n",
       "0                 NaN                    0.16  \n",
       "4                 NaN                    0.38  \n",
       "80                NaN                    3.20  \n",
       "137               NaN                    2.84  \n",
       "147               NaN                    0.59  \n",
       "\n",
       "[5 rows x 21 columns]"
      ]
     },
     "execution_count": 153,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stanford_fintech = fintech_startups[fintech_startups.past_schools.map(lambda x: 'Stanford University' in x.split(',')[0])]\n",
    "stanford_fintech.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 154,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(30, 21)"
      ]
     },
     "execution_count": 154,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stanford_seriesA = data[data.last_funding_type == 'Series A']\n",
    "stanford_seriesA = stanford_seriesA[stanford_seriesA.past_schools.map(lambda x: 'Stanford University' in x.split(',')[0])]\n",
    "stanford_seriesA.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 155,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
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       "      <th>79</th>\n",
       "      <td>AltspaceVR</td>\n",
       "      <td>38</td>\n",
       "      <td>Microsoft, Maastricht University, Adobe, Green...</td>\n",
       "      <td>Stanford University, University of Southern Ca...</td>\n",
       "      <td>https://www.crunchbase.com/organization/qualia3d</td>\n",
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       "      <td>AltspaceVR is a virtual reality software company.</td>\n",
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       "      <td>8.2</td>\n",
       "      <td>Virtualization, Virtual Reality, Digital Media</td>\n",
       "      <td>01/01/2013</td>\n",
       "      <td>Operating</td>\n",
       "      <td>07/29/2015</td>\n",
       "      <td>15700000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.45</td>\n",
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       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>Freenome</td>\n",
       "      <td>32</td>\n",
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       "      <td>https://www.crunchbase.com/organization/freenome</td>\n",
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       "      <td>South San Francisco, California, United States</td>\n",
       "      <td>Freenome is a platform that helps design healt...</td>\n",
       "      <td>467</td>\n",
       "      <td>http://www.freenome.com</td>\n",
       "      <td>...</td>\n",
       "      <td>$7,000,000</td>\n",
       "      <td>77550000</td>\n",
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       "      <td>08/28/2017</td>\n",
       "      <td>77550000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.36</td>\n",
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      "text/plain": [
       "    company_name  num_employees  \\\n",
       "79    AltspaceVR             38   \n",
       "150     Freenome             32   \n",
       "\n",
       "                                        past_companies  \\\n",
       "79   Microsoft, Maastricht University, Adobe, Green...   \n",
       "150  Counsyl, Stanford University, Syracuse Univers...   \n",
       "\n",
       "                                          past_schools  \\\n",
       "79   Stanford University, University of Southern Ca...   \n",
       "150  Stanford University, Northwestern University, ...   \n",
       "\n",
       "                                     company_name_url  \\\n",
       "79   https://www.crunchbase.com/organization/qualia3d   \n",
       "150  https://www.crunchbase.com/organization/freenome   \n",
       "\n",
       "                                       category_groups  \\\n",
       "79   Hardware, Media and Entertainment, Information...   \n",
       "150  Biotechnology, Science and Engineering, Health...   \n",
       "\n",
       "                              headquarters_location  \\\n",
       "79          Redwood City, California, United States   \n",
       "150  South San Francisco, California, United States   \n",
       "\n",
       "                                           description  crunchbase_rank  \\\n",
       "79   AltspaceVR is a virtual reality software company.              206   \n",
       "150  Freenome is a platform that helps design healt...              467   \n",
       "\n",
       "                     website           ...           last_funding_amount  \\\n",
       "79         http://altvr.com/           ...                   $10,300,000   \n",
       "150  http://www.freenome.com           ...                    $7,000,000   \n",
       "\n",
       "    total_funding_amount  trend_score  \\\n",
       "79              15700000          8.2   \n",
       "150             77550000          6.6   \n",
       "\n",
       "                                            categories founded_date  \\\n",
       "79      Virtualization, Virtual Reality, Digital Media   01/01/2013   \n",
       "150  Health Care, Health Diagnostics, Personal Heal...   01/01/2015   \n",
       "\n",
       "        status last_funding_date total_equity_funding_amount  \\\n",
       "79   Operating        07/29/2015                    15700000   \n",
       "150  Operating        08/28/2017                    77550000   \n",
       "\n",
       "     valuation_at_ipo time_since_last_funding  \n",
       "79                NaN                    2.45  \n",
       "150               NaN                    0.36  \n",
       "\n",
       "[2 rows x 21 columns]"
      ]
     },
     "execution_count": 155,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stanford_seriesA.sort_values('crunchbase_rank').head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 156,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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       "      <td>Carta, PwC, Santa Clara University, Silicon Va...</td>\n",
       "      <td>Santa Clara University, University of Californ...</td>\n",
       "      <td>https://crunchbase.com/organization/eshares</td>\n",
       "      <td>Financial Services, Internet Services, Software</td>\n",
       "      <td>Palo Alto, California, United States</td>\n",
       "      <td>Carta is a network of companies, investors, an...</td>\n",
       "      <td>982</td>\n",
       "      <td>http://carta.com</td>\n",
       "      <td>Series C</td>\n",
       "      <td>$42,000,000</td>\n",
       "      <td>67800000</td>\n",
       "      <td>7.2</td>\n",
       "      <td>Enterprise Software, FinTech, Finance, Internet</td>\n",
       "      <td>2012</td>\n",
       "      <td>10/11/2017</td>\n",
       "      <td>67800000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1732</th>\n",
       "      <td>Atrium LTS</td>\n",
       "      <td>16</td>\n",
       "      <td>Rockman Et Al, Yahoo! Inc., Massachusetts Inst...</td>\n",
       "      <td>University of California Berkeley, Columbia Un...</td>\n",
       "      <td>https://www.crunchbase.com/organization/atrium...</td>\n",
       "      <td>Software, Professional Services</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Atrium is building legal tools</td>\n",
       "      <td>37975</td>\n",
       "      <td>https://www.atriumlts.com</td>\n",
       "      <td>Series A</td>\n",
       "      <td>$10,500,000</td>\n",
       "      <td>10500000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Consulting, Legal, Software</td>\n",
       "      <td>NaN</td>\n",
       "      <td>06/15/2017</td>\n",
       "      <td>10500000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.57</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     company_name  num_employees  \\\n",
       "1731        Carta            297   \n",
       "1732   Atrium LTS             16   \n",
       "\n",
       "                                         past_companies  \\\n",
       "1731  Carta, PwC, Santa Clara University, Silicon Va...   \n",
       "1732  Rockman Et Al, Yahoo! Inc., Massachusetts Inst...   \n",
       "\n",
       "                                           past_schools  \\\n",
       "1731  Santa Clara University, University of Californ...   \n",
       "1732  University of California Berkeley, Columbia Un...   \n",
       "\n",
       "                                       company_name_url  \\\n",
       "1731        https://crunchbase.com/organization/eshares   \n",
       "1732  https://www.crunchbase.com/organization/atrium...   \n",
       "\n",
       "                                      category_groups  \\\n",
       "1731  Financial Services, Internet Services, Software   \n",
       "1732                  Software, Professional Services   \n",
       "\n",
       "                         headquarters_location  \\\n",
       "1731      Palo Alto, California, United States   \n",
       "1732  San Francisco, California, United States   \n",
       "\n",
       "                                            description  crunchbase_rank  \\\n",
       "1731  Carta is a network of companies, investors, an...              982   \n",
       "1732                     Atrium is building legal tools            37975   \n",
       "\n",
       "                        website last_funding_type last_funding_amount  \\\n",
       "1731           http://carta.com          Series C         $42,000,000   \n",
       "1732  https://www.atriumlts.com          Series A         $10,500,000   \n",
       "\n",
       "      total_funding_amount  trend_score  \\\n",
       "1731              67800000          7.2   \n",
       "1732              10500000          NaN   \n",
       "\n",
       "                                           categories founded_date  \\\n",
       "1731  Enterprise Software, FinTech, Finance, Internet         2012   \n",
       "1732                      Consulting, Legal, Software          NaN   \n",
       "\n",
       "     last_funding_date  total_equity_funding_amount valuation_at_ipo  \\\n",
       "1731        10/11/2017                     67800000              NaN   \n",
       "1732        06/15/2017                     10500000              NaN   \n",
       "\n",
       "      time_since_last_funding  \n",
       "1731                     0.24  \n",
       "1732                     0.57  "
      ]
     },
     "execution_count": 156,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plotdata = data\n",
    "#plotdata.drop(['company_name_url', 'website', 'description', 'valuation_at_ipo'], axis=1, inplace=True)\n",
    "#plotdata = plotdata.loc[plotdata['status'] == 'Operating']\n",
    "plotdata.drop('status', axis=1, inplace=True)\n",
    "plotdata.tail(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 157,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1655, 20)"
      ]
     },
     "execution_count": 157,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plotdata.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 158,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
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       "        text-align: right;\n",
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>company_name</th>\n",
       "      <th>num_employees</th>\n",
       "      <th>past_companies</th>\n",
       "      <th>past_schools</th>\n",
       "      <th>company_name_url</th>\n",
       "      <th>category_groups</th>\n",
       "      <th>headquarters_location</th>\n",
       "      <th>description</th>\n",
       "      <th>crunchbase_rank</th>\n",
       "      <th>website</th>\n",
       "      <th>last_funding_type</th>\n",
       "      <th>last_funding_amount</th>\n",
       "      <th>total_funding_amount</th>\n",
       "      <th>trend_score</th>\n",
       "      <th>categories</th>\n",
       "      <th>founded_date</th>\n",
       "      <th>last_funding_date</th>\n",
       "      <th>total_equity_funding_amount</th>\n",
       "      <th>valuation_at_ipo</th>\n",
       "      <th>time_since_last_funding</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Sourcegraph</td>\n",
       "      <td>21</td>\n",
       "      <td>Google, Stanford University, LinkedIn, Bain &amp; ...</td>\n",
       "      <td>Stanford University, Emerson College, Vanderbi...</td>\n",
       "      <td>https://crunchbase.com/organization/sourcegraph</td>\n",
       "      <td>Software</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Sourcegraph is creating the best way to read a...</td>\n",
       "      <td>4432</td>\n",
       "      <td>https://sourcegraph.com</td>\n",
       "      <td>Series A</td>\n",
       "      <td>$20,000,000</td>\n",
       "      <td>20000000</td>\n",
       "      <td>9.4</td>\n",
       "      <td>Developer Tools, Enterprise Software, Software</td>\n",
       "      <td>2013</td>\n",
       "      <td>10/06/2017</td>\n",
       "      <td>20000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.26</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   company_name  num_employees  \\\n",
       "13  Sourcegraph             21   \n",
       "\n",
       "                                       past_companies  \\\n",
       "13  Google, Stanford University, LinkedIn, Bain & ...   \n",
       "\n",
       "                                         past_schools  \\\n",
       "13  Stanford University, Emerson College, Vanderbi...   \n",
       "\n",
       "                                   company_name_url category_groups  \\\n",
       "13  https://crunchbase.com/organization/sourcegraph        Software   \n",
       "\n",
       "                       headquarters_location  \\\n",
       "13  San Francisco, California, United States   \n",
       "\n",
       "                                          description  crunchbase_rank  \\\n",
       "13  Sourcegraph is creating the best way to read a...             4432   \n",
       "\n",
       "                    website last_funding_type last_funding_amount  \\\n",
       "13  https://sourcegraph.com          Series A         $20,000,000   \n",
       "\n",
       "    total_funding_amount  trend_score  \\\n",
       "13              20000000          9.4   \n",
       "\n",
       "                                        categories founded_date  \\\n",
       "13  Developer Tools, Enterprise Software, Software         2013   \n",
       "\n",
       "   last_funding_date  total_equity_funding_amount valuation_at_ipo  \\\n",
       "13        10/06/2017                     20000000              NaN   \n",
       "\n",
       "    time_since_last_funding  \n",
       "13                     0.26  "
      ]
     },
     "execution_count": 158,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plotdata[plotdata.company_name.str.contains('Sourcegraph', na=False)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 159,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "def score_schools(startup):\n",
    "    school_scorer = {'Stanford University': 0.9, 'Stanford University Graduate School of Business': 0.9, 'University of California Berkeley': 0.75, \n",
    "                     'Massachussetts Institute of Technology': 0.7, 'Carnegie Mellon University': 0.65, 'Caltech': 0.65, \n",
    "                     'Harvard University': 0.7, 'Cornell University': 0.6, 'Columbia University in the City of New York': 0.65,\n",
    "                     'University of Illinois at Urbana-Champaign': 0.55, 'The University of Texas at Austin': 0.5,\n",
    "                     'Georgia Institute of Technology': 0.5, 'University of Michigan': 0.5, 'Yale University': 0.6, \n",
    "                     'Oxford University': 0.6, 'Duke University': 0.5, 'University of Southern California': 0.5, \n",
    "                     'University of Waterloo': 0.65, 'University of Pennsylvania': 0.6, 'The Wharton School': 0.7, 'Claremont McKenna College': 0.65}\n",
    "    past_schools = startup['past_schools'].split(',')\n",
    "    score = 0\n",
    "    for school in past_schools:\n",
    "        index_wt = 6 - past_schools.index(school)\n",
    "        if school in school_scorer:\n",
    "            score += school_scorer[school] * index_wt\n",
    "        else:\n",
    "            score += 0.3 * index_wt\n",
    "    score = score / len(past_schools)\n",
    "    return score\n",
    "def score_companies(startup):\n",
    "    company_scorer = {'Bridgewater Associates': 0.9, 'Goldman Sachs': 0.7, 'Google': 0.7, 'Facebook': 0.65, 'Palantir Technologies': 0.85,\n",
    "                     'Clarium Capital': 0.8, 'Square': 0.6, 'Apple': 0.65, 'Morgan Stanley': 0.6, 'Dropbox': 0.7, 'Tesla': 0.7, 'Microsoft': 0.55}\n",
    "    past_companies = startup['past_companies'].split(',')\n",
    "    score = 0\n",
    "    for company in past_companies:\n",
    "        #index_wt = 6 - past_companies.index(company)\n",
    "        if company in company_scorer:\n",
    "            score += company_scorer[company] #* index_wt\n",
    "        else:\n",
    "            score += 0.4 #* index_wt\n",
    "    score = score / len(past_companies)\n",
    "    return score\n",
    "def score_company(startup):\n",
    "    funding_ratio = startup.funding_ratio / plotdata['funding_ratio'].max()\n",
    "    time_since_funding_score = timeFactor(startup['time_since_last_funding'])\n",
    "    school_score = startup.school_score\n",
    "    company_score = startup.company_score\n",
    "    num_employees = startup.num_employees\n",
    "    return funding_ratio * 0.25 + school_score * 0.625 + time_since_funding_score * 0.1 + company_score * 0.125\n",
    "plotdata['funding_ratio'] = round(plotdata['total_equity_funding_amount']/1000000, 3)\n",
    "plotdata['school_score'] = plotdata.apply(lambda row: score_schools(row), axis=1)\n",
    "plotdata['company_score'] = plotdata.apply(lambda row: score_companies(row), axis=1)\n",
    "plotdata['score'] = plotdata.apply(lambda row: round(score_company(row), 3), axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 160,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
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       "\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>company_name</th>\n",
       "      <th>breakoutlist</th>\n",
       "      <th>linkedin</th>\n",
       "      <th>wealthfront</th>\n",
       "      <th>editors</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Affirm</td>\n",
       "      <td>extended</td>\n",
       "      <td>27.0</td>\n",
       "      <td>x</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Flexport</td>\n",
       "      <td>breakout</td>\n",
       "      <td>14.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Qadium</td>\n",
       "      <td>extended</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Blend</td>\n",
       "      <td>breakout</td>\n",
       "      <td>21.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Cadre</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>x</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  company_name breakoutlist  linkedin wealthfront editors\n",
       "0       Affirm     extended      27.0           x     NaN\n",
       "1     Flexport     breakout      14.0         NaN     NaN\n",
       "2       Qadium     extended       NaN         NaN     NaN\n",
       "3        Blend     breakout      21.0         NaN     NaN\n",
       "4        Cadre          NaN       NaN         NaN       x"
      ]
     },
     "execution_count": 160,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "breakout_data = pd.read_csv('breakout_data.csv')\n",
    "breakout_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 161,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "plotdata = pd.merge(plotdata, breakout_data, on = 'company_name', how='left')\n",
    "plotdata.breakoutlist = pd.notnull(plotdata.breakoutlist).astype(int)\n",
    "plotdata.linkedin = pd.notnull(plotdata.linkedin).astype(int)\n",
    "plotdata.wealthfront = pd.notnull(plotdata.wealthfront).astype(int)\n",
    "plotdata.editors = pd.notnull(plotdata.editors).astype(int)\n",
    "plotdata.score += 0.01 * (plotdata.breakoutlist + plotdata.linkedin + plotdata.wealthfront + plotdata.editors)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 162,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1655, 28)"
      ]
     },
     "execution_count": 162,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plotdata.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 163,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
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       "      <th></th>\n",
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       "      <th>num_employees</th>\n",
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       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>Barracuda Networks</td>\n",
       "      <td>3</td>\n",
       "      <td>Nokia, Nominum, SYB Franchise Systems, Inc</td>\n",
       "      <td>University of Wollongong, Humboldt State Unive...</td>\n",
       "      <td>https://www.crunchbase.com/organization/barrac...</td>\n",
       "      <td>Hardware, Information Technology, Software, In...</td>\n",
       "      <td>Campbell, California, United States</td>\n",
       "      <td>E-mail security, network security, content sec...</td>\n",
       "      <td>501</td>\n",
       "      <td>http://www.barracuda.com</td>\n",
       "      <td>...</td>\n",
       "      <td>$900,348,174</td>\n",
       "      <td>0.64</td>\n",
       "      <td>45.610</td>\n",
       "      <td>1.35</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.991</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>206</th>\n",
       "      <td>Vector Space</td>\n",
       "      <td>5</td>\n",
       "      <td>Sri Connector Gage Co, AREVA, Novartis, Univer...</td>\n",
       "      <td>Florida Institute of Technology, University of...</td>\n",
       "      <td>https://www.crunchbase.com/organization/vector...</td>\n",
       "      <td>Science and Engineering, Transportation</td>\n",
       "      <td>Tucson, Arizona, United States</td>\n",
       "      <td>Vector offers micro satellite launch services.</td>\n",
       "      <td>757</td>\n",
       "      <td>http://www.vectorspacesystems.com</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.53</td>\n",
       "      <td>27.750</td>\n",
       "      <td>1.20</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.898</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>211</th>\n",
       "      <td>Accolade</td>\n",
       "      <td>6</td>\n",
       "      <td>EDC (Education Development Center), re/route p...</td>\n",
       "      <td>University of Phoenix, Columbia University in ...</td>\n",
       "      <td>https://www.crunchbase.com/organization/accolade</td>\n",
       "      <td>Health Care</td>\n",
       "      <td>Plymouth Meeting, Pennsylvania, United States</td>\n",
       "      <td>Accolade is an on-demand health care concierge...</td>\n",
       "      <td>770</td>\n",
       "      <td>http://www.accolade.com</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.41</td>\n",
       "      <td>163.344</td>\n",
       "      <td>1.35</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.979</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>277</th>\n",
       "      <td>Mobike</td>\n",
       "      <td>6</td>\n",
       "      <td>JPMorgan Chase &amp; Co., Cooltra Motos | Leader i...</td>\n",
       "      <td>China Europe International Business School (CE...</td>\n",
       "      <td>https://www.crunchbase.com/organization/mobike</td>\n",
       "      <td>Apps, Travel and Tourism, Software, Sports, Tr...</td>\n",
       "      <td>Beijing, China, Asia</td>\n",
       "      <td>Mobike offers shared bicycle sevices and a mob...</td>\n",
       "      <td>1010</td>\n",
       "      <td>https://www.mobike.com/</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.57</td>\n",
       "      <td>928.000</td>\n",
       "      <td>1.20</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.921</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>303</th>\n",
       "      <td>cheddar</td>\n",
       "      <td>9</td>\n",
       "      <td>Cisco, Techworkers, Force Management, Oracle, ...</td>\n",
       "      <td>California State Polytechnic University-Pomona...</td>\n",
       "      <td>https://www.crunchbase.com/organization/chedda...</td>\n",
       "      <td>Media and Entertainment, Video, Content and Pu...</td>\n",
       "      <td>New York, New York, United States</td>\n",
       "      <td>Cheddar is a live and on demand video news net...</td>\n",
       "      <td>1131</td>\n",
       "      <td>http://cheddar.com/</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.65</td>\n",
       "      <td>32.000</td>\n",
       "      <td>1.35</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.991</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>433</th>\n",
       "      <td>Heap</td>\n",
       "      <td>4</td>\n",
       "      <td>Optimizely, Dropbox, Minneapolis College of Ar...</td>\n",
       "      <td>Berry College, University of Michigan, Edgewoo...</td>\n",
       "      <td>https://www.crunchbase.com/organization/heap</td>\n",
       "      <td>Data and Analytics, Software, Internet Services</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Heap provides analytics infrastructure to auto...</td>\n",
       "      <td>1742</td>\n",
       "      <td>http://heapanalytics.com</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.68</td>\n",
       "      <td>40.000</td>\n",
       "      <td>1.20</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.897</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>443</th>\n",
       "      <td>Sourcepoint</td>\n",
       "      <td>9</td>\n",
       "      <td>Recovery Management Corporation, Stouse, Jack ...</td>\n",
       "      <td>The University of Kansas, The University of Al...</td>\n",
       "      <td>https://www.crunchbase.com/organization/source...</td>\n",
       "      <td>Manufacturing, Media and Entertainment, Intern...</td>\n",
       "      <td>New York, New York, United States</td>\n",
       "      <td>SourcePoint is a content compensation platform...</td>\n",
       "      <td>1788</td>\n",
       "      <td>http://www.sourcepoint.com/</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.95</td>\n",
       "      <td>26.000</td>\n",
       "      <td>1.20</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.893</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>477</th>\n",
       "      <td>Workspot</td>\n",
       "      <td>6</td>\n",
       "      <td>ABN AMRO Bank N.V., SANEC, TIG Sports, BNP Par...</td>\n",
       "      <td>Erasmus University Rotterdam, Rotterdam Univer...</td>\n",
       "      <td>https://www.crunchbase.com/organization/workspot</td>\n",
       "      <td>Hardware, Information Technology, Software, In...</td>\n",
       "      <td>Cupertino, California, United States</td>\n",
       "      <td>Workspot provides a cloud-native DaaS that ena...</td>\n",
       "      <td>1950</td>\n",
       "      <td>https://www.workspot.com</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.22</td>\n",
       "      <td>21.825</td>\n",
       "      <td>1.05</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.794</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>507</th>\n",
       "      <td>Wikia</td>\n",
       "      <td>3</td>\n",
       "      <td>Zynga, OTX, PureWow, LiveRamp, An Acxiom Compa...</td>\n",
       "      <td>Stockton University, Columbia Business School,...</td>\n",
       "      <td>https://www.crunchbase.com/organization/wikia</td>\n",
       "      <td>Media and Entertainment, Internet Services, Co...</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Unleash the power of knowledge as influence. E...</td>\n",
       "      <td>2098</td>\n",
       "      <td>http://www.wikia.com</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.37</td>\n",
       "      <td>39.000</td>\n",
       "      <td>1.50</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>521</th>\n",
       "      <td>Catalant</td>\n",
       "      <td>2</td>\n",
       "      <td>GE Capital, Equifax Marketing Services, Epsilo...</td>\n",
       "      <td>Binghamton University, Syracuse University</td>\n",
       "      <td>https://www.crunchbase.com/organization/hourly...</td>\n",
       "      <td>Software</td>\n",
       "      <td>Boston, Massachusetts, United States</td>\n",
       "      <td>Catalant provides global enterprises with soft...</td>\n",
       "      <td>2178</td>\n",
       "      <td>http://www.gocatalant.com</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.53</td>\n",
       "      <td>75.550</td>\n",
       "      <td>1.65</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.180</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>582</th>\n",
       "      <td>Virta</td>\n",
       "      <td>5</td>\n",
       "      <td>Honeywell, Massachusetts Institute of Technolo...</td>\n",
       "      <td>University of Massachusetts Amherst, Universit...</td>\n",
       "      <td>https://www.crunchbase.com/organization/virta</td>\n",
       "      <td>Apps, Software, Health Care</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Virta is an online specialty medical clinic th...</td>\n",
       "      <td>2508</td>\n",
       "      <td>http://virtahealth.com</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.84</td>\n",
       "      <td>37.000</td>\n",
       "      <td>1.20</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.895</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>599</th>\n",
       "      <td>Elementum</td>\n",
       "      <td>7</td>\n",
       "      <td>Radikale Venstre, Youth for Understanding Danm...</td>\n",
       "      <td>Aarhus University, Gujarat University, Danmark...</td>\n",
       "      <td>https://www.crunchbase.com/organization/elementum</td>\n",
       "      <td>Software, Transportation, Mobile</td>\n",
       "      <td>Mountain View, California, United States</td>\n",
       "      <td>Elementum makes supply chain simple.</td>\n",
       "      <td>2633</td>\n",
       "      <td>http://www.elementum.com</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.56</td>\n",
       "      <td>67.000</td>\n",
       "      <td>1.50</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.065</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>632</th>\n",
       "      <td>Poncho</td>\n",
       "      <td>10</td>\n",
       "      <td>Hatch Labs, betaworks, Oddcast, IAC</td>\n",
       "      <td>New York University</td>\n",
       "      <td>https://www.crunchbase.com/organization/poncho</td>\n",
       "      <td>Media and Entertainment, Content and Publishing</td>\n",
       "      <td>New York, New York, United States</td>\n",
       "      <td>Poncho is a weather cat that tells you the wea...</td>\n",
       "      <td>2789</td>\n",
       "      <td>http://poncho.is</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.40</td>\n",
       "      <td>4.400</td>\n",
       "      <td>1.80</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.273</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>651</th>\n",
       "      <td>Cosaint Technologies</td>\n",
       "      <td>2</td>\n",
       "      <td>PORR AG, National Library Board</td>\n",
       "      <td>Stanford University, Yale University, Georgeto...</td>\n",
       "      <td>https://www.crunchbase.com/organization/cosain...</td>\n",
       "      <td>Manufacturing, Information Technology, Consume...</td>\n",
       "      <td>Palo Alto, California, United States</td>\n",
       "      <td>Cosaint Technologies is a technology firm that...</td>\n",
       "      <td>2875</td>\n",
       "      <td>http://www.cosainttech.com</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.18</td>\n",
       "      <td>81.750</td>\n",
       "      <td>2.25</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.546</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>660</th>\n",
       "      <td>Aspiration</td>\n",
       "      <td>10</td>\n",
       "      <td>InsideNGO, NTT Innovation Institute Inc., CMC ...</td>\n",
       "      <td>Maharshi Dayanand University, Chaudhary Charan...</td>\n",
       "      <td>https://www.crunchbase.com/organization/aspira...</td>\n",
       "      <td>Commerce and Shopping, Sustainability, Financi...</td>\n",
       "      <td>Marina Del Rey, California, United States</td>\n",
       "      <td>Aspiration is a financial firm with a conscien...</td>\n",
       "      <td>2925</td>\n",
       "      <td>https://www.aspiration.com</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.31</td>\n",
       "      <td>20.500</td>\n",
       "      <td>1.20</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.847</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>694</th>\n",
       "      <td>Cornershop</td>\n",
       "      <td>3</td>\n",
       "      <td>Grupo Santa Rita, ECAP LTD, Universum Museo de...</td>\n",
       "      <td>Pontificia Universidad Católica de Chile</td>\n",
       "      <td>https://www.crunchbase.com/organization/corner...</td>\n",
       "      <td>Commerce and Shopping, Internet Services, Mobile</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Cornershop is an on-demand delivery service fo...</td>\n",
       "      <td>3131</td>\n",
       "      <td>https://cornershopapp.com/</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.68</td>\n",
       "      <td>31.600</td>\n",
       "      <td>1.80</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.272</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>774</th>\n",
       "      <td>Instabase</td>\n",
       "      <td>4</td>\n",
       "      <td>Google, Stanford University, Massachusetts Ins...</td>\n",
       "      <td>University of Pune, Stanford University, Unive...</td>\n",
       "      <td>https://www.crunchbase.com/organization/instabase</td>\n",
       "      <td>Information Technology, Data and Analytics, So...</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Mission: To advance the state of the art by bu...</td>\n",
       "      <td>3634</td>\n",
       "      <td>https://www.instabase.com</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.57</td>\n",
       "      <td>26.970</td>\n",
       "      <td>1.20</td>\n",
       "      <td>0.46</td>\n",
       "      <td>0.905</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>776</th>\n",
       "      <td>Stance</td>\n",
       "      <td>8</td>\n",
       "      <td>Playdium Corporation, Las Vegas Review-Journal</td>\n",
       "      <td>St. Cloud State University, University of Wisc...</td>\n",
       "      <td>https://www.crunchbase.com/organization/stance</td>\n",
       "      <td>Hardware, Consumer Electronics, Community and ...</td>\n",
       "      <td>San Clemente, California, United States</td>\n",
       "      <td>Stance is a premium sock brand dedicated to th...</td>\n",
       "      <td>3649</td>\n",
       "      <td>http://www.stance.com/</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.70</td>\n",
       "      <td>116.000</td>\n",
       "      <td>1.50</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.062</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>795</th>\n",
       "      <td>Brighter.com</td>\n",
       "      <td>5</td>\n",
       "      <td>Kablelink Communications, Domo Tactical Commun...</td>\n",
       "      <td>University of Tampa, Indiana State University,...</td>\n",
       "      <td>https://www.crunchbase.com/organization/brighter</td>\n",
       "      <td>Commerce and Shopping, Health Care, Internet S...</td>\n",
       "      <td>Santa Monica, California, United States</td>\n",
       "      <td>Brighter creates an online marketplace that al...</td>\n",
       "      <td>3837</td>\n",
       "      <td>http://www.brighter.com</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.72</td>\n",
       "      <td>49.000</td>\n",
       "      <td>1.50</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.059</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>803</th>\n",
       "      <td>Envoy</td>\n",
       "      <td>6</td>\n",
       "      <td>Azure Production, Xerox, STAPLES Canada, marbl...</td>\n",
       "      <td>Centennial College, Durham College</td>\n",
       "      <td>https://www.crunchbase.com/organization/envoy</td>\n",
       "      <td>Software, Internet Services, Privacy and Security</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Envoy is the visitor registration product that...</td>\n",
       "      <td>3914</td>\n",
       "      <td>https://envoy.com</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.68</td>\n",
       "      <td>20.312</td>\n",
       "      <td>1.65</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.154</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>810</th>\n",
       "      <td>Bigscreen</td>\n",
       "      <td>6</td>\n",
       "      <td>Chubb</td>\n",
       "      <td>University of Technology Sydney</td>\n",
       "      <td>https://www.crunchbase.com/organization/bigscreen</td>\n",
       "      <td>Apps, Hardware, Software</td>\n",
       "      <td>Berkeley, California, United States</td>\n",
       "      <td>Bigscreen is a venture-backed startup building...</td>\n",
       "      <td>3933</td>\n",
       "      <td>http://bigscreenvr.com/</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.87</td>\n",
       "      <td>3.000</td>\n",
       "      <td>1.80</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.269</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>816</th>\n",
       "      <td>tCell.io</td>\n",
       "      <td>2</td>\n",
       "      <td>Weblogic, BEA Systems, Sybase, Splunk, a Steal...</td>\n",
       "      <td>University of California Berkeley</td>\n",
       "      <td>https://www.crunchbase.com/organization/tcell-io</td>\n",
       "      <td>Hardware, Information Technology, Consumer Ele...</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>tCell.io is reinventing how apps are protected...</td>\n",
       "      <td>3973</td>\n",
       "      <td>https://www.tcell.io/</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.24</td>\n",
       "      <td>9.400</td>\n",
       "      <td>4.50</td>\n",
       "      <td>0.40</td>\n",
       "      <td>2.949</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>825</th>\n",
       "      <td>Bonfire Studios</td>\n",
       "      <td>4</td>\n",
       "      <td>DreamWorks Animation, Improving, Riot Games, R...</td>\n",
       "      <td>University of Phoenix, School of the Art Insti...</td>\n",
       "      <td>https://www.crunchbase.com/organization/bonfir...</td>\n",
       "      <td>Gaming</td>\n",
       "      <td>Irvine, California, United States</td>\n",
       "      <td>Bonfire studios is an independent game studio ...</td>\n",
       "      <td>4018</td>\n",
       "      <td>http://www.bonfirestudios.com/</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.32</td>\n",
       "      <td>25.000</td>\n",
       "      <td>1.50</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.072</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>841</th>\n",
       "      <td>Mia.com</td>\n",
       "      <td>4</td>\n",
       "      <td>Bain &amp; Company, University of Düsseldorf, Mage...</td>\n",
       "      <td>University of Düsseldorf, Harvard University, ...</td>\n",
       "      <td>https://www.crunchbase.com/organization/mia-com</td>\n",
       "      <td>Commerce and Shopping</td>\n",
       "      <td>Beijing, Beijing, China</td>\n",
       "      <td>Beijing-based maternity and baby products flas...</td>\n",
       "      <td>4122</td>\n",
       "      <td>http://www.mia.com/</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.20</td>\n",
       "      <td>231.600</td>\n",
       "      <td>1.35</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.987</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>861</th>\n",
       "      <td>Mavrx</td>\n",
       "      <td>4</td>\n",
       "      <td>Publishers Clearing House, SAP SuccessFactors,...</td>\n",
       "      <td>Towson University, North Carolina State Univer...</td>\n",
       "      <td>https://www.crunchbase.com/organization/mavrx</td>\n",
       "      <td>Agriculture and Farming, Science and Engineeri...</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Mavrx uses imagery and data to bring actionabl...</td>\n",
       "      <td>4262</td>\n",
       "      <td>http://www.mavrx.co</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.30</td>\n",
       "      <td>22.421</td>\n",
       "      <td>1.35</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.979</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>896</th>\n",
       "      <td>Ninebot</td>\n",
       "      <td>2</td>\n",
       "      <td>US Navy, Joan &amp; Sanford I. Weill Medical Colle...</td>\n",
       "      <td>Tianjin University, Rutgers University</td>\n",
       "      <td>https://www.crunchbase.com/organization/ninebot</td>\n",
       "      <td>Manufacturing, Science and Engineering, Hardwa...</td>\n",
       "      <td>Beijing, Beijing, China</td>\n",
       "      <td>Ninebot is a Chinese-based robotics engineerin...</td>\n",
       "      <td>4528</td>\n",
       "      <td>http://ninebot.com</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.98</td>\n",
       "      <td>80.000</td>\n",
       "      <td>1.65</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.143</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>900</th>\n",
       "      <td>Treehouse</td>\n",
       "      <td>5</td>\n",
       "      <td>Social Enterprise NI, Dun Laoghaire Rathdown O...</td>\n",
       "      <td>Queen's University  Belfast, Ulster University...</td>\n",
       "      <td>https://www.crunchbase.com/organization/treehouse</td>\n",
       "      <td>Platforms, Software, Education, Design, Mobile</td>\n",
       "      <td>Portland, Oregon, United States</td>\n",
       "      <td>Treehouse is an online technology school that ...</td>\n",
       "      <td>4608</td>\n",
       "      <td>http://teamtreehouse.com</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.75</td>\n",
       "      <td>12.350</td>\n",
       "      <td>1.50</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.979</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>910</th>\n",
       "      <td>HOOKED</td>\n",
       "      <td>8</td>\n",
       "      <td>The New York Times</td>\n",
       "      <td>University of Minnesota-Twin Cities, Texas A&amp;M...</td>\n",
       "      <td>https://www.crunchbase.com/organization/hookedapp</td>\n",
       "      <td>Apps, Media and Entertainment, Software, Inter...</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>HOOKED is redefining fiction for the Snapchat ...</td>\n",
       "      <td>4679</td>\n",
       "      <td>http://hooked.co</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.10</td>\n",
       "      <td>6.045</td>\n",
       "      <td>1.50</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.077</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>920</th>\n",
       "      <td>eGenesis</td>\n",
       "      <td>5</td>\n",
       "      <td>The Art Institutes, Giant Eagle Inc., BNY Mellon</td>\n",
       "      <td>The Art Institutes, Carnegie Mellon University...</td>\n",
       "      <td>https://www.crunchbase.com/organization/egenesis</td>\n",
       "      <td>Biotechnology, Science and Engineering, Health...</td>\n",
       "      <td>Somerville, Massachusetts, United States</td>\n",
       "      <td>eGenesis is a life sciences company that aims ...</td>\n",
       "      <td>4777</td>\n",
       "      <td>http://www.egenesisbio.com/</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.82</td>\n",
       "      <td>40.000</td>\n",
       "      <td>1.50</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.083</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>926</th>\n",
       "      <td>Radish</td>\n",
       "      <td>4</td>\n",
       "      <td>Avebe, MarketFactory, Conagra Brands</td>\n",
       "      <td>San Francisco State University, Rutgers Univer...</td>\n",
       "      <td>https://www.crunchbase.com/organization/radish...</td>\n",
       "      <td>Apps, Media and Entertainment, Software, Conte...</td>\n",
       "      <td>New York, New York, United States</td>\n",
       "      <td>Radish is a new app for serialised fiction, de...</td>\n",
       "      <td>4818</td>\n",
       "      <td>https://www.radishfiction.com</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.94</td>\n",
       "      <td>3.000</td>\n",
       "      <td>1.65</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.174</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1478</th>\n",
       "      <td>MediaSpike</td>\n",
       "      <td>9</td>\n",
       "      <td>Wolfram, HMC Electronics, A Division of Hisco,...</td>\n",
       "      <td>Lodz University of Technology, University of I...</td>\n",
       "      <td>https://www.crunchbase.com/organization/medias...</td>\n",
       "      <td>Sales and Marketing, Mobile, Advertising</td>\n",
       "      <td>Mountain View, California, United States</td>\n",
       "      <td>MediaSpike provides a monetization platform fo...</td>\n",
       "      <td>15239</td>\n",
       "      <td>http://www.mediaspike.com</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.18</td>\n",
       "      <td>5.200</td>\n",
       "      <td>1.20</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.798</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1481</th>\n",
       "      <td>Xingren Doctor</td>\n",
       "      <td>9</td>\n",
       "      <td>eBay, 寻医问药网, Qihoo 360, Agilent Technologies, ...</td>\n",
       "      <td>Anhui Medical University, Capital University o...</td>\n",
       "      <td>https://www.crunchbase.com/organization/xingre...</td>\n",
       "      <td>Apps, Software, Health Care, Mobile</td>\n",
       "      <td>Shanghai, Shanghai, China</td>\n",
       "      <td>Xingren Doctor is a company of group of doctor...</td>\n",
       "      <td>15268</td>\n",
       "      <td>http://xingren.com</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.48</td>\n",
       "      <td>36.942</td>\n",
       "      <td>1.20</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.841</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1483</th>\n",
       "      <td>Openbucks</td>\n",
       "      <td>10</td>\n",
       "      <td>Rackup, Orbotech, EvoPlay, Qbix Inc., Hewlett ...</td>\n",
       "      <td>The George Washington University - School of B...</td>\n",
       "      <td>https://www.crunchbase.com/organization/openbucks</td>\n",
       "      <td>Commerce and Shopping, Payments, Financial Ser...</td>\n",
       "      <td>Sunnyvale, California, United States</td>\n",
       "      <td>Openbucks, a gift card payment network, is an ...</td>\n",
       "      <td>15420</td>\n",
       "      <td>http://www.openbucks.com</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.72</td>\n",
       "      <td>4.800</td>\n",
       "      <td>1.20</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.805</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1484</th>\n",
       "      <td>BlueOak Resources</td>\n",
       "      <td>4</td>\n",
       "      <td>Singularity University, Oxford Internet Instit...</td>\n",
       "      <td>University of Oxford, The University of Auckla...</td>\n",
       "      <td>https://www.crunchbase.com/organization/blueoa...</td>\n",
       "      <td>Manufacturing, Natural Resources</td>\n",
       "      <td>Burlingame, California, United States</td>\n",
       "      <td>BlueOak Resources develops distributed mini-re...</td>\n",
       "      <td>15478</td>\n",
       "      <td>http://blueoakresources.com</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.58</td>\n",
       "      <td>36.500</td>\n",
       "      <td>1.20</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.808</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1487</th>\n",
       "      <td>Idibon</td>\n",
       "      <td>2</td>\n",
       "      <td>Compuware, Nokia, Tech Mahindra (formerly Mahi...</td>\n",
       "      <td>Birla Institute of Technology and Science, Pil...</td>\n",
       "      <td>https://www.crunchbase.com/organization/idibon</td>\n",
       "      <td>Data and Analytics, Software, Artificial Intel...</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Idibon offers natural language processing solu...</td>\n",
       "      <td>15616</td>\n",
       "      <td>http://idibon.com</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.23</td>\n",
       "      <td>6.900</td>\n",
       "      <td>1.35</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.909</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1488</th>\n",
       "      <td>Derby Games</td>\n",
       "      <td>6</td>\n",
       "      <td>Pep Boys, MadRiver Entertainment, Willow Hotel...</td>\n",
       "      <td>Academy of Art University, University of Notre...</td>\n",
       "      <td>https://www.crunchbase.com/organization/derbyj...</td>\n",
       "      <td>Gaming</td>\n",
       "      <td>New York, New York, United States</td>\n",
       "      <td>Derby Games is an american online gambling com...</td>\n",
       "      <td>15623</td>\n",
       "      <td>https://derbyjackpot.com/</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.93</td>\n",
       "      <td>6.500</td>\n",
       "      <td>1.20</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.824</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1494</th>\n",
       "      <td>Roniin</td>\n",
       "      <td>4</td>\n",
       "      <td>Belly, Talener, McKinsey &amp; Company, SHIFT.com,...</td>\n",
       "      <td>Miami University, Dublin Institute of Technolo...</td>\n",
       "      <td>https://www.crunchbase.com/organization/roniin</td>\n",
       "      <td>Commerce and Shopping</td>\n",
       "      <td>Princeton, New Jersey, United States</td>\n",
       "      <td>Roniin connects founders with ideas, execution...</td>\n",
       "      <td>15970</td>\n",
       "      <td>http://roniin.com/</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.51</td>\n",
       "      <td>3.000</td>\n",
       "      <td>1.20</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.838</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1502</th>\n",
       "      <td>Confident Cannabis</td>\n",
       "      <td>6</td>\n",
       "      <td>EC English Language Centres, TigerText, Intel ...</td>\n",
       "      <td>University of California Berkeley Haas School ...</td>\n",
       "      <td>https://www.crunchbase.com/organization/confid...</td>\n",
       "      <td>Commerce and Shopping, Food and Beverage, Data...</td>\n",
       "      <td>Palo Alto, California, United States</td>\n",
       "      <td>The World's First Technology Solution To Bring...</td>\n",
       "      <td>16540</td>\n",
       "      <td>http://www.confidentcannabis.com/</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.37</td>\n",
       "      <td>3.000</td>\n",
       "      <td>1.20</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.844</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1509</th>\n",
       "      <td>StyleSaint</td>\n",
       "      <td>2</td>\n",
       "      <td>Gordon Rush, Chick With Guns, Nordstrom</td>\n",
       "      <td>Universidad de Granada, University of Minnesot...</td>\n",
       "      <td>https://www.crunchbase.com/organization/styles...</td>\n",
       "      <td>Commerce and Shopping, Community and Lifestyle...</td>\n",
       "      <td>Los Angeles, California, United States</td>\n",
       "      <td>StyleSaint, a fashion media and e-commerce pla...</td>\n",
       "      <td>17117</td>\n",
       "      <td>http://www.stylesaint.com</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.41</td>\n",
       "      <td>5.800</td>\n",
       "      <td>1.50</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.982</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1511</th>\n",
       "      <td>Crossfader</td>\n",
       "      <td>5</td>\n",
       "      <td>Novus, GATECRASHER LIMITED, Betfred, JCC Chicago</td>\n",
       "      <td>Leeds Beckett University, Leeds College of Mus...</td>\n",
       "      <td>https://www.crunchbase.com/organization/crossf...</td>\n",
       "      <td>Media and Entertainment, Music and Audio, Mobile</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Crossfader is an Instagram for Music.</td>\n",
       "      <td>17240</td>\n",
       "      <td>http://crossfader.fm</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.61</td>\n",
       "      <td>5.400</td>\n",
       "      <td>1.50</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.022</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1517</th>\n",
       "      <td>CoalTek</td>\n",
       "      <td>8</td>\n",
       "      <td>GoalUP, CoalTek Inc., N.C.R. LIMITED, Resinate...</td>\n",
       "      <td>University of Phoenix, Boston College, Univers...</td>\n",
       "      <td>https://www.crunchbase.com/organization/coaltek</td>\n",
       "      <td>Energy, Sustainability</td>\n",
       "      <td>Chelmsford, Massachusetts, United States</td>\n",
       "      <td>CoalTek is a clean coal technology company.</td>\n",
       "      <td>17806</td>\n",
       "      <td>http://www.coaltek.com</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.44</td>\n",
       "      <td>90.900</td>\n",
       "      <td>1.20</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.797</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1522</th>\n",
       "      <td>Red Robot Labs</td>\n",
       "      <td>2</td>\n",
       "      <td>Leapfrogg, Midnight Communications, Adteractiv...</td>\n",
       "      <td>University of Sussex, San Francisco State Univ...</td>\n",
       "      <td>https://www.crunchbase.com/organization/red-ro...</td>\n",
       "      <td>Media and Entertainment, Navigation and Mappin...</td>\n",
       "      <td>Palo Alto, California, United States</td>\n",
       "      <td>Red Robot Labs is a mobile gaming studio that ...</td>\n",
       "      <td>18332</td>\n",
       "      <td>http://redrobotlabs.com</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.81</td>\n",
       "      <td>15.500</td>\n",
       "      <td>1.65</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.067</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1524</th>\n",
       "      <td>Picturelife</td>\n",
       "      <td>2</td>\n",
       "      <td>VSA Partners, BOSEN LIMITED, OMGPOP, Prosper M...</td>\n",
       "      <td>Columbia College Chicago, School of the Art In...</td>\n",
       "      <td>https://www.crunchbase.com/organization/pictur...</td>\n",
       "      <td>Media and Entertainment, Software, Content and...</td>\n",
       "      <td>New York, New York, United States</td>\n",
       "      <td>The smart home for photos. The future of perso...</td>\n",
       "      <td>18482</td>\n",
       "      <td>http://picturelife.com/</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.19</td>\n",
       "      <td>4.000</td>\n",
       "      <td>1.50</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.976</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1527</th>\n",
       "      <td>Espial Group</td>\n",
       "      <td>2</td>\n",
       "      <td>Mobius Motors, United Nations Office at Nairob...</td>\n",
       "      <td>United States International University - Afric...</td>\n",
       "      <td>https://www.crunchbase.com/organization/espial...</td>\n",
       "      <td>Hardware, Software, Content and Publishing</td>\n",
       "      <td>Toronto, Ontario, Canada</td>\n",
       "      <td>EspialÂ® is a software company, headquartered ...</td>\n",
       "      <td>18810</td>\n",
       "      <td>http://www.espial.com</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.55</td>\n",
       "      <td>33.000</td>\n",
       "      <td>1.65</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.090</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1528</th>\n",
       "      <td>Stylistpick</td>\n",
       "      <td>2</td>\n",
       "      <td>DB Shoes, ELLE, Mothercare, DOROTHY PERKINS LI...</td>\n",
       "      <td>De Montfort University</td>\n",
       "      <td>https://www.crunchbase.com/organization/stylis...</td>\n",
       "      <td>Commerce and Shopping, Clothing and Apparel, I...</td>\n",
       "      <td>London, England, United Kingdom</td>\n",
       "      <td>StylistPick is a London-based online e-commerc...</td>\n",
       "      <td>18885</td>\n",
       "      <td>http://www.stylistpick.com</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.94</td>\n",
       "      <td>19.000</td>\n",
       "      <td>1.80</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.160</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1551</th>\n",
       "      <td>Arcanum Alloys</td>\n",
       "      <td>9</td>\n",
       "      <td>Princeton University, Material Sciences Corpor...</td>\n",
       "      <td>Princeton University, The University of Alabam...</td>\n",
       "      <td>https://www.crunchbase.com/organization/arcanu...</td>\n",
       "      <td>Manufacturing, Science and Engineering</td>\n",
       "      <td>Sunnyvale, California, United States</td>\n",
       "      <td>Arcanum Alloy Design is a technology-driven co...</td>\n",
       "      <td>21046</td>\n",
       "      <td>http://arcanumalloys.com/</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.84</td>\n",
       "      <td>15.150</td>\n",
       "      <td>1.20</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.827</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1563</th>\n",
       "      <td>Gaia Online</td>\n",
       "      <td>6</td>\n",
       "      <td>Hungry Howie's Pizza, The Home Depot, Luria Di...</td>\n",
       "      <td>Northwestern Polytechnic University, Wesleyan ...</td>\n",
       "      <td>https://www.crunchbase.com/organization/gaia</td>\n",
       "      <td>Gaming</td>\n",
       "      <td>San Jose, California, United States</td>\n",
       "      <td>Gaia Online owns and operates online gaming pl...</td>\n",
       "      <td>21895</td>\n",
       "      <td>https://www.gaiaonline.com/</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.49</td>\n",
       "      <td>31.930</td>\n",
       "      <td>1.35</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.873</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1564</th>\n",
       "      <td>Tipbit</td>\n",
       "      <td>3</td>\n",
       "      <td>Microsoft, Symantec, Citrix, Accellion, KDS</td>\n",
       "      <td>University of Waterloo, University of Oregon -...</td>\n",
       "      <td>https://www.crunchbase.com/organization/tipbit</td>\n",
       "      <td>Apps, Software</td>\n",
       "      <td>Bellevue, Washington, United States</td>\n",
       "      <td>The productivity of your computer right in you...</td>\n",
       "      <td>22083</td>\n",
       "      <td>http://www.tipbit.com</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.83</td>\n",
       "      <td>4.000</td>\n",
       "      <td>2.20</td>\n",
       "      <td>0.43</td>\n",
       "      <td>1.432</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1568</th>\n",
       "      <td>Kyron</td>\n",
       "      <td>6</td>\n",
       "      <td>Mahindra Comviva, Tracxn, Cobone, LetsVenture,...</td>\n",
       "      <td>IESE Business School, University of Glasgow, I...</td>\n",
       "      <td>https://www.crunchbase.com/organization/kyron</td>\n",
       "      <td>Data and Analytics, Health Care</td>\n",
       "      <td>San Jose, California, United States</td>\n",
       "      <td>Kyron analyzes medical records of routine care...</td>\n",
       "      <td>23242</td>\n",
       "      <td>http://kyron.com</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.21</td>\n",
       "      <td>3.000</td>\n",
       "      <td>1.20</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.797</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1571</th>\n",
       "      <td>SeeMe</td>\n",
       "      <td>3</td>\n",
       "      <td>European Commission, Ministerie van Buitenland...</td>\n",
       "      <td>Université libre de Bruxelles, Universita degl...</td>\n",
       "      <td>https://www.crunchbase.com/organization/see-me...</td>\n",
       "      <td>Media and Entertainment, Content and Publishing</td>\n",
       "      <td>Long Island City, New York, United States</td>\n",
       "      <td>On SeeMe anyone can share what they create. Vi...</td>\n",
       "      <td>23429</td>\n",
       "      <td>https://www.see.me</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.81</td>\n",
       "      <td>4.100</td>\n",
       "      <td>1.65</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.085</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1572</th>\n",
       "      <td>Callaway Digital Arts</td>\n",
       "      <td>6</td>\n",
       "      <td>Happy™, Callaway Editions Inc, Callaway Digita...</td>\n",
       "      <td>Harvard University, Columbia University in the...</td>\n",
       "      <td>https://www.crunchbase.com/organization/callaw...</td>\n",
       "      <td>Media and Entertainment, Community and Lifesty...</td>\n",
       "      <td>New York, New York, United States</td>\n",
       "      <td>Callaway Digital Arts publishes lifestyle and ...</td>\n",
       "      <td>23497</td>\n",
       "      <td>http://www.callaway.com</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.19</td>\n",
       "      <td>6.000</td>\n",
       "      <td>1.68</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.081</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1578</th>\n",
       "      <td>Veebeam</td>\n",
       "      <td>3</td>\n",
       "      <td>Infosys, Ford Motor Company, GlobespanVirata, ...</td>\n",
       "      <td>Bangalore University, University of Oxford</td>\n",
       "      <td>https://www.crunchbase.com/organization/veebeam</td>\n",
       "      <td>Hardware, Software</td>\n",
       "      <td>Cambridge, Cambridgeshire, United Kingdom</td>\n",
       "      <td>Blue Flame Data provides consumer preferences ...</td>\n",
       "      <td>24597</td>\n",
       "      <td>http://veebeam.com</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.25</td>\n",
       "      <td>6.000</td>\n",
       "      <td>1.65</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.062</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1579</th>\n",
       "      <td>Aprius</td>\n",
       "      <td>3</td>\n",
       "      <td>Hewlett Packard Enterprise, Raytheon, Azul Sys...</td>\n",
       "      <td>San Jose State University, University of Calif...</td>\n",
       "      <td>https://www.crunchbase.com/organization/aprius</td>\n",
       "      <td>Hardware, Software, Education</td>\n",
       "      <td>Washington, District of Columbia, United States</td>\n",
       "      <td>Aprius is a venture funded company developing ...</td>\n",
       "      <td>24989</td>\n",
       "      <td>http://www.aprius.com</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.35</td>\n",
       "      <td>33.000</td>\n",
       "      <td>1.65</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.060</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1581</th>\n",
       "      <td>Idea Device</td>\n",
       "      <td>5</td>\n",
       "      <td>Ittiam Systems Pvt Ltd</td>\n",
       "      <td>National Institute of Technology Tiruchirappal...</td>\n",
       "      <td>https://www.crunchbase.com/organization/idea-d...</td>\n",
       "      <td>Hardware, Information Technology, Software</td>\n",
       "      <td>Bangalore, Karnataka, India</td>\n",
       "      <td>Idea Device provides automation solutions to h...</td>\n",
       "      <td>25218</td>\n",
       "      <td>http://ideadevice.com</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.25</td>\n",
       "      <td>4.000</td>\n",
       "      <td>1.35</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.891</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1585</th>\n",
       "      <td>Sinnet</td>\n",
       "      <td>8</td>\n",
       "      <td>New York Life Insurance Company</td>\n",
       "      <td>Jiangxi University of Finance and Economics, J...</td>\n",
       "      <td>https://www.crunchbase.com/organization/sinnet</td>\n",
       "      <td>Software</td>\n",
       "      <td>Beijing, Beijing, China</td>\n",
       "      <td>Sinnet is a business operator of telecommunica...</td>\n",
       "      <td>25849</td>\n",
       "      <td>http://www.sinnet.com.cn</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.11</td>\n",
       "      <td>7.504</td>\n",
       "      <td>1.65</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.062</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1591</th>\n",
       "      <td>Kanshu</td>\n",
       "      <td>4</td>\n",
       "      <td>3i Infotech Ltd., Nvizion Solutions, KANSHU CH...</td>\n",
       "      <td>South Gujarat University, University of Mumbai...</td>\n",
       "      <td>https://www.crunchbase.com/organization/kanshu</td>\n",
       "      <td>Gaming, Media and Entertainment, Internet Serv...</td>\n",
       "      <td>Chengdu, Sichuan, China</td>\n",
       "      <td>Kanshu.com is a domestic website for the creat...</td>\n",
       "      <td>26500</td>\n",
       "      <td>http://www.kanshu.com</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.27</td>\n",
       "      <td>44.896</td>\n",
       "      <td>1.50</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.985</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1601</th>\n",
       "      <td>Checkr</td>\n",
       "      <td>2</td>\n",
       "      <td>Linkdex, BlaBlaCar, DiCon Fiberoptics, Amadeus...</td>\n",
       "      <td>INSEAD, Paris-Sud University (Paris XI), Unive...</td>\n",
       "      <td>https://www.crunchbase.com/organization/checkr</td>\n",
       "      <td>Software, Professional Services, Internet Serv...</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Checkr seeks to automate the process of profes...</td>\n",
       "      <td>2979</td>\n",
       "      <td>https://checkr.com/</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.80</td>\n",
       "      <td>49.120</td>\n",
       "      <td>1.50</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.076</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1623</th>\n",
       "      <td>Clover Health</td>\n",
       "      <td>9</td>\n",
       "      <td>World Vision India, NovaPro Staffing, Compvue ...</td>\n",
       "      <td>Southern New Hampshire University, Manonmaniam...</td>\n",
       "      <td>https://www.crunchbase.com/organization/clover...</td>\n",
       "      <td>Health Care, Financial Services</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Clover Health is a new health insurance company.</td>\n",
       "      <td>28471</td>\n",
       "      <td>http://cloverhealth.com</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.67</td>\n",
       "      <td>425.000</td>\n",
       "      <td>1.20</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.907</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1650</th>\n",
       "      <td>Angle Technologies</td>\n",
       "      <td>4</td>\n",
       "      <td>Google, YouTube, AltspaceVR, Riot Games, Mitch...</td>\n",
       "      <td>Harvard University, University of California D...</td>\n",
       "      <td>https://www.crunchbase.com/organization/angle-...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Creating a world-building sandbox gaming engin...</td>\n",
       "      <td>44746</td>\n",
       "      <td>http://www.angle-tech.com/</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.94</td>\n",
       "      <td>8.000</td>\n",
       "      <td>2.30</td>\n",
       "      <td>0.46</td>\n",
       "      <td>1.557</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1651</th>\n",
       "      <td>Ayar Labs</td>\n",
       "      <td>9</td>\n",
       "      <td>Massachusetts Institute of Technology, Rambus,...</td>\n",
       "      <td>University of California Berkeley, Massachuset...</td>\n",
       "      <td>https://crunchbase.com/organization/ayar-labs</td>\n",
       "      <td>Hardware</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Ayar Labs helps companies keep up with skyrock...</td>\n",
       "      <td>14935</td>\n",
       "      <td>https://ayarlabs.com/</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.40</td>\n",
       "      <td>2.500</td>\n",
       "      <td>1.74</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.219</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>122 rows × 28 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               company_name  num_employees  \\\n",
       "143      Barracuda Networks              3   \n",
       "206            Vector Space              5   \n",
       "211                Accolade              6   \n",
       "277                  Mobike              6   \n",
       "303                 cheddar              9   \n",
       "433                    Heap              4   \n",
       "443             Sourcepoint              9   \n",
       "477                Workspot              6   \n",
       "507                   Wikia              3   \n",
       "521                Catalant              2   \n",
       "582                   Virta              5   \n",
       "599               Elementum              7   \n",
       "632                  Poncho             10   \n",
       "651    Cosaint Technologies              2   \n",
       "660              Aspiration             10   \n",
       "694              Cornershop              3   \n",
       "774               Instabase              4   \n",
       "776                  Stance              8   \n",
       "795            Brighter.com              5   \n",
       "803                   Envoy              6   \n",
       "810               Bigscreen              6   \n",
       "816                tCell.io              2   \n",
       "825         Bonfire Studios              4   \n",
       "841                 Mia.com              4   \n",
       "861                   Mavrx              4   \n",
       "896                 Ninebot              2   \n",
       "900               Treehouse              5   \n",
       "910                  HOOKED              8   \n",
       "920                eGenesis              5   \n",
       "926                  Radish              4   \n",
       "...                     ...            ...   \n",
       "1478             MediaSpike              9   \n",
       "1481         Xingren Doctor              9   \n",
       "1483              Openbucks             10   \n",
       "1484      BlueOak Resources              4   \n",
       "1487                 Idibon              2   \n",
       "1488            Derby Games              6   \n",
       "1494                 Roniin              4   \n",
       "1502     Confident Cannabis              6   \n",
       "1509             StyleSaint              2   \n",
       "1511             Crossfader              5   \n",
       "1517                CoalTek              8   \n",
       "1522         Red Robot Labs              2   \n",
       "1524            Picturelife              2   \n",
       "1527           Espial Group              2   \n",
       "1528            Stylistpick              2   \n",
       "1551         Arcanum Alloys              9   \n",
       "1563            Gaia Online              6   \n",
       "1564                 Tipbit              3   \n",
       "1568                  Kyron              6   \n",
       "1571                  SeeMe              3   \n",
       "1572  Callaway Digital Arts              6   \n",
       "1578                Veebeam              3   \n",
       "1579                 Aprius              3   \n",
       "1581            Idea Device              5   \n",
       "1585                 Sinnet              8   \n",
       "1591                 Kanshu              4   \n",
       "1601                 Checkr              2   \n",
       "1623          Clover Health              9   \n",
       "1650     Angle Technologies              4   \n",
       "1651              Ayar Labs              9   \n",
       "\n",
       "                                         past_companies  \\\n",
       "143          Nokia, Nominum, SYB Franchise Systems, Inc   \n",
       "206   Sri Connector Gage Co, AREVA, Novartis, Univer...   \n",
       "211   EDC (Education Development Center), re/route p...   \n",
       "277   JPMorgan Chase & Co., Cooltra Motos | Leader i...   \n",
       "303   Cisco, Techworkers, Force Management, Oracle, ...   \n",
       "433   Optimizely, Dropbox, Minneapolis College of Ar...   \n",
       "443   Recovery Management Corporation, Stouse, Jack ...   \n",
       "477   ABN AMRO Bank N.V., SANEC, TIG Sports, BNP Par...   \n",
       "507   Zynga, OTX, PureWow, LiveRamp, An Acxiom Compa...   \n",
       "521   GE Capital, Equifax Marketing Services, Epsilo...   \n",
       "582   Honeywell, Massachusetts Institute of Technolo...   \n",
       "599   Radikale Venstre, Youth for Understanding Danm...   \n",
       "632                 Hatch Labs, betaworks, Oddcast, IAC   \n",
       "651                     PORR AG, National Library Board   \n",
       "660   InsideNGO, NTT Innovation Institute Inc., CMC ...   \n",
       "694   Grupo Santa Rita, ECAP LTD, Universum Museo de...   \n",
       "774   Google, Stanford University, Massachusetts Ins...   \n",
       "776      Playdium Corporation, Las Vegas Review-Journal   \n",
       "795   Kablelink Communications, Domo Tactical Commun...   \n",
       "803   Azure Production, Xerox, STAPLES Canada, marbl...   \n",
       "810                                               Chubb   \n",
       "816   Weblogic, BEA Systems, Sybase, Splunk, a Steal...   \n",
       "825   DreamWorks Animation, Improving, Riot Games, R...   \n",
       "841   Bain & Company, University of Düsseldorf, Mage...   \n",
       "861   Publishers Clearing House, SAP SuccessFactors,...   \n",
       "896   US Navy, Joan & Sanford I. Weill Medical Colle...   \n",
       "900   Social Enterprise NI, Dun Laoghaire Rathdown O...   \n",
       "910                                  The New York Times   \n",
       "920    The Art Institutes, Giant Eagle Inc., BNY Mellon   \n",
       "926                Avebe, MarketFactory, Conagra Brands   \n",
       "...                                                 ...   \n",
       "1478  Wolfram, HMC Electronics, A Division of Hisco,...   \n",
       "1481  eBay, 寻医问药网, Qihoo 360, Agilent Technologies, ...   \n",
       "1483  Rackup, Orbotech, EvoPlay, Qbix Inc., Hewlett ...   \n",
       "1484  Singularity University, Oxford Internet Instit...   \n",
       "1487  Compuware, Nokia, Tech Mahindra (formerly Mahi...   \n",
       "1488  Pep Boys, MadRiver Entertainment, Willow Hotel...   \n",
       "1494  Belly, Talener, McKinsey & Company, SHIFT.com,...   \n",
       "1502  EC English Language Centres, TigerText, Intel ...   \n",
       "1509            Gordon Rush, Chick With Guns, Nordstrom   \n",
       "1511   Novus, GATECRASHER LIMITED, Betfred, JCC Chicago   \n",
       "1517  GoalUP, CoalTek Inc., N.C.R. LIMITED, Resinate...   \n",
       "1522  Leapfrogg, Midnight Communications, Adteractiv...   \n",
       "1524  VSA Partners, BOSEN LIMITED, OMGPOP, Prosper M...   \n",
       "1527  Mobius Motors, United Nations Office at Nairob...   \n",
       "1528  DB Shoes, ELLE, Mothercare, DOROTHY PERKINS LI...   \n",
       "1551  Princeton University, Material Sciences Corpor...   \n",
       "1563  Hungry Howie's Pizza, The Home Depot, Luria Di...   \n",
       "1564        Microsoft, Symantec, Citrix, Accellion, KDS   \n",
       "1568  Mahindra Comviva, Tracxn, Cobone, LetsVenture,...   \n",
       "1571  European Commission, Ministerie van Buitenland...   \n",
       "1572  Happy™, Callaway Editions Inc, Callaway Digita...   \n",
       "1578  Infosys, Ford Motor Company, GlobespanVirata, ...   \n",
       "1579  Hewlett Packard Enterprise, Raytheon, Azul Sys...   \n",
       "1581                             Ittiam Systems Pvt Ltd   \n",
       "1585                    New York Life Insurance Company   \n",
       "1591  3i Infotech Ltd., Nvizion Solutions, KANSHU CH...   \n",
       "1601  Linkdex, BlaBlaCar, DiCon Fiberoptics, Amadeus...   \n",
       "1623  World Vision India, NovaPro Staffing, Compvue ...   \n",
       "1650  Google, YouTube, AltspaceVR, Riot Games, Mitch...   \n",
       "1651  Massachusetts Institute of Technology, Rambus,...   \n",
       "\n",
       "                                           past_schools  \\\n",
       "143   University of Wollongong, Humboldt State Unive...   \n",
       "206   Florida Institute of Technology, University of...   \n",
       "211   University of Phoenix, Columbia University in ...   \n",
       "277   China Europe International Business School (CE...   \n",
       "303   California State Polytechnic University-Pomona...   \n",
       "433   Berry College, University of Michigan, Edgewoo...   \n",
       "443   The University of Kansas, The University of Al...   \n",
       "477   Erasmus University Rotterdam, Rotterdam Univer...   \n",
       "507   Stockton University, Columbia Business School,...   \n",
       "521          Binghamton University, Syracuse University   \n",
       "582   University of Massachusetts Amherst, Universit...   \n",
       "599   Aarhus University, Gujarat University, Danmark...   \n",
       "632                                 New York University   \n",
       "651   Stanford University, Yale University, Georgeto...   \n",
       "660   Maharshi Dayanand University, Chaudhary Charan...   \n",
       "694            Pontificia Universidad Católica de Chile   \n",
       "774   University of Pune, Stanford University, Unive...   \n",
       "776   St. Cloud State University, University of Wisc...   \n",
       "795   University of Tampa, Indiana State University,...   \n",
       "803                  Centennial College, Durham College   \n",
       "810                     University of Technology Sydney   \n",
       "816                   University of California Berkeley   \n",
       "825   University of Phoenix, School of the Art Insti...   \n",
       "841   University of Düsseldorf, Harvard University, ...   \n",
       "861   Towson University, North Carolina State Univer...   \n",
       "896              Tianjin University, Rutgers University   \n",
       "900   Queen's University  Belfast, Ulster University...   \n",
       "910   University of Minnesota-Twin Cities, Texas A&M...   \n",
       "920   The Art Institutes, Carnegie Mellon University...   \n",
       "926   San Francisco State University, Rutgers Univer...   \n",
       "...                                                 ...   \n",
       "1478  Lodz University of Technology, University of I...   \n",
       "1481  Anhui Medical University, Capital University o...   \n",
       "1483  The George Washington University - School of B...   \n",
       "1484  University of Oxford, The University of Auckla...   \n",
       "1487  Birla Institute of Technology and Science, Pil...   \n",
       "1488  Academy of Art University, University of Notre...   \n",
       "1494  Miami University, Dublin Institute of Technolo...   \n",
       "1502  University of California Berkeley Haas School ...   \n",
       "1509  Universidad de Granada, University of Minnesot...   \n",
       "1511  Leeds Beckett University, Leeds College of Mus...   \n",
       "1517  University of Phoenix, Boston College, Univers...   \n",
       "1522  University of Sussex, San Francisco State Univ...   \n",
       "1524  Columbia College Chicago, School of the Art In...   \n",
       "1527  United States International University - Afric...   \n",
       "1528                             De Montfort University   \n",
       "1551  Princeton University, The University of Alabam...   \n",
       "1563  Northwestern Polytechnic University, Wesleyan ...   \n",
       "1564  University of Waterloo, University of Oregon -...   \n",
       "1568  IESE Business School, University of Glasgow, I...   \n",
       "1571  Université libre de Bruxelles, Universita degl...   \n",
       "1572  Harvard University, Columbia University in the...   \n",
       "1578         Bangalore University, University of Oxford   \n",
       "1579  San Jose State University, University of Calif...   \n",
       "1581  National Institute of Technology Tiruchirappal...   \n",
       "1585  Jiangxi University of Finance and Economics, J...   \n",
       "1591  South Gujarat University, University of Mumbai...   \n",
       "1601  INSEAD, Paris-Sud University (Paris XI), Unive...   \n",
       "1623  Southern New Hampshire University, Manonmaniam...   \n",
       "1650  Harvard University, University of California D...   \n",
       "1651  University of California Berkeley, Massachuset...   \n",
       "\n",
       "                                       company_name_url  \\\n",
       "143   https://www.crunchbase.com/organization/barrac...   \n",
       "206   https://www.crunchbase.com/organization/vector...   \n",
       "211    https://www.crunchbase.com/organization/accolade   \n",
       "277      https://www.crunchbase.com/organization/mobike   \n",
       "303   https://www.crunchbase.com/organization/chedda...   \n",
       "433        https://www.crunchbase.com/organization/heap   \n",
       "443   https://www.crunchbase.com/organization/source...   \n",
       "477    https://www.crunchbase.com/organization/workspot   \n",
       "507       https://www.crunchbase.com/organization/wikia   \n",
       "521   https://www.crunchbase.com/organization/hourly...   \n",
       "582       https://www.crunchbase.com/organization/virta   \n",
       "599   https://www.crunchbase.com/organization/elementum   \n",
       "632      https://www.crunchbase.com/organization/poncho   \n",
       "651   https://www.crunchbase.com/organization/cosain...   \n",
       "660   https://www.crunchbase.com/organization/aspira...   \n",
       "694   https://www.crunchbase.com/organization/corner...   \n",
       "774   https://www.crunchbase.com/organization/instabase   \n",
       "776      https://www.crunchbase.com/organization/stance   \n",
       "795    https://www.crunchbase.com/organization/brighter   \n",
       "803       https://www.crunchbase.com/organization/envoy   \n",
       "810   https://www.crunchbase.com/organization/bigscreen   \n",
       "816    https://www.crunchbase.com/organization/tcell-io   \n",
       "825   https://www.crunchbase.com/organization/bonfir...   \n",
       "841     https://www.crunchbase.com/organization/mia-com   \n",
       "861       https://www.crunchbase.com/organization/mavrx   \n",
       "896     https://www.crunchbase.com/organization/ninebot   \n",
       "900   https://www.crunchbase.com/organization/treehouse   \n",
       "910   https://www.crunchbase.com/organization/hookedapp   \n",
       "920    https://www.crunchbase.com/organization/egenesis   \n",
       "926   https://www.crunchbase.com/organization/radish...   \n",
       "...                                                 ...   \n",
       "1478  https://www.crunchbase.com/organization/medias...   \n",
       "1481  https://www.crunchbase.com/organization/xingre...   \n",
       "1483  https://www.crunchbase.com/organization/openbucks   \n",
       "1484  https://www.crunchbase.com/organization/blueoa...   \n",
       "1487     https://www.crunchbase.com/organization/idibon   \n",
       "1488  https://www.crunchbase.com/organization/derbyj...   \n",
       "1494     https://www.crunchbase.com/organization/roniin   \n",
       "1502  https://www.crunchbase.com/organization/confid...   \n",
       "1509  https://www.crunchbase.com/organization/styles...   \n",
       "1511  https://www.crunchbase.com/organization/crossf...   \n",
       "1517    https://www.crunchbase.com/organization/coaltek   \n",
       "1522  https://www.crunchbase.com/organization/red-ro...   \n",
       "1524  https://www.crunchbase.com/organization/pictur...   \n",
       "1527  https://www.crunchbase.com/organization/espial...   \n",
       "1528  https://www.crunchbase.com/organization/stylis...   \n",
       "1551  https://www.crunchbase.com/organization/arcanu...   \n",
       "1563       https://www.crunchbase.com/organization/gaia   \n",
       "1564     https://www.crunchbase.com/organization/tipbit   \n",
       "1568      https://www.crunchbase.com/organization/kyron   \n",
       "1571  https://www.crunchbase.com/organization/see-me...   \n",
       "1572  https://www.crunchbase.com/organization/callaw...   \n",
       "1578    https://www.crunchbase.com/organization/veebeam   \n",
       "1579     https://www.crunchbase.com/organization/aprius   \n",
       "1581  https://www.crunchbase.com/organization/idea-d...   \n",
       "1585     https://www.crunchbase.com/organization/sinnet   \n",
       "1591     https://www.crunchbase.com/organization/kanshu   \n",
       "1601     https://www.crunchbase.com/organization/checkr   \n",
       "1623  https://www.crunchbase.com/organization/clover...   \n",
       "1650  https://www.crunchbase.com/organization/angle-...   \n",
       "1651      https://crunchbase.com/organization/ayar-labs   \n",
       "\n",
       "                                        category_groups  \\\n",
       "143   Hardware, Information Technology, Software, In...   \n",
       "206             Science and Engineering, Transportation   \n",
       "211                                         Health Care   \n",
       "277   Apps, Travel and Tourism, Software, Sports, Tr...   \n",
       "303   Media and Entertainment, Video, Content and Pu...   \n",
       "433     Data and Analytics, Software, Internet Services   \n",
       "443   Manufacturing, Media and Entertainment, Intern...   \n",
       "477   Hardware, Information Technology, Software, In...   \n",
       "507   Media and Entertainment, Internet Services, Co...   \n",
       "521                                            Software   \n",
       "582                         Apps, Software, Health Care   \n",
       "599                    Software, Transportation, Mobile   \n",
       "632     Media and Entertainment, Content and Publishing   \n",
       "651   Manufacturing, Information Technology, Consume...   \n",
       "660   Commerce and Shopping, Sustainability, Financi...   \n",
       "694    Commerce and Shopping, Internet Services, Mobile   \n",
       "774   Information Technology, Data and Analytics, So...   \n",
       "776   Hardware, Consumer Electronics, Community and ...   \n",
       "795   Commerce and Shopping, Health Care, Internet S...   \n",
       "803   Software, Internet Services, Privacy and Security   \n",
       "810                            Apps, Hardware, Software   \n",
       "816   Hardware, Information Technology, Consumer Ele...   \n",
       "825                                              Gaming   \n",
       "841                               Commerce and Shopping   \n",
       "861   Agriculture and Farming, Science and Engineeri...   \n",
       "896   Manufacturing, Science and Engineering, Hardwa...   \n",
       "900      Platforms, Software, Education, Design, Mobile   \n",
       "910   Apps, Media and Entertainment, Software, Inter...   \n",
       "920   Biotechnology, Science and Engineering, Health...   \n",
       "926   Apps, Media and Entertainment, Software, Conte...   \n",
       "...                                                 ...   \n",
       "1478           Sales and Marketing, Mobile, Advertising   \n",
       "1481                Apps, Software, Health Care, Mobile   \n",
       "1483  Commerce and Shopping, Payments, Financial Ser...   \n",
       "1484                   Manufacturing, Natural Resources   \n",
       "1487  Data and Analytics, Software, Artificial Intel...   \n",
       "1488                                             Gaming   \n",
       "1494                              Commerce and Shopping   \n",
       "1502  Commerce and Shopping, Food and Beverage, Data...   \n",
       "1509  Commerce and Shopping, Community and Lifestyle...   \n",
       "1511   Media and Entertainment, Music and Audio, Mobile   \n",
       "1517                             Energy, Sustainability   \n",
       "1522  Media and Entertainment, Navigation and Mappin...   \n",
       "1524  Media and Entertainment, Software, Content and...   \n",
       "1527         Hardware, Software, Content and Publishing   \n",
       "1528  Commerce and Shopping, Clothing and Apparel, I...   \n",
       "1551             Manufacturing, Science and Engineering   \n",
       "1563                                             Gaming   \n",
       "1564                                     Apps, Software   \n",
       "1568                    Data and Analytics, Health Care   \n",
       "1571    Media and Entertainment, Content and Publishing   \n",
       "1572  Media and Entertainment, Community and Lifesty...   \n",
       "1578                                 Hardware, Software   \n",
       "1579                      Hardware, Software, Education   \n",
       "1581         Hardware, Information Technology, Software   \n",
       "1585                                           Software   \n",
       "1591  Gaming, Media and Entertainment, Internet Serv...   \n",
       "1601  Software, Professional Services, Internet Serv...   \n",
       "1623                    Health Care, Financial Services   \n",
       "1650                                                NaN   \n",
       "1651                                           Hardware   \n",
       "\n",
       "                                headquarters_location  \\\n",
       "143               Campbell, California, United States   \n",
       "206                    Tucson, Arizona, United States   \n",
       "211     Plymouth Meeting, Pennsylvania, United States   \n",
       "277                              Beijing, China, Asia   \n",
       "303                 New York, New York, United States   \n",
       "433          San Francisco, California, United States   \n",
       "443                 New York, New York, United States   \n",
       "477              Cupertino, California, United States   \n",
       "507          San Francisco, California, United States   \n",
       "521              Boston, Massachusetts, United States   \n",
       "582          San Francisco, California, United States   \n",
       "599          Mountain View, California, United States   \n",
       "632                 New York, New York, United States   \n",
       "651              Palo Alto, California, United States   \n",
       "660         Marina Del Rey, California, United States   \n",
       "694          San Francisco, California, United States   \n",
       "774          San Francisco, California, United States   \n",
       "776           San Clemente, California, United States   \n",
       "795           Santa Monica, California, United States   \n",
       "803          San Francisco, California, United States   \n",
       "810               Berkeley, California, United States   \n",
       "816          San Francisco, California, United States   \n",
       "825                 Irvine, California, United States   \n",
       "841                           Beijing, Beijing, China   \n",
       "861          San Francisco, California, United States   \n",
       "896                           Beijing, Beijing, China   \n",
       "900                   Portland, Oregon, United States   \n",
       "910          San Francisco, California, United States   \n",
       "920          Somerville, Massachusetts, United States   \n",
       "926                 New York, New York, United States   \n",
       "...                                               ...   \n",
       "1478         Mountain View, California, United States   \n",
       "1481                        Shanghai, Shanghai, China   \n",
       "1483             Sunnyvale, California, United States   \n",
       "1484            Burlingame, California, United States   \n",
       "1487         San Francisco, California, United States   \n",
       "1488                New York, New York, United States   \n",
       "1494             Princeton, New Jersey, United States   \n",
       "1502             Palo Alto, California, United States   \n",
       "1509           Los Angeles, California, United States   \n",
       "1511         San Francisco, California, United States   \n",
       "1517         Chelmsford, Massachusetts, United States   \n",
       "1522             Palo Alto, California, United States   \n",
       "1524                New York, New York, United States   \n",
       "1527                         Toronto, Ontario, Canada   \n",
       "1528                  London, England, United Kingdom   \n",
       "1551             Sunnyvale, California, United States   \n",
       "1563              San Jose, California, United States   \n",
       "1564              Bellevue, Washington, United States   \n",
       "1568              San Jose, California, United States   \n",
       "1571        Long Island City, New York, United States   \n",
       "1572                New York, New York, United States   \n",
       "1578        Cambridge, Cambridgeshire, United Kingdom   \n",
       "1579  Washington, District of Columbia, United States   \n",
       "1581                      Bangalore, Karnataka, India   \n",
       "1585                          Beijing, Beijing, China   \n",
       "1591                          Chengdu, Sichuan, China   \n",
       "1601         San Francisco, California, United States   \n",
       "1623         San Francisco, California, United States   \n",
       "1650         San Francisco, California, United States   \n",
       "1651         San Francisco, California, United States   \n",
       "\n",
       "                                            description  crunchbase_rank  \\\n",
       "143   E-mail security, network security, content sec...              501   \n",
       "206      Vector offers micro satellite launch services.              757   \n",
       "211   Accolade is an on-demand health care concierge...              770   \n",
       "277   Mobike offers shared bicycle sevices and a mob...             1010   \n",
       "303   Cheddar is a live and on demand video news net...             1131   \n",
       "433   Heap provides analytics infrastructure to auto...             1742   \n",
       "443   SourcePoint is a content compensation platform...             1788   \n",
       "477   Workspot provides a cloud-native DaaS that ena...             1950   \n",
       "507   Unleash the power of knowledge as influence. E...             2098   \n",
       "521   Catalant provides global enterprises with soft...             2178   \n",
       "582   Virta is an online specialty medical clinic th...             2508   \n",
       "599                Elementum makes supply chain simple.             2633   \n",
       "632   Poncho is a weather cat that tells you the wea...             2789   \n",
       "651   Cosaint Technologies is a technology firm that...             2875   \n",
       "660   Aspiration is a financial firm with a conscien...             2925   \n",
       "694   Cornershop is an on-demand delivery service fo...             3131   \n",
       "774   Mission: To advance the state of the art by bu...             3634   \n",
       "776   Stance is a premium sock brand dedicated to th...             3649   \n",
       "795   Brighter creates an online marketplace that al...             3837   \n",
       "803   Envoy is the visitor registration product that...             3914   \n",
       "810   Bigscreen is a venture-backed startup building...             3933   \n",
       "816   tCell.io is reinventing how apps are protected...             3973   \n",
       "825   Bonfire studios is an independent game studio ...             4018   \n",
       "841   Beijing-based maternity and baby products flas...             4122   \n",
       "861   Mavrx uses imagery and data to bring actionabl...             4262   \n",
       "896   Ninebot is a Chinese-based robotics engineerin...             4528   \n",
       "900   Treehouse is an online technology school that ...             4608   \n",
       "910   HOOKED is redefining fiction for the Snapchat ...             4679   \n",
       "920   eGenesis is a life sciences company that aims ...             4777   \n",
       "926   Radish is a new app for serialised fiction, de...             4818   \n",
       "...                                                 ...              ...   \n",
       "1478  MediaSpike provides a monetization platform fo...            15239   \n",
       "1481  Xingren Doctor is a company of group of doctor...            15268   \n",
       "1483  Openbucks, a gift card payment network, is an ...            15420   \n",
       "1484  BlueOak Resources develops distributed mini-re...            15478   \n",
       "1487  Idibon offers natural language processing solu...            15616   \n",
       "1488  Derby Games is an american online gambling com...            15623   \n",
       "1494  Roniin connects founders with ideas, execution...            15970   \n",
       "1502  The World's First Technology Solution To Bring...            16540   \n",
       "1509  StyleSaint, a fashion media and e-commerce pla...            17117   \n",
       "1511              Crossfader is an Instagram for Music.            17240   \n",
       "1517        CoalTek is a clean coal technology company.            17806   \n",
       "1522  Red Robot Labs is a mobile gaming studio that ...            18332   \n",
       "1524  The smart home for photos. The future of perso...            18482   \n",
       "1527  EspialÂ® is a software company, headquartered ...            18810   \n",
       "1528  StylistPick is a London-based online e-commerc...            18885   \n",
       "1551  Arcanum Alloy Design is a technology-driven co...            21046   \n",
       "1563  Gaia Online owns and operates online gaming pl...            21895   \n",
       "1564  The productivity of your computer right in you...            22083   \n",
       "1568  Kyron analyzes medical records of routine care...            23242   \n",
       "1571  On SeeMe anyone can share what they create. Vi...            23429   \n",
       "1572  Callaway Digital Arts publishes lifestyle and ...            23497   \n",
       "1578  Blue Flame Data provides consumer preferences ...            24597   \n",
       "1579  Aprius is a venture funded company developing ...            24989   \n",
       "1581  Idea Device provides automation solutions to h...            25218   \n",
       "1585  Sinnet is a business operator of telecommunica...            25849   \n",
       "1591  Kanshu.com is a domestic website for the creat...            26500   \n",
       "1601  Checkr seeks to automate the process of profes...             2979   \n",
       "1623   Clover Health is a new health insurance company.            28471   \n",
       "1650  Creating a world-building sandbox gaming engin...            44746   \n",
       "1651  Ayar Labs helps companies keep up with skyrock...            14935   \n",
       "\n",
       "                                website   ...    valuation_at_ipo  \\\n",
       "143            http://www.barracuda.com   ...        $900,348,174   \n",
       "206   http://www.vectorspacesystems.com   ...                 NaN   \n",
       "211             http://www.accolade.com   ...                 NaN   \n",
       "277             https://www.mobike.com/   ...                 NaN   \n",
       "303                 http://cheddar.com/   ...                 NaN   \n",
       "433            http://heapanalytics.com   ...                 NaN   \n",
       "443         http://www.sourcepoint.com/   ...                 NaN   \n",
       "477            https://www.workspot.com   ...                 NaN   \n",
       "507                http://www.wikia.com   ...                 NaN   \n",
       "521           http://www.gocatalant.com   ...                 NaN   \n",
       "582              http://virtahealth.com   ...                 NaN   \n",
       "599            http://www.elementum.com   ...                 NaN   \n",
       "632                    http://poncho.is   ...                 NaN   \n",
       "651          http://www.cosainttech.com   ...                 NaN   \n",
       "660          https://www.aspiration.com   ...                 NaN   \n",
       "694          https://cornershopapp.com/   ...                 NaN   \n",
       "774           https://www.instabase.com   ...                 NaN   \n",
       "776              http://www.stance.com/   ...                 NaN   \n",
       "795             http://www.brighter.com   ...                 NaN   \n",
       "803                   https://envoy.com   ...                 NaN   \n",
       "810             http://bigscreenvr.com/   ...                 NaN   \n",
       "816               https://www.tcell.io/   ...                 NaN   \n",
       "825      http://www.bonfirestudios.com/   ...                 NaN   \n",
       "841                 http://www.mia.com/   ...                 NaN   \n",
       "861                 http://www.mavrx.co   ...                 NaN   \n",
       "896                  http://ninebot.com   ...                 NaN   \n",
       "900            http://teamtreehouse.com   ...                 NaN   \n",
       "910                    http://hooked.co   ...                 NaN   \n",
       "920         http://www.egenesisbio.com/   ...                 NaN   \n",
       "926       https://www.radishfiction.com   ...                 NaN   \n",
       "...                                 ...   ...                 ...   \n",
       "1478          http://www.mediaspike.com   ...                 NaN   \n",
       "1481                 http://xingren.com   ...                 NaN   \n",
       "1483           http://www.openbucks.com   ...                 NaN   \n",
       "1484        http://blueoakresources.com   ...                 NaN   \n",
       "1487                  http://idibon.com   ...                 NaN   \n",
       "1488          https://derbyjackpot.com/   ...                 NaN   \n",
       "1494                 http://roniin.com/   ...                 NaN   \n",
       "1502  http://www.confidentcannabis.com/   ...                 NaN   \n",
       "1509          http://www.stylesaint.com   ...                 NaN   \n",
       "1511               http://crossfader.fm   ...                 NaN   \n",
       "1517             http://www.coaltek.com   ...                 NaN   \n",
       "1522            http://redrobotlabs.com   ...                 NaN   \n",
       "1524            http://picturelife.com/   ...                 NaN   \n",
       "1527              http://www.espial.com   ...                 NaN   \n",
       "1528         http://www.stylistpick.com   ...                 NaN   \n",
       "1551          http://arcanumalloys.com/   ...                 NaN   \n",
       "1563        https://www.gaiaonline.com/   ...                 NaN   \n",
       "1564              http://www.tipbit.com   ...                 NaN   \n",
       "1568                   http://kyron.com   ...                 NaN   \n",
       "1571                 https://www.see.me   ...                 NaN   \n",
       "1572            http://www.callaway.com   ...                 NaN   \n",
       "1578                 http://veebeam.com   ...                 NaN   \n",
       "1579              http://www.aprius.com   ...                 NaN   \n",
       "1581              http://ideadevice.com   ...                 NaN   \n",
       "1585           http://www.sinnet.com.cn   ...                 NaN   \n",
       "1591              http://www.kanshu.com   ...                 NaN   \n",
       "1601                https://checkr.com/   ...                 NaN   \n",
       "1623            http://cloverhealth.com   ...                 NaN   \n",
       "1650         http://www.angle-tech.com/   ...                 NaN   \n",
       "1651              https://ayarlabs.com/   ...                 NaN   \n",
       "\n",
       "     time_since_last_funding  funding_ratio  school_score company_score  \\\n",
       "143                     0.64         45.610          1.35          0.40   \n",
       "206                     0.53         27.750          1.20          0.40   \n",
       "211                     1.41        163.344          1.35          0.40   \n",
       "277                     0.57        928.000          1.20          0.40   \n",
       "303                     0.65         32.000          1.35          0.40   \n",
       "433                     0.68         40.000          1.20          0.40   \n",
       "443                     0.95         26.000          1.20          0.40   \n",
       "477                     1.22         21.825          1.05          0.40   \n",
       "507                     3.37         39.000          1.50          0.40   \n",
       "521                     0.53         75.550          1.65          0.40   \n",
       "582                     0.84         37.000          1.20          0.40   \n",
       "599                     1.56         67.000          1.50          0.40   \n",
       "632                     0.40          4.400          1.80          0.40   \n",
       "651                     1.18         81.750          2.25          0.40   \n",
       "660                     2.31         20.500          1.20          0.40   \n",
       "694                     0.68         31.600          1.80          0.40   \n",
       "774                     0.57         26.970          1.20          0.46   \n",
       "776                     1.70        116.000          1.50          0.40   \n",
       "795                     1.72         49.000          1.50          0.40   \n",
       "803                     1.68         20.312          1.65          0.40   \n",
       "810                     0.87          3.000          1.80          0.40   \n",
       "816                     1.24          9.400          4.50          0.40   \n",
       "825                     1.32         25.000          1.50          0.40   \n",
       "841                     1.20        231.600          1.35          0.40   \n",
       "861                     1.30         22.421          1.35          0.40   \n",
       "896                     1.98         80.000          1.65          0.40   \n",
       "900                     4.75         12.350          1.50          0.40   \n",
       "910                     1.10          6.045          1.50          0.40   \n",
       "920                     0.82         40.000          1.50          0.40   \n",
       "926                     0.94          3.000          1.65          0.40   \n",
       "...                      ...            ...           ...           ...   \n",
       "1478                    4.18          5.200          1.20          0.40   \n",
       "1481                    2.48         36.942          1.20          0.40   \n",
       "1483                    3.72          4.800          1.20          0.40   \n",
       "1484                    3.58         36.500          1.20          0.40   \n",
       "1487                    3.23          6.900          1.35          0.40   \n",
       "1488                    2.93          6.500          1.20          0.40   \n",
       "1494                    2.51          3.000          1.20          0.40   \n",
       "1502                    2.37          3.000          1.20          0.40   \n",
       "1509                    4.41          5.800          1.50          0.40   \n",
       "1511                    2.61          5.400          1.50          0.40   \n",
       "1517                    4.44         90.900          1.20          0.40   \n",
       "1522                    5.81         15.500          1.65          0.40   \n",
       "1524                    5.19          4.000          1.50          0.40   \n",
       "1527                    3.55         33.000          1.65          0.40   \n",
       "1528                    5.94         19.000          1.80          0.40   \n",
       "1551                    2.84         15.150          1.20          0.40   \n",
       "1563                    9.49         31.930          1.35          0.40   \n",
       "1564                    3.83          4.000          2.20          0.43   \n",
       "1568                    4.21          3.000          1.20          0.40   \n",
       "1571                    3.81          4.100          1.65          0.40   \n",
       "1572                    7.19          6.000          1.68          0.40   \n",
       "1578                    7.25          6.000          1.65          0.40   \n",
       "1579                    9.35         33.000          1.65          0.40   \n",
       "1581                    4.25          4.000          1.35          0.40   \n",
       "1585                    7.11          7.504          1.65          0.40   \n",
       "1591                    4.27         44.896          1.50          0.40   \n",
       "1601                    1.80         49.120          1.50          0.40   \n",
       "1623                    0.67        425.000          1.20          0.40   \n",
       "1650                    1.94          8.000          2.30          0.46   \n",
       "1651                    1.40          2.500          1.74          0.40   \n",
       "\n",
       "      score breakoutlist  linkedin wealthfront  editors  \n",
       "143   0.991            0         0           0        0  \n",
       "206   0.898            0         0           0        0  \n",
       "211   0.979            0         0           0        0  \n",
       "277   0.921            0         0           0        0  \n",
       "303   0.991            0         0           0        0  \n",
       "433   0.897            0         0           0        0  \n",
       "443   0.893            0         0           0        0  \n",
       "477   0.794            0         0           0        0  \n",
       "507   1.000            0         0           0        0  \n",
       "521   1.180            0         0           0        0  \n",
       "582   0.895            0         0           0        0  \n",
       "599   1.065            0         0           0        0  \n",
       "632   1.273            0         0           0        0  \n",
       "651   1.546            0         0           0        0  \n",
       "660   0.847            0         0           0        0  \n",
       "694   1.272            0         0           0        0  \n",
       "774   0.905            0         0           0        0  \n",
       "776   1.062            0         0           0        0  \n",
       "795   1.059            0         0           0        0  \n",
       "803   1.154            0         0           0        0  \n",
       "810   1.269            0         0           0        0  \n",
       "816   2.949            0         0           0        0  \n",
       "825   1.072            0         0           0        0  \n",
       "841   0.987            0         0           0        0  \n",
       "861   0.979            0         0           0        0  \n",
       "896   1.143            0         0           0        0  \n",
       "900   0.979            0         0           0        0  \n",
       "910   1.077            0         0           0        0  \n",
       "920   1.083            0         0           0        0  \n",
       "926   1.174            0         0           0        0  \n",
       "...     ...          ...       ...         ...      ...  \n",
       "1478  0.798            0         0           0        0  \n",
       "1481  0.841            0         0           0        0  \n",
       "1483  0.805            0         0           0        0  \n",
       "1484  0.808            0         0           0        0  \n",
       "1487  0.909            0         0           0        0  \n",
       "1488  0.824            0         0           0        0  \n",
       "1494  0.838            0         0           0        0  \n",
       "1502  0.844            0         0           0        0  \n",
       "1509  0.982            0         0           0        0  \n",
       "1511  1.022            0         0           0        0  \n",
       "1517  0.797            0         0           0        0  \n",
       "1522  1.067            0         0           0        0  \n",
       "1524  0.976            0         0           0        0  \n",
       "1527  1.090            0         0           0        0  \n",
       "1528  1.160            0         0           0        0  \n",
       "1551  0.827            0         0           0        0  \n",
       "1563  0.873            0         0           0        0  \n",
       "1564  1.432            0         0           0        0  \n",
       "1568  0.797            0         0           0        0  \n",
       "1571  1.085            0         0           0        0  \n",
       "1572  1.081            0         0           0        0  \n",
       "1578  1.062            0         0           0        0  \n",
       "1579  1.060            0         0           0        0  \n",
       "1581  0.891            0         0           0        0  \n",
       "1585  1.062            0         0           0        0  \n",
       "1591  0.985            0         0           0        0  \n",
       "1601  1.076            1         0           1        0  \n",
       "1623  0.907            0         0           0        0  \n",
       "1650  1.557            0         0           0        0  \n",
       "1651  1.219            0         0           0        0  \n",
       "\n",
       "[122 rows x 28 columns]"
      ]
     },
     "execution_count": 163,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plotdata[plotdata.num_employees <= 10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 164,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "        text-align: right;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>company_name</th>\n",
       "      <th>num_employees</th>\n",
       "      <th>past_companies</th>\n",
       "      <th>past_schools</th>\n",
       "      <th>company_name_url</th>\n",
       "      <th>category_groups</th>\n",
       "      <th>headquarters_location</th>\n",
       "      <th>description</th>\n",
       "      <th>crunchbase_rank</th>\n",
       "      <th>website</th>\n",
       "      <th>...</th>\n",
       "      <th>valuation_at_ipo</th>\n",
       "      <th>time_since_last_funding</th>\n",
       "      <th>funding_ratio</th>\n",
       "      <th>school_score</th>\n",
       "      <th>company_score</th>\n",
       "      <th>score</th>\n",
       "      <th>breakoutlist</th>\n",
       "      <th>linkedin</th>\n",
       "      <th>wealthfront</th>\n",
       "      <th>editors</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Uber</td>\n",
       "      <td>33076</td>\n",
       "      <td>Uber, Microsoft, Google, Apple, Amazon</td>\n",
       "      <td>University of California Berkeley, Stanford Un...</td>\n",
       "      <td>https://www.crunchbase.com/organization/uber</td>\n",
       "      <td>Apps, Software, Transportation, Mobile</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Uber is a mobile app connecting passengers wit...</td>\n",
       "      <td>12</td>\n",
       "      <td>http://www.uber.com</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.72</td>\n",
       "      <td>8812.450</td>\n",
       "      <td>1.74</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.457</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>Pinterest</td>\n",
       "      <td>1639</td>\n",
       "      <td>Google, Pinterest, Facebook, Microsoft, Yahoo!...</td>\n",
       "      <td>Stanford University, University of California ...</td>\n",
       "      <td>https://www.crunchbase.com/organization/pinterest</td>\n",
       "      <td>Travel and Tourism, Media and Entertainment, I...</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Pinterest is a visual bookmarking tool for sav...</td>\n",
       "      <td>266</td>\n",
       "      <td>https://pinterest.com</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.59</td>\n",
       "      <td>1466.100</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.46</td>\n",
       "      <td>1.412</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1416</th>\n",
       "      <td>Palantir Technologies</td>\n",
       "      <td>1992</td>\n",
       "      <td>Palantir Technologies, Google, Microsoft, Stan...</td>\n",
       "      <td>Stanford University, Cornell University, Massa...</td>\n",
       "      <td>https://www.crunchbase.com/organization/palant...</td>\n",
       "      <td>Hardware, Information Technology, Consumer Ele...</td>\n",
       "      <td>Palo Alto, California, United States</td>\n",
       "      <td>Palantir Technologies offers a suite of softwa...</td>\n",
       "      <td>13212</td>\n",
       "      <td>http://www.palantir.com</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.97</td>\n",
       "      <td>2018.930</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.49</td>\n",
       "      <td>1.405</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Affirm</td>\n",
       "      <td>302</td>\n",
       "      <td>Google, Affirm Inc., LinkedIn, Stanford Univer...</td>\n",
       "      <td>Stanford University, University of California ...</td>\n",
       "      <td>https://www.crunchbase.com/organization/affirm</td>\n",
       "      <td>Payments, Financial Services, Lending and Inve...</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Affirm, a financial technology services compan...</td>\n",
       "      <td>15903</td>\n",
       "      <td>https://affirm.com</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.16</td>\n",
       "      <td>620.000</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.46</td>\n",
       "      <td>1.401</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>260</th>\n",
       "      <td>Snap Inc.</td>\n",
       "      <td>1588</td>\n",
       "      <td>Microsoft, Google, Amazon, Facebook, Yahoo! Inc.</td>\n",
       "      <td>Stanford University, University of Southern Ca...</td>\n",
       "      <td>https://www.crunchbase.com/organization/snapchat</td>\n",
       "      <td>Apps, Media and Entertainment, Information Tec...</td>\n",
       "      <td>Venice, California, United States</td>\n",
       "      <td>Snap, formerly Snapchat Inc, is a camera compa...</td>\n",
       "      <td>924</td>\n",
       "      <td>https://www.snap.com</td>\n",
       "      <td>...</td>\n",
       "      <td>$33,000,000,000</td>\n",
       "      <td>1.62</td>\n",
       "      <td>2647.985</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.43</td>\n",
       "      <td>1.395</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1615</th>\n",
       "      <td>Rubrik</td>\n",
       "      <td>598</td>\n",
       "      <td>Dell EMC, NetApp, Dell, VMware, Cisco</td>\n",
       "      <td>Stanford University, University of California ...</td>\n",
       "      <td>https://www.crunchbase.com/organization/rubrik</td>\n",
       "      <td>Hardware, Information Technology, Software, In...</td>\n",
       "      <td>Palo Alto, California, United States</td>\n",
       "      <td>Rubrik offers live data access for recovery an...</td>\n",
       "      <td>10765</td>\n",
       "      <td>http://rubrik.com/</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.70</td>\n",
       "      <td>292.000</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.383</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>796</th>\n",
       "      <td>Dropbox</td>\n",
       "      <td>2236</td>\n",
       "      <td>Dropbox, Google, Microsoft, Oracle, Facebook</td>\n",
       "      <td>Stanford University, University of California ...</td>\n",
       "      <td>https://www.crunchbase.com/organization/dropbox</td>\n",
       "      <td>Hardware, Information Technology, Software, In...</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Dropbox's mission is to provide a home for eve...</td>\n",
       "      <td>3848</td>\n",
       "      <td>http://www.dropbox.com</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.78</td>\n",
       "      <td>607.215</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.46</td>\n",
       "      <td>1.378</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1603</th>\n",
       "      <td>Stripe</td>\n",
       "      <td>831</td>\n",
       "      <td>Google, Twitter, Stripe, Facebook, Microsoft</td>\n",
       "      <td>Stanford University, University of California ...</td>\n",
       "      <td>https://www.crunchbase.com/organization/stripe</td>\n",
       "      <td>Software, Payments, Financial Services, Lendin...</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Stripe provides a set of unified APIs and tool...</td>\n",
       "      <td>482</td>\n",
       "      <td>http://stripe.com</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.12</td>\n",
       "      <td>440.000</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.46</td>\n",
       "      <td>1.378</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1261</th>\n",
       "      <td>Robinhood</td>\n",
       "      <td>192</td>\n",
       "      <td>Google, Facebook, Stanford University, Univers...</td>\n",
       "      <td>Stanford University, University of California ...</td>\n",
       "      <td>https://www.crunchbase.com/organization/analyst</td>\n",
       "      <td>Financial Services, Mobile</td>\n",
       "      <td>Palo Alto, California, United States</td>\n",
       "      <td>Robinhood is a stock brokerage that allows cus...</td>\n",
       "      <td>8704</td>\n",
       "      <td>https://www.robinhood.com/</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.70</td>\n",
       "      <td>176.000</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.45</td>\n",
       "      <td>1.377</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>ThoughtSpot</td>\n",
       "      <td>220</td>\n",
       "      <td>IBM, ThoughtSpot, Oracle, Google, Stanford Uni...</td>\n",
       "      <td>Stanford University, San Jose State University...</td>\n",
       "      <td>https://www.crunchbase.com/organization/though...</td>\n",
       "      <td>Data and Analytics, Software</td>\n",
       "      <td>Palo Alto, California, United States</td>\n",
       "      <td>Search-driven Analytics for the Enterprise. Ne...</td>\n",
       "      <td>36</td>\n",
       "      <td>http://thoughtspot.com</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.39</td>\n",
       "      <td>150.700</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.372</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Blend</td>\n",
       "      <td>260</td>\n",
       "      <td>Blend, Palantir Technologies, Salesforce, Pand...</td>\n",
       "      <td>Stanford University, University of California ...</td>\n",
       "      <td>https://www.crunchbase.com/organization/blend-...</td>\n",
       "      <td>Real Estate, Financial Services</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Blend's technology empowers top mortgage lende...</td>\n",
       "      <td>179</td>\n",
       "      <td>https://www.blend.com</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.38</td>\n",
       "      <td>160.000</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.372</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1599</th>\n",
       "      <td>Opendoor</td>\n",
       "      <td>366</td>\n",
       "      <td>Opendoor, Goldman Sachs, Google, Square, Micro...</td>\n",
       "      <td>Stanford University, Arizona State University,...</td>\n",
       "      <td>https://www.crunchbase.com/organization/opendo...</td>\n",
       "      <td>Real Estate, Internet Services</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Opendoor is an online home-selling service aim...</td>\n",
       "      <td>27014</td>\n",
       "      <td>https://www.opendoor.com</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.10</td>\n",
       "      <td>319.950</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.368</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Sourcegraph</td>\n",
       "      <td>21</td>\n",
       "      <td>Google, Stanford University, LinkedIn, Bain &amp; ...</td>\n",
       "      <td>Stanford University, Emerson College, Vanderbi...</td>\n",
       "      <td>https://crunchbase.com/organization/sourcegraph</td>\n",
       "      <td>Software</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Sourcegraph is creating the best way to read a...</td>\n",
       "      <td>4432</td>\n",
       "      <td>https://sourcegraph.com</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.26</td>\n",
       "      <td>20.000</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.46</td>\n",
       "      <td>1.366</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>988</th>\n",
       "      <td>Slack</td>\n",
       "      <td>922</td>\n",
       "      <td>Slack, Google, Salesforce, Twitter, Box</td>\n",
       "      <td>Stanford University, University of California ...</td>\n",
       "      <td>https://www.crunchbase.com/organization/slack</td>\n",
       "      <td>Information Technology, Software, Internet Ser...</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Slack is a team communication application prov...</td>\n",
       "      <td>5334</td>\n",
       "      <td>http://slack.com</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.77</td>\n",
       "      <td>539.950</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.362</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>231</th>\n",
       "      <td>Quora</td>\n",
       "      <td>344</td>\n",
       "      <td>Quora, Google, Facebook, Stanford University, ...</td>\n",
       "      <td>Stanford University, Harvard University, Unive...</td>\n",
       "      <td>https://www.crunchbase.com/organization/quora</td>\n",
       "      <td>Media and Entertainment, Information Technolog...</td>\n",
       "      <td>Mountain View, California, United States</td>\n",
       "      <td>Quora is a Q&amp;A platform with a mission to shar...</td>\n",
       "      <td>839</td>\n",
       "      <td>http://quora.com</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.72</td>\n",
       "      <td>226.000</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.362</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>Color Genomics</td>\n",
       "      <td>123</td>\n",
       "      <td>Twitter, Google, University of California, Dav...</td>\n",
       "      <td>Stanford University, University of California ...</td>\n",
       "      <td>https://www.crunchbase.com/organization/color-...</td>\n",
       "      <td>Biotechnology, Science and Engineering, Data a...</td>\n",
       "      <td>Burlingame, California, United States</td>\n",
       "      <td>Color Genomics provides a service that helps p...</td>\n",
       "      <td>112</td>\n",
       "      <td>https://www.color.com</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.40</td>\n",
       "      <td>150.548</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.362</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Coursera</td>\n",
       "      <td>930</td>\n",
       "      <td>Coursera, Google, Microsoft, Stanford Universi...</td>\n",
       "      <td>Stanford University, University of California ...</td>\n",
       "      <td>https://www.crunchbase.com/organization/coursera</td>\n",
       "      <td>Software, Education, Internet Services</td>\n",
       "      <td>Mountain View, California, United States</td>\n",
       "      <td>Coursera is scaling a global platform to provi...</td>\n",
       "      <td>99</td>\n",
       "      <td>http://www.coursera.org</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.59</td>\n",
       "      <td>210.100</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.362</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>Big Switch Networks</td>\n",
       "      <td>155</td>\n",
       "      <td>Cisco, Juniper Networks, Gigamon, Brocade, VMware</td>\n",
       "      <td>Stanford University, San Jose State University...</td>\n",
       "      <td>https://www.crunchbase.com/organization/big-sw...</td>\n",
       "      <td>Hardware, Information Technology, Software, Pr...</td>\n",
       "      <td>Santa Clara, California, United States</td>\n",
       "      <td>Big Switch Networks is the Next-Generation Dat...</td>\n",
       "      <td>163</td>\n",
       "      <td>http://www.bigswitch.com</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.45</td>\n",
       "      <td>119.500</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.361</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Qadium</td>\n",
       "      <td>59</td>\n",
       "      <td>Stanford University, University of Washington,...</td>\n",
       "      <td>Stanford University, Caltech, University of Ca...</td>\n",
       "      <td>https://www.crunchbase.com/organization/qadium...</td>\n",
       "      <td>Information Technology, Software, Privacy and ...</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Qadium creates and organizes knowledge about t...</td>\n",
       "      <td>4492</td>\n",
       "      <td>https://qadium.com/</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.36</td>\n",
       "      <td>65.970</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.360</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>Freenome</td>\n",
       "      <td>32</td>\n",
       "      <td>Counsyl, Stanford University, Syracuse Univers...</td>\n",
       "      <td>Stanford University, Northwestern University, ...</td>\n",
       "      <td>https://www.crunchbase.com/organization/freenome</td>\n",
       "      <td>Biotechnology, Science and Engineering, Health...</td>\n",
       "      <td>South San Francisco, California, United States</td>\n",
       "      <td>Freenome is a platform that helps design healt...</td>\n",
       "      <td>467</td>\n",
       "      <td>http://www.freenome.com</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.36</td>\n",
       "      <td>77.550</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.360</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>20 rows × 28 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               company_name  num_employees  \\\n",
       "11                     Uber          33076   \n",
       "86                Pinterest           1639   \n",
       "1416  Palantir Technologies           1992   \n",
       "0                    Affirm            302   \n",
       "260               Snap Inc.           1588   \n",
       "1615                 Rubrik            598   \n",
       "796                 Dropbox           2236   \n",
       "1603                 Stripe            831   \n",
       "1261              Robinhood            192   \n",
       "21              ThoughtSpot            220   \n",
       "3                     Blend            260   \n",
       "1599               Opendoor            366   \n",
       "8               Sourcegraph             21   \n",
       "988                   Slack            922   \n",
       "231                   Quora            344   \n",
       "46           Color Genomics            123   \n",
       "42                 Coursera            930   \n",
       "60      Big Switch Networks            155   \n",
       "2                    Qadium             59   \n",
       "138                Freenome             32   \n",
       "\n",
       "                                         past_companies  \\\n",
       "11               Uber, Microsoft, Google, Apple, Amazon   \n",
       "86    Google, Pinterest, Facebook, Microsoft, Yahoo!...   \n",
       "1416  Palantir Technologies, Google, Microsoft, Stan...   \n",
       "0     Google, Affirm Inc., LinkedIn, Stanford Univer...   \n",
       "260    Microsoft, Google, Amazon, Facebook, Yahoo! Inc.   \n",
       "1615              Dell EMC, NetApp, Dell, VMware, Cisco   \n",
       "796        Dropbox, Google, Microsoft, Oracle, Facebook   \n",
       "1603       Google, Twitter, Stripe, Facebook, Microsoft   \n",
       "1261  Google, Facebook, Stanford University, Univers...   \n",
       "21    IBM, ThoughtSpot, Oracle, Google, Stanford Uni...   \n",
       "3     Blend, Palantir Technologies, Salesforce, Pand...   \n",
       "1599  Opendoor, Goldman Sachs, Google, Square, Micro...   \n",
       "8     Google, Stanford University, LinkedIn, Bain & ...   \n",
       "988             Slack, Google, Salesforce, Twitter, Box   \n",
       "231   Quora, Google, Facebook, Stanford University, ...   \n",
       "46    Twitter, Google, University of California, Dav...   \n",
       "42    Coursera, Google, Microsoft, Stanford Universi...   \n",
       "60    Cisco, Juniper Networks, Gigamon, Brocade, VMware   \n",
       "2     Stanford University, University of Washington,...   \n",
       "138   Counsyl, Stanford University, Syracuse Univers...   \n",
       "\n",
       "                                           past_schools  \\\n",
       "11    University of California Berkeley, Stanford Un...   \n",
       "86    Stanford University, University of California ...   \n",
       "1416  Stanford University, Cornell University, Massa...   \n",
       "0     Stanford University, University of California ...   \n",
       "260   Stanford University, University of Southern Ca...   \n",
       "1615  Stanford University, University of California ...   \n",
       "796   Stanford University, University of California ...   \n",
       "1603  Stanford University, University of California ...   \n",
       "1261  Stanford University, University of California ...   \n",
       "21    Stanford University, San Jose State University...   \n",
       "3     Stanford University, University of California ...   \n",
       "1599  Stanford University, Arizona State University,...   \n",
       "8     Stanford University, Emerson College, Vanderbi...   \n",
       "988   Stanford University, University of California ...   \n",
       "231   Stanford University, Harvard University, Unive...   \n",
       "46    Stanford University, University of California ...   \n",
       "42    Stanford University, University of California ...   \n",
       "60    Stanford University, San Jose State University...   \n",
       "2     Stanford University, Caltech, University of Ca...   \n",
       "138   Stanford University, Northwestern University, ...   \n",
       "\n",
       "                                       company_name_url  \\\n",
       "11         https://www.crunchbase.com/organization/uber   \n",
       "86    https://www.crunchbase.com/organization/pinterest   \n",
       "1416  https://www.crunchbase.com/organization/palant...   \n",
       "0        https://www.crunchbase.com/organization/affirm   \n",
       "260    https://www.crunchbase.com/organization/snapchat   \n",
       "1615     https://www.crunchbase.com/organization/rubrik   \n",
       "796     https://www.crunchbase.com/organization/dropbox   \n",
       "1603     https://www.crunchbase.com/organization/stripe   \n",
       "1261    https://www.crunchbase.com/organization/analyst   \n",
       "21    https://www.crunchbase.com/organization/though...   \n",
       "3     https://www.crunchbase.com/organization/blend-...   \n",
       "1599  https://www.crunchbase.com/organization/opendo...   \n",
       "8       https://crunchbase.com/organization/sourcegraph   \n",
       "988       https://www.crunchbase.com/organization/slack   \n",
       "231       https://www.crunchbase.com/organization/quora   \n",
       "46    https://www.crunchbase.com/organization/color-...   \n",
       "42     https://www.crunchbase.com/organization/coursera   \n",
       "60    https://www.crunchbase.com/organization/big-sw...   \n",
       "2     https://www.crunchbase.com/organization/qadium...   \n",
       "138    https://www.crunchbase.com/organization/freenome   \n",
       "\n",
       "                                        category_groups  \\\n",
       "11               Apps, Software, Transportation, Mobile   \n",
       "86    Travel and Tourism, Media and Entertainment, I...   \n",
       "1416  Hardware, Information Technology, Consumer Ele...   \n",
       "0     Payments, Financial Services, Lending and Inve...   \n",
       "260   Apps, Media and Entertainment, Information Tec...   \n",
       "1615  Hardware, Information Technology, Software, In...   \n",
       "796   Hardware, Information Technology, Software, In...   \n",
       "1603  Software, Payments, Financial Services, Lendin...   \n",
       "1261                         Financial Services, Mobile   \n",
       "21                         Data and Analytics, Software   \n",
       "3                       Real Estate, Financial Services   \n",
       "1599                     Real Estate, Internet Services   \n",
       "8                                              Software   \n",
       "988   Information Technology, Software, Internet Ser...   \n",
       "231   Media and Entertainment, Information Technolog...   \n",
       "46    Biotechnology, Science and Engineering, Data a...   \n",
       "42               Software, Education, Internet Services   \n",
       "60    Hardware, Information Technology, Software, Pr...   \n",
       "2     Information Technology, Software, Privacy and ...   \n",
       "138   Biotechnology, Science and Engineering, Health...   \n",
       "\n",
       "                               headquarters_location  \\\n",
       "11          San Francisco, California, United States   \n",
       "86          San Francisco, California, United States   \n",
       "1416            Palo Alto, California, United States   \n",
       "0           San Francisco, California, United States   \n",
       "260                Venice, California, United States   \n",
       "1615            Palo Alto, California, United States   \n",
       "796         San Francisco, California, United States   \n",
       "1603        San Francisco, California, United States   \n",
       "1261            Palo Alto, California, United States   \n",
       "21              Palo Alto, California, United States   \n",
       "3           San Francisco, California, United States   \n",
       "1599        San Francisco, California, United States   \n",
       "8           San Francisco, California, United States   \n",
       "988         San Francisco, California, United States   \n",
       "231         Mountain View, California, United States   \n",
       "46             Burlingame, California, United States   \n",
       "42          Mountain View, California, United States   \n",
       "60            Santa Clara, California, United States   \n",
       "2           San Francisco, California, United States   \n",
       "138   South San Francisco, California, United States   \n",
       "\n",
       "                                            description  crunchbase_rank  \\\n",
       "11    Uber is a mobile app connecting passengers wit...               12   \n",
       "86    Pinterest is a visual bookmarking tool for sav...              266   \n",
       "1416  Palantir Technologies offers a suite of softwa...            13212   \n",
       "0     Affirm, a financial technology services compan...            15903   \n",
       "260   Snap, formerly Snapchat Inc, is a camera compa...              924   \n",
       "1615  Rubrik offers live data access for recovery an...            10765   \n",
       "796   Dropbox's mission is to provide a home for eve...             3848   \n",
       "1603  Stripe provides a set of unified APIs and tool...              482   \n",
       "1261  Robinhood is a stock brokerage that allows cus...             8704   \n",
       "21    Search-driven Analytics for the Enterprise. Ne...               36   \n",
       "3     Blend's technology empowers top mortgage lende...              179   \n",
       "1599  Opendoor is an online home-selling service aim...            27014   \n",
       "8     Sourcegraph is creating the best way to read a...             4432   \n",
       "988   Slack is a team communication application prov...             5334   \n",
       "231   Quora is a Q&A platform with a mission to shar...              839   \n",
       "46    Color Genomics provides a service that helps p...              112   \n",
       "42    Coursera is scaling a global platform to provi...               99   \n",
       "60    Big Switch Networks is the Next-Generation Dat...              163   \n",
       "2     Qadium creates and organizes knowledge about t...             4492   \n",
       "138   Freenome is a platform that helps design healt...              467   \n",
       "\n",
       "                         website   ...    valuation_at_ipo  \\\n",
       "11           http://www.uber.com   ...                 NaN   \n",
       "86         https://pinterest.com   ...                 NaN   \n",
       "1416     http://www.palantir.com   ...                 NaN   \n",
       "0             https://affirm.com   ...                 NaN   \n",
       "260         https://www.snap.com   ...     $33,000,000,000   \n",
       "1615          http://rubrik.com/   ...                 NaN   \n",
       "796       http://www.dropbox.com   ...                 NaN   \n",
       "1603           http://stripe.com   ...                 NaN   \n",
       "1261  https://www.robinhood.com/   ...                 NaN   \n",
       "21        http://thoughtspot.com   ...                 NaN   \n",
       "3          https://www.blend.com   ...                 NaN   \n",
       "1599    https://www.opendoor.com   ...                 NaN   \n",
       "8        https://sourcegraph.com   ...                 NaN   \n",
       "988             http://slack.com   ...                 NaN   \n",
       "231             http://quora.com   ...                 NaN   \n",
       "46         https://www.color.com   ...                 NaN   \n",
       "42       http://www.coursera.org   ...                 NaN   \n",
       "60      http://www.bigswitch.com   ...                 NaN   \n",
       "2            https://qadium.com/   ...                 NaN   \n",
       "138      http://www.freenome.com   ...                 NaN   \n",
       "\n",
       "     time_since_last_funding  funding_ratio  school_score company_score  \\\n",
       "11                      0.72       8812.450          1.74          0.40   \n",
       "86                      0.59       1466.100          1.92          0.46   \n",
       "1416                    0.97       2018.930          1.92          0.49   \n",
       "0                       0.16        620.000          1.92          0.46   \n",
       "260                     1.62       2647.985          1.92          0.43   \n",
       "1615                    0.70        292.000          1.92          0.40   \n",
       "796                     0.78        607.215          1.92          0.46   \n",
       "1603                    1.12        440.000          1.92          0.46   \n",
       "1261                    0.70        176.000          1.92          0.45   \n",
       "21                      0.39        150.700          1.92          0.40   \n",
       "3                       0.38        160.000          1.92          0.40   \n",
       "1599                    1.10        319.950          1.92          0.40   \n",
       "8                       0.26         20.000          1.92          0.46   \n",
       "988                     1.77        539.950          1.92          0.40   \n",
       "231                     0.72        226.000          1.92          0.40   \n",
       "46                      0.40        150.548          1.92          0.40   \n",
       "42                      0.59        210.100          1.92          0.40   \n",
       "60                      0.45        119.500          1.92          0.40   \n",
       "2                       0.36         65.970          1.92          0.40   \n",
       "138                     0.36         77.550          1.92          0.40   \n",
       "\n",
       "      score breakoutlist  linkedin wealthfront  editors  \n",
       "11    1.457            0         0           0        0  \n",
       "86    1.412            1         1           0        0  \n",
       "1416  1.405            0         0           0        0  \n",
       "0     1.401            1         1           1        0  \n",
       "260   1.395            0         0           0        0  \n",
       "1615  1.383            1         1           1        0  \n",
       "796   1.378            0         1           0        0  \n",
       "1603  1.378            1         1           0        0  \n",
       "1261  1.377            0         1           1        0  \n",
       "21    1.372            0         1           1        0  \n",
       "3     1.372            1         1           0        0  \n",
       "1599  1.368            1         1           0        0  \n",
       "8     1.366            0         0           0        1  \n",
       "988   1.362            1         1           1        0  \n",
       "231   1.362            1         0           0        0  \n",
       "46    1.362            1         0           0        0  \n",
       "42    1.362            0         1           0        0  \n",
       "60    1.361            0         0           1        0  \n",
       "2     1.360            1         0           0        0  \n",
       "138   1.360            0         0           0        1  \n",
       "\n",
       "[20 rows x 28 columns]"
      ]
     },
     "execution_count": 164,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "high_rated_startups = plotdata[plotdata.num_employees > 10]\n",
    "high_rated_startups = high_rated_startups[high_rated_startups.headquarters_location.str.contains('United States', na=False)]\n",
    "high_rated_startups.sort_values('score', ascending=False).head(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 165,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>company_name</th>\n",
       "      <th>num_employees</th>\n",
       "      <th>past_companies</th>\n",
       "      <th>past_schools</th>\n",
       "      <th>company_name_url</th>\n",
       "      <th>category_groups</th>\n",
       "      <th>headquarters_location</th>\n",
       "      <th>description</th>\n",
       "      <th>crunchbase_rank</th>\n",
       "      <th>website</th>\n",
       "      <th>...</th>\n",
       "      <th>valuation_at_ipo</th>\n",
       "      <th>time_since_last_funding</th>\n",
       "      <th>funding_ratio</th>\n",
       "      <th>school_score</th>\n",
       "      <th>company_score</th>\n",
       "      <th>score</th>\n",
       "      <th>breakoutlist</th>\n",
       "      <th>linkedin</th>\n",
       "      <th>wealthfront</th>\n",
       "      <th>editors</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Affirm</td>\n",
       "      <td>302</td>\n",
       "      <td>Google, Affirm Inc., LinkedIn, Stanford Univer...</td>\n",
       "      <td>Stanford University, University of California ...</td>\n",
       "      <td>https://www.crunchbase.com/organization/affirm</td>\n",
       "      <td>Payments, Financial Services, Lending and Inve...</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Affirm, a financial technology services compan...</td>\n",
       "      <td>15903</td>\n",
       "      <td>https://affirm.com</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.16</td>\n",
       "      <td>620.00</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.46</td>\n",
       "      <td>1.401</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1261</th>\n",
       "      <td>Robinhood</td>\n",
       "      <td>192</td>\n",
       "      <td>Google, Facebook, Stanford University, Univers...</td>\n",
       "      <td>Stanford University, University of California ...</td>\n",
       "      <td>https://www.crunchbase.com/organization/analyst</td>\n",
       "      <td>Financial Services, Mobile</td>\n",
       "      <td>Palo Alto, California, United States</td>\n",
       "      <td>Robinhood is a stock brokerage that allows cus...</td>\n",
       "      <td>8704</td>\n",
       "      <td>https://www.robinhood.com/</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.70</td>\n",
       "      <td>176.00</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.45</td>\n",
       "      <td>1.377</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Blend</td>\n",
       "      <td>260</td>\n",
       "      <td>Blend, Palantir Technologies, Salesforce, Pand...</td>\n",
       "      <td>Stanford University, University of California ...</td>\n",
       "      <td>https://www.crunchbase.com/organization/blend-...</td>\n",
       "      <td>Real Estate, Financial Services</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Blend's technology empowers top mortgage lende...</td>\n",
       "      <td>179</td>\n",
       "      <td>https://www.blend.com</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.38</td>\n",
       "      <td>160.00</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.372</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1599</th>\n",
       "      <td>Opendoor</td>\n",
       "      <td>366</td>\n",
       "      <td>Opendoor, Goldman Sachs, Google, Square, Micro...</td>\n",
       "      <td>Stanford University, Arizona State University,...</td>\n",
       "      <td>https://www.crunchbase.com/organization/opendo...</td>\n",
       "      <td>Real Estate, Internet Services</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Opendoor is an online home-selling service aim...</td>\n",
       "      <td>27014</td>\n",
       "      <td>https://www.opendoor.com</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.10</td>\n",
       "      <td>319.95</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.368</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1600</th>\n",
       "      <td>Neighborly</td>\n",
       "      <td>63</td>\n",
       "      <td>Standish Mellon Asset Management Company LLC, ...</td>\n",
       "      <td>Stanford University, University of Missouri-Ka...</td>\n",
       "      <td>https://www.crunchbase.com/organization/neighb...</td>\n",
       "      <td>Information Technology, Software, Government a...</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Neighborly modernizes access to public finance...</td>\n",
       "      <td>31861</td>\n",
       "      <td>https://neighborly.com</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.65</td>\n",
       "      <td>30.50</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.357</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>Addepar</td>\n",
       "      <td>272</td>\n",
       "      <td>Addepar, SS&amp;C Advent, Bridgewater Associates, ...</td>\n",
       "      <td>Stanford University, University of California ...</td>\n",
       "      <td>https://www.crunchbase.com/organization/addepar</td>\n",
       "      <td>Financial Services</td>\n",
       "      <td>Mountain View, California, United States</td>\n",
       "      <td>Addepar is an investment management platform f...</td>\n",
       "      <td>457</td>\n",
       "      <td>https://addepar.com</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.59</td>\n",
       "      <td>205.84</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.352</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1642</th>\n",
       "      <td>Shogun Enterprises</td>\n",
       "      <td>18</td>\n",
       "      <td>Northwestern University, BarLift, Stanford Uni...</td>\n",
       "      <td>Stanford University, Northwestern University, ...</td>\n",
       "      <td>https://crunchbase.com/organization/shogun-2</td>\n",
       "      <td>Financial Services, Real Estate</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Financial Technology for Home Improvement</td>\n",
       "      <td>47542</td>\n",
       "      <td>http://www.shoguninc.com/</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.78</td>\n",
       "      <td>2.00</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.345</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>891</th>\n",
       "      <td>Clara Lending</td>\n",
       "      <td>72</td>\n",
       "      <td>Bank of America, Bridgewater Associates, JPMor...</td>\n",
       "      <td>Stanford University, University of California ...</td>\n",
       "      <td>https://www.crunchbase.com/organization/clara-...</td>\n",
       "      <td>Real Estate, Financial Services</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Building the fastest, simplest way for consume...</td>\n",
       "      <td>4488</td>\n",
       "      <td>https://clara.com</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.39</td>\n",
       "      <td>24.30</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.343</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1255</th>\n",
       "      <td>Zanbato</td>\n",
       "      <td>34</td>\n",
       "      <td>Merrill Lynch, Zanbato Inc., ThinkEquity LLC, ...</td>\n",
       "      <td>Stanford University, University of Toronto, Th...</td>\n",
       "      <td>https://www.crunchbase.com/organization/zanbato</td>\n",
       "      <td>Information Technology, Financial Services</td>\n",
       "      <td>Mountain View, California, United States</td>\n",
       "      <td>Zanbato offers a fully-integrated technology p...</td>\n",
       "      <td>8652</td>\n",
       "      <td>http://zanbato.com</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.26</td>\n",
       "      <td>18.91</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.299</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>AngelList</td>\n",
       "      <td>137</td>\n",
       "      <td>Microsoft, eBay, Voxbone, Google, Dropbox</td>\n",
       "      <td>Stanford University, University of California ...</td>\n",
       "      <td>https://www.crunchbase.com/organization/angellist</td>\n",
       "      <td>Professional Services, Financial Services</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>AngelList is a U.S. website for startups, ange...</td>\n",
       "      <td>434</td>\n",
       "      <td>http://angel.co</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.84</td>\n",
       "      <td>26.20</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.43</td>\n",
       "      <td>1.291</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10 rows × 28 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            company_name  num_employees  \\\n",
       "0                 Affirm            302   \n",
       "1261           Robinhood            192   \n",
       "3                  Blend            260   \n",
       "1599            Opendoor            366   \n",
       "1600          Neighborly             63   \n",
       "135              Addepar            272   \n",
       "1642  Shogun Enterprises             18   \n",
       "891        Clara Lending             72   \n",
       "1255             Zanbato             34   \n",
       "125            AngelList            137   \n",
       "\n",
       "                                         past_companies  \\\n",
       "0     Google, Affirm Inc., LinkedIn, Stanford Univer...   \n",
       "1261  Google, Facebook, Stanford University, Univers...   \n",
       "3     Blend, Palantir Technologies, Salesforce, Pand...   \n",
       "1599  Opendoor, Goldman Sachs, Google, Square, Micro...   \n",
       "1600  Standish Mellon Asset Management Company LLC, ...   \n",
       "135   Addepar, SS&C Advent, Bridgewater Associates, ...   \n",
       "1642  Northwestern University, BarLift, Stanford Uni...   \n",
       "891   Bank of America, Bridgewater Associates, JPMor...   \n",
       "1255  Merrill Lynch, Zanbato Inc., ThinkEquity LLC, ...   \n",
       "125           Microsoft, eBay, Voxbone, Google, Dropbox   \n",
       "\n",
       "                                           past_schools  \\\n",
       "0     Stanford University, University of California ...   \n",
       "1261  Stanford University, University of California ...   \n",
       "3     Stanford University, University of California ...   \n",
       "1599  Stanford University, Arizona State University,...   \n",
       "1600  Stanford University, University of Missouri-Ka...   \n",
       "135   Stanford University, University of California ...   \n",
       "1642  Stanford University, Northwestern University, ...   \n",
       "891   Stanford University, University of California ...   \n",
       "1255  Stanford University, University of Toronto, Th...   \n",
       "125   Stanford University, University of California ...   \n",
       "\n",
       "                                       company_name_url  \\\n",
       "0        https://www.crunchbase.com/organization/affirm   \n",
       "1261    https://www.crunchbase.com/organization/analyst   \n",
       "3     https://www.crunchbase.com/organization/blend-...   \n",
       "1599  https://www.crunchbase.com/organization/opendo...   \n",
       "1600  https://www.crunchbase.com/organization/neighb...   \n",
       "135     https://www.crunchbase.com/organization/addepar   \n",
       "1642       https://crunchbase.com/organization/shogun-2   \n",
       "891   https://www.crunchbase.com/organization/clara-...   \n",
       "1255    https://www.crunchbase.com/organization/zanbato   \n",
       "125   https://www.crunchbase.com/organization/angellist   \n",
       "\n",
       "                                        category_groups  \\\n",
       "0     Payments, Financial Services, Lending and Inve...   \n",
       "1261                         Financial Services, Mobile   \n",
       "3                       Real Estate, Financial Services   \n",
       "1599                     Real Estate, Internet Services   \n",
       "1600  Information Technology, Software, Government a...   \n",
       "135                                  Financial Services   \n",
       "1642                    Financial Services, Real Estate   \n",
       "891                     Real Estate, Financial Services   \n",
       "1255         Information Technology, Financial Services   \n",
       "125           Professional Services, Financial Services   \n",
       "\n",
       "                         headquarters_location  \\\n",
       "0     San Francisco, California, United States   \n",
       "1261      Palo Alto, California, United States   \n",
       "3     San Francisco, California, United States   \n",
       "1599  San Francisco, California, United States   \n",
       "1600  San Francisco, California, United States   \n",
       "135   Mountain View, California, United States   \n",
       "1642  San Francisco, California, United States   \n",
       "891   San Francisco, California, United States   \n",
       "1255  Mountain View, California, United States   \n",
       "125   San Francisco, California, United States   \n",
       "\n",
       "                                            description  crunchbase_rank  \\\n",
       "0     Affirm, a financial technology services compan...            15903   \n",
       "1261  Robinhood is a stock brokerage that allows cus...             8704   \n",
       "3     Blend's technology empowers top mortgage lende...              179   \n",
       "1599  Opendoor is an online home-selling service aim...            27014   \n",
       "1600  Neighborly modernizes access to public finance...            31861   \n",
       "135   Addepar is an investment management platform f...              457   \n",
       "1642          Financial Technology for Home Improvement            47542   \n",
       "891   Building the fastest, simplest way for consume...             4488   \n",
       "1255  Zanbato offers a fully-integrated technology p...             8652   \n",
       "125   AngelList is a U.S. website for startups, ange...              434   \n",
       "\n",
       "                         website   ...    valuation_at_ipo  \\\n",
       "0             https://affirm.com   ...                 NaN   \n",
       "1261  https://www.robinhood.com/   ...                 NaN   \n",
       "3          https://www.blend.com   ...                 NaN   \n",
       "1599    https://www.opendoor.com   ...                 NaN   \n",
       "1600      https://neighborly.com   ...                 NaN   \n",
       "135          https://addepar.com   ...                 NaN   \n",
       "1642   http://www.shoguninc.com/   ...                 NaN   \n",
       "891            https://clara.com   ...                 NaN   \n",
       "1255          http://zanbato.com   ...                 NaN   \n",
       "125              http://angel.co   ...                 NaN   \n",
       "\n",
       "     time_since_last_funding  funding_ratio  school_score company_score  \\\n",
       "0                       0.16         620.00          1.92          0.46   \n",
       "1261                    0.70         176.00          1.92          0.45   \n",
       "3                       0.38         160.00          1.92          0.40   \n",
       "1599                    1.10         319.95          1.92          0.40   \n",
       "1600                    0.65          30.50          1.92          0.40   \n",
       "135                     0.59         205.84          1.92          0.40   \n",
       "1642                    0.78           2.00          1.92          0.40   \n",
       "891                     1.39          24.30          1.92          0.40   \n",
       "1255                    2.26          18.91          1.92          0.40   \n",
       "125                     2.84          26.20          1.92          0.43   \n",
       "\n",
       "      score breakoutlist  linkedin wealthfront  editors  \n",
       "0     1.401            1         1           1        0  \n",
       "1261  1.377            0         1           1        0  \n",
       "3     1.372            1         1           0        0  \n",
       "1599  1.368            1         1           0        0  \n",
       "1600  1.357            0         0           0        1  \n",
       "135   1.352            0         0           0        0  \n",
       "1642  1.345            0         0           0        0  \n",
       "891   1.343            0         0           0        1  \n",
       "1255  1.299            0         0           0        0  \n",
       "125   1.291            1         0           0        0  \n",
       "\n",
       "[10 rows x 28 columns]"
      ]
     },
     "execution_count": 165,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "finance_fields = ['Finance', 'Financial Services', 'FinTech', 'Real Estate']\n",
    "fintech_startups = high_rated_startups[high_rated_startups.categories.str.contains('|'.join(finance_fields), na=False)]\n",
    "fintech_startups.sort_values('score', ascending=False).head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 166,
   "metadata": {
    "collapsed": false,
    "scrolled": false
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    {
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       "      <th>8</th>\n",
       "      <td>Sourcegraph</td>\n",
       "      <td>21</td>\n",
       "      <td>Google, Stanford University, LinkedIn, Bain &amp; ...</td>\n",
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       "      <th>138</th>\n",
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       "      <td>32</td>\n",
       "      <td>Counsyl, Stanford University, Syracuse Univers...</td>\n",
       "      <td>Stanford University, Northwestern University, ...</td>\n",
       "      <td>https://www.crunchbase.com/organization/freenome</td>\n",
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       "      <td>StackRox</td>\n",
       "      <td>35</td>\n",
       "      <td>Cisco, Medallia, Microsoft, Intel Corporation,...</td>\n",
       "      <td>Stanford University, Santa Clara University, H...</td>\n",
       "      <td>https://www.crunchbase.com/organization/stackrox</td>\n",
       "      <td>Software, Internet Services, Privacy and Security</td>\n",
       "      <td>Mountain View, California, United States</td>\n",
       "      <td>StackRox delivers the industry's only adaptive...</td>\n",
       "      <td>2060</td>\n",
       "      <td>http://www.stackrox.com</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.48</td>\n",
       "      <td>14.00</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.358</td>\n",
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       "    <tr>\n",
       "      <th>1600</th>\n",
       "      <td>Neighborly</td>\n",
       "      <td>63</td>\n",
       "      <td>Standish Mellon Asset Management Company LLC, ...</td>\n",
       "      <td>Stanford University, University of Missouri-Ka...</td>\n",
       "      <td>https://www.crunchbase.com/organization/neighb...</td>\n",
       "      <td>Information Technology, Software, Government a...</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Neighborly modernizes access to public finance...</td>\n",
       "      <td>31861</td>\n",
       "      <td>https://neighborly.com</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.65</td>\n",
       "      <td>30.50</td>\n",
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       "      <td>SafeGraph</td>\n",
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       "      <td>https://www.crunchbase.com/organization/safegraph</td>\n",
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      ],
      "text/plain": [
       "     company_name  num_employees  \\\n",
       "8     Sourcegraph             21   \n",
       "138      Freenome             32   \n",
       "497      StackRox             35   \n",
       "1600   Neighborly             63   \n",
       "657     SafeGraph             21   \n",
       "\n",
       "                                         past_companies  \\\n",
       "8     Google, Stanford University, LinkedIn, Bain & ...   \n",
       "138   Counsyl, Stanford University, Syracuse Univers...   \n",
       "497   Cisco, Medallia, Microsoft, Intel Corporation,...   \n",
       "1600  Standish Mellon Asset Management Company LLC, ...   \n",
       "657   LiveRamp, An Acxiom Company, Apteligent (acq. ...   \n",
       "\n",
       "                                           past_schools  \\\n",
       "8     Stanford University, Emerson College, Vanderbi...   \n",
       "138   Stanford University, Northwestern University, ...   \n",
       "497   Stanford University, Santa Clara University, H...   \n",
       "1600  Stanford University, University of Missouri-Ka...   \n",
       "657   Stanford University, Stanford University Gradu...   \n",
       "\n",
       "                                       company_name_url  \\\n",
       "8       https://crunchbase.com/organization/sourcegraph   \n",
       "138    https://www.crunchbase.com/organization/freenome   \n",
       "497    https://www.crunchbase.com/organization/stackrox   \n",
       "1600  https://www.crunchbase.com/organization/neighb...   \n",
       "657   https://www.crunchbase.com/organization/safegraph   \n",
       "\n",
       "                                        category_groups  \\\n",
       "8                                              Software   \n",
       "138   Biotechnology, Science and Engineering, Health...   \n",
       "497   Software, Internet Services, Privacy and Security   \n",
       "1600  Information Technology, Software, Government a...   \n",
       "657   Science and Engineering, Data and Analytics, C...   \n",
       "\n",
       "                               headquarters_location  \\\n",
       "8           San Francisco, California, United States   \n",
       "138   South San Francisco, California, United States   \n",
       "497         Mountain View, California, United States   \n",
       "1600        San Francisco, California, United States   \n",
       "657         San Francisco, California, United States   \n",
       "\n",
       "                                            description  crunchbase_rank  \\\n",
       "8     Sourcegraph is creating the best way to read a...             4432   \n",
       "138   Freenome is a platform that helps design healt...              467   \n",
       "497   StackRox delivers the industry's only adaptive...             2060   \n",
       "1600  Neighborly modernizes access to public finance...            31861   \n",
       "657   SafeGraph is unlocking the world's most powerf...             2908   \n",
       "\n",
       "                        website   ...    valuation_at_ipo  \\\n",
       "8       https://sourcegraph.com   ...                 NaN   \n",
       "138     http://www.freenome.com   ...                 NaN   \n",
       "497     http://www.stackrox.com   ...                 NaN   \n",
       "1600     https://neighborly.com   ...                 NaN   \n",
       "657   http://www.safegraph.com/   ...                 NaN   \n",
       "\n",
       "     time_since_last_funding  funding_ratio  school_score company_score  \\\n",
       "8                       0.26          20.00          1.92          0.46   \n",
       "138                     0.36          77.55          1.92          0.40   \n",
       "497                     0.48          14.00          1.92          0.40   \n",
       "1600                    0.65          30.50          1.92          0.40   \n",
       "657                     0.72          16.00          1.92          0.40   \n",
       "\n",
       "      score breakoutlist  linkedin wealthfront  editors  \n",
       "8     1.366            0         0           0        1  \n",
       "138   1.360            0         0           0        1  \n",
       "497   1.358            0         0           0        1  \n",
       "1600  1.357            0         0           0        1  \n",
       "657   1.356            0         0           0        1  \n",
       "\n",
       "[5 rows x 28 columns]"
      ]
     },
     "execution_count": 166,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rankedstartups = high_rated_startups.sort_values('score', ascending=False)\n",
    "topseriesA = rankedstartups[rankedstartups.last_funding_type == 'Series A']\n",
    "topseriesA.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 167,
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   "outputs": [
    {
     "data": {
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       "      <th>286</th>\n",
       "      <td>Vicarious</td>\n",
       "      <td>51</td>\n",
       "      <td>Microsoft, Google, Harvard University, Dartmou...</td>\n",
       "      <td>Stanford University, The Wharton School, India...</td>\n",
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       "      <td>Vicarious is an artificial intelligence compan...</td>\n",
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       "      <th>1652</th>\n",
       "      <td>Hashicorp</td>\n",
       "      <td>142</td>\n",
       "      <td>HashiCorp, Hortonworks, Hewlett Packard Enterp...</td>\n",
       "      <td>Stanford University, San Jose State University...</td>\n",
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       "      <td>Hardware, Information Technology, Software</td>\n",
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       "      <td>HashiCorp enables organizations to provision, ...</td>\n",
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       "      <th>300</th>\n",
       "      <td>Lever</td>\n",
       "      <td>147</td>\n",
       "      <td>Lever, LinkedIn, Apple, Practice Fusion, Google</td>\n",
       "      <td>Stanford University, University of California ...</td>\n",
       "      <td>https://www.crunchbase.com/organization/lever</td>\n",
       "      <td>Software, Professional Services</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>The modern, collaborative recruiting platform ...</td>\n",
       "      <td>1116</td>\n",
       "      <td>https://www.lever.co/</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.47</td>\n",
       "      <td>72.800</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.349</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>225</th>\n",
       "      <td>Houseparty</td>\n",
       "      <td>111</td>\n",
       "      <td>ooVoo (Krush Technologies), Facebook, Yahoo! I...</td>\n",
       "      <td>Stanford University, Tel Aviv University, Vand...</td>\n",
       "      <td>https://www.crunchbase.com/organization/life-o...</td>\n",
       "      <td>Media and Entertainment, Information Technolog...</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Houseparty is a mobile video application that ...</td>\n",
       "      <td>818</td>\n",
       "      <td>http://joinhouse.party/</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.08</td>\n",
       "      <td>73.200</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.342</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>509</th>\n",
       "      <td>Symphony Commerce</td>\n",
       "      <td>95</td>\n",
       "      <td>Symphony Commerce, Amazon, Microsoft, Cisco, S...</td>\n",
       "      <td>Stanford University, University of Waterloo, S...</td>\n",
       "      <td>https://www.crunchbase.com/organization/sympho...</td>\n",
       "      <td>Commerce and Shopping, Internet Services, Mobile</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Symphony Commerce delivers Commerce-as-a-Servi...</td>\n",
       "      <td>2106</td>\n",
       "      <td>https://www.symphonycommerce.com</td>\n",
       "      <td>...</td>\n",
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       "      <td>0.40</td>\n",
       "      <td>1.334</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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      ],
      "text/plain": [
       "           company_name  num_employees  \\\n",
       "286           Vicarious             51   \n",
       "1652          Hashicorp            142   \n",
       "300               Lever            147   \n",
       "225          Houseparty            111   \n",
       "509   Symphony Commerce             95   \n",
       "\n",
       "                                         past_companies  \\\n",
       "286   Microsoft, Google, Harvard University, Dartmou...   \n",
       "1652  HashiCorp, Hortonworks, Hewlett Packard Enterp...   \n",
       "300     Lever, LinkedIn, Apple, Practice Fusion, Google   \n",
       "225   ooVoo (Krush Technologies), Facebook, Yahoo! I...   \n",
       "509   Symphony Commerce, Amazon, Microsoft, Cisco, S...   \n",
       "\n",
       "                                           past_schools  \\\n",
       "286   Stanford University, The Wharton School, India...   \n",
       "1652  Stanford University, San Jose State University...   \n",
       "300   Stanford University, University of California ...   \n",
       "225   Stanford University, Tel Aviv University, Vand...   \n",
       "509   Stanford University, University of Waterloo, S...   \n",
       "\n",
       "                                       company_name_url  \\\n",
       "286   https://www.crunchbase.com/organization/vicari...   \n",
       "1652      https://crunchbase.com/organization/hashicorp   \n",
       "300       https://www.crunchbase.com/organization/lever   \n",
       "225   https://www.crunchbase.com/organization/life-o...   \n",
       "509   https://www.crunchbase.com/organization/sympho...   \n",
       "\n",
       "                                        category_groups  \\\n",
       "286   Science and Engineering, Hardware, Data and An...   \n",
       "1652         Hardware, Information Technology, Software   \n",
       "300                     Software, Professional Services   \n",
       "225   Media and Entertainment, Information Technolog...   \n",
       "509    Commerce and Shopping, Internet Services, Mobile   \n",
       "\n",
       "                         headquarters_location  \\\n",
       "286   San Francisco, California, United States   \n",
       "1652  San Francisco, California, United States   \n",
       "300   San Francisco, California, United States   \n",
       "225   San Francisco, California, United States   \n",
       "509   San Francisco, California, United States   \n",
       "\n",
       "                                            description  crunchbase_rank  \\\n",
       "286   Vicarious is an artificial intelligence compan...             1064   \n",
       "1652  HashiCorp enables organizations to provision, ...              178   \n",
       "300   The modern, collaborative recruiting platform ...             1116   \n",
       "225   Houseparty is a mobile video application that ...              818   \n",
       "509   Symphony Commerce delivers Commerce-as-a-Servi...             2106   \n",
       "\n",
       "                               website   ...    valuation_at_ipo  \\\n",
       "286               http://vicarious.com   ...                 NaN   \n",
       "1652         https://www.hashicorp.com   ...                 NaN   \n",
       "300              https://www.lever.co/   ...                 NaN   \n",
       "225            http://joinhouse.party/   ...                 NaN   \n",
       "509   https://www.symphonycommerce.com   ...                 NaN   \n",
       "\n",
       "     time_since_last_funding  funding_ratio  school_score company_score  \\\n",
       "286                     0.46        122.000          1.92          0.43   \n",
       "1652                    0.21         74.175          1.92          0.40   \n",
       "300                     0.47         72.800          1.92          0.40   \n",
       "225                     1.08         73.200          1.92          0.40   \n",
       "509                     1.37         52.095          1.92          0.40   \n",
       "\n",
       "      score breakoutlist  linkedin wealthfront  editors  \n",
       "286   1.354            0         0           0        0  \n",
       "1652  1.350            0         0           0        0  \n",
       "300   1.349            0         0           0        0  \n",
       "225   1.342            0         0           0        0  \n",
       "509   1.334            0         0           0        0  \n",
       "\n",
       "[5 rows x 28 columns]"
      ]
     },
     "execution_count": 167,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "topseriesB = rankedstartups[rankedstartups.last_funding_type == 'Series C']\n",
    "topseriesB = topseriesB[topseriesB.headquarters_location.str.contains('|'.join(['San Francisco', 'New York']))]\n",
    "topseriesB.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 168,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>company_name</th>\n",
       "      <th>num_employees</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1416</th>\n",
       "      <td>Palantir Technologies</td>\n",
       "      <td>1992</td>\n",
       "      <td>Palantir Technologies, Google, Microsoft, Stan...</td>\n",
       "      <td>Stanford University, Cornell University, Massa...</td>\n",
       "      <td>https://www.crunchbase.com/organization/palant...</td>\n",
       "      <td>Hardware, Information Technology, Consumer Ele...</td>\n",
       "      <td>Palo Alto, California, United States</td>\n",
       "      <td>Palantir Technologies offers a suite of softwa...</td>\n",
       "      <td>13212</td>\n",
       "      <td>http://www.palantir.com</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.97</td>\n",
       "      <td>2018.930</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.49</td>\n",
       "      <td>1.405</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>ThoughtSpot</td>\n",
       "      <td>220</td>\n",
       "      <td>IBM, ThoughtSpot, Oracle, Google, Stanford Uni...</td>\n",
       "      <td>Stanford University, San Jose State University...</td>\n",
       "      <td>https://www.crunchbase.com/organization/though...</td>\n",
       "      <td>Data and Analytics, Software</td>\n",
       "      <td>Palo Alto, California, United States</td>\n",
       "      <td>Search-driven Analytics for the Enterprise. Ne...</td>\n",
       "      <td>36</td>\n",
       "      <td>http://thoughtspot.com</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.39</td>\n",
       "      <td>150.700</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.372</td>\n",
       "      <td>0</td>\n",
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       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>Color Genomics</td>\n",
       "      <td>123</td>\n",
       "      <td>Twitter, Google, University of California, Dav...</td>\n",
       "      <td>Stanford University, University of California ...</td>\n",
       "      <td>https://www.crunchbase.com/organization/color-...</td>\n",
       "      <td>Biotechnology, Science and Engineering, Data a...</td>\n",
       "      <td>Burlingame, California, United States</td>\n",
       "      <td>Color Genomics provides a service that helps p...</td>\n",
       "      <td>112</td>\n",
       "      <td>https://www.color.com</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.40</td>\n",
       "      <td>150.548</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.362</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1521</th>\n",
       "      <td>OpenGov</td>\n",
       "      <td>154</td>\n",
       "      <td>OpenGov Inc., IBM, Stanford University, Meltwa...</td>\n",
       "      <td>Stanford University, University of California ...</td>\n",
       "      <td>https://www.crunchbase.com/organization/opengov</td>\n",
       "      <td>Information Technology, Data and Analytics, So...</td>\n",
       "      <td>Redwood City, California, United States</td>\n",
       "      <td>OpenGov offers cloud-based software that visua...</td>\n",
       "      <td>18222</td>\n",
       "      <td>http://opengov.com</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.65</td>\n",
       "      <td>77.000</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.358</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>916</th>\n",
       "      <td>Affinity, Inc.</td>\n",
       "      <td>42</td>\n",
       "      <td>Stanford University, Palantir Technologies, In...</td>\n",
       "      <td>Stanford University, Claremont McKenna College...</td>\n",
       "      <td>https://www.crunchbase.com/organization/affini...</td>\n",
       "      <td>Information Technology, Data and Analytics, So...</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Affinity develops a collective intelligence pl...</td>\n",
       "      <td>4730</td>\n",
       "      <td>https://affinity.co/</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.63</td>\n",
       "      <td>14.000</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.357</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
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       "</div>"
      ],
      "text/plain": [
       "               company_name  num_employees  \\\n",
       "1416  Palantir Technologies           1992   \n",
       "21              ThoughtSpot            220   \n",
       "46           Color Genomics            123   \n",
       "1521                OpenGov            154   \n",
       "916          Affinity, Inc.             42   \n",
       "\n",
       "                                         past_companies  \\\n",
       "1416  Palantir Technologies, Google, Microsoft, Stan...   \n",
       "21    IBM, ThoughtSpot, Oracle, Google, Stanford Uni...   \n",
       "46    Twitter, Google, University of California, Dav...   \n",
       "1521  OpenGov Inc., IBM, Stanford University, Meltwa...   \n",
       "916   Stanford University, Palantir Technologies, In...   \n",
       "\n",
       "                                           past_schools  \\\n",
       "1416  Stanford University, Cornell University, Massa...   \n",
       "21    Stanford University, San Jose State University...   \n",
       "46    Stanford University, University of California ...   \n",
       "1521  Stanford University, University of California ...   \n",
       "916   Stanford University, Claremont McKenna College...   \n",
       "\n",
       "                                       company_name_url  \\\n",
       "1416  https://www.crunchbase.com/organization/palant...   \n",
       "21    https://www.crunchbase.com/organization/though...   \n",
       "46    https://www.crunchbase.com/organization/color-...   \n",
       "1521    https://www.crunchbase.com/organization/opengov   \n",
       "916   https://www.crunchbase.com/organization/affini...   \n",
       "\n",
       "                                        category_groups  \\\n",
       "1416  Hardware, Information Technology, Consumer Ele...   \n",
       "21                         Data and Analytics, Software   \n",
       "46    Biotechnology, Science and Engineering, Data a...   \n",
       "1521  Information Technology, Data and Analytics, So...   \n",
       "916   Information Technology, Data and Analytics, So...   \n",
       "\n",
       "                         headquarters_location  \\\n",
       "1416      Palo Alto, California, United States   \n",
       "21        Palo Alto, California, United States   \n",
       "46       Burlingame, California, United States   \n",
       "1521   Redwood City, California, United States   \n",
       "916   San Francisco, California, United States   \n",
       "\n",
       "                                            description  crunchbase_rank  \\\n",
       "1416  Palantir Technologies offers a suite of softwa...            13212   \n",
       "21    Search-driven Analytics for the Enterprise. Ne...               36   \n",
       "46    Color Genomics provides a service that helps p...              112   \n",
       "1521  OpenGov offers cloud-based software that visua...            18222   \n",
       "916   Affinity develops a collective intelligence pl...             4730   \n",
       "\n",
       "                      website   ...    valuation_at_ipo  \\\n",
       "1416  http://www.palantir.com   ...                 NaN   \n",
       "21     http://thoughtspot.com   ...                 NaN   \n",
       "46      https://www.color.com   ...                 NaN   \n",
       "1521       http://opengov.com   ...                 NaN   \n",
       "916      https://affinity.co/   ...                 NaN   \n",
       "\n",
       "     time_since_last_funding  funding_ratio  school_score company_score  \\\n",
       "1416                    0.97       2018.930          1.92          0.49   \n",
       "21                      0.39        150.700          1.92          0.40   \n",
       "46                      0.40        150.548          1.92          0.40   \n",
       "1521                    0.65         77.000          1.92          0.40   \n",
       "916                     0.63         14.000          1.92          0.40   \n",
       "\n",
       "      score breakoutlist  linkedin wealthfront  editors  \n",
       "1416  1.405            0         0           0        0  \n",
       "21    1.372            0         1           1        0  \n",
       "46    1.362            1         0           0        0  \n",
       "1521  1.358            0         0           0        1  \n",
       "916   1.357            0         0           0        1  \n",
       "\n",
       "[5 rows x 28 columns]"
      ]
     },
     "execution_count": 168,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "datastartups = rankedstartups[rankedstartups.category_groups.str.contains('Data and Analytics', na=False)]\n",
    "datastartups.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 169,
   "metadata": {
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   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
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       "    <tr>\n",
       "      <th>1599</th>\n",
       "      <td>Opendoor</td>\n",
       "      <td>366</td>\n",
       "      <td>Opendoor, Goldman Sachs, Google, Square, Micro...</td>\n",
       "      <td>Stanford University, Arizona State University,...</td>\n",
       "      <td>https://www.crunchbase.com/organization/opendo...</td>\n",
       "      <td>Real Estate, Internet Services</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Opendoor is an online home-selling service aim...</td>\n",
       "      <td>27014</td>\n",
       "      <td>https://www.opendoor.com</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>319.95</td>\n",
       "      <td>1.92</td>\n",
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       "      <td>1.368</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>891</th>\n",
       "      <td>Clara Lending</td>\n",
       "      <td>72</td>\n",
       "      <td>Bank of America, Bridgewater Associates, JPMor...</td>\n",
       "      <td>Stanford University, University of California ...</td>\n",
       "      <td>https://www.crunchbase.com/organization/clara-...</td>\n",
       "      <td>Real Estate, Financial Services</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Building the fastest, simplest way for consume...</td>\n",
       "      <td>4488</td>\n",
       "      <td>https://clara.com</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.39</td>\n",
       "      <td>24.30</td>\n",
       "      <td>1.92</td>\n",
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       "      <td>1.343</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>692</th>\n",
       "      <td>Roofstock</td>\n",
       "      <td>74</td>\n",
       "      <td>Waypoint Homes, YP, The Real Yellow Pages®, Lo...</td>\n",
       "      <td>University of California Berkeley, Stanford Un...</td>\n",
       "      <td>https://www.crunchbase.com/organization/roofstock</td>\n",
       "      <td>Commerce and Shopping, Real Estate, Financial ...</td>\n",
       "      <td>Oakland, California, United States</td>\n",
       "      <td>Roofstock is an online marketplace that invest...</td>\n",
       "      <td>3127</td>\n",
       "      <td>https://www.roofstock.com/</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.15</td>\n",
       "      <td>33.25</td>\n",
       "      <td>1.74</td>\n",
       "      <td>0.4</td>\n",
       "      <td>1.227</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>394</th>\n",
       "      <td>Zumper</td>\n",
       "      <td>91</td>\n",
       "      <td>Zumper, Google, RentPath, Microsoft, Scoop.it</td>\n",
       "      <td>University of California Berkeley, Stanford Un...</td>\n",
       "      <td>https://www.crunchbase.com/organization/zumper</td>\n",
       "      <td>Commerce and Shopping, Real Estate</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Zumper is a real-time home and apartment renta...</td>\n",
       "      <td>1586</td>\n",
       "      <td>https://www.zumper.com</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.22</td>\n",
       "      <td>31.50</td>\n",
       "      <td>1.74</td>\n",
       "      <td>0.4</td>\n",
       "      <td>1.225</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>963</th>\n",
       "      <td>RealScout</td>\n",
       "      <td>34</td>\n",
       "      <td>Trulia, SmartZip, Monetate Inc., Move, Inc, S....</td>\n",
       "      <td>University of California Berkeley, California ...</td>\n",
       "      <td>https://www.crunchbase.com/organization/realscout</td>\n",
       "      <td>Real Estate, Software, Internet Services</td>\n",
       "      <td>Mountain View, California, United States</td>\n",
       "      <td>RealScout is an online search engine for local...</td>\n",
       "      <td>5103</td>\n",
       "      <td>http://realscout.com</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.23</td>\n",
       "      <td>15.20</td>\n",
       "      <td>1.74</td>\n",
       "      <td>0.4</td>\n",
       "      <td>1.225</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 28 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       company_name  num_employees  \\\n",
       "1599       Opendoor            366   \n",
       "891   Clara Lending             72   \n",
       "692       Roofstock             74   \n",
       "394          Zumper             91   \n",
       "963       RealScout             34   \n",
       "\n",
       "                                         past_companies  \\\n",
       "1599  Opendoor, Goldman Sachs, Google, Square, Micro...   \n",
       "891   Bank of America, Bridgewater Associates, JPMor...   \n",
       "692   Waypoint Homes, YP, The Real Yellow Pages®, Lo...   \n",
       "394       Zumper, Google, RentPath, Microsoft, Scoop.it   \n",
       "963   Trulia, SmartZip, Monetate Inc., Move, Inc, S....   \n",
       "\n",
       "                                           past_schools  \\\n",
       "1599  Stanford University, Arizona State University,...   \n",
       "891   Stanford University, University of California ...   \n",
       "692   University of California Berkeley, Stanford Un...   \n",
       "394   University of California Berkeley, Stanford Un...   \n",
       "963   University of California Berkeley, California ...   \n",
       "\n",
       "                                       company_name_url  \\\n",
       "1599  https://www.crunchbase.com/organization/opendo...   \n",
       "891   https://www.crunchbase.com/organization/clara-...   \n",
       "692   https://www.crunchbase.com/organization/roofstock   \n",
       "394      https://www.crunchbase.com/organization/zumper   \n",
       "963   https://www.crunchbase.com/organization/realscout   \n",
       "\n",
       "                                        category_groups  \\\n",
       "1599                     Real Estate, Internet Services   \n",
       "891                     Real Estate, Financial Services   \n",
       "692   Commerce and Shopping, Real Estate, Financial ...   \n",
       "394                  Commerce and Shopping, Real Estate   \n",
       "963            Real Estate, Software, Internet Services   \n",
       "\n",
       "                         headquarters_location  \\\n",
       "1599  San Francisco, California, United States   \n",
       "891   San Francisco, California, United States   \n",
       "692         Oakland, California, United States   \n",
       "394   San Francisco, California, United States   \n",
       "963   Mountain View, California, United States   \n",
       "\n",
       "                                            description  crunchbase_rank  \\\n",
       "1599  Opendoor is an online home-selling service aim...            27014   \n",
       "891   Building the fastest, simplest way for consume...             4488   \n",
       "692   Roofstock is an online marketplace that invest...             3127   \n",
       "394   Zumper is a real-time home and apartment renta...             1586   \n",
       "963   RealScout is an online search engine for local...             5103   \n",
       "\n",
       "                         website   ...    valuation_at_ipo  \\\n",
       "1599    https://www.opendoor.com   ...                 NaN   \n",
       "891            https://clara.com   ...                 NaN   \n",
       "692   https://www.roofstock.com/   ...                 NaN   \n",
       "394       https://www.zumper.com   ...                 NaN   \n",
       "963         http://realscout.com   ...                 NaN   \n",
       "\n",
       "     time_since_last_funding  funding_ratio  school_score company_score  \\\n",
       "1599                    1.10         319.95          1.92           0.4   \n",
       "891                     1.39          24.30          1.92           0.4   \n",
       "692                     1.15          33.25          1.74           0.4   \n",
       "394                     1.22          31.50          1.74           0.4   \n",
       "963                     1.23          15.20          1.74           0.4   \n",
       "\n",
       "      score breakoutlist  linkedin wealthfront  editors  \n",
       "1599  1.368            1         1           0        0  \n",
       "891   1.343            0         0           0        1  \n",
       "692   1.227            0         0           0        0  \n",
       "394   1.225            0         0           0        0  \n",
       "963   1.225            0         0           0        0  \n",
       "\n",
       "[5 rows x 28 columns]"
      ]
     },
     "execution_count": 169,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fintech_startups = high_rated_startups[high_rated_startups.categories.str.contains('Real Estate', na=False)]\n",
    "fintech_startups.sort_values('score', ascending=False).head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 170,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "numpy.ndarray"
      ]
     },
     "execution_count": 170,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "startupdata = plotdata.as_matrix()\n",
    "type(startupdata)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 171,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LinearRegression(copy_X=True, fit_intercept=True, n_jobs=1, normalize=False)"
      ]
     },
     "execution_count": 171,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.linear_model import LinearRegression\n",
    "\n",
    "startup_funding = plotdata.filter(['total_equity_funding_amount'], axis=1)\n",
    "startup_employees = plotdata.filter(['num_employees'])\n",
    "startup_scores = plotdata.filter(['score'])\n",
    "\n",
    "regressor = LinearRegression()\n",
    "regressor.fit(startup_funding.as_matrix(), startup_scores.as_matrix())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 172,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x10414a0b8>"
      ]
     },
     "execution_count": 172,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/sachinkesiraju/anaconda3/lib/python3.4/site-packages/matplotlib/collections.py:590: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n",
      "  if self._edgecolors == str('face'):\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x104145dd8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(startup_scores.as_matrix(), startup_funding.as_matrix(), color='g')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 173,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x103fa6320>"
      ]
     },
     "execution_count": 173,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/sachinkesiraju/anaconda3/lib/python3.4/site-packages/matplotlib/collections.py:590: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n",
      "  if self._edgecolors == str('face'):\n"
     ]
    },
    {
     "data": {
      "image/png": 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PBQ5k1h0AzqsQP5jipJ/7ASKiGzgm6axB9mVmZnXSPNhKSZ3AORVW3RgR30ht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\no/AdeAwAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1041eec88>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(startup_scores, startup_employees, color='g')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 174,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>num_employees</th>\n",
       "      <th>crunchbase_rank</th>\n",
       "      <th>total_funding_amount</th>\n",
       "      <th>trend_score</th>\n",
       "      <th>total_equity_funding_amount</th>\n",
       "      <th>time_since_last_funding</th>\n",
       "      <th>funding_ratio</th>\n",
       "      <th>school_score</th>\n",
       "      <th>company_score</th>\n",
       "      <th>score</th>\n",
       "      <th>breakoutlist</th>\n",
       "      <th>linkedin</th>\n",
       "      <th>wealthfront</th>\n",
       "      <th>editors</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1655.000000</td>\n",
       "      <td>1655.000000</td>\n",
       "      <td>1.655000e+03</td>\n",
       "      <td>1643.000000</td>\n",
       "      <td>1.655000e+03</td>\n",
       "      <td>1655.000000</td>\n",
       "      <td>1655.000000</td>\n",
       "      <td>1655.000000</td>\n",
       "      <td>1655.000000</td>\n",
       "      <td>1655.000000</td>\n",
       "      <td>1655.000000</td>\n",
       "      <td>1655.000000</td>\n",
       "      <td>1655.000000</td>\n",
       "      <td>1655.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>747.890030</td>\n",
       "      <td>5752.625378</td>\n",
       "      <td>1.291172e+08</td>\n",
       "      <td>0.011686</td>\n",
       "      <td>1.156223e+08</td>\n",
       "      <td>2.306755</td>\n",
       "      <td>115.622340</td>\n",
       "      <td>1.333281</td>\n",
       "      <td>0.402946</td>\n",
       "      <td>0.943695</td>\n",
       "      <td>0.023565</td>\n",
       "      <td>0.018731</td>\n",
       "      <td>0.059215</td>\n",
       "      <td>0.013897</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>5137.515958</td>\n",
       "      <td>6013.744185</td>\n",
       "      <td>5.708899e+08</td>\n",
       "      <td>2.482717</td>\n",
       "      <td>4.630881e+08</td>\n",
       "      <td>1.999632</td>\n",
       "      <td>463.088113</td>\n",
       "      <td>0.273071</td>\n",
       "      <td>0.012225</td>\n",
       "      <td>0.179520</td>\n",
       "      <td>0.151735</td>\n",
       "      <td>0.135615</td>\n",
       "      <td>0.236097</td>\n",
       "      <td>0.117100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>2.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>2.000000e+06</td>\n",
       "      <td>-9.300000</td>\n",
       "      <td>2.000000e+06</td>\n",
       "      <td>0.110000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.750000</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>0.545000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>31.000000</td>\n",
       "      <td>1572.000000</td>\n",
       "      <td>1.345000e+07</td>\n",
       "      <td>-1.100000</td>\n",
       "      <td>1.314750e+07</td>\n",
       "      <td>0.940000</td>\n",
       "      <td>13.147500</td>\n",
       "      <td>1.200000</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>0.829500</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>89.000000</td>\n",
       "      <td>3785.000000</td>\n",
       "      <td>3.768482e+07</td>\n",
       "      <td>-0.500000</td>\n",
       "      <td>3.700000e+07</td>\n",
       "      <td>1.760000</td>\n",
       "      <td>37.000000</td>\n",
       "      <td>1.200000</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>0.887000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>250.000000</td>\n",
       "      <td>7707.500000</td>\n",
       "      <td>9.503304e+07</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>9.100622e+07</td>\n",
       "      <td>2.920000</td>\n",
       "      <td>91.006000</td>\n",
       "      <td>1.440000</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>1.005000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>142267.000000</td>\n",
       "      <td>47542.000000</td>\n",
       "      <td>1.200247e+10</td>\n",
       "      <td>9.600000</td>\n",
       "      <td>9.853784e+09</td>\n",
       "      <td>20.680000</td>\n",
       "      <td>9853.784000</td>\n",
       "      <td>4.500000</td>\n",
       "      <td>0.525000</td>\n",
       "      <td>2.949000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       num_employees  crunchbase_rank  total_funding_amount  trend_score  \\\n",
       "count    1655.000000      1655.000000          1.655000e+03  1643.000000   \n",
       "mean      747.890030      5752.625378          1.291172e+08     0.011686   \n",
       "std      5137.515958      6013.744185          5.708899e+08     2.482717   \n",
       "min         2.000000         6.000000          2.000000e+06    -9.300000   \n",
       "25%        31.000000      1572.000000          1.345000e+07    -1.100000   \n",
       "50%        89.000000      3785.000000          3.768482e+07    -0.500000   \n",
       "75%       250.000000      7707.500000          9.503304e+07     0.400000   \n",
       "max    142267.000000     47542.000000          1.200247e+10     9.600000   \n",
       "\n",
       "       total_equity_funding_amount  time_since_last_funding  funding_ratio  \\\n",
       "count                 1.655000e+03              1655.000000    1655.000000   \n",
       "mean                  1.156223e+08                 2.306755     115.622340   \n",
       "std                   4.630881e+08                 1.999632     463.088113   \n",
       "min                   2.000000e+06                 0.110000       2.000000   \n",
       "25%                   1.314750e+07                 0.940000      13.147500   \n",
       "50%                   3.700000e+07                 1.760000      37.000000   \n",
       "75%                   9.100622e+07                 2.920000      91.006000   \n",
       "max                   9.853784e+09                20.680000    9853.784000   \n",
       "\n",
       "       school_score  company_score        score  breakoutlist     linkedin  \\\n",
       "count   1655.000000    1655.000000  1655.000000   1655.000000  1655.000000   \n",
       "mean       1.333281       0.402946     0.943695      0.023565     0.018731   \n",
       "std        0.273071       0.012225     0.179520      0.151735     0.135615   \n",
       "min        0.750000       0.400000     0.545000      0.000000     0.000000   \n",
       "25%        1.200000       0.400000     0.829500      0.000000     0.000000   \n",
       "50%        1.200000       0.400000     0.887000      0.000000     0.000000   \n",
       "75%        1.440000       0.400000     1.005000      0.000000     0.000000   \n",
       "max        4.500000       0.525000     2.949000      1.000000     1.000000   \n",
       "\n",
       "       wealthfront      editors  \n",
       "count  1655.000000  1655.000000  \n",
       "mean      0.059215     0.013897  \n",
       "std       0.236097     0.117100  \n",
       "min       0.000000     0.000000  \n",
       "25%       0.000000     0.000000  \n",
       "50%       0.000000     0.000000  \n",
       "75%       0.000000     0.000000  \n",
       "max       1.000000     1.000000  "
      ]
     },
     "execution_count": 174,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plotdata.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 175,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[  4.34104827e-11]])"
      ]
     },
     "execution_count": 175,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "regressor.coef_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 176,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 0.93867564])"
      ]
     },
     "execution_count": 176,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "regressor.intercept_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 177,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>company_name</th>\n",
       "      <th>num_employees</th>\n",
       "      <th>past_companies</th>\n",
       "      <th>past_schools</th>\n",
       "      <th>company_name_url</th>\n",
       "      <th>category_groups</th>\n",
       "      <th>headquarters_location</th>\n",
       "      <th>description</th>\n",
       "      <th>crunchbase_rank</th>\n",
       "      <th>website</th>\n",
       "      <th>...</th>\n",
       "      <th>valuation_at_ipo</th>\n",
       "      <th>time_since_last_funding</th>\n",
       "      <th>funding_ratio</th>\n",
       "      <th>school_score</th>\n",
       "      <th>company_score</th>\n",
       "      <th>score</th>\n",
       "      <th>breakoutlist</th>\n",
       "      <th>linkedin</th>\n",
       "      <th>wealthfront</th>\n",
       "      <th>editors</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Blend</td>\n",
       "      <td>260</td>\n",
       "      <td>Blend, Palantir Technologies, Salesforce, Pand...</td>\n",
       "      <td>Stanford University, University of California ...</td>\n",
       "      <td>https://www.crunchbase.com/organization/blend-...</td>\n",
       "      <td>Real Estate, Financial Services</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Blend's technology empowers top mortgage lende...</td>\n",
       "      <td>179</td>\n",
       "      <td>https://www.blend.com</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.38</td>\n",
       "      <td>160.0</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.4</td>\n",
       "      <td>1.372</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1097</th>\n",
       "      <td>Artivest</td>\n",
       "      <td>39</td>\n",
       "      <td>Artivest, Merrill Lynch, UBS, Clarium Capital ...</td>\n",
       "      <td>New York University, University of Virginia, Y...</td>\n",
       "      <td>https://www.crunchbase.com/organization/artivest</td>\n",
       "      <td>Financial Services, Lending and Investments</td>\n",
       "      <td>New York, New York, United States</td>\n",
       "      <td>Artivest connects a wider audience of suitable...</td>\n",
       "      <td>6256</td>\n",
       "      <td>http://www.artivest.co</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.68</td>\n",
       "      <td>17.0</td>\n",
       "      <td>1.20</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.833</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2 rows × 28 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     company_name  num_employees  \\\n",
       "3           Blend            260   \n",
       "1097     Artivest             39   \n",
       "\n",
       "                                         past_companies  \\\n",
       "3     Blend, Palantir Technologies, Salesforce, Pand...   \n",
       "1097  Artivest, Merrill Lynch, UBS, Clarium Capital ...   \n",
       "\n",
       "                                           past_schools  \\\n",
       "3     Stanford University, University of California ...   \n",
       "1097  New York University, University of Virginia, Y...   \n",
       "\n",
       "                                       company_name_url  \\\n",
       "3     https://www.crunchbase.com/organization/blend-...   \n",
       "1097   https://www.crunchbase.com/organization/artivest   \n",
       "\n",
       "                                  category_groups  \\\n",
       "3                 Real Estate, Financial Services   \n",
       "1097  Financial Services, Lending and Investments   \n",
       "\n",
       "                         headquarters_location  \\\n",
       "3     San Francisco, California, United States   \n",
       "1097         New York, New York, United States   \n",
       "\n",
       "                                            description  crunchbase_rank  \\\n",
       "3     Blend's technology empowers top mortgage lende...              179   \n",
       "1097  Artivest connects a wider audience of suitable...             6256   \n",
       "\n",
       "                     website   ...    valuation_at_ipo  \\\n",
       "3      https://www.blend.com   ...                 NaN   \n",
       "1097  http://www.artivest.co   ...                 NaN   \n",
       "\n",
       "     time_since_last_funding  funding_ratio  school_score company_score  \\\n",
       "3                       0.38          160.0          1.92           0.4   \n",
       "1097                    2.68           17.0          1.20           0.4   \n",
       "\n",
       "      score breakoutlist  linkedin wealthfront  editors  \n",
       "3     1.372            1         1           0        0  \n",
       "1097  0.833            0         0           0        0  \n",
       "\n",
       "[2 rows x 28 columns]"
      ]
     },
     "execution_count": 177,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rankedstartups[rankedstartups.past_companies.str.contains('Clarium')].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 178,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('Google', 58),\n",
       " ('Microsoft', 48),\n",
       " ('Stanford University', 41),\n",
       " ('Oracle', 24),\n",
       " ('Apple', 22),\n",
       " ('University of California', 21),\n",
       " ('Cisco', 17),\n",
       " ('Yahoo! Inc.', 16),\n",
       " ('IBM', 16),\n",
       " ('Facebook', 15),\n",
       " ('Salesforce', 13),\n",
       " ('Berkeley', 10),\n",
       " ('LinkedIn', 10),\n",
       " ('Hewlett Packard Enterprise', 9),\n",
       " ('Twitter', 8),\n",
       " ('VMware', 8),\n",
       " ('Amazon', 8),\n",
       " ('Palantir Technologies', 7),\n",
       " ('NetApp', 5),\n",
       " ('Genentech', 5)]"
      ]
     },
     "execution_count": 178,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top_companies = rankedstartups[:200]\n",
    "top_companies_past = []\n",
    "for company in top_companies['past_companies']:\n",
    "    top_companies_past.extend([s.strip() for s in company.split(',')])\n",
    "Counter(top_companies_past).most_common(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 179,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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Xn8i2P97lcze2fXPLvm1tX1zRn/nAw23/vLr3S2UebPvOXo8vMi8AjgDWZeL72fbqFXLr\nAYcDG9reQ9JjgO1tf6HD8csBL7R9cj/9GyaSdgKusP1XSS8DtgI+afvXPciuT8RgPABc3OlcGhFn\nEmtqfy3b8wmT7Q6dBCStCvy9oTOKwl/J9j29yEjaHNgc+GGJR+mKpAXAI23/uJz7y9v+Sy9fDgDb\ns/4APg18CrihbK8NXNKD3OW97Gt5/1fAR4HH9NnHzYk//NqyvSXwnxUy6wFfAH5Uth8DHFAhswg4\nC7gdOBa4Dfh6D/17OPAt4I7y+AbwsAH+i+93ee8B4HLgQ8D7Wh8Vn3tZc3+AXYBrKmT2JBaubynb\nWwHf7eE7/AI4BXgmxazXg8xNwKMH+L1+BLwYuKpsr9DD97q033aK3Hxg8wHkNgR2BHYuv/vOFcdf\nTdy0Hl/+7zcAZ/fQzquAW4HjyuPXPZzvmwOfA84o5/1ZwE96kOnrWizHXdHLvpb3LwRWbdpeDbig\nQuay8l9tCNxSzsUTeujfgcDFwE1lezPgzL7+60FOrAFOqMubn8vrK7scvz3wNiIY563l9dsIZddR\nrsiuXn6YC8qf8Rpg9R76eA7wpKa+qnHCdJEZ5GK+hlikvbJsrwv8uIf+/Rh4RWljBWB/4IwZ/p+e\nABwJXAF8EXgasFyPstsClxA3sWcCVxIj56oTf82W86Lr71eOWQ54OhFdexPwYWCzCpnzB/xNLmlz\n7lYpgSOAtxM32bUbjwqZQW9eRxal8QPg1MajQqZxjr8PeFXjv+ihrRuBBzdtPxi4sULmKuB15dp6\nYnlsUyHT97XY+I+bP7u09dMKmUGUfKNfbwIOKa+76qXGMcCDWs6lq/s5H4dVNf1fLbaldYjRXCdW\nJO5088pzg78AL+zWkGN68Vngs5IWAicAn5B0CvAB27/sIDrf9oWSGp9jSVVTnIfYPknSoUXmXkn3\nVcg0plL3SVqDGGk/vEIGYB3bxzZtf0nSW7oJSNqeONH/UrZXJ0aZF7Y73vYVwBXl+2wP7AMcJemd\ntr/brS3bF0s6iBhJ/R14mu3bK77TvbbvavzmhW7nRaOtB4DTgdMl7QYcD7xe0hXAf9i+oI3YJZJO\nAr4N/Gvio/zNiub+KunBjY0Sf/DnCpm9CdPSG1r2b9xFZhGhpM4qHbtc0iYV7QA8jxiV/7OHYxvc\nLeldwEuBp5Rrc4Ue5P7AhLmB8voPFTL32j6mj77BYNciwJuBkyX9vmyvTwyounGPpG1sXwog6YnE\n+duVcm3tCxxQdvWyHvhP2/9sfK/iGt2X18ewFPbRxHT+oZI+RCjd/+xy/HttP1XSY2wf1k9D5Uf4\nd2I0ugD4GPBVYCdiFLJZB9E7JD2y6XNeCPy+w7ENBrmYL5a0FjFNvAS4h5gNVHFnsTd+lRhx7E31\nxXIMsHXT9j2EeWqrCrl1yjFbErOcOzodKOnUll3zgbuAL0iy7T27tHOtpH2B5SX9G3AQPfwWkh5C\nXCwvB5YAbyRGlo8Hvk78762sQVyIT2/ZX6Ww31Y+exNJFxC/TdWgoV37VQx08yJmGCsC/SjsFxM3\n41favq2sKX20x7Z+Juk7Zfs5wFWNtQ83rXFIWps4T0+V9Abid17aR9t/7NLOINdiY9DwaMKkYuDn\nrrYrvxk4RdLvynYvSv7NwH8A37J9raRNKTfaCs6W9G5gvqSnAa8nzq2eGZpbX/khn1o2z3QXn21J\n1xH2si8CL2l93/ZlXWR/RWRV+XzrSEvS0bbf1EFuU2JkvgPwJ+BmYF/bt3RpaxviZvRY4FrKxWz7\nyk4yLfIbE+aayuPLYsXRwJPLrguAN9m+tYvMFbaf0LLvKttbdjj+AGAvYtr2deAU20sq+rWwZVfj\nhBJxEZ/dRXYV4N1MKNHTiFnQPyravJEYVX/R9m9b3jvU9hHd5PtF0gqEEoAelED5Xm8FNrL96nIz\n2tz297rIfJGw2x4KPJ+4ea1g+7UVbX2TuFGdyYRCtO2DKuQW0Ofil6RFjc9v7Gp6TfPgStItdBk9\n2u442xjkWmyS3YGYySwdvbpiQb/p/xWxztbLaL5vyoL0q5h8vn/efSjhWVXY5S47aVd5bvyQbe+y\nkl5ETDV2JEahk7C9a5c223mWTNnXRX4Vwm57d4/H93QxS3q07eslbd3u/W43oUGR9C3izn8M8du/\nDtjV9nM7HP8AYWNv5y1QNVpueFRsS/y/F/VgEhkIScvZfkDSfNt/qzj26C5v96LY9iIWlf8i6T3E\nzOODFYOGk4FLgZfbfmw5py6w/fguMvOJWWe/N6/9G9+lsat8r+O6yBwIvJqwq28qaTPgGNtP7STT\nIr9GaaN374YBGOBaPB7YhFiDWeop1mmQ1tRGTzdXSZ+0fXCbWWVppvL6eL/t9zZtzwO+YnvKoLTj\nZ8yywr6FAe+yRf69tt/fZ5uX2d66Zd/lttuaAcp0bmmXmt+igyubwkWs4f7W7AbXuBFNmWZL+lw5\nIRbT5jfpdhMq8l8GDrJ9V9leC/iY7Vd2kVkXOApofPaZwMGdFGnTaLmda1/VaHkvYlrdOGZn4B22\nT+ki82NiRtL4TmsDJ9r+f51kynE7AJ8HVrP9cElPAA60/fo2x+7f4fs0vlNHxVbkr7a9hcIV7oPA\nfxEmu+26yFxqe5vm807SlZ0UdjHjnVF1DnRp70FMmPoqR4iSriRc837W1L+rbW9RIbctMettuELe\nRXiJTBlUNcm8Afiq7T+V7bWIFBaf6iLzEGJBdCfivzsXeL8rXDklXU94h/U+Yu3j5tqwdbeZVULF\n9VHkv0QM6j5c/rOTiQXIRb32d1Zt2APa8prl3y/pOcTFb8L1qK3NR7EIsANhJ38rExfoanRfEFiN\n/jMPPrtCZorCtv3q8rywz7YabNlQbOVz/tRptN50zBKq7XHNxy8esG8Qo8NtGzcDxcLymYTLUyce\n0vKd/lhuMlX8N1E44ztF7gpJu7Q70PaXeut+RxojtWcBn7P9PUkfqJD5p6SVGxtlit/RxuxI8/CA\npDWbf49eKMqj4WIHsJGk/SqUx6CLX18EXm/73CK3U9nX1sRWOND2/zY2ynl7IOHm24mvETf+5xPX\n8UuAk4DdK/p3DWGD/l3Fcc1sansvSXuX/t0jtbu3g8vCJOEd8z33t9AL8ErgBMWC767AD2x/op8P\nGFbgTDvF8mfg17Y7elVIOoKYYp9A/HEHSdrB9n+0OXwgz5J+7m5NMvv3K9NMGSEuoOn3r7KzhZjW\nbpiRymh0XoXAQ4mpb3Nb7jQqL1PjdwF/BD5OLIzuDPyScP/qFgQjJi9O3kn7UW0z90t6hEvARrGr\n9rLQhu1bWy6studRy/S1daRdOY0F/k/SZwkXxyMkrUS1R8AiwuXzYZK+Spj29q+QuQe4WtIZ5XWj\nf11NNsT/9HSXwKPyH36NyYvNrZytwRa/7mso69K581TtFbVcw4RV+teLR8p6tptvih+U1MvAYx3g\nOkkXMdme3+0/7uvmWng24Xl2NnEj+VGFHtuGiRvifwOfIdagzpa0dT/m0KEsOkr6GbAN4ZMJsAWx\nSLcG8Drbp3WQuxp4gidHIV3RberWrAD67ONxhLmgH5ND31O3QexsRe7lxALdyYTSeRFweDdFL+mn\nhE/rpUwoQtv+RofjzydGa2sAbyFWw08t3++Dtp/Upa2PEotfDS+Whn/6IV1k9iAWl84uMjsTI7If\ndZIpcl8HPkGUqHsSsUD3RNt7tzl2YXn5PMJH/PjS1j7AEttvrmhrFWI0f5XtXygi/bawfXqF3EOY\nWCC+0HZHT5ty/P5tdvdispmyiNxuX8v784g1or4WvyT9N7AycGLZ9WLgH8BXSmenKB5J/wVsRCgp\nEXERt9p+W+uxTTIfJwJMTiq7XgRs102myC1st7/bzFHS04nr6jGES+qOwP62u3p9SFoReAaxSP8U\nwqR1QIdjF9PG3NrUv55NYcNS2N8E3mP72rL9GOADwCHAN7vY9q4iFsnuLNsPBs5qdzLOwIJAO4+K\nKfta3v8xoWwaSuAlwELbHadug9jZmmQfC+xG/Nk/sX1dxfFd+9/teEm/tP3Idu91kBUxhd2x7DrX\n9re6HL8ccSH+hFBspgfFVmTXAT5JTJFF+GQfVHGjvNT2NlX7mt5b3bHQ2LpwDnR3S5N0plsW8Nrt\nmwkkHUvc+Bvn4L7EQl3HgcY02lpMn4qn3BwOZMJD7Azi5jAlfYSkvzZ93ipMDDKWA+6xvVqrzEzQ\n7821SW5F4P8Rpo6dbT+4QmTaDMsPe/OGsgawfZ2kR9m+Sd2LHHwYuEzSWcTJsQvh9tSOxkjzY23e\n60U59m1yYLCp2yB2tsZU7SaH3+euwO6Sfldh8/yepH+3/f0em2n+nVpX5rv+hrZdRuiNoJS2wTlN\nxz8g6RDbJ9GnL2q5oHpeWS/Ml7Sp7ZsAFEEp87scfyLhz38ZU7+7iVnSJMrUej6wTouiX52K8nnF\nlPEhYqTXmKLbdlXwzGsJP/SG6eRcOtiHJZ1i+0Vl5tqKu43KywEL23xmx9w0Reb+Mns9y/YNFZ+/\narf3O9Gi6Nt8bOd8MU030u+12ddJ5pnEyHpXwoX4c8Tgo9PxL7V9vCZy9Sx9i4ocPa0MS2FfK+kY\nwrYm4step1gp7biibfvEYidquIq9s9PJ4bIg0Dz9KRfNw2xf1U6mhY8BP1WsGi81OVTInC5pHyZP\n3bpOlRnMzgaxkLmNIqDgM8SC21eJMPBOvBl4l6R/MfE7dzuBH9V0MW/acmFv2q1zmuolcrSkrl4i\nwBmS3k78fkuT7XQavWp6LnpvAc6SdHPZXkCM/Dp92L+XWcPO7uLr3sJrgIOBDQgzVIO7CfNNN44l\nzGsfBxYSgV9VAwaIa+mztpcOVCQ9iyYF1MTB5fnZPXxuRyStSawL7QM8mvi+nY7dkzgvHgQskLQV\ncFgPM96enA1gMEU/nZsr8DLinH2tK9wuC42Mga0ODqK3weSEwJBMIvOJhY3GdPl8YhTwD2AVd/Cz\nlLQjEaPfc1axMm3bk7gZXUoshJ1vu2sYd5Ht1+TwV+JPnzR1K6/bKkaFN0NfLnNF7nLbW0k6hAhv\nP1pd3BUHQbHo1xF3DyK6CtjdLV4iFbbUW2gzeu00qtSEix4wyZWy0ve4yK/EhM/8Da5Y5S8K+2rb\nj+t2XBu5g2wf1dp2t4tbxR1VTe51auOi2kbuLiKXyEsa5+tMnxflM+cTkY37ENfhasBzCdNXx+yY\nki4jrqmzPOFCeE2331RTnQ32JnK6tHM2GAhJb2bi5to8272buAFW3WBHg/tIPDKdB3GH3aI8VuxR\npu+sYpTELURE0WGNz+mjn+sCjyAWSjaa4d9gecIPcxDZCwkzwDXAxmVf20RJxALv1p0es/T/Xg0T\nmfOIm1dfiW0GaHOVfo4F3kO45gH8G/CsHuSOIxa8+ulXuyyTXZMrEV4D84gUDm8k1gMqz5VyXWxD\nLOLv1an9Fpm72zx+W9repM3xJwK/YSIh2Dzg5l7P29Y+UZKlVZxL85q2583WuUSsffQrsz2xKHoP\nMXN9APhLl+Pf1+HxXsKnv+e2h+XWt5D+fUUh3Igs6bnA/9r+vCJ8uhvzFCv5ezGRr6RyGlGmbh8j\n7ri3E0r7eiLsvJNMY6FtJ+JPO89dFtoc/rY3aDBPllcS9srDbd9cbLDHdzj2Y3T/zm1XpadjCyTc\n2E5TuLE1vER+2OX4xqLN62ia+gKfdnXgx9LAGaBr4EwTxxIzrkZu5N8R4fcdw8ULTwZeKunXTJ49\ntVv4Xp84f1ZWuLI2pryr091eDmG+mk/Yoj9QZParkGl05tIycztR0pOoNqV8klDADW+PvQmT1+WE\nUl7YcvyjiRDx64HrHXbpXroGg+WLMZHFsbGIvCb9x0r0hO2j1L+b7f8Qv9nJREbAlzMxc2vHPUzt\n/yqEp85DgN6DA2fjrtXmDnMZTXl+iaisXtI5nkP4Bf+CcMmqvNMSduSriFBbiBPxGz20dVX58Rqp\nE3clclV0kzmGsFm/glCopwGfqpA5l8hy9hMm0mFWptEc9wehnF5A2GA/DjyvB5kvEDfy3Qgvgi8R\nHgRVchcRM6DmUVtVKtxLy3NPKX6bjllQHo8ojwXAgg7H7k+kAribidzPZwHfBZ5f0c6mA/7u3296\nPY+wFz9Ay5TtAAAgAElEQVRQITNlhMvEzLTtb0Io7fcDNwDnEYnH1uuhf6sQi6mXlMfhRIGAbjL7\nEIO748rjFmDvWTpvjyduIJ8icvUcDRzd47l0VdO+rilZm45bnRhI3kykxn1oX/2djR+hxxOk67So\nHLM+kS3tKWV7IyKEtNPx84C3DtjHxp9wJWU6VtXHcvIu17S9HKVIQxeZheWxS3ksBHbpcvwp5fnq\nNo/K33CYj/J/PYdYQ+jlYh70vLioPPesfMtFuTITN+RNG5/TQ3vbEPbON9GDSQl4wQC/3TlE8Y2T\nCNPfFrP4P/2MmAEtVx57EWHqPSkeYlT5MaKYQVWy/xf1sq/NMRv0cy5N47e4HnorgtHyXz2I8D//\nCJGLpOr8ezCR2uBm4DBgrUH6OywvkUslfZ7JvqId8w80sP17SScA25aV74vcZarimKrtQ4zw+uVP\nklYjRsAnSLqdybl/2/FL4iZyS9neqOzriO3F6i9J0lGKEODWlf2H00PKyWEh6VWETe6ssutoRbKb\ntqW0CvdJeqRLjvLiulgVOQdwa1mQbphVDiIuvG4sov/oQyS9l5i1fZM4d4+V9HVPdudsHPsy218h\nvCHe2vwWFe5btncuXlNPJG7i35e0qu22fuBNbT6UiGd4LFFyrnycd+siti9hFmmEjP+MMPusTNjP\nO7W1o+3zHblDLpH0DsIc2I13MTU9Qbt9rRGBEHZ1gA0kbeBZSJDGYG62LydudG8kvI8eRswu26II\nHnoeESS2pXtMZtX2s4r2n1XK6vwbaAqqIEwHVav0gyQU+gQR+trqKtb1z1ZEtP2D+CP2JaYuJ7h7\nMMY5hOK9iDjRtiMWI/5CB1e9fr+TpO8TSfmvatm/JWHPnpaL1kyhSHm6vScHOf3Udqf840h6KmFb\nvrnsWgC8wvZPKtoaJHDmweXYpQESRGmomzvJNH2vLV08PIpSu7Ld95L0GtufUaQhnXJhuUtu93JT\n3plQgGsSM71zbJ/YSabInUGc628n3Ar3B+5wlwjTQWnnfdLJk0XSMwiX0xcz4c4Lse7wGLdJnqWJ\nwJyVmRwZvSXhJbL9DH2V1jafQFzDPbvZlnMQ9xbo9QARn9BubcauqCvaevRQHkz2ElmhR5mraLLx\nED7MVWaKxUy2H55FuBR1k1m+6pgOcguZMG8sJEaY15XtXWbiO9Gl9iU9lNMa4v97AfCglv+77XSZ\nMiUmgk9WIryAHk+FbbNJ/hlt9r22h/6t0bT9GHorO3UWTdNXYC2qaxKuPMDvdz+hNJ7X/Dv2IHdZ\n47zq5Zwp7/dVH5QBSvaV/3N/wmyyX3m9P7FI39UcQMxmtmjafhw9rEMNeN4ubPfocKzKd/4DsQj7\np/L6ffRpVhn0Me5eIn0nFPIA2fA8YLY0h3lja2KRZC9ipHhMxffq9zut2eW9ldrtbBNgYpegEkW5\nryO7fGZfaCI97S+BCyV9u2w/h4kRUiuNKfE3HCO2ngo+NPEeSf+yfWbpwyHEwuWnu8gcTlQ/eSax\nov9lYiZVxV8IT4dGQNTTgIvKb7z0d23h6mJSO4eYTZ5nu6oS0YOJ0fVTiCRn9xN25W6VmWAisvS2\nYjb8HXFT6caxhI/zXmV737LvaR2O7zuxmqMox5WSTnD/BQEeZXtp0JbtaxQFUGYc95eh8i2ElWBb\nl5lZ8db6dHlvEFNsXwzLhj1IRjEYzFVsPeLi3ND2Hoq8Jdu7uy0V+siWpihtvw/h2nMnMSVVjzeL\nfr/TJZIOtP3Zlj68msnRdM1cyuQAk+bpeddgoAFoRG/dRCyaNdr6Dm3MAoU7y++8sabmfrGroz73\nJMLu/0UkZnpU2dcR298v9u4zgFUJr42fV7QDMdpruGqamMGZLlFqth8p6RGEAn4W8ClJf3KXXCyO\n8mC/IuyhDyfcD1fsoX+HKyIP30Z4OKxOKI9u9FUftAxAzpZ0rO1fS1rF9j2djm/hSZLex9SMkd1C\n7q9qWfN6Cf3f1HtCkZb5KMIL5kHETemvbm+meDlRq3TpgMv2r4rb4hkMQWEPy4Y9SEYxESfutvSY\nUKjI/YgYLbzb9paKijCXuyJaTdLrmDih7gP+BuA20XPFJnUukXL0F2Xfze5e9mhppJuiAEKvSZLW\nIxTGv5hQ0NsQJ9fzbI/NwiPEWkDVxVwU59bEBXkAk2cY7mHm1VhsO5NYvH6lO5zIbWYbuxE3l19T\nEc6uyBP9ZfdREaTIPYywR+9M2Ef/SPzPH+4iczPhdXQuMTK/2P3nW+61fz8hrpHm+qCvcEVyKvVR\nOKJJ5ueEj/llTM5O2bEeaVkneB0x26DIbuzZSWh1KW18qm1PyVmkLhGa3d6bScbaS4RI8P04wsbW\nK31VMi8K/XDCj7qRM2IjitLvIPZ8YoR9lqQfUkbYFf26ANha0ldsv4wev5OjSOoOhF/444hR3fdc\nsTDXQBM5GQAWu0tOhumgPoJZbP+LKOa6fWO0osjqtoq7lJ3S1MCeFYGNgRcqCv62GxW1zjYa25V5\nHIqpbCNJD+pTed5KLD5/mEgf3MuoaFOXnNH9UKbkb2LqCLbbjOOVxGi8MSK8gIglqKLnwhFN3GW7\n66y4Fdt/L4uBGxAeOmvRnw7oC0fa3HmOEPtjJV1B+yRz3Uw7s1IHspVhKezXEV4iB8HSvNHHdBOw\nbUmXStrO9kV9tNVvJfOPElPkjV3cbSStTviZfpSJhDnNffs28G1JqxK22jcTSWSOISopt0sA9aAy\nddpR0vOb9jdcvjpW7y4X/E/Ko2fUXwGI6TLIxfxJSa8lRl4XA2so0uR+pN3BtldVpGV9mHtMyOTp\nV5y5GThP0ncpsy46uOhJWt6RyH4rYnS4D/BOSb8gPD4+30bmaMoNRFOjB7vOAArfJm6Up9KU87yb\ngCMnzEDeRe6xcEQTZylypbdWTW+XO3s6psZBuUfhTnmlpI8At9F58LWlpE4ueSt32D+jzHZNx+cS\nF9f/lO2LCK8IgEPcPZNbYzr1SGL62jUsuEmmr0rmkn4JbNY6uikjvp+7KSd0RV/XJhZg9nYbH1hJ\nTyFmFi8iIt8mYbuXEU5faIACENNo6yLb26nHOobN75cb2dbEqOayqv6ph/qDbWR2IlbzF9C7LRVN\nrRTeEJzioqcmFzeFT/+OxOzmpUVmozYy9xK+wCcz4Qu8NLFVO5Nci/yF7lJYouXY6RYk7rlwRJPM\nYtq7OLbLnd23qXG6KBKeLSFma28h1gA+5RIbMG7M9gj7EOJu2WBFwk60ChGG3FVhE8nB+8KRV2Fn\nYiFKhNL9VxeRB9pNRR1BOD1PUR0pQT9bHu3ePxc4V9LFrl4AnSnMkHIyMFgwy/LFJNXIFXOvuudH\nb3DZADOvL9DGllqFSwm5HhfaVI69hFhjaFT8eYo7545Zn7iJ71X6dRIR3dqrt9JRZVHvdCpGsEw1\nDzXTy+/+OsL/fUPg/0qbb+gm0OfoeBBT47TwRAbKvxMue2PNbCvsFVumruc7ghvuVASqVLEecF3D\nrllMFY9mIrJwCoo0n18DTnJJVl/B9QoXw0kjGUU6164J1/tB0lMdbmh3tZhEAOhmEpkGjQIQi8v2\nLnQuADFd+r6YibzetxDuf+eU0U6V+xv0kZCpib5tqdDWNv944DUdFtrWUUQ4nsSEeWJdJmzsU8wo\nZfHtGOCYsli5N5Ev/Z2OqMkqHkfkZ96NyfUwp4xgW81DZRZg21URvQ35vgtHqA+vrQFNjdNC0rOJ\nHCkLmDzz6j2YZYjMtknkJtttE99L+lUP09EriNwNzQU8L3GXXL/lon8xMWIxobxP7mTzLBfJN4k7\nbLMXxnzCC+O37eT6RdJhtt+nKHXfboo44yaR0u4GxKwGIgy+Y3WQUVOMuPPcpaBpOW5Bu/3unq/7\nCMJlq9KW2iJ3EWHq+k6Tqeda21OyOEr6PV18wduZUZpktyGU9dOI8/BjrsjHXuRuAh5dMYtsldmC\n8ENvrPXcAexn+5oOx7+vw0cZwHbHbHMa0GurSb6rqXG6lN/veUQQWt+LvsNmthX2VwnPhFYf4tcS\nkYD7VMi3q7PY1R2w5dh/I3Ig72u7Y8rJoih2I+zeJkb1Z/bSxrij4XmJfJkID++niPGgPvONNYFH\n2j5WESbcNcy8H1tqi1zPtnkNUDhA0geIEO7ricHFae4j0EQRqPQa20v6kPkp8C6XQrOKwLYP2d6h\nw/Fvp0t6UNsdZ8uSLrH9xJbfr69ao7NJOS+e6i5FGMaJ2TaJvIWY4ryEsB1CLC6tRNgtq7hZ0kHE\nlFHEtPtXVUIto+z7CVt6Rxx3rTPLY1bQRETgpKaZ8BKZcad7DddLZMtmu6vtPymiQLvxJSa7T/6C\nWHzrqrDLQuA2RMTiscTayPFM+LZPoU9bajOD2Ob74d2EJ0ojPP/DmvDCqDLzQLi83SDpYnrPhTHf\nTVXBHRG7HZWu7f9qvC5myYMIN8Cv0b6GajP9em0Nm0OAHxTF3ZilzMr1OBPMqsK2vaTYAJtHrz37\nEBMJ+49iohDBmXSpwwexak5cwCcTOSsqFfyQaK3n1qDvum598O9M9hL5EnAFMBsKW+q/iHFfPvNN\nPI9wnWvU8fy/Yo9t16mX2f6KBi+A2o9tfvce+t7KaUS+6N8wcQPvh4a5oiG7M5MX+ttxs6T3EOlB\nG3ERXa+TonTfUo79MmGq/FMP/Xsb4XK4iaQLKF5bPcgNi8OJ/OUr0Vtk6UiZdT/s6YxeyzSvqgp5\nKy93byHHQ6XhbTDsZhmel8ggRYwHHX3901F1vSHXbQG7Ueml0w2zis3cEulYRtzntx7oLtkCu3Aa\nkVN5A2Kx8kTbl/cq7A75bCrEXknkZG4sdJ9b9rVF00gP6olqOI2KLD/vx+QzBNa33SmHytgxlND0\nfikr5Eeqvd+o3T6/R+tIqjXceSymOIqw2wOIbHErM7FwMxtht/sARxD5L6B4idj+2ky3Vdrrt4hx\nXz7zTXLvIPzzn054wrwS+KpbCt/20N+32P5ExTHtUorORpHbBcTI+MXETearhPK+scPx7YJM3u42\nvt4z0LdppQctN7gFxACxcb53K8E1NBTBMmfaPm3UfemFcVXYz7Z9qqJKdit2+/wenXIRN6a+HVfo\nh4ki+OB6Ymp5GBFUcX27m9AMtbcBk4slzKqXiKR1iell48LsGpFYvAb6Hn1JejqhsCEW6s4YoK+/\nsf3wDu9tTyRgamRha87n/Lx2i44zhaStCNv8Fp0WyzWNIJOi7N/OVFe22fDCOJ5Io3sFk3OJvGmm\n2xoERbqD+Uy+IVXehEbFWCrsuUxjhbzh7VIU1nnuMVptgPY2ZOro5pxZaKdtEWO3d397AZPzeSyN\n7Cv969knvXiI/MEDnMgVCnsXwpf5NUx21bsbOLWhJGcKRaKpZxIj5qcSebhPtP2dDsc/lxhh70hk\nezyJqIe5oIe2riLMJs1BRLbdKfvjwEi6nihYkIpmBhhWLpG+UKTc7LQA03UFXJHF7dVMHT3MuMlh\nQBor0X8u/rC3MRGuP6NIOpKYYl/H5Oi+GVfYRL267YEzbG8laVcioKMdz6a7Pbmtwi6j3g8T2e8+\nQCyaPQRYThH81HdgTCc8kVL0S+7i3z1dykxhb2KB+CKikvmBrghm8fSCTO61XWXnnikGKcE1NCR9\nk/BK+qGXdT/sQZF0B1Hd4kSilBMwKb9Cx/Sbxcf0HMKD4IEmmVnL9tUPijzW3yAq73yJSDz1Htvd\nku8P2taNxLR6VtJ0trR1qe1tJF1JeBDcrz585nttg/BwWQP4HLCH7Z9JehTwNbfx7dXUDH/NzO9k\ncmiSn1XzgSLV6YlEMYc/TvOzegoyKWbDO5gaRDSt9ju0tZgBSnANC0lPI1wUn0x4lh07jk4LDcZV\nYS9PRHztQyi27xPTw2t7kB0bp/xRo8jHsFc/q/rTaOvHhCfBh4lR7+1EYqC2wRhNcs8iFmCXVs9x\nh8i55v9W0vW2H9303owvBJbPHZr5YFhIuoX2QUQznmRJEZQDLaavboOuUaAoArE34UJ8KzEgOH7M\nPFrGU2E3o0h9uA/wX8Ail8x/XY7/IFH89fvD6F+vFO+VP7slxaakA4iE8P89g201vGs2IEY3ZzJ5\ndDNjC5ySNnKk3BykiPFnCE+Z3YgL5EXAhbYP6HB8c7TcJAU9iwr7UtvbzPTnLksUD5hH2v6xpPnA\n8u6S93zYFNfSlxEOAL8jPHR2Ah7n2U3t2jdjq7AVldb/nbjrLSBSkn7R9v9VyI3lqq+ky4AnuyXn\ngyJ67lLPYMrT4l3TMStbOy+babTVrES/YfsFfchebXuLpgXYVYEf2d6pw/H3M5GTemUi/0uDlW3P\n+JrMMM0Hw0QR0LaApnWs2XC1k3Qgsaa0tu1NFeUBj3FFdZthIelbRGbPrxDmkN83vTd2N+txXXT8\nCuGb+wPg/W4qyFmF7VVnrWPTY/lWZQ1g+1/S1Mz108HTT9o/KF2TebWhoXD/VrxZ7iQyNLalyt48\nS+xP3Pze3rJ/1nI0zzadXO2ICMaZ5g3AdsDPAGzfWBwDRoqk7Yjo0qOIOIWXA58p5qJFtv84bsoa\nxlRhE1Pqe4hqLwe36LO2o+UShNE8XTDh7vWb2exoH0jSem7xgy5+y7MyzSmjmQ8xEaQDPSTtHyKn\nKpJEfZSJXM1TqrKMkl7c5GrINgzP1e6ftv+piajUpe6lI+YzRNKnsxT5848A3kikPPgs4xU+v5Sx\nVNi2lxtA7GNMPRHWLiaHfWxfMf2eTYuPAt8vtuzGgtUTy/6qBDqDciyRa+LjwEJiNXymR6nNZZNW\n1uQSSp1urtsBv7H9gbK9KnA1kX98xmz500HSIS6lyiS9yE3VkSR9yPa7Rte7aTNMV7uzJb0bmF88\nMl5P5BYZNcs1mbVeDHymeJJ9o3g6jSVja8OeKSQ9Efi47Z0rD579vjyDcEtrBJNcC3x4Jv2HW9q7\nzPbWaiqppaYyVqNC0uXE6OaPZXRzEhOjm0fZHvnoZhQLnLNNiW+AcCXdiiG42ily2B9AeH1B5E75\nwpBG9x2RdA2wlSPh2M8J3/ezy3tt852PA2M5wp5JbF+iDpnchk1RzLOinJsp7nyvB/5RLphfSnoj\nMaLqpdLPbFPL0c0coDGTaxeUNqMKVJPruX5W0quIALEnEgm+qsoDzjYnEqP/PxAL2ecCKHLo91qe\nbejMeYVdbMRjH8E0w3yRGMkcT3jMHESUQdoN2G+E/WowT9IKxcd1dyanzJ3z5+SosL0YQNImwO9t\n/71sr0yXxd4BmW4911nF9uElaGk94HRPRDkKGIs8J+2YMxeH2mf2W4vItXDwkLszUmyfUkbZ7wHO\nI1yWGuWfdqCs2I+QOoxuutnmV24nUCNOIdIINHiAiPLbdgbbmG4911nH9k/b7GubHXFcmDMKm8kV\noSmv7wTe5j7KJ80Wkg62/UlJO9k+bwhN3ksow5WIDHNjM8uow+hmRC6Ew2Jes4tp8eKY6eT9azVv\n2G4u+jAruXOWBeaMwh6h73GvvJKoXHI0seAza0jag/AMOZVYWPlbhcjQqePoZg7xB0nPcckEqKj7\n+YcZbuNCSQe6fT3XCzvIJBXMeS+RcUHSiYQNb0Pgppa37ZlNknQu8Fr3kHslWfaQ9EiizucGZddv\ngZfZ/uUMtrEu8G3CC2VKPdfWeISkN1JhDxFFlfDTifSirdFAt8xgOxq121Qy/hT/d3mWkoOVCN7m\neq7Xuvd6rkkbUmGPgGIv3KxsjluNu2SOUwYOhwMb2t5D0mOA7W13rVafjJ45o7CbggKgfU3Hccm/\nuxA4Dvh12bURsJ/HLN3kso6659EeeTKx6SDpR0QU7Ls9UfXoctuPG3HXkgrmzKIjE0EBzyO8D44n\nlPY+wMi9RJr4OPB0lyTpJd/H1wj7XjImNJKIlXS9vyPOJ4g8Nxt0kqsJD7F9kqRDAUq0332j7lRS\nzZxR2E1BAR9rybL1XUWlknFheTdVtCjZy+bM/zAH2bNlQfgYRVGD94yqQ4MiaXnb9wF/LTmgG/uf\nTEQfJmPOIEmWxp35kjZtbJSorvkj7E8rl0r6vKSFknaV9HngklF3KunIPZJeKmleeewLdK23OMZc\nVJ7fRrh8biLpAiKwasaKWiSzx5yxYTcoPsifBW4uuxYQiV1OG1mnmlAUZngDEYEJEeX3KQ+h7mLS\nP5I2JvznG6XOzgcOnkmvnmHRktBqeWBzwmyYC981YU4pbEnLEWWmvkNUkQC4wfY/RterpK6UxFlH\n2m4tXlBLJP2WWEMR7RfmPz6SjiU9M6dsp7YfKHmMTyKqaSTJwDgqv+80h/za5xFpCpKaMqdG2ACS\njiDCbE8iqtYA9a/Bl4wGSZ8mvEJOYaKepG1/c3S9Goy65vFOJpiLCvsWpvrPjk1ZLElbuI8alclo\nkfSl8nLSOWX7FcPvzfRIhV1/5pzCHncknQc8iAhcOMF2ulMlQ0HSg0uK06SmzDmFXcK+XwfsTIyK\nzgY+PU6r4CVY5pXEAulFwLG2Tx9tr5J2lOT+BzBRyNgAtl85yn4lyyZz0Q/7GCJq8H/L623K89hQ\n0oj+J/BOYBfgk5J+LukFo+1Z0oavAOsCewCLgYdTXz/spObMxRH2Va2pStvtGxWSHg/sDzwLOAP4\nvO3LJG0A/Mz2RqPsXzIZSVfYfkLjHCp5N86z/aRR920Qiv/1GbZ3HXVfkv6ZiyPs+0q+XwBK1OM4\n5Uk4CrgceLzt19u+DMD274hRdzJeNCqz/FnSFsCa1LhiSglNf0DSmqPuS9I/c8oPu/AO4CeSmiMd\nx2lF/1u2v9y8o1E+rHV/MhZ8TtLaxM30u8Cq1DCPSAv3AFdLOp3JrooZnj7mzBmTiKQXleKzmxDZ\n1TYvb/18nCId27lWNabdo+pT0pl2nhWSNrH9q1H1abpI2r/Nbts+bth9SfpjLinsy21vNa6+ppL2\nAV4CPIVSJbywGnC/7aeOpGNJV0pypGc03C9Lsv9TbD92tD1LlkXmkknkTklnABu3FDOA8ShgcAHw\ne8L++V9M5HG4G7hyVJ1KKjkcOFXSM4lZ25eJnNi1Q9Iptl8kqV3g1ozWFU1mh7k0wl6RcOc7nvCb\nbU1skxVdkoGQ9DzgEMJ+/cLmfOZ1QtIGtn8n6RG01BQlrpFft5NLxoc5o7AbSHqo7dtH3Y9WJJ1v\ne8cOpadqXXJqLiLp6JZduxHV7n9NzRfoJB1p+51V+5LxYy4q7M2BtxPeIQ2Tj23vNrJOJbWjLMw1\nUpBOea7zAl2Hhe+rbW8xqj4lvTEXFfZVRGTjZcD9Zbdtj0WZsOIX/n+2/yFpV2AL4Mu27xpx15I2\nSFoV+Lvt+8v2PGAl2/d0lxw/JL0OeD2wKTFbaLAacL7tWtrmlyXmosK+tKWm41gh6UoiXH4B8AOi\n2MJjbT9zlP1K2iPpZ8Dutv9atlcDTrO9Q3fJ8UPSGsBawBFEWoSlC9+ZFKoezMVIx1MlvUHS+pLW\nbjxG3akmHijRZs8Hjrb9DmD9Efcp6cxKDWUNYPtuxqtGaM/Y/rPtW2zvDfyWiOJ8AFhFUqZEqAFz\nya2vwf6ErbG1rNPGw+9KW+6V9BLg5cCzy74VRtifpDv3SNqmYVKT9ETg7yPu07SQ9CbgfcDtTJgN\nIcxzyRgz50wi446kxwKvAX5q+8RS5HUv20eOuGtJGyRtC3yN8KGHmA292HZtK91LugnYLs0g9WNO\nKmxJjyPyF6/U2DcOeTpKprTjcnGnXhQf/82JmVvtK4xLOgt4et2/x7LInDOJSFpE5Jh+LPB94BnA\neUSE2kixfZ+kR0h6kO1/jro/Sc9szsQAYGtJYzEAmAY3A2dJ+j4T2QizanoNmHMKG3gh8HjgMtuv\nkLQucMKI+9TMzcB5kr7L5ExpebGMIeM8AJgGt5bHiuXR8DFPxpy5qLD/bvt+SfcVN6bbiSoh48JN\n5bEcEeqcjDfjPgDoG9uLRt2HZDDmosK+RNJawOeAS4jcvxeMtksTNC4WSavUMfhiGWTcBwB9I+mh\nRG6URp1KyGjgWjDn/LBtv872n2x/Gng6sJ/tsSlgIGkHSdcBN5Ttx0v61Ii7lXTm4pYBwOWM0QBg\nQE4gzr9NgEXALcR3S8acOeclIunM1tzS7faNCkkXEdPs7zTyOUi6NvMrjx+S1iEiUn9h+67igrm6\n7Vqnw5V0me2tm2udSrrE9hNH3bekO3PGJCJpZSICbZ2WyMbVgQ1H06v22L5VmpTdcpxqTiaApFcB\nHyLWGzaRdKDt74y4WzNFwzPkNknPIio0rTXC/iQ9MmcUNhGMcjCwAdCc6Olu4H9G0qP23CppR1jq\n33sQcP1ou5S04S1Ejpc7Stm5rxJ5X+YCh5civG8DjiYGNW8ZbZeSXpiLJpGDbB816n50okyzPwns\nTrhTnQ4clFFn40VrCtJxLT2XLFvMGYVdQoh/a/v3ZXs/4AXEgsoi238cYfeWImkd23eMuh9JdyTd\nAZzIREa7FxMh6o182LUrYNCmKEMztfxOyxpzySTyWeCpAJJ2JlJIvhHYqrz3wtF1bRIXSLoZOAn4\npu0/jbpDSVveweRgkkuZXMigjjS+A7QpETbkviQDMJdG2Ffafnx5/b/AHU0+z0vfGwckPQnYG3gO\ncB1wku2vjLZXSZKMO3NJYV8DbGX7Xkk/Bw5sFN4dV7c5SQ8BPgHsa3vO+cQn40kGztSXuaQkTgTO\nbsrRcS6ApH8Dxqb8lqQ1JO0v6YfAT4m0nduOuFvJskUGztSUOTPCBpC0PbAecHoj7FvSZsCqti8b\naecKxX79HcKG/TPPpT9gDiJpJ9vntezb0fb5o+rTdMnAmfoylxYdsf3TNvtuHEVfurBJKulacTSx\ncN3M/7TZVycycKamzCmFPc5I+qTtg4HvtkQ5QtgP9xxBt5IOlNnaDkTk7FuZ8KpYjfqbEj+YgTP1\nJBX28GjkT/7YSHuR9MqKhHKeV54b/IXxcRHti5K+4bXAI4l0DV+wvXCknUr6Yk7ZsJNkppF0iO2P\ntF2XNjUAAANjSURBVOx7ke1TRtWnQZF0MmEOORd4JnBLmfUlNSEV9pCRtBNRsXoBEzMc295kZJ1K\nOtIuJL2uYeqSrra9RXm9PHBxHb/HskyaRIbPF4A3A5cB94+4L0kHJD2DGIVuKOkoJtuw61q8dmlW\nyFJfdJR9SQYgFfbwucv2D0fdiaSS3xGh3M8pz42Q9Lup7wLdlpLubtpeuWnbtlcfRaeS3kmTyJCR\ndASxkPVNYGnl9HHxE08mI2kFYAVgI9s3jLo/ybJNKuwhI2kxbRLt2N51+L1JqpC0J/BR4EG2F0ja\nCjgs3TCTUZAKO0m6IOkyYDfgrKaSbtfYftxoe5Ysi6QNe0hIelt56abnPwDn2b55NL1KeuDeUs+x\ned8Do+pMsmxT94itOrEasGp5Xo2ILtsW+JGkfUbZsaQr10raF1he0r+VIgB1r5qe1JQ0iYyYUjD4\nzPSHHU8krQK8G3h62XUa8AHb/xhdr5JllVTYY0BdAzGSJBkuacMeMZJ2BbJM2Jgh6dQub2eyrmQk\npMIeEpKubrN7LaKAwcuH3J2kmkaSrkYdx2ZyWpqMhDSJDAlJC1p2GbjT9l+H35ukVyTtDpxv+++j\n7kuSpMJOki5I+jLwZMJsdU55nJfV7pNRkAo7SXpA0gZEHuy3AxvYTnNiMnTypEuSLkh6GbATsCVw\nB1Ee7LyuQkkyS+QIO0m6IOlO4CbgGGBxRqUmoyQVdpJ0QRGT/ljgKeXxSOBG2y8daceSZZIMTU+S\n7qwGbAQ8gqgStCaZSyQZETnCTpIuSLoKOJ+og3iO7d+OuEvJMkwq7CTpAUmr2L5n1P1Ilm3SJJIk\nXZC0g6TrgBvK9hMkfWrE3UqWUVJhJ0l3/hvYg8hdju0rgF1G2qNkmSUVdpJUYPvWll33tT0wSWaZ\nDJxJku7cKmlHAEkrAgcB14+2S8mySi46JkkXJK0DfBLYncjadzpwkO07R9qxZJkkFXaSJElNSJNI\nkrSh1G5s0JoT27YPGnKXkiQVdpJ04FImFPVhwHuZUNo5LU1GQppEkqSCrLmZjAvp1pckSVITUmEn\nSZLUhDSJJEkbJP2VCVv1ykBzTUfbXn34vUqWdVJhJ0mS1IQ0iSRJktSEVNhJkiQ1IRV2kiRJTUiF\nnSRJUhNSYSdJktSEVNhJkiQ14f8DGLK+t9Zht9EAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x104218a90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "chart_most_common(top_companies_past)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 180,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('Stanford University', 161),\n",
       " ('University of California Berkeley', 130),\n",
       " ('University of California Davis', 45),\n",
       " ('San Francisco State University', 36),\n",
       " ('San Jose State University', 33),\n",
       " ('Massachusetts Institute of Technology', 27),\n",
       " ('Carnegie Mellon University', 21),\n",
       " ('University of California Los Angeles', 21),\n",
       " ('University of California Santa Barbara', 15),\n",
       " ('Stanford University Graduate School of Business', 15),\n",
       " ('University of Southern California', 15),\n",
       " ('Santa Clara University', 14),\n",
       " ('Harvard University', 14),\n",
       " ('California Polytechnic State University-San Luis Obispo', 13),\n",
       " ('University of Waterloo', 12),\n",
       " ('Cornell University', 12),\n",
       " ('University of California San Diego', 11),\n",
       " ('University of Michigan', 9),\n",
       " ('University of California Santa Cruz', 9),\n",
       " ('University of Washington', 8)]"
      ]
     },
     "execution_count": 180,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top_companies_schools = []\n",
    "for company in top_companies['past_schools']:\n",
    "    top_companies_schools.extend([s.strip() for s in company.split(',')])\n",
    "Counter(top_companies_schools).most_common(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 181,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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7paZ/m9I7eb8xs+tLtvuNmW0l6cmC/pmZNR0RNUa9sPkNgCVybZVOFie5pXDz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JtTm9YGbgl/2zjnxkfGmziRR1pF0jV4Jedc4Kmw2cxsTv6o0SRkq+RiZrcNxZBIpIc4kUdaZUHU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\nYYgAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10879a518>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "chart_most_common(top_companies_schools)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 182,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>company_name</th>\n",
       "      <th>num_employees</th>\n",
       "      <th>past_companies</th>\n",
       "      <th>past_schools</th>\n",
       "      <th>company_name_url</th>\n",
       "      <th>category_groups</th>\n",
       "      <th>headquarters_location</th>\n",
       "      <th>description</th>\n",
       "      <th>crunchbase_rank</th>\n",
       "      <th>website</th>\n",
       "      <th>...</th>\n",
       "      <th>valuation_at_ipo</th>\n",
       "      <th>time_since_last_funding</th>\n",
       "      <th>funding_ratio</th>\n",
       "      <th>school_score</th>\n",
       "      <th>company_score</th>\n",
       "      <th>score</th>\n",
       "      <th>breakoutlist</th>\n",
       "      <th>linkedin</th>\n",
       "      <th>wealthfront</th>\n",
       "      <th>editors</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1323</th>\n",
       "      <td>Cohere Technologies</td>\n",
       "      <td>51</td>\n",
       "      <td>Qualcomm, Entropic Communications, Terayon, In...</td>\n",
       "      <td>University of California Berkeley, University ...</td>\n",
       "      <td>https://www.crunchbase.com/organization/cohere...</td>\n",
       "      <td>Hardware, Mobile</td>\n",
       "      <td>Santa Clara, California, United States</td>\n",
       "      <td>Cohere Technologies is solving the key technic...</td>\n",
       "      <td>10211</td>\n",
       "      <td>http://cohere-technologies.com/</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.80</td>\n",
       "      <td>35.0</td>\n",
       "      <td>1.74</td>\n",
       "      <td>0.4</td>\n",
       "      <td>1.166</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>483</th>\n",
       "      <td>Chartboost</td>\n",
       "      <td>125</td>\n",
       "      <td>Chartboost, Yahoo! Inc., YP, The Real Yellow P...</td>\n",
       "      <td>University of California Berkeley, University ...</td>\n",
       "      <td>https://www.crunchbase.com/organization/chartb...</td>\n",
       "      <td>Gaming, Platforms, Apps, Software, Sales and M...</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Chartboost is the largest mobile-games only ma...</td>\n",
       "      <td>1971</td>\n",
       "      <td>http://www.chartboost.com</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.86</td>\n",
       "      <td>21.0</td>\n",
       "      <td>1.74</td>\n",
       "      <td>0.4</td>\n",
       "      <td>1.164</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2 rows × 28 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             company_name  num_employees  \\\n",
       "1323  Cohere Technologies             51   \n",
       "483            Chartboost            125   \n",
       "\n",
       "                                         past_companies  \\\n",
       "1323  Qualcomm, Entropic Communications, Terayon, In...   \n",
       "483   Chartboost, Yahoo! Inc., YP, The Real Yellow P...   \n",
       "\n",
       "                                           past_schools  \\\n",
       "1323  University of California Berkeley, University ...   \n",
       "483   University of California Berkeley, University ...   \n",
       "\n",
       "                                       company_name_url  \\\n",
       "1323  https://www.crunchbase.com/organization/cohere...   \n",
       "483   https://www.crunchbase.com/organization/chartb...   \n",
       "\n",
       "                                        category_groups  \\\n",
       "1323                                   Hardware, Mobile   \n",
       "483   Gaming, Platforms, Apps, Software, Sales and M...   \n",
       "\n",
       "                         headquarters_location  \\\n",
       "1323    Santa Clara, California, United States   \n",
       "483   San Francisco, California, United States   \n",
       "\n",
       "                                            description  crunchbase_rank  \\\n",
       "1323  Cohere Technologies is solving the key technic...            10211   \n",
       "483   Chartboost is the largest mobile-games only ma...             1971   \n",
       "\n",
       "                              website   ...    valuation_at_ipo  \\\n",
       "1323  http://cohere-technologies.com/   ...                 NaN   \n",
       "483         http://www.chartboost.com   ...                 NaN   \n",
       "\n",
       "     time_since_last_funding  funding_ratio  school_score company_score  \\\n",
       "1323                    2.80           35.0          1.74           0.4   \n",
       "483                     2.86           21.0          1.74           0.4   \n",
       "\n",
       "      score breakoutlist  linkedin wealthfront  editors  \n",
       "1323  1.166            0         0           0        0  \n",
       "483   1.164            0         0           0        0  \n",
       "\n",
       "[2 rows x 28 columns]"
      ]
     },
     "execution_count": 182,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rankedstartups[240:242]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 183,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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       "      <td>OpenGov Inc., IBM, Stanford University, Meltwa...</td>\n",
       "      <td>Stanford University, University of California ...</td>\n",
       "      <td>https://www.crunchbase.com/organization/opengov</td>\n",
       "      <td>Information Technology, Data and Analytics, So...</td>\n",
       "      <td>Redwood City, California, United States</td>\n",
       "      <td>OpenGov offers cloud-based software that visua...</td>\n",
       "      <td>18222</td>\n",
       "      <td>http://opengov.com</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.65</td>\n",
       "      <td>77.00</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.358</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1600</th>\n",
       "      <td>Neighborly</td>\n",
       "      <td>63</td>\n",
       "      <td>Standish Mellon Asset Management Company LLC, ...</td>\n",
       "      <td>Stanford University, University of Missouri-Ka...</td>\n",
       "      <td>https://www.crunchbase.com/organization/neighb...</td>\n",
       "      <td>Information Technology, Software, Government a...</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Neighborly modernizes access to public finance...</td>\n",
       "      <td>31861</td>\n",
       "      <td>https://neighborly.com</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.65</td>\n",
       "      <td>30.50</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.357</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>747</th>\n",
       "      <td>Mark43</td>\n",
       "      <td>110</td>\n",
       "      <td>Dataminr, Mark43, Deloitte, S&amp;P Global Market ...</td>\n",
       "      <td>Harvard University, The George Washington Univ...</td>\n",
       "      <td>https://www.crunchbase.com/organization/mark43</td>\n",
       "      <td>Information Technology, Data and Analytics, So...</td>\n",
       "      <td>New York, New York, United States</td>\n",
       "      <td>Mark43 develops law enforcement software that ...</td>\n",
       "      <td>3417</td>\n",
       "      <td>http://mark43.com</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.70</td>\n",
       "      <td>39.75</td>\n",
       "      <td>1.68</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.182</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>Nextdoor</td>\n",
       "      <td>271</td>\n",
       "      <td>Twitter, Nextdoor, Google, Yelp, eBay Advertising</td>\n",
       "      <td>University of California Berkeley, Stanford Un...</td>\n",
       "      <td>https://www.crunchbase.com/organization/nextdoor</td>\n",
       "      <td>Media and Entertainment, Information Technolog...</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Nextdoor is a private social network that enab...</td>\n",
       "      <td>490</td>\n",
       "      <td>http://nextdoor.com</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.85</td>\n",
       "      <td>210.20</td>\n",
       "      <td>1.74</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.179</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>470</th>\n",
       "      <td>Remix</td>\n",
       "      <td>114</td>\n",
       "      <td>Microsoft, Code for America, LinkedIn, Omada H...</td>\n",
       "      <td>Massachusetts Institute of Technology, Brown U...</td>\n",
       "      <td>https://www.crunchbase.com/organization/remix</td>\n",
       "      <td>Information Technology, Government and Militar...</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Remix is a planning platform for public transit.</td>\n",
       "      <td>1928</td>\n",
       "      <td>https://www.remix.com/</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.67</td>\n",
       "      <td>12.00</td>\n",
       "      <td>1.20</td>\n",
       "      <td>0.43</td>\n",
       "      <td>0.910</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 28 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     company_name  num_employees  \\\n",
       "1521      OpenGov            154   \n",
       "1600   Neighborly             63   \n",
       "747        Mark43            110   \n",
       "141      Nextdoor            271   \n",
       "470         Remix            114   \n",
       "\n",
       "                                         past_companies  \\\n",
       "1521  OpenGov Inc., IBM, Stanford University, Meltwa...   \n",
       "1600  Standish Mellon Asset Management Company LLC, ...   \n",
       "747   Dataminr, Mark43, Deloitte, S&P Global Market ...   \n",
       "141   Twitter, Nextdoor, Google, Yelp, eBay Advertising   \n",
       "470   Microsoft, Code for America, LinkedIn, Omada H...   \n",
       "\n",
       "                                           past_schools  \\\n",
       "1521  Stanford University, University of California ...   \n",
       "1600  Stanford University, University of Missouri-Ka...   \n",
       "747   Harvard University, The George Washington Univ...   \n",
       "141   University of California Berkeley, Stanford Un...   \n",
       "470   Massachusetts Institute of Technology, Brown U...   \n",
       "\n",
       "                                       company_name_url  \\\n",
       "1521    https://www.crunchbase.com/organization/opengov   \n",
       "1600  https://www.crunchbase.com/organization/neighb...   \n",
       "747      https://www.crunchbase.com/organization/mark43   \n",
       "141    https://www.crunchbase.com/organization/nextdoor   \n",
       "470       https://www.crunchbase.com/organization/remix   \n",
       "\n",
       "                                        category_groups  \\\n",
       "1521  Information Technology, Data and Analytics, So...   \n",
       "1600  Information Technology, Software, Government a...   \n",
       "747   Information Technology, Data and Analytics, So...   \n",
       "141   Media and Entertainment, Information Technolog...   \n",
       "470   Information Technology, Government and Militar...   \n",
       "\n",
       "                         headquarters_location  \\\n",
       "1521   Redwood City, California, United States   \n",
       "1600  San Francisco, California, United States   \n",
       "747          New York, New York, United States   \n",
       "141   San Francisco, California, United States   \n",
       "470   San Francisco, California, United States   \n",
       "\n",
       "                                            description  crunchbase_rank  \\\n",
       "1521  OpenGov offers cloud-based software that visua...            18222   \n",
       "1600  Neighborly modernizes access to public finance...            31861   \n",
       "747   Mark43 develops law enforcement software that ...             3417   \n",
       "141   Nextdoor is a private social network that enab...              490   \n",
       "470    Remix is a planning platform for public transit.             1928   \n",
       "\n",
       "                     website   ...    valuation_at_ipo  \\\n",
       "1521      http://opengov.com   ...                 NaN   \n",
       "1600  https://neighborly.com   ...                 NaN   \n",
       "747        http://mark43.com   ...                 NaN   \n",
       "141      http://nextdoor.com   ...                 NaN   \n",
       "470   https://www.remix.com/   ...                 NaN   \n",
       "\n",
       "     time_since_last_funding  funding_ratio  school_score company_score  \\\n",
       "1521                    0.65          77.00          1.92          0.40   \n",
       "1600                    0.65          30.50          1.92          0.40   \n",
       "747                     1.70          39.75          1.68          0.40   \n",
       "141                     2.85         210.20          1.74          0.40   \n",
       "470                     0.67          12.00          1.20          0.43   \n",
       "\n",
       "      score breakoutlist  linkedin wealthfront  editors  \n",
       "1521  1.358            0         0           0        1  \n",
       "1600  1.357            0         0           0        1  \n",
       "747   1.182            1         0           0        0  \n",
       "141   1.179            0         0           1        0  \n",
       "470   0.910            0         0           0        1  \n",
       "\n",
       "[5 rows x 28 columns]"
      ]
     },
     "execution_count": 183,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rankedstartups[rankedstartups.categories.str.contains('GovTech', na=False)].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 184,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>company_name</th>\n",
       "      <th>num_employees</th>\n",
       "      <th>past_companies</th>\n",
       "      <th>past_schools</th>\n",
       "      <th>company_name_url</th>\n",
       "      <th>category_groups</th>\n",
       "      <th>headquarters_location</th>\n",
       "      <th>description</th>\n",
       "      <th>crunchbase_rank</th>\n",
       "      <th>website</th>\n",
       "      <th>...</th>\n",
       "      <th>valuation_at_ipo</th>\n",
       "      <th>time_since_last_funding</th>\n",
       "      <th>funding_ratio</th>\n",
       "      <th>school_score</th>\n",
       "      <th>company_score</th>\n",
       "      <th>score</th>\n",
       "      <th>breakoutlist</th>\n",
       "      <th>linkedin</th>\n",
       "      <th>wealthfront</th>\n",
       "      <th>editors</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>916</th>\n",
       "      <td>Affinity, Inc.</td>\n",
       "      <td>42</td>\n",
       "      <td>Stanford University, Palantir Technologies, In...</td>\n",
       "      <td>Stanford University, Claremont McKenna College...</td>\n",
       "      <td>https://www.crunchbase.com/organization/affini...</td>\n",
       "      <td>Information Technology, Data and Analytics, So...</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Affinity develops a collective intelligence pl...</td>\n",
       "      <td>4730</td>\n",
       "      <td>https://affinity.co/</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.63</td>\n",
       "      <td>14.0</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.4</td>\n",
       "      <td>1.357</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 28 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       company_name  num_employees  \\\n",
       "916  Affinity, Inc.             42   \n",
       "\n",
       "                                        past_companies  \\\n",
       "916  Stanford University, Palantir Technologies, In...   \n",
       "\n",
       "                                          past_schools  \\\n",
       "916  Stanford University, Claremont McKenna College...   \n",
       "\n",
       "                                      company_name_url  \\\n",
       "916  https://www.crunchbase.com/organization/affini...   \n",
       "\n",
       "                                       category_groups  \\\n",
       "916  Information Technology, Data and Analytics, So...   \n",
       "\n",
       "                        headquarters_location  \\\n",
       "916  San Francisco, California, United States   \n",
       "\n",
       "                                           description  crunchbase_rank  \\\n",
       "916  Affinity develops a collective intelligence pl...             4730   \n",
       "\n",
       "                  website   ...    valuation_at_ipo time_since_last_funding  \\\n",
       "916  https://affinity.co/   ...                 NaN                    0.63   \n",
       "\n",
       "     funding_ratio  school_score company_score  score breakoutlist  linkedin  \\\n",
       "916           14.0          1.92           0.4  1.357            0         0   \n",
       "\n",
       "    wealthfront  editors  \n",
       "916           0        1  \n",
       "\n",
       "[1 rows x 28 columns]"
      ]
     },
     "execution_count": 184,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plotdata[plotdata.company_name.str.contains('Affinity', na=False)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 185,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1655, 28)"
      ]
     },
     "execution_count": 185,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plotdata.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 186,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "plotdata.to_csv('company_data.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 187,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import json\n",
    "\n",
    "with open('funding_data.json') as data_file:    \n",
    "    vc_data = json.load(data_file)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 188,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "funding_data = [(cb_url, vc_data[cb_url]) for cb_url in plotdata.company_name_url if cb_url in vc_data]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 189,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "class Investment:\n",
    "    funding_round = investor = \"\"\n",
    "    partners = []\n",
    "    is_lead_investor = False\n",
    "    def __init__(self, investor, funding_round, partner, is_lead):\n",
    "        self.funding_round = funding_round\n",
    "        self.investor = investor\n",
    "        self.partners = partner\n",
    "        self.is_lead_investor = is_lead"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 190,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def json_to_investors(funding):\n",
    "    investors = []\n",
    "    for funding_event in funding:\n",
    "        is_lead_investment = funding_event['is_lead_investor'] == 'Yes'\n",
    "        partners = funding_event['partners'] if funding_event['partners'] != ['—'] else []\n",
    "        investment = Investment(funding_event['investor_name'], funding_event['funding_round'], partners, is_lead_investment)\n",
    "        investors.append((investment.investor, investment.funding_round))\n",
    "    return investors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 191,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('Founders Fund', 'Series E '),\n",
       " ('GIC', 'Series E '),\n",
       " ('Lightspeed Venture Partners', 'Series E '),\n",
       " ('Spark Capital', 'Series E '),\n",
       " ('Caffeinated Capital', 'Series E '),\n",
       " ('Ribbit Capital', 'Series E '),\n",
       " ('Khosla Ventures', 'Series E '),\n",
       " ('Morgan Stanley', 'Debt Financing '),\n",
       " ('Khosla Ventures', 'Series D '),\n",
       " ('Spark Capital', 'Series D '),\n",
       " ('Lightspeed Venture Partners', 'Series D '),\n",
       " ('Andreessen Horowitz', 'Series D '),\n",
       " ('Caffeinated Capital', 'Series D '),\n",
       " ('Jefferies', 'Series D '),\n",
       " ('Founders Fund', 'Series D '),\n",
       " ('Spark Capital', 'Series B '),\n",
       " ('Khosla Ventures', 'Series B '),\n",
       " ('Lightspeed Venture Partners', 'Series B '),\n",
       " ('Andreessen Horowitz', 'Series B '),\n",
       " ('Jefferies', 'Series B '),\n",
       " ('Khosla Ventures', 'Series A '),\n",
       " ('Lightspeed Venture Partners', 'Series A '),\n",
       " ('HVF Labs', 'Seed Round ')]"
      ]
     },
     "execution_count": 191,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "[funding for funding in json_to_investors(funding_data[0][1])]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 192,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#[json_to_investors(data[x]) for x in plotdata.company_name_url if x in data]\n",
    "plotdata['funding'] = plotdata['company_name_url'].apply(lambda x: json_to_investors(vc_data[x]) if x in vc_data else None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 193,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(5, 29)"
      ]
     },
     "execution_count": 193,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "missing_funding = plotdata[pd.isnull(plotdata.funding)]\n",
    "missing_funding.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 194,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1650, 29)"
      ]
     },
     "execution_count": 194,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plotdata = plotdata[pd.notnull(plotdata.funding)]\n",
    "plotdata.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 195,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
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       "      <th></th>\n",
       "      <th>company_name</th>\n",
       "      <th>num_employees</th>\n",
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       "      <th>crunchbase_rank</th>\n",
       "      <th>website</th>\n",
       "      <th>...</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1416</th>\n",
       "      <td>Palantir Technologies</td>\n",
       "      <td>1992</td>\n",
       "      <td>Palantir Technologies, Google, Microsoft, Stan...</td>\n",
       "      <td>Stanford University, Cornell University, Massa...</td>\n",
       "      <td>https://www.crunchbase.com/organization/palant...</td>\n",
       "      <td>Hardware, Information Technology, Consumer Ele...</td>\n",
       "      <td>Palo Alto, California, United States</td>\n",
       "      <td>Palantir Technologies offers a suite of softwa...</td>\n",
       "      <td>13212</td>\n",
       "      <td>http://www.palantir.com</td>\n",
       "      <td>...</td>\n",
       "      <td>0.97</td>\n",
       "      <td>2018.93</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.49</td>\n",
       "      <td>1.405</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[(Binux Capital, Private Equity Round ), (Shar...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Affirm</td>\n",
       "      <td>302</td>\n",
       "      <td>Google, Affirm Inc., LinkedIn, Stanford Univer...</td>\n",
       "      <td>Stanford University, University of California ...</td>\n",
       "      <td>https://www.crunchbase.com/organization/affirm</td>\n",
       "      <td>Payments, Financial Services, Lending and Inve...</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Affirm, a financial technology services compan...</td>\n",
       "      <td>15903</td>\n",
       "      <td>https://affirm.com</td>\n",
       "      <td>...</td>\n",
       "      <td>0.16</td>\n",
       "      <td>620.00</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.46</td>\n",
       "      <td>1.401</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>[(Founders Fund, Series E ), (GIC, Series E ),...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1603</th>\n",
       "      <td>Stripe</td>\n",
       "      <td>831</td>\n",
       "      <td>Google, Twitter, Stripe, Facebook, Microsoft</td>\n",
       "      <td>Stanford University, University of California ...</td>\n",
       "      <td>https://www.crunchbase.com/organization/stripe</td>\n",
       "      <td>Software, Payments, Financial Services, Lendin...</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Stripe provides a set of unified APIs and tool...</td>\n",
       "      <td>482</td>\n",
       "      <td>http://stripe.com</td>\n",
       "      <td>...</td>\n",
       "      <td>1.12</td>\n",
       "      <td>440.00</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.46</td>\n",
       "      <td>1.378</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[(CapitalG, Series D ), (General Catalyst, Ser...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Blend</td>\n",
       "      <td>260</td>\n",
       "      <td>Blend, Palantir Technologies, Salesforce, Pand...</td>\n",
       "      <td>Stanford University, University of California ...</td>\n",
       "      <td>https://www.crunchbase.com/organization/blend-...</td>\n",
       "      <td>Real Estate, Financial Services</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Blend's technology empowers top mortgage lende...</td>\n",
       "      <td>179</td>\n",
       "      <td>https://www.blend.com</td>\n",
       "      <td>...</td>\n",
       "      <td>0.38</td>\n",
       "      <td>160.00</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.372</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[(Lightspeed Venture Partners, Series D ), (Ja...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Qadium</td>\n",
       "      <td>59</td>\n",
       "      <td>Stanford University, University of Washington,...</td>\n",
       "      <td>Stanford University, Caltech, University of Ca...</td>\n",
       "      <td>https://www.crunchbase.com/organization/qadium...</td>\n",
       "      <td>Information Technology, Software, Privacy and ...</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Qadium creates and organizes knowledge about t...</td>\n",
       "      <td>4492</td>\n",
       "      <td>https://qadium.com/</td>\n",
       "      <td>...</td>\n",
       "      <td>0.36</td>\n",
       "      <td>65.97</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.360</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[(IVP (Institutional Venture Partners), Series...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>Freenome</td>\n",
       "      <td>32</td>\n",
       "      <td>Counsyl, Stanford University, Syracuse Univers...</td>\n",
       "      <td>Stanford University, Northwestern University, ...</td>\n",
       "      <td>https://www.crunchbase.com/organization/freenome</td>\n",
       "      <td>Biotechnology, Science and Engineering, Health...</td>\n",
       "      <td>South San Francisco, California, United States</td>\n",
       "      <td>Freenome is a platform that helps design healt...</td>\n",
       "      <td>467</td>\n",
       "      <td>http://www.freenome.com</td>\n",
       "      <td>...</td>\n",
       "      <td>0.36</td>\n",
       "      <td>77.55</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.360</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>[(GV, Series A ), (Andreessen Horowitz, Series...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>286</th>\n",
       "      <td>Vicarious</td>\n",
       "      <td>51</td>\n",
       "      <td>Microsoft, Google, Harvard University, Dartmou...</td>\n",
       "      <td>Stanford University, The Wharton School, India...</td>\n",
       "      <td>https://www.crunchbase.com/organization/vicari...</td>\n",
       "      <td>Science and Engineering, Hardware, Data and An...</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Vicarious is an artificial intelligence compan...</td>\n",
       "      <td>1064</td>\n",
       "      <td>http://vicarious.com</td>\n",
       "      <td>...</td>\n",
       "      <td>0.46</td>\n",
       "      <td>122.00</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.43</td>\n",
       "      <td>1.354</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[(SamsungNEXT Ventures, Series C ), (Khosla Ve...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>292</th>\n",
       "      <td>Branch</td>\n",
       "      <td>198</td>\n",
       "      <td>Branch, Google, Microsoft, Nokia, Hewlett Pack...</td>\n",
       "      <td>Stanford University, Stanford University Gradu...</td>\n",
       "      <td>https://www.crunchbase.com/organization/branch...</td>\n",
       "      <td>Apps, Data and Analytics, Software, Sales and ...</td>\n",
       "      <td>Palo Alto, California, United States</td>\n",
       "      <td>Branch helps companies drive seamless mobile e...</td>\n",
       "      <td>1090</td>\n",
       "      <td>https://branch.io</td>\n",
       "      <td>...</td>\n",
       "      <td>0.75</td>\n",
       "      <td>113.05</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.348</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[(Cowboy Ventures, Series C ), (Playground Ven...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1213</th>\n",
       "      <td>Boom Fantasy</td>\n",
       "      <td>14</td>\n",
       "      <td>IAF - Israeli Air Force, Carestream, High 5 Ga...</td>\n",
       "      <td>Stanford University Graduate School of Busines...</td>\n",
       "      <td>https://www.crunchbase.com/organization/boom-s...</td>\n",
       "      <td>Gaming, Sports, Mobile</td>\n",
       "      <td>New York, New York, United States</td>\n",
       "      <td>Boom Shakalaka is an in-game fantasy sports co...</td>\n",
       "      <td>7876</td>\n",
       "      <td>https://www.boomfantasy.com/</td>\n",
       "      <td>...</td>\n",
       "      <td>0.61</td>\n",
       "      <td>3.40</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.347</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[(Ken Hertz, Seed Round ), (Founders Fund, See...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1642</th>\n",
       "      <td>Shogun Enterprises</td>\n",
       "      <td>18</td>\n",
       "      <td>Northwestern University, BarLift, Stanford Uni...</td>\n",
       "      <td>Stanford University, Northwestern University, ...</td>\n",
       "      <td>https://crunchbase.com/organization/shogun-2</td>\n",
       "      <td>Financial Services, Real Estate</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Financial Technology for Home Improvement</td>\n",
       "      <td>47542</td>\n",
       "      <td>http://www.shoguninc.com/</td>\n",
       "      <td>...</td>\n",
       "      <td>0.78</td>\n",
       "      <td>2.00</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.345</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[(WS Investments, Convertible Note ), (Founder...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10 rows × 29 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               company_name  num_employees  \\\n",
       "1416  Palantir Technologies           1992   \n",
       "0                    Affirm            302   \n",
       "1603                 Stripe            831   \n",
       "3                     Blend            260   \n",
       "2                    Qadium             59   \n",
       "138                Freenome             32   \n",
       "286               Vicarious             51   \n",
       "292                  Branch            198   \n",
       "1213           Boom Fantasy             14   \n",
       "1642     Shogun Enterprises             18   \n",
       "\n",
       "                                         past_companies  \\\n",
       "1416  Palantir Technologies, Google, Microsoft, Stan...   \n",
       "0     Google, Affirm Inc., LinkedIn, Stanford Univer...   \n",
       "1603       Google, Twitter, Stripe, Facebook, Microsoft   \n",
       "3     Blend, Palantir Technologies, Salesforce, Pand...   \n",
       "2     Stanford University, University of Washington,...   \n",
       "138   Counsyl, Stanford University, Syracuse Univers...   \n",
       "286   Microsoft, Google, Harvard University, Dartmou...   \n",
       "292   Branch, Google, Microsoft, Nokia, Hewlett Pack...   \n",
       "1213  IAF - Israeli Air Force, Carestream, High 5 Ga...   \n",
       "1642  Northwestern University, BarLift, Stanford Uni...   \n",
       "\n",
       "                                           past_schools  \\\n",
       "1416  Stanford University, Cornell University, Massa...   \n",
       "0     Stanford University, University of California ...   \n",
       "1603  Stanford University, University of California ...   \n",
       "3     Stanford University, University of California ...   \n",
       "2     Stanford University, Caltech, University of Ca...   \n",
       "138   Stanford University, Northwestern University, ...   \n",
       "286   Stanford University, The Wharton School, India...   \n",
       "292   Stanford University, Stanford University Gradu...   \n",
       "1213  Stanford University Graduate School of Busines...   \n",
       "1642  Stanford University, Northwestern University, ...   \n",
       "\n",
       "                                       company_name_url  \\\n",
       "1416  https://www.crunchbase.com/organization/palant...   \n",
       "0        https://www.crunchbase.com/organization/affirm   \n",
       "1603     https://www.crunchbase.com/organization/stripe   \n",
       "3     https://www.crunchbase.com/organization/blend-...   \n",
       "2     https://www.crunchbase.com/organization/qadium...   \n",
       "138    https://www.crunchbase.com/organization/freenome   \n",
       "286   https://www.crunchbase.com/organization/vicari...   \n",
       "292   https://www.crunchbase.com/organization/branch...   \n",
       "1213  https://www.crunchbase.com/organization/boom-s...   \n",
       "1642       https://crunchbase.com/organization/shogun-2   \n",
       "\n",
       "                                        category_groups  \\\n",
       "1416  Hardware, Information Technology, Consumer Ele...   \n",
       "0     Payments, Financial Services, Lending and Inve...   \n",
       "1603  Software, Payments, Financial Services, Lendin...   \n",
       "3                       Real Estate, Financial Services   \n",
       "2     Information Technology, Software, Privacy and ...   \n",
       "138   Biotechnology, Science and Engineering, Health...   \n",
       "286   Science and Engineering, Hardware, Data and An...   \n",
       "292   Apps, Data and Analytics, Software, Sales and ...   \n",
       "1213                             Gaming, Sports, Mobile   \n",
       "1642                    Financial Services, Real Estate   \n",
       "\n",
       "                               headquarters_location  \\\n",
       "1416            Palo Alto, California, United States   \n",
       "0           San Francisco, California, United States   \n",
       "1603        San Francisco, California, United States   \n",
       "3           San Francisco, California, United States   \n",
       "2           San Francisco, California, United States   \n",
       "138   South San Francisco, California, United States   \n",
       "286         San Francisco, California, United States   \n",
       "292             Palo Alto, California, United States   \n",
       "1213               New York, New York, United States   \n",
       "1642        San Francisco, California, United States   \n",
       "\n",
       "                                            description  crunchbase_rank  \\\n",
       "1416  Palantir Technologies offers a suite of softwa...            13212   \n",
       "0     Affirm, a financial technology services compan...            15903   \n",
       "1603  Stripe provides a set of unified APIs and tool...              482   \n",
       "3     Blend's technology empowers top mortgage lende...              179   \n",
       "2     Qadium creates and organizes knowledge about t...             4492   \n",
       "138   Freenome is a platform that helps design healt...              467   \n",
       "286   Vicarious is an artificial intelligence compan...             1064   \n",
       "292   Branch helps companies drive seamless mobile e...             1090   \n",
       "1213  Boom Shakalaka is an in-game fantasy sports co...             7876   \n",
       "1642          Financial Technology for Home Improvement            47542   \n",
       "\n",
       "                           website  \\\n",
       "1416       http://www.palantir.com   \n",
       "0               https://affirm.com   \n",
       "1603             http://stripe.com   \n",
       "3            https://www.blend.com   \n",
       "2              https://qadium.com/   \n",
       "138        http://www.freenome.com   \n",
       "286           http://vicarious.com   \n",
       "292              https://branch.io   \n",
       "1213  https://www.boomfantasy.com/   \n",
       "1642     http://www.shoguninc.com/   \n",
       "\n",
       "                            ...                          \\\n",
       "1416                        ...                           \n",
       "0                           ...                           \n",
       "1603                        ...                           \n",
       "3                           ...                           \n",
       "2                           ...                           \n",
       "138                         ...                           \n",
       "286                         ...                           \n",
       "292                         ...                           \n",
       "1213                        ...                           \n",
       "1642                        ...                           \n",
       "\n",
       "     time_since_last_funding funding_ratio  school_score  company_score  \\\n",
       "1416                    0.97       2018.93          1.92           0.49   \n",
       "0                       0.16        620.00          1.92           0.46   \n",
       "1603                    1.12        440.00          1.92           0.46   \n",
       "3                       0.38        160.00          1.92           0.40   \n",
       "2                       0.36         65.97          1.92           0.40   \n",
       "138                     0.36         77.55          1.92           0.40   \n",
       "286                     0.46        122.00          1.92           0.43   \n",
       "292                     0.75        113.05          1.92           0.40   \n",
       "1213                    0.61          3.40          1.92           0.40   \n",
       "1642                    0.78          2.00          1.92           0.40   \n",
       "\n",
       "      score breakoutlist linkedin  wealthfront editors  \\\n",
       "1416  1.405            0        0            0       0   \n",
       "0     1.401            1        1            1       0   \n",
       "1603  1.378            1        1            0       0   \n",
       "3     1.372            1        1            0       0   \n",
       "2     1.360            1        0            0       0   \n",
       "138   1.360            0        0            0       1   \n",
       "286   1.354            0        0            0       0   \n",
       "292   1.348            0        0            0       0   \n",
       "1213  1.347            0        0            0       0   \n",
       "1642  1.345            0        0            0       0   \n",
       "\n",
       "                                                funding  \n",
       "1416  [(Binux Capital, Private Equity Round ), (Shar...  \n",
       "0     [(Founders Fund, Series E ), (GIC, Series E ),...  \n",
       "1603  [(CapitalG, Series D ), (General Catalyst, Ser...  \n",
       "3     [(Lightspeed Venture Partners, Series D ), (Ja...  \n",
       "2     [(IVP (Institutional Venture Partners), Series...  \n",
       "138   [(GV, Series A ), (Andreessen Horowitz, Series...  \n",
       "286   [(SamsungNEXT Ventures, Series C ), (Khosla Ve...  \n",
       "292   [(Cowboy Ventures, Series C ), (Playground Ven...  \n",
       "1213  [(Ken Hertz, Seed Round ), (Founders Fund, See...  \n",
       "1642  [(WS Investments, Convertible Note ), (Founder...  \n",
       "\n",
       "[10 rows x 29 columns]"
      ]
     },
     "execution_count": 195,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def search_investors(x, name):\n",
    "    return any([name in y for y in x])\n",
    "founders_fund = plotdata[plotdata.funding.apply(lambda x: search_investors(x, 'Founders Fund'))]\n",
    "founders_fund = founders_fund[founders_fund.time_since_last_funding < 1.5]\n",
    "founders_fund.sort_values('score', ascending=False).head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 196,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>company_name</th>\n",
       "      <th>num_employees</th>\n",
       "      <th>past_companies</th>\n",
       "      <th>past_schools</th>\n",
       "      <th>company_name_url</th>\n",
       "      <th>category_groups</th>\n",
       "      <th>headquarters_location</th>\n",
       "      <th>description</th>\n",
       "      <th>crunchbase_rank</th>\n",
       "      <th>website</th>\n",
       "      <th>...</th>\n",
       "      <th>time_since_last_funding</th>\n",
       "      <th>funding_ratio</th>\n",
       "      <th>school_score</th>\n",
       "      <th>company_score</th>\n",
       "      <th>score</th>\n",
       "      <th>breakoutlist</th>\n",
       "      <th>linkedin</th>\n",
       "      <th>wealthfront</th>\n",
       "      <th>editors</th>\n",
       "      <th>funding</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1603</th>\n",
       "      <td>Stripe</td>\n",
       "      <td>831</td>\n",
       "      <td>Google, Twitter, Stripe, Facebook, Microsoft</td>\n",
       "      <td>Stanford University, University of California ...</td>\n",
       "      <td>https://www.crunchbase.com/organization/stripe</td>\n",
       "      <td>Software, Payments, Financial Services, Lendin...</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Stripe provides a set of unified APIs and tool...</td>\n",
       "      <td>482</td>\n",
       "      <td>http://stripe.com</td>\n",
       "      <td>...</td>\n",
       "      <td>1.12</td>\n",
       "      <td>440.0</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.46</td>\n",
       "      <td>1.378</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[(CapitalG, Series D ), (General Catalyst, Ser...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Blend</td>\n",
       "      <td>260</td>\n",
       "      <td>Blend, Palantir Technologies, Salesforce, Pand...</td>\n",
       "      <td>Stanford University, University of California ...</td>\n",
       "      <td>https://www.crunchbase.com/organization/blend-...</td>\n",
       "      <td>Real Estate, Financial Services</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Blend's technology empowers top mortgage lende...</td>\n",
       "      <td>179</td>\n",
       "      <td>https://www.blend.com</td>\n",
       "      <td>...</td>\n",
       "      <td>0.38</td>\n",
       "      <td>160.0</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.372</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[(Lightspeed Venture Partners, Series D ), (Ja...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>231</th>\n",
       "      <td>Quora</td>\n",
       "      <td>344</td>\n",
       "      <td>Quora, Google, Facebook, Stanford University, ...</td>\n",
       "      <td>Stanford University, Harvard University, Unive...</td>\n",
       "      <td>https://www.crunchbase.com/organization/quora</td>\n",
       "      <td>Media and Entertainment, Information Technolog...</td>\n",
       "      <td>Mountain View, California, United States</td>\n",
       "      <td>Quora is a Q&amp;A platform with a mission to shar...</td>\n",
       "      <td>839</td>\n",
       "      <td>http://quora.com</td>\n",
       "      <td>...</td>\n",
       "      <td>0.72</td>\n",
       "      <td>226.0</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.362</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[(Collaborative Fund, Series D ), (Matrix Part...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>657</th>\n",
       "      <td>SafeGraph</td>\n",
       "      <td>21</td>\n",
       "      <td>LiveRamp, An Acxiom Company, Apteligent (acq. ...</td>\n",
       "      <td>Stanford University, Stanford University Gradu...</td>\n",
       "      <td>https://www.crunchbase.com/organization/safegraph</td>\n",
       "      <td>Science and Engineering, Data and Analytics, C...</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>SafeGraph is unlocking the world's most powerf...</td>\n",
       "      <td>2908</td>\n",
       "      <td>http://www.safegraph.com/</td>\n",
       "      <td>...</td>\n",
       "      <td>0.72</td>\n",
       "      <td>16.0</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.356</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>[(Naval Ravikant, Series A ), (Corazon Capital...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>286</th>\n",
       "      <td>Vicarious</td>\n",
       "      <td>51</td>\n",
       "      <td>Microsoft, Google, Harvard University, Dartmou...</td>\n",
       "      <td>Stanford University, The Wharton School, India...</td>\n",
       "      <td>https://www.crunchbase.com/organization/vicari...</td>\n",
       "      <td>Science and Engineering, Hardware, Data and An...</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Vicarious is an artificial intelligence compan...</td>\n",
       "      <td>1064</td>\n",
       "      <td>http://vicarious.com</td>\n",
       "      <td>...</td>\n",
       "      <td>0.46</td>\n",
       "      <td>122.0</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.43</td>\n",
       "      <td>1.354</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[(SamsungNEXT Ventures, Series C ), (Khosla Ve...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 29 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     company_name  num_employees  \\\n",
       "1603       Stripe            831   \n",
       "3           Blend            260   \n",
       "231         Quora            344   \n",
       "657     SafeGraph             21   \n",
       "286     Vicarious             51   \n",
       "\n",
       "                                         past_companies  \\\n",
       "1603       Google, Twitter, Stripe, Facebook, Microsoft   \n",
       "3     Blend, Palantir Technologies, Salesforce, Pand...   \n",
       "231   Quora, Google, Facebook, Stanford University, ...   \n",
       "657   LiveRamp, An Acxiom Company, Apteligent (acq. ...   \n",
       "286   Microsoft, Google, Harvard University, Dartmou...   \n",
       "\n",
       "                                           past_schools  \\\n",
       "1603  Stanford University, University of California ...   \n",
       "3     Stanford University, University of California ...   \n",
       "231   Stanford University, Harvard University, Unive...   \n",
       "657   Stanford University, Stanford University Gradu...   \n",
       "286   Stanford University, The Wharton School, India...   \n",
       "\n",
       "                                       company_name_url  \\\n",
       "1603     https://www.crunchbase.com/organization/stripe   \n",
       "3     https://www.crunchbase.com/organization/blend-...   \n",
       "231       https://www.crunchbase.com/organization/quora   \n",
       "657   https://www.crunchbase.com/organization/safegraph   \n",
       "286   https://www.crunchbase.com/organization/vicari...   \n",
       "\n",
       "                                        category_groups  \\\n",
       "1603  Software, Payments, Financial Services, Lendin...   \n",
       "3                       Real Estate, Financial Services   \n",
       "231   Media and Entertainment, Information Technolog...   \n",
       "657   Science and Engineering, Data and Analytics, C...   \n",
       "286   Science and Engineering, Hardware, Data and An...   \n",
       "\n",
       "                         headquarters_location  \\\n",
       "1603  San Francisco, California, United States   \n",
       "3     San Francisco, California, United States   \n",
       "231   Mountain View, California, United States   \n",
       "657   San Francisco, California, United States   \n",
       "286   San Francisco, California, United States   \n",
       "\n",
       "                                            description  crunchbase_rank  \\\n",
       "1603  Stripe provides a set of unified APIs and tool...              482   \n",
       "3     Blend's technology empowers top mortgage lende...              179   \n",
       "231   Quora is a Q&A platform with a mission to shar...              839   \n",
       "657   SafeGraph is unlocking the world's most powerf...             2908   \n",
       "286   Vicarious is an artificial intelligence compan...             1064   \n",
       "\n",
       "                        website  \\\n",
       "1603          http://stripe.com   \n",
       "3         https://www.blend.com   \n",
       "231            http://quora.com   \n",
       "657   http://www.safegraph.com/   \n",
       "286        http://vicarious.com   \n",
       "\n",
       "                            ...                          \\\n",
       "1603                        ...                           \n",
       "3                           ...                           \n",
       "231                         ...                           \n",
       "657                         ...                           \n",
       "286                         ...                           \n",
       "\n",
       "     time_since_last_funding funding_ratio  school_score  company_score  \\\n",
       "1603                    1.12         440.0          1.92           0.46   \n",
       "3                       0.38         160.0          1.92           0.40   \n",
       "231                     0.72         226.0          1.92           0.40   \n",
       "657                     0.72          16.0          1.92           0.40   \n",
       "286                     0.46         122.0          1.92           0.43   \n",
       "\n",
       "      score breakoutlist linkedin  wealthfront editors  \\\n",
       "1603  1.378            1        1            0       0   \n",
       "3     1.372            1        1            0       0   \n",
       "231   1.362            1        0            0       0   \n",
       "657   1.356            0        0            0       1   \n",
       "286   1.354            0        0            0       0   \n",
       "\n",
       "                                                funding  \n",
       "1603  [(CapitalG, Series D ), (General Catalyst, Ser...  \n",
       "3     [(Lightspeed Venture Partners, Series D ), (Ja...  \n",
       "231   [(Collaborative Fund, Series D ), (Matrix Part...  \n",
       "657   [(Naval Ravikant, Series A ), (Corazon Capital...  \n",
       "286   [(SamsungNEXT Ventures, Series C ), (Khosla Ve...  \n",
       "\n",
       "[5 rows x 29 columns]"
      ]
     },
     "execution_count": 196,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "thiel = plotdata[plotdata.funding.apply(lambda x: search_investors(x, 'Peter Thiel'))]\n",
    "thiel = thiel[thiel.num_employees > 10]\n",
    "#thiel = thiel[thiel.categories.str.contains('Financ', na=False)]\n",
    "#thiel = thiel[thiel.last_funding_type.str.contains('Series A')]\n",
    "thiel.sort_values('score', ascending=False).head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 197,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>Pinterest</td>\n",
       "      <td>1639</td>\n",
       "      <td>Google, Pinterest, Facebook, Microsoft, Yahoo!...</td>\n",
       "      <td>Stanford University, University of California ...</td>\n",
       "      <td>https://www.crunchbase.com/organization/pinterest</td>\n",
       "      <td>Travel and Tourism, Media and Entertainment, I...</td>\n",
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       "      <td>Pinterest is a visual bookmarking tool for sav...</td>\n",
       "      <td>266</td>\n",
       "      <td>https://pinterest.com</td>\n",
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       "      <td>1466.100</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.46</td>\n",
       "      <td>1.412</td>\n",
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       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[(blisce/, Secondary Market ), (Founders Circl...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1599</th>\n",
       "      <td>Opendoor</td>\n",
       "      <td>366</td>\n",
       "      <td>Opendoor, Goldman Sachs, Google, Square, Micro...</td>\n",
       "      <td>Stanford University, Arizona State University,...</td>\n",
       "      <td>https://www.crunchbase.com/organization/opendo...</td>\n",
       "      <td>Real Estate, Internet Services</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Opendoor is an online home-selling service aim...</td>\n",
       "      <td>27014</td>\n",
       "      <td>https://www.opendoor.com</td>\n",
       "      <td>...</td>\n",
       "      <td>1.10</td>\n",
       "      <td>319.950</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.368</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[(Felicis Ventures, Series D ), (Norwest Ventu...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>Color Genomics</td>\n",
       "      <td>123</td>\n",
       "      <td>Twitter, Google, University of California, Dav...</td>\n",
       "      <td>Stanford University, University of California ...</td>\n",
       "      <td>https://www.crunchbase.com/organization/color-...</td>\n",
       "      <td>Biotechnology, Science and Engineering, Data a...</td>\n",
       "      <td>Burlingame, California, United States</td>\n",
       "      <td>Color Genomics provides a service that helps p...</td>\n",
       "      <td>112</td>\n",
       "      <td>https://www.color.com</td>\n",
       "      <td>...</td>\n",
       "      <td>0.40</td>\n",
       "      <td>150.548</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.362</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[(CRV, Series C ), (Emerson Collective, Series...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>418</th>\n",
       "      <td>Honor</td>\n",
       "      <td>218</td>\n",
       "      <td>Google, Meebo, Apple, Home Instead Senior Care...</td>\n",
       "      <td>Stanford University, Stanford University Gradu...</td>\n",
       "      <td>https://www.crunchbase.com/organization/honor-2</td>\n",
       "      <td>Information Technology, Health Care, Mobile</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Honor provides personalized home care for peop...</td>\n",
       "      <td>1676</td>\n",
       "      <td>http://joinhonor.com</td>\n",
       "      <td>...</td>\n",
       "      <td>1.43</td>\n",
       "      <td>62.000</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.46</td>\n",
       "      <td>1.340</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[(Syno Capital, Series B ), (8VC, Series B ), ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>AngelList</td>\n",
       "      <td>137</td>\n",
       "      <td>Microsoft, eBay, Voxbone, Google, Dropbox</td>\n",
       "      <td>Stanford University, University of California ...</td>\n",
       "      <td>https://www.crunchbase.com/organization/angellist</td>\n",
       "      <td>Professional Services, Financial Services</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>AngelList is a U.S. website for startups, ange...</td>\n",
       "      <td>434</td>\n",
       "      <td>http://angel.co</td>\n",
       "      <td>...</td>\n",
       "      <td>2.84</td>\n",
       "      <td>26.200</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.43</td>\n",
       "      <td>1.291</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[(Haiyin Capital, Series B ), (Social Leverage...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 29 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        company_name  num_employees  \\\n",
       "86         Pinterest           1639   \n",
       "1599        Opendoor            366   \n",
       "46    Color Genomics            123   \n",
       "418            Honor            218   \n",
       "125        AngelList            137   \n",
       "\n",
       "                                         past_companies  \\\n",
       "86    Google, Pinterest, Facebook, Microsoft, Yahoo!...   \n",
       "1599  Opendoor, Goldman Sachs, Google, Square, Micro...   \n",
       "46    Twitter, Google, University of California, Dav...   \n",
       "418   Google, Meebo, Apple, Home Instead Senior Care...   \n",
       "125           Microsoft, eBay, Voxbone, Google, Dropbox   \n",
       "\n",
       "                                           past_schools  \\\n",
       "86    Stanford University, University of California ...   \n",
       "1599  Stanford University, Arizona State University,...   \n",
       "46    Stanford University, University of California ...   \n",
       "418   Stanford University, Stanford University Gradu...   \n",
       "125   Stanford University, University of California ...   \n",
       "\n",
       "                                       company_name_url  \\\n",
       "86    https://www.crunchbase.com/organization/pinterest   \n",
       "1599  https://www.crunchbase.com/organization/opendo...   \n",
       "46    https://www.crunchbase.com/organization/color-...   \n",
       "418     https://www.crunchbase.com/organization/honor-2   \n",
       "125   https://www.crunchbase.com/organization/angellist   \n",
       "\n",
       "                                        category_groups  \\\n",
       "86    Travel and Tourism, Media and Entertainment, I...   \n",
       "1599                     Real Estate, Internet Services   \n",
       "46    Biotechnology, Science and Engineering, Data a...   \n",
       "418         Information Technology, Health Care, Mobile   \n",
       "125           Professional Services, Financial Services   \n",
       "\n",
       "                         headquarters_location  \\\n",
       "86    San Francisco, California, United States   \n",
       "1599  San Francisco, California, United States   \n",
       "46       Burlingame, California, United States   \n",
       "418   San Francisco, California, United States   \n",
       "125   San Francisco, California, United States   \n",
       "\n",
       "                                            description  crunchbase_rank  \\\n",
       "86    Pinterest is a visual bookmarking tool for sav...              266   \n",
       "1599  Opendoor is an online home-selling service aim...            27014   \n",
       "46    Color Genomics provides a service that helps p...              112   \n",
       "418   Honor provides personalized home care for peop...             1676   \n",
       "125   AngelList is a U.S. website for startups, ange...              434   \n",
       "\n",
       "                       website  \\\n",
       "86       https://pinterest.com   \n",
       "1599  https://www.opendoor.com   \n",
       "46       https://www.color.com   \n",
       "418       http://joinhonor.com   \n",
       "125            http://angel.co   \n",
       "\n",
       "                            ...                          \\\n",
       "86                          ...                           \n",
       "1599                        ...                           \n",
       "46                          ...                           \n",
       "418                         ...                           \n",
       "125                         ...                           \n",
       "\n",
       "     time_since_last_funding funding_ratio  school_score  company_score  \\\n",
       "86                      0.59      1466.100          1.92           0.46   \n",
       "1599                    1.10       319.950          1.92           0.40   \n",
       "46                      0.40       150.548          1.92           0.40   \n",
       "418                     1.43        62.000          1.92           0.46   \n",
       "125                     2.84        26.200          1.92           0.43   \n",
       "\n",
       "      score breakoutlist linkedin  wealthfront editors  \\\n",
       "86    1.412            1        1            0       0   \n",
       "1599  1.368            1        1            0       0   \n",
       "46    1.362            1        0            0       0   \n",
       "418   1.340            0        0            0       0   \n",
       "125   1.291            1        0            0       0   \n",
       "\n",
       "                                                funding  \n",
       "86    [(blisce/, Secondary Market ), (Founders Circl...  \n",
       "1599  [(Felicis Ventures, Series D ), (Norwest Ventu...  \n",
       "46    [(CRV, Series C ), (Emerson Collective, Series...  \n",
       "418   [(Syno Capital, Series B ), (8VC, Series B ), ...  \n",
       "125   [(Haiyin Capital, Series B ), (Social Leverage...  \n",
       "\n",
       "[5 rows x 29 columns]"
      ]
     },
     "execution_count": 197,
     "metadata": {},
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    }
   ],
   "source": [
    "levchin = plotdata[plotdata.funding.apply(lambda x: search_investors(x, 'Max Levchin'))]\n",
    "levchin.sort_values('score', ascending=False).head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 198,
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    {
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       "      <th>1521</th>\n",
       "      <td>OpenGov</td>\n",
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       "      <td>https://www.crunchbase.com/organization/opengov</td>\n",
       "      <td>Information Technology, Data and Analytics, So...</td>\n",
       "      <td>Redwood City, California, United States</td>\n",
       "      <td>OpenGov offers cloud-based software that visua...</td>\n",
       "      <td>18222</td>\n",
       "      <td>http://opengov.com</td>\n",
       "      <td>...</td>\n",
       "      <td>0.65</td>\n",
       "      <td>77.00</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.358</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>[(Andreessen Horowitz, Series C ), (Thrive Cap...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>916</th>\n",
       "      <td>Affinity, Inc.</td>\n",
       "      <td>42</td>\n",
       "      <td>Stanford University, Palantir Technologies, In...</td>\n",
       "      <td>Stanford University, Claremont McKenna College...</td>\n",
       "      <td>https://www.crunchbase.com/organization/affini...</td>\n",
       "      <td>Information Technology, Data and Analytics, So...</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Affinity develops a collective intelligence pl...</td>\n",
       "      <td>4730</td>\n",
       "      <td>https://affinity.co/</td>\n",
       "      <td>...</td>\n",
       "      <td>0.63</td>\n",
       "      <td>14.00</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.357</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>[(Pear Ventures, Series A ), (Great Oaks Ventu...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1600</th>\n",
       "      <td>Neighborly</td>\n",
       "      <td>63</td>\n",
       "      <td>Standish Mellon Asset Management Company LLC, ...</td>\n",
       "      <td>Stanford University, University of Missouri-Ka...</td>\n",
       "      <td>https://www.crunchbase.com/organization/neighb...</td>\n",
       "      <td>Information Technology, Software, Government a...</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Neighborly modernizes access to public finance...</td>\n",
       "      <td>31861</td>\n",
       "      <td>https://neighborly.com</td>\n",
       "      <td>...</td>\n",
       "      <td>0.65</td>\n",
       "      <td>30.50</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.357</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>[(Abstract Ventures, Series A ), (Sound Ventur...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>Addepar</td>\n",
       "      <td>272</td>\n",
       "      <td>Addepar, SS&amp;C Advent, Bridgewater Associates, ...</td>\n",
       "      <td>Stanford University, University of California ...</td>\n",
       "      <td>https://www.crunchbase.com/organization/addepar</td>\n",
       "      <td>Financial Services</td>\n",
       "      <td>Mountain View, California, United States</td>\n",
       "      <td>Addepar is an investment management platform f...</td>\n",
       "      <td>457</td>\n",
       "      <td>https://addepar.com</td>\n",
       "      <td>...</td>\n",
       "      <td>0.59</td>\n",
       "      <td>205.84</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.352</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[(CreditEase Fintech Investment Fund, Series D...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>848</th>\n",
       "      <td>Ascend.io</td>\n",
       "      <td>14</td>\n",
       "      <td>Microsoft, IBM, Ooyala, Oracle, Extole</td>\n",
       "      <td>Stanford University, University of California ...</td>\n",
       "      <td>https://www.crunchbase.com/organization/ascend-io</td>\n",
       "      <td>Data and Analytics, Software</td>\n",
       "      <td>Palo Alto, California, United States</td>\n",
       "      <td>Ascend is a platform for the rapid creation of...</td>\n",
       "      <td>4165</td>\n",
       "      <td>http://www.ascend.io</td>\n",
       "      <td>...</td>\n",
       "      <td>0.65</td>\n",
       "      <td>19.00</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.43</td>\n",
       "      <td>1.351</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[(Accel Partners, Series A ), (Sequoia Capital...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 29 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        company_name  num_employees  \\\n",
       "1521         OpenGov            154   \n",
       "916   Affinity, Inc.             42   \n",
       "1600      Neighborly             63   \n",
       "135          Addepar            272   \n",
       "848        Ascend.io             14   \n",
       "\n",
       "                                         past_companies  \\\n",
       "1521  OpenGov Inc., IBM, Stanford University, Meltwa...   \n",
       "916   Stanford University, Palantir Technologies, In...   \n",
       "1600  Standish Mellon Asset Management Company LLC, ...   \n",
       "135   Addepar, SS&C Advent, Bridgewater Associates, ...   \n",
       "848              Microsoft, IBM, Ooyala, Oracle, Extole   \n",
       "\n",
       "                                           past_schools  \\\n",
       "1521  Stanford University, University of California ...   \n",
       "916   Stanford University, Claremont McKenna College...   \n",
       "1600  Stanford University, University of Missouri-Ka...   \n",
       "135   Stanford University, University of California ...   \n",
       "848   Stanford University, University of California ...   \n",
       "\n",
       "                                       company_name_url  \\\n",
       "1521    https://www.crunchbase.com/organization/opengov   \n",
       "916   https://www.crunchbase.com/organization/affini...   \n",
       "1600  https://www.crunchbase.com/organization/neighb...   \n",
       "135     https://www.crunchbase.com/organization/addepar   \n",
       "848   https://www.crunchbase.com/organization/ascend-io   \n",
       "\n",
       "                                        category_groups  \\\n",
       "1521  Information Technology, Data and Analytics, So...   \n",
       "916   Information Technology, Data and Analytics, So...   \n",
       "1600  Information Technology, Software, Government a...   \n",
       "135                                  Financial Services   \n",
       "848                        Data and Analytics, Software   \n",
       "\n",
       "                         headquarters_location  \\\n",
       "1521   Redwood City, California, United States   \n",
       "916   San Francisco, California, United States   \n",
       "1600  San Francisco, California, United States   \n",
       "135   Mountain View, California, United States   \n",
       "848       Palo Alto, California, United States   \n",
       "\n",
       "                                            description  crunchbase_rank  \\\n",
       "1521  OpenGov offers cloud-based software that visua...            18222   \n",
       "916   Affinity develops a collective intelligence pl...             4730   \n",
       "1600  Neighborly modernizes access to public finance...            31861   \n",
       "135   Addepar is an investment management platform f...              457   \n",
       "848   Ascend is a platform for the rapid creation of...             4165   \n",
       "\n",
       "                     website  \\\n",
       "1521      http://opengov.com   \n",
       "916     https://affinity.co/   \n",
       "1600  https://neighborly.com   \n",
       "135      https://addepar.com   \n",
       "848     http://www.ascend.io   \n",
       "\n",
       "                            ...                          \\\n",
       "1521                        ...                           \n",
       "916                         ...                           \n",
       "1600                        ...                           \n",
       "135                         ...                           \n",
       "848                         ...                           \n",
       "\n",
       "     time_since_last_funding funding_ratio  school_score  company_score  \\\n",
       "1521                    0.65         77.00          1.92           0.40   \n",
       "916                     0.63         14.00          1.92           0.40   \n",
       "1600                    0.65         30.50          1.92           0.40   \n",
       "135                     0.59        205.84          1.92           0.40   \n",
       "848                     0.65         19.00          1.92           0.43   \n",
       "\n",
       "      score breakoutlist linkedin  wealthfront editors  \\\n",
       "1521  1.358            0        0            0       1   \n",
       "916   1.357            0        0            0       1   \n",
       "1600  1.357            0        0            0       1   \n",
       "135   1.352            0        0            0       0   \n",
       "848   1.351            0        0            0       0   \n",
       "\n",
       "                                                funding  \n",
       "1521  [(Andreessen Horowitz, Series C ), (Thrive Cap...  \n",
       "916   [(Pear Ventures, Series A ), (Great Oaks Ventu...  \n",
       "1600  [(Abstract Ventures, Series A ), (Sound Ventur...  \n",
       "135   [(CreditEase Fintech Investment Fund, Series D...  \n",
       "848   [(Accel Partners, Series A ), (Sequoia Capital...  \n",
       "\n",
       "[5 rows x 29 columns]"
      ]
     },
     "execution_count": 198,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "eightvc = plotdata[plotdata.funding.apply(lambda x: search_investors(x, '8VC'))]\n",
    "eightvc.sort_values('score', ascending=False).head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 199,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>company_name</th>\n",
       "      <th>num_employees</th>\n",
       "      <th>past_companies</th>\n",
       "      <th>past_schools</th>\n",
       "      <th>company_name_url</th>\n",
       "      <th>category_groups</th>\n",
       "      <th>headquarters_location</th>\n",
       "      <th>description</th>\n",
       "      <th>crunchbase_rank</th>\n",
       "      <th>website</th>\n",
       "      <th>...</th>\n",
       "      <th>time_since_last_funding</th>\n",
       "      <th>funding_ratio</th>\n",
       "      <th>school_score</th>\n",
       "      <th>company_score</th>\n",
       "      <th>score</th>\n",
       "      <th>breakoutlist</th>\n",
       "      <th>linkedin</th>\n",
       "      <th>wealthfront</th>\n",
       "      <th>editors</th>\n",
       "      <th>funding</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>Pinterest</td>\n",
       "      <td>1639</td>\n",
       "      <td>Google, Pinterest, Facebook, Microsoft, Yahoo!...</td>\n",
       "      <td>Stanford University, University of California ...</td>\n",
       "      <td>https://www.crunchbase.com/organization/pinterest</td>\n",
       "      <td>Travel and Tourism, Media and Entertainment, I...</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Pinterest is a visual bookmarking tool for sav...</td>\n",
       "      <td>266</td>\n",
       "      <td>https://pinterest.com</td>\n",
       "      <td>...</td>\n",
       "      <td>0.59</td>\n",
       "      <td>1466.1</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.46</td>\n",
       "      <td>1.412</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[(blisce/, Secondary Market ), (Founders Circl...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Affirm</td>\n",
       "      <td>302</td>\n",
       "      <td>Google, Affirm Inc., LinkedIn, Stanford Univer...</td>\n",
       "      <td>Stanford University, University of California ...</td>\n",
       "      <td>https://www.crunchbase.com/organization/affirm</td>\n",
       "      <td>Payments, Financial Services, Lending and Inve...</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Affirm, a financial technology services compan...</td>\n",
       "      <td>15903</td>\n",
       "      <td>https://affirm.com</td>\n",
       "      <td>...</td>\n",
       "      <td>0.16</td>\n",
       "      <td>620.0</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.46</td>\n",
       "      <td>1.401</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>[(Founders Fund, Series E ), (GIC, Series E ),...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1603</th>\n",
       "      <td>Stripe</td>\n",
       "      <td>831</td>\n",
       "      <td>Google, Twitter, Stripe, Facebook, Microsoft</td>\n",
       "      <td>Stanford University, University of California ...</td>\n",
       "      <td>https://www.crunchbase.com/organization/stripe</td>\n",
       "      <td>Software, Payments, Financial Services, Lendin...</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Stripe provides a set of unified APIs and tool...</td>\n",
       "      <td>482</td>\n",
       "      <td>http://stripe.com</td>\n",
       "      <td>...</td>\n",
       "      <td>1.12</td>\n",
       "      <td>440.0</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.46</td>\n",
       "      <td>1.378</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[(CapitalG, Series D ), (General Catalyst, Ser...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1261</th>\n",
       "      <td>Robinhood</td>\n",
       "      <td>192</td>\n",
       "      <td>Google, Facebook, Stanford University, Univers...</td>\n",
       "      <td>Stanford University, University of California ...</td>\n",
       "      <td>https://www.crunchbase.com/organization/analyst</td>\n",
       "      <td>Financial Services, Mobile</td>\n",
       "      <td>Palo Alto, California, United States</td>\n",
       "      <td>Robinhood is a stock brokerage that allows cus...</td>\n",
       "      <td>8704</td>\n",
       "      <td>https://www.robinhood.com/</td>\n",
       "      <td>...</td>\n",
       "      <td>0.70</td>\n",
       "      <td>176.0</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.45</td>\n",
       "      <td>1.377</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>[(DST Global, Series C ), (Index Ventures, Ser...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Blend</td>\n",
       "      <td>260</td>\n",
       "      <td>Blend, Palantir Technologies, Salesforce, Pand...</td>\n",
       "      <td>Stanford University, University of California ...</td>\n",
       "      <td>https://www.crunchbase.com/organization/blend-...</td>\n",
       "      <td>Real Estate, Financial Services</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Blend's technology empowers top mortgage lende...</td>\n",
       "      <td>179</td>\n",
       "      <td>https://www.blend.com</td>\n",
       "      <td>...</td>\n",
       "      <td>0.38</td>\n",
       "      <td>160.0</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.372</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[(Lightspeed Venture Partners, Series D ), (Ja...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 29 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     company_name  num_employees  \\\n",
       "86      Pinterest           1639   \n",
       "0          Affirm            302   \n",
       "1603       Stripe            831   \n",
       "1261    Robinhood            192   \n",
       "3           Blend            260   \n",
       "\n",
       "                                         past_companies  \\\n",
       "86    Google, Pinterest, Facebook, Microsoft, Yahoo!...   \n",
       "0     Google, Affirm Inc., LinkedIn, Stanford Univer...   \n",
       "1603       Google, Twitter, Stripe, Facebook, Microsoft   \n",
       "1261  Google, Facebook, Stanford University, Univers...   \n",
       "3     Blend, Palantir Technologies, Salesforce, Pand...   \n",
       "\n",
       "                                           past_schools  \\\n",
       "86    Stanford University, University of California ...   \n",
       "0     Stanford University, University of California ...   \n",
       "1603  Stanford University, University of California ...   \n",
       "1261  Stanford University, University of California ...   \n",
       "3     Stanford University, University of California ...   \n",
       "\n",
       "                                       company_name_url  \\\n",
       "86    https://www.crunchbase.com/organization/pinterest   \n",
       "0        https://www.crunchbase.com/organization/affirm   \n",
       "1603     https://www.crunchbase.com/organization/stripe   \n",
       "1261    https://www.crunchbase.com/organization/analyst   \n",
       "3     https://www.crunchbase.com/organization/blend-...   \n",
       "\n",
       "                                        category_groups  \\\n",
       "86    Travel and Tourism, Media and Entertainment, I...   \n",
       "0     Payments, Financial Services, Lending and Inve...   \n",
       "1603  Software, Payments, Financial Services, Lendin...   \n",
       "1261                         Financial Services, Mobile   \n",
       "3                       Real Estate, Financial Services   \n",
       "\n",
       "                         headquarters_location  \\\n",
       "86    San Francisco, California, United States   \n",
       "0     San Francisco, California, United States   \n",
       "1603  San Francisco, California, United States   \n",
       "1261      Palo Alto, California, United States   \n",
       "3     San Francisco, California, United States   \n",
       "\n",
       "                                            description  crunchbase_rank  \\\n",
       "86    Pinterest is a visual bookmarking tool for sav...              266   \n",
       "0     Affirm, a financial technology services compan...            15903   \n",
       "1603  Stripe provides a set of unified APIs and tool...              482   \n",
       "1261  Robinhood is a stock brokerage that allows cus...             8704   \n",
       "3     Blend's technology empowers top mortgage lende...              179   \n",
       "\n",
       "                         website  \\\n",
       "86         https://pinterest.com   \n",
       "0             https://affirm.com   \n",
       "1603           http://stripe.com   \n",
       "1261  https://www.robinhood.com/   \n",
       "3          https://www.blend.com   \n",
       "\n",
       "                            ...                          \\\n",
       "86                          ...                           \n",
       "0                           ...                           \n",
       "1603                        ...                           \n",
       "1261                        ...                           \n",
       "3                           ...                           \n",
       "\n",
       "     time_since_last_funding funding_ratio  school_score  company_score  \\\n",
       "86                      0.59        1466.1          1.92           0.46   \n",
       "0                       0.16         620.0          1.92           0.46   \n",
       "1603                    1.12         440.0          1.92           0.46   \n",
       "1261                    0.70         176.0          1.92           0.45   \n",
       "3                       0.38         160.0          1.92           0.40   \n",
       "\n",
       "      score breakoutlist linkedin  wealthfront editors  \\\n",
       "86    1.412            1        1            0       0   \n",
       "0     1.401            1        1            1       0   \n",
       "1603  1.378            1        1            0       0   \n",
       "1261  1.377            0        1            1       0   \n",
       "3     1.372            1        1            0       0   \n",
       "\n",
       "                                                funding  \n",
       "86    [(blisce/, Secondary Market ), (Founders Circl...  \n",
       "0     [(Founders Fund, Series E ), (GIC, Series E ),...  \n",
       "1603  [(CapitalG, Series D ), (General Catalyst, Ser...  \n",
       "1261  [(DST Global, Series C ), (Index Ventures, Ser...  \n",
       "3     [(Lightspeed Venture Partners, Series D ), (Ja...  \n",
       "\n",
       "[5 rows x 29 columns]"
      ]
     },
     "execution_count": 199,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a16z = plotdata[plotdata.funding.apply(lambda x: search_investors(x, 'Andreessen Horowitz'))]\n",
    "a16z = a16z[a16z.num_employees > 10]\n",
    "a16z.sort_values('score', ascending=False).head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 200,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('Sequoia Capital', 583),\n",
       " ('Accel Partners', 533),\n",
       " ('Kleiner Perkins Caufield & Byers', 473),\n",
       " ('Andreessen Horowitz', 358),\n",
       " ('Khosla Ventures', 329),\n",
       " ('SV Angel', 319),\n",
       " ('Lightspeed Venture Partners', 293),\n",
       " ('General Catalyst', 254),\n",
       " ('Greylock Partners', 251),\n",
       " ('Benchmark', 236),\n",
       " ('New Enterprise Associates', 199),\n",
       " ('Y Combinator', 195),\n",
       " ('GV', 186),\n",
       " ('Founders Fund', 180),\n",
       " ('Index Ventures', 171),\n",
       " ('First Round Capital', 168),\n",
       " ('DAG Ventures', 121),\n",
       " ('Slow Ventures', 111),\n",
       " ('Redpoint', 109),\n",
       " ('Bessemer Venture Partners', 106)]"
      ]
     },
     "execution_count": 200,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top_investors = []\n",
    "for company in plotdata.funding:\n",
    "    top_investors.extend([s[0] for s in company])\n",
    "Counter(top_investors).most_common(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 201,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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9xrKseb1+Y1lW+/rNS8q8E0mYWeFbqrJnLuk04HXAMpL+DHwJOBQ4Q9KewGxgZwAzu03S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\nYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10ab48080>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "chart_most_common(top_investors)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 202,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "top_investors = pd.read_csv('top_investors.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 203,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "top_investors['Number of Investments'] = top_investors['Number of Investments'].replace('[\\$,]', '', regex=True).astype(int)\n",
    "top_investors['norm_investments'] = top_investors['Number of Investments'] / top_investors['Number of Investments'].max()\n",
    "top_investors['norm_exits'] = top_investors['Number of Exits'] / top_investors['Number of Exits'].max()\n",
    "top_investors['exit_ratio'] = top_investors['Number of Exits'] / top_investors['Number of Investments']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 204,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Organization/Person Name</th>\n",
       "      <th>Organization/Person Name URL</th>\n",
       "      <th>Number of Investments</th>\n",
       "      <th>Number of Exits</th>\n",
       "      <th>Location</th>\n",
       "      <th>Description</th>\n",
       "      <th>CB Rank (Investor)</th>\n",
       "      <th>Trend Score (90 Days)</th>\n",
       "      <th>Investor Type</th>\n",
       "      <th>Investment Stage</th>\n",
       "      <th>norm_investments</th>\n",
       "      <th>norm_exits</th>\n",
       "      <th>exit_ratio</th>\n",
       "      <th>score</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Intel Capital</td>\n",
       "      <td>https://www.crunchbase.com/organization/intel-...</td>\n",
       "      <td>1208</td>\n",
       "      <td>336.0</td>\n",
       "      <td>Santa Clara, California, United States</td>\n",
       "      <td>Intel Capital is an investment firm that is fo...</td>\n",
       "      <td>981</td>\n",
       "      <td>2.7</td>\n",
       "      <td>Venture Capital</td>\n",
       "      <td>Seed</td>\n",
       "      <td>0.749380</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.278146</td>\n",
       "      <td>0.767912</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Sequoia Capital</td>\n",
       "      <td>https://www.crunchbase.com/organization/sequoi...</td>\n",
       "      <td>1529</td>\n",
       "      <td>265.0</td>\n",
       "      <td>Menlo Park, California, United States</td>\n",
       "      <td>Sequoia is a VC firm focused on energy, financ...</td>\n",
       "      <td>178</td>\n",
       "      <td>-0.7</td>\n",
       "      <td>Venture Capital</td>\n",
       "      <td>Early Stage Venture, Late Stage Venture, Seed</td>\n",
       "      <td>0.948511</td>\n",
       "      <td>0.788690</td>\n",
       "      <td>0.173316</td>\n",
       "      <td>0.721553</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>New Enterprise Associates</td>\n",
       "      <td>https://www.crunchbase.com/organization/new-en...</td>\n",
       "      <td>1387</td>\n",
       "      <td>275.0</td>\n",
       "      <td>Menlo Park, California, United States</td>\n",
       "      <td>New Enterprise Associates is a California-base...</td>\n",
       "      <td>59</td>\n",
       "      <td>-0.6</td>\n",
       "      <td>Venture Capital</td>\n",
       "      <td>Debt, Early Stage Venture, Late Stage Venture,...</td>\n",
       "      <td>0.860422</td>\n",
       "      <td>0.818452</td>\n",
       "      <td>0.198270</td>\n",
       "      <td>0.709105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Accel Partners</td>\n",
       "      <td>https://www.crunchbase.com/organization/accel-...</td>\n",
       "      <td>1129</td>\n",
       "      <td>230.0</td>\n",
       "      <td>Palo Alto, California, United States</td>\n",
       "      <td>Accel is a leading early and growth-stage vent...</td>\n",
       "      <td>53</td>\n",
       "      <td>-1.3</td>\n",
       "      <td>Venture Capital</td>\n",
       "      <td>Early Stage Venture, Late Stage Venture, Seed</td>\n",
       "      <td>0.700372</td>\n",
       "      <td>0.684524</td>\n",
       "      <td>0.203720</td>\n",
       "      <td>0.593910</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Y Combinator</td>\n",
       "      <td>https://www.crunchbase.com/organization/y-comb...</td>\n",
       "      <td>1516</td>\n",
       "      <td>175.0</td>\n",
       "      <td>Mountain View, California, United States</td>\n",
       "      <td>Y Combinator is a startup accelerator based in...</td>\n",
       "      <td>9</td>\n",
       "      <td>-0.3</td>\n",
       "      <td>Accelerator</td>\n",
       "      <td>Debt, Early Stage Venture, Seed</td>\n",
       "      <td>0.940447</td>\n",
       "      <td>0.520833</td>\n",
       "      <td>0.115435</td>\n",
       "      <td>0.586618</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Organization/Person Name  \\\n",
       "4              Intel Capital   \n",
       "1            Sequoia Capital   \n",
       "3  New Enterprise Associates   \n",
       "5             Accel Partners   \n",
       "2               Y Combinator   \n",
       "\n",
       "                        Organization/Person Name URL  Number of Investments  \\\n",
       "4  https://www.crunchbase.com/organization/intel-...                   1208   \n",
       "1  https://www.crunchbase.com/organization/sequoi...                   1529   \n",
       "3  https://www.crunchbase.com/organization/new-en...                   1387   \n",
       "5  https://www.crunchbase.com/organization/accel-...                   1129   \n",
       "2  https://www.crunchbase.com/organization/y-comb...                   1516   \n",
       "\n",
       "   Number of Exits                                  Location  \\\n",
       "4            336.0    Santa Clara, California, United States   \n",
       "1            265.0     Menlo Park, California, United States   \n",
       "3            275.0     Menlo Park, California, United States   \n",
       "5            230.0      Palo Alto, California, United States   \n",
       "2            175.0  Mountain View, California, United States   \n",
       "\n",
       "                                         Description CB Rank (Investor)  \\\n",
       "4  Intel Capital is an investment firm that is fo...                981   \n",
       "1  Sequoia is a VC firm focused on energy, financ...                178   \n",
       "3  New Enterprise Associates is a California-base...                 59   \n",
       "5  Accel is a leading early and growth-stage vent...                 53   \n",
       "2  Y Combinator is a startup accelerator based in...                  9   \n",
       "\n",
       "   Trend Score (90 Days)    Investor Type  \\\n",
       "4                    2.7  Venture Capital   \n",
       "1                   -0.7  Venture Capital   \n",
       "3                   -0.6  Venture Capital   \n",
       "5                   -1.3  Venture Capital   \n",
       "2                   -0.3      Accelerator   \n",
       "\n",
       "                                    Investment Stage  norm_investments  \\\n",
       "4                                               Seed          0.749380   \n",
       "1      Early Stage Venture, Late Stage Venture, Seed          0.948511   \n",
       "3  Debt, Early Stage Venture, Late Stage Venture,...          0.860422   \n",
       "5      Early Stage Venture, Late Stage Venture, Seed          0.700372   \n",
       "2                    Debt, Early Stage Venture, Seed          0.940447   \n",
       "\n",
       "   norm_exits  exit_ratio     score  \n",
       "4    1.000000    0.278146  0.767912  \n",
       "1    0.788690    0.173316  0.721553  \n",
       "3    0.818452    0.198270  0.709105  \n",
       "5    0.684524    0.203720  0.593910  \n",
       "2    0.520833    0.115435  0.586618  "
      ]
     },
     "execution_count": 204,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top_investors['score'] = top_investors['norm_investments'] * 0.35 + top_investors['norm_exits'] * 0.45 + top_investors['exit_ratio'] * 0.2\n",
    "top_investors.sort_values('score', ascending=False).head()"
   ]
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     "text": [
      "/Users/sachinkesiraju/anaconda3/lib/python3.4/site-packages/pandas/core/indexing.py:179: 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",
      "  self._setitem_with_indexer(indexer, value)\n"
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Organization/Person Name</th>\n",
       "      <th>Organization/Person Name URL</th>\n",
       "      <th>Number of Investments</th>\n",
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       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>Founders Fund</td>\n",
       "      <td>https://www.crunchbase.com/organization/founde...</td>\n",
       "      <td>347</td>\n",
       "      <td>54.0</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Founders Fund is a San Francisco based venture...</td>\n",
       "      <td>99</td>\n",
       "      <td>0.8</td>\n",
       "      <td>Venture Capital</td>\n",
       "      <td>Debt, Early Stage Venture, Grant, Late Stage V...</td>\n",
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       "      <td>0.160714</td>\n",
       "      <td>0.155620</td>\n",
       "      <td>0.950000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1589</th>\n",
       "      <td>Peter Thiel</td>\n",
       "      <td>https://www.crunchbase.com/person/peter-thiel</td>\n",
       "      <td>32</td>\n",
       "      <td>6.0</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Peter Thiel is a technology entrepreneur and i...</td>\n",
       "      <td>117</td>\n",
       "      <td>7.0</td>\n",
       "      <td>Individual/Angel, Investment Partner</td>\n",
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       "      <td>0.019851</td>\n",
       "      <td>0.017857</td>\n",
       "      <td>0.187500</td>\n",
       "      <td>0.900000</td>\n",
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       "      <th>948</th>\n",
       "      <td>8VC</td>\n",
       "      <td>https://www.crunchbase.com/organization/8vc</td>\n",
       "      <td>51</td>\n",
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       "      <td>8.4</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>0.031638</td>\n",
       "      <td>0.005952</td>\n",
       "      <td>0.039216</td>\n",
       "      <td>0.850000</td>\n",
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       "    <tr>\n",
       "      <th>673</th>\n",
       "      <td>Max Levchin</td>\n",
       "      <td>https://www.crunchbase.com/person/max-levchin</td>\n",
       "      <td>69</td>\n",
       "      <td>19.0</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Max Levchin is an investor and advisor to emer...</td>\n",
       "      <td>1,752</td>\n",
       "      <td>6.8</td>\n",
       "      <td>Individual/Angel</td>\n",
       "      <td>Seed</td>\n",
       "      <td>0.042804</td>\n",
       "      <td>0.056548</td>\n",
       "      <td>0.275362</td>\n",
       "      <td>0.850000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Andreessen Horowitz</td>\n",
       "      <td>https://www.crunchbase.com/organization/andree...</td>\n",
       "      <td>566</td>\n",
       "      <td>89.0</td>\n",
       "      <td>Menlo Park, California, United States</td>\n",
       "      <td>Andreessen Horowitz is a Silicon Valley-based ...</td>\n",
       "      <td>48</td>\n",
       "      <td>2.3</td>\n",
       "      <td>Venture Capital</td>\n",
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       "      <td>0.351117</td>\n",
       "      <td>0.264881</td>\n",
       "      <td>0.157244</td>\n",
       "      <td>0.850000</td>\n",
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       "      <th>1</th>\n",
       "      <td>Sequoia Capital</td>\n",
       "      <td>https://www.crunchbase.com/organization/sequoi...</td>\n",
       "      <td>1529</td>\n",
       "      <td>265.0</td>\n",
       "      <td>Menlo Park, California, United States</td>\n",
       "      <td>Sequoia is a VC firm focused on energy, financ...</td>\n",
       "      <td>178</td>\n",
       "      <td>-0.7</td>\n",
       "      <td>Venture Capital</td>\n",
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       "      <td>0.948511</td>\n",
       "      <td>0.788690</td>\n",
       "      <td>0.173316</td>\n",
       "      <td>0.800000</td>\n",
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       "      <th>17</th>\n",
       "      <td>Greylock Partners</td>\n",
       "      <td>https://www.crunchbase.com/organization/greylock</td>\n",
       "      <td>630</td>\n",
       "      <td>170.0</td>\n",
       "      <td>Menlo Park, California, United States</td>\n",
       "      <td>Greylock Partners backs entrepreneurs who are ...</td>\n",
       "      <td>113</td>\n",
       "      <td>-0.2</td>\n",
       "      <td>Venture Capital</td>\n",
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       "      <td>0.390819</td>\n",
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       "      <td>0.269841</td>\n",
       "      <td>0.800000</td>\n",
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       "      <th>1374</th>\n",
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       "      <td>37</td>\n",
       "      <td>23.0</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
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       "      <td>2,324</td>\n",
       "      <td>-0.9</td>\n",
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       "      <td>0.022953</td>\n",
       "      <td>0.068452</td>\n",
       "      <td>0.621622</td>\n",
       "      <td>0.800000</td>\n",
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       "    <tr>\n",
       "      <th>1691</th>\n",
       "      <td>Joe Lonsdale</td>\n",
       "      <td>https://www.crunchbase.com/person/joe-lonsdale</td>\n",
       "      <td>30</td>\n",
       "      <td>9.0</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Joe Lonsdale is a founding partner at 8VC, a S...</td>\n",
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       "      <td>0.018610</td>\n",
       "      <td>0.026786</td>\n",
       "      <td>0.300000</td>\n",
       "      <td>0.800000</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Intel Capital</td>\n",
       "      <td>https://www.crunchbase.com/organization/intel-...</td>\n",
       "      <td>1208</td>\n",
       "      <td>336.0</td>\n",
       "      <td>Santa Clara, California, United States</td>\n",
       "      <td>Intel Capital is an investment firm that is fo...</td>\n",
       "      <td>981</td>\n",
       "      <td>2.7</td>\n",
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      "text/plain": [
       "     Organization/Person Name  \\\n",
       "63              Founders Fund   \n",
       "1589              Peter Thiel   \n",
       "948                       8VC   \n",
       "673               Max Levchin   \n",
       "26        Andreessen Horowitz   \n",
       "1             Sequoia Capital   \n",
       "17          Greylock Partners   \n",
       "1374          Marc Andreessen   \n",
       "1691             Joe Lonsdale   \n",
       "4               Intel Capital   \n",
       "\n",
       "                           Organization/Person Name URL  \\\n",
       "63    https://www.crunchbase.com/organization/founde...   \n",
       "1589      https://www.crunchbase.com/person/peter-thiel   \n",
       "948         https://www.crunchbase.com/organization/8vc   \n",
       "673       https://www.crunchbase.com/person/max-levchin   \n",
       "26    https://www.crunchbase.com/organization/andree...   \n",
       "1     https://www.crunchbase.com/organization/sequoi...   \n",
       "17     https://www.crunchbase.com/organization/greylock   \n",
       "1374  https://www.crunchbase.com/person/marc-andreessen   \n",
       "1691     https://www.crunchbase.com/person/joe-lonsdale   \n",
       "4     https://www.crunchbase.com/organization/intel-...   \n",
       "\n",
       "      Number of Investments  Number of Exits  \\\n",
       "63                      347             54.0   \n",
       "1589                     32              6.0   \n",
       "948                      51              2.0   \n",
       "673                      69             19.0   \n",
       "26                      566             89.0   \n",
       "1                      1529            265.0   \n",
       "17                      630            170.0   \n",
       "1374                     37             23.0   \n",
       "1691                     30              9.0   \n",
       "4                      1208            336.0   \n",
       "\n",
       "                                      Location  \\\n",
       "63    San Francisco, California, United States   \n",
       "1589  San Francisco, California, United States   \n",
       "948   San Francisco, California, United States   \n",
       "673   San Francisco, California, United States   \n",
       "26       Menlo Park, California, United States   \n",
       "1        Menlo Park, California, United States   \n",
       "17       Menlo Park, California, United States   \n",
       "1374  San Francisco, California, United States   \n",
       "1691  San Francisco, California, United States   \n",
       "4       Santa Clara, California, United States   \n",
       "\n",
       "                                            Description CB Rank (Investor)  \\\n",
       "63    Founders Fund is a San Francisco based venture...                 99   \n",
       "1589  Peter Thiel is a technology entrepreneur and i...                117   \n",
       "948   8VC aims to transform the technology infrastru...                790   \n",
       "673   Max Levchin is an investor and advisor to emer...              1,752   \n",
       "26    Andreessen Horowitz is a Silicon Valley-based ...                 48   \n",
       "1     Sequoia is a VC firm focused on energy, financ...                178   \n",
       "17    Greylock Partners backs entrepreneurs who are ...                113   \n",
       "1374  Marc Andreessen is a cofounder and general par...              2,324   \n",
       "1691  Joe Lonsdale is a founding partner at 8VC, a S...              3,210   \n",
       "4     Intel Capital is an investment firm that is fo...                981   \n",
       "\n",
       "      Trend Score (90 Days)                         Investor Type  \\\n",
       "63                      0.8                       Venture Capital   \n",
       "1589                    7.0  Individual/Angel, Investment Partner   \n",
       "948                     8.4                       Venture Capital   \n",
       "673                     6.8                      Individual/Angel   \n",
       "26                      2.3                       Venture Capital   \n",
       "1                      -0.7                       Venture Capital   \n",
       "17                     -0.2                       Venture Capital   \n",
       "1374                   -0.9  Individual/Angel, Investment Partner   \n",
       "1691                   -1.8  Individual/Angel, Investment Partner   \n",
       "4                       2.7                       Venture Capital   \n",
       "\n",
       "                                       Investment Stage  norm_investments  \\\n",
       "63    Debt, Early Stage Venture, Grant, Late Stage V...          0.215261   \n",
       "1589                                               Seed          0.019851   \n",
       "948                                                 NaN          0.031638   \n",
       "673                                                Seed          0.042804   \n",
       "26    Debt, Early Stage Venture, Late Stage Venture,...          0.351117   \n",
       "1         Early Stage Venture, Late Stage Venture, Seed          0.948511   \n",
       "17        Early Stage Venture, Late Stage Venture, Seed          0.390819   \n",
       "1374                                               Seed          0.022953   \n",
       "1691                                               Seed          0.018610   \n",
       "4                                                  Seed          0.749380   \n",
       "\n",
       "      norm_exits  exit_ratio     score  \n",
       "63      0.160714    0.155620  0.950000  \n",
       "1589    0.017857    0.187500  0.900000  \n",
       "948     0.005952    0.039216  0.850000  \n",
       "673     0.056548    0.275362  0.850000  \n",
       "26      0.264881    0.157244  0.850000  \n",
       "1       0.788690    0.173316  0.800000  \n",
       "17      0.505952    0.269841  0.800000  \n",
       "1374    0.068452    0.621622  0.800000  \n",
       "1691    0.026786    0.300000  0.800000  \n",
       "4       1.000000    0.278146  0.767912  "
      ]
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     "execution_count": 205,
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   "source": [
    "investor_scorer = {'Founders Fund': 0.95, 'Peter Thiel': 0.9, '8VC': 0.85, 'Max Levchin': 0.85, 'SciFi VC': 0.8, \n",
    "                    'Andreessen Horowitz': 0.85, 'Sequoia Capital': 0.8, 'Greylock Partners': 0.8, 'Khosla Ventures': 0.75,\n",
    "                    'Lightspeed Venture Partners': 0.7, 'Accel Partners': 0.6, 'General Catalyst': 0.7,\n",
    "                    'Formation 8': 0.7, 'Naval Ravikant': 0.65, 'Joe Lonsdale': 0.8, 'Elad Gil': 0.65, 'Marc Andreessen': 0.8, 'GV': 0.55,\n",
    "                    'Charlie Cheever': 0.6, 'Alexis Ohanian': 0.6, 'Garry Tan': 0.6, 'Sam Altman': 0.6, 'Adam Nash': 0.55, 'Sean Parker': 0.7}\n",
    "for k, v in investor_scorer.items():\n",
    "    top_investors['score'].loc[top_investors['Organization/Person Name'] == k] = v\n",
    "top_investors.sort_values('score', ascending=False).head(10)"
   ]
  },
  {
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   "execution_count": 206,
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   "source": [
    "def score_round(funding_round):\n",
    "    if 'Series A' in funding_round:\n",
    "        return 1.1\n",
    "    elif 'Series B' in funding_round:\n",
    "        return 1.15\n",
    "    elif 'Series C' in funding_round:\n",
    "        return 1.2\n",
    "    elif 'Series D' in funding_round:\n",
    "        return 1.25\n",
    "    elif 'Series E' in funding_round:\n",
    "        return 1.25\n",
    "    elif 'Seed' in funding_round:\n",
    "        return 0.7\n",
    "    elif 'Private Equity Round' in funding_round:\n",
    "        return 1.25\n",
    "    else:\n",
    "        return 0.8\n",
    "def get_investment_score(funding_event):\n",
    "    investor_name, funding_round = funding_event[0], funding_event[1]\n",
    "    match = top_investors[top_investors['Organization/Person Name'] == investor_name]\n",
    "    if len(match) == 0 or pd.isnull(match.iloc[0].score): return 0.2\n",
    "    return match.iloc[0].score * score_round(funding_round)\n",
    "def sorted_investors(startup_funding):\n",
    "    return sorted(startup_funding, reverse=True, key=lambda x: get_investment_score(x)) #factoring funding round"
   ]
  },
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       "      <td>Flexport</td>\n",
       "      <td>446</td>\n",
       "      <td>Flexport, Kuehne + Nagel, Damco, EY, Deloitte</td>\n",
       "      <td>University of California Berkeley, Stanford Un...</td>\n",
       "      <td>https://www.crunchbase.com/organization/flexport</td>\n",
       "      <td>Transportation</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Flexport is a platform for global trade. The c...</td>\n",
       "      <td>26670</td>\n",
       "      <td>https://www.flexport.com/</td>\n",
       "      <td>...</td>\n",
       "      <td>0.30</td>\n",
       "      <td>204.0</td>\n",
       "      <td>1.74</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.261</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[(Founders Fund, Series B ), (Founders Fund, S...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2 rows × 29 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "  company_name  num_employees  \\\n",
       "0       Affirm            302   \n",
       "1     Flexport            446   \n",
       "\n",
       "                                      past_companies  \\\n",
       "0  Google, Affirm Inc., LinkedIn, Stanford Univer...   \n",
       "1      Flexport, Kuehne + Nagel, Damco, EY, Deloitte   \n",
       "\n",
       "                                        past_schools  \\\n",
       "0  Stanford University, University of California ...   \n",
       "1  University of California Berkeley, Stanford Un...   \n",
       "\n",
       "                                   company_name_url  \\\n",
       "0    https://www.crunchbase.com/organization/affirm   \n",
       "1  https://www.crunchbase.com/organization/flexport   \n",
       "\n",
       "                                     category_groups  \\\n",
       "0  Payments, Financial Services, Lending and Inve...   \n",
       "1                                     Transportation   \n",
       "\n",
       "                      headquarters_location  \\\n",
       "0  San Francisco, California, United States   \n",
       "1  San Francisco, California, United States   \n",
       "\n",
       "                                         description  crunchbase_rank  \\\n",
       "0  Affirm, a financial technology services compan...            15903   \n",
       "1  Flexport is a platform for global trade. The c...            26670   \n",
       "\n",
       "                     website  \\\n",
       "0         https://affirm.com   \n",
       "1  https://www.flexport.com/   \n",
       "\n",
       "                         ...                         time_since_last_funding  \\\n",
       "0                        ...                                            0.16   \n",
       "1                        ...                                            0.30   \n",
       "\n",
       "  funding_ratio  school_score  company_score  score breakoutlist linkedin  \\\n",
       "0         620.0          1.92           0.46  1.401            1        1   \n",
       "1         204.0          1.74           0.40  1.261            1        1   \n",
       "\n",
       "   wealthfront editors                                            funding  \n",
       "0            1       0  [(Founders Fund, Series E ), (Founders Fund, S...  \n",
       "1            0       0  [(Founders Fund, Series B ), (Founders Fund, S...  \n",
       "\n",
       "[2 rows x 29 columns]"
      ]
     },
     "execution_count": 207,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plotdata.funding = plotdata.funding.apply(lambda x: sorted_investors(x))\n",
    "plotdata.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 208,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>company_name</th>\n",
       "      <th>num_employees</th>\n",
       "      <th>past_companies</th>\n",
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       "      <th>wealthfront</th>\n",
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       "    </tr>\n",
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       "      <th>0</th>\n",
       "      <td>Affirm</td>\n",
       "      <td>302</td>\n",
       "      <td>Google, Affirm Inc., LinkedIn, Stanford Univer...</td>\n",
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       "      <td>620.0</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.46</td>\n",
       "      <td>1.401</td>\n",
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       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>[(Founders Fund, Series E ), (Founders Fund, S...</td>\n",
       "      <td>[Founders Fund, Andreessen Horowitz, Khosla Ve...</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Flexport</td>\n",
       "      <td>446</td>\n",
       "      <td>Flexport, Kuehne + Nagel, Damco, EY, Deloitte</td>\n",
       "      <td>University of California Berkeley, Stanford Un...</td>\n",
       "      <td>https://www.crunchbase.com/organization/flexport</td>\n",
       "      <td>Transportation</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Flexport is a platform for global trade. The c...</td>\n",
       "      <td>26670</td>\n",
       "      <td>https://www.flexport.com/</td>\n",
       "      <td>...</td>\n",
       "      <td>204.0</td>\n",
       "      <td>1.74</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.261</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[(Founders Fund, Series B ), (Founders Fund, S...</td>\n",
       "      <td>[Founders Fund, Joe Lonsdale, Alexis Ohanian, ...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2 rows × 30 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "  company_name  num_employees  \\\n",
       "0       Affirm            302   \n",
       "1     Flexport            446   \n",
       "\n",
       "                                      past_companies  \\\n",
       "0  Google, Affirm Inc., LinkedIn, Stanford Univer...   \n",
       "1      Flexport, Kuehne + Nagel, Damco, EY, Deloitte   \n",
       "\n",
       "                                        past_schools  \\\n",
       "0  Stanford University, University of California ...   \n",
       "1  University of California Berkeley, Stanford Un...   \n",
       "\n",
       "                                   company_name_url  \\\n",
       "0    https://www.crunchbase.com/organization/affirm   \n",
       "1  https://www.crunchbase.com/organization/flexport   \n",
       "\n",
       "                                     category_groups  \\\n",
       "0  Payments, Financial Services, Lending and Inve...   \n",
       "1                                     Transportation   \n",
       "\n",
       "                      headquarters_location  \\\n",
       "0  San Francisco, California, United States   \n",
       "1  San Francisco, California, United States   \n",
       "\n",
       "                                         description  crunchbase_rank  \\\n",
       "0  Affirm, a financial technology services compan...            15903   \n",
       "1  Flexport is a platform for global trade. The c...            26670   \n",
       "\n",
       "                     website  \\\n",
       "0         https://affirm.com   \n",
       "1  https://www.flexport.com/   \n",
       "\n",
       "                         ...                         funding_ratio  \\\n",
       "0                        ...                                 620.0   \n",
       "1                        ...                                 204.0   \n",
       "\n",
       "  school_score  company_score  score breakoutlist linkedin wealthfront  \\\n",
       "0         1.92           0.46  1.401            1        1           1   \n",
       "1         1.74           0.40  1.261            1        1           0   \n",
       "\n",
       "   editors                                            funding  \\\n",
       "0        0  [(Founders Fund, Series E ), (Founders Fund, S...   \n",
       "1        0  [(Founders Fund, Series B ), (Founders Fund, S...   \n",
       "\n",
       "                                       top_investors  \n",
       "0  [Founders Fund, Andreessen Horowitz, Khosla Ve...  \n",
       "1  [Founders Fund, Joe Lonsdale, Alexis Ohanian, ...  \n",
       "\n",
       "[2 rows x 30 columns]"
      ]
     },
     "execution_count": 208,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#select top 4 notable investors\n",
    "def score_investor(investor_name):\n",
    "    match = top_investors[top_investors['Organization/Person Name'] == investor_name]\n",
    "    if len(match) == 0 or pd.isnull(match.iloc[0].score): return 0.2\n",
    "    return match.iloc[0].score\n",
    "def get_top_investors(startup_funding):\n",
    "    unique_investors = list(set([k for k, v in startup_funding])) \n",
    "    return sorted(unique_investors, reverse=True, key=lambda x: score_investor(x))[:4] \n",
    "plotdata['top_investors'] = plotdata.funding.apply(lambda x: get_top_investors(x))\n",
    "plotdata.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 209,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "def score_top_investors(funding):\n",
    "    investment_score = 0\n",
    "    for investor in funding:\n",
    "        score = get_investment_score(investor)\n",
    "        if pd.isnull(score): score = 0.2\n",
    "        investment_score += score\n",
    "    return investment_score / 7"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 210,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "plotdata['investor_score'] = plotdata.funding.apply(lambda x: score_top_investors(x[:7]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 211,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
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       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1614</th>\n",
       "      <td>Oscar</td>\n",
       "      <td>508</td>\n",
       "      <td>Oscar Health, Google, Apple, Bridgewater Assoc...</td>\n",
       "      <td>Harvard University, New York University, Arizo...</td>\n",
       "      <td>https://www.crunchbase.com/organization/oscar</td>\n",
       "      <td>Information Technology, Health Care, Financial...</td>\n",
       "      <td>New York, New York, United States</td>\n",
       "      <td>Oscar is a health insurance company that emplo...</td>\n",
       "      <td>15388</td>\n",
       "      <td>http://hioscar.com</td>\n",
       "      <td>...</td>\n",
       "      <td>1.68</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.192</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[(Founders Fund, Private Equity Round ), (Foun...</td>\n",
       "      <td>[Founders Fund, Khosla Ventures, General Catal...</td>\n",
       "      <td>1.046071</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1603</th>\n",
       "      <td>Stripe</td>\n",
       "      <td>831</td>\n",
       "      <td>Google, Twitter, Stripe, Facebook, Microsoft</td>\n",
       "      <td>Stanford University, University of California ...</td>\n",
       "      <td>https://www.crunchbase.com/organization/stripe</td>\n",
       "      <td>Software, Payments, Financial Services, Lendin...</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Stripe provides a set of unified APIs and tool...</td>\n",
       "      <td>482</td>\n",
       "      <td>http://stripe.com</td>\n",
       "      <td>...</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.46</td>\n",
       "      <td>1.378</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[(Founders Fund, Series C ), (Founders Fund, S...</td>\n",
       "      <td>[Founders Fund, Peter Thiel, Andreessen Horowi...</td>\n",
       "      <td>1.027857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Affirm</td>\n",
       "      <td>302</td>\n",
       "      <td>Google, Affirm Inc., LinkedIn, Stanford Univer...</td>\n",
       "      <td>Stanford University, University of California ...</td>\n",
       "      <td>https://www.crunchbase.com/organization/affirm</td>\n",
       "      <td>Payments, Financial Services, Lending and Inve...</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Affirm, a financial technology services compan...</td>\n",
       "      <td>15903</td>\n",
       "      <td>https://affirm.com</td>\n",
       "      <td>...</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.46</td>\n",
       "      <td>1.401</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>[(Founders Fund, Series E ), (Founders Fund, S...</td>\n",
       "      <td>[Founders Fund, Andreessen Horowitz, Khosla Ve...</td>\n",
       "      <td>1.023571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1492</th>\n",
       "      <td>Okta</td>\n",
       "      <td>1230</td>\n",
       "      <td>Okta Inc., Oracle, Salesforce, Microsoft, Sun ...</td>\n",
       "      <td>University of California Berkeley, San Jose St...</td>\n",
       "      <td>https://www.crunchbase.com/organization/okta</td>\n",
       "      <td>Information Technology, Software, Privacy and ...</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Okta is the foundation for secure connections ...</td>\n",
       "      <td>15932</td>\n",
       "      <td>http://www.okta.com</td>\n",
       "      <td>...</td>\n",
       "      <td>1.74</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.188</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[(Andreessen Horowitz, Series E ), (Andreessen...</td>\n",
       "      <td>[Andreessen Horowitz, Greylock Partners, Sequo...</td>\n",
       "      <td>1.020714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>286</th>\n",
       "      <td>Vicarious</td>\n",
       "      <td>51</td>\n",
       "      <td>Microsoft, Google, Harvard University, Dartmou...</td>\n",
       "      <td>Stanford University, The Wharton School, India...</td>\n",
       "      <td>https://www.crunchbase.com/organization/vicari...</td>\n",
       "      <td>Science and Engineering, Hardware, Data and An...</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Vicarious is an artificial intelligence compan...</td>\n",
       "      <td>1064</td>\n",
       "      <td>http://vicarious.com</td>\n",
       "      <td>...</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.43</td>\n",
       "      <td>1.354</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[(Founders Fund, Series B ), (Founders Fund, S...</td>\n",
       "      <td>[Founders Fund, Peter Thiel, Joe Lonsdale, Kho...</td>\n",
       "      <td>1.017143</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     company_name  num_employees  \\\n",
       "1614        Oscar            508   \n",
       "1603       Stripe            831   \n",
       "0          Affirm            302   \n",
       "1492         Okta           1230   \n",
       "286     Vicarious             51   \n",
       "\n",
       "                                         past_companies  \\\n",
       "1614  Oscar Health, Google, Apple, Bridgewater Assoc...   \n",
       "1603       Google, Twitter, Stripe, Facebook, Microsoft   \n",
       "0     Google, Affirm Inc., LinkedIn, Stanford Univer...   \n",
       "1492  Okta Inc., Oracle, Salesforce, Microsoft, Sun ...   \n",
       "286   Microsoft, Google, Harvard University, Dartmou...   \n",
       "\n",
       "                                           past_schools  \\\n",
       "1614  Harvard University, New York University, Arizo...   \n",
       "1603  Stanford University, University of California ...   \n",
       "0     Stanford University, University of California ...   \n",
       "1492  University of California Berkeley, San Jose St...   \n",
       "286   Stanford University, The Wharton School, India...   \n",
       "\n",
       "                                       company_name_url  \\\n",
       "1614      https://www.crunchbase.com/organization/oscar   \n",
       "1603     https://www.crunchbase.com/organization/stripe   \n",
       "0        https://www.crunchbase.com/organization/affirm   \n",
       "1492       https://www.crunchbase.com/organization/okta   \n",
       "286   https://www.crunchbase.com/organization/vicari...   \n",
       "\n",
       "                                        category_groups  \\\n",
       "1614  Information Technology, Health Care, Financial...   \n",
       "1603  Software, Payments, Financial Services, Lendin...   \n",
       "0     Payments, Financial Services, Lending and Inve...   \n",
       "1492  Information Technology, Software, Privacy and ...   \n",
       "286   Science and Engineering, Hardware, Data and An...   \n",
       "\n",
       "                         headquarters_location  \\\n",
       "1614         New York, New York, United States   \n",
       "1603  San Francisco, California, United States   \n",
       "0     San Francisco, California, United States   \n",
       "1492  San Francisco, California, United States   \n",
       "286   San Francisco, California, United States   \n",
       "\n",
       "                                            description  crunchbase_rank  \\\n",
       "1614  Oscar is a health insurance company that emplo...            15388   \n",
       "1603  Stripe provides a set of unified APIs and tool...              482   \n",
       "0     Affirm, a financial technology services compan...            15903   \n",
       "1492  Okta is the foundation for secure connections ...            15932   \n",
       "286   Vicarious is an artificial intelligence compan...             1064   \n",
       "\n",
       "                   website       ...       school_score company_score  score  \\\n",
       "1614    http://hioscar.com       ...               1.68          0.40  1.192   \n",
       "1603     http://stripe.com       ...               1.92          0.46  1.378   \n",
       "0       https://affirm.com       ...               1.92          0.46  1.401   \n",
       "1492   http://www.okta.com       ...               1.74          0.40  1.188   \n",
       "286   http://vicarious.com       ...               1.92          0.43  1.354   \n",
       "\n",
       "      breakoutlist linkedin wealthfront editors  \\\n",
       "1614             1        0           0       0   \n",
       "1603             1        1           0       0   \n",
       "0                1        1           1       0   \n",
       "1492             0        0           0       0   \n",
       "286              0        0           0       0   \n",
       "\n",
       "                                                funding  \\\n",
       "1614  [(Founders Fund, Private Equity Round ), (Foun...   \n",
       "1603  [(Founders Fund, Series C ), (Founders Fund, S...   \n",
       "0     [(Founders Fund, Series E ), (Founders Fund, S...   \n",
       "1492  [(Andreessen Horowitz, Series E ), (Andreessen...   \n",
       "286   [(Founders Fund, Series B ), (Founders Fund, S...   \n",
       "\n",
       "                                          top_investors  investor_score  \n",
       "1614  [Founders Fund, Khosla Ventures, General Catal...        1.046071  \n",
       "1603  [Founders Fund, Peter Thiel, Andreessen Horowi...        1.027857  \n",
       "0     [Founders Fund, Andreessen Horowitz, Khosla Ve...        1.023571  \n",
       "1492  [Andreessen Horowitz, Greylock Partners, Sequo...        1.020714  \n",
       "286   [Founders Fund, Peter Thiel, Joe Lonsdale, Kho...        1.017143  \n",
       "\n",
       "[5 rows x 31 columns]"
      ]
     },
     "execution_count": 211,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plotdata.sort_values('investor_score', ascending=False).head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 212,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def rescore_startup(startup):\n",
    "    time_since_funding_score = timeFactor(startup.time_since_last_funding)\n",
    "    funding_ratio = startup.funding_ratio / plotdata.funding_ratio.max()\n",
    "    school_score = startup.school_score / plotdata.school_score.max()\n",
    "    return funding_ratio * 0.25 + school_score * 0.7 + startup.investor_score * 0.75 + startup.company_score * 0.25 - max(0, startup.time_since_last_funding - 1) * 0.1 + 0.025 * (startup.breakoutlist + startup.linkedin + startup.wealthfront) + 0.05 * startup.editors\n",
    "plotdata.score = round(plotdata.apply(lambda x: rescore_startup(x), axis=1), 3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 213,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
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       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>company_name</th>\n",
       "      <th>num_employees</th>\n",
       "      <th>past_companies</th>\n",
       "      <th>past_schools</th>\n",
       "      <th>company_name_url</th>\n",
       "      <th>category_groups</th>\n",
       "      <th>headquarters_location</th>\n",
       "      <th>description</th>\n",
       "      <th>crunchbase_rank</th>\n",
       "      <th>website</th>\n",
       "      <th>...</th>\n",
       "      <th>school_score</th>\n",
       "      <th>company_score</th>\n",
       "      <th>score</th>\n",
       "      <th>breakoutlist</th>\n",
       "      <th>linkedin</th>\n",
       "      <th>wealthfront</th>\n",
       "      <th>editors</th>\n",
       "      <th>funding</th>\n",
       "      <th>top_investors</th>\n",
       "      <th>investor_score</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Affirm</td>\n",
       "      <td>302</td>\n",
       "      <td>Google, Affirm Inc., LinkedIn, Stanford Univer...</td>\n",
       "      <td>Stanford University, University of California ...</td>\n",
       "      <td>https://www.crunchbase.com/organization/affirm</td>\n",
       "      <td>Payments, Financial Services, Lending and Inve...</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Affirm, a financial technology services compan...</td>\n",
       "      <td>15903</td>\n",
       "      <td>https://affirm.com</td>\n",
       "      <td>...</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.46</td>\n",
       "      <td>1.272</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>[(Founders Fund, Series E ), (Founders Fund, S...</td>\n",
       "      <td>[Founders Fund, Andreessen Horowitz, Khosla Ve...</td>\n",
       "      <td>1.023571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>Airbnb</td>\n",
       "      <td>6213</td>\n",
       "      <td>Airbnb, Google, Facebook, Microsoft, Apple</td>\n",
       "      <td>University of California Berkeley, Stanford Un...</td>\n",
       "      <td>https://www.crunchbase.com/organization/airbnb</td>\n",
       "      <td>Travel and Tourism, Commerce and Shopping</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Airbnb is an online community marketplace for ...</td>\n",
       "      <td>188</td>\n",
       "      <td>http://airbnb.com</td>\n",
       "      <td>...</td>\n",
       "      <td>1.74</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.263</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[(Founders Fund, Series C ), (Andreessen Horow...</td>\n",
       "      <td>[Founders Fund, Andreessen Horowitz, Greylock ...</td>\n",
       "      <td>1.008571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1603</th>\n",
       "      <td>Stripe</td>\n",
       "      <td>831</td>\n",
       "      <td>Google, Twitter, Stripe, Facebook, Microsoft</td>\n",
       "      <td>Stanford University, University of California ...</td>\n",
       "      <td>https://www.crunchbase.com/organization/stripe</td>\n",
       "      <td>Software, Payments, Financial Services, Lendin...</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Stripe provides a set of unified APIs and tool...</td>\n",
       "      <td>482</td>\n",
       "      <td>http://stripe.com</td>\n",
       "      <td>...</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.46</td>\n",
       "      <td>1.234</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[(Founders Fund, Series C ), (Founders Fund, S...</td>\n",
       "      <td>[Founders Fund, Peter Thiel, Andreessen Horowi...</td>\n",
       "      <td>1.027857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>Pinterest</td>\n",
       "      <td>1639</td>\n",
       "      <td>Google, Pinterest, Facebook, Microsoft, Yahoo!...</td>\n",
       "      <td>Stanford University, University of California ...</td>\n",
       "      <td>https://www.crunchbase.com/organization/pinterest</td>\n",
       "      <td>Travel and Tourism, Media and Entertainment, I...</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Pinterest is a visual bookmarking tool for sav...</td>\n",
       "      <td>266</td>\n",
       "      <td>https://pinterest.com</td>\n",
       "      <td>...</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.46</td>\n",
       "      <td>1.188</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[(Andreessen Horowitz, Series E ), (Andreessen...</td>\n",
       "      <td>[Max Levchin, Andreessen Horowitz, SV Angel, G...</td>\n",
       "      <td>0.916786</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>286</th>\n",
       "      <td>Vicarious</td>\n",
       "      <td>51</td>\n",
       "      <td>Microsoft, Google, Harvard University, Dartmou...</td>\n",
       "      <td>Stanford University, The Wharton School, India...</td>\n",
       "      <td>https://www.crunchbase.com/organization/vicari...</td>\n",
       "      <td>Science and Engineering, Hardware, Data and An...</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Vicarious is an artificial intelligence compan...</td>\n",
       "      <td>1064</td>\n",
       "      <td>http://vicarious.com</td>\n",
       "      <td>...</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.43</td>\n",
       "      <td>1.172</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[(Founders Fund, Series B ), (Founders Fund, S...</td>\n",
       "      <td>[Founders Fund, Peter Thiel, Joe Lonsdale, Kho...</td>\n",
       "      <td>1.017143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1615</th>\n",
       "      <td>Rubrik</td>\n",
       "      <td>598</td>\n",
       "      <td>Dell EMC, NetApp, Dell, VMware, Cisco</td>\n",
       "      <td>Stanford University, University of California ...</td>\n",
       "      <td>https://www.crunchbase.com/organization/rubrik</td>\n",
       "      <td>Hardware, Information Technology, Software, In...</td>\n",
       "      <td>Palo Alto, California, United States</td>\n",
       "      <td>Rubrik offers live data access for recovery an...</td>\n",
       "      <td>10765</td>\n",
       "      <td>http://rubrik.com/</td>\n",
       "      <td>...</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.156</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>[(Greylock Partners, Series D ), (Greylock Par...</td>\n",
       "      <td>[Greylock Partners, Khosla Ventures, Lightspee...</td>\n",
       "      <td>0.900000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1521</th>\n",
       "      <td>OpenGov</td>\n",
       "      <td>154</td>\n",
       "      <td>OpenGov Inc., IBM, Stanford University, Meltwa...</td>\n",
       "      <td>Stanford University, University of California ...</td>\n",
       "      <td>https://www.crunchbase.com/organization/opengov</td>\n",
       "      <td>Information Technology, Data and Analytics, So...</td>\n",
       "      <td>Redwood City, California, United States</td>\n",
       "      <td>OpenGov offers cloud-based software that visua...</td>\n",
       "      <td>18222</td>\n",
       "      <td>http://opengov.com</td>\n",
       "      <td>...</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.137</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>[(Andreessen Horowitz, Series C ), (8VC, Serie...</td>\n",
       "      <td>[8VC, Andreessen Horowitz, Formation 8, Founde...</td>\n",
       "      <td>0.915714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Databricks</td>\n",
       "      <td>223</td>\n",
       "      <td>Microsoft, Google, Databricks, IBM, Axway</td>\n",
       "      <td>University of California Berkeley, Stanford Un...</td>\n",
       "      <td>https://www.crunchbase.com/organization/databr...</td>\n",
       "      <td>Data and Analytics, Software</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Databricks accelerates innovation by unifying ...</td>\n",
       "      <td>35</td>\n",
       "      <td>https://databricks.com</td>\n",
       "      <td>...</td>\n",
       "      <td>1.74</td>\n",
       "      <td>0.43</td>\n",
       "      <td>1.136</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>[(Andreessen Horowitz, Series D ), (Andreessen...</td>\n",
       "      <td>[Andreessen Horowitz, New Enterprise Associate...</td>\n",
       "      <td>0.935397</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>224</th>\n",
       "      <td>Lytro</td>\n",
       "      <td>122</td>\n",
       "      <td>Lytro , Industrial Light &amp; Magic, Microsoft, D...</td>\n",
       "      <td>Stanford University, University of California ...</td>\n",
       "      <td>https://www.crunchbase.com/organization/lytro</td>\n",
       "      <td>Hardware, Media and Entertainment, Software, V...</td>\n",
       "      <td>Mountain View, California, United States</td>\n",
       "      <td>Lytro, a Light Field imaging startup, markets ...</td>\n",
       "      <td>815</td>\n",
       "      <td>http://www.lytro.com</td>\n",
       "      <td>...</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.129</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[(Andreessen Horowitz, Series D ), (Andreessen...</td>\n",
       "      <td>[Andreessen Horowitz, Greylock Partners, New E...</td>\n",
       "      <td>0.965912</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>988</th>\n",
       "      <td>Slack</td>\n",
       "      <td>922</td>\n",
       "      <td>Slack, Google, Salesforce, Twitter, Box</td>\n",
       "      <td>Stanford University, University of California ...</td>\n",
       "      <td>https://www.crunchbase.com/organization/slack</td>\n",
       "      <td>Information Technology, Software, Internet Ser...</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Slack is a team communication application prov...</td>\n",
       "      <td>5334</td>\n",
       "      <td>http://slack.com</td>\n",
       "      <td>...</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.113</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>[(Andreessen Horowitz, Series E ), (Andreessen...</td>\n",
       "      <td>[Andreessen Horowitz, Marc Andreessen, Accel P...</td>\n",
       "      <td>0.936786</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1620</th>\n",
       "      <td>Docker</td>\n",
       "      <td>468</td>\n",
       "      <td>Red Hat, VMware, Microsoft, Cisco, Sun Microsy...</td>\n",
       "      <td>University of California Berkeley, Stanford Un...</td>\n",
       "      <td>https://www.crunchbase.com/organization/docker</td>\n",
       "      <td>Software, Internet Services</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Docker is a platform for distributed applicati...</td>\n",
       "      <td>367</td>\n",
       "      <td>https://www.docker.com</td>\n",
       "      <td>...</td>\n",
       "      <td>1.74</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.108</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[(Greylock Partners, Series D ), (Sequoia Capi...</td>\n",
       "      <td>[Greylock Partners, Sequoia Capital, Lightspee...</td>\n",
       "      <td>0.977143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1614</th>\n",
       "      <td>Oscar</td>\n",
       "      <td>508</td>\n",
       "      <td>Oscar Health, Google, Apple, Bridgewater Assoc...</td>\n",
       "      <td>Harvard University, New York University, Arizo...</td>\n",
       "      <td>https://www.crunchbase.com/organization/oscar</td>\n",
       "      <td>Information Technology, Health Care, Financial...</td>\n",
       "      <td>New York, New York, United States</td>\n",
       "      <td>Oscar is a health insurance company that emplo...</td>\n",
       "      <td>15388</td>\n",
       "      <td>http://hioscar.com</td>\n",
       "      <td>...</td>\n",
       "      <td>1.68</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.101</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[(Founders Fund, Private Equity Round ), (Foun...</td>\n",
       "      <td>[Founders Fund, Khosla Ventures, General Catal...</td>\n",
       "      <td>1.046071</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Blend</td>\n",
       "      <td>260</td>\n",
       "      <td>Blend, Palantir Technologies, Salesforce, Pand...</td>\n",
       "      <td>Stanford University, University of California ...</td>\n",
       "      <td>https://www.crunchbase.com/organization/blend-...</td>\n",
       "      <td>Real Estate, Financial Services</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Blend's technology empowers top mortgage lende...</td>\n",
       "      <td>179</td>\n",
       "      <td>https://www.blend.com</td>\n",
       "      <td>...</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.098</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[(Founders Fund, Series C ), (Greylock Partner...</td>\n",
       "      <td>[Founders Fund, Peter Thiel, Andreessen Horowi...</td>\n",
       "      <td>0.860714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1599</th>\n",
       "      <td>Opendoor</td>\n",
       "      <td>366</td>\n",
       "      <td>Opendoor, Goldman Sachs, Google, Square, Micro...</td>\n",
       "      <td>Stanford University, Arizona State University,...</td>\n",
       "      <td>https://www.crunchbase.com/organization/opendo...</td>\n",
       "      <td>Real Estate, Internet Services</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Opendoor is an online home-selling service aim...</td>\n",
       "      <td>27014</td>\n",
       "      <td>https://www.opendoor.com</td>\n",
       "      <td>...</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.096</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[(Khosla Ventures, Series D ), (Max Levchin, S...</td>\n",
       "      <td>[Max Levchin, Khosla Ventures, New Enterprise ...</td>\n",
       "      <td>0.865912</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185</th>\n",
       "      <td>Instacart</td>\n",
       "      <td>1182</td>\n",
       "      <td>Instacart, Whole Foods Market, Target, Amazon,...</td>\n",
       "      <td>San Francisco State University, City College o...</td>\n",
       "      <td>https://www.crunchbase.com/organization/instacart</td>\n",
       "      <td>Commerce and Shopping, Food and Beverage, Admi...</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Instacart is a same-day grocery delivery compa...</td>\n",
       "      <td>663</td>\n",
       "      <td>https://www.instacart.com</td>\n",
       "      <td>...</td>\n",
       "      <td>1.20</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.091</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>[(Andreessen Horowitz, Series D ), (Andreessen...</td>\n",
       "      <td>[Andreessen Horowitz, Sequoia Capital, Khosla ...</td>\n",
       "      <td>0.982500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1235</th>\n",
       "      <td>Asana</td>\n",
       "      <td>338</td>\n",
       "      <td>Asana, Google, Facebook, Apple, Palantir Techn...</td>\n",
       "      <td>Stanford University, Cornell University, Unive...</td>\n",
       "      <td>https://www.crunchbase.com/organization/asana</td>\n",
       "      <td>Apps, Software, Mobile</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Asana is easiest way for teams to track their ...</td>\n",
       "      <td>8218</td>\n",
       "      <td>http://www.asana.com</td>\n",
       "      <td>...</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.089</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[(Founders Fund, Series C ), (Founders Fund, S...</td>\n",
       "      <td>[Founders Fund, Peter Thiel, 8VC, Andreessen H...</td>\n",
       "      <td>0.988571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>ThoughtSpot</td>\n",
       "      <td>220</td>\n",
       "      <td>IBM, ThoughtSpot, Oracle, Google, Stanford Uni...</td>\n",
       "      <td>Stanford University, San Jose State University...</td>\n",
       "      <td>https://www.crunchbase.com/organization/though...</td>\n",
       "      <td>Data and Analytics, Software</td>\n",
       "      <td>Palo Alto, California, United States</td>\n",
       "      <td>Search-driven Analytics for the Enterprise. Ne...</td>\n",
       "      <td>36</td>\n",
       "      <td>http://thoughtspot.com</td>\n",
       "      <td>...</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.080</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>[(Khosla Ventures, Series C ), (Khosla Venture...</td>\n",
       "      <td>[Khosla Ventures, Lightspeed Venture Partners,...</td>\n",
       "      <td>0.836786</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Flexport</td>\n",
       "      <td>446</td>\n",
       "      <td>Flexport, Kuehne + Nagel, Damco, EY, Deloitte</td>\n",
       "      <td>University of California Berkeley, Stanford Un...</td>\n",
       "      <td>https://www.crunchbase.com/organization/flexport</td>\n",
       "      <td>Transportation</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Flexport is a platform for global trade. The c...</td>\n",
       "      <td>26670</td>\n",
       "      <td>https://www.flexport.com/</td>\n",
       "      <td>...</td>\n",
       "      <td>1.74</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.078</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[(Founders Fund, Series B ), (Founders Fund, S...</td>\n",
       "      <td>[Founders Fund, Joe Lonsdale, Alexis Ohanian, ...</td>\n",
       "      <td>0.868929</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>Freenome</td>\n",
       "      <td>32</td>\n",
       "      <td>Counsyl, Stanford University, Syracuse Univers...</td>\n",
       "      <td>Stanford University, Northwestern University, ...</td>\n",
       "      <td>https://www.crunchbase.com/organization/freenome</td>\n",
       "      <td>Biotechnology, Science and Engineering, Health...</td>\n",
       "      <td>South San Francisco, California, United States</td>\n",
       "      <td>Freenome is a platform that helps design healt...</td>\n",
       "      <td>467</td>\n",
       "      <td>http://www.freenome.com</td>\n",
       "      <td>...</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.076</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>[(Founders Fund, Series A ), (Founders Fund, S...</td>\n",
       "      <td>[Founders Fund, Andreessen Horowitz, GV, CRV]</td>\n",
       "      <td>0.833571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>219</th>\n",
       "      <td>Instart Logic</td>\n",
       "      <td>210</td>\n",
       "      <td>Akamai Technologies, Hewlett Packard Enterpris...</td>\n",
       "      <td>Stanford University, University of California ...</td>\n",
       "      <td>https://www.crunchbase.com/organization/instar...</td>\n",
       "      <td>Media and Entertainment, Information Technolog...</td>\n",
       "      <td>Palo Alto, California, United States</td>\n",
       "      <td>Instart Logic is the world's first endpoint-aw...</td>\n",
       "      <td>804</td>\n",
       "      <td>http://www.instartlogic.com</td>\n",
       "      <td>...</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.069</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>[(Andreessen Horowitz, Series D ), (Andreessen...</td>\n",
       "      <td>[Andreessen Horowitz, Greylock Partners, Klein...</td>\n",
       "      <td>0.985000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Uber</td>\n",
       "      <td>33076</td>\n",
       "      <td>Uber, Microsoft, Google, Apple, Amazon</td>\n",
       "      <td>University of California Berkeley, Stanford Un...</td>\n",
       "      <td>https://www.crunchbase.com/organization/uber</td>\n",
       "      <td>Apps, Software, Transportation, Mobile</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Uber is a mobile app connecting passengers wit...</td>\n",
       "      <td>12</td>\n",
       "      <td>http://www.uber.com</td>\n",
       "      <td>...</td>\n",
       "      <td>1.74</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.068</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[(New Enterprise Associates, Series E ), (GV, ...</td>\n",
       "      <td>[New Enterprise Associates, Naval Ravikant, GV...</td>\n",
       "      <td>0.631536</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Lyft</td>\n",
       "      <td>8321</td>\n",
       "      <td>Lyft, Google, US Army, US Navy, Walmart</td>\n",
       "      <td>University of Phoenix, University of Californi...</td>\n",
       "      <td>https://www.crunchbase.com/organization/lyft</td>\n",
       "      <td>Apps, Software, Transportation, Mobile</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Lyft is reconnecting people and communities th...</td>\n",
       "      <td>45</td>\n",
       "      <td>http://lyft.com</td>\n",
       "      <td>...</td>\n",
       "      <td>1.20</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.067</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[(Founders Fund, Series D ), (Founders Fund, S...</td>\n",
       "      <td>[Founders Fund, Andreessen Horowitz, Mayfield ...</td>\n",
       "      <td>0.885470</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>Color Genomics</td>\n",
       "      <td>123</td>\n",
       "      <td>Twitter, Google, University of California, Dav...</td>\n",
       "      <td>Stanford University, University of California ...</td>\n",
       "      <td>https://www.crunchbase.com/organization/color-...</td>\n",
       "      <td>Biotechnology, Science and Engineering, Data a...</td>\n",
       "      <td>Burlingame, California, United States</td>\n",
       "      <td>Color Genomics provides a service that helps p...</td>\n",
       "      <td>112</td>\n",
       "      <td>https://www.color.com</td>\n",
       "      <td>...</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.053</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[(Max Levchin, Series A ), (Khosla Ventures, S...</td>\n",
       "      <td>[Max Levchin, Khosla Ventures, General Catalys...</td>\n",
       "      <td>0.834643</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>272</th>\n",
       "      <td>Illumio</td>\n",
       "      <td>194</td>\n",
       "      <td>Cisco, Riverbed Technology, VMware, Juniper Ne...</td>\n",
       "      <td>San Jose State University, Stanford University...</td>\n",
       "      <td>https://www.crunchbase.com/organization/illumio</td>\n",
       "      <td>Hardware, Information Technology, Software, Pr...</td>\n",
       "      <td>Sunnyvale, California, United States</td>\n",
       "      <td>Illumio stops cyber threats by controlling the...</td>\n",
       "      <td>994</td>\n",
       "      <td>http://www.illumio.com</td>\n",
       "      <td>...</td>\n",
       "      <td>1.20</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.044</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[(Andreessen Horowitz, Series D ), (8VC, Serie...</td>\n",
       "      <td>[Andreessen Horowitz, 8VC, General Catalyst, F...</td>\n",
       "      <td>0.967500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Cadre</td>\n",
       "      <td>88</td>\n",
       "      <td>Morgan Stanley, Goldman Sachs, Google, Square,...</td>\n",
       "      <td>University of Pennsylvania, Harvard University...</td>\n",
       "      <td>https://www.crunchbase.com/organization/cadre-2</td>\n",
       "      <td>Commerce and Shopping, Real Estate, Financial ...</td>\n",
       "      <td>New York, New York, United States</td>\n",
       "      <td>Cadre is an online marketplace that connects i...</td>\n",
       "      <td>1235</td>\n",
       "      <td>http://cadre.com</td>\n",
       "      <td>...</td>\n",
       "      <td>1.56</td>\n",
       "      <td>0.44</td>\n",
       "      <td>1.042</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>[(Founders Fund, Series A ), (Andreessen Horow...</td>\n",
       "      <td>[Founders Fund, Andreessen Horowitz, Khosla Ve...</td>\n",
       "      <td>0.847935</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>Sumo Logic</td>\n",
       "      <td>339</td>\n",
       "      <td>Sumo Logic, Hewlett Packard Enterprise, VMware...</td>\n",
       "      <td>San Jose State University, Netaji Subhas Insti...</td>\n",
       "      <td>https://www.crunchbase.com/organization/sumo-l...</td>\n",
       "      <td>Data and Analytics, Software</td>\n",
       "      <td>Redwood City, California, United States</td>\n",
       "      <td>Sumo Logic, a log management and analytics ser...</td>\n",
       "      <td>437</td>\n",
       "      <td>http://www.sumologic.com</td>\n",
       "      <td>...</td>\n",
       "      <td>1.20</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.028</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>[(Sequoia Capital, Series E ), (Greylock Partn...</td>\n",
       "      <td>[Greylock Partners, Sequoia Capital, Accel Par...</td>\n",
       "      <td>0.947143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1616</th>\n",
       "      <td>Wish</td>\n",
       "      <td>334</td>\n",
       "      <td>Wish, Google, Facebook, LinkedIn, University o...</td>\n",
       "      <td>University of Waterloo, University of Californ...</td>\n",
       "      <td>https://www.crunchbase.com/organization/wish</td>\n",
       "      <td>Hardware, Commerce and Shopping, Media and Ent...</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Wish gives everyone access to the most afforda...</td>\n",
       "      <td>26344</td>\n",
       "      <td>http://wish.com</td>\n",
       "      <td>...</td>\n",
       "      <td>1.62</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.023</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>[(Founders Fund, Series C ), (Formation 8, Ser...</td>\n",
       "      <td>[Founders Fund, Joe Lonsdale, Formation 8, Ela...</td>\n",
       "      <td>0.782143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>796</th>\n",
       "      <td>Dropbox</td>\n",
       "      <td>2236</td>\n",
       "      <td>Dropbox, Google, Microsoft, Oracle, Facebook</td>\n",
       "      <td>Stanford University, University of California ...</td>\n",
       "      <td>https://www.crunchbase.com/organization/dropbox</td>\n",
       "      <td>Hardware, Information Technology, Software, In...</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Dropbox's mission is to provide a home for eve...</td>\n",
       "      <td>3848</td>\n",
       "      <td>http://www.dropbox.com</td>\n",
       "      <td>...</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.46</td>\n",
       "      <td>1.017</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[(Greylock Partners, Series B ), (Sequoia Capi...</td>\n",
       "      <td>[Greylock Partners, Sequoia Capital, Accel Par...</td>\n",
       "      <td>0.750421</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1654</th>\n",
       "      <td>Atrium LTS</td>\n",
       "      <td>16</td>\n",
       "      <td>Rockman Et Al, Yahoo! Inc., Massachusetts Inst...</td>\n",
       "      <td>University of California Berkeley, Columbia Un...</td>\n",
       "      <td>https://www.crunchbase.com/organization/atrium...</td>\n",
       "      <td>Software, Professional Services</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Atrium is building legal tools</td>\n",
       "      <td>37975</td>\n",
       "      <td>https://www.atriumlts.com</td>\n",
       "      <td>...</td>\n",
       "      <td>1.74</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.012</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>[(Founders Fund, Series A ), (Greylock Partner...</td>\n",
       "      <td>[Founders Fund, Greylock Partners, New Enterpr...</td>\n",
       "      <td>0.787647</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>273</th>\n",
       "      <td>Collective Health</td>\n",
       "      <td>320</td>\n",
       "      <td>Collective Health, Stanford University, Aetna,...</td>\n",
       "      <td>Stanford University, University of California ...</td>\n",
       "      <td>https://www.crunchbase.com/organization/collec...</td>\n",
       "      <td>Information Technology, Data and Analytics, He...</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>A smarter way to provide healthcare coverage t...</td>\n",
       "      <td>1001</td>\n",
       "      <td>http://collectivehealth.com</td>\n",
       "      <td>...</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.011</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[(Founders Fund, Series C ), (Founders Fund, S...</td>\n",
       "      <td>[Founders Fund, New Enterprise Associates, For...</td>\n",
       "      <td>0.941271</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>30 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           company_name  num_employees  \\\n",
       "0                Affirm            302   \n",
       "67               Airbnb           6213   \n",
       "1603             Stripe            831   \n",
       "86            Pinterest           1639   \n",
       "286           Vicarious             51   \n",
       "1615             Rubrik            598   \n",
       "1521            OpenGov            154   \n",
       "20           Databricks            223   \n",
       "224               Lytro            122   \n",
       "988               Slack            922   \n",
       "1620             Docker            468   \n",
       "1614              Oscar            508   \n",
       "3                 Blend            260   \n",
       "1599           Opendoor            366   \n",
       "185           Instacart           1182   \n",
       "1235              Asana            338   \n",
       "21          ThoughtSpot            220   \n",
       "1              Flexport            446   \n",
       "138            Freenome             32   \n",
       "219       Instart Logic            210   \n",
       "11                 Uber          33076   \n",
       "25                 Lyft           8321   \n",
       "46       Color Genomics            123   \n",
       "272             Illumio            194   \n",
       "6                 Cadre             88   \n",
       "127          Sumo Logic            339   \n",
       "1616               Wish            334   \n",
       "796             Dropbox           2236   \n",
       "1654         Atrium LTS             16   \n",
       "273   Collective Health            320   \n",
       "\n",
       "                                         past_companies  \\\n",
       "0     Google, Affirm Inc., LinkedIn, Stanford Univer...   \n",
       "67           Airbnb, Google, Facebook, Microsoft, Apple   \n",
       "1603       Google, Twitter, Stripe, Facebook, Microsoft   \n",
       "86    Google, Pinterest, Facebook, Microsoft, Yahoo!...   \n",
       "286   Microsoft, Google, Harvard University, Dartmou...   \n",
       "1615              Dell EMC, NetApp, Dell, VMware, Cisco   \n",
       "1521  OpenGov Inc., IBM, Stanford University, Meltwa...   \n",
       "20            Microsoft, Google, Databricks, IBM, Axway   \n",
       "224   Lytro , Industrial Light & Magic, Microsoft, D...   \n",
       "988             Slack, Google, Salesforce, Twitter, Box   \n",
       "1620  Red Hat, VMware, Microsoft, Cisco, Sun Microsy...   \n",
       "1614  Oscar Health, Google, Apple, Bridgewater Assoc...   \n",
       "3     Blend, Palantir Technologies, Salesforce, Pand...   \n",
       "1599  Opendoor, Goldman Sachs, Google, Square, Micro...   \n",
       "185   Instacart, Whole Foods Market, Target, Amazon,...   \n",
       "1235  Asana, Google, Facebook, Apple, Palantir Techn...   \n",
       "21    IBM, ThoughtSpot, Oracle, Google, Stanford Uni...   \n",
       "1         Flexport, Kuehne + Nagel, Damco, EY, Deloitte   \n",
       "138   Counsyl, Stanford University, Syracuse Univers...   \n",
       "219   Akamai Technologies, Hewlett Packard Enterpris...   \n",
       "11               Uber, Microsoft, Google, Apple, Amazon   \n",
       "25              Lyft, Google, US Army, US Navy, Walmart   \n",
       "46    Twitter, Google, University of California, Dav...   \n",
       "272   Cisco, Riverbed Technology, VMware, Juniper Ne...   \n",
       "6     Morgan Stanley, Goldman Sachs, Google, Square,...   \n",
       "127   Sumo Logic, Hewlett Packard Enterprise, VMware...   \n",
       "1616  Wish, Google, Facebook, LinkedIn, University o...   \n",
       "796        Dropbox, Google, Microsoft, Oracle, Facebook   \n",
       "1654  Rockman Et Al, Yahoo! Inc., Massachusetts Inst...   \n",
       "273   Collective Health, Stanford University, Aetna,...   \n",
       "\n",
       "                                           past_schools  \\\n",
       "0     Stanford University, University of California ...   \n",
       "67    University of California Berkeley, Stanford Un...   \n",
       "1603  Stanford University, University of California ...   \n",
       "86    Stanford University, University of California ...   \n",
       "286   Stanford University, The Wharton School, India...   \n",
       "1615  Stanford University, University of California ...   \n",
       "1521  Stanford University, University of California ...   \n",
       "20    University of California Berkeley, Stanford Un...   \n",
       "224   Stanford University, University of California ...   \n",
       "988   Stanford University, University of California ...   \n",
       "1620  University of California Berkeley, Stanford Un...   \n",
       "1614  Harvard University, New York University, Arizo...   \n",
       "3     Stanford University, University of California ...   \n",
       "1599  Stanford University, Arizona State University,...   \n",
       "185   San Francisco State University, City College o...   \n",
       "1235  Stanford University, Cornell University, Unive...   \n",
       "21    Stanford University, San Jose State University...   \n",
       "1     University of California Berkeley, Stanford Un...   \n",
       "138   Stanford University, Northwestern University, ...   \n",
       "219   Stanford University, University of California ...   \n",
       "11    University of California Berkeley, Stanford Un...   \n",
       "25    University of Phoenix, University of Californi...   \n",
       "46    Stanford University, University of California ...   \n",
       "272   San Jose State University, Stanford University...   \n",
       "6     University of Pennsylvania, Harvard University...   \n",
       "127   San Jose State University, Netaji Subhas Insti...   \n",
       "1616  University of Waterloo, University of Californ...   \n",
       "796   Stanford University, University of California ...   \n",
       "1654  University of California Berkeley, Columbia Un...   \n",
       "273   Stanford University, University of California ...   \n",
       "\n",
       "                                       company_name_url  \\\n",
       "0        https://www.crunchbase.com/organization/affirm   \n",
       "67       https://www.crunchbase.com/organization/airbnb   \n",
       "1603     https://www.crunchbase.com/organization/stripe   \n",
       "86    https://www.crunchbase.com/organization/pinterest   \n",
       "286   https://www.crunchbase.com/organization/vicari...   \n",
       "1615     https://www.crunchbase.com/organization/rubrik   \n",
       "1521    https://www.crunchbase.com/organization/opengov   \n",
       "20    https://www.crunchbase.com/organization/databr...   \n",
       "224       https://www.crunchbase.com/organization/lytro   \n",
       "988       https://www.crunchbase.com/organization/slack   \n",
       "1620     https://www.crunchbase.com/organization/docker   \n",
       "1614      https://www.crunchbase.com/organization/oscar   \n",
       "3     https://www.crunchbase.com/organization/blend-...   \n",
       "1599  https://www.crunchbase.com/organization/opendo...   \n",
       "185   https://www.crunchbase.com/organization/instacart   \n",
       "1235      https://www.crunchbase.com/organization/asana   \n",
       "21    https://www.crunchbase.com/organization/though...   \n",
       "1      https://www.crunchbase.com/organization/flexport   \n",
       "138    https://www.crunchbase.com/organization/freenome   \n",
       "219   https://www.crunchbase.com/organization/instar...   \n",
       "11         https://www.crunchbase.com/organization/uber   \n",
       "25         https://www.crunchbase.com/organization/lyft   \n",
       "46    https://www.crunchbase.com/organization/color-...   \n",
       "272     https://www.crunchbase.com/organization/illumio   \n",
       "6       https://www.crunchbase.com/organization/cadre-2   \n",
       "127   https://www.crunchbase.com/organization/sumo-l...   \n",
       "1616       https://www.crunchbase.com/organization/wish   \n",
       "796     https://www.crunchbase.com/organization/dropbox   \n",
       "1654  https://www.crunchbase.com/organization/atrium...   \n",
       "273   https://www.crunchbase.com/organization/collec...   \n",
       "\n",
       "                                        category_groups  \\\n",
       "0     Payments, Financial Services, Lending and Inve...   \n",
       "67            Travel and Tourism, Commerce and Shopping   \n",
       "1603  Software, Payments, Financial Services, Lendin...   \n",
       "86    Travel and Tourism, Media and Entertainment, I...   \n",
       "286   Science and Engineering, Hardware, Data and An...   \n",
       "1615  Hardware, Information Technology, Software, In...   \n",
       "1521  Information Technology, Data and Analytics, So...   \n",
       "20                         Data and Analytics, Software   \n",
       "224   Hardware, Media and Entertainment, Software, V...   \n",
       "988   Information Technology, Software, Internet Ser...   \n",
       "1620                        Software, Internet Services   \n",
       "1614  Information Technology, Health Care, Financial...   \n",
       "3                       Real Estate, Financial Services   \n",
       "1599                     Real Estate, Internet Services   \n",
       "185   Commerce and Shopping, Food and Beverage, Admi...   \n",
       "1235                             Apps, Software, Mobile   \n",
       "21                         Data and Analytics, Software   \n",
       "1                                        Transportation   \n",
       "138   Biotechnology, Science and Engineering, Health...   \n",
       "219   Media and Entertainment, Information Technolog...   \n",
       "11               Apps, Software, Transportation, Mobile   \n",
       "25               Apps, Software, Transportation, Mobile   \n",
       "46    Biotechnology, Science and Engineering, Data a...   \n",
       "272   Hardware, Information Technology, Software, Pr...   \n",
       "6     Commerce and Shopping, Real Estate, Financial ...   \n",
       "127                        Data and Analytics, Software   \n",
       "1616  Hardware, Commerce and Shopping, Media and Ent...   \n",
       "796   Hardware, Information Technology, Software, In...   \n",
       "1654                    Software, Professional Services   \n",
       "273   Information Technology, Data and Analytics, He...   \n",
       "\n",
       "                               headquarters_location  \\\n",
       "0           San Francisco, California, United States   \n",
       "67          San Francisco, California, United States   \n",
       "1603        San Francisco, California, United States   \n",
       "86          San Francisco, California, United States   \n",
       "286         San Francisco, California, United States   \n",
       "1615            Palo Alto, California, United States   \n",
       "1521         Redwood City, California, United States   \n",
       "20          San Francisco, California, United States   \n",
       "224         Mountain View, California, United States   \n",
       "988         San Francisco, California, United States   \n",
       "1620        San Francisco, California, United States   \n",
       "1614               New York, New York, United States   \n",
       "3           San Francisco, California, United States   \n",
       "1599        San Francisco, California, United States   \n",
       "185         San Francisco, California, United States   \n",
       "1235        San Francisco, California, United States   \n",
       "21              Palo Alto, California, United States   \n",
       "1           San Francisco, California, United States   \n",
       "138   South San Francisco, California, United States   \n",
       "219             Palo Alto, California, United States   \n",
       "11          San Francisco, California, United States   \n",
       "25          San Francisco, California, United States   \n",
       "46             Burlingame, California, United States   \n",
       "272             Sunnyvale, California, United States   \n",
       "6                  New York, New York, United States   \n",
       "127          Redwood City, California, United States   \n",
       "1616        San Francisco, California, United States   \n",
       "796         San Francisco, California, United States   \n",
       "1654        San Francisco, California, United States   \n",
       "273         San Francisco, California, United States   \n",
       "\n",
       "                                            description  crunchbase_rank  \\\n",
       "0     Affirm, a financial technology services compan...            15903   \n",
       "67    Airbnb is an online community marketplace for ...              188   \n",
       "1603  Stripe provides a set of unified APIs and tool...              482   \n",
       "86    Pinterest is a visual bookmarking tool for sav...              266   \n",
       "286   Vicarious is an artificial intelligence compan...             1064   \n",
       "1615  Rubrik offers live data access for recovery an...            10765   \n",
       "1521  OpenGov offers cloud-based software that visua...            18222   \n",
       "20    Databricks accelerates innovation by unifying ...               35   \n",
       "224   Lytro, a Light Field imaging startup, markets ...              815   \n",
       "988   Slack is a team communication application prov...             5334   \n",
       "1620  Docker is a platform for distributed applicati...              367   \n",
       "1614  Oscar is a health insurance company that emplo...            15388   \n",
       "3     Blend's technology empowers top mortgage lende...              179   \n",
       "1599  Opendoor is an online home-selling service aim...            27014   \n",
       "185   Instacart is a same-day grocery delivery compa...              663   \n",
       "1235  Asana is easiest way for teams to track their ...             8218   \n",
       "21    Search-driven Analytics for the Enterprise. Ne...               36   \n",
       "1     Flexport is a platform for global trade. The c...            26670   \n",
       "138   Freenome is a platform that helps design healt...              467   \n",
       "219   Instart Logic is the world's first endpoint-aw...              804   \n",
       "11    Uber is a mobile app connecting passengers wit...               12   \n",
       "25    Lyft is reconnecting people and communities th...               45   \n",
       "46    Color Genomics provides a service that helps p...              112   \n",
       "272   Illumio stops cyber threats by controlling the...              994   \n",
       "6     Cadre is an online marketplace that connects i...             1235   \n",
       "127   Sumo Logic, a log management and analytics ser...              437   \n",
       "1616  Wish gives everyone access to the most afforda...            26344   \n",
       "796   Dropbox's mission is to provide a home for eve...             3848   \n",
       "1654                     Atrium is building legal tools            37975   \n",
       "273   A smarter way to provide healthcare coverage t...             1001   \n",
       "\n",
       "                          website       ...       school_score company_score  \\\n",
       "0              https://affirm.com       ...               1.92          0.46   \n",
       "67              http://airbnb.com       ...               1.74          0.40   \n",
       "1603            http://stripe.com       ...               1.92          0.46   \n",
       "86          https://pinterest.com       ...               1.92          0.46   \n",
       "286          http://vicarious.com       ...               1.92          0.43   \n",
       "1615           http://rubrik.com/       ...               1.92          0.40   \n",
       "1521           http://opengov.com       ...               1.92          0.40   \n",
       "20         https://databricks.com       ...               1.74          0.43   \n",
       "224          http://www.lytro.com       ...               1.92          0.40   \n",
       "988              http://slack.com       ...               1.92          0.40   \n",
       "1620       https://www.docker.com       ...               1.74          0.40   \n",
       "1614           http://hioscar.com       ...               1.68          0.40   \n",
       "3           https://www.blend.com       ...               1.92          0.40   \n",
       "1599     https://www.opendoor.com       ...               1.92          0.40   \n",
       "185     https://www.instacart.com       ...               1.20          0.40   \n",
       "1235         http://www.asana.com       ...               1.92          0.40   \n",
       "21         http://thoughtspot.com       ...               1.92          0.40   \n",
       "1       https://www.flexport.com/       ...               1.74          0.40   \n",
       "138       http://www.freenome.com       ...               1.92          0.40   \n",
       "219   http://www.instartlogic.com       ...               1.92          0.40   \n",
       "11            http://www.uber.com       ...               1.74          0.40   \n",
       "25                http://lyft.com       ...               1.20          0.40   \n",
       "46          https://www.color.com       ...               1.92          0.40   \n",
       "272        http://www.illumio.com       ...               1.20          0.40   \n",
       "6                http://cadre.com       ...               1.56          0.44   \n",
       "127      http://www.sumologic.com       ...               1.20          0.40   \n",
       "1616              http://wish.com       ...               1.62          0.40   \n",
       "796        http://www.dropbox.com       ...               1.92          0.46   \n",
       "1654    https://www.atriumlts.com       ...               1.74          0.40   \n",
       "273   http://collectivehealth.com       ...               1.92          0.40   \n",
       "\n",
       "      score  breakoutlist linkedin wealthfront editors  \\\n",
       "0     1.272             1        1           1       0   \n",
       "67    1.263             1        1           0       0   \n",
       "1603  1.234             1        1           0       0   \n",
       "86    1.188             1        1           0       0   \n",
       "286   1.172             0        0           0       0   \n",
       "1615  1.156             1        1           1       0   \n",
       "1521  1.137             0        0           0       1   \n",
       "20    1.136             0        1           1       0   \n",
       "224   1.129             0        0           0       0   \n",
       "988   1.113             1        1           1       0   \n",
       "1620  1.108             0        0           0       0   \n",
       "1614  1.101             1        0           0       0   \n",
       "3     1.098             1        1           0       0   \n",
       "1599  1.096             1        1           0       0   \n",
       "185   1.091             1        0           1       0   \n",
       "1235  1.089             1        0           0       0   \n",
       "21    1.080             0        1           1       0   \n",
       "1     1.078             1        1           0       0   \n",
       "138   1.076             0        0           0       1   \n",
       "219   1.069             0        0           1       0   \n",
       "11    1.068             0        0           0       0   \n",
       "25    1.067             1        1           0       0   \n",
       "46    1.053             1        0           0       0   \n",
       "272   1.044             1        0           0       0   \n",
       "6     1.042             0        0           0       1   \n",
       "127   1.028             0        0           1       0   \n",
       "1616  1.023             1        1           1       0   \n",
       "796   1.017             0        1           0       0   \n",
       "1654  1.012             0        0           0       1   \n",
       "273   1.011             1        0           0       0   \n",
       "\n",
       "                                                funding  \\\n",
       "0     [(Founders Fund, Series E ), (Founders Fund, S...   \n",
       "67    [(Founders Fund, Series C ), (Andreessen Horow...   \n",
       "1603  [(Founders Fund, Series C ), (Founders Fund, S...   \n",
       "86    [(Andreessen Horowitz, Series E ), (Andreessen...   \n",
       "286   [(Founders Fund, Series B ), (Founders Fund, S...   \n",
       "1615  [(Greylock Partners, Series D ), (Greylock Par...   \n",
       "1521  [(Andreessen Horowitz, Series C ), (8VC, Serie...   \n",
       "20    [(Andreessen Horowitz, Series D ), (Andreessen...   \n",
       "224   [(Andreessen Horowitz, Series D ), (Andreessen...   \n",
       "988   [(Andreessen Horowitz, Series E ), (Andreessen...   \n",
       "1620  [(Greylock Partners, Series D ), (Sequoia Capi...   \n",
       "1614  [(Founders Fund, Private Equity Round ), (Foun...   \n",
       "3     [(Founders Fund, Series C ), (Greylock Partner...   \n",
       "1599  [(Khosla Ventures, Series D ), (Max Levchin, S...   \n",
       "185   [(Andreessen Horowitz, Series D ), (Andreessen...   \n",
       "1235  [(Founders Fund, Series C ), (Founders Fund, S...   \n",
       "21    [(Khosla Ventures, Series C ), (Khosla Venture...   \n",
       "1     [(Founders Fund, Series B ), (Founders Fund, S...   \n",
       "138   [(Founders Fund, Series A ), (Founders Fund, S...   \n",
       "219   [(Andreessen Horowitz, Series D ), (Andreessen...   \n",
       "11    [(New Enterprise Associates, Series E ), (GV, ...   \n",
       "25    [(Founders Fund, Series D ), (Founders Fund, S...   \n",
       "46    [(Max Levchin, Series A ), (Khosla Ventures, S...   \n",
       "272   [(Andreessen Horowitz, Series D ), (8VC, Serie...   \n",
       "6     [(Founders Fund, Series A ), (Andreessen Horow...   \n",
       "127   [(Sequoia Capital, Series E ), (Greylock Partn...   \n",
       "1616  [(Founders Fund, Series C ), (Formation 8, Ser...   \n",
       "796   [(Greylock Partners, Series B ), (Sequoia Capi...   \n",
       "1654  [(Founders Fund, Series A ), (Greylock Partner...   \n",
       "273   [(Founders Fund, Series C ), (Founders Fund, S...   \n",
       "\n",
       "                                          top_investors  investor_score  \n",
       "0     [Founders Fund, Andreessen Horowitz, Khosla Ve...        1.023571  \n",
       "67    [Founders Fund, Andreessen Horowitz, Greylock ...        1.008571  \n",
       "1603  [Founders Fund, Peter Thiel, Andreessen Horowi...        1.027857  \n",
       "86    [Max Levchin, Andreessen Horowitz, SV Angel, G...        0.916786  \n",
       "286   [Founders Fund, Peter Thiel, Joe Lonsdale, Kho...        1.017143  \n",
       "1615  [Greylock Partners, Khosla Ventures, Lightspee...        0.900000  \n",
       "1521  [8VC, Andreessen Horowitz, Formation 8, Founde...        0.915714  \n",
       "20    [Andreessen Horowitz, New Enterprise Associate...        0.935397  \n",
       "224   [Andreessen Horowitz, Greylock Partners, New E...        0.965912  \n",
       "988   [Andreessen Horowitz, Marc Andreessen, Accel P...        0.936786  \n",
       "1620  [Greylock Partners, Sequoia Capital, Lightspee...        0.977143  \n",
       "1614  [Founders Fund, Khosla Ventures, General Catal...        1.046071  \n",
       "3     [Founders Fund, Peter Thiel, Andreessen Horowi...        0.860714  \n",
       "1599  [Max Levchin, Khosla Ventures, New Enterprise ...        0.865912  \n",
       "185   [Andreessen Horowitz, Sequoia Capital, Khosla ...        0.982500  \n",
       "1235  [Founders Fund, Peter Thiel, 8VC, Andreessen H...        0.988571  \n",
       "21    [Khosla Ventures, Lightspeed Venture Partners,...        0.836786  \n",
       "1     [Founders Fund, Joe Lonsdale, Alexis Ohanian, ...        0.868929  \n",
       "138       [Founders Fund, Andreessen Horowitz, GV, CRV]        0.833571  \n",
       "219   [Andreessen Horowitz, Greylock Partners, Klein...        0.985000  \n",
       "11    [New Enterprise Associates, Naval Ravikant, GV...        0.631536  \n",
       "25    [Founders Fund, Andreessen Horowitz, Mayfield ...        0.885470  \n",
       "46    [Max Levchin, Khosla Ventures, General Catalys...        0.834643  \n",
       "272   [Andreessen Horowitz, 8VC, General Catalyst, F...        0.967500  \n",
       "6     [Founders Fund, Andreessen Horowitz, Khosla Ve...        0.847935  \n",
       "127   [Greylock Partners, Sequoia Capital, Accel Par...        0.947143  \n",
       "1616  [Founders Fund, Joe Lonsdale, Formation 8, Ela...        0.782143  \n",
       "796   [Greylock Partners, Sequoia Capital, Accel Par...        0.750421  \n",
       "1654  [Founders Fund, Greylock Partners, New Enterpr...        0.787647  \n",
       "273   [Founders Fund, New Enterprise Associates, For...        0.941271  \n",
       "\n",
       "[30 rows x 31 columns]"
      ]
     },
     "execution_count": 213,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "us_startups = plotdata[plotdata.headquarters_location.str.contains('United States', na=False)]\n",
    "us_startups.sort_values('score', ascending=False).head(30)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 214,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>num_employees</th>\n",
       "      <th>crunchbase_rank</th>\n",
       "      <th>total_funding_amount</th>\n",
       "      <th>trend_score</th>\n",
       "      <th>total_equity_funding_amount</th>\n",
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       "      <th>num_employees</th>\n",
       "      <td>1.000000</td>\n",
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       "      <td>1.000000</td>\n",
       "      <td>-0.106404</td>\n",
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       "      <td>-0.111603</td>\n",
       "      <td>0.314594</td>\n",
       "      <td>-0.111603</td>\n",
       "      <td>-0.027323</td>\n",
       "      <td>-0.024828</td>\n",
       "      <td>-0.391470</td>\n",
       "      <td>0.004568</td>\n",
       "      <td>-0.026466</td>\n",
       "      <td>-0.134344</td>\n",
       "      <td>0.051470</td>\n",
       "      <td>-0.278020</td>\n",
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       "    <tr>\n",
       "      <th>total_funding_amount</th>\n",
       "      <td>0.184936</td>\n",
       "      <td>-0.106404</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.014295</td>\n",
       "      <td>0.964089</td>\n",
       "      <td>-0.070075</td>\n",
       "      <td>0.964089</td>\n",
       "      <td>0.026405</td>\n",
       "      <td>0.084582</td>\n",
       "      <td>0.178959</td>\n",
       "      <td>0.093193</td>\n",
       "      <td>0.188910</td>\n",
       "      <td>0.021072</td>\n",
       "      <td>-0.016714</td>\n",
       "      <td>0.149611</td>\n",
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       "      <th>trend_score</th>\n",
       "      <td>-0.048080</td>\n",
       "      <td>-0.108925</td>\n",
       "      <td>-0.014295</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.025589</td>\n",
       "      <td>0.032394</td>\n",
       "      <td>-0.025589</td>\n",
       "      <td>-0.022550</td>\n",
       "      <td>-0.048822</td>\n",
       "      <td>-0.098127</td>\n",
       "      <td>-0.098047</td>\n",
       "      <td>-0.059041</td>\n",
       "      <td>-0.088825</td>\n",
       "      <td>-0.017820</td>\n",
       "      <td>-0.090118</td>\n",
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       "      <th>total_equity_funding_amount</th>\n",
       "      <td>0.177627</td>\n",
       "      <td>-0.111603</td>\n",
       "      <td>0.964089</td>\n",
       "      <td>-0.025589</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.070653</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.025218</td>\n",
       "      <td>0.063403</td>\n",
       "      <td>0.189788</td>\n",
       "      <td>0.109964</td>\n",
       "      <td>0.215747</td>\n",
       "      <td>0.032090</td>\n",
       "      <td>-0.017142</td>\n",
       "      <td>0.166154</td>\n",
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       "      <td>0.032394</td>\n",
       "      <td>-0.070653</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.070653</td>\n",
       "      <td>-0.052575</td>\n",
       "      <td>-0.056115</td>\n",
       "      <td>-0.787432</td>\n",
       "      <td>-0.081076</td>\n",
       "      <td>-0.087768</td>\n",
       "      <td>-0.056676</td>\n",
       "      <td>-0.067598</td>\n",
       "      <td>-0.108055</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>funding_ratio</th>\n",
       "      <td>0.177627</td>\n",
       "      <td>-0.111603</td>\n",
       "      <td>0.964089</td>\n",
       "      <td>-0.025589</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.070653</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.025218</td>\n",
       "      <td>0.063403</td>\n",
       "      <td>0.189788</td>\n",
       "      <td>0.109964</td>\n",
       "      <td>0.215747</td>\n",
       "      <td>0.032090</td>\n",
       "      <td>-0.017142</td>\n",
       "      <td>0.166154</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>school_score</th>\n",
       "      <td>-0.019365</td>\n",
       "      <td>-0.027323</td>\n",
       "      <td>0.026405</td>\n",
       "      <td>-0.022550</td>\n",
       "      <td>0.025218</td>\n",
       "      <td>-0.052575</td>\n",
       "      <td>0.025218</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.134946</td>\n",
       "      <td>0.261193</td>\n",
       "      <td>0.179250</td>\n",
       "      <td>0.119374</td>\n",
       "      <td>0.014859</td>\n",
       "      <td>0.102185</td>\n",
       "      <td>0.108484</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>company_score</th>\n",
       "      <td>0.040485</td>\n",
       "      <td>-0.024828</td>\n",
       "      <td>0.084582</td>\n",
       "      <td>-0.048822</td>\n",
       "      <td>0.063403</td>\n",
       "      <td>-0.056115</td>\n",
       "      <td>0.063403</td>\n",
       "      <td>0.134946</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.085747</td>\n",
       "      <td>0.040666</td>\n",
       "      <td>0.083297</td>\n",
       "      <td>-0.018769</td>\n",
       "      <td>0.068438</td>\n",
       "      <td>0.015653</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>score</th>\n",
       "      <td>-0.148554</td>\n",
       "      <td>-0.391470</td>\n",
       "      <td>0.178959</td>\n",
       "      <td>-0.098127</td>\n",
       "      <td>0.189788</td>\n",
       "      <td>-0.787432</td>\n",
       "      <td>0.189788</td>\n",
       "      <td>0.261193</td>\n",
       "      <td>0.085747</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.273024</td>\n",
       "      <td>0.223990</td>\n",
       "      <td>0.183956</td>\n",
       "      <td>0.112261</td>\n",
       "      <td>0.671584</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>breakoutlist</th>\n",
       "      <td>0.004920</td>\n",
       "      <td>0.004568</td>\n",
       "      <td>0.093193</td>\n",
       "      <td>-0.098047</td>\n",
       "      <td>0.109964</td>\n",
       "      <td>-0.081076</td>\n",
       "      <td>0.109964</td>\n",
       "      <td>0.179250</td>\n",
       "      <td>0.040666</td>\n",
       "      <td>0.273024</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.389835</td>\n",
       "      <td>0.146571</td>\n",
       "      <td>-0.018499</td>\n",
       "      <td>0.293094</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>linkedin</th>\n",
       "      <td>0.011607</td>\n",
       "      <td>-0.026466</td>\n",
       "      <td>0.188910</td>\n",
       "      <td>-0.059041</td>\n",
       "      <td>0.215747</td>\n",
       "      <td>-0.087768</td>\n",
       "      <td>0.215747</td>\n",
       "      <td>0.119374</td>\n",
       "      <td>0.083297</td>\n",
       "      <td>0.223990</td>\n",
       "      <td>0.389835</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.135195</td>\n",
       "      <td>-0.016452</td>\n",
       "      <td>0.212277</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wealthfront</th>\n",
       "      <td>-0.014133</td>\n",
       "      <td>-0.134344</td>\n",
       "      <td>0.021072</td>\n",
       "      <td>-0.088825</td>\n",
       "      <td>0.032090</td>\n",
       "      <td>-0.056676</td>\n",
       "      <td>0.032090</td>\n",
       "      <td>0.014859</td>\n",
       "      <td>-0.018769</td>\n",
       "      <td>0.183956</td>\n",
       "      <td>0.146571</td>\n",
       "      <td>0.135195</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.029877</td>\n",
       "      <td>0.205391</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>editors</th>\n",
       "      <td>-0.015356</td>\n",
       "      <td>0.051470</td>\n",
       "      <td>-0.016714</td>\n",
       "      <td>-0.017820</td>\n",
       "      <td>-0.017142</td>\n",
       "      <td>-0.067598</td>\n",
       "      <td>-0.017142</td>\n",
       "      <td>0.102185</td>\n",
       "      <td>0.068438</td>\n",
       "      <td>0.112261</td>\n",
       "      <td>-0.018499</td>\n",
       "      <td>-0.016452</td>\n",
       "      <td>-0.029877</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.058074</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>investor_score</th>\n",
       "      <td>-0.010966</td>\n",
       "      <td>-0.278020</td>\n",
       "      <td>0.149611</td>\n",
       "      <td>-0.090118</td>\n",
       "      <td>0.166154</td>\n",
       "      <td>-0.108055</td>\n",
       "      <td>0.166154</td>\n",
       "      <td>0.108484</td>\n",
       "      <td>0.015653</td>\n",
       "      <td>0.671584</td>\n",
       "      <td>0.293094</td>\n",
       "      <td>0.212277</td>\n",
       "      <td>0.205391</td>\n",
       "      <td>0.058074</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                             num_employees  crunchbase_rank  \\\n",
       "num_employees                     1.000000        -0.069379   \n",
       "crunchbase_rank                  -0.069379         1.000000   \n",
       "total_funding_amount              0.184936        -0.106404   \n",
       "trend_score                      -0.048080        -0.108925   \n",
       "total_equity_funding_amount       0.177627        -0.111603   \n",
       "time_since_last_funding           0.197228         0.314594   \n",
       "funding_ratio                     0.177627        -0.111603   \n",
       "school_score                     -0.019365        -0.027323   \n",
       "company_score                     0.040485        -0.024828   \n",
       "score                            -0.148554        -0.391470   \n",
       "breakoutlist                      0.004920         0.004568   \n",
       "linkedin                          0.011607        -0.026466   \n",
       "wealthfront                      -0.014133        -0.134344   \n",
       "editors                          -0.015356         0.051470   \n",
       "investor_score                   -0.010966        -0.278020   \n",
       "\n",
       "                             total_funding_amount  trend_score  \\\n",
       "num_employees                            0.184936    -0.048080   \n",
       "crunchbase_rank                         -0.106404    -0.108925   \n",
       "total_funding_amount                     1.000000    -0.014295   \n",
       "trend_score                             -0.014295     1.000000   \n",
       "total_equity_funding_amount              0.964089    -0.025589   \n",
       "time_since_last_funding                 -0.070075     0.032394   \n",
       "funding_ratio                            0.964089    -0.025589   \n",
       "school_score                             0.026405    -0.022550   \n",
       "company_score                            0.084582    -0.048822   \n",
       "score                                    0.178959    -0.098127   \n",
       "breakoutlist                             0.093193    -0.098047   \n",
       "linkedin                                 0.188910    -0.059041   \n",
       "wealthfront                              0.021072    -0.088825   \n",
       "editors                                 -0.016714    -0.017820   \n",
       "investor_score                           0.149611    -0.090118   \n",
       "\n",
       "                             total_equity_funding_amount  \\\n",
       "num_employees                                   0.177627   \n",
       "crunchbase_rank                                -0.111603   \n",
       "total_funding_amount                            0.964089   \n",
       "trend_score                                    -0.025589   \n",
       "total_equity_funding_amount                     1.000000   \n",
       "time_since_last_funding                        -0.070653   \n",
       "funding_ratio                                   1.000000   \n",
       "school_score                                    0.025218   \n",
       "company_score                                   0.063403   \n",
       "score                                           0.189788   \n",
       "breakoutlist                                    0.109964   \n",
       "linkedin                                        0.215747   \n",
       "wealthfront                                     0.032090   \n",
       "editors                                        -0.017142   \n",
       "investor_score                                  0.166154   \n",
       "\n",
       "                             time_since_last_funding  funding_ratio  \\\n",
       "num_employees                               0.197228       0.177627   \n",
       "crunchbase_rank                             0.314594      -0.111603   \n",
       "total_funding_amount                       -0.070075       0.964089   \n",
       "trend_score                                 0.032394      -0.025589   \n",
       "total_equity_funding_amount                -0.070653       1.000000   \n",
       "time_since_last_funding                     1.000000      -0.070653   \n",
       "funding_ratio                              -0.070653       1.000000   \n",
       "school_score                               -0.052575       0.025218   \n",
       "company_score                              -0.056115       0.063403   \n",
       "score                                      -0.787432       0.189788   \n",
       "breakoutlist                               -0.081076       0.109964   \n",
       "linkedin                                   -0.087768       0.215747   \n",
       "wealthfront                                -0.056676       0.032090   \n",
       "editors                                    -0.067598      -0.017142   \n",
       "investor_score                             -0.108055       0.166154   \n",
       "\n",
       "                             school_score  company_score     score  \\\n",
       "num_employees                   -0.019365       0.040485 -0.148554   \n",
       "crunchbase_rank                 -0.027323      -0.024828 -0.391470   \n",
       "total_funding_amount             0.026405       0.084582  0.178959   \n",
       "trend_score                     -0.022550      -0.048822 -0.098127   \n",
       "total_equity_funding_amount      0.025218       0.063403  0.189788   \n",
       "time_since_last_funding         -0.052575      -0.056115 -0.787432   \n",
       "funding_ratio                    0.025218       0.063403  0.189788   \n",
       "school_score                     1.000000       0.134946  0.261193   \n",
       "company_score                    0.134946       1.000000  0.085747   \n",
       "score                            0.261193       0.085747  1.000000   \n",
       "breakoutlist                     0.179250       0.040666  0.273024   \n",
       "linkedin                         0.119374       0.083297  0.223990   \n",
       "wealthfront                      0.014859      -0.018769  0.183956   \n",
       "editors                          0.102185       0.068438  0.112261   \n",
       "investor_score                   0.108484       0.015653  0.671584   \n",
       "\n",
       "                             breakoutlist  linkedin  wealthfront   editors  \\\n",
       "num_employees                    0.004920  0.011607    -0.014133 -0.015356   \n",
       "crunchbase_rank                  0.004568 -0.026466    -0.134344  0.051470   \n",
       "total_funding_amount             0.093193  0.188910     0.021072 -0.016714   \n",
       "trend_score                     -0.098047 -0.059041    -0.088825 -0.017820   \n",
       "total_equity_funding_amount      0.109964  0.215747     0.032090 -0.017142   \n",
       "time_since_last_funding         -0.081076 -0.087768    -0.056676 -0.067598   \n",
       "funding_ratio                    0.109964  0.215747     0.032090 -0.017142   \n",
       "school_score                     0.179250  0.119374     0.014859  0.102185   \n",
       "company_score                    0.040666  0.083297    -0.018769  0.068438   \n",
       "score                            0.273024  0.223990     0.183956  0.112261   \n",
       "breakoutlist                     1.000000  0.389835     0.146571 -0.018499   \n",
       "linkedin                         0.389835  1.000000     0.135195 -0.016452   \n",
       "wealthfront                      0.146571  0.135195     1.000000 -0.029877   \n",
       "editors                         -0.018499 -0.016452    -0.029877  1.000000   \n",
       "investor_score                   0.293094  0.212277     0.205391  0.058074   \n",
       "\n",
       "                             investor_score  \n",
       "num_employees                     -0.010966  \n",
       "crunchbase_rank                   -0.278020  \n",
       "total_funding_amount               0.149611  \n",
       "trend_score                       -0.090118  \n",
       "total_equity_funding_amount        0.166154  \n",
       "time_since_last_funding           -0.108055  \n",
       "funding_ratio                      0.166154  \n",
       "school_score                       0.108484  \n",
       "company_score                      0.015653  \n",
       "score                              0.671584  \n",
       "breakoutlist                       0.293094  \n",
       "linkedin                           0.212277  \n",
       "wealthfront                        0.205391  \n",
       "editors                            0.058074  \n",
       "investor_score                     1.000000  "
      ]
     },
     "execution_count": 214,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plotdata.corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 215,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>company_name</th>\n",
       "      <th>num_employees</th>\n",
       "      <th>past_companies</th>\n",
       "      <th>past_schools</th>\n",
       "      <th>company_name_url</th>\n",
       "      <th>category_groups</th>\n",
       "      <th>headquarters_location</th>\n",
       "      <th>description</th>\n",
       "      <th>crunchbase_rank</th>\n",
       "      <th>website</th>\n",
       "      <th>...</th>\n",
       "      <th>school_score</th>\n",
       "      <th>company_score</th>\n",
       "      <th>score</th>\n",
       "      <th>breakoutlist</th>\n",
       "      <th>linkedin</th>\n",
       "      <th>wealthfront</th>\n",
       "      <th>editors</th>\n",
       "      <th>funding</th>\n",
       "      <th>top_investors</th>\n",
       "      <th>investor_score</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1521</th>\n",
       "      <td>OpenGov</td>\n",
       "      <td>154</td>\n",
       "      <td>OpenGov Inc., IBM, Stanford University, Meltwa...</td>\n",
       "      <td>Stanford University, University of California ...</td>\n",
       "      <td>https://www.crunchbase.com/organization/opengov</td>\n",
       "      <td>Information Technology, Data and Analytics, So...</td>\n",
       "      <td>Redwood City, California, United States</td>\n",
       "      <td>OpenGov offers cloud-based software that visua...</td>\n",
       "      <td>18222</td>\n",
       "      <td>http://opengov.com</td>\n",
       "      <td>...</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.137</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>[(Andreessen Horowitz, Series C ), (8VC, Serie...</td>\n",
       "      <td>[8VC, Andreessen Horowitz, Formation 8, Founde...</td>\n",
       "      <td>0.915714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>Freenome</td>\n",
       "      <td>32</td>\n",
       "      <td>Counsyl, Stanford University, Syracuse Univers...</td>\n",
       "      <td>Stanford University, Northwestern University, ...</td>\n",
       "      <td>https://www.crunchbase.com/organization/freenome</td>\n",
       "      <td>Biotechnology, Science and Engineering, Health...</td>\n",
       "      <td>South San Francisco, California, United States</td>\n",
       "      <td>Freenome is a platform that helps design healt...</td>\n",
       "      <td>467</td>\n",
       "      <td>http://www.freenome.com</td>\n",
       "      <td>...</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.076</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>[(Founders Fund, Series A ), (Founders Fund, S...</td>\n",
       "      <td>[Founders Fund, Andreessen Horowitz, GV, CRV]</td>\n",
       "      <td>0.833571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Cadre</td>\n",
       "      <td>88</td>\n",
       "      <td>Morgan Stanley, Goldman Sachs, Google, Square,...</td>\n",
       "      <td>University of Pennsylvania, Harvard University...</td>\n",
       "      <td>https://www.crunchbase.com/organization/cadre-2</td>\n",
       "      <td>Commerce and Shopping, Real Estate, Financial ...</td>\n",
       "      <td>New York, New York, United States</td>\n",
       "      <td>Cadre is an online marketplace that connects i...</td>\n",
       "      <td>1235</td>\n",
       "      <td>http://cadre.com</td>\n",
       "      <td>...</td>\n",
       "      <td>1.56</td>\n",
       "      <td>0.44</td>\n",
       "      <td>1.042</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>[(Founders Fund, Series A ), (Andreessen Horow...</td>\n",
       "      <td>[Founders Fund, Andreessen Horowitz, Khosla Ve...</td>\n",
       "      <td>0.847935</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1654</th>\n",
       "      <td>Atrium LTS</td>\n",
       "      <td>16</td>\n",
       "      <td>Rockman Et Al, Yahoo! Inc., Massachusetts Inst...</td>\n",
       "      <td>University of California Berkeley, Columbia Un...</td>\n",
       "      <td>https://www.crunchbase.com/organization/atrium...</td>\n",
       "      <td>Software, Professional Services</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Atrium is building legal tools</td>\n",
       "      <td>37975</td>\n",
       "      <td>https://www.atriumlts.com</td>\n",
       "      <td>...</td>\n",
       "      <td>1.74</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.012</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>[(Founders Fund, Series A ), (Greylock Partner...</td>\n",
       "      <td>[Founders Fund, Greylock Partners, New Enterpr...</td>\n",
       "      <td>0.787647</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Zocdoc</td>\n",
       "      <td>588</td>\n",
       "      <td>Zocdoc, Apple, Microsoft, Yodle, Arizona State...</td>\n",
       "      <td>Arizona State University, Cornell University, ...</td>\n",
       "      <td>https://www.crunchbase.com/organization/zocdoc</td>\n",
       "      <td>Commerce and Shopping, Health Care</td>\n",
       "      <td>New York, New York, United States</td>\n",
       "      <td>Zocdoc is the beginning of a better healthcare...</td>\n",
       "      <td>960</td>\n",
       "      <td>http://www.zocdoc.com</td>\n",
       "      <td>...</td>\n",
       "      <td>1.20</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.914</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>[(Founders Fund, Series D ), (Founders Fund, S...</td>\n",
       "      <td>[Founders Fund, Khosla Ventures, SV Angel, Gol...</td>\n",
       "      <td>0.947206</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>152</th>\n",
       "      <td>Rigetti Computing</td>\n",
       "      <td>80</td>\n",
       "      <td>University of California, Berkeley, Dell, NASA...</td>\n",
       "      <td>University of California Berkeley, Massachuset...</td>\n",
       "      <td>https://www.crunchbase.com/organization/rigett...</td>\n",
       "      <td>Science and Engineering, Hardware, Data and An...</td>\n",
       "      <td>Berkeley, California, United States</td>\n",
       "      <td>Rigetti Computing is a full-stack quantum comp...</td>\n",
       "      <td>562</td>\n",
       "      <td>http://www.rigetti.com/</td>\n",
       "      <td>...</td>\n",
       "      <td>1.74</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.810</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>[(Andreessen Horowitz, Series B ), (Andreessen...</td>\n",
       "      <td>[Andreessen Horowitz, Y Combinator, Felicis Ve...</td>\n",
       "      <td>0.517117</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Lemonade</td>\n",
       "      <td>50</td>\n",
       "      <td>Liberty Mutual Insurance, AIG, Fiverr, Powerma...</td>\n",
       "      <td>Tel Aviv University, IDC Herzliya, Technion - ...</td>\n",
       "      <td>https://www.crunchbase.com/organization/lemonade</td>\n",
       "      <td>Science and Engineering, Data and Analytics, S...</td>\n",
       "      <td>New York, New York, United States</td>\n",
       "      <td>Lemonade offers homeowners and renters insuran...</td>\n",
       "      <td>23116</td>\n",
       "      <td>http://www.lemonade.com</td>\n",
       "      <td>...</td>\n",
       "      <td>1.20</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.788</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>[(Sequoia Capital, Series B ), (Sequoia Capita...</td>\n",
       "      <td>[Sequoia Capital, General Catalyst, GV, Tusk V...</td>\n",
       "      <td>0.599643</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>536</th>\n",
       "      <td>Quantopian</td>\n",
       "      <td>75</td>\n",
       "      <td>Quantopian, IBM, SS&amp;C Advent, Tamale Software,...</td>\n",
       "      <td>Dartmouth College, Boston University, Massachu...</td>\n",
       "      <td>https://www.crunchbase.com/organization/quanto...</td>\n",
       "      <td>Financial Services, Lending and Investments</td>\n",
       "      <td>Boston, Massachusetts, United States</td>\n",
       "      <td>Quantopian inspires talented people to write i...</td>\n",
       "      <td>2247</td>\n",
       "      <td>http://www.quantopian.com</td>\n",
       "      <td>...</td>\n",
       "      <td>1.20</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.760</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>[(Andreessen Horowitz, Series C ), (Khosla Ven...</td>\n",
       "      <td>[Andreessen Horowitz, Khosla Ventures, Besseme...</td>\n",
       "      <td>0.583188</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1610</th>\n",
       "      <td>Samsara</td>\n",
       "      <td>148</td>\n",
       "      <td>Cisco Meraki, Cisco, Betts Recruiting, Salesfo...</td>\n",
       "      <td>Massachusetts Institute of Technology, Califor...</td>\n",
       "      <td>https://www.crunchbase.com/organization/samsara-2</td>\n",
       "      <td>Hardware, Consumer Electronics, Software</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Samsara disrupts the traditional sensor model ...</td>\n",
       "      <td>2020</td>\n",
       "      <td>http://www.samsara.com</td>\n",
       "      <td>...</td>\n",
       "      <td>1.20</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.743</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>[(Andreessen Horowitz, Series C ), (Andreessen...</td>\n",
       "      <td>[Andreessen Horowitz, General Catalyst]</td>\n",
       "      <td>0.538929</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>657</th>\n",
       "      <td>SafeGraph</td>\n",
       "      <td>21</td>\n",
       "      <td>LiveRamp, An Acxiom Company, Apteligent (acq. ...</td>\n",
       "      <td>Stanford University, Stanford University Gradu...</td>\n",
       "      <td>https://www.crunchbase.com/organization/safegraph</td>\n",
       "      <td>Science and Engineering, Data and Analytics, C...</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>SafeGraph is unlocking the world's most powerf...</td>\n",
       "      <td>2908</td>\n",
       "      <td>http://www.safegraph.com/</td>\n",
       "      <td>...</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.739</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>[(Peter Thiel, Series A ), (Naval Ravikant, Se...</td>\n",
       "      <td>[Peter Thiel, Naval Ravikant, Romesh Wadhwani,...</td>\n",
       "      <td>0.386429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1600</th>\n",
       "      <td>Neighborly</td>\n",
       "      <td>63</td>\n",
       "      <td>Standish Mellon Asset Management Company LLC, ...</td>\n",
       "      <td>Stanford University, University of Missouri-Ka...</td>\n",
       "      <td>https://www.crunchbase.com/organization/neighb...</td>\n",
       "      <td>Information Technology, Software, Government a...</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Neighborly modernizes access to public finance...</td>\n",
       "      <td>31861</td>\n",
       "      <td>https://neighborly.com</td>\n",
       "      <td>...</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.730</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>[(8VC, Series A ), (Formation 8, Seed Round ),...</td>\n",
       "      <td>[8VC, Formation 8, 500 Startups, Abstract Vent...</td>\n",
       "      <td>0.374515</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>409</th>\n",
       "      <td>Kensho</td>\n",
       "      <td>13</td>\n",
       "      <td>Velocity Sports Performance, Coco's Closet, Wa...</td>\n",
       "      <td>Catawba Valley Community College, Latvijas Uni...</td>\n",
       "      <td>https://www.crunchbase.com/organization/kensho</td>\n",
       "      <td>Information Technology, Data and Analytics, So...</td>\n",
       "      <td>Cambridge, Massachusetts, United States</td>\n",
       "      <td>Kensho combines natural language search, graph...</td>\n",
       "      <td>1659</td>\n",
       "      <td>https://www.kensho.com</td>\n",
       "      <td>...</td>\n",
       "      <td>1.20</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.724</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>[(General Catalyst, Series B ), (Goldman Sachs...</td>\n",
       "      <td>[New Enterprise Associates, General Catalyst, ...</td>\n",
       "      <td>0.514360</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>470</th>\n",
       "      <td>Remix</td>\n",
       "      <td>114</td>\n",
       "      <td>Microsoft, Code for America, LinkedIn, Omada H...</td>\n",
       "      <td>Massachusetts Institute of Technology, Brown U...</td>\n",
       "      <td>https://www.crunchbase.com/organization/remix</td>\n",
       "      <td>Information Technology, Government and Militar...</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Remix is a planning platform for public transit.</td>\n",
       "      <td>1928</td>\n",
       "      <td>https://www.remix.com/</td>\n",
       "      <td>...</td>\n",
       "      <td>1.20</td>\n",
       "      <td>0.43</td>\n",
       "      <td>0.648</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>[(Sequoia Capital, Series A ), (Sequoia Capita...</td>\n",
       "      <td>[Sequoia Capital, Y Combinator, SV Angel, Kama...</td>\n",
       "      <td>0.404259</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1590</th>\n",
       "      <td>Quid</td>\n",
       "      <td>148</td>\n",
       "      <td>Quid, IBM, University of California, Davis, Un...</td>\n",
       "      <td>University of California Berkeley, Stanford Un...</td>\n",
       "      <td>https://www.crunchbase.com/organization/quid</td>\n",
       "      <td>Information Technology, Data and Analytics, So...</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Quid powers human intuition with machine intel...</td>\n",
       "      <td>26224</td>\n",
       "      <td>https://quid.com</td>\n",
       "      <td>...</td>\n",
       "      <td>1.74</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.625</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>[(Founders Fund, Series C ), (Founders Fund, C...</td>\n",
       "      <td>[Founders Fund, SV Angel, Liberty Interactive ...</td>\n",
       "      <td>0.511912</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>916</th>\n",
       "      <td>Affinity, Inc.</td>\n",
       "      <td>42</td>\n",
       "      <td>Stanford University, Palantir Technologies, In...</td>\n",
       "      <td>Stanford University, Claremont McKenna College...</td>\n",
       "      <td>https://www.crunchbase.com/organization/affini...</td>\n",
       "      <td>Information Technology, Data and Analytics, So...</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Affinity develops a collective intelligence pl...</td>\n",
       "      <td>4730</td>\n",
       "      <td>https://affinity.co/</td>\n",
       "      <td>...</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.619</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>[(8VC, Series A ), (Steve Seigel, Series A ), ...</td>\n",
       "      <td>[8VC, Steve Seigel, Great Oaks Venture Capital...</td>\n",
       "      <td>0.226470</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>715</th>\n",
       "      <td>BuildZoom</td>\n",
       "      <td>87</td>\n",
       "      <td>BuildZoom, Thomson Reuters, Festool North Amer...</td>\n",
       "      <td>University of the Philippines, Stanford Univer...</td>\n",
       "      <td>https://www.crunchbase.com/organization/buildzoom</td>\n",
       "      <td>Real Estate</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Uber for remodeling. Hire a licensed general c...</td>\n",
       "      <td>3220</td>\n",
       "      <td>https://www.buildzoom.com</td>\n",
       "      <td>...</td>\n",
       "      <td>1.20</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.599</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>[(Founders Fund, Series A ), (Formation 8, Ser...</td>\n",
       "      <td>[Founders Fund, Formation 8, Y Combinator, Ted...</td>\n",
       "      <td>0.515090</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>891</th>\n",
       "      <td>Clara Lending</td>\n",
       "      <td>72</td>\n",
       "      <td>Bank of America, Bridgewater Associates, JPMor...</td>\n",
       "      <td>Stanford University, University of California ...</td>\n",
       "      <td>https://www.crunchbase.com/organization/clara-...</td>\n",
       "      <td>Real Estate, Financial Services</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Building the fastest, simplest way for consume...</td>\n",
       "      <td>4488</td>\n",
       "      <td>https://clara.com</td>\n",
       "      <td>...</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.594</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>[(Venrock, Series A ), (Redpoint, Series A ), ...</td>\n",
       "      <td>[Venrock, Redpoint, Hone Capital, Three Fish C...</td>\n",
       "      <td>0.245362</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>362</th>\n",
       "      <td>Domino Data Lab</td>\n",
       "      <td>72</td>\n",
       "      <td>Bridgewater Associates, FactSet, Platfora (Acq...</td>\n",
       "      <td>Massachusetts Institute of Technology, Univers...</td>\n",
       "      <td>https://www.crunchbase.com/organization/domino...</td>\n",
       "      <td>Information Technology, Data and Analytics, So...</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Domino Data Lab is an enterprise data science ...</td>\n",
       "      <td>1475</td>\n",
       "      <td>http://www.dominodatalab.com</td>\n",
       "      <td>...</td>\n",
       "      <td>1.20</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.547</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>[(Sequoia Capital, Funding Round ), (Sequoia C...</td>\n",
       "      <td>[Sequoia Capital, In-Q-Tel, Slow Ventures, Blo...</td>\n",
       "      <td>0.245404</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>497</th>\n",
       "      <td>StackRox</td>\n",
       "      <td>35</td>\n",
       "      <td>Cisco, Medallia, Microsoft, Intel Corporation,...</td>\n",
       "      <td>Stanford University, Santa Clara University, H...</td>\n",
       "      <td>https://www.crunchbase.com/organization/stackrox</td>\n",
       "      <td>Software, Internet Services, Privacy and Security</td>\n",
       "      <td>Mountain View, California, United States</td>\n",
       "      <td>StackRox delivers the industry's only adaptive...</td>\n",
       "      <td>2060</td>\n",
       "      <td>http://www.stackrox.com</td>\n",
       "      <td>...</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.543</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>[(Sequoia Capital, Series A )]</td>\n",
       "      <td>[Sequoia Capital]</td>\n",
       "      <td>0.125714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>906</th>\n",
       "      <td>Numerai</td>\n",
       "      <td>16</td>\n",
       "      <td>Macquarie Group, Topguest, BlackRock, Apple, A...</td>\n",
       "      <td>University of Sydney, Cornell University, Univ...</td>\n",
       "      <td>https://www.crunchbase.com/organization/numerai</td>\n",
       "      <td>Data and Analytics, Software, Financial Servic...</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Numerai transforms and regularizes financial d...</td>\n",
       "      <td>4645</td>\n",
       "      <td>http://www.numer.ai</td>\n",
       "      <td>...</td>\n",
       "      <td>1.20</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.529</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>[(Naval Ravikant, Funding Round ), (First Roun...</td>\n",
       "      <td>[Naval Ravikant, First Round Capital, Samvit R...</td>\n",
       "      <td>0.264863</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Sourcegraph</td>\n",
       "      <td>21</td>\n",
       "      <td>Google, Stanford University, LinkedIn, Bain &amp; ...</td>\n",
       "      <td>Stanford University, Emerson College, Vanderbi...</td>\n",
       "      <td>https://crunchbase.com/organization/sourcegraph</td>\n",
       "      <td>Software</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Sourcegraph is creating the best way to read a...</td>\n",
       "      <td>4432</td>\n",
       "      <td>https://sourcegraph.com</td>\n",
       "      <td>...</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.46</td>\n",
       "      <td>0.520</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>[(Redpoint, Series A ), (Goldcrest Capital, Se...</td>\n",
       "      <td>[Redpoint, Goldcrest Capital]</td>\n",
       "      <td>0.074963</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1253</th>\n",
       "      <td>Judicata</td>\n",
       "      <td>8</td>\n",
       "      <td>Adap.tv, Judicata, Arizona State University, B...</td>\n",
       "      <td>Stanford University, Arizona State University,...</td>\n",
       "      <td>https://www.crunchbase.com/organization/judicata</td>\n",
       "      <td>Data and Analytics, Professional Services</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Judicata is a legal technology company providi...</td>\n",
       "      <td>8603</td>\n",
       "      <td>http://www.judicata.com</td>\n",
       "      <td>...</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.459</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>[(Peter Thiel, Series A ), (Khosla Ventures, S...</td>\n",
       "      <td>[Peter Thiel, Khosla Ventures, SV Angel, Dylan...</td>\n",
       "      <td>0.496365</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1167</th>\n",
       "      <td>Osaro</td>\n",
       "      <td>16</td>\n",
       "      <td>Massachusetts Institute of Technology, Planet,...</td>\n",
       "      <td>Massachusetts Institute of Technology, Carnegi...</td>\n",
       "      <td>https://www.crunchbase.com/organization/osaro</td>\n",
       "      <td>Science and Engineering, Hardware, Data and An...</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Osaro is an artificial intelligence company de...</td>\n",
       "      <td>7252</td>\n",
       "      <td>http://www.osaro.com/</td>\n",
       "      <td>...</td>\n",
       "      <td>1.20</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.450</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>[(Peter Thiel, Seed Round ), (Elad Gil, Seed R...</td>\n",
       "      <td>[Peter Thiel, Elad Gil, Darian Shirazi, Daniel...</td>\n",
       "      <td>0.297857</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>23 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           company_name  num_employees  \\\n",
       "1521            OpenGov            154   \n",
       "138            Freenome             32   \n",
       "6                 Cadre             88   \n",
       "1654         Atrium LTS             16   \n",
       "7                Zocdoc            588   \n",
       "152   Rigetti Computing             80   \n",
       "4              Lemonade             50   \n",
       "536          Quantopian             75   \n",
       "1610            Samsara            148   \n",
       "657           SafeGraph             21   \n",
       "1600         Neighborly             63   \n",
       "409              Kensho             13   \n",
       "470               Remix            114   \n",
       "1590               Quid            148   \n",
       "916      Affinity, Inc.             42   \n",
       "715           BuildZoom             87   \n",
       "891       Clara Lending             72   \n",
       "362     Domino Data Lab             72   \n",
       "497            StackRox             35   \n",
       "906             Numerai             16   \n",
       "8           Sourcegraph             21   \n",
       "1253           Judicata              8   \n",
       "1167              Osaro             16   \n",
       "\n",
       "                                         past_companies  \\\n",
       "1521  OpenGov Inc., IBM, Stanford University, Meltwa...   \n",
       "138   Counsyl, Stanford University, Syracuse Univers...   \n",
       "6     Morgan Stanley, Goldman Sachs, Google, Square,...   \n",
       "1654  Rockman Et Al, Yahoo! Inc., Massachusetts Inst...   \n",
       "7     Zocdoc, Apple, Microsoft, Yodle, Arizona State...   \n",
       "152   University of California, Berkeley, Dell, NASA...   \n",
       "4     Liberty Mutual Insurance, AIG, Fiverr, Powerma...   \n",
       "536   Quantopian, IBM, SS&C Advent, Tamale Software,...   \n",
       "1610  Cisco Meraki, Cisco, Betts Recruiting, Salesfo...   \n",
       "657   LiveRamp, An Acxiom Company, Apteligent (acq. ...   \n",
       "1600  Standish Mellon Asset Management Company LLC, ...   \n",
       "409   Velocity Sports Performance, Coco's Closet, Wa...   \n",
       "470   Microsoft, Code for America, LinkedIn, Omada H...   \n",
       "1590  Quid, IBM, University of California, Davis, Un...   \n",
       "916   Stanford University, Palantir Technologies, In...   \n",
       "715   BuildZoom, Thomson Reuters, Festool North Amer...   \n",
       "891   Bank of America, Bridgewater Associates, JPMor...   \n",
       "362   Bridgewater Associates, FactSet, Platfora (Acq...   \n",
       "497   Cisco, Medallia, Microsoft, Intel Corporation,...   \n",
       "906   Macquarie Group, Topguest, BlackRock, Apple, A...   \n",
       "8     Google, Stanford University, LinkedIn, Bain & ...   \n",
       "1253  Adap.tv, Judicata, Arizona State University, B...   \n",
       "1167  Massachusetts Institute of Technology, Planet,...   \n",
       "\n",
       "                                           past_schools  \\\n",
       "1521  Stanford University, University of California ...   \n",
       "138   Stanford University, Northwestern University, ...   \n",
       "6     University of Pennsylvania, Harvard University...   \n",
       "1654  University of California Berkeley, Columbia Un...   \n",
       "7     Arizona State University, Cornell University, ...   \n",
       "152   University of California Berkeley, Massachuset...   \n",
       "4     Tel Aviv University, IDC Herzliya, Technion - ...   \n",
       "536   Dartmouth College, Boston University, Massachu...   \n",
       "1610  Massachusetts Institute of Technology, Califor...   \n",
       "657   Stanford University, Stanford University Gradu...   \n",
       "1600  Stanford University, University of Missouri-Ka...   \n",
       "409   Catawba Valley Community College, Latvijas Uni...   \n",
       "470   Massachusetts Institute of Technology, Brown U...   \n",
       "1590  University of California Berkeley, Stanford Un...   \n",
       "916   Stanford University, Claremont McKenna College...   \n",
       "715   University of the Philippines, Stanford Univer...   \n",
       "891   Stanford University, University of California ...   \n",
       "362   Massachusetts Institute of Technology, Univers...   \n",
       "497   Stanford University, Santa Clara University, H...   \n",
       "906   University of Sydney, Cornell University, Univ...   \n",
       "8     Stanford University, Emerson College, Vanderbi...   \n",
       "1253  Stanford University, Arizona State University,...   \n",
       "1167  Massachusetts Institute of Technology, Carnegi...   \n",
       "\n",
       "                                       company_name_url  \\\n",
       "1521    https://www.crunchbase.com/organization/opengov   \n",
       "138    https://www.crunchbase.com/organization/freenome   \n",
       "6       https://www.crunchbase.com/organization/cadre-2   \n",
       "1654  https://www.crunchbase.com/organization/atrium...   \n",
       "7        https://www.crunchbase.com/organization/zocdoc   \n",
       "152   https://www.crunchbase.com/organization/rigett...   \n",
       "4      https://www.crunchbase.com/organization/lemonade   \n",
       "536   https://www.crunchbase.com/organization/quanto...   \n",
       "1610  https://www.crunchbase.com/organization/samsara-2   \n",
       "657   https://www.crunchbase.com/organization/safegraph   \n",
       "1600  https://www.crunchbase.com/organization/neighb...   \n",
       "409      https://www.crunchbase.com/organization/kensho   \n",
       "470       https://www.crunchbase.com/organization/remix   \n",
       "1590       https://www.crunchbase.com/organization/quid   \n",
       "916   https://www.crunchbase.com/organization/affini...   \n",
       "715   https://www.crunchbase.com/organization/buildzoom   \n",
       "891   https://www.crunchbase.com/organization/clara-...   \n",
       "362   https://www.crunchbase.com/organization/domino...   \n",
       "497    https://www.crunchbase.com/organization/stackrox   \n",
       "906     https://www.crunchbase.com/organization/numerai   \n",
       "8       https://crunchbase.com/organization/sourcegraph   \n",
       "1253   https://www.crunchbase.com/organization/judicata   \n",
       "1167      https://www.crunchbase.com/organization/osaro   \n",
       "\n",
       "                                        category_groups  \\\n",
       "1521  Information Technology, Data and Analytics, So...   \n",
       "138   Biotechnology, Science and Engineering, Health...   \n",
       "6     Commerce and Shopping, Real Estate, Financial ...   \n",
       "1654                    Software, Professional Services   \n",
       "7                    Commerce and Shopping, Health Care   \n",
       "152   Science and Engineering, Hardware, Data and An...   \n",
       "4     Science and Engineering, Data and Analytics, S...   \n",
       "536         Financial Services, Lending and Investments   \n",
       "1610           Hardware, Consumer Electronics, Software   \n",
       "657   Science and Engineering, Data and Analytics, C...   \n",
       "1600  Information Technology, Software, Government a...   \n",
       "409   Information Technology, Data and Analytics, So...   \n",
       "470   Information Technology, Government and Militar...   \n",
       "1590  Information Technology, Data and Analytics, So...   \n",
       "916   Information Technology, Data and Analytics, So...   \n",
       "715                                         Real Estate   \n",
       "891                     Real Estate, Financial Services   \n",
       "362   Information Technology, Data and Analytics, So...   \n",
       "497   Software, Internet Services, Privacy and Security   \n",
       "906   Data and Analytics, Software, Financial Servic...   \n",
       "8                                              Software   \n",
       "1253          Data and Analytics, Professional Services   \n",
       "1167  Science and Engineering, Hardware, Data and An...   \n",
       "\n",
       "                               headquarters_location  \\\n",
       "1521         Redwood City, California, United States   \n",
       "138   South San Francisco, California, United States   \n",
       "6                  New York, New York, United States   \n",
       "1654        San Francisco, California, United States   \n",
       "7                  New York, New York, United States   \n",
       "152              Berkeley, California, United States   \n",
       "4                  New York, New York, United States   \n",
       "536             Boston, Massachusetts, United States   \n",
       "1610        San Francisco, California, United States   \n",
       "657         San Francisco, California, United States   \n",
       "1600        San Francisco, California, United States   \n",
       "409          Cambridge, Massachusetts, United States   \n",
       "470         San Francisco, California, United States   \n",
       "1590        San Francisco, California, United States   \n",
       "916         San Francisco, California, United States   \n",
       "715         San Francisco, California, United States   \n",
       "891         San Francisco, California, United States   \n",
       "362         San Francisco, California, United States   \n",
       "497         Mountain View, California, United States   \n",
       "906         San Francisco, California, United States   \n",
       "8           San Francisco, California, United States   \n",
       "1253        San Francisco, California, United States   \n",
       "1167        San Francisco, California, United States   \n",
       "\n",
       "                                            description  crunchbase_rank  \\\n",
       "1521  OpenGov offers cloud-based software that visua...            18222   \n",
       "138   Freenome is a platform that helps design healt...              467   \n",
       "6     Cadre is an online marketplace that connects i...             1235   \n",
       "1654                     Atrium is building legal tools            37975   \n",
       "7     Zocdoc is the beginning of a better healthcare...              960   \n",
       "152   Rigetti Computing is a full-stack quantum comp...              562   \n",
       "4     Lemonade offers homeowners and renters insuran...            23116   \n",
       "536   Quantopian inspires talented people to write i...             2247   \n",
       "1610  Samsara disrupts the traditional sensor model ...             2020   \n",
       "657   SafeGraph is unlocking the world's most powerf...             2908   \n",
       "1600  Neighborly modernizes access to public finance...            31861   \n",
       "409   Kensho combines natural language search, graph...             1659   \n",
       "470    Remix is a planning platform for public transit.             1928   \n",
       "1590  Quid powers human intuition with machine intel...            26224   \n",
       "916   Affinity develops a collective intelligence pl...             4730   \n",
       "715   Uber for remodeling. Hire a licensed general c...             3220   \n",
       "891   Building the fastest, simplest way for consume...             4488   \n",
       "362   Domino Data Lab is an enterprise data science ...             1475   \n",
       "497   StackRox delivers the industry's only adaptive...             2060   \n",
       "906   Numerai transforms and regularizes financial d...             4645   \n",
       "8     Sourcegraph is creating the best way to read a...             4432   \n",
       "1253  Judicata is a legal technology company providi...             8603   \n",
       "1167  Osaro is an artificial intelligence company de...             7252   \n",
       "\n",
       "                           website       ...       school_score company_score  \\\n",
       "1521            http://opengov.com       ...               1.92          0.40   \n",
       "138        http://www.freenome.com       ...               1.92          0.40   \n",
       "6                 http://cadre.com       ...               1.56          0.44   \n",
       "1654     https://www.atriumlts.com       ...               1.74          0.40   \n",
       "7            http://www.zocdoc.com       ...               1.20          0.40   \n",
       "152        http://www.rigetti.com/       ...               1.74          0.40   \n",
       "4          http://www.lemonade.com       ...               1.20          0.40   \n",
       "536      http://www.quantopian.com       ...               1.20          0.40   \n",
       "1610        http://www.samsara.com       ...               1.20          0.40   \n",
       "657      http://www.safegraph.com/       ...               1.92          0.40   \n",
       "1600        https://neighborly.com       ...               1.92          0.40   \n",
       "409         https://www.kensho.com       ...               1.20          0.40   \n",
       "470         https://www.remix.com/       ...               1.20          0.43   \n",
       "1590              https://quid.com       ...               1.74          0.40   \n",
       "916           https://affinity.co/       ...               1.92          0.40   \n",
       "715      https://www.buildzoom.com       ...               1.20          0.40   \n",
       "891              https://clara.com       ...               1.92          0.40   \n",
       "362   http://www.dominodatalab.com       ...               1.20          0.50   \n",
       "497        http://www.stackrox.com       ...               1.92          0.40   \n",
       "906            http://www.numer.ai       ...               1.20          0.40   \n",
       "8          https://sourcegraph.com       ...               1.92          0.46   \n",
       "1253       http://www.judicata.com       ...               1.92          0.40   \n",
       "1167         http://www.osaro.com/       ...               1.20          0.40   \n",
       "\n",
       "      score  breakoutlist linkedin wealthfront editors  \\\n",
       "1521  1.137             0        0           0       1   \n",
       "138   1.076             0        0           0       1   \n",
       "6     1.042             0        0           0       1   \n",
       "1654  1.012             0        0           0       1   \n",
       "7     0.914             0        0           0       1   \n",
       "152   0.810             0        0           0       1   \n",
       "4     0.788             0        0           0       1   \n",
       "536   0.760             0        0           0       1   \n",
       "1610  0.743             0        0           0       1   \n",
       "657   0.739             0        0           0       1   \n",
       "1600  0.730             0        0           0       1   \n",
       "409   0.724             0        0           0       1   \n",
       "470   0.648             0        0           0       1   \n",
       "1590  0.625             0        0           0       1   \n",
       "916   0.619             0        0           0       1   \n",
       "715   0.599             0        0           0       1   \n",
       "891   0.594             0        0           0       1   \n",
       "362   0.547             0        0           0       1   \n",
       "497   0.543             0        0           0       1   \n",
       "906   0.529             0        0           0       1   \n",
       "8     0.520             0        0           0       1   \n",
       "1253  0.459             0        0           0       1   \n",
       "1167  0.450             0        0           0       1   \n",
       "\n",
       "                                                funding  \\\n",
       "1521  [(Andreessen Horowitz, Series C ), (8VC, Serie...   \n",
       "138   [(Founders Fund, Series A ), (Founders Fund, S...   \n",
       "6     [(Founders Fund, Series A ), (Andreessen Horow...   \n",
       "1654  [(Founders Fund, Series A ), (Greylock Partner...   \n",
       "7     [(Founders Fund, Series D ), (Founders Fund, S...   \n",
       "152   [(Andreessen Horowitz, Series B ), (Andreessen...   \n",
       "4     [(Sequoia Capital, Series B ), (Sequoia Capita...   \n",
       "536   [(Andreessen Horowitz, Series C ), (Khosla Ven...   \n",
       "1610  [(Andreessen Horowitz, Series C ), (Andreessen...   \n",
       "657   [(Peter Thiel, Series A ), (Naval Ravikant, Se...   \n",
       "1600  [(8VC, Series A ), (Formation 8, Seed Round ),...   \n",
       "409   [(General Catalyst, Series B ), (Goldman Sachs...   \n",
       "470   [(Sequoia Capital, Series A ), (Sequoia Capita...   \n",
       "1590  [(Founders Fund, Series C ), (Founders Fund, C...   \n",
       "916   [(8VC, Series A ), (Steve Seigel, Series A ), ...   \n",
       "715   [(Founders Fund, Series A ), (Formation 8, Ser...   \n",
       "891   [(Venrock, Series A ), (Redpoint, Series A ), ...   \n",
       "362   [(Sequoia Capital, Funding Round ), (Sequoia C...   \n",
       "497                      [(Sequoia Capital, Series A )]   \n",
       "906   [(Naval Ravikant, Funding Round ), (First Roun...   \n",
       "8     [(Redpoint, Series A ), (Goldcrest Capital, Se...   \n",
       "1253  [(Peter Thiel, Series A ), (Khosla Ventures, S...   \n",
       "1167  [(Peter Thiel, Seed Round ), (Elad Gil, Seed R...   \n",
       "\n",
       "                                          top_investors  investor_score  \n",
       "1521  [8VC, Andreessen Horowitz, Formation 8, Founde...        0.915714  \n",
       "138       [Founders Fund, Andreessen Horowitz, GV, CRV]        0.833571  \n",
       "6     [Founders Fund, Andreessen Horowitz, Khosla Ve...        0.847935  \n",
       "1654  [Founders Fund, Greylock Partners, New Enterpr...        0.787647  \n",
       "7     [Founders Fund, Khosla Ventures, SV Angel, Gol...        0.947206  \n",
       "152   [Andreessen Horowitz, Y Combinator, Felicis Ve...        0.517117  \n",
       "4     [Sequoia Capital, General Catalyst, GV, Tusk V...        0.599643  \n",
       "536   [Andreessen Horowitz, Khosla Ventures, Besseme...        0.583188  \n",
       "1610            [Andreessen Horowitz, General Catalyst]        0.538929  \n",
       "657   [Peter Thiel, Naval Ravikant, Romesh Wadhwani,...        0.386429  \n",
       "1600  [8VC, Formation 8, 500 Startups, Abstract Vent...        0.374515  \n",
       "409   [New Enterprise Associates, General Catalyst, ...        0.514360  \n",
       "470   [Sequoia Capital, Y Combinator, SV Angel, Kama...        0.404259  \n",
       "1590  [Founders Fund, SV Angel, Liberty Interactive ...        0.511912  \n",
       "916   [8VC, Steve Seigel, Great Oaks Venture Capital...        0.226470  \n",
       "715   [Founders Fund, Formation 8, Y Combinator, Ted...        0.515090  \n",
       "891   [Venrock, Redpoint, Hone Capital, Three Fish C...        0.245362  \n",
       "362   [Sequoia Capital, In-Q-Tel, Slow Ventures, Blo...        0.245404  \n",
       "497                                   [Sequoia Capital]        0.125714  \n",
       "906   [Naval Ravikant, First Round Capital, Samvit R...        0.264863  \n",
       "8                         [Redpoint, Goldcrest Capital]        0.074963  \n",
       "1253  [Peter Thiel, Khosla Ventures, SV Angel, Dylan...        0.496365  \n",
       "1167  [Peter Thiel, Elad Gil, Darian Shirazi, Daniel...        0.297857  \n",
       "\n",
       "[23 rows x 31 columns]"
      ]
     },
     "execution_count": 215,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plotdata[plotdata.editors == 1].sort_values('score', ascending=False)#.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 216,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>company_name</th>\n",
       "      <th>num_employees</th>\n",
       "      <th>past_companies</th>\n",
       "      <th>past_schools</th>\n",
       "      <th>company_name_url</th>\n",
       "      <th>category_groups</th>\n",
       "      <th>headquarters_location</th>\n",
       "      <th>description</th>\n",
       "      <th>crunchbase_rank</th>\n",
       "      <th>website</th>\n",
       "      <th>...</th>\n",
       "      <th>school_score</th>\n",
       "      <th>company_score</th>\n",
       "      <th>score</th>\n",
       "      <th>breakoutlist</th>\n",
       "      <th>linkedin</th>\n",
       "      <th>wealthfront</th>\n",
       "      <th>editors</th>\n",
       "      <th>funding</th>\n",
       "      <th>top_investors</th>\n",
       "      <th>investor_score</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Affirm</td>\n",
       "      <td>302</td>\n",
       "      <td>Google, Affirm Inc., LinkedIn, Stanford Univer...</td>\n",
       "      <td>Stanford University, University of California ...</td>\n",
       "      <td>https://www.crunchbase.com/organization/affirm</td>\n",
       "      <td>Payments, Financial Services, Lending and Inve...</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Affirm, a financial technology services compan...</td>\n",
       "      <td>15903</td>\n",
       "      <td>https://affirm.com</td>\n",
       "      <td>...</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.46</td>\n",
       "      <td>1.272</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>[(Founders Fund, Series E ), (Founders Fund, S...</td>\n",
       "      <td>[Founders Fund, Andreessen Horowitz, Khosla Ve...</td>\n",
       "      <td>1.023571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1614</th>\n",
       "      <td>Oscar</td>\n",
       "      <td>508</td>\n",
       "      <td>Oscar Health, Google, Apple, Bridgewater Assoc...</td>\n",
       "      <td>Harvard University, New York University, Arizo...</td>\n",
       "      <td>https://www.crunchbase.com/organization/oscar</td>\n",
       "      <td>Information Technology, Health Care, Financial...</td>\n",
       "      <td>New York, New York, United States</td>\n",
       "      <td>Oscar is a health insurance company that emplo...</td>\n",
       "      <td>15388</td>\n",
       "      <td>http://hioscar.com</td>\n",
       "      <td>...</td>\n",
       "      <td>1.68</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.101</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[(Founders Fund, Private Equity Round ), (Foun...</td>\n",
       "      <td>[Founders Fund, Khosla Ventures, General Catal...</td>\n",
       "      <td>1.046071</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Blend</td>\n",
       "      <td>260</td>\n",
       "      <td>Blend, Palantir Technologies, Salesforce, Pand...</td>\n",
       "      <td>Stanford University, University of California ...</td>\n",
       "      <td>https://www.crunchbase.com/organization/blend-...</td>\n",
       "      <td>Real Estate, Financial Services</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Blend's technology empowers top mortgage lende...</td>\n",
       "      <td>179</td>\n",
       "      <td>https://www.blend.com</td>\n",
       "      <td>...</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.098</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[(Founders Fund, Series C ), (Greylock Partner...</td>\n",
       "      <td>[Founders Fund, Peter Thiel, Andreessen Horowi...</td>\n",
       "      <td>0.860714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1599</th>\n",
       "      <td>Opendoor</td>\n",
       "      <td>366</td>\n",
       "      <td>Opendoor, Goldman Sachs, Google, Square, Micro...</td>\n",
       "      <td>Stanford University, Arizona State University,...</td>\n",
       "      <td>https://www.crunchbase.com/organization/opendo...</td>\n",
       "      <td>Real Estate, Internet Services</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Opendoor is an online home-selling service aim...</td>\n",
       "      <td>27014</td>\n",
       "      <td>https://www.opendoor.com</td>\n",
       "      <td>...</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.096</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[(Khosla Ventures, Series D ), (Max Levchin, S...</td>\n",
       "      <td>[Max Levchin, Khosla Ventures, New Enterprise ...</td>\n",
       "      <td>0.865912</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Cadre</td>\n",
       "      <td>88</td>\n",
       "      <td>Morgan Stanley, Goldman Sachs, Google, Square,...</td>\n",
       "      <td>University of Pennsylvania, Harvard University...</td>\n",
       "      <td>https://www.crunchbase.com/organization/cadre-2</td>\n",
       "      <td>Commerce and Shopping, Real Estate, Financial ...</td>\n",
       "      <td>New York, New York, United States</td>\n",
       "      <td>Cadre is an online marketplace that connects i...</td>\n",
       "      <td>1235</td>\n",
       "      <td>http://cadre.com</td>\n",
       "      <td>...</td>\n",
       "      <td>1.56</td>\n",
       "      <td>0.44</td>\n",
       "      <td>1.042</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>[(Founders Fund, Series A ), (Andreessen Horow...</td>\n",
       "      <td>[Founders Fund, Andreessen Horowitz, Khosla Ve...</td>\n",
       "      <td>0.847935</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     company_name  num_employees  \\\n",
       "0          Affirm            302   \n",
       "1614        Oscar            508   \n",
       "3           Blend            260   \n",
       "1599     Opendoor            366   \n",
       "6           Cadre             88   \n",
       "\n",
       "                                         past_companies  \\\n",
       "0     Google, Affirm Inc., LinkedIn, Stanford Univer...   \n",
       "1614  Oscar Health, Google, Apple, Bridgewater Assoc...   \n",
       "3     Blend, Palantir Technologies, Salesforce, Pand...   \n",
       "1599  Opendoor, Goldman Sachs, Google, Square, Micro...   \n",
       "6     Morgan Stanley, Goldman Sachs, Google, Square,...   \n",
       "\n",
       "                                           past_schools  \\\n",
       "0     Stanford University, University of California ...   \n",
       "1614  Harvard University, New York University, Arizo...   \n",
       "3     Stanford University, University of California ...   \n",
       "1599  Stanford University, Arizona State University,...   \n",
       "6     University of Pennsylvania, Harvard University...   \n",
       "\n",
       "                                       company_name_url  \\\n",
       "0        https://www.crunchbase.com/organization/affirm   \n",
       "1614      https://www.crunchbase.com/organization/oscar   \n",
       "3     https://www.crunchbase.com/organization/blend-...   \n",
       "1599  https://www.crunchbase.com/organization/opendo...   \n",
       "6       https://www.crunchbase.com/organization/cadre-2   \n",
       "\n",
       "                                        category_groups  \\\n",
       "0     Payments, Financial Services, Lending and Inve...   \n",
       "1614  Information Technology, Health Care, Financial...   \n",
       "3                       Real Estate, Financial Services   \n",
       "1599                     Real Estate, Internet Services   \n",
       "6     Commerce and Shopping, Real Estate, Financial ...   \n",
       "\n",
       "                         headquarters_location  \\\n",
       "0     San Francisco, California, United States   \n",
       "1614         New York, New York, United States   \n",
       "3     San Francisco, California, United States   \n",
       "1599  San Francisco, California, United States   \n",
       "6            New York, New York, United States   \n",
       "\n",
       "                                            description  crunchbase_rank  \\\n",
       "0     Affirm, a financial technology services compan...            15903   \n",
       "1614  Oscar is a health insurance company that emplo...            15388   \n",
       "3     Blend's technology empowers top mortgage lende...              179   \n",
       "1599  Opendoor is an online home-selling service aim...            27014   \n",
       "6     Cadre is an online marketplace that connects i...             1235   \n",
       "\n",
       "                       website       ...       school_score company_score  \\\n",
       "0           https://affirm.com       ...               1.92          0.46   \n",
       "1614        http://hioscar.com       ...               1.68          0.40   \n",
       "3        https://www.blend.com       ...               1.92          0.40   \n",
       "1599  https://www.opendoor.com       ...               1.92          0.40   \n",
       "6             http://cadre.com       ...               1.56          0.44   \n",
       "\n",
       "      score  breakoutlist linkedin wealthfront editors  \\\n",
       "0     1.272             1        1           1       0   \n",
       "1614  1.101             1        0           0       0   \n",
       "3     1.098             1        1           0       0   \n",
       "1599  1.096             1        1           0       0   \n",
       "6     1.042             0        0           0       1   \n",
       "\n",
       "                                                funding  \\\n",
       "0     [(Founders Fund, Series E ), (Founders Fund, S...   \n",
       "1614  [(Founders Fund, Private Equity Round ), (Foun...   \n",
       "3     [(Founders Fund, Series C ), (Greylock Partner...   \n",
       "1599  [(Khosla Ventures, Series D ), (Max Levchin, S...   \n",
       "6     [(Founders Fund, Series A ), (Andreessen Horow...   \n",
       "\n",
       "                                          top_investors  investor_score  \n",
       "0     [Founders Fund, Andreessen Horowitz, Khosla Ve...        1.023571  \n",
       "1614  [Founders Fund, Khosla Ventures, General Catal...        1.046071  \n",
       "3     [Founders Fund, Peter Thiel, Andreessen Horowi...        0.860714  \n",
       "1599  [Max Levchin, Khosla Ventures, New Enterprise ...        0.865912  \n",
       "6     [Founders Fund, Andreessen Horowitz, Khosla Ve...        0.847935  \n",
       "\n",
       "[5 rows x 31 columns]"
      ]
     },
     "execution_count": 216,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "filtered = plotdata[plotdata.categories.str.contains('|'.join(['Finance', 'Financial Services', 'Real Estate', 'Insurance']), na=False)]\n",
    "filtered = filtered[filtered.headquarters_location.str.contains('|'.join(['San Francisco', 'New York']), na=False)]\n",
    "filtered.sort_values('score', ascending=False).head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 217,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>company_name</th>\n",
       "      <th>num_employees</th>\n",
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       "      <th>286</th>\n",
       "      <td>Vicarious</td>\n",
       "      <td>51</td>\n",
       "      <td>Microsoft, Google, Harvard University, Dartmou...</td>\n",
       "      <td>Stanford University, The Wharton School, India...</td>\n",
       "      <td>https://www.crunchbase.com/organization/vicari...</td>\n",
       "      <td>Science and Engineering, Hardware, Data and An...</td>\n",
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       "      <td>Vicarious is an artificial intelligence compan...</td>\n",
       "      <td>1064</td>\n",
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       "      <td>...</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.43</td>\n",
       "      <td>1.172</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>[(Founders Fund, Series B ), (Founders Fund, S...</td>\n",
       "      <td>[Founders Fund, Peter Thiel, Joe Lonsdale, Kho...</td>\n",
       "      <td>1.017143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>224</th>\n",
       "      <td>Lytro</td>\n",
       "      <td>122</td>\n",
       "      <td>Lytro , Industrial Light &amp; Magic, Microsoft, D...</td>\n",
       "      <td>Stanford University, University of California ...</td>\n",
       "      <td>https://www.crunchbase.com/organization/lytro</td>\n",
       "      <td>Hardware, Media and Entertainment, Software, V...</td>\n",
       "      <td>Mountain View, California, United States</td>\n",
       "      <td>Lytro, a Light Field imaging startup, markets ...</td>\n",
       "      <td>815</td>\n",
       "      <td>http://www.lytro.com</td>\n",
       "      <td>...</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.129</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[(Andreessen Horowitz, Series D ), (Andreessen...</td>\n",
       "      <td>[Andreessen Horowitz, Greylock Partners, New E...</td>\n",
       "      <td>0.965912</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1620</th>\n",
       "      <td>Docker</td>\n",
       "      <td>468</td>\n",
       "      <td>Red Hat, VMware, Microsoft, Cisco, Sun Microsy...</td>\n",
       "      <td>University of California Berkeley, Stanford Un...</td>\n",
       "      <td>https://www.crunchbase.com/organization/docker</td>\n",
       "      <td>Software, Internet Services</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Docker is a platform for distributed applicati...</td>\n",
       "      <td>367</td>\n",
       "      <td>https://www.docker.com</td>\n",
       "      <td>...</td>\n",
       "      <td>1.74</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.108</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[(Greylock Partners, Series D ), (Sequoia Capi...</td>\n",
       "      <td>[Greylock Partners, Sequoia Capital, Lightspee...</td>\n",
       "      <td>0.977143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Uber</td>\n",
       "      <td>33076</td>\n",
       "      <td>Uber, Microsoft, Google, Apple, Amazon</td>\n",
       "      <td>University of California Berkeley, Stanford Un...</td>\n",
       "      <td>https://www.crunchbase.com/organization/uber</td>\n",
       "      <td>Apps, Software, Transportation, Mobile</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Uber is a mobile app connecting passengers wit...</td>\n",
       "      <td>12</td>\n",
       "      <td>http://www.uber.com</td>\n",
       "      <td>...</td>\n",
       "      <td>1.74</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.068</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[(New Enterprise Associates, Series E ), (GV, ...</td>\n",
       "      <td>[New Enterprise Associates, Naval Ravikant, GV...</td>\n",
       "      <td>0.631536</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>Nubank</td>\n",
       "      <td>12</td>\n",
       "      <td>Google, Conpec, Revmob, Freeway Viagens, REGLARE</td>\n",
       "      <td>Universidade Anhembi Morumbi, Universidade Est...</td>\n",
       "      <td>https://www.crunchbase.com/organization/nubank</td>\n",
       "      <td>Payments, Financial Services, Lending and Inve...</td>\n",
       "      <td>São Paulo, Sao Paulo, Brazil</td>\n",
       "      <td>Nubank provides financial services in Brazil.</td>\n",
       "      <td>509</td>\n",
       "      <td>https://www.nubank.com.br/</td>\n",
       "      <td>...</td>\n",
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       "      <td>1.018</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[(Founders Fund, Series D ), (Founders Fund, S...</td>\n",
       "      <td>[Founders Fund, Sequoia Capital, Goldman Sachs...</td>\n",
       "      <td>0.949643</td>\n",
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       "<p>5 rows × 31 columns</p>\n",
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      "text/plain": [
       "     company_name  num_employees  \\\n",
       "286     Vicarious             51   \n",
       "224         Lytro            122   \n",
       "1620       Docker            468   \n",
       "11           Uber          33076   \n",
       "144        Nubank             12   \n",
       "\n",
       "                                         past_companies  \\\n",
       "286   Microsoft, Google, Harvard University, Dartmou...   \n",
       "224   Lytro , Industrial Light & Magic, Microsoft, D...   \n",
       "1620  Red Hat, VMware, Microsoft, Cisco, Sun Microsy...   \n",
       "11               Uber, Microsoft, Google, Apple, Amazon   \n",
       "144    Google, Conpec, Revmob, Freeway Viagens, REGLARE   \n",
       "\n",
       "                                           past_schools  \\\n",
       "286   Stanford University, The Wharton School, India...   \n",
       "224   Stanford University, University of California ...   \n",
       "1620  University of California Berkeley, Stanford Un...   \n",
       "11    University of California Berkeley, Stanford Un...   \n",
       "144   Universidade Anhembi Morumbi, Universidade Est...   \n",
       "\n",
       "                                       company_name_url  \\\n",
       "286   https://www.crunchbase.com/organization/vicari...   \n",
       "224       https://www.crunchbase.com/organization/lytro   \n",
       "1620     https://www.crunchbase.com/organization/docker   \n",
       "11         https://www.crunchbase.com/organization/uber   \n",
       "144      https://www.crunchbase.com/organization/nubank   \n",
       "\n",
       "                                        category_groups  \\\n",
       "286   Science and Engineering, Hardware, Data and An...   \n",
       "224   Hardware, Media and Entertainment, Software, V...   \n",
       "1620                        Software, Internet Services   \n",
       "11               Apps, Software, Transportation, Mobile   \n",
       "144   Payments, Financial Services, Lending and Inve...   \n",
       "\n",
       "                         headquarters_location  \\\n",
       "286   San Francisco, California, United States   \n",
       "224   Mountain View, California, United States   \n",
       "1620  San Francisco, California, United States   \n",
       "11    San Francisco, California, United States   \n",
       "144               São Paulo, Sao Paulo, Brazil   \n",
       "\n",
       "                                            description  crunchbase_rank  \\\n",
       "286   Vicarious is an artificial intelligence compan...             1064   \n",
       "224   Lytro, a Light Field imaging startup, markets ...              815   \n",
       "1620  Docker is a platform for distributed applicati...              367   \n",
       "11    Uber is a mobile app connecting passengers wit...               12   \n",
       "144       Nubank provides financial services in Brazil.              509   \n",
       "\n",
       "                         website       ...       school_score company_score  \\\n",
       "286         http://vicarious.com       ...               1.92          0.43   \n",
       "224         http://www.lytro.com       ...               1.92          0.40   \n",
       "1620      https://www.docker.com       ...               1.74          0.40   \n",
       "11           http://www.uber.com       ...               1.74          0.40   \n",
       "144   https://www.nubank.com.br/       ...               1.20          0.46   \n",
       "\n",
       "      score  breakoutlist linkedin wealthfront editors  \\\n",
       "286   1.172             0        0           0       0   \n",
       "224   1.129             0        0           0       0   \n",
       "1620  1.108             0        0           0       0   \n",
       "11    1.068             0        0           0       0   \n",
       "144   1.018             0        0           0       0   \n",
       "\n",
       "                                                funding  \\\n",
       "286   [(Founders Fund, Series B ), (Founders Fund, S...   \n",
       "224   [(Andreessen Horowitz, Series D ), (Andreessen...   \n",
       "1620  [(Greylock Partners, Series D ), (Sequoia Capi...   \n",
       "11    [(New Enterprise Associates, Series E ), (GV, ...   \n",
       "144   [(Founders Fund, Series D ), (Founders Fund, S...   \n",
       "\n",
       "                                          top_investors  investor_score  \n",
       "286   [Founders Fund, Peter Thiel, Joe Lonsdale, Kho...        1.017143  \n",
       "224   [Andreessen Horowitz, Greylock Partners, New E...        0.965912  \n",
       "1620  [Greylock Partners, Sequoia Capital, Lightspee...        0.977143  \n",
       "11    [New Enterprise Associates, Naval Ravikant, GV...        0.631536  \n",
       "144   [Founders Fund, Sequoia Capital, Goldman Sachs...        0.949643  \n",
       "\n",
       "[5 rows x 31 columns]"
      ]
     },
     "execution_count": 217,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top_unlisted = plotdata[plotdata.breakoutlist + plotdata.wealthfront + plotdata.linkedin + plotdata.editors == 0]\n",
    "top_unlisted.sort_values('score', ascending=False).head()"
   ]
  },
  {
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   "execution_count": 218,
   "metadata": {
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    {
     "data": {
      "text/plain": [
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     "execution_count": 218,
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   "source": [
    "plotdata.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 219,
   "metadata": {
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   "outputs": [
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       "  company_name  num_employees  \\\n",
       "8  Sourcegraph             21   \n",
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       "\n",
       "                      headquarters_location  \\\n",
       "8  San Francisco, California, United States   \n",
       "\n",
       "                                         description  crunchbase_rank  \\\n",
       "8  Sourcegraph is creating the best way to read a...             4432   \n",
       "\n",
       "                   website       ...       school_score company_score  score  \\\n",
       "8  https://sourcegraph.com       ...               1.92          0.46   0.52   \n",
       "\n",
       "   breakoutlist linkedin wealthfront editors  \\\n",
       "8             0        0           0       1   \n",
       "\n",
       "                                             funding  \\\n",
       "8  [(Redpoint, Series A ), (Goldcrest Capital, Se...   \n",
       "\n",
       "                   top_investors  investor_score  \n",
       "8  [Redpoint, Goldcrest Capital]        0.074963  \n",
       "\n",
       "[1 rows x 31 columns]"
      ]
     },
     "execution_count": 219,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plotdata[plotdata.company_name.str.contains('Sourcegraph', na=False)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 220,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#plotdata.to_csv('company_data.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 228,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    .dataframe tbody tr th {\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>company_name</th>\n",
       "      <th>num_employees</th>\n",
       "      <th>past_companies</th>\n",
       "      <th>past_schools</th>\n",
       "      <th>company_name_url</th>\n",
       "      <th>category_groups</th>\n",
       "      <th>headquarters_location</th>\n",
       "      <th>description</th>\n",
       "      <th>crunchbase_rank</th>\n",
       "      <th>website</th>\n",
       "      <th>...</th>\n",
       "      <th>school_score</th>\n",
       "      <th>company_score</th>\n",
       "      <th>score</th>\n",
       "      <th>breakoutlist</th>\n",
       "      <th>linkedin</th>\n",
       "      <th>wealthfront</th>\n",
       "      <th>editors</th>\n",
       "      <th>funding</th>\n",
       "      <th>top_investors</th>\n",
       "      <th>investor_score</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>982</th>\n",
       "      <td>OpenInvest</td>\n",
       "      <td>14</td>\n",
       "      <td>Bridgewater Associates, World Wildlife Fund, L...</td>\n",
       "      <td>The Johns Hopkins University, Cornell Universi...</td>\n",
       "      <td>https://www.crunchbase.com/organization/openin...</td>\n",
       "      <td>Sustainability, Financial Services</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>OpenInvest is using technology to mainstream s...</td>\n",
       "      <td>5285</td>\n",
       "      <td>https://www.openinvest.co/</td>\n",
       "      <td>...</td>\n",
       "      <td>1.2</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.504</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[(Andreessen Horowitz, Seed Round ), (Abstract...</td>\n",
       "      <td>[Andreessen Horowitz, SV2, Abstract Ventures, ...</td>\n",
       "      <td>0.256429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999</th>\n",
       "      <td>Propel</td>\n",
       "      <td>43</td>\n",
       "      <td>Propel London, Symbian, Drew London, Kings Arm...</td>\n",
       "      <td>University of Hertfordshire, University of Por...</td>\n",
       "      <td>https://www.crunchbase.com/organization/propel-4</td>\n",
       "      <td>Apps, Software, Government and Military, Inter...</td>\n",
       "      <td>Brooklyn, New York, United States</td>\n",
       "      <td>Propel makes the social safety net more user-f...</td>\n",
       "      <td>5453</td>\n",
       "      <td>http://joinpropel.com/</td>\n",
       "      <td>...</td>\n",
       "      <td>1.2</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.479</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[(Andreessen Horowitz, Seed Round ), (SciFi VC...</td>\n",
       "      <td>[Andreessen Horowitz, Durant Company, SciFi VC...</td>\n",
       "      <td>0.256429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1214</th>\n",
       "      <td>Returnly</td>\n",
       "      <td>23</td>\n",
       "      <td>Optimizely, Centura Software, Glassdoor, Middl...</td>\n",
       "      <td>Saint Michael's College, Bond University, UNSW...</td>\n",
       "      <td>https://www.crunchbase.com/organization/return</td>\n",
       "      <td>Commerce and Shopping, Payments, Financial Ser...</td>\n",
       "      <td>Larkspur, California, United States</td>\n",
       "      <td>Returnly is a Fintech platform that turns prod...</td>\n",
       "      <td>7900</td>\n",
       "      <td>https://www.returnly.com</td>\n",
       "      <td>...</td>\n",
       "      <td>1.2</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.421</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[(SV Angel, Seed Round ), (Index Ventures, See...</td>\n",
       "      <td>[SV Angel, Index Ventures, InReach Ventures, I...</td>\n",
       "      <td>0.211520</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1326</th>\n",
       "      <td>Verifly</td>\n",
       "      <td>6</td>\n",
       "      <td>Quidsi Inc., a subsidiary of Amazon, JCDecaux,...</td>\n",
       "      <td>General Assembly, Universidad Católica Nordest...</td>\n",
       "      <td>https://www.crunchbase.com/organization/verifly</td>\n",
       "      <td>Hardware, Consumer Electronics, Consumer Goods...</td>\n",
       "      <td>New York, New York, United States</td>\n",
       "      <td>Verifly delivers on-demand drone insurance for...</td>\n",
       "      <td>10252</td>\n",
       "      <td>http://verifly.com</td>\n",
       "      <td>...</td>\n",
       "      <td>1.2</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.395</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[(Sam Shank, Seed Round ), (Irelandia Aviation...</td>\n",
       "      <td>[Sam Shank, Steve Hafner, Blake Krikorian, Ali...</td>\n",
       "      <td>0.200000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1289</th>\n",
       "      <td>Captain401</td>\n",
       "      <td>22</td>\n",
       "      <td>Intuit, Zenefits, CampWest, iKeepSafe, Insight...</td>\n",
       "      <td>Lane Community College, University of Californ...</td>\n",
       "      <td>https://www.crunchbase.com/organization/captai...</td>\n",
       "      <td>Financial Services</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Captain401 helps small businesses set up and m...</td>\n",
       "      <td>9455</td>\n",
       "      <td>https://captain401.com/</td>\n",
       "      <td>...</td>\n",
       "      <td>1.2</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.377</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[(Y Combinator, Seed Round ), (SV Angel, Seed ...</td>\n",
       "      <td>[Y Combinator, SV Angel, Uncork Capital, Trife...</td>\n",
       "      <td>0.236772</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1394</th>\n",
       "      <td>BRIGHT</td>\n",
       "      <td>7453</td>\n",
       "      <td>Bright Horizons, KinderCare, KinderCare Educat...</td>\n",
       "      <td>Ashford University, San Francisco State Univer...</td>\n",
       "      <td>https://www.crunchbase.com/organization/bright-3</td>\n",
       "      <td>Natural Resources, Energy, Sustainability, Fin...</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>Enabling the developing world with cleaner and...</td>\n",
       "      <td>12578</td>\n",
       "      <td>http://www.thinkbright.mx</td>\n",
       "      <td>...</td>\n",
       "      <td>1.2</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.360</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[(Max Levchin, Seed Round ), (Y Combinator, Se...</td>\n",
       "      <td>[Max Levchin, Y Combinator, First Round Capita...</td>\n",
       "      <td>0.287786</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     company_name  num_employees  \\\n",
       "982    OpenInvest             14   \n",
       "999        Propel             43   \n",
       "1214     Returnly             23   \n",
       "1326      Verifly              6   \n",
       "1289   Captain401             22   \n",
       "1394       BRIGHT           7453   \n",
       "\n",
       "                                         past_companies  \\\n",
       "982   Bridgewater Associates, World Wildlife Fund, L...   \n",
       "999   Propel London, Symbian, Drew London, Kings Arm...   \n",
       "1214  Optimizely, Centura Software, Glassdoor, Middl...   \n",
       "1326  Quidsi Inc., a subsidiary of Amazon, JCDecaux,...   \n",
       "1289  Intuit, Zenefits, CampWest, iKeepSafe, Insight...   \n",
       "1394  Bright Horizons, KinderCare, KinderCare Educat...   \n",
       "\n",
       "                                           past_schools  \\\n",
       "982   The Johns Hopkins University, Cornell Universi...   \n",
       "999   University of Hertfordshire, University of Por...   \n",
       "1214  Saint Michael's College, Bond University, UNSW...   \n",
       "1326  General Assembly, Universidad Católica Nordest...   \n",
       "1289  Lane Community College, University of Californ...   \n",
       "1394  Ashford University, San Francisco State Univer...   \n",
       "\n",
       "                                       company_name_url  \\\n",
       "982   https://www.crunchbase.com/organization/openin...   \n",
       "999    https://www.crunchbase.com/organization/propel-4   \n",
       "1214     https://www.crunchbase.com/organization/return   \n",
       "1326    https://www.crunchbase.com/organization/verifly   \n",
       "1289  https://www.crunchbase.com/organization/captai...   \n",
       "1394   https://www.crunchbase.com/organization/bright-3   \n",
       "\n",
       "                                        category_groups  \\\n",
       "982                  Sustainability, Financial Services   \n",
       "999   Apps, Software, Government and Military, Inter...   \n",
       "1214  Commerce and Shopping, Payments, Financial Ser...   \n",
       "1326  Hardware, Consumer Electronics, Consumer Goods...   \n",
       "1289                                 Financial Services   \n",
       "1394  Natural Resources, Energy, Sustainability, Fin...   \n",
       "\n",
       "                         headquarters_location  \\\n",
       "982   San Francisco, California, United States   \n",
       "999          Brooklyn, New York, United States   \n",
       "1214       Larkspur, California, United States   \n",
       "1326         New York, New York, United States   \n",
       "1289  San Francisco, California, United States   \n",
       "1394  San Francisco, California, United States   \n",
       "\n",
       "                                            description  crunchbase_rank  \\\n",
       "982   OpenInvest is using technology to mainstream s...             5285   \n",
       "999   Propel makes the social safety net more user-f...             5453   \n",
       "1214  Returnly is a Fintech platform that turns prod...             7900   \n",
       "1326  Verifly delivers on-demand drone insurance for...            10252   \n",
       "1289  Captain401 helps small businesses set up and m...             9455   \n",
       "1394  Enabling the developing world with cleaner and...            12578   \n",
       "\n",
       "                         website       ...       school_score company_score  \\\n",
       "982   https://www.openinvest.co/       ...                1.2           0.5   \n",
       "999       http://joinpropel.com/       ...                1.2           0.4   \n",
       "1214    https://www.returnly.com       ...                1.2           0.4   \n",
       "1326          http://verifly.com       ...                1.2           0.4   \n",
       "1289     https://captain401.com/       ...                1.2           0.4   \n",
       "1394   http://www.thinkbright.mx       ...                1.2           0.4   \n",
       "\n",
       "      score  breakoutlist linkedin wealthfront editors  \\\n",
       "982   0.504             0        0           0       0   \n",
       "999   0.479             0        0           0       0   \n",
       "1214  0.421             0        0           0       0   \n",
       "1326  0.395             0        0           0       0   \n",
       "1289  0.377             0        0           0       0   \n",
       "1394  0.360             0        0           0       0   \n",
       "\n",
       "                                                funding  \\\n",
       "982   [(Andreessen Horowitz, Seed Round ), (Abstract...   \n",
       "999   [(Andreessen Horowitz, Seed Round ), (SciFi VC...   \n",
       "1214  [(SV Angel, Seed Round ), (Index Ventures, See...   \n",
       "1326  [(Sam Shank, Seed Round ), (Irelandia Aviation...   \n",
       "1289  [(Y Combinator, Seed Round ), (SV Angel, Seed ...   \n",
       "1394  [(Max Levchin, Seed Round ), (Y Combinator, Se...   \n",
       "\n",
       "                                          top_investors  investor_score  \n",
       "982   [Andreessen Horowitz, SV2, Abstract Ventures, ...        0.256429  \n",
       "999   [Andreessen Horowitz, Durant Company, SciFi VC...        0.256429  \n",
       "1214  [SV Angel, Index Ventures, InReach Ventures, I...        0.211520  \n",
       "1326  [Sam Shank, Steve Hafner, Blake Krikorian, Ali...        0.200000  \n",
       "1289  [Y Combinator, SV Angel, Uncork Capital, Trife...        0.236772  \n",
       "1394  [Max Levchin, Y Combinator, First Round Capita...        0.287786  \n",
       "\n",
       "[6 rows x 31 columns]"
      ]
     },
     "execution_count": 228,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "finance = plotdata[plotdata.categories.str.contains(\"FinTech\", na=False)]\n",
    "finance = finance[finance.last_funding_type.str.contains('Seed')]\n",
    "finance.sort_values('score', ascending=False).head(30)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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