{
 "metadata": {
  "name": ""
 },
 "nbformat": 3,
 "nbformat_minor": 0,
 "worksheets": [
  {
   "cells": [
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import numpy as np\n",
      "import pandas as pd\n",
      "\n",
      "figsize(15, 5)\n",
      "\n",
      "df = pd.read_csv('crunchbase.csv')\n",
      "\n",
      "df.head(5)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>permalink</th>\n",
        "      <th>name</th>\n",
        "      <th>homepage_url</th>\n",
        "      <th>category_code</th>\n",
        "      <th>funding_total_usd</th>\n",
        "      <th>status</th>\n",
        "      <th>country_code</th>\n",
        "      <th>state_code</th>\n",
        "      <th>region</th>\n",
        "      <th>city</th>\n",
        "      <th>funding_rounds</th>\n",
        "      <th>founded_at</th>\n",
        "      <th> founded_month </th>\n",
        "      <th>founded_quarter</th>\n",
        "      <th>founded_year</th>\n",
        "      <th>first_funding_at</th>\n",
        "      <th>last_funding_at</th>\n",
        "      <th>last_milestone_at</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td>  /company/canal-do-credito</td>\n",
        "      <td>   Canal do Credito</td>\n",
        "      <td> http://www.canaldocredito.com.br</td>\n",
        "      <td>     finance</td>\n",
        "      <td>  750000</td>\n",
        "      <td> operating</td>\n",
        "      <td> BRA</td>\n",
        "      <td> NaN</td>\n",
        "      <td> Belo Horizonte</td>\n",
        "      <td> Belo Horizonte</td>\n",
        "      <td> 1</td>\n",
        "      <td>    NaN</td>\n",
        "      <td>       NaN</td>\n",
        "      <td>     NaN</td>\n",
        "      <td>  NaN</td>\n",
        "      <td>  1/1/10</td>\n",
        "      <td>  1/1/10</td>\n",
        "      <td>      NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>           /company/waywire</td>\n",
        "      <td>           #waywire</td>\n",
        "      <td>           http://www.waywire.com</td>\n",
        "      <td>        news</td>\n",
        "      <td> 1750000</td>\n",
        "      <td>  acquired</td>\n",
        "      <td> USA</td>\n",
        "      <td>  NY</td>\n",
        "      <td>       New York</td>\n",
        "      <td>       New York</td>\n",
        "      <td> 1</td>\n",
        "      <td> 6/1/12</td>\n",
        "      <td>  2012-06 </td>\n",
        "      <td> 2012-Q2</td>\n",
        "      <td> 2012</td>\n",
        "      <td> 6/30/12</td>\n",
        "      <td> 6/30/12</td>\n",
        "      <td> 10/17/13</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td> /company/tv-communications</td>\n",
        "      <td> &amp;TV Communications</td>\n",
        "      <td>            http://enjoyandtv.com</td>\n",
        "      <td> games_video</td>\n",
        "      <td> 4000000</td>\n",
        "      <td> operating</td>\n",
        "      <td> USA</td>\n",
        "      <td>  CA</td>\n",
        "      <td>    Los Angeles</td>\n",
        "      <td>    Los Angeles</td>\n",
        "      <td> 2</td>\n",
        "      <td>    NaN</td>\n",
        "      <td>       NaN</td>\n",
        "      <td>     NaN</td>\n",
        "      <td>  NaN</td>\n",
        "      <td>  6/4/10</td>\n",
        "      <td> 9/23/10</td>\n",
        "      <td>      NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td>  /company/in-touch-network</td>\n",
        "      <td>  (In)Touch Network</td>\n",
        "      <td>    http://www.InTouchNetwork.com</td>\n",
        "      <td>   ecommerce</td>\n",
        "      <td> 1500000</td>\n",
        "      <td> operating</td>\n",
        "      <td> GBR</td>\n",
        "      <td> NaN</td>\n",
        "      <td>         London</td>\n",
        "      <td>         London</td>\n",
        "      <td> 1</td>\n",
        "      <td> 4/1/11</td>\n",
        "      <td>  2011-04 </td>\n",
        "      <td> 2011-Q2</td>\n",
        "      <td> 2011</td>\n",
        "      <td>  4/1/11</td>\n",
        "      <td>  4/1/11</td>\n",
        "      <td> 11/15/13</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
        "      <td>           /company/n-plusn</td>\n",
        "      <td>             #NAME?</td>\n",
        "      <td>                 http://plusn.com</td>\n",
        "      <td>    software</td>\n",
        "      <td>  600000</td>\n",
        "      <td> operating</td>\n",
        "      <td> USA</td>\n",
        "      <td>  NY</td>\n",
        "      <td>       New York</td>\n",
        "      <td>       New York</td>\n",
        "      <td> 1</td>\n",
        "      <td> 1/1/12</td>\n",
        "      <td>  2012-01 </td>\n",
        "      <td> 2012-Q1</td>\n",
        "      <td> 2012</td>\n",
        "      <td> 8/29/12</td>\n",
        "      <td> 8/29/12</td>\n",
        "      <td>      NaN</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 28,
       "text": [
        "                    permalink                name  \\\n",
        "0   /company/canal-do-credito    Canal do Credito   \n",
        "1            /company/waywire            #waywire   \n",
        "2  /company/tv-communications  &TV Communications   \n",
        "3   /company/in-touch-network   (In)Touch Network   \n",
        "4            /company/n-plusn              #NAME?   \n",
        "\n",
        "                       homepage_url category_code  funding_total_usd  \\\n",
        "0  http://www.canaldocredito.com.br       finance             750000   \n",
        "1            http://www.waywire.com          news            1750000   \n",
        "2             http://enjoyandtv.com   games_video            4000000   \n",
        "3     http://www.InTouchNetwork.com     ecommerce            1500000   \n",
        "4                  http://plusn.com      software             600000   \n",
        "\n",
        "      status country_code state_code          region            city  \\\n",
        "0  operating          BRA        NaN  Belo Horizonte  Belo Horizonte   \n",
        "1   acquired          USA         NY        New York        New York   \n",
        "2  operating          USA         CA     Los Angeles     Los Angeles   \n",
        "3  operating          GBR        NaN          London          London   \n",
        "4  operating          USA         NY        New York        New York   \n",
        "\n",
        "   funding_rounds founded_at  founded_month  founded_quarter  founded_year  \\\n",
        "0               1        NaN             NaN             NaN           NaN   \n",
        "1               1     6/1/12        2012-06          2012-Q2          2012   \n",
        "2               2        NaN             NaN             NaN           NaN   \n",
        "3               1     4/1/11        2011-04          2011-Q2          2011   \n",
        "4               1     1/1/12        2012-01          2012-Q1          2012   \n",
        "\n",
        "  first_funding_at last_funding_at last_milestone_at  \n",
        "0           1/1/10          1/1/10               NaN  \n",
        "1          6/30/12         6/30/12          10/17/13  \n",
        "2           6/4/10         9/23/10               NaN  \n",
        "3           4/1/11          4/1/11          11/15/13  \n",
        "4          8/29/12         8/29/12               NaN  "
       ]
      }
     ],
     "prompt_number": 28
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "df = df.dropna(subset=['founded_year', 'category_code'])"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 29
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "df = df[ (df['founded_year'] >= 2000) & (df['founded_year'] <= 2013) ]"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 30
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "df = df[ df['region'] != 'unknown' ]\n",
      "\n",
      "df['region'].value_counts().head(10).plot(kind='bar')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 31,
       "text": [
        "<matplotlib.axes.AxesSubplot at 0x10d49ecd0>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
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AAAAAD6N5iyjHdgGeFy37lyONHM0gR/fI0AxyNIMc3SNDM8jRvWjJkOYNAAAAADzgpDNv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\nADZA8QYAAAAANkDxBgAAAAA28C9eY+pBnWyLaAAAAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x10d49e790>"
       ]
      }
     ],
     "prompt_number": 31
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "df.groupby('region')['name'].count().order(ascending=False).head(5)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 32,
       "text": [
        "region\n",
        "SF Bay         4247\n",
        "New York       1642\n",
        "Boston         1047\n",
        "Los Angeles     966\n",
        "London          857\n",
        "dtype: int64"
       ]
      }
     ],
     "prompt_number": 32
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "num_companies = df.groupby('founded_year')['name'].count()\n",
      "total_funding = df.groupby('founded_year')['funding_total_usd'].sum()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 33
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "pd.DataFrame({ 'num_companies' : num_companies, 'total_funding' : total_funding }).plot(secondary_y='total_funding')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 34,
       "text": [
        "<matplotlib.axes.AxesSubplot at 0x1086d2990>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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ZMzp16kRAQMAbM+2/3tiSWf2gUutQv6b01td7m3X3hG6Kjo7GzMyM4ODgdFvt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\nIuJm/h/nGS/x0sTRrgAAAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x1086e89d0>"
       ]
      }
     ],
     "prompt_number": 34
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "sf_funding = df[df['region'] == 'SF Bay'].groupby('founded_year')['funding_total_usd'].sum()\n",
      "bos_funding = df[df['region'] == 'Boston'].groupby('founded_year')['funding_total_usd'].sum()\n",
      "ny_funding = df[df['region'] == 'New York'].groupby('founded_year')['funding_total_usd'].sum()\n",
      "\n",
      "(sf_funding / total_funding).plot()\n",
      "(bos_funding / total_funding).plot()\n",
      "(ny_funding / total_funding).plot()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 35,
       "text": [
        "<matplotlib.axes.AxesSubplot at 0x10b6eb310>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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6p9Ps18hd3rl2LWzaZA5tiY6GgwchKws+/hiCi0ADEjvlVs5kt/zGx8P06eY5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\nVpKSkvDss88iKSkJTU1NkEgkMDY2RmNjIxYsWIBt27Zhwc0PDnkDaIg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       "text": [
        "<matplotlib.figure.Figure at 0x10c125f10>"
       ]
      }
     ],
     "prompt_number": 35
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 35
    }
   ],
   "metadata": {}
  }
 ]
}