Spark Funds Industrial Assignment - 1.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# CHECKPOINT 1 :- Data Cleaning 1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Read the companies file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "companies=pd.read_csv(r'C:\\Users\\KARNIKA SAXENA\\Desktop\\DataScience\\Assignments\\Spark Funds Industrial Assignment - 1\\companies.txt',encoding='ISO-8859-1',delimiter='\\t')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Read the rounds2 file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "rounds2=pd.read_csv(r'C:\\Users\\KARNIKA SAXENA\\Desktop\\DataScience\\Assignments\\Spark Funds Industrial Assignment - 1\\rounds2.csv',encoding='ISO-8859-1')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
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       "      <th>5</th>\n",
       "      <td>/ORGANIZATION/004-TECHNOLOGIES</td>\n",
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       "      <td>/ORGANIZATION/0NDINE-BIOMEDICAL-INC</td>\n",
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       "      <td>seed</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11-09-2009</td>\n",
       "      <td>43360.0</td>\n",
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       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>/organization/0ndine-biomedical-inc</td>\n",
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       "      <td>22-05-2013</td>\n",
       "      <td>3000000.0</td>\n",
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       "      <td>/organization/0xdata</td>\n",
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       "      <td>/ORGANIZATION/0XDATA</td>\n",
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       "      <th>13</th>\n",
       "      <td>/ORGANIZATION/1</td>\n",
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       "      <td>/organization/1</td>\n",
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       "      <td>/ORGANIZATION/1</td>\n",
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       "      <td>40000.0</td>\n",
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       "      <td>equity_crowdfunding</td>\n",
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       "      <td>21-04-2013</td>\n",
       "      <td>NaN</td>\n",
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       "      <th>18</th>\n",
       "      <td>/organization/1-618-technology</td>\n",
       "      <td>/funding-round/83b8f4c7d37ecef5e001a5e953bf461a</td>\n",
       "      <td>equity_crowdfunding</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22-01-2014</td>\n",
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       "      <td>/ORGANIZATION/1-800-DENTIST</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>/organization/1-800-doctors</td>\n",
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       "      <th>21</th>\n",
       "      <td>/ORGANIZATION/1-800-PUBLICRELATIONS-INC-</td>\n",
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       "      <td>private_equity</td>\n",
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       "      <td>6000000.0</td>\n",
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       "      <td>/organization/1-mainstream</td>\n",
       "      <td>/funding-round/b952cbaf401f310927430c97b68162ea</td>\n",
       "      <td>venture</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17-03-2015</td>\n",
       "      <td>5000000.0</td>\n",
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       "      <td>convertible_note</td>\n",
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       "      <td>100000.0</td>\n",
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       "    <tr>\n",
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       "      <td>debt_financing</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11-01-2011</td>\n",
       "      <td>800000.0</td>\n",
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       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>/ORGANIZATION/10-20-MEDIA</td>\n",
       "      <td>/funding-round/8025ee9c11a586eac4a234ddec7beb30</td>\n",
       "      <td>debt_financing</td>\n",
       "      <td>NaN</td>\n",
       "      <td>18-06-2009</td>\n",
       "      <td>500000.0</td>\n",
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       "      <td>/organization/10-20-media</td>\n",
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       "      <td>debt_financing</td>\n",
       "      <td>NaN</td>\n",
       "      <td>28-12-2011</td>\n",
       "      <td>500000.0</td>\n",
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       "      <td>/ORGANIZATION/10-20-MEDIA</td>\n",
       "      <td>/funding-round/d205f5416ce55e126beda3ed2bf2c2cd</td>\n",
       "      <td>debt_financing</td>\n",
       "      <td>NaN</td>\n",
       "      <td>30-03-2010</td>\n",
       "      <td>250000.0</td>\n",
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       "      <th>28</th>\n",
       "      <td>/organization/10-minutes-with</td>\n",
       "      <td>/funding-round/0faccbbcc5818dc5326469f13f5a8ac8</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>09-10-2014</td>\n",
       "      <td>4000000.0</td>\n",
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       "      <th>29</th>\n",
       "      <td>/ORGANIZATION/10-MINUTES-WITH</td>\n",
       "      <td>/funding-round/f245a74b4c54610ae843e17bdf4d1113</td>\n",
       "      <td>seed</td>\n",
       "      <td>NaN</td>\n",
       "      <td>01-01-2013</td>\n",
       "      <td>400000.0</td>\n",
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       "      <td>18-09-2012</td>\n",
       "      <td>2325000.0</td>\n",
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       "      <th>114920</th>\n",
       "      <td>/organization/zyomyx-inc</td>\n",
       "      <td>/funding-round/4191cb5258d3863b0212d1083881da64</td>\n",
       "      <td>venture</td>\n",
       "      <td>B</td>\n",
       "      <td>30-06-2013</td>\n",
       "      <td>12000000.0</td>\n",
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       "    <tr>\n",
       "      <th>114921</th>\n",
       "      <td>/ORGANIZATION/ZYOMYX-INC</td>\n",
       "      <td>/funding-round/85443f5438bfd50104b9591eabc95c94</td>\n",
       "      <td>grant</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26-03-2014</td>\n",
       "      <td>7500000.0</td>\n",
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       "    <tr>\n",
       "      <th>114922</th>\n",
       "      <td>/organization/zyomyx-inc</td>\n",
       "      <td>/funding-round/b4fce7f8a13267353d57db09099800e8</td>\n",
       "      <td>venture</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11-07-2013</td>\n",
       "      <td>14219999.0</td>\n",
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       "      <th>114923</th>\n",
       "      <td>/ORGANIZATION/ZYOMYX-INC</td>\n",
       "      <td>/funding-round/ea5b21da6cf999ff4d5667431fe318d7</td>\n",
       "      <td>venture</td>\n",
       "      <td>NaN</td>\n",
       "      <td>29-01-2010</td>\n",
       "      <td>555016.0</td>\n",
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       "      <th>114924</th>\n",
       "      <td>/organization/zype</td>\n",
       "      <td>/funding-round/24e8134882bf6c4dcc385abba0acd5d9</td>\n",
       "      <td>seed</td>\n",
       "      <td>NaN</td>\n",
       "      <td>01-04-2015</td>\n",
       "      <td>1700000.0</td>\n",
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       "    <tr>\n",
       "      <th>114925</th>\n",
       "      <td>/ORGANIZATION/ZYPE</td>\n",
       "      <td>/funding-round/c9f5097b3617c7539aa47c8b448163be</td>\n",
       "      <td>seed</td>\n",
       "      <td>NaN</td>\n",
       "      <td>27-10-2015</td>\n",
       "      <td>1600000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114926</th>\n",
       "      <td>/organization/zypsee</td>\n",
       "      <td>/funding-round/472c6f7940522552fcca465b8cd3deef</td>\n",
       "      <td>seed</td>\n",
       "      <td>NaN</td>\n",
       "      <td>25-09-2013</td>\n",
       "      <td>2150000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114927</th>\n",
       "      <td>/ORGANIZATION/ZYPSEE</td>\n",
       "      <td>/funding-round/c67e22c5448435adaf5a2d101e449dde</td>\n",
       "      <td>seed</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26-07-2013</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114928</th>\n",
       "      <td>/organization/zyraz-technology</td>\n",
       "      <td>/funding-round/3c3ae0f177e01a04deea811e1828be35</td>\n",
       "      <td>private_equity</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15-02-2013</td>\n",
       "      <td>20967.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114929</th>\n",
       "      <td>/ORGANIZATION/ZYRAZ-TECHNOLOGY</td>\n",
       "      <td>/funding-round/55f33b179dd6f4516315348c1e8350c6</td>\n",
       "      <td>angel</td>\n",
       "      <td>NaN</td>\n",
       "      <td>01-01-2008</td>\n",
       "      <td>2007363.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114930</th>\n",
       "      <td>/organization/zyraz-technology</td>\n",
       "      <td>/funding-round/c05aab2155e390066d51c6852ff61464</td>\n",
       "      <td>grant</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11-09-2009</td>\n",
       "      <td>5400000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114931</th>\n",
       "      <td>/ORGANIZATION/ZYRAZ-TECHNOLOGY</td>\n",
       "      <td>/funding-round/e949f077c943db197f20e43c2eb8d0e6</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>09-10-2009</td>\n",
       "      <td>7991547.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114932</th>\n",
       "      <td>/organization/zyrra</td>\n",
       "      <td>/funding-round/2a13fa52848ace2760b224a350a76b40</td>\n",
       "      <td>seed</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15-11-2010</td>\n",
       "      <td>445000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114933</th>\n",
       "      <td>/ORGANIZATION/ZYRRA</td>\n",
       "      <td>/funding-round/39baf35e59eb3efc5409cd4c5eaa50e1</td>\n",
       "      <td>seed</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21-10-2010</td>\n",
       "      <td>50000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114934</th>\n",
       "      <td>/organization/zyrra</td>\n",
       "      <td>/funding-round/7a0fa791c96c9c447ee54662395beab9</td>\n",
       "      <td>venture</td>\n",
       "      <td>NaN</td>\n",
       "      <td>18-10-2012</td>\n",
       "      <td>140500.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114935</th>\n",
       "      <td>/ORGANIZATION/ZYRRA</td>\n",
       "      <td>/funding-round/cc8cd96a500332d5b4f4bcbddb306099</td>\n",
       "      <td>angel</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15-12-2010</td>\n",
       "      <td>875000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114936</th>\n",
       "      <td>/organization/zystor</td>\n",
       "      <td>/funding-round/7ea37c0ff4132b084832039a9380d34e</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>16-12-2004</td>\n",
       "      <td>8500000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114937</th>\n",
       "      <td>/ORGANIZATION/ZYTOPROTEC</td>\n",
       "      <td>/funding-round/0c43e717298296d2fb334fb236300f6e</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>29-01-2013</td>\n",
       "      <td>2686600.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114938</th>\n",
       "      <td>/organization/zzish</td>\n",
       "      <td>/funding-round/34b560f672bebeb339a5efa3b27eae5d</td>\n",
       "      <td>grant</td>\n",
       "      <td>NaN</td>\n",
       "      <td>25-02-2015</td>\n",
       "      <td>400000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114939</th>\n",
       "      <td>/ORGANIZATION/ZZISH</td>\n",
       "      <td>/funding-round/4c82e18a8e3eab2647719d0fc27ead5f</td>\n",
       "      <td>angel</td>\n",
       "      <td>NaN</td>\n",
       "      <td>31-10-2014</td>\n",
       "      <td>400000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114940</th>\n",
       "      <td>/organization/zzish</td>\n",
       "      <td>/funding-round/73721fffc980d228f051e87422aa8732</td>\n",
       "      <td>seed</td>\n",
       "      <td>NaN</td>\n",
       "      <td>24-03-2014</td>\n",
       "      <td>320000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114941</th>\n",
       "      <td>/ORGANIZATION/ZZNODE-SCIENCE-AND-TECHNOLOGY-CO...</td>\n",
       "      <td>/funding-round/171693e1e07e0230defd8fddb6de4515</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>01-04-2012</td>\n",
       "      <td>1587301.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114942</th>\n",
       "      <td>/organization/zzzzapp-com</td>\n",
       "      <td>/funding-round/22ef2fafb4d20ac3aa4b86143dbf6c8e</td>\n",
       "      <td>seed</td>\n",
       "      <td>NaN</td>\n",
       "      <td>01-11-2011</td>\n",
       "      <td>7000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114943</th>\n",
       "      <td>/ORGANIZATION/ZZZZAPP-COM</td>\n",
       "      <td>/funding-round/6ba41360588bc6e3f77e9b50a0ebfafa</td>\n",
       "      <td>seed</td>\n",
       "      <td>NaN</td>\n",
       "      <td>01-08-2013</td>\n",
       "      <td>33149.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114944</th>\n",
       "      <td>/organization/zzzzapp-com</td>\n",
       "      <td>/funding-round/8f6d25b8ee4199e586484d817bceda05</td>\n",
       "      <td>convertible_note</td>\n",
       "      <td>NaN</td>\n",
       "      <td>01-03-2014</td>\n",
       "      <td>41313.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114945</th>\n",
       "      <td>/ORGANIZATION/ZZZZAPP-COM</td>\n",
       "      <td>/funding-round/ff1aa06ed5da186c84f101549035d4ae</td>\n",
       "      <td>seed</td>\n",
       "      <td>NaN</td>\n",
       "      <td>01-05-2013</td>\n",
       "      <td>32842.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114946</th>\n",
       "      <td>/organization/ãeron</td>\n",
       "      <td>/funding-round/59f4dce44723b794f21ded3daed6e4fe</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>01-08-2014</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114947</th>\n",
       "      <td>/ORGANIZATION/ÃASYS-2</td>\n",
       "      <td>/funding-round/35f09d0794651719b02bbfd859ba9ff5</td>\n",
       "      <td>seed</td>\n",
       "      <td>NaN</td>\n",
       "      <td>01-01-2015</td>\n",
       "      <td>18192.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114948</th>\n",
       "      <td>/organization/ä°novatiff-reklam-ve-tanä±tä±m-h...</td>\n",
       "      <td>/funding-round/af942869878d2cd788ef5189b435ebc4</td>\n",
       "      <td>grant</td>\n",
       "      <td>NaN</td>\n",
       "      <td>01-10-2013</td>\n",
       "      <td>14851.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>114949 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                        company_permalink  \\\n",
       "0                                     /organization/-fame   \n",
       "1                                  /ORGANIZATION/-QOUNTER   \n",
       "2                                  /organization/-qounter   \n",
       "3                     /ORGANIZATION/-THE-ONE-OF-THEM-INC-   \n",
       "4                                   /organization/0-6-com   \n",
       "5                          /ORGANIZATION/004-TECHNOLOGIES   \n",
       "6                        /organization/01games-technology   \n",
       "7                     /ORGANIZATION/0NDINE-BIOMEDICAL-INC   \n",
       "8                     /organization/0ndine-biomedical-inc   \n",
       "9                                    /ORGANIZATION/0XDATA   \n",
       "10                                   /organization/0xdata   \n",
       "11                                   /ORGANIZATION/0XDATA   \n",
       "12                                   /organization/0xdata   \n",
       "13                                        /ORGANIZATION/1   \n",
       "14                                        /organization/1   \n",
       "15                                        /ORGANIZATION/1   \n",
       "16                              /organization/1-2-3-listo   \n",
       "17                                  /ORGANIZATION/1-4-ALL   \n",
       "18                         /organization/1-618-technology   \n",
       "19                            /ORGANIZATION/1-800-DENTIST   \n",
       "20                            /organization/1-800-doctors   \n",
       "21               /ORGANIZATION/1-800-PUBLICRELATIONS-INC-   \n",
       "22                             /organization/1-mainstream   \n",
       "23                                  /ORGANIZATION/1-OF-99   \n",
       "24                              /organization/10-20-media   \n",
       "25                              /ORGANIZATION/10-20-MEDIA   \n",
       "26                              /organization/10-20-media   \n",
       "27                              /ORGANIZATION/10-20-MEDIA   \n",
       "28                          /organization/10-minutes-with   \n",
       "29                          /ORGANIZATION/10-MINUTES-WITH   \n",
       "...                                                   ...   \n",
       "114919                              /ORGANIZATION/ZYNSTRA   \n",
       "114920                           /organization/zyomyx-inc   \n",
       "114921                           /ORGANIZATION/ZYOMYX-INC   \n",
       "114922                           /organization/zyomyx-inc   \n",
       "114923                           /ORGANIZATION/ZYOMYX-INC   \n",
       "114924                                 /organization/zype   \n",
       "114925                                 /ORGANIZATION/ZYPE   \n",
       "114926                               /organization/zypsee   \n",
       "114927                               /ORGANIZATION/ZYPSEE   \n",
       "114928                     /organization/zyraz-technology   \n",
       "114929                     /ORGANIZATION/ZYRAZ-TECHNOLOGY   \n",
       "114930                     /organization/zyraz-technology   \n",
       "114931                     /ORGANIZATION/ZYRAZ-TECHNOLOGY   \n",
       "114932                                /organization/zyrra   \n",
       "114933                                /ORGANIZATION/ZYRRA   \n",
       "114934                                /organization/zyrra   \n",
       "114935                                /ORGANIZATION/ZYRRA   \n",
       "114936                               /organization/zystor   \n",
       "114937                           /ORGANIZATION/ZYTOPROTEC   \n",
       "114938                                /organization/zzish   \n",
       "114939                                /ORGANIZATION/ZZISH   \n",
       "114940                                /organization/zzish   \n",
       "114941  /ORGANIZATION/ZZNODE-SCIENCE-AND-TECHNOLOGY-CO...   \n",
       "114942                          /organization/zzzzapp-com   \n",
       "114943                          /ORGANIZATION/ZZZZAPP-COM   \n",
       "114944                          /organization/zzzzapp-com   \n",
       "114945                          /ORGANIZATION/ZZZZAPP-COM   \n",
       "114946                               /organization/ãeron   \n",
       "114947                             /ORGANIZATION/ÃASYS-2   \n",
       "114948  /organization/ä°novatiff-reklam-ve-tanä±tä±m-h...   \n",
       "\n",
       "                                funding_round_permalink   funding_round_type  \\\n",
       "0       /funding-round/9a01d05418af9f794eebff7ace91f638              venture   \n",
       "1       /funding-round/22dacff496eb7acb2b901dec1dfe5633              venture   \n",
       "2       /funding-round/b44fbb94153f6cdef13083530bb48030                 seed   \n",
       "3       /funding-round/650b8f704416801069bb178a1418776b              venture   \n",
       "4       /funding-round/5727accaeaa57461bd22a9bdd945382d              venture   \n",
       "5       /funding-round/1278dd4e6a37fa4b7d7e06c21b3c1830              venture   \n",
       "6       /funding-round/7d53696f2b4f607a2f2a8cbb83d01839          undisclosed   \n",
       "7       /funding-round/2b9d3ac293d5cdccbecff5c8cb0f327d                 seed   \n",
       "8       /funding-round/954b9499724b946ad8c396a57a5f3b72              venture   \n",
       "9       /funding-round/383a9bd2c04f7038bb543ccef5ba3eae                 seed   \n",
       "10      /funding-round/3bb2ee4a2d89251a10aaa735b1180e44              venture   \n",
       "11      /funding-round/ae2a174c06517c2394aed45006322a7e              venture   \n",
       "12      /funding-round/e1cfcbe1bdf4c70277c5f29a3482f24e              venture   \n",
       "13      /funding-round/03b975068632eba5bfdb937ec8c07a68                 seed   \n",
       "14      /funding-round/5de6d8828aef7d925d97918d15727670          undisclosed   \n",
       "15      /funding-round/e82464f22241715dd1a6c77241055ed1                 seed   \n",
       "16      /funding-round/6de4609e894495105bc791ed64361288                 seed   \n",
       "17      /funding-round/e97a192e13ea0ee3c4f71136b4f3ec16  equity_crowdfunding   \n",
       "18      /funding-round/83b8f4c7d37ecef5e001a5e953bf461a  equity_crowdfunding   \n",
       "19      /funding-round/5274aacc211163fc7c86539ce94bbacc          undisclosed   \n",
       "20      /funding-round/9eb8c7790a0c200d79e75785d1c4aa12     convertible_note   \n",
       "21      /funding-round/11c228f58831bc7ed337ef69ecc560c2       private_equity   \n",
       "22      /funding-round/b952cbaf401f310927430c97b68162ea              venture   \n",
       "23      /funding-round/b5c811f561cfb5701cd5b1762120bbc3     convertible_note   \n",
       "24      /funding-round/436874dc54b54460f99f44c06e50990a       debt_financing   \n",
       "25      /funding-round/8025ee9c11a586eac4a234ddec7beb30       debt_financing   \n",
       "26      /funding-round/a884bf8326b9fd59789c0f74a28dbc3b       debt_financing   \n",
       "27      /funding-round/d205f5416ce55e126beda3ed2bf2c2cd       debt_financing   \n",
       "28      /funding-round/0faccbbcc5818dc5326469f13f5a8ac8              venture   \n",
       "29      /funding-round/f245a74b4c54610ae843e17bdf4d1113                 seed   \n",
       "...                                                 ...                  ...   \n",
       "114919  /funding-round/dee233b3434185c14b3352034f72d798                angel   \n",
       "114920  /funding-round/4191cb5258d3863b0212d1083881da64              venture   \n",
       "114921  /funding-round/85443f5438bfd50104b9591eabc95c94                grant   \n",
       "114922  /funding-round/b4fce7f8a13267353d57db09099800e8              venture   \n",
       "114923  /funding-round/ea5b21da6cf999ff4d5667431fe318d7              venture   \n",
       "114924  /funding-round/24e8134882bf6c4dcc385abba0acd5d9                 seed   \n",
       "114925  /funding-round/c9f5097b3617c7539aa47c8b448163be                 seed   \n",
       "114926  /funding-round/472c6f7940522552fcca465b8cd3deef                 seed   \n",
       "114927  /funding-round/c67e22c5448435adaf5a2d101e449dde                 seed   \n",
       "114928  /funding-round/3c3ae0f177e01a04deea811e1828be35       private_equity   \n",
       "114929  /funding-round/55f33b179dd6f4516315348c1e8350c6                angel   \n",
       "114930  /funding-round/c05aab2155e390066d51c6852ff61464                grant   \n",
       "114931  /funding-round/e949f077c943db197f20e43c2eb8d0e6              venture   \n",
       "114932  /funding-round/2a13fa52848ace2760b224a350a76b40                 seed   \n",
       "114933  /funding-round/39baf35e59eb3efc5409cd4c5eaa50e1                 seed   \n",
       "114934  /funding-round/7a0fa791c96c9c447ee54662395beab9              venture   \n",
       "114935  /funding-round/cc8cd96a500332d5b4f4bcbddb306099                angel   \n",
       "114936  /funding-round/7ea37c0ff4132b084832039a9380d34e              venture   \n",
       "114937  /funding-round/0c43e717298296d2fb334fb236300f6e              venture   \n",
       "114938  /funding-round/34b560f672bebeb339a5efa3b27eae5d                grant   \n",
       "114939  /funding-round/4c82e18a8e3eab2647719d0fc27ead5f                angel   \n",
       "114940  /funding-round/73721fffc980d228f051e87422aa8732                 seed   \n",
       "114941  /funding-round/171693e1e07e0230defd8fddb6de4515              venture   \n",
       "114942  /funding-round/22ef2fafb4d20ac3aa4b86143dbf6c8e                 seed   \n",
       "114943  /funding-round/6ba41360588bc6e3f77e9b50a0ebfafa                 seed   \n",
       "114944  /funding-round/8f6d25b8ee4199e586484d817bceda05     convertible_note   \n",
       "114945  /funding-round/ff1aa06ed5da186c84f101549035d4ae                 seed   \n",
       "114946  /funding-round/59f4dce44723b794f21ded3daed6e4fe              venture   \n",
       "114947  /funding-round/35f09d0794651719b02bbfd859ba9ff5                 seed   \n",
       "114948  /funding-round/af942869878d2cd788ef5189b435ebc4                grant   \n",
       "\n",
       "       funding_round_code   funded_at  raised_amount_usd  \n",
       "0                       B  05-01-2015         10000000.0  \n",
       "1                       A  14-10-2014                NaN  \n",
       "2                     NaN  01-03-2014           700000.0  \n",
       "3                       B  30-01-2014          3406878.0  \n",
       "4                       A  19-03-2008          2000000.0  \n",
       "5                     NaN  24-07-2014                NaN  \n",
       "6                     NaN  01-07-2014            41250.0  \n",
       "7                     NaN  11-09-2009            43360.0  \n",
       "8                     NaN  21-12-2009           719491.0  \n",
       "9                     NaN  22-05-2013          3000000.0  \n",
       "10                      B  09-11-2015         20000000.0  \n",
       "11                    NaN  03-01-2013          1700000.0  \n",
       "12                      A  19-07-2014          8900000.0  \n",
       "13                    NaN  05-02-2014           150000.0  \n",
       "14                    NaN  05-02-2013                NaN  \n",
       "15                    NaN  20-07-2011          1000050.0  \n",
       "16                    NaN  18-02-2013            40000.0  \n",
       "17                    NaN  21-04-2013                NaN  \n",
       "18                    NaN  22-01-2014                NaN  \n",
       "19                    NaN  19-08-2010                NaN  \n",
       "20                    NaN  02-03-2011          1750000.0  \n",
       "21                    NaN  01-02-2015          6000000.0  \n",
       "22                    NaN  17-03-2015          5000000.0  \n",
       "23                    NaN  13-12-2014           100000.0  \n",
       "24                    NaN  11-01-2011           800000.0  \n",
       "25                    NaN  18-06-2009           500000.0  \n",
       "26                    NaN  28-12-2011           500000.0  \n",
       "27                    NaN  30-03-2010           250000.0  \n",
       "28                      A  09-10-2014          4000000.0  \n",
       "29                    NaN  01-01-2013           400000.0  \n",
       "...                   ...         ...                ...  \n",
       "114919                NaN  18-09-2012          2325000.0  \n",
       "114920                  B  30-06-2013         12000000.0  \n",
       "114921                NaN  26-03-2014          7500000.0  \n",
       "114922                NaN  11-07-2013         14219999.0  \n",
       "114923                NaN  29-01-2010           555016.0  \n",
       "114924                NaN  01-04-2015          1700000.0  \n",
       "114925                NaN  27-10-2015          1600000.0  \n",
       "114926                NaN  25-09-2013          2150000.0  \n",
       "114927                NaN  26-07-2013                NaN  \n",
       "114928                NaN  15-02-2013            20967.0  \n",
       "114929                NaN  01-01-2008          2007363.0  \n",
       "114930                NaN  11-09-2009          5400000.0  \n",
       "114931                  A  09-10-2009          7991547.0  \n",
       "114932                NaN  15-11-2010           445000.0  \n",
       "114933                NaN  21-10-2010            50000.0  \n",
       "114934                NaN  18-10-2012           140500.0  \n",
       "114935                NaN  15-12-2010           875000.0  \n",
       "114936                  A  16-12-2004          8500000.0  \n",
       "114937                  A  29-01-2013          2686600.0  \n",
       "114938                NaN  25-02-2015           400000.0  \n",
       "114939                NaN  31-10-2014           400000.0  \n",
       "114940                NaN  24-03-2014           320000.0  \n",
       "114941                  A  01-04-2012          1587301.0  \n",
       "114942                NaN  01-11-2011             7000.0  \n",
       "114943                NaN  01-08-2013            33149.0  \n",
       "114944                NaN  01-03-2014            41313.0  \n",
       "114945                NaN  01-05-2013            32842.0  \n",
       "114946                  A  01-08-2014                NaN  \n",
       "114947                NaN  01-01-2015            18192.0  \n",
       "114948                NaN  01-10-2013            14851.0  \n",
       "\n",
       "[114949 rows x 6 columns]"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rounds2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### removing junk data from rounds2 company_permalink column "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>company_permalink</th>\n",
       "      <th>funding_round_permalink</th>\n",
       "      <th>funding_round_type</th>\n",
       "      <th>funding_round_code</th>\n",
       "      <th>funded_at</th>\n",
       "      <th>raised_amount_usd</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>/organization/-fame</td>\n",
       "      <td>/funding-round/9a01d05418af9f794eebff7ace91f638</td>\n",
       "      <td>venture</td>\n",
       "      <td>B</td>\n",
       "      <td>05-01-2015</td>\n",
       "      <td>10000000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>/ORGANIZATION/-QOUNTER</td>\n",
       "      <td>/funding-round/22dacff496eb7acb2b901dec1dfe5633</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>14-10-2014</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>/organization/-qounter</td>\n",
       "      <td>/funding-round/b44fbb94153f6cdef13083530bb48030</td>\n",
       "      <td>seed</td>\n",
       "      <td>NaN</td>\n",
       "      <td>01-03-2014</td>\n",
       "      <td>700000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>/ORGANIZATION/-THE-ONE-OF-THEM-INC-</td>\n",
       "      <td>/funding-round/650b8f704416801069bb178a1418776b</td>\n",
       "      <td>venture</td>\n",
       "      <td>B</td>\n",
       "      <td>30-01-2014</td>\n",
       "      <td>3406878.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>/organization/0-6-com</td>\n",
       "      <td>/funding-round/5727accaeaa57461bd22a9bdd945382d</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>19-03-2008</td>\n",
       "      <td>2000000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>/ORGANIZATION/004-TECHNOLOGIES</td>\n",
       "      <td>/funding-round/1278dd4e6a37fa4b7d7e06c21b3c1830</td>\n",
       "      <td>venture</td>\n",
       "      <td>NaN</td>\n",
       "      <td>24-07-2014</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>/organization/01games-technology</td>\n",
       "      <td>/funding-round/7d53696f2b4f607a2f2a8cbb83d01839</td>\n",
       "      <td>undisclosed</td>\n",
       "      <td>NaN</td>\n",
       "      <td>01-07-2014</td>\n",
       "      <td>41250.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>/ORGANIZATION/0NDINE-BIOMEDICAL-INC</td>\n",
       "      <td>/funding-round/2b9d3ac293d5cdccbecff5c8cb0f327d</td>\n",
       "      <td>seed</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11-09-2009</td>\n",
       "      <td>43360.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>/organization/0ndine-biomedical-inc</td>\n",
       "      <td>/funding-round/954b9499724b946ad8c396a57a5f3b72</td>\n",
       "      <td>venture</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21-12-2009</td>\n",
       "      <td>719491.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>/ORGANIZATION/0XDATA</td>\n",
       "      <td>/funding-round/383a9bd2c04f7038bb543ccef5ba3eae</td>\n",
       "      <td>seed</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22-05-2013</td>\n",
       "      <td>3000000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>/organization/0xdata</td>\n",
       "      <td>/funding-round/3bb2ee4a2d89251a10aaa735b1180e44</td>\n",
       "      <td>venture</td>\n",
       "      <td>B</td>\n",
       "      <td>09-11-2015</td>\n",
       "      <td>20000000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>/ORGANIZATION/0XDATA</td>\n",
       "      <td>/funding-round/ae2a174c06517c2394aed45006322a7e</td>\n",
       "      <td>venture</td>\n",
       "      <td>NaN</td>\n",
       "      <td>03-01-2013</td>\n",
       "      <td>1700000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>/organization/0xdata</td>\n",
       "      <td>/funding-round/e1cfcbe1bdf4c70277c5f29a3482f24e</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>19-07-2014</td>\n",
       "      <td>8900000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>/ORGANIZATION/1</td>\n",
       "      <td>/funding-round/03b975068632eba5bfdb937ec8c07a68</td>\n",
       "      <td>seed</td>\n",
       "      <td>NaN</td>\n",
       "      <td>05-02-2014</td>\n",
       "      <td>150000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>/organization/1</td>\n",
       "      <td>/funding-round/5de6d8828aef7d925d97918d15727670</td>\n",
       "      <td>undisclosed</td>\n",
       "      <td>NaN</td>\n",
       "      <td>05-02-2013</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>/ORGANIZATION/1</td>\n",
       "      <td>/funding-round/e82464f22241715dd1a6c77241055ed1</td>\n",
       "      <td>seed</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20-07-2011</td>\n",
       "      <td>1000050.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>/organization/1-2-3-listo</td>\n",
       "      <td>/funding-round/6de4609e894495105bc791ed64361288</td>\n",
       "      <td>seed</td>\n",
       "      <td>NaN</td>\n",
       "      <td>18-02-2013</td>\n",
       "      <td>40000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>/ORGANIZATION/1-4-ALL</td>\n",
       "      <td>/funding-round/e97a192e13ea0ee3c4f71136b4f3ec16</td>\n",
       "      <td>equity_crowdfunding</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21-04-2013</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>/organization/1-618-technology</td>\n",
       "      <td>/funding-round/83b8f4c7d37ecef5e001a5e953bf461a</td>\n",
       "      <td>equity_crowdfunding</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22-01-2014</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>/ORGANIZATION/1-800-DENTIST</td>\n",
       "      <td>/funding-round/5274aacc211163fc7c86539ce94bbacc</td>\n",
       "      <td>undisclosed</td>\n",
       "      <td>NaN</td>\n",
       "      <td>19-08-2010</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>/organization/1-800-doctors</td>\n",
       "      <td>/funding-round/9eb8c7790a0c200d79e75785d1c4aa12</td>\n",
       "      <td>convertible_note</td>\n",
       "      <td>NaN</td>\n",
       "      <td>02-03-2011</td>\n",
       "      <td>1750000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>/ORGANIZATION/1-800-PUBLICRELATIONS-INC-</td>\n",
       "      <td>/funding-round/11c228f58831bc7ed337ef69ecc560c2</td>\n",
       "      <td>private_equity</td>\n",
       "      <td>NaN</td>\n",
       "      <td>01-02-2015</td>\n",
       "      <td>6000000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>/organization/1-mainstream</td>\n",
       "      <td>/funding-round/b952cbaf401f310927430c97b68162ea</td>\n",
       "      <td>venture</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17-03-2015</td>\n",
       "      <td>5000000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>/ORGANIZATION/1-OF-99</td>\n",
       "      <td>/funding-round/b5c811f561cfb5701cd5b1762120bbc3</td>\n",
       "      <td>convertible_note</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13-12-2014</td>\n",
       "      <td>100000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>/organization/10-20-media</td>\n",
       "      <td>/funding-round/436874dc54b54460f99f44c06e50990a</td>\n",
       "      <td>debt_financing</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11-01-2011</td>\n",
       "      <td>800000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>/ORGANIZATION/10-20-MEDIA</td>\n",
       "      <td>/funding-round/8025ee9c11a586eac4a234ddec7beb30</td>\n",
       "      <td>debt_financing</td>\n",
       "      <td>NaN</td>\n",
       "      <td>18-06-2009</td>\n",
       "      <td>500000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>/organization/10-20-media</td>\n",
       "      <td>/funding-round/a884bf8326b9fd59789c0f74a28dbc3b</td>\n",
       "      <td>debt_financing</td>\n",
       "      <td>NaN</td>\n",
       "      <td>28-12-2011</td>\n",
       "      <td>500000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>/ORGANIZATION/10-20-MEDIA</td>\n",
       "      <td>/funding-round/d205f5416ce55e126beda3ed2bf2c2cd</td>\n",
       "      <td>debt_financing</td>\n",
       "      <td>NaN</td>\n",
       "      <td>30-03-2010</td>\n",
       "      <td>250000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>/organization/10-minutes-with</td>\n",
       "      <td>/funding-round/0faccbbcc5818dc5326469f13f5a8ac8</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>09-10-2014</td>\n",
       "      <td>4000000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>/ORGANIZATION/10-MINUTES-WITH</td>\n",
       "      <td>/funding-round/f245a74b4c54610ae843e17bdf4d1113</td>\n",
       "      <td>seed</td>\n",
       "      <td>NaN</td>\n",
       "      <td>01-01-2013</td>\n",
       "      <td>400000.0</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114919</th>\n",
       "      <td>/ORGANIZATION/ZYNSTRA</td>\n",
       "      <td>/funding-round/dee233b3434185c14b3352034f72d798</td>\n",
       "      <td>angel</td>\n",
       "      <td>NaN</td>\n",
       "      <td>18-09-2012</td>\n",
       "      <td>2325000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114920</th>\n",
       "      <td>/organization/zyomyx-inc</td>\n",
       "      <td>/funding-round/4191cb5258d3863b0212d1083881da64</td>\n",
       "      <td>venture</td>\n",
       "      <td>B</td>\n",
       "      <td>30-06-2013</td>\n",
       "      <td>12000000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114921</th>\n",
       "      <td>/ORGANIZATION/ZYOMYX-INC</td>\n",
       "      <td>/funding-round/85443f5438bfd50104b9591eabc95c94</td>\n",
       "      <td>grant</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26-03-2014</td>\n",
       "      <td>7500000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114922</th>\n",
       "      <td>/organization/zyomyx-inc</td>\n",
       "      <td>/funding-round/b4fce7f8a13267353d57db09099800e8</td>\n",
       "      <td>venture</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11-07-2013</td>\n",
       "      <td>14219999.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114923</th>\n",
       "      <td>/ORGANIZATION/ZYOMYX-INC</td>\n",
       "      <td>/funding-round/ea5b21da6cf999ff4d5667431fe318d7</td>\n",
       "      <td>venture</td>\n",
       "      <td>NaN</td>\n",
       "      <td>29-01-2010</td>\n",
       "      <td>555016.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114924</th>\n",
       "      <td>/organization/zype</td>\n",
       "      <td>/funding-round/24e8134882bf6c4dcc385abba0acd5d9</td>\n",
       "      <td>seed</td>\n",
       "      <td>NaN</td>\n",
       "      <td>01-04-2015</td>\n",
       "      <td>1700000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114925</th>\n",
       "      <td>/ORGANIZATION/ZYPE</td>\n",
       "      <td>/funding-round/c9f5097b3617c7539aa47c8b448163be</td>\n",
       "      <td>seed</td>\n",
       "      <td>NaN</td>\n",
       "      <td>27-10-2015</td>\n",
       "      <td>1600000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114926</th>\n",
       "      <td>/organization/zypsee</td>\n",
       "      <td>/funding-round/472c6f7940522552fcca465b8cd3deef</td>\n",
       "      <td>seed</td>\n",
       "      <td>NaN</td>\n",
       "      <td>25-09-2013</td>\n",
       "      <td>2150000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114927</th>\n",
       "      <td>/ORGANIZATION/ZYPSEE</td>\n",
       "      <td>/funding-round/c67e22c5448435adaf5a2d101e449dde</td>\n",
       "      <td>seed</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26-07-2013</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114928</th>\n",
       "      <td>/organization/zyraz-technology</td>\n",
       "      <td>/funding-round/3c3ae0f177e01a04deea811e1828be35</td>\n",
       "      <td>private_equity</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15-02-2013</td>\n",
       "      <td>20967.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114929</th>\n",
       "      <td>/ORGANIZATION/ZYRAZ-TECHNOLOGY</td>\n",
       "      <td>/funding-round/55f33b179dd6f4516315348c1e8350c6</td>\n",
       "      <td>angel</td>\n",
       "      <td>NaN</td>\n",
       "      <td>01-01-2008</td>\n",
       "      <td>2007363.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114930</th>\n",
       "      <td>/organization/zyraz-technology</td>\n",
       "      <td>/funding-round/c05aab2155e390066d51c6852ff61464</td>\n",
       "      <td>grant</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11-09-2009</td>\n",
       "      <td>5400000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114931</th>\n",
       "      <td>/ORGANIZATION/ZYRAZ-TECHNOLOGY</td>\n",
       "      <td>/funding-round/e949f077c943db197f20e43c2eb8d0e6</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>09-10-2009</td>\n",
       "      <td>7991547.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114932</th>\n",
       "      <td>/organization/zyrra</td>\n",
       "      <td>/funding-round/2a13fa52848ace2760b224a350a76b40</td>\n",
       "      <td>seed</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15-11-2010</td>\n",
       "      <td>445000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114933</th>\n",
       "      <td>/ORGANIZATION/ZYRRA</td>\n",
       "      <td>/funding-round/39baf35e59eb3efc5409cd4c5eaa50e1</td>\n",
       "      <td>seed</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21-10-2010</td>\n",
       "      <td>50000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114934</th>\n",
       "      <td>/organization/zyrra</td>\n",
       "      <td>/funding-round/7a0fa791c96c9c447ee54662395beab9</td>\n",
       "      <td>venture</td>\n",
       "      <td>NaN</td>\n",
       "      <td>18-10-2012</td>\n",
       "      <td>140500.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114935</th>\n",
       "      <td>/ORGANIZATION/ZYRRA</td>\n",
       "      <td>/funding-round/cc8cd96a500332d5b4f4bcbddb306099</td>\n",
       "      <td>angel</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15-12-2010</td>\n",
       "      <td>875000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114936</th>\n",
       "      <td>/organization/zystor</td>\n",
       "      <td>/funding-round/7ea37c0ff4132b084832039a9380d34e</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>16-12-2004</td>\n",
       "      <td>8500000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114937</th>\n",
       "      <td>/ORGANIZATION/ZYTOPROTEC</td>\n",
       "      <td>/funding-round/0c43e717298296d2fb334fb236300f6e</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>29-01-2013</td>\n",
       "      <td>2686600.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114938</th>\n",
       "      <td>/organization/zzish</td>\n",
       "      <td>/funding-round/34b560f672bebeb339a5efa3b27eae5d</td>\n",
       "      <td>grant</td>\n",
       "      <td>NaN</td>\n",
       "      <td>25-02-2015</td>\n",
       "      <td>400000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114939</th>\n",
       "      <td>/ORGANIZATION/ZZISH</td>\n",
       "      <td>/funding-round/4c82e18a8e3eab2647719d0fc27ead5f</td>\n",
       "      <td>angel</td>\n",
       "      <td>NaN</td>\n",
       "      <td>31-10-2014</td>\n",
       "      <td>400000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114940</th>\n",
       "      <td>/organization/zzish</td>\n",
       "      <td>/funding-round/73721fffc980d228f051e87422aa8732</td>\n",
       "      <td>seed</td>\n",
       "      <td>NaN</td>\n",
       "      <td>24-03-2014</td>\n",
       "      <td>320000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114941</th>\n",
       "      <td>/ORGANIZATION/ZZNODE-SCIENCE-AND-TECHNOLOGY-CO...</td>\n",
       "      <td>/funding-round/171693e1e07e0230defd8fddb6de4515</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>01-04-2012</td>\n",
       "      <td>1587301.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114942</th>\n",
       "      <td>/organization/zzzzapp-com</td>\n",
       "      <td>/funding-round/22ef2fafb4d20ac3aa4b86143dbf6c8e</td>\n",
       "      <td>seed</td>\n",
       "      <td>NaN</td>\n",
       "      <td>01-11-2011</td>\n",
       "      <td>7000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114943</th>\n",
       "      <td>/ORGANIZATION/ZZZZAPP-COM</td>\n",
       "      <td>/funding-round/6ba41360588bc6e3f77e9b50a0ebfafa</td>\n",
       "      <td>seed</td>\n",
       "      <td>NaN</td>\n",
       "      <td>01-08-2013</td>\n",
       "      <td>33149.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114944</th>\n",
       "      <td>/organization/zzzzapp-com</td>\n",
       "      <td>/funding-round/8f6d25b8ee4199e586484d817bceda05</td>\n",
       "      <td>convertible_note</td>\n",
       "      <td>NaN</td>\n",
       "      <td>01-03-2014</td>\n",
       "      <td>41313.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114945</th>\n",
       "      <td>/ORGANIZATION/ZZZZAPP-COM</td>\n",
       "      <td>/funding-round/ff1aa06ed5da186c84f101549035d4ae</td>\n",
       "      <td>seed</td>\n",
       "      <td>NaN</td>\n",
       "      <td>01-05-2013</td>\n",
       "      <td>32842.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114946</th>\n",
       "      <td>/organization/eron</td>\n",
       "      <td>/funding-round/59f4dce44723b794f21ded3daed6e4fe</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>01-08-2014</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114947</th>\n",
       "      <td>/ORGANIZATION/ASYS-2</td>\n",
       "      <td>/funding-round/35f09d0794651719b02bbfd859ba9ff5</td>\n",
       "      <td>seed</td>\n",
       "      <td>NaN</td>\n",
       "      <td>01-01-2015</td>\n",
       "      <td>18192.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114948</th>\n",
       "      <td>/organization/novatiff-reklam-ve-tantm-hizmetl...</td>\n",
       "      <td>/funding-round/af942869878d2cd788ef5189b435ebc4</td>\n",
       "      <td>grant</td>\n",
       "      <td>NaN</td>\n",
       "      <td>01-10-2013</td>\n",
       "      <td>14851.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>114949 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                        company_permalink  \\\n",
       "0                                     /organization/-fame   \n",
       "1                                  /ORGANIZATION/-QOUNTER   \n",
       "2                                  /organization/-qounter   \n",
       "3                     /ORGANIZATION/-THE-ONE-OF-THEM-INC-   \n",
       "4                                   /organization/0-6-com   \n",
       "5                          /ORGANIZATION/004-TECHNOLOGIES   \n",
       "6                        /organization/01games-technology   \n",
       "7                     /ORGANIZATION/0NDINE-BIOMEDICAL-INC   \n",
       "8                     /organization/0ndine-biomedical-inc   \n",
       "9                                    /ORGANIZATION/0XDATA   \n",
       "10                                   /organization/0xdata   \n",
       "11                                   /ORGANIZATION/0XDATA   \n",
       "12                                   /organization/0xdata   \n",
       "13                                        /ORGANIZATION/1   \n",
       "14                                        /organization/1   \n",
       "15                                        /ORGANIZATION/1   \n",
       "16                              /organization/1-2-3-listo   \n",
       "17                                  /ORGANIZATION/1-4-ALL   \n",
       "18                         /organization/1-618-technology   \n",
       "19                            /ORGANIZATION/1-800-DENTIST   \n",
       "20                            /organization/1-800-doctors   \n",
       "21               /ORGANIZATION/1-800-PUBLICRELATIONS-INC-   \n",
       "22                             /organization/1-mainstream   \n",
       "23                                  /ORGANIZATION/1-OF-99   \n",
       "24                              /organization/10-20-media   \n",
       "25                              /ORGANIZATION/10-20-MEDIA   \n",
       "26                              /organization/10-20-media   \n",
       "27                              /ORGANIZATION/10-20-MEDIA   \n",
       "28                          /organization/10-minutes-with   \n",
       "29                          /ORGANIZATION/10-MINUTES-WITH   \n",
       "...                                                   ...   \n",
       "114919                              /ORGANIZATION/ZYNSTRA   \n",
       "114920                           /organization/zyomyx-inc   \n",
       "114921                           /ORGANIZATION/ZYOMYX-INC   \n",
       "114922                           /organization/zyomyx-inc   \n",
       "114923                           /ORGANIZATION/ZYOMYX-INC   \n",
       "114924                                 /organization/zype   \n",
       "114925                                 /ORGANIZATION/ZYPE   \n",
       "114926                               /organization/zypsee   \n",
       "114927                               /ORGANIZATION/ZYPSEE   \n",
       "114928                     /organization/zyraz-technology   \n",
       "114929                     /ORGANIZATION/ZYRAZ-TECHNOLOGY   \n",
       "114930                     /organization/zyraz-technology   \n",
       "114931                     /ORGANIZATION/ZYRAZ-TECHNOLOGY   \n",
       "114932                                /organization/zyrra   \n",
       "114933                                /ORGANIZATION/ZYRRA   \n",
       "114934                                /organization/zyrra   \n",
       "114935                                /ORGANIZATION/ZYRRA   \n",
       "114936                               /organization/zystor   \n",
       "114937                           /ORGANIZATION/ZYTOPROTEC   \n",
       "114938                                /organization/zzish   \n",
       "114939                                /ORGANIZATION/ZZISH   \n",
       "114940                                /organization/zzish   \n",
       "114941  /ORGANIZATION/ZZNODE-SCIENCE-AND-TECHNOLOGY-CO...   \n",
       "114942                          /organization/zzzzapp-com   \n",
       "114943                          /ORGANIZATION/ZZZZAPP-COM   \n",
       "114944                          /organization/zzzzapp-com   \n",
       "114945                          /ORGANIZATION/ZZZZAPP-COM   \n",
       "114946                                 /organization/eron   \n",
       "114947                               /ORGANIZATION/ASYS-2   \n",
       "114948  /organization/novatiff-reklam-ve-tantm-hizmetl...   \n",
       "\n",
       "                                funding_round_permalink   funding_round_type  \\\n",
       "0       /funding-round/9a01d05418af9f794eebff7ace91f638              venture   \n",
       "1       /funding-round/22dacff496eb7acb2b901dec1dfe5633              venture   \n",
       "2       /funding-round/b44fbb94153f6cdef13083530bb48030                 seed   \n",
       "3       /funding-round/650b8f704416801069bb178a1418776b              venture   \n",
       "4       /funding-round/5727accaeaa57461bd22a9bdd945382d              venture   \n",
       "5       /funding-round/1278dd4e6a37fa4b7d7e06c21b3c1830              venture   \n",
       "6       /funding-round/7d53696f2b4f607a2f2a8cbb83d01839          undisclosed   \n",
       "7       /funding-round/2b9d3ac293d5cdccbecff5c8cb0f327d                 seed   \n",
       "8       /funding-round/954b9499724b946ad8c396a57a5f3b72              venture   \n",
       "9       /funding-round/383a9bd2c04f7038bb543ccef5ba3eae                 seed   \n",
       "10      /funding-round/3bb2ee4a2d89251a10aaa735b1180e44              venture   \n",
       "11      /funding-round/ae2a174c06517c2394aed45006322a7e              venture   \n",
       "12      /funding-round/e1cfcbe1bdf4c70277c5f29a3482f24e              venture   \n",
       "13      /funding-round/03b975068632eba5bfdb937ec8c07a68                 seed   \n",
       "14      /funding-round/5de6d8828aef7d925d97918d15727670          undisclosed   \n",
       "15      /funding-round/e82464f22241715dd1a6c77241055ed1                 seed   \n",
       "16      /funding-round/6de4609e894495105bc791ed64361288                 seed   \n",
       "17      /funding-round/e97a192e13ea0ee3c4f71136b4f3ec16  equity_crowdfunding   \n",
       "18      /funding-round/83b8f4c7d37ecef5e001a5e953bf461a  equity_crowdfunding   \n",
       "19      /funding-round/5274aacc211163fc7c86539ce94bbacc          undisclosed   \n",
       "20      /funding-round/9eb8c7790a0c200d79e75785d1c4aa12     convertible_note   \n",
       "21      /funding-round/11c228f58831bc7ed337ef69ecc560c2       private_equity   \n",
       "22      /funding-round/b952cbaf401f310927430c97b68162ea              venture   \n",
       "23      /funding-round/b5c811f561cfb5701cd5b1762120bbc3     convertible_note   \n",
       "24      /funding-round/436874dc54b54460f99f44c06e50990a       debt_financing   \n",
       "25      /funding-round/8025ee9c11a586eac4a234ddec7beb30       debt_financing   \n",
       "26      /funding-round/a884bf8326b9fd59789c0f74a28dbc3b       debt_financing   \n",
       "27      /funding-round/d205f5416ce55e126beda3ed2bf2c2cd       debt_financing   \n",
       "28      /funding-round/0faccbbcc5818dc5326469f13f5a8ac8              venture   \n",
       "29      /funding-round/f245a74b4c54610ae843e17bdf4d1113                 seed   \n",
       "...                                                 ...                  ...   \n",
       "114919  /funding-round/dee233b3434185c14b3352034f72d798                angel   \n",
       "114920  /funding-round/4191cb5258d3863b0212d1083881da64              venture   \n",
       "114921  /funding-round/85443f5438bfd50104b9591eabc95c94                grant   \n",
       "114922  /funding-round/b4fce7f8a13267353d57db09099800e8              venture   \n",
       "114923  /funding-round/ea5b21da6cf999ff4d5667431fe318d7              venture   \n",
       "114924  /funding-round/24e8134882bf6c4dcc385abba0acd5d9                 seed   \n",
       "114925  /funding-round/c9f5097b3617c7539aa47c8b448163be                 seed   \n",
       "114926  /funding-round/472c6f7940522552fcca465b8cd3deef                 seed   \n",
       "114927  /funding-round/c67e22c5448435adaf5a2d101e449dde                 seed   \n",
       "114928  /funding-round/3c3ae0f177e01a04deea811e1828be35       private_equity   \n",
       "114929  /funding-round/55f33b179dd6f4516315348c1e8350c6                angel   \n",
       "114930  /funding-round/c05aab2155e390066d51c6852ff61464                grant   \n",
       "114931  /funding-round/e949f077c943db197f20e43c2eb8d0e6              venture   \n",
       "114932  /funding-round/2a13fa52848ace2760b224a350a76b40                 seed   \n",
       "114933  /funding-round/39baf35e59eb3efc5409cd4c5eaa50e1                 seed   \n",
       "114934  /funding-round/7a0fa791c96c9c447ee54662395beab9              venture   \n",
       "114935  /funding-round/cc8cd96a500332d5b4f4bcbddb306099                angel   \n",
       "114936  /funding-round/7ea37c0ff4132b084832039a9380d34e              venture   \n",
       "114937  /funding-round/0c43e717298296d2fb334fb236300f6e              venture   \n",
       "114938  /funding-round/34b560f672bebeb339a5efa3b27eae5d                grant   \n",
       "114939  /funding-round/4c82e18a8e3eab2647719d0fc27ead5f                angel   \n",
       "114940  /funding-round/73721fffc980d228f051e87422aa8732                 seed   \n",
       "114941  /funding-round/171693e1e07e0230defd8fddb6de4515              venture   \n",
       "114942  /funding-round/22ef2fafb4d20ac3aa4b86143dbf6c8e                 seed   \n",
       "114943  /funding-round/6ba41360588bc6e3f77e9b50a0ebfafa                 seed   \n",
       "114944  /funding-round/8f6d25b8ee4199e586484d817bceda05     convertible_note   \n",
       "114945  /funding-round/ff1aa06ed5da186c84f101549035d4ae                 seed   \n",
       "114946  /funding-round/59f4dce44723b794f21ded3daed6e4fe              venture   \n",
       "114947  /funding-round/35f09d0794651719b02bbfd859ba9ff5                 seed   \n",
       "114948  /funding-round/af942869878d2cd788ef5189b435ebc4                grant   \n",
       "\n",
       "       funding_round_code   funded_at  raised_amount_usd  \n",
       "0                       B  05-01-2015         10000000.0  \n",
       "1                       A  14-10-2014                NaN  \n",
       "2                     NaN  01-03-2014           700000.0  \n",
       "3                       B  30-01-2014          3406878.0  \n",
       "4                       A  19-03-2008          2000000.0  \n",
       "5                     NaN  24-07-2014                NaN  \n",
       "6                     NaN  01-07-2014            41250.0  \n",
       "7                     NaN  11-09-2009            43360.0  \n",
       "8                     NaN  21-12-2009           719491.0  \n",
       "9                     NaN  22-05-2013          3000000.0  \n",
       "10                      B  09-11-2015         20000000.0  \n",
       "11                    NaN  03-01-2013          1700000.0  \n",
       "12                      A  19-07-2014          8900000.0  \n",
       "13                    NaN  05-02-2014           150000.0  \n",
       "14                    NaN  05-02-2013                NaN  \n",
       "15                    NaN  20-07-2011          1000050.0  \n",
       "16                    NaN  18-02-2013            40000.0  \n",
       "17                    NaN  21-04-2013                NaN  \n",
       "18                    NaN  22-01-2014                NaN  \n",
       "19                    NaN  19-08-2010                NaN  \n",
       "20                    NaN  02-03-2011          1750000.0  \n",
       "21                    NaN  01-02-2015          6000000.0  \n",
       "22                    NaN  17-03-2015          5000000.0  \n",
       "23                    NaN  13-12-2014           100000.0  \n",
       "24                    NaN  11-01-2011           800000.0  \n",
       "25                    NaN  18-06-2009           500000.0  \n",
       "26                    NaN  28-12-2011           500000.0  \n",
       "27                    NaN  30-03-2010           250000.0  \n",
       "28                      A  09-10-2014          4000000.0  \n",
       "29                    NaN  01-01-2013           400000.0  \n",
       "...                   ...         ...                ...  \n",
       "114919                NaN  18-09-2012          2325000.0  \n",
       "114920                  B  30-06-2013         12000000.0  \n",
       "114921                NaN  26-03-2014          7500000.0  \n",
       "114922                NaN  11-07-2013         14219999.0  \n",
       "114923                NaN  29-01-2010           555016.0  \n",
       "114924                NaN  01-04-2015          1700000.0  \n",
       "114925                NaN  27-10-2015          1600000.0  \n",
       "114926                NaN  25-09-2013          2150000.0  \n",
       "114927                NaN  26-07-2013                NaN  \n",
       "114928                NaN  15-02-2013            20967.0  \n",
       "114929                NaN  01-01-2008          2007363.0  \n",
       "114930                NaN  11-09-2009          5400000.0  \n",
       "114931                  A  09-10-2009          7991547.0  \n",
       "114932                NaN  15-11-2010           445000.0  \n",
       "114933                NaN  21-10-2010            50000.0  \n",
       "114934                NaN  18-10-2012           140500.0  \n",
       "114935                NaN  15-12-2010           875000.0  \n",
       "114936                  A  16-12-2004          8500000.0  \n",
       "114937                  A  29-01-2013          2686600.0  \n",
       "114938                NaN  25-02-2015           400000.0  \n",
       "114939                NaN  31-10-2014           400000.0  \n",
       "114940                NaN  24-03-2014           320000.0  \n",
       "114941                  A  01-04-2012          1587301.0  \n",
       "114942                NaN  01-11-2011             7000.0  \n",
       "114943                NaN  01-08-2013            33149.0  \n",
       "114944                NaN  01-03-2014            41313.0  \n",
       "114945                NaN  01-05-2013            32842.0  \n",
       "114946                  A  01-08-2014                NaN  \n",
       "114947                NaN  01-01-2015            18192.0  \n",
       "114948                NaN  01-10-2013            14851.0  \n",
       "\n",
       "[114949 rows x 6 columns]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rounds2['company_permalink']=rounds2['company_permalink'].apply(lambda x:x.encode('utf-8').decode('ascii','ignore'))\n",
    "rounds2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### converting the company_permalink into lower case"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "rounds2['company_permalink']=rounds2['company_permalink'].str.lower()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Counting no. of unique companies in rounds2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "66368"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rounds2['company_permalink'].nunique()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Analyzing companies file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>permalink</th>\n",
       "      <th>name</th>\n",
       "      <th>homepage_url</th>\n",
       "      <th>category_list</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>founded_at</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>/Organization/-Fame</td>\n",
       "      <td>#fame</td>\n",
       "      <td>http://livfame.com</td>\n",
       "      <td>Media</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>16</td>\n",
       "      <td>Mumbai</td>\n",
       "      <td>Mumbai</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>/Organization/-Qounter</td>\n",
       "      <td>:Qounter</td>\n",
       "      <td>http://www.qounter.com</td>\n",
       "      <td>Application Platforms|Real Time|Social Network...</td>\n",
       "      <td>operating</td>\n",
       "      <td>USA</td>\n",
       "      <td>DE</td>\n",
       "      <td>DE - Other</td>\n",
       "      <td>Delaware City</td>\n",
       "      <td>04-09-2014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>/Organization/-The-One-Of-Them-Inc-</td>\n",
       "      <td>(THE) ONE of THEM,Inc.</td>\n",
       "      <td>http://oneofthem.jp</td>\n",
       "      <td>Apps|Games|Mobile</td>\n",
       "      <td>operating</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>/Organization/0-6-Com</td>\n",
       "      <td>0-6.com</td>\n",
       "      <td>http://www.0-6.com</td>\n",
       "      <td>Curated Web</td>\n",
       "      <td>operating</td>\n",
       "      <td>CHN</td>\n",
       "      <td>22</td>\n",
       "      <td>Beijing</td>\n",
       "      <td>Beijing</td>\n",
       "      <td>01-01-2007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>/Organization/004-Technologies</td>\n",
       "      <td>004 Technologies</td>\n",
       "      <td>http://004gmbh.de/en/004-interact</td>\n",
       "      <td>Software</td>\n",
       "      <td>operating</td>\n",
       "      <td>USA</td>\n",
       "      <td>IL</td>\n",
       "      <td>Springfield, Illinois</td>\n",
       "      <td>Champaign</td>\n",
       "      <td>01-01-2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>/Organization/01Games-Technology</td>\n",
       "      <td>01Games Technology</td>\n",
       "      <td>http://www.01games.hk/</td>\n",
       "      <td>Games</td>\n",
       "      <td>operating</td>\n",
       "      <td>HKG</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Hong Kong</td>\n",
       "      <td>Hong Kong</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>/Organization/0Ndine-Biomedical-Inc</td>\n",
       "      <td>Ondine Biomedical Inc.</td>\n",
       "      <td>http://ondinebio.com</td>\n",
       "      <td>Biotechnology</td>\n",
       "      <td>operating</td>\n",
       "      <td>CAN</td>\n",
       "      <td>BC</td>\n",
       "      <td>Vancouver</td>\n",
       "      <td>Vancouver</td>\n",
       "      <td>01-01-1997</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>/Organization/0Xdata</td>\n",
       "      <td>H2O.ai</td>\n",
       "      <td>http://h2o.ai/</td>\n",
       "      <td>Analytics</td>\n",
       "      <td>operating</td>\n",
       "      <td>USA</td>\n",
       "      <td>CA</td>\n",
       "      <td>SF Bay Area</td>\n",
       "      <td>Mountain View</td>\n",
       "      <td>01-01-2011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>/Organization/1</td>\n",
       "      <td>One Inc.</td>\n",
       "      <td>http://whatis1.com</td>\n",
       "      <td>Mobile</td>\n",
       "      <td>operating</td>\n",
       "      <td>USA</td>\n",
       "      <td>CA</td>\n",
       "      <td>SF Bay Area</td>\n",
       "      <td>San Francisco</td>\n",
       "      <td>01-08-2011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>/Organization/1-2-3-Listo</td>\n",
       "      <td>1,2,3 Listo</td>\n",
       "      <td>http://www.123listo.com</td>\n",
       "      <td>E-Commerce</td>\n",
       "      <td>operating</td>\n",
       "      <td>CHL</td>\n",
       "      <td>12</td>\n",
       "      <td>Santiago</td>\n",
       "      <td>Las Condes</td>\n",
       "      <td>01-01-2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>/Organization/1-4-All</td>\n",
       "      <td>1-4 All</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Entertainment|Games|Software</td>\n",
       "      <td>operating</td>\n",
       "      <td>USA</td>\n",
       "      <td>NC</td>\n",
       "      <td>NC - Other</td>\n",
       "      <td>Connellys Springs</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>/Organization/1-618-Technology</td>\n",
       "      <td>1.618 Technology</td>\n",
       "      <td>http://www.Homeandcondogallery.com</td>\n",
       "      <td>Networking|Real Estate|Web Hosting</td>\n",
       "      <td>operating</td>\n",
       "      <td>USA</td>\n",
       "      <td>FL</td>\n",
       "      <td>Orlando</td>\n",
       "      <td>Orlando</td>\n",
       "      <td>07-12-2013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>/Organization/1-800-Dentist</td>\n",
       "      <td>1-800-DENTIST</td>\n",
       "      <td>http://www.1800dentist.com</td>\n",
       "      <td>Health and Wellness</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>01-01-1986</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>/Organization/1-800-Doctors</td>\n",
       "      <td>1-800-DOCTORS</td>\n",
       "      <td>http://1800doctors.com</td>\n",
       "      <td>Health and Wellness</td>\n",
       "      <td>operating</td>\n",
       "      <td>USA</td>\n",
       "      <td>NJ</td>\n",
       "      <td>Newark</td>\n",
       "      <td>Iselin</td>\n",
       "      <td>01-01-1984</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>/Organization/1-800-Publicrelations-Inc-</td>\n",
       "      <td>1-800-PublicRelations, Inc.</td>\n",
       "      <td>http://www.1800publicrelations.com</td>\n",
       "      <td>Internet Marketing|Media|Public Relations</td>\n",
       "      <td>operating</td>\n",
       "      <td>USA</td>\n",
       "      <td>NY</td>\n",
       "      <td>New York City</td>\n",
       "      <td>New York</td>\n",
       "      <td>24-10-2013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>/Organization/1-Mainstream</td>\n",
       "      <td>1 Mainstream</td>\n",
       "      <td>http://www.1mainstream.com</td>\n",
       "      <td>Apps|Cable|Distribution|Software</td>\n",
       "      <td>acquired</td>\n",
       "      <td>USA</td>\n",
       "      <td>CA</td>\n",
       "      <td>SF Bay Area</td>\n",
       "      <td>Cupertino</td>\n",
       "      <td>01-03-2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>/Organization/1-Of-99</td>\n",
       "      <td>1 of 99</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Entertainment|Games</td>\n",
       "      <td>operating</td>\n",
       "      <td>USA</td>\n",
       "      <td>CA</td>\n",
       "      <td>SF Bay Area</td>\n",
       "      <td>Mountain View</td>\n",
       "      <td>01-12-2014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>/Organization/10-20-Media</td>\n",
       "      <td>10-20 Media</td>\n",
       "      <td>http://www.10-20media.com</td>\n",
       "      <td>E-Commerce</td>\n",
       "      <td>operating</td>\n",
       "      <td>USA</td>\n",
       "      <td>MD</td>\n",
       "      <td>Baltimore</td>\n",
       "      <td>Woodbine</td>\n",
       "      <td>01-01-2001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>/Organization/10-Minutes-With</td>\n",
       "      <td>10 Minutes With</td>\n",
       "      <td>http://10minuteswith.com</td>\n",
       "      <td>Education</td>\n",
       "      <td>operating</td>\n",
       "      <td>GBR</td>\n",
       "      <td>H9</td>\n",
       "      <td>London</td>\n",
       "      <td>London</td>\n",
       "      <td>01-01-2013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>/Organization/1000-Corks</td>\n",
       "      <td>1000 Corks</td>\n",
       "      <td>http://1000corks.com</td>\n",
       "      <td>Search</td>\n",
       "      <td>operating</td>\n",
       "      <td>USA</td>\n",
       "      <td>OR</td>\n",
       "      <td>Portland, Oregon</td>\n",
       "      <td>Lake Oswego</td>\n",
       "      <td>01-01-2008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>/Organization/1000-Markets</td>\n",
       "      <td>1000 Markets</td>\n",
       "      <td>http://www.1000markets.com</td>\n",
       "      <td>Art|E-Commerce|Marketplaces</td>\n",
       "      <td>acquired</td>\n",
       "      <td>USA</td>\n",
       "      <td>WA</td>\n",
       "      <td>Seattle</td>\n",
       "      <td>Seattle</td>\n",
       "      <td>01-01-2009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>/Organization/1000Chi</td>\n",
       "      <td>Beijing 1000CHI Software Technology</td>\n",
       "      <td>http://www.1000chi.com/</td>\n",
       "      <td>Mobile</td>\n",
       "      <td>operating</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>01-01-2008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>/Organization/1000Lookz</td>\n",
       "      <td>1000Lookz</td>\n",
       "      <td>http://1000lookz.com</td>\n",
       "      <td>Beauty</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>25</td>\n",
       "      <td>Chennai</td>\n",
       "      <td>Chennai</td>\n",
       "      <td>01-01-2008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>/Organization/1000Memories</td>\n",
       "      <td>1000memories</td>\n",
       "      <td>http://1000memories.com</td>\n",
       "      <td>Curated Web</td>\n",
       "      <td>acquired</td>\n",
       "      <td>USA</td>\n",
       "      <td>CA</td>\n",
       "      <td>SF Bay Area</td>\n",
       "      <td>San Francisco</td>\n",
       "      <td>01-07-2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>/Organization/1000Museums-Com</td>\n",
       "      <td>1000museums.com</td>\n",
       "      <td>http://www.1000museums.com</td>\n",
       "      <td>Curated Web</td>\n",
       "      <td>operating</td>\n",
       "      <td>USA</td>\n",
       "      <td>MA</td>\n",
       "      <td>MA - Other</td>\n",
       "      <td>Lenox</td>\n",
       "      <td>01-01-2008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>/Organization/1001-Menus</td>\n",
       "      <td>ZenChef</td>\n",
       "      <td>http://zenchef.com/en/</td>\n",
       "      <td>Local Businesses|Restaurants</td>\n",
       "      <td>operating</td>\n",
       "      <td>FRA</td>\n",
       "      <td>A8</td>\n",
       "      <td>Paris</td>\n",
       "      <td>Paris</td>\n",
       "      <td>20-11-2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>/Organization/1001Pharmacies-Com</td>\n",
       "      <td>1001pharmacies.com</td>\n",
       "      <td>http://www.1001pharmacies.com/</td>\n",
       "      <td>Cosmetics|Marketplaces</td>\n",
       "      <td>operating</td>\n",
       "      <td>FRA</td>\n",
       "      <td>A9</td>\n",
       "      <td>Montpellier</td>\n",
       "      <td>Montpellier</td>\n",
       "      <td>01-01-2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>/Organization/1006-Tv</td>\n",
       "      <td>1006.tv</td>\n",
       "      <td>http://www.1006.tv/</td>\n",
       "      <td>Games|Media</td>\n",
       "      <td>operating</td>\n",
       "      <td>CHN</td>\n",
       "      <td>22</td>\n",
       "      <td>Beijing</td>\n",
       "      <td>Beijing</td>\n",
       "      <td>01-01-2009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>/Organization/100Du-Tv</td>\n",
       "      <td>100du.tv</td>\n",
       "      <td>http://www.100du.com</td>\n",
       "      <td>Hospitality</td>\n",
       "      <td>operating</td>\n",
       "      <td>CHN</td>\n",
       "      <td>23</td>\n",
       "      <td>Shanghai</td>\n",
       "      <td>Shanghai</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>/Organization/100E-Com</td>\n",
       "      <td>100e.com</td>\n",
       "      <td>http://www.100e.com</td>\n",
       "      <td>Education</td>\n",
       "      <td>operating</td>\n",
       "      <td>CHN</td>\n",
       "      <td>22</td>\n",
       "      <td>Beijing</td>\n",
       "      <td>Beijing</td>\n",
       "      <td>NaN</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66338</th>\n",
       "      <td>/Organization/Zykis</td>\n",
       "      <td>Zykis</td>\n",
       "      <td>http://zykis.com</td>\n",
       "      <td>Automotive|Data Security|Education|Kids|Portal...</td>\n",
       "      <td>closed</td>\n",
       "      <td>USA</td>\n",
       "      <td>CA</td>\n",
       "      <td>Anaheim</td>\n",
       "      <td>Irvine</td>\n",
       "      <td>27-10-2006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66339</th>\n",
       "      <td>/Organization/Zylie-The-Bear</td>\n",
       "      <td>Zylie the Bear</td>\n",
       "      <td>http://zyliethebear.com</td>\n",
       "      <td>E-Commerce</td>\n",
       "      <td>operating</td>\n",
       "      <td>USA</td>\n",
       "      <td>CT</td>\n",
       "      <td>Hartford</td>\n",
       "      <td>Greenwich</td>\n",
       "      <td>01-01-2009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66340</th>\n",
       "      <td>/Organization/Zylun-Staffing</td>\n",
       "      <td>Zylun Staffing</td>\n",
       "      <td>http://www.zylun.com</td>\n",
       "      <td>Software</td>\n",
       "      <td>operating</td>\n",
       "      <td>USA</td>\n",
       "      <td>UT</td>\n",
       "      <td>Salt Lake City</td>\n",
       "      <td>Lehi</td>\n",
       "      <td>01-01-2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66341</th>\n",
       "      <td>/Organization/Zyme-Solutions</td>\n",
       "      <td>Zyme Solutions</td>\n",
       "      <td>http://www.zymesolutions.com</td>\n",
       "      <td>Hardware|Hardware + Software</td>\n",
       "      <td>operating</td>\n",
       "      <td>USA</td>\n",
       "      <td>CA</td>\n",
       "      <td>SF Bay Area</td>\n",
       "      <td>Redwood Shores</td>\n",
       "      <td>01-01-2004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66342</th>\n",
       "      <td>/Organization/Zymergen</td>\n",
       "      <td>Zymergen</td>\n",
       "      <td>http://www.zymergen.com</td>\n",
       "      <td>Biotechnology</td>\n",
       "      <td>operating</td>\n",
       "      <td>USA</td>\n",
       "      <td>CA</td>\n",
       "      <td>SF Bay Area</td>\n",
       "      <td>Emeryville</td>\n",
       "      <td>01-01-2013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66343</th>\n",
       "      <td>/Organization/Zymetis</td>\n",
       "      <td>Zymetis</td>\n",
       "      <td>http://www.zymetis.com</td>\n",
       "      <td>Biotechnology</td>\n",
       "      <td>closed</td>\n",
       "      <td>USA</td>\n",
       "      <td>MD</td>\n",
       "      <td>Washington, D.C.</td>\n",
       "      <td>College Park</td>\n",
       "      <td>01-01-2006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66344</th>\n",
       "      <td>/Organization/Zymeworks</td>\n",
       "      <td>Zymeworks</td>\n",
       "      <td>http://zymeworks.com</td>\n",
       "      <td>Biotechnology</td>\n",
       "      <td>operating</td>\n",
       "      <td>CAN</td>\n",
       "      <td>BC</td>\n",
       "      <td>Vancouver</td>\n",
       "      <td>Vancouver</td>\n",
       "      <td>01-04-2004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66345</th>\n",
       "      <td>/Organization/Zymochem</td>\n",
       "      <td>Zymochem</td>\n",
       "      <td>http://www.zymochem.com</td>\n",
       "      <td>Specialty Chemicals</td>\n",
       "      <td>operating</td>\n",
       "      <td>USA</td>\n",
       "      <td>CA</td>\n",
       "      <td>SF Bay Area</td>\n",
       "      <td>San Francisco</td>\n",
       "      <td>01-05-2013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66346</th>\n",
       "      <td>/Organization/Zympi</td>\n",
       "      <td>Zympi</td>\n",
       "      <td>http://www.zympi.com</td>\n",
       "      <td>Mobile|Networking|Web Hosting</td>\n",
       "      <td>operating</td>\n",
       "      <td>USA</td>\n",
       "      <td>CA</td>\n",
       "      <td>Ontario - Inland Empire</td>\n",
       "      <td>Redlands</td>\n",
       "      <td>03-09-2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66347</th>\n",
       "      <td>/Organization/Zymr-Inc-</td>\n",
       "      <td>Zymr, Inc.</td>\n",
       "      <td>http://www.zymr.com</td>\n",
       "      <td>Android|Apps|Cloud Computing|Cloud Infrastruct...</td>\n",
       "      <td>operating</td>\n",
       "      <td>USA</td>\n",
       "      <td>CA</td>\n",
       "      <td>SF Bay Area</td>\n",
       "      <td>Santa Clara</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66348</th>\n",
       "      <td>/Organization/Zyncd</td>\n",
       "      <td>Zyncd</td>\n",
       "      <td>http://www.zyncd.com</td>\n",
       "      <td>Crowdsourcing|Knowledge Management</td>\n",
       "      <td>operating</td>\n",
       "      <td>GBR</td>\n",
       "      <td>H9</td>\n",
       "      <td>London</td>\n",
       "      <td>London</td>\n",
       "      <td>01-01-2014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66349</th>\n",
       "      <td>/Organization/Zyncro</td>\n",
       "      <td>Zyncro</td>\n",
       "      <td>http://www.zyncro.com</td>\n",
       "      <td>Cloud Computing|Enterprise 2.0|Enterprise Soft...</td>\n",
       "      <td>acquired</td>\n",
       "      <td>ESP</td>\n",
       "      <td>56</td>\n",
       "      <td>Barcelona</td>\n",
       "      <td>Barcelona</td>\n",
       "      <td>01-09-2009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66350</th>\n",
       "      <td>/Organization/Zynerba-Pharmaceuticals</td>\n",
       "      <td>Zynerba Pharmaceuticals</td>\n",
       "      <td>http://zynerba.com</td>\n",
       "      <td>Pharmaceuticals</td>\n",
       "      <td>ipo</td>\n",
       "      <td>USA</td>\n",
       "      <td>PA</td>\n",
       "      <td>Philadelphia</td>\n",
       "      <td>Radnor</td>\n",
       "      <td>01-01-2014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66351</th>\n",
       "      <td>/Organization/Zynergy-Projects-Services</td>\n",
       "      <td>Zynergy Projects &amp; Services</td>\n",
       "      <td>http://www.zynergygroup.net/</td>\n",
       "      <td>Clean Technology</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>25</td>\n",
       "      <td>Chennai</td>\n",
       "      <td>Chennai</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66352</th>\n",
       "      <td>/Organization/Zynga</td>\n",
       "      <td>Zynga</td>\n",
       "      <td>http://www.zynga.com</td>\n",
       "      <td>Facebook Applications|Games|Networking|Technology</td>\n",
       "      <td>ipo</td>\n",
       "      <td>USA</td>\n",
       "      <td>CA</td>\n",
       "      <td>SF Bay Area</td>\n",
       "      <td>San Francisco</td>\n",
       "      <td>01-07-2007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66353</th>\n",
       "      <td>/Organization/Zyngenia</td>\n",
       "      <td>Zyngenia</td>\n",
       "      <td>http://www.zyngenia.com</td>\n",
       "      <td>Biotechnology</td>\n",
       "      <td>operating</td>\n",
       "      <td>USA</td>\n",
       "      <td>MD</td>\n",
       "      <td>Washington, D.C.</td>\n",
       "      <td>Gaithersburg</td>\n",
       "      <td>01-01-2008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66354</th>\n",
       "      <td>/Organization/Zynstra</td>\n",
       "      <td>Zynstra</td>\n",
       "      <td>http://www.zynstra.com</td>\n",
       "      <td>Software</td>\n",
       "      <td>operating</td>\n",
       "      <td>GBR</td>\n",
       "      <td>A4</td>\n",
       "      <td>Bath</td>\n",
       "      <td>Bath</td>\n",
       "      <td>30-11-2011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66355</th>\n",
       "      <td>/Organization/Zyomyx-Inc</td>\n",
       "      <td>ZYOMYX</td>\n",
       "      <td>http://www.zyomyx.com</td>\n",
       "      <td>Biotechnology</td>\n",
       "      <td>operating</td>\n",
       "      <td>USA</td>\n",
       "      <td>MO</td>\n",
       "      <td>MO - Other</td>\n",
       "      <td>Fremont</td>\n",
       "      <td>01-01-1998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66356</th>\n",
       "      <td>/Organization/Zype</td>\n",
       "      <td>Zype</td>\n",
       "      <td>http://www.zype.com</td>\n",
       "      <td>Cloud Computing|Mobile Advertising|Video|Video...</td>\n",
       "      <td>operating</td>\n",
       "      <td>USA</td>\n",
       "      <td>NY</td>\n",
       "      <td>New York City</td>\n",
       "      <td>New York</td>\n",
       "      <td>01-01-2013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66357</th>\n",
       "      <td>/Organization/Zypsee</td>\n",
       "      <td>Whisk (formerly Zypsee)</td>\n",
       "      <td>http://whisk.me</td>\n",
       "      <td>Public Transportation</td>\n",
       "      <td>operating</td>\n",
       "      <td>USA</td>\n",
       "      <td>NY</td>\n",
       "      <td>New York City</td>\n",
       "      <td>New York</td>\n",
       "      <td>01-01-2011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66358</th>\n",
       "      <td>/Organization/Zyraz-Technology</td>\n",
       "      <td>Zyraz Technology</td>\n",
       "      <td>http://www.zyraz.com</td>\n",
       "      <td>Biotechnology</td>\n",
       "      <td>closed</td>\n",
       "      <td>MYS</td>\n",
       "      <td>14</td>\n",
       "      <td>MYS - Other</td>\n",
       "      <td>Damansara New Village</td>\n",
       "      <td>01-01-1994</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66359</th>\n",
       "      <td>/Organization/Zyrra</td>\n",
       "      <td>Zyrra</td>\n",
       "      <td>http://www.zyrra.com</td>\n",
       "      <td>E-Commerce</td>\n",
       "      <td>operating</td>\n",
       "      <td>USA</td>\n",
       "      <td>MA</td>\n",
       "      <td>Boston</td>\n",
       "      <td>Cambridge</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66360</th>\n",
       "      <td>/Organization/Zystor</td>\n",
       "      <td>Zystor</td>\n",
       "      <td>http://www.zystor.com</td>\n",
       "      <td>Biotechnology</td>\n",
       "      <td>acquired</td>\n",
       "      <td>USA</td>\n",
       "      <td>WI</td>\n",
       "      <td>Milwaukee</td>\n",
       "      <td>Milwaukee</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66361</th>\n",
       "      <td>/Organization/Zytoprotec</td>\n",
       "      <td>Zytoprotec</td>\n",
       "      <td>http://www.zytoprotec.com</td>\n",
       "      <td>Biotechnology</td>\n",
       "      <td>operating</td>\n",
       "      <td>AUT</td>\n",
       "      <td>3</td>\n",
       "      <td>Vienna</td>\n",
       "      <td>Gerasdorf Bei Wien</td>\n",
       "      <td>01-01-2007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66362</th>\n",
       "      <td>/Organization/Zzish</td>\n",
       "      <td>Zzish</td>\n",
       "      <td>http://www.zzish.com</td>\n",
       "      <td>Analytics|Android|Developer APIs|Education|Gam...</td>\n",
       "      <td>operating</td>\n",
       "      <td>GBR</td>\n",
       "      <td>H9</td>\n",
       "      <td>London</td>\n",
       "      <td>London</td>\n",
       "      <td>28-01-2014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66363</th>\n",
       "      <td>/Organization/Zznode-Science-And-Technology-Co...</td>\n",
       "      <td>ZZNode Science and Technology</td>\n",
       "      <td>http://www.zznode.com</td>\n",
       "      <td>Enterprise Software</td>\n",
       "      <td>operating</td>\n",
       "      <td>CHN</td>\n",
       "      <td>22</td>\n",
       "      <td>Beijing</td>\n",
       "      <td>Beijing</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66364</th>\n",
       "      <td>/Organization/Zzzzapp-Com</td>\n",
       "      <td>Zzzzapp Wireless ltd.</td>\n",
       "      <td>http://www.zzzzapp.com</td>\n",
       "      <td>Advertising|Mobile|Web Development|Wireless</td>\n",
       "      <td>operating</td>\n",
       "      <td>HRV</td>\n",
       "      <td>15</td>\n",
       "      <td>Split</td>\n",
       "      <td>Split</td>\n",
       "      <td>13-05-2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66365</th>\n",
       "      <td>/Organization/ÃEron</td>\n",
       "      <td>ÃERON</td>\n",
       "      <td>http://www.aeron.hu/</td>\n",
       "      <td>NaN</td>\n",
       "      <td>operating</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>01-01-2011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66366</th>\n",
       "      <td>/Organization/ÃAsys-2</td>\n",
       "      <td>Ãasys</td>\n",
       "      <td>http://www.oasys.io/</td>\n",
       "      <td>Consumer Electronics|Internet of Things|Teleco...</td>\n",
       "      <td>operating</td>\n",
       "      <td>USA</td>\n",
       "      <td>CA</td>\n",
       "      <td>SF Bay Area</td>\n",
       "      <td>San Francisco</td>\n",
       "      <td>01-01-2014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66367</th>\n",
       "      <td>/Organization/Ä°Novatiff-Reklam-Ve-Tanä±Tä±M-H...</td>\n",
       "      <td>Ä°novatiff Reklam ve TanÄ±tÄ±m Hizmetleri Tic</td>\n",
       "      <td>http://inovatiff.com</td>\n",
       "      <td>Consumer Goods|E-Commerce|Internet</td>\n",
       "      <td>operating</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>66368 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                               permalink  \\\n",
       "0                                    /Organization/-Fame   \n",
       "1                                 /Organization/-Qounter   \n",
       "2                    /Organization/-The-One-Of-Them-Inc-   \n",
       "3                                  /Organization/0-6-Com   \n",
       "4                         /Organization/004-Technologies   \n",
       "5                       /Organization/01Games-Technology   \n",
       "6                    /Organization/0Ndine-Biomedical-Inc   \n",
       "7                                   /Organization/0Xdata   \n",
       "8                                        /Organization/1   \n",
       "9                              /Organization/1-2-3-Listo   \n",
       "10                                 /Organization/1-4-All   \n",
       "11                        /Organization/1-618-Technology   \n",
       "12                           /Organization/1-800-Dentist   \n",
       "13                           /Organization/1-800-Doctors   \n",
       "14              /Organization/1-800-Publicrelations-Inc-   \n",
       "15                            /Organization/1-Mainstream   \n",
       "16                                 /Organization/1-Of-99   \n",
       "17                             /Organization/10-20-Media   \n",
       "18                         /Organization/10-Minutes-With   \n",
       "19                              /Organization/1000-Corks   \n",
       "20                            /Organization/1000-Markets   \n",
       "21                                 /Organization/1000Chi   \n",
       "22                               /Organization/1000Lookz   \n",
       "23                            /Organization/1000Memories   \n",
       "24                         /Organization/1000Museums-Com   \n",
       "25                              /Organization/1001-Menus   \n",
       "26                      /Organization/1001Pharmacies-Com   \n",
       "27                                 /Organization/1006-Tv   \n",
       "28                                /Organization/100Du-Tv   \n",
       "29                                /Organization/100E-Com   \n",
       "...                                                  ...   \n",
       "66338                                /Organization/Zykis   \n",
       "66339                       /Organization/Zylie-The-Bear   \n",
       "66340                       /Organization/Zylun-Staffing   \n",
       "66341                       /Organization/Zyme-Solutions   \n",
       "66342                             /Organization/Zymergen   \n",
       "66343                              /Organization/Zymetis   \n",
       "66344                            /Organization/Zymeworks   \n",
       "66345                             /Organization/Zymochem   \n",
       "66346                                /Organization/Zympi   \n",
       "66347                            /Organization/Zymr-Inc-   \n",
       "66348                                /Organization/Zyncd   \n",
       "66349                               /Organization/Zyncro   \n",
       "66350              /Organization/Zynerba-Pharmaceuticals   \n",
       "66351            /Organization/Zynergy-Projects-Services   \n",
       "66352                                /Organization/Zynga   \n",
       "66353                             /Organization/Zyngenia   \n",
       "66354                              /Organization/Zynstra   \n",
       "66355                           /Organization/Zyomyx-Inc   \n",
       "66356                                 /Organization/Zype   \n",
       "66357                               /Organization/Zypsee   \n",
       "66358                     /Organization/Zyraz-Technology   \n",
       "66359                                /Organization/Zyrra   \n",
       "66360                               /Organization/Zystor   \n",
       "66361                           /Organization/Zytoprotec   \n",
       "66362                                /Organization/Zzish   \n",
       "66363  /Organization/Zznode-Science-And-Technology-Co...   \n",
       "66364                          /Organization/Zzzzapp-Com   \n",
       "66365                               /Organization/ÃEron   \n",
       "66366                             /Organization/ÃAsys-2   \n",
       "66367  /Organization/Ä°Novatiff-Reklam-Ve-Tanä±Tä±M-H...   \n",
       "\n",
       "                                                name  \\\n",
       "0                                              #fame   \n",
       "1                                           :Qounter   \n",
       "2                             (THE) ONE of THEM,Inc.   \n",
       "3                                            0-6.com   \n",
       "4                                   004 Technologies   \n",
       "5                                 01Games Technology   \n",
       "6                             Ondine Biomedical Inc.   \n",
       "7                                             H2O.ai   \n",
       "8                                           One Inc.   \n",
       "9                                        1,2,3 Listo   \n",
       "10                                           1-4 All   \n",
       "11                                  1.618 Technology   \n",
       "12                                     1-800-DENTIST   \n",
       "13                                     1-800-DOCTORS   \n",
       "14                       1-800-PublicRelations, Inc.   \n",
       "15                                      1 Mainstream   \n",
       "16                                           1 of 99   \n",
       "17                                       10-20 Media   \n",
       "18                                   10 Minutes With   \n",
       "19                                        1000 Corks   \n",
       "20                                      1000 Markets   \n",
       "21               Beijing 1000CHI Software Technology   \n",
       "22                                         1000Lookz   \n",
       "23                                      1000memories   \n",
       "24                                   1000museums.com   \n",
       "25                                           ZenChef   \n",
       "26                                1001pharmacies.com   \n",
       "27                                           1006.tv   \n",
       "28                                          100du.tv   \n",
       "29                                          100e.com   \n",
       "...                                              ...   \n",
       "66338                                          Zykis   \n",
       "66339                                 Zylie the Bear   \n",
       "66340                                 Zylun Staffing   \n",
       "66341                                 Zyme Solutions   \n",
       "66342                                       Zymergen   \n",
       "66343                                        Zymetis   \n",
       "66344                                      Zymeworks   \n",
       "66345                                       Zymochem   \n",
       "66346                                          Zympi   \n",
       "66347                                     Zymr, Inc.   \n",
       "66348                                          Zyncd   \n",
       "66349                                         Zyncro   \n",
       "66350                        Zynerba Pharmaceuticals   \n",
       "66351                    Zynergy Projects & Services   \n",
       "66352                                          Zynga   \n",
       "66353                                       Zyngenia   \n",
       "66354                                        Zynstra   \n",
       "66355                                         ZYOMYX   \n",
       "66356                                           Zype   \n",
       "66357                        Whisk (formerly Zypsee)   \n",
       "66358                               Zyraz Technology   \n",
       "66359                                          Zyrra   \n",
       "66360                                         Zystor   \n",
       "66361                                     Zytoprotec   \n",
       "66362                                          Zzish   \n",
       "66363                  ZZNode Science and Technology   \n",
       "66364                          Zzzzapp Wireless ltd.   \n",
       "66365                                         ÃERON   \n",
       "66366                                         Ãasys   \n",
       "66367  Ä°novatiff Reklam ve TanÄ±tÄ±m Hizmetleri Tic   \n",
       "\n",
       "                             homepage_url  \\\n",
       "0                      http://livfame.com   \n",
       "1                  http://www.qounter.com   \n",
       "2                     http://oneofthem.jp   \n",
       "3                      http://www.0-6.com   \n",
       "4       http://004gmbh.de/en/004-interact   \n",
       "5                  http://www.01games.hk/   \n",
       "6                    http://ondinebio.com   \n",
       "7                          http://h2o.ai/   \n",
       "8                      http://whatis1.com   \n",
       "9                 http://www.123listo.com   \n",
       "10                                    NaN   \n",
       "11     http://www.Homeandcondogallery.com   \n",
       "12             http://www.1800dentist.com   \n",
       "13                 http://1800doctors.com   \n",
       "14     http://www.1800publicrelations.com   \n",
       "15             http://www.1mainstream.com   \n",
       "16                                    NaN   \n",
       "17              http://www.10-20media.com   \n",
       "18               http://10minuteswith.com   \n",
       "19                   http://1000corks.com   \n",
       "20             http://www.1000markets.com   \n",
       "21                http://www.1000chi.com/   \n",
       "22                   http://1000lookz.com   \n",
       "23                http://1000memories.com   \n",
       "24             http://www.1000museums.com   \n",
       "25                 http://zenchef.com/en/   \n",
       "26         http://www.1001pharmacies.com/   \n",
       "27                    http://www.1006.tv/   \n",
       "28                   http://www.100du.com   \n",
       "29                    http://www.100e.com   \n",
       "...                                   ...   \n",
       "66338                    http://zykis.com   \n",
       "66339             http://zyliethebear.com   \n",
       "66340                http://www.zylun.com   \n",
       "66341        http://www.zymesolutions.com   \n",
       "66342             http://www.zymergen.com   \n",
       "66343              http://www.zymetis.com   \n",
       "66344                http://zymeworks.com   \n",
       "66345             http://www.zymochem.com   \n",
       "66346                http://www.zympi.com   \n",
       "66347                 http://www.zymr.com   \n",
       "66348                http://www.zyncd.com   \n",
       "66349               http://www.zyncro.com   \n",
       "66350                  http://zynerba.com   \n",
       "66351        http://www.zynergygroup.net/   \n",
       "66352                http://www.zynga.com   \n",
       "66353             http://www.zyngenia.com   \n",
       "66354              http://www.zynstra.com   \n",
       "66355               http://www.zyomyx.com   \n",
       "66356                 http://www.zype.com   \n",
       "66357                     http://whisk.me   \n",
       "66358                http://www.zyraz.com   \n",
       "66359                http://www.zyrra.com   \n",
       "66360               http://www.zystor.com   \n",
       "66361           http://www.zytoprotec.com   \n",
       "66362                http://www.zzish.com   \n",
       "66363               http://www.zznode.com   \n",
       "66364              http://www.zzzzapp.com   \n",
       "66365                http://www.aeron.hu/   \n",
       "66366                http://www.oasys.io/   \n",
       "66367                http://inovatiff.com   \n",
       "\n",
       "                                           category_list     status  \\\n",
       "0                                                  Media  operating   \n",
       "1      Application Platforms|Real Time|Social Network...  operating   \n",
       "2                                      Apps|Games|Mobile  operating   \n",
       "3                                            Curated Web  operating   \n",
       "4                                               Software  operating   \n",
       "5                                                  Games  operating   \n",
       "6                                          Biotechnology  operating   \n",
       "7                                              Analytics  operating   \n",
       "8                                                 Mobile  operating   \n",
       "9                                             E-Commerce  operating   \n",
       "10                          Entertainment|Games|Software  operating   \n",
       "11                    Networking|Real Estate|Web Hosting  operating   \n",
       "12                                   Health and Wellness  operating   \n",
       "13                                   Health and Wellness  operating   \n",
       "14             Internet Marketing|Media|Public Relations  operating   \n",
       "15                      Apps|Cable|Distribution|Software   acquired   \n",
       "16                                   Entertainment|Games  operating   \n",
       "17                                            E-Commerce  operating   \n",
       "18                                             Education  operating   \n",
       "19                                                Search  operating   \n",
       "20                           Art|E-Commerce|Marketplaces   acquired   \n",
       "21                                                Mobile  operating   \n",
       "22                                                Beauty  operating   \n",
       "23                                           Curated Web   acquired   \n",
       "24                                           Curated Web  operating   \n",
       "25                          Local Businesses|Restaurants  operating   \n",
       "26                                Cosmetics|Marketplaces  operating   \n",
       "27                                           Games|Media  operating   \n",
       "28                                           Hospitality  operating   \n",
       "29                                             Education  operating   \n",
       "...                                                  ...        ...   \n",
       "66338  Automotive|Data Security|Education|Kids|Portal...     closed   \n",
       "66339                                         E-Commerce  operating   \n",
       "66340                                           Software  operating   \n",
       "66341                       Hardware|Hardware + Software  operating   \n",
       "66342                                      Biotechnology  operating   \n",
       "66343                                      Biotechnology     closed   \n",
       "66344                                      Biotechnology  operating   \n",
       "66345                                Specialty Chemicals  operating   \n",
       "66346                      Mobile|Networking|Web Hosting  operating   \n",
       "66347  Android|Apps|Cloud Computing|Cloud Infrastruct...  operating   \n",
       "66348                 Crowdsourcing|Knowledge Management  operating   \n",
       "66349  Cloud Computing|Enterprise 2.0|Enterprise Soft...   acquired   \n",
       "66350                                    Pharmaceuticals        ipo   \n",
       "66351                                   Clean Technology  operating   \n",
       "66352  Facebook Applications|Games|Networking|Technology        ipo   \n",
       "66353                                      Biotechnology  operating   \n",
       "66354                                           Software  operating   \n",
       "66355                                      Biotechnology  operating   \n",
       "66356  Cloud Computing|Mobile Advertising|Video|Video...  operating   \n",
       "66357                              Public Transportation  operating   \n",
       "66358                                      Biotechnology     closed   \n",
       "66359                                         E-Commerce  operating   \n",
       "66360                                      Biotechnology   acquired   \n",
       "66361                                      Biotechnology  operating   \n",
       "66362  Analytics|Android|Developer APIs|Education|Gam...  operating   \n",
       "66363                                Enterprise Software  operating   \n",
       "66364        Advertising|Mobile|Web Development|Wireless  operating   \n",
       "66365                                                NaN  operating   \n",
       "66366  Consumer Electronics|Internet of Things|Teleco...  operating   \n",
       "66367                 Consumer Goods|E-Commerce|Internet  operating   \n",
       "\n",
       "      country_code state_code                   region                   city  \\\n",
       "0              IND         16                   Mumbai                 Mumbai   \n",
       "1              USA         DE               DE - Other          Delaware City   \n",
       "2              NaN        NaN                      NaN                    NaN   \n",
       "3              CHN         22                  Beijing                Beijing   \n",
       "4              USA         IL    Springfield, Illinois              Champaign   \n",
       "5              HKG        NaN                Hong Kong              Hong Kong   \n",
       "6              CAN         BC                Vancouver              Vancouver   \n",
       "7              USA         CA              SF Bay Area          Mountain View   \n",
       "8              USA         CA              SF Bay Area          San Francisco   \n",
       "9              CHL         12                 Santiago             Las Condes   \n",
       "10             USA         NC               NC - Other      Connellys Springs   \n",
       "11             USA         FL                  Orlando                Orlando   \n",
       "12             USA         CA              Los Angeles            Los Angeles   \n",
       "13             USA         NJ                   Newark                 Iselin   \n",
       "14             USA         NY            New York City               New York   \n",
       "15             USA         CA              SF Bay Area              Cupertino   \n",
       "16             USA         CA              SF Bay Area          Mountain View   \n",
       "17             USA         MD                Baltimore               Woodbine   \n",
       "18             GBR         H9                   London                 London   \n",
       "19             USA         OR         Portland, Oregon            Lake Oswego   \n",
       "20             USA         WA                  Seattle                Seattle   \n",
       "21             NaN        NaN                      NaN                    NaN   \n",
       "22             IND         25                  Chennai                Chennai   \n",
       "23             USA         CA              SF Bay Area          San Francisco   \n",
       "24             USA         MA               MA - Other                  Lenox   \n",
       "25             FRA         A8                    Paris                  Paris   \n",
       "26             FRA         A9              Montpellier            Montpellier   \n",
       "27             CHN         22                  Beijing                Beijing   \n",
       "28             CHN         23                 Shanghai               Shanghai   \n",
       "29             CHN         22                  Beijing                Beijing   \n",
       "...            ...        ...                      ...                    ...   \n",
       "66338          USA         CA                  Anaheim                 Irvine   \n",
       "66339          USA         CT                 Hartford              Greenwich   \n",
       "66340          USA         UT           Salt Lake City                   Lehi   \n",
       "66341          USA         CA              SF Bay Area         Redwood Shores   \n",
       "66342          USA         CA              SF Bay Area             Emeryville   \n",
       "66343          USA         MD         Washington, D.C.           College Park   \n",
       "66344          CAN         BC                Vancouver              Vancouver   \n",
       "66345          USA         CA              SF Bay Area          San Francisco   \n",
       "66346          USA         CA  Ontario - Inland Empire               Redlands   \n",
       "66347          USA         CA              SF Bay Area            Santa Clara   \n",
       "66348          GBR         H9                   London                 London   \n",
       "66349          ESP         56                Barcelona              Barcelona   \n",
       "66350          USA         PA             Philadelphia                 Radnor   \n",
       "66351          IND         25                  Chennai                Chennai   \n",
       "66352          USA         CA              SF Bay Area          San Francisco   \n",
       "66353          USA         MD         Washington, D.C.           Gaithersburg   \n",
       "66354          GBR         A4                     Bath                   Bath   \n",
       "66355          USA         MO               MO - Other                Fremont   \n",
       "66356          USA         NY            New York City               New York   \n",
       "66357          USA         NY            New York City               New York   \n",
       "66358          MYS         14              MYS - Other  Damansara New Village   \n",
       "66359          USA         MA                   Boston              Cambridge   \n",
       "66360          USA         WI                Milwaukee              Milwaukee   \n",
       "66361          AUT          3                   Vienna     Gerasdorf Bei Wien   \n",
       "66362          GBR         H9                   London                 London   \n",
       "66363          CHN         22                  Beijing                Beijing   \n",
       "66364          HRV         15                    Split                  Split   \n",
       "66365          NaN        NaN                      NaN                    NaN   \n",
       "66366          USA         CA              SF Bay Area          San Francisco   \n",
       "66367          NaN        NaN                      NaN                    NaN   \n",
       "\n",
       "       founded_at  \n",
       "0             NaN  \n",
       "1      04-09-2014  \n",
       "2             NaN  \n",
       "3      01-01-2007  \n",
       "4      01-01-2010  \n",
       "5             NaN  \n",
       "6      01-01-1997  \n",
       "7      01-01-2011  \n",
       "8      01-08-2011  \n",
       "9      01-01-2012  \n",
       "10            NaN  \n",
       "11     07-12-2013  \n",
       "12     01-01-1986  \n",
       "13     01-01-1984  \n",
       "14     24-10-2013  \n",
       "15     01-03-2012  \n",
       "16     01-12-2014  \n",
       "17     01-01-2001  \n",
       "18     01-01-2013  \n",
       "19     01-01-2008  \n",
       "20     01-01-2009  \n",
       "21     01-01-2008  \n",
       "22     01-01-2008  \n",
       "23     01-07-2010  \n",
       "24     01-01-2008  \n",
       "25     20-11-2010  \n",
       "26     01-01-2012  \n",
       "27     01-01-2009  \n",
       "28            NaN  \n",
       "29            NaN  \n",
       "...           ...  \n",
       "66338  27-10-2006  \n",
       "66339  01-01-2009  \n",
       "66340  01-01-2010  \n",
       "66341  01-01-2004  \n",
       "66342  01-01-2013  \n",
       "66343  01-01-2006  \n",
       "66344  01-04-2004  \n",
       "66345  01-05-2013  \n",
       "66346  03-09-2010  \n",
       "66347         NaN  \n",
       "66348  01-01-2014  \n",
       "66349  01-09-2009  \n",
       "66350  01-01-2014  \n",
       "66351         NaN  \n",
       "66352  01-07-2007  \n",
       "66353  01-01-2008  \n",
       "66354  30-11-2011  \n",
       "66355  01-01-1998  \n",
       "66356  01-01-2013  \n",
       "66357  01-01-2011  \n",
       "66358  01-01-1994  \n",
       "66359         NaN  \n",
       "66360         NaN  \n",
       "66361  01-01-2007  \n",
       "66362  28-01-2014  \n",
       "66363         NaN  \n",
       "66364  13-05-2012  \n",
       "66365  01-01-2011  \n",
       "66366  01-01-2014  \n",
       "66367         NaN  \n",
       "\n",
       "[66368 rows x 10 columns]"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "companies"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### removing junk data from companies permalink column"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>permalink</th>\n",
       "      <th>name</th>\n",
       "      <th>homepage_url</th>\n",
       "      <th>category_list</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>founded_at</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>/Organization/-Fame</td>\n",
       "      <td>#fame</td>\n",
       "      <td>http://livfame.com</td>\n",
       "      <td>Media</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>16</td>\n",
       "      <td>Mumbai</td>\n",
       "      <td>Mumbai</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>/Organization/-Qounter</td>\n",
       "      <td>:Qounter</td>\n",
       "      <td>http://www.qounter.com</td>\n",
       "      <td>Application Platforms|Real Time|Social Network...</td>\n",
       "      <td>operating</td>\n",
       "      <td>USA</td>\n",
       "      <td>DE</td>\n",
       "      <td>DE - Other</td>\n",
       "      <td>Delaware City</td>\n",
       "      <td>04-09-2014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>/Organization/-The-One-Of-Them-Inc-</td>\n",
       "      <td>(THE) ONE of THEM,Inc.</td>\n",
       "      <td>http://oneofthem.jp</td>\n",
       "      <td>Apps|Games|Mobile</td>\n",
       "      <td>operating</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>/Organization/0-6-Com</td>\n",
       "      <td>0-6.com</td>\n",
       "      <td>http://www.0-6.com</td>\n",
       "      <td>Curated Web</td>\n",
       "      <td>operating</td>\n",
       "      <td>CHN</td>\n",
       "      <td>22</td>\n",
       "      <td>Beijing</td>\n",
       "      <td>Beijing</td>\n",
       "      <td>01-01-2007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>/Organization/004-Technologies</td>\n",
       "      <td>004 Technologies</td>\n",
       "      <td>http://004gmbh.de/en/004-interact</td>\n",
       "      <td>Software</td>\n",
       "      <td>operating</td>\n",
       "      <td>USA</td>\n",
       "      <td>IL</td>\n",
       "      <td>Springfield, Illinois</td>\n",
       "      <td>Champaign</td>\n",
       "      <td>01-01-2010</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                             permalink                    name  \\\n",
       "0                  /Organization/-Fame                   #fame   \n",
       "1               /Organization/-Qounter                :Qounter   \n",
       "2  /Organization/-The-One-Of-Them-Inc-  (THE) ONE of THEM,Inc.   \n",
       "3                /Organization/0-6-Com                 0-6.com   \n",
       "4       /Organization/004-Technologies        004 Technologies   \n",
       "\n",
       "                        homepage_url  \\\n",
       "0                 http://livfame.com   \n",
       "1             http://www.qounter.com   \n",
       "2                http://oneofthem.jp   \n",
       "3                 http://www.0-6.com   \n",
       "4  http://004gmbh.de/en/004-interact   \n",
       "\n",
       "                                       category_list     status country_code  \\\n",
       "0                                              Media  operating          IND   \n",
       "1  Application Platforms|Real Time|Social Network...  operating          USA   \n",
       "2                                  Apps|Games|Mobile  operating          NaN   \n",
       "3                                        Curated Web  operating          CHN   \n",
       "4                                           Software  operating          USA   \n",
       "\n",
       "  state_code                 region           city  founded_at  \n",
       "0         16                 Mumbai         Mumbai         NaN  \n",
       "1         DE             DE - Other  Delaware City  04-09-2014  \n",
       "2        NaN                    NaN            NaN         NaN  \n",
       "3         22                Beijing        Beijing  01-01-2007  \n",
       "4         IL  Springfield, Illinois      Champaign  01-01-2010  "
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "companies['permalink']=companies['permalink'].apply(lambda x:x.encode('utf-8').decode('ascii','ignore'))\n",
    "companies.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### converting companies permalink into lower case"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>permalink</th>\n",
       "      <th>name</th>\n",
       "      <th>homepage_url</th>\n",
       "      <th>category_list</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>founded_at</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>/organization/-fame</td>\n",
       "      <td>#fame</td>\n",
       "      <td>http://livfame.com</td>\n",
       "      <td>Media</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>16</td>\n",
       "      <td>Mumbai</td>\n",
       "      <td>Mumbai</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>/organization/-qounter</td>\n",
       "      <td>:Qounter</td>\n",
       "      <td>http://www.qounter.com</td>\n",
       "      <td>Application Platforms|Real Time|Social Network...</td>\n",
       "      <td>operating</td>\n",
       "      <td>USA</td>\n",
       "      <td>DE</td>\n",
       "      <td>DE - Other</td>\n",
       "      <td>Delaware City</td>\n",
       "      <td>04-09-2014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>/organization/-the-one-of-them-inc-</td>\n",
       "      <td>(THE) ONE of THEM,Inc.</td>\n",
       "      <td>http://oneofthem.jp</td>\n",
       "      <td>Apps|Games|Mobile</td>\n",
       "      <td>operating</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>/organization/0-6-com</td>\n",
       "      <td>0-6.com</td>\n",
       "      <td>http://www.0-6.com</td>\n",
       "      <td>Curated Web</td>\n",
       "      <td>operating</td>\n",
       "      <td>CHN</td>\n",
       "      <td>22</td>\n",
       "      <td>Beijing</td>\n",
       "      <td>Beijing</td>\n",
       "      <td>01-01-2007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>/organization/004-technologies</td>\n",
       "      <td>004 Technologies</td>\n",
       "      <td>http://004gmbh.de/en/004-interact</td>\n",
       "      <td>Software</td>\n",
       "      <td>operating</td>\n",
       "      <td>USA</td>\n",
       "      <td>IL</td>\n",
       "      <td>Springfield, Illinois</td>\n",
       "      <td>Champaign</td>\n",
       "      <td>01-01-2010</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                             permalink                    name  \\\n",
       "0                  /organization/-fame                   #fame   \n",
       "1               /organization/-qounter                :Qounter   \n",
       "2  /organization/-the-one-of-them-inc-  (THE) ONE of THEM,Inc.   \n",
       "3                /organization/0-6-com                 0-6.com   \n",
       "4       /organization/004-technologies        004 Technologies   \n",
       "\n",
       "                        homepage_url  \\\n",
       "0                 http://livfame.com   \n",
       "1             http://www.qounter.com   \n",
       "2                http://oneofthem.jp   \n",
       "3                 http://www.0-6.com   \n",
       "4  http://004gmbh.de/en/004-interact   \n",
       "\n",
       "                                       category_list     status country_code  \\\n",
       "0                                              Media  operating          IND   \n",
       "1  Application Platforms|Real Time|Social Network...  operating          USA   \n",
       "2                                  Apps|Games|Mobile  operating          NaN   \n",
       "3                                        Curated Web  operating          CHN   \n",
       "4                                           Software  operating          USA   \n",
       "\n",
       "  state_code                 region           city  founded_at  \n",
       "0         16                 Mumbai         Mumbai         NaN  \n",
       "1         DE             DE - Other  Delaware City  04-09-2014  \n",
       "2        NaN                    NaN            NaN         NaN  \n",
       "3         22                Beijing        Beijing  01-01-2007  \n",
       "4         IL  Springfield, Illinois      Champaign  01-01-2010  "
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "companies['permalink']=companies['permalink'].str.lower()\n",
    "companies.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Counting no. of unique companies in companies data frame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "66368"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "companies['permalink'].nunique()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### The column which can be used to identify companies uniqly :-\n",
    "## permalink"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Checking if there are any companies present in rounds but not in companies"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### by set difference method"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "set()"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "set(rounds2['company_permalink']).difference(companies['permalink'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### by using negetion nd isin function"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>company_permalink</th>\n",
       "      <th>funding_round_permalink</th>\n",
       "      <th>funding_round_type</th>\n",
       "      <th>funding_round_code</th>\n",
       "      <th>funded_at</th>\n",
       "      <th>raised_amount_usd</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [company_permalink, funding_round_permalink, funding_round_type, funding_round_code, funded_at, raised_amount_usd]\n",
       "Index: []"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rounds2.loc[~rounds2['company_permalink'].isin(companies['permalink'])]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Merging both the data frames into a master data frame "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\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_permalink</th>\n",
       "      <th>funding_round_permalink</th>\n",
       "      <th>funding_round_type</th>\n",
       "      <th>funding_round_code</th>\n",
       "      <th>funded_at</th>\n",
       "      <th>raised_amount_usd</th>\n",
       "      <th>permalink</th>\n",
       "      <th>name</th>\n",
       "      <th>homepage_url</th>\n",
       "      <th>category_list</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>founded_at</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>/organization/-fame</td>\n",
       "      <td>/funding-round/9a01d05418af9f794eebff7ace91f638</td>\n",
       "      <td>venture</td>\n",
       "      <td>B</td>\n",
       "      <td>05-01-2015</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>/organization/-fame</td>\n",
       "      <td>#fame</td>\n",
       "      <td>http://livfame.com</td>\n",
       "      <td>Media</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>16</td>\n",
       "      <td>Mumbai</td>\n",
       "      <td>Mumbai</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>/organization/-qounter</td>\n",
       "      <td>/funding-round/22dacff496eb7acb2b901dec1dfe5633</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>14-10-2014</td>\n",
       "      <td>NaN</td>\n",
       "      <td>/organization/-qounter</td>\n",
       "      <td>:Qounter</td>\n",
       "      <td>http://www.qounter.com</td>\n",
       "      <td>Application Platforms|Real Time|Social Network...</td>\n",
       "      <td>operating</td>\n",
       "      <td>USA</td>\n",
       "      <td>DE</td>\n",
       "      <td>DE - Other</td>\n",
       "      <td>Delaware City</td>\n",
       "      <td>04-09-2014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>/organization/-qounter</td>\n",
       "      <td>/funding-round/b44fbb94153f6cdef13083530bb48030</td>\n",
       "      <td>seed</td>\n",
       "      <td>NaN</td>\n",
       "      <td>01-03-2014</td>\n",
       "      <td>700000.0</td>\n",
       "      <td>/organization/-qounter</td>\n",
       "      <td>:Qounter</td>\n",
       "      <td>http://www.qounter.com</td>\n",
       "      <td>Application Platforms|Real Time|Social Network...</td>\n",
       "      <td>operating</td>\n",
       "      <td>USA</td>\n",
       "      <td>DE</td>\n",
       "      <td>DE - Other</td>\n",
       "      <td>Delaware City</td>\n",
       "      <td>04-09-2014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>/organization/-the-one-of-them-inc-</td>\n",
       "      <td>/funding-round/650b8f704416801069bb178a1418776b</td>\n",
       "      <td>venture</td>\n",
       "      <td>B</td>\n",
       "      <td>30-01-2014</td>\n",
       "      <td>3406878.0</td>\n",
       "      <td>/organization/-the-one-of-them-inc-</td>\n",
       "      <td>(THE) ONE of THEM,Inc.</td>\n",
       "      <td>http://oneofthem.jp</td>\n",
       "      <td>Apps|Games|Mobile</td>\n",
       "      <td>operating</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>/organization/0-6-com</td>\n",
       "      <td>/funding-round/5727accaeaa57461bd22a9bdd945382d</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>19-03-2008</td>\n",
       "      <td>2000000.0</td>\n",
       "      <td>/organization/0-6-com</td>\n",
       "      <td>0-6.com</td>\n",
       "      <td>http://www.0-6.com</td>\n",
       "      <td>Curated Web</td>\n",
       "      <td>operating</td>\n",
       "      <td>CHN</td>\n",
       "      <td>22</td>\n",
       "      <td>Beijing</td>\n",
       "      <td>Beijing</td>\n",
       "      <td>01-01-2007</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     company_permalink  \\\n",
       "0                  /organization/-fame   \n",
       "1               /organization/-qounter   \n",
       "2               /organization/-qounter   \n",
       "3  /organization/-the-one-of-them-inc-   \n",
       "4                /organization/0-6-com   \n",
       "\n",
       "                           funding_round_permalink funding_round_type  \\\n",
       "0  /funding-round/9a01d05418af9f794eebff7ace91f638            venture   \n",
       "1  /funding-round/22dacff496eb7acb2b901dec1dfe5633            venture   \n",
       "2  /funding-round/b44fbb94153f6cdef13083530bb48030               seed   \n",
       "3  /funding-round/650b8f704416801069bb178a1418776b            venture   \n",
       "4  /funding-round/5727accaeaa57461bd22a9bdd945382d            venture   \n",
       "\n",
       "  funding_round_code   funded_at  raised_amount_usd  \\\n",
       "0                  B  05-01-2015         10000000.0   \n",
       "1                  A  14-10-2014                NaN   \n",
       "2                NaN  01-03-2014           700000.0   \n",
       "3                  B  30-01-2014          3406878.0   \n",
       "4                  A  19-03-2008          2000000.0   \n",
       "\n",
       "                             permalink                    name  \\\n",
       "0                  /organization/-fame                   #fame   \n",
       "1               /organization/-qounter                :Qounter   \n",
       "2               /organization/-qounter                :Qounter   \n",
       "3  /organization/-the-one-of-them-inc-  (THE) ONE of THEM,Inc.   \n",
       "4                /organization/0-6-com                 0-6.com   \n",
       "\n",
       "             homepage_url                                      category_list  \\\n",
       "0      http://livfame.com                                              Media   \n",
       "1  http://www.qounter.com  Application Platforms|Real Time|Social Network...   \n",
       "2  http://www.qounter.com  Application Platforms|Real Time|Social Network...   \n",
       "3     http://oneofthem.jp                                  Apps|Games|Mobile   \n",
       "4      http://www.0-6.com                                        Curated Web   \n",
       "\n",
       "      status country_code state_code      region           city  founded_at  \n",
       "0  operating          IND         16      Mumbai         Mumbai         NaN  \n",
       "1  operating          USA         DE  DE - Other  Delaware City  04-09-2014  \n",
       "2  operating          USA         DE  DE - Other  Delaware City  04-09-2014  \n",
       "3  operating          NaN        NaN         NaN            NaN         NaN  \n",
       "4  operating          CHN         22     Beijing        Beijing  01-01-2007  "
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "master_df=pd.merge(rounds2,companies,left_on='company_permalink',right_on='permalink',how='outer')\n",
    "master_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Perfoming data cleaning in the data frame"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Checking null values in master_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 114949 entries, 0 to 114948\n",
      "Data columns (total 16 columns):\n",
      "company_permalink          114949 non-null object\n",
      "funding_round_permalink    114949 non-null object\n",
      "funding_round_type         114949 non-null object\n",
      "funding_round_code         31140 non-null object\n",
      "funded_at                  114949 non-null object\n",
      "raised_amount_usd          94959 non-null float64\n",
      "permalink                  114949 non-null object\n",
      "name                       114948 non-null object\n",
      "homepage_url               108815 non-null object\n",
      "category_list              111539 non-null object\n",
      "status                     114949 non-null object\n",
      "country_code               106271 non-null object\n",
      "state_code                 104003 non-null object\n",
      "region                     104782 non-null object\n",
      "city                       104785 non-null object\n",
      "founded_at                 94428 non-null object\n",
      "dtypes: float64(1), object(15)\n",
      "memory usage: 14.9+ MB\n"
     ]
    }
   ],
   "source": [
    "master_df.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Checking null value percentage in master_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "company_permalink           0.000000\n",
       "funding_round_permalink     0.000000\n",
       "funding_round_type          0.000000\n",
       "funding_round_code         72.909725\n",
       "funded_at                   0.000000\n",
       "raised_amount_usd          17.390321\n",
       "permalink                   0.000000\n",
       "name                        0.000870\n",
       "homepage_url                5.336280\n",
       "category_list               2.966533\n",
       "status                      0.000000\n",
       "country_code                7.549435\n",
       "state_code                  9.522484\n",
       "region                      8.844792\n",
       "city                        8.842182\n",
       "founded_at                 17.852265\n",
       "dtype: float64"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "master_df.isnull().sum()/len(master_df)*100"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Removing unecessary columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "master_df.drop(['company_permalink'],axis=1,inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>funding_round_permalink</th>\n",
       "      <th>funding_round_type</th>\n",
       "      <th>funding_round_code</th>\n",
       "      <th>funded_at</th>\n",
       "      <th>raised_amount_usd</th>\n",
       "      <th>permalink</th>\n",
       "      <th>name</th>\n",
       "      <th>homepage_url</th>\n",
       "      <th>category_list</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>founded_at</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>/funding-round/9a01d05418af9f794eebff7ace91f638</td>\n",
       "      <td>venture</td>\n",
       "      <td>B</td>\n",
       "      <td>05-01-2015</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>/organization/-fame</td>\n",
       "      <td>#fame</td>\n",
       "      <td>http://livfame.com</td>\n",
       "      <td>Media</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>16</td>\n",
       "      <td>Mumbai</td>\n",
       "      <td>Mumbai</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>/funding-round/22dacff496eb7acb2b901dec1dfe5633</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>14-10-2014</td>\n",
       "      <td>NaN</td>\n",
       "      <td>/organization/-qounter</td>\n",
       "      <td>:Qounter</td>\n",
       "      <td>http://www.qounter.com</td>\n",
       "      <td>Application Platforms|Real Time|Social Network...</td>\n",
       "      <td>operating</td>\n",
       "      <td>USA</td>\n",
       "      <td>DE</td>\n",
       "      <td>DE - Other</td>\n",
       "      <td>Delaware City</td>\n",
       "      <td>04-09-2014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>/funding-round/b44fbb94153f6cdef13083530bb48030</td>\n",
       "      <td>seed</td>\n",
       "      <td>NaN</td>\n",
       "      <td>01-03-2014</td>\n",
       "      <td>700000.0</td>\n",
       "      <td>/organization/-qounter</td>\n",
       "      <td>:Qounter</td>\n",
       "      <td>http://www.qounter.com</td>\n",
       "      <td>Application Platforms|Real Time|Social Network...</td>\n",
       "      <td>operating</td>\n",
       "      <td>USA</td>\n",
       "      <td>DE</td>\n",
       "      <td>DE - Other</td>\n",
       "      <td>Delaware City</td>\n",
       "      <td>04-09-2014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>/funding-round/650b8f704416801069bb178a1418776b</td>\n",
       "      <td>venture</td>\n",
       "      <td>B</td>\n",
       "      <td>30-01-2014</td>\n",
       "      <td>3406878.0</td>\n",
       "      <td>/organization/-the-one-of-them-inc-</td>\n",
       "      <td>(THE) ONE of THEM,Inc.</td>\n",
       "      <td>http://oneofthem.jp</td>\n",
       "      <td>Apps|Games|Mobile</td>\n",
       "      <td>operating</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>/funding-round/5727accaeaa57461bd22a9bdd945382d</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>19-03-2008</td>\n",
       "      <td>2000000.0</td>\n",
       "      <td>/organization/0-6-com</td>\n",
       "      <td>0-6.com</td>\n",
       "      <td>http://www.0-6.com</td>\n",
       "      <td>Curated Web</td>\n",
       "      <td>operating</td>\n",
       "      <td>CHN</td>\n",
       "      <td>22</td>\n",
       "      <td>Beijing</td>\n",
       "      <td>Beijing</td>\n",
       "      <td>01-01-2007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>/funding-round/1278dd4e6a37fa4b7d7e06c21b3c1830</td>\n",
       "      <td>venture</td>\n",
       "      <td>NaN</td>\n",
       "      <td>24-07-2014</td>\n",
       "      <td>NaN</td>\n",
       "      <td>/organization/004-technologies</td>\n",
       "      <td>004 Technologies</td>\n",
       "      <td>http://004gmbh.de/en/004-interact</td>\n",
       "      <td>Software</td>\n",
       "      <td>operating</td>\n",
       "      <td>USA</td>\n",
       "      <td>IL</td>\n",
       "      <td>Springfield, Illinois</td>\n",
       "      <td>Champaign</td>\n",
       "      <td>01-01-2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>/funding-round/2b9d3ac293d5cdccbecff5c8cb0f327d</td>\n",
       "      <td>seed</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11-09-2009</td>\n",
       "      <td>43360.0</td>\n",
       "      <td>/organization/0ndine-biomedical-inc</td>\n",
       "      <td>Ondine Biomedical Inc.</td>\n",
       "      <td>http://ondinebio.com</td>\n",
       "      <td>Biotechnology</td>\n",
       "      <td>operating</td>\n",
       "      <td>CAN</td>\n",
       "      <td>BC</td>\n",
       "      <td>Vancouver</td>\n",
       "      <td>Vancouver</td>\n",
       "      <td>01-01-1997</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>/funding-round/954b9499724b946ad8c396a57a5f3b72</td>\n",
       "      <td>venture</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21-12-2009</td>\n",
       "      <td>719491.0</td>\n",
       "      <td>/organization/0ndine-biomedical-inc</td>\n",
       "      <td>Ondine Biomedical Inc.</td>\n",
       "      <td>http://ondinebio.com</td>\n",
       "      <td>Biotechnology</td>\n",
       "      <td>operating</td>\n",
       "      <td>CAN</td>\n",
       "      <td>BC</td>\n",
       "      <td>Vancouver</td>\n",
       "      <td>Vancouver</td>\n",
       "      <td>01-01-1997</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>/funding-round/383a9bd2c04f7038bb543ccef5ba3eae</td>\n",
       "      <td>seed</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22-05-2013</td>\n",
       "      <td>3000000.0</td>\n",
       "      <td>/organization/0xdata</td>\n",
       "      <td>H2O.ai</td>\n",
       "      <td>http://h2o.ai/</td>\n",
       "      <td>Analytics</td>\n",
       "      <td>operating</td>\n",
       "      <td>USA</td>\n",
       "      <td>CA</td>\n",
       "      <td>SF Bay Area</td>\n",
       "      <td>Mountain View</td>\n",
       "      <td>01-01-2011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>/funding-round/3bb2ee4a2d89251a10aaa735b1180e44</td>\n",
       "      <td>venture</td>\n",
       "      <td>B</td>\n",
       "      <td>09-11-2015</td>\n",
       "      <td>20000000.0</td>\n",
       "      <td>/organization/0xdata</td>\n",
       "      <td>H2O.ai</td>\n",
       "      <td>http://h2o.ai/</td>\n",
       "      <td>Analytics</td>\n",
       "      <td>operating</td>\n",
       "      <td>USA</td>\n",
       "      <td>CA</td>\n",
       "      <td>SF Bay Area</td>\n",
       "      <td>Mountain View</td>\n",
       "      <td>01-01-2011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>/funding-round/ae2a174c06517c2394aed45006322a7e</td>\n",
       "      <td>venture</td>\n",
       "      <td>NaN</td>\n",
       "      <td>03-01-2013</td>\n",
       "      <td>1700000.0</td>\n",
       "      <td>/organization/0xdata</td>\n",
       "      <td>H2O.ai</td>\n",
       "      <td>http://h2o.ai/</td>\n",
       "      <td>Analytics</td>\n",
       "      <td>operating</td>\n",
       "      <td>USA</td>\n",
       "      <td>CA</td>\n",
       "      <td>SF Bay Area</td>\n",
       "      <td>Mountain View</td>\n",
       "      <td>01-01-2011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>/funding-round/e1cfcbe1bdf4c70277c5f29a3482f24e</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>19-07-2014</td>\n",
       "      <td>8900000.0</td>\n",
       "      <td>/organization/0xdata</td>\n",
       "      <td>H2O.ai</td>\n",
       "      <td>http://h2o.ai/</td>\n",
       "      <td>Analytics</td>\n",
       "      <td>operating</td>\n",
       "      <td>USA</td>\n",
       "      <td>CA</td>\n",
       "      <td>SF Bay Area</td>\n",
       "      <td>Mountain View</td>\n",
       "      <td>01-01-2011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>/funding-round/03b975068632eba5bfdb937ec8c07a68</td>\n",
       "      <td>seed</td>\n",
       "      <td>NaN</td>\n",
       "      <td>05-02-2014</td>\n",
       "      <td>150000.0</td>\n",
       "      <td>/organization/1</td>\n",
       "      <td>One Inc.</td>\n",
       "      <td>http://whatis1.com</td>\n",
       "      <td>Mobile</td>\n",
       "      <td>operating</td>\n",
       "      <td>USA</td>\n",
       "      <td>CA</td>\n",
       "      <td>SF Bay Area</td>\n",
       "      <td>San Francisco</td>\n",
       "      <td>01-08-2011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>/funding-round/e82464f22241715dd1a6c77241055ed1</td>\n",
       "      <td>seed</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20-07-2011</td>\n",
       "      <td>1000050.0</td>\n",
       "      <td>/organization/1</td>\n",
       "      <td>One Inc.</td>\n",
       "      <td>http://whatis1.com</td>\n",
       "      <td>Mobile</td>\n",
       "      <td>operating</td>\n",
       "      <td>USA</td>\n",
       "      <td>CA</td>\n",
       "      <td>SF Bay Area</td>\n",
       "      <td>San Francisco</td>\n",
       "      <td>01-08-2011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>/funding-round/6de4609e894495105bc791ed64361288</td>\n",
       "      <td>seed</td>\n",
       "      <td>NaN</td>\n",
       "      <td>18-02-2013</td>\n",
       "      <td>40000.0</td>\n",
       "      <td>/organization/1-2-3-listo</td>\n",
       "      <td>1,2,3 Listo</td>\n",
       "      <td>http://www.123listo.com</td>\n",
       "      <td>E-Commerce</td>\n",
       "      <td>operating</td>\n",
       "      <td>CHL</td>\n",
       "      <td>12</td>\n",
       "      <td>Santiago</td>\n",
       "      <td>Las Condes</td>\n",
       "      <td>01-01-2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>/funding-round/11c228f58831bc7ed337ef69ecc560c2</td>\n",
       "      <td>private_equity</td>\n",
       "      <td>NaN</td>\n",
       "      <td>01-02-2015</td>\n",
       "      <td>6000000.0</td>\n",
       "      <td>/organization/1-800-publicrelations-inc-</td>\n",
       "      <td>1-800-PublicRelations, Inc.</td>\n",
       "      <td>http://www.1800publicrelations.com</td>\n",
       "      <td>Internet Marketing|Media|Public Relations</td>\n",
       "      <td>operating</td>\n",
       "      <td>USA</td>\n",
       "      <td>NY</td>\n",
       "      <td>New York City</td>\n",
       "      <td>New York</td>\n",
       "      <td>24-10-2013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>/funding-round/b952cbaf401f310927430c97b68162ea</td>\n",
       "      <td>venture</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17-03-2015</td>\n",
       "      <td>5000000.0</td>\n",
       "      <td>/organization/1-mainstream</td>\n",
       "      <td>1 Mainstream</td>\n",
       "      <td>http://www.1mainstream.com</td>\n",
       "      <td>Apps|Cable|Distribution|Software</td>\n",
       "      <td>acquired</td>\n",
       "      <td>USA</td>\n",
       "      <td>CA</td>\n",
       "      <td>SF Bay Area</td>\n",
       "      <td>Cupertino</td>\n",
       "      <td>01-03-2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>/funding-round/0faccbbcc5818dc5326469f13f5a8ac8</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>09-10-2014</td>\n",
       "      <td>4000000.0</td>\n",
       "      <td>/organization/10-minutes-with</td>\n",
       "      <td>10 Minutes With</td>\n",
       "      <td>http://10minuteswith.com</td>\n",
       "      <td>Education</td>\n",
       "      <td>operating</td>\n",
       "      <td>GBR</td>\n",
       "      <td>H9</td>\n",
       "      <td>London</td>\n",
       "      <td>London</td>\n",
       "      <td>01-01-2013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>/funding-round/f245a74b4c54610ae843e17bdf4d1113</td>\n",
       "      <td>seed</td>\n",
       "      <td>NaN</td>\n",
       "      <td>01-01-2013</td>\n",
       "      <td>400000.0</td>\n",
       "      <td>/organization/10-minutes-with</td>\n",
       "      <td>10 Minutes With</td>\n",
       "      <td>http://10minuteswith.com</td>\n",
       "      <td>Education</td>\n",
       "      <td>operating</td>\n",
       "      <td>GBR</td>\n",
       "      <td>H9</td>\n",
       "      <td>London</td>\n",
       "      <td>London</td>\n",
       "      <td>01-01-2013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>/funding-round/8f4fa70e24269ddd8bdf6658906b356b</td>\n",
       "      <td>seed</td>\n",
       "      <td>NaN</td>\n",
       "      <td>23-08-2011</td>\n",
       "      <td>40000.0</td>\n",
       "      <td>/organization/1000-corks</td>\n",
       "      <td>1000 Corks</td>\n",
       "      <td>http://1000corks.com</td>\n",
       "      <td>Search</td>\n",
       "      <td>operating</td>\n",
       "      <td>USA</td>\n",
       "      <td>OR</td>\n",
       "      <td>Portland, Oregon</td>\n",
       "      <td>Lake Oswego</td>\n",
       "      <td>01-01-2008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>/funding-round/ce6749b6441f52ccaf38b6d5578779fd</td>\n",
       "      <td>seed</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15-05-2009</td>\n",
       "      <td>500000.0</td>\n",
       "      <td>/organization/1000-markets</td>\n",
       "      <td>1000 Markets</td>\n",
       "      <td>http://www.1000markets.com</td>\n",
       "      <td>Art|E-Commerce|Marketplaces</td>\n",
       "      <td>acquired</td>\n",
       "      <td>USA</td>\n",
       "      <td>WA</td>\n",
       "      <td>Seattle</td>\n",
       "      <td>Seattle</td>\n",
       "      <td>01-01-2009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>/funding-round/854fae13c5b26b2ea6b32b06c2e5890c</td>\n",
       "      <td>angel</td>\n",
       "      <td>NaN</td>\n",
       "      <td>01-04-2010</td>\n",
       "      <td>43923865.0</td>\n",
       "      <td>/organization/1000chi</td>\n",
       "      <td>Beijing 1000CHI Software Technology</td>\n",
       "      <td>http://www.1000chi.com/</td>\n",
       "      <td>Mobile</td>\n",
       "      <td>operating</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>01-01-2008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>/funding-round/e07f6e580046d00c7aeb33fafb9d90a3</td>\n",
       "      <td>venture</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22-07-2013</td>\n",
       "      <td>NaN</td>\n",
       "      <td>/organization/1000lookz</td>\n",
       "      <td>1000Lookz</td>\n",
       "      <td>http://1000lookz.com</td>\n",
       "      <td>Beauty</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>25</td>\n",
       "      <td>Chennai</td>\n",
       "      <td>Chennai</td>\n",
       "      <td>01-01-2008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>/funding-round/502bd0e50c27616995e4bdad24605ef8</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>16-02-2011</td>\n",
       "      <td>2520000.0</td>\n",
       "      <td>/organization/1000memories</td>\n",
       "      <td>1000memories</td>\n",
       "      <td>http://1000memories.com</td>\n",
       "      <td>Curated Web</td>\n",
       "      <td>acquired</td>\n",
       "      <td>USA</td>\n",
       "      <td>CA</td>\n",
       "      <td>SF Bay Area</td>\n",
       "      <td>San Francisco</td>\n",
       "      <td>01-07-2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>/funding-round/f5fb428ed1e63321f88b3e646ba85f00</td>\n",
       "      <td>seed</td>\n",
       "      <td>NaN</td>\n",
       "      <td>01-01-2010</td>\n",
       "      <td>15000.0</td>\n",
       "      <td>/organization/1000memories</td>\n",
       "      <td>1000memories</td>\n",
       "      <td>http://1000memories.com</td>\n",
       "      <td>Curated Web</td>\n",
       "      <td>acquired</td>\n",
       "      <td>USA</td>\n",
       "      <td>CA</td>\n",
       "      <td>SF Bay Area</td>\n",
       "      <td>San Francisco</td>\n",
       "      <td>01-07-2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>/funding-round/13be128d655076a025221d7fddc90d68</td>\n",
       "      <td>venture</td>\n",
       "      <td>NaN</td>\n",
       "      <td>14-10-2009</td>\n",
       "      <td>265940.0</td>\n",
       "      <td>/organization/1000museums-com</td>\n",
       "      <td>1000museums.com</td>\n",
       "      <td>http://www.1000museums.com</td>\n",
       "      <td>Curated Web</td>\n",
       "      <td>operating</td>\n",
       "      <td>USA</td>\n",
       "      <td>MA</td>\n",
       "      <td>MA - Other</td>\n",
       "      <td>Lenox</td>\n",
       "      <td>01-01-2008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>/funding-round/6aeb32ab3fc05db2b606d7a2466e8c09</td>\n",
       "      <td>venture</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15-01-2014</td>\n",
       "      <td>2906832.0</td>\n",
       "      <td>/organization/1000museums-com</td>\n",
       "      <td>1000museums.com</td>\n",
       "      <td>http://www.1000museums.com</td>\n",
       "      <td>Curated Web</td>\n",
       "      <td>operating</td>\n",
       "      <td>USA</td>\n",
       "      <td>MA</td>\n",
       "      <td>MA - Other</td>\n",
       "      <td>Lenox</td>\n",
       "      <td>01-01-2008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>/funding-round/89317984885b44f02e4befb9dc2e588c</td>\n",
       "      <td>venture</td>\n",
       "      <td>NaN</td>\n",
       "      <td>01-08-2014</td>\n",
       "      <td>1500000.0</td>\n",
       "      <td>/organization/1000museums-com</td>\n",
       "      <td>1000museums.com</td>\n",
       "      <td>http://www.1000museums.com</td>\n",
       "      <td>Curated Web</td>\n",
       "      <td>operating</td>\n",
       "      <td>USA</td>\n",
       "      <td>MA</td>\n",
       "      <td>MA - Other</td>\n",
       "      <td>Lenox</td>\n",
       "      <td>01-01-2008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>/funding-round/adf2f3272af9f552b87e01f10f0b9234</td>\n",
       "      <td>venture</td>\n",
       "      <td>NaN</td>\n",
       "      <td>01-02-2014</td>\n",
       "      <td>NaN</td>\n",
       "      <td>/organization/1000museums-com</td>\n",
       "      <td>1000museums.com</td>\n",
       "      <td>http://www.1000museums.com</td>\n",
       "      <td>Curated Web</td>\n",
       "      <td>operating</td>\n",
       "      <td>USA</td>\n",
       "      <td>MA</td>\n",
       "      <td>MA - Other</td>\n",
       "      <td>Lenox</td>\n",
       "      <td>01-01-2008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>/funding-round/fd1b3064232ba9b3cfb5653a619e82e8</td>\n",
       "      <td>venture</td>\n",
       "      <td>NaN</td>\n",
       "      <td>05-04-2011</td>\n",
       "      <td>642000.0</td>\n",
       "      <td>/organization/1000museums-com</td>\n",
       "      <td>1000museums.com</td>\n",
       "      <td>http://www.1000museums.com</td>\n",
       "      <td>Curated Web</td>\n",
       "      <td>operating</td>\n",
       "      <td>USA</td>\n",
       "      <td>MA</td>\n",
       "      <td>MA - Other</td>\n",
       "      <td>Lenox</td>\n",
       "      <td>01-01-2008</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114914</th>\n",
       "      <td>/funding-round/eb198261da812bc8d3bf475ccec44000</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>12-02-2008</td>\n",
       "      <td>5026000.0</td>\n",
       "      <td>/organization/zynga</td>\n",
       "      <td>Zynga</td>\n",
       "      <td>http://www.zynga.com</td>\n",
       "      <td>Facebook Applications|Games|Networking|Technology</td>\n",
       "      <td>ipo</td>\n",
       "      <td>USA</td>\n",
       "      <td>CA</td>\n",
       "      <td>SF Bay Area</td>\n",
       "      <td>San Francisco</td>\n",
       "      <td>01-07-2007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114915</th>\n",
       "      <td>/funding-round/55ec03b6fa2e812a2b4a9da5a4555752</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>09-09-2010</td>\n",
       "      <td>25000000.0</td>\n",
       "      <td>/organization/zyngenia</td>\n",
       "      <td>Zyngenia</td>\n",
       "      <td>http://www.zyngenia.com</td>\n",
       "      <td>Biotechnology</td>\n",
       "      <td>operating</td>\n",
       "      <td>USA</td>\n",
       "      <td>MD</td>\n",
       "      <td>Washington, D.C.</td>\n",
       "      <td>Gaithersburg</td>\n",
       "      <td>01-01-2008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114916</th>\n",
       "      <td>/funding-round/05f43b37c270f5919578281ce803de8f</td>\n",
       "      <td>venture</td>\n",
       "      <td>B</td>\n",
       "      <td>09-07-2014</td>\n",
       "      <td>8400000.0</td>\n",
       "      <td>/organization/zynstra</td>\n",
       "      <td>Zynstra</td>\n",
       "      <td>http://www.zynstra.com</td>\n",
       "      <td>Software</td>\n",
       "      <td>operating</td>\n",
       "      <td>GBR</td>\n",
       "      <td>A4</td>\n",
       "      <td>Bath</td>\n",
       "      <td>Bath</td>\n",
       "      <td>30-11-2011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114917</th>\n",
       "      <td>/funding-round/129127802dd48be42d6cd45f65895245</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>12-09-2013</td>\n",
       "      <td>3800000.0</td>\n",
       "      <td>/organization/zynstra</td>\n",
       "      <td>Zynstra</td>\n",
       "      <td>http://www.zynstra.com</td>\n",
       "      <td>Software</td>\n",
       "      <td>operating</td>\n",
       "      <td>GBR</td>\n",
       "      <td>A4</td>\n",
       "      <td>Bath</td>\n",
       "      <td>Bath</td>\n",
       "      <td>30-11-2011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114918</th>\n",
       "      <td>/funding-round/6c01f0a76c1341118d63b670ac841bd9</td>\n",
       "      <td>seed</td>\n",
       "      <td>NaN</td>\n",
       "      <td>03-03-2012</td>\n",
       "      <td>225000.0</td>\n",
       "      <td>/organization/zynstra</td>\n",
       "      <td>Zynstra</td>\n",
       "      <td>http://www.zynstra.com</td>\n",
       "      <td>Software</td>\n",
       "      <td>operating</td>\n",
       "      <td>GBR</td>\n",
       "      <td>A4</td>\n",
       "      <td>Bath</td>\n",
       "      <td>Bath</td>\n",
       "      <td>30-11-2011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114919</th>\n",
       "      <td>/funding-round/dee233b3434185c14b3352034f72d798</td>\n",
       "      <td>angel</td>\n",
       "      <td>NaN</td>\n",
       "      <td>18-09-2012</td>\n",
       "      <td>2325000.0</td>\n",
       "      <td>/organization/zynstra</td>\n",
       "      <td>Zynstra</td>\n",
       "      <td>http://www.zynstra.com</td>\n",
       "      <td>Software</td>\n",
       "      <td>operating</td>\n",
       "      <td>GBR</td>\n",
       "      <td>A4</td>\n",
       "      <td>Bath</td>\n",
       "      <td>Bath</td>\n",
       "      <td>30-11-2011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114920</th>\n",
       "      <td>/funding-round/4191cb5258d3863b0212d1083881da64</td>\n",
       "      <td>venture</td>\n",
       "      <td>B</td>\n",
       "      <td>30-06-2013</td>\n",
       "      <td>12000000.0</td>\n",
       "      <td>/organization/zyomyx-inc</td>\n",
       "      <td>ZYOMYX</td>\n",
       "      <td>http://www.zyomyx.com</td>\n",
       "      <td>Biotechnology</td>\n",
       "      <td>operating</td>\n",
       "      <td>USA</td>\n",
       "      <td>MO</td>\n",
       "      <td>MO - Other</td>\n",
       "      <td>Fremont</td>\n",
       "      <td>01-01-1998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114922</th>\n",
       "      <td>/funding-round/b4fce7f8a13267353d57db09099800e8</td>\n",
       "      <td>venture</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11-07-2013</td>\n",
       "      <td>14219999.0</td>\n",
       "      <td>/organization/zyomyx-inc</td>\n",
       "      <td>ZYOMYX</td>\n",
       "      <td>http://www.zyomyx.com</td>\n",
       "      <td>Biotechnology</td>\n",
       "      <td>operating</td>\n",
       "      <td>USA</td>\n",
       "      <td>MO</td>\n",
       "      <td>MO - Other</td>\n",
       "      <td>Fremont</td>\n",
       "      <td>01-01-1998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114923</th>\n",
       "      <td>/funding-round/ea5b21da6cf999ff4d5667431fe318d7</td>\n",
       "      <td>venture</td>\n",
       "      <td>NaN</td>\n",
       "      <td>29-01-2010</td>\n",
       "      <td>555016.0</td>\n",
       "      <td>/organization/zyomyx-inc</td>\n",
       "      <td>ZYOMYX</td>\n",
       "      <td>http://www.zyomyx.com</td>\n",
       "      <td>Biotechnology</td>\n",
       "      <td>operating</td>\n",
       "      <td>USA</td>\n",
       "      <td>MO</td>\n",
       "      <td>MO - Other</td>\n",
       "      <td>Fremont</td>\n",
       "      <td>01-01-1998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114924</th>\n",
       "      <td>/funding-round/24e8134882bf6c4dcc385abba0acd5d9</td>\n",
       "      <td>seed</td>\n",
       "      <td>NaN</td>\n",
       "      <td>01-04-2015</td>\n",
       "      <td>1700000.0</td>\n",
       "      <td>/organization/zype</td>\n",
       "      <td>Zype</td>\n",
       "      <td>http://www.zype.com</td>\n",
       "      <td>Cloud Computing|Mobile Advertising|Video|Video...</td>\n",
       "      <td>operating</td>\n",
       "      <td>USA</td>\n",
       "      <td>NY</td>\n",
       "      <td>New York City</td>\n",
       "      <td>New York</td>\n",
       "      <td>01-01-2013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114925</th>\n",
       "      <td>/funding-round/c9f5097b3617c7539aa47c8b448163be</td>\n",
       "      <td>seed</td>\n",
       "      <td>NaN</td>\n",
       "      <td>27-10-2015</td>\n",
       "      <td>1600000.0</td>\n",
       "      <td>/organization/zype</td>\n",
       "      <td>Zype</td>\n",
       "      <td>http://www.zype.com</td>\n",
       "      <td>Cloud Computing|Mobile Advertising|Video|Video...</td>\n",
       "      <td>operating</td>\n",
       "      <td>USA</td>\n",
       "      <td>NY</td>\n",
       "      <td>New York City</td>\n",
       "      <td>New York</td>\n",
       "      <td>01-01-2013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114926</th>\n",
       "      <td>/funding-round/472c6f7940522552fcca465b8cd3deef</td>\n",
       "      <td>seed</td>\n",
       "      <td>NaN</td>\n",
       "      <td>25-09-2013</td>\n",
       "      <td>2150000.0</td>\n",
       "      <td>/organization/zypsee</td>\n",
       "      <td>Whisk (formerly Zypsee)</td>\n",
       "      <td>http://whisk.me</td>\n",
       "      <td>Public Transportation</td>\n",
       "      <td>operating</td>\n",
       "      <td>USA</td>\n",
       "      <td>NY</td>\n",
       "      <td>New York City</td>\n",
       "      <td>New York</td>\n",
       "      <td>01-01-2011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114927</th>\n",
       "      <td>/funding-round/c67e22c5448435adaf5a2d101e449dde</td>\n",
       "      <td>seed</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26-07-2013</td>\n",
       "      <td>NaN</td>\n",
       "      <td>/organization/zypsee</td>\n",
       "      <td>Whisk (formerly Zypsee)</td>\n",
       "      <td>http://whisk.me</td>\n",
       "      <td>Public Transportation</td>\n",
       "      <td>operating</td>\n",
       "      <td>USA</td>\n",
       "      <td>NY</td>\n",
       "      <td>New York City</td>\n",
       "      <td>New York</td>\n",
       "      <td>01-01-2011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114928</th>\n",
       "      <td>/funding-round/3c3ae0f177e01a04deea811e1828be35</td>\n",
       "      <td>private_equity</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15-02-2013</td>\n",
       "      <td>20967.0</td>\n",
       "      <td>/organization/zyraz-technology</td>\n",
       "      <td>Zyraz Technology</td>\n",
       "      <td>http://www.zyraz.com</td>\n",
       "      <td>Biotechnology</td>\n",
       "      <td>closed</td>\n",
       "      <td>MYS</td>\n",
       "      <td>14</td>\n",
       "      <td>MYS - Other</td>\n",
       "      <td>Damansara New Village</td>\n",
       "      <td>01-01-1994</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114929</th>\n",
       "      <td>/funding-round/55f33b179dd6f4516315348c1e8350c6</td>\n",
       "      <td>angel</td>\n",
       "      <td>NaN</td>\n",
       "      <td>01-01-2008</td>\n",
       "      <td>2007363.0</td>\n",
       "      <td>/organization/zyraz-technology</td>\n",
       "      <td>Zyraz Technology</td>\n",
       "      <td>http://www.zyraz.com</td>\n",
       "      <td>Biotechnology</td>\n",
       "      <td>closed</td>\n",
       "      <td>MYS</td>\n",
       "      <td>14</td>\n",
       "      <td>MYS - Other</td>\n",
       "      <td>Damansara New Village</td>\n",
       "      <td>01-01-1994</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114931</th>\n",
       "      <td>/funding-round/e949f077c943db197f20e43c2eb8d0e6</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>09-10-2009</td>\n",
       "      <td>7991547.0</td>\n",
       "      <td>/organization/zyraz-technology</td>\n",
       "      <td>Zyraz Technology</td>\n",
       "      <td>http://www.zyraz.com</td>\n",
       "      <td>Biotechnology</td>\n",
       "      <td>closed</td>\n",
       "      <td>MYS</td>\n",
       "      <td>14</td>\n",
       "      <td>MYS - Other</td>\n",
       "      <td>Damansara New Village</td>\n",
       "      <td>01-01-1994</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114932</th>\n",
       "      <td>/funding-round/2a13fa52848ace2760b224a350a76b40</td>\n",
       "      <td>seed</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15-11-2010</td>\n",
       "      <td>445000.0</td>\n",
       "      <td>/organization/zyrra</td>\n",
       "      <td>Zyrra</td>\n",
       "      <td>http://www.zyrra.com</td>\n",
       "      <td>E-Commerce</td>\n",
       "      <td>operating</td>\n",
       "      <td>USA</td>\n",
       "      <td>MA</td>\n",
       "      <td>Boston</td>\n",
       "      <td>Cambridge</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114933</th>\n",
       "      <td>/funding-round/39baf35e59eb3efc5409cd4c5eaa50e1</td>\n",
       "      <td>seed</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21-10-2010</td>\n",
       "      <td>50000.0</td>\n",
       "      <td>/organization/zyrra</td>\n",
       "      <td>Zyrra</td>\n",
       "      <td>http://www.zyrra.com</td>\n",
       "      <td>E-Commerce</td>\n",
       "      <td>operating</td>\n",
       "      <td>USA</td>\n",
       "      <td>MA</td>\n",
       "      <td>Boston</td>\n",
       "      <td>Cambridge</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114934</th>\n",
       "      <td>/funding-round/7a0fa791c96c9c447ee54662395beab9</td>\n",
       "      <td>venture</td>\n",
       "      <td>NaN</td>\n",
       "      <td>18-10-2012</td>\n",
       "      <td>140500.0</td>\n",
       "      <td>/organization/zyrra</td>\n",
       "      <td>Zyrra</td>\n",
       "      <td>http://www.zyrra.com</td>\n",
       "      <td>E-Commerce</td>\n",
       "      <td>operating</td>\n",
       "      <td>USA</td>\n",
       "      <td>MA</td>\n",
       "      <td>Boston</td>\n",
       "      <td>Cambridge</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114935</th>\n",
       "      <td>/funding-round/cc8cd96a500332d5b4f4bcbddb306099</td>\n",
       "      <td>angel</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15-12-2010</td>\n",
       "      <td>875000.0</td>\n",
       "      <td>/organization/zyrra</td>\n",
       "      <td>Zyrra</td>\n",
       "      <td>http://www.zyrra.com</td>\n",
       "      <td>E-Commerce</td>\n",
       "      <td>operating</td>\n",
       "      <td>USA</td>\n",
       "      <td>MA</td>\n",
       "      <td>Boston</td>\n",
       "      <td>Cambridge</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114936</th>\n",
       "      <td>/funding-round/7ea37c0ff4132b084832039a9380d34e</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>16-12-2004</td>\n",
       "      <td>8500000.0</td>\n",
       "      <td>/organization/zystor</td>\n",
       "      <td>Zystor</td>\n",
       "      <td>http://www.zystor.com</td>\n",
       "      <td>Biotechnology</td>\n",
       "      <td>acquired</td>\n",
       "      <td>USA</td>\n",
       "      <td>WI</td>\n",
       "      <td>Milwaukee</td>\n",
       "      <td>Milwaukee</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114937</th>\n",
       "      <td>/funding-round/0c43e717298296d2fb334fb236300f6e</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>29-01-2013</td>\n",
       "      <td>2686600.0</td>\n",
       "      <td>/organization/zytoprotec</td>\n",
       "      <td>Zytoprotec</td>\n",
       "      <td>http://www.zytoprotec.com</td>\n",
       "      <td>Biotechnology</td>\n",
       "      <td>operating</td>\n",
       "      <td>AUT</td>\n",
       "      <td>3</td>\n",
       "      <td>Vienna</td>\n",
       "      <td>Gerasdorf Bei Wien</td>\n",
       "      <td>01-01-2007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114939</th>\n",
       "      <td>/funding-round/4c82e18a8e3eab2647719d0fc27ead5f</td>\n",
       "      <td>angel</td>\n",
       "      <td>NaN</td>\n",
       "      <td>31-10-2014</td>\n",
       "      <td>400000.0</td>\n",
       "      <td>/organization/zzish</td>\n",
       "      <td>Zzish</td>\n",
       "      <td>http://www.zzish.com</td>\n",
       "      <td>Analytics|Android|Developer APIs|Education|Gam...</td>\n",
       "      <td>operating</td>\n",
       "      <td>GBR</td>\n",
       "      <td>H9</td>\n",
       "      <td>London</td>\n",
       "      <td>London</td>\n",
       "      <td>28-01-2014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114940</th>\n",
       "      <td>/funding-round/73721fffc980d228f051e87422aa8732</td>\n",
       "      <td>seed</td>\n",
       "      <td>NaN</td>\n",
       "      <td>24-03-2014</td>\n",
       "      <td>320000.0</td>\n",
       "      <td>/organization/zzish</td>\n",
       "      <td>Zzish</td>\n",
       "      <td>http://www.zzish.com</td>\n",
       "      <td>Analytics|Android|Developer APIs|Education|Gam...</td>\n",
       "      <td>operating</td>\n",
       "      <td>GBR</td>\n",
       "      <td>H9</td>\n",
       "      <td>London</td>\n",
       "      <td>London</td>\n",
       "      <td>28-01-2014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114941</th>\n",
       "      <td>/funding-round/171693e1e07e0230defd8fddb6de4515</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>01-04-2012</td>\n",
       "      <td>1587301.0</td>\n",
       "      <td>/organization/zznode-science-and-technology-co...</td>\n",
       "      <td>ZZNode Science and Technology</td>\n",
       "      <td>http://www.zznode.com</td>\n",
       "      <td>Enterprise Software</td>\n",
       "      <td>operating</td>\n",
       "      <td>CHN</td>\n",
       "      <td>22</td>\n",
       "      <td>Beijing</td>\n",
       "      <td>Beijing</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114942</th>\n",
       "      <td>/funding-round/22ef2fafb4d20ac3aa4b86143dbf6c8e</td>\n",
       "      <td>seed</td>\n",
       "      <td>NaN</td>\n",
       "      <td>01-11-2011</td>\n",
       "      <td>7000.0</td>\n",
       "      <td>/organization/zzzzapp-com</td>\n",
       "      <td>Zzzzapp Wireless ltd.</td>\n",
       "      <td>http://www.zzzzapp.com</td>\n",
       "      <td>Advertising|Mobile|Web Development|Wireless</td>\n",
       "      <td>operating</td>\n",
       "      <td>HRV</td>\n",
       "      <td>15</td>\n",
       "      <td>Split</td>\n",
       "      <td>Split</td>\n",
       "      <td>13-05-2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114943</th>\n",
       "      <td>/funding-round/6ba41360588bc6e3f77e9b50a0ebfafa</td>\n",
       "      <td>seed</td>\n",
       "      <td>NaN</td>\n",
       "      <td>01-08-2013</td>\n",
       "      <td>33149.0</td>\n",
       "      <td>/organization/zzzzapp-com</td>\n",
       "      <td>Zzzzapp Wireless ltd.</td>\n",
       "      <td>http://www.zzzzapp.com</td>\n",
       "      <td>Advertising|Mobile|Web Development|Wireless</td>\n",
       "      <td>operating</td>\n",
       "      <td>HRV</td>\n",
       "      <td>15</td>\n",
       "      <td>Split</td>\n",
       "      <td>Split</td>\n",
       "      <td>13-05-2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114945</th>\n",
       "      <td>/funding-round/ff1aa06ed5da186c84f101549035d4ae</td>\n",
       "      <td>seed</td>\n",
       "      <td>NaN</td>\n",
       "      <td>01-05-2013</td>\n",
       "      <td>32842.0</td>\n",
       "      <td>/organization/zzzzapp-com</td>\n",
       "      <td>Zzzzapp Wireless ltd.</td>\n",
       "      <td>http://www.zzzzapp.com</td>\n",
       "      <td>Advertising|Mobile|Web Development|Wireless</td>\n",
       "      <td>operating</td>\n",
       "      <td>HRV</td>\n",
       "      <td>15</td>\n",
       "      <td>Split</td>\n",
       "      <td>Split</td>\n",
       "      <td>13-05-2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114946</th>\n",
       "      <td>/funding-round/59f4dce44723b794f21ded3daed6e4fe</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>01-08-2014</td>\n",
       "      <td>NaN</td>\n",
       "      <td>/organization/eron</td>\n",
       "      <td>ÃERON</td>\n",
       "      <td>http://www.aeron.hu/</td>\n",
       "      <td>NaN</td>\n",
       "      <td>operating</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>01-01-2011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114947</th>\n",
       "      <td>/funding-round/35f09d0794651719b02bbfd859ba9ff5</td>\n",
       "      <td>seed</td>\n",
       "      <td>NaN</td>\n",
       "      <td>01-01-2015</td>\n",
       "      <td>18192.0</td>\n",
       "      <td>/organization/asys-2</td>\n",
       "      <td>Ãasys</td>\n",
       "      <td>http://www.oasys.io/</td>\n",
       "      <td>Consumer Electronics|Internet of Things|Teleco...</td>\n",
       "      <td>operating</td>\n",
       "      <td>USA</td>\n",
       "      <td>CA</td>\n",
       "      <td>SF Bay Area</td>\n",
       "      <td>San Francisco</td>\n",
       "      <td>01-01-2014</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>94397 rows × 15 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                funding_round_permalink funding_round_type  \\\n",
       "0       /funding-round/9a01d05418af9f794eebff7ace91f638            venture   \n",
       "1       /funding-round/22dacff496eb7acb2b901dec1dfe5633            venture   \n",
       "2       /funding-round/b44fbb94153f6cdef13083530bb48030               seed   \n",
       "3       /funding-round/650b8f704416801069bb178a1418776b            venture   \n",
       "4       /funding-round/5727accaeaa57461bd22a9bdd945382d            venture   \n",
       "5       /funding-round/1278dd4e6a37fa4b7d7e06c21b3c1830            venture   \n",
       "7       /funding-round/2b9d3ac293d5cdccbecff5c8cb0f327d               seed   \n",
       "8       /funding-round/954b9499724b946ad8c396a57a5f3b72            venture   \n",
       "9       /funding-round/383a9bd2c04f7038bb543ccef5ba3eae               seed   \n",
       "10      /funding-round/3bb2ee4a2d89251a10aaa735b1180e44            venture   \n",
       "11      /funding-round/ae2a174c06517c2394aed45006322a7e            venture   \n",
       "12      /funding-round/e1cfcbe1bdf4c70277c5f29a3482f24e            venture   \n",
       "13      /funding-round/03b975068632eba5bfdb937ec8c07a68               seed   \n",
       "15      /funding-round/e82464f22241715dd1a6c77241055ed1               seed   \n",
       "16      /funding-round/6de4609e894495105bc791ed64361288               seed   \n",
       "21      /funding-round/11c228f58831bc7ed337ef69ecc560c2     private_equity   \n",
       "22      /funding-round/b952cbaf401f310927430c97b68162ea            venture   \n",
       "28      /funding-round/0faccbbcc5818dc5326469f13f5a8ac8            venture   \n",
       "29      /funding-round/f245a74b4c54610ae843e17bdf4d1113               seed   \n",
       "30      /funding-round/8f4fa70e24269ddd8bdf6658906b356b               seed   \n",
       "31      /funding-round/ce6749b6441f52ccaf38b6d5578779fd               seed   \n",
       "32      /funding-round/854fae13c5b26b2ea6b32b06c2e5890c              angel   \n",
       "33      /funding-round/e07f6e580046d00c7aeb33fafb9d90a3            venture   \n",
       "34      /funding-round/502bd0e50c27616995e4bdad24605ef8            venture   \n",
       "35      /funding-round/f5fb428ed1e63321f88b3e646ba85f00               seed   \n",
       "38      /funding-round/13be128d655076a025221d7fddc90d68            venture   \n",
       "39      /funding-round/6aeb32ab3fc05db2b606d7a2466e8c09            venture   \n",
       "41      /funding-round/89317984885b44f02e4befb9dc2e588c            venture   \n",
       "42      /funding-round/adf2f3272af9f552b87e01f10f0b9234            venture   \n",
       "44      /funding-round/fd1b3064232ba9b3cfb5653a619e82e8            venture   \n",
       "...                                                 ...                ...   \n",
       "114914  /funding-round/eb198261da812bc8d3bf475ccec44000            venture   \n",
       "114915  /funding-round/55ec03b6fa2e812a2b4a9da5a4555752            venture   \n",
       "114916  /funding-round/05f43b37c270f5919578281ce803de8f            venture   \n",
       "114917  /funding-round/129127802dd48be42d6cd45f65895245            venture   \n",
       "114918  /funding-round/6c01f0a76c1341118d63b670ac841bd9               seed   \n",
       "114919  /funding-round/dee233b3434185c14b3352034f72d798              angel   \n",
       "114920  /funding-round/4191cb5258d3863b0212d1083881da64            venture   \n",
       "114922  /funding-round/b4fce7f8a13267353d57db09099800e8            venture   \n",
       "114923  /funding-round/ea5b21da6cf999ff4d5667431fe318d7            venture   \n",
       "114924  /funding-round/24e8134882bf6c4dcc385abba0acd5d9               seed   \n",
       "114925  /funding-round/c9f5097b3617c7539aa47c8b448163be               seed   \n",
       "114926  /funding-round/472c6f7940522552fcca465b8cd3deef               seed   \n",
       "114927  /funding-round/c67e22c5448435adaf5a2d101e449dde               seed   \n",
       "114928  /funding-round/3c3ae0f177e01a04deea811e1828be35     private_equity   \n",
       "114929  /funding-round/55f33b179dd6f4516315348c1e8350c6              angel   \n",
       "114931  /funding-round/e949f077c943db197f20e43c2eb8d0e6            venture   \n",
       "114932  /funding-round/2a13fa52848ace2760b224a350a76b40               seed   \n",
       "114933  /funding-round/39baf35e59eb3efc5409cd4c5eaa50e1               seed   \n",
       "114934  /funding-round/7a0fa791c96c9c447ee54662395beab9            venture   \n",
       "114935  /funding-round/cc8cd96a500332d5b4f4bcbddb306099              angel   \n",
       "114936  /funding-round/7ea37c0ff4132b084832039a9380d34e            venture   \n",
       "114937  /funding-round/0c43e717298296d2fb334fb236300f6e            venture   \n",
       "114939  /funding-round/4c82e18a8e3eab2647719d0fc27ead5f              angel   \n",
       "114940  /funding-round/73721fffc980d228f051e87422aa8732               seed   \n",
       "114941  /funding-round/171693e1e07e0230defd8fddb6de4515            venture   \n",
       "114942  /funding-round/22ef2fafb4d20ac3aa4b86143dbf6c8e               seed   \n",
       "114943  /funding-round/6ba41360588bc6e3f77e9b50a0ebfafa               seed   \n",
       "114945  /funding-round/ff1aa06ed5da186c84f101549035d4ae               seed   \n",
       "114946  /funding-round/59f4dce44723b794f21ded3daed6e4fe            venture   \n",
       "114947  /funding-round/35f09d0794651719b02bbfd859ba9ff5               seed   \n",
       "\n",
       "       funding_round_code   funded_at  raised_amount_usd  \\\n",
       "0                       B  05-01-2015         10000000.0   \n",
       "1                       A  14-10-2014                NaN   \n",
       "2                     NaN  01-03-2014           700000.0   \n",
       "3                       B  30-01-2014          3406878.0   \n",
       "4                       A  19-03-2008          2000000.0   \n",
       "5                     NaN  24-07-2014                NaN   \n",
       "7                     NaN  11-09-2009            43360.0   \n",
       "8                     NaN  21-12-2009           719491.0   \n",
       "9                     NaN  22-05-2013          3000000.0   \n",
       "10                      B  09-11-2015         20000000.0   \n",
       "11                    NaN  03-01-2013          1700000.0   \n",
       "12                      A  19-07-2014          8900000.0   \n",
       "13                    NaN  05-02-2014           150000.0   \n",
       "15                    NaN  20-07-2011          1000050.0   \n",
       "16                    NaN  18-02-2013            40000.0   \n",
       "21                    NaN  01-02-2015          6000000.0   \n",
       "22                    NaN  17-03-2015          5000000.0   \n",
       "28                      A  09-10-2014          4000000.0   \n",
       "29                    NaN  01-01-2013           400000.0   \n",
       "30                    NaN  23-08-2011            40000.0   \n",
       "31                    NaN  15-05-2009           500000.0   \n",
       "32                    NaN  01-04-2010         43923865.0   \n",
       "33                    NaN  22-07-2013                NaN   \n",
       "34                      A  16-02-2011          2520000.0   \n",
       "35                    NaN  01-01-2010            15000.0   \n",
       "38                    NaN  14-10-2009           265940.0   \n",
       "39                    NaN  15-01-2014          2906832.0   \n",
       "41                    NaN  01-08-2014          1500000.0   \n",
       "42                    NaN  01-02-2014                NaN   \n",
       "44                    NaN  05-04-2011           642000.0   \n",
       "...                   ...         ...                ...   \n",
       "114914                  A  12-02-2008          5026000.0   \n",
       "114915                  A  09-09-2010         25000000.0   \n",
       "114916                  B  09-07-2014          8400000.0   \n",
       "114917                  A  12-09-2013          3800000.0   \n",
       "114918                NaN  03-03-2012           225000.0   \n",
       "114919                NaN  18-09-2012          2325000.0   \n",
       "114920                  B  30-06-2013         12000000.0   \n",
       "114922                NaN  11-07-2013         14219999.0   \n",
       "114923                NaN  29-01-2010           555016.0   \n",
       "114924                NaN  01-04-2015          1700000.0   \n",
       "114925                NaN  27-10-2015          1600000.0   \n",
       "114926                NaN  25-09-2013          2150000.0   \n",
       "114927                NaN  26-07-2013                NaN   \n",
       "114928                NaN  15-02-2013            20967.0   \n",
       "114929                NaN  01-01-2008          2007363.0   \n",
       "114931                  A  09-10-2009          7991547.0   \n",
       "114932                NaN  15-11-2010           445000.0   \n",
       "114933                NaN  21-10-2010            50000.0   \n",
       "114934                NaN  18-10-2012           140500.0   \n",
       "114935                NaN  15-12-2010           875000.0   \n",
       "114936                  A  16-12-2004          8500000.0   \n",
       "114937                  A  29-01-2013          2686600.0   \n",
       "114939                NaN  31-10-2014           400000.0   \n",
       "114940                NaN  24-03-2014           320000.0   \n",
       "114941                  A  01-04-2012          1587301.0   \n",
       "114942                NaN  01-11-2011             7000.0   \n",
       "114943                NaN  01-08-2013            33149.0   \n",
       "114945                NaN  01-05-2013            32842.0   \n",
       "114946                  A  01-08-2014                NaN   \n",
       "114947                NaN  01-01-2015            18192.0   \n",
       "\n",
       "                                                permalink  \\\n",
       "0                                     /organization/-fame   \n",
       "1                                  /organization/-qounter   \n",
       "2                                  /organization/-qounter   \n",
       "3                     /organization/-the-one-of-them-inc-   \n",
       "4                                   /organization/0-6-com   \n",
       "5                          /organization/004-technologies   \n",
       "7                     /organization/0ndine-biomedical-inc   \n",
       "8                     /organization/0ndine-biomedical-inc   \n",
       "9                                    /organization/0xdata   \n",
       "10                                   /organization/0xdata   \n",
       "11                                   /organization/0xdata   \n",
       "12                                   /organization/0xdata   \n",
       "13                                        /organization/1   \n",
       "15                                        /organization/1   \n",
       "16                              /organization/1-2-3-listo   \n",
       "21               /organization/1-800-publicrelations-inc-   \n",
       "22                             /organization/1-mainstream   \n",
       "28                          /organization/10-minutes-with   \n",
       "29                          /organization/10-minutes-with   \n",
       "30                               /organization/1000-corks   \n",
       "31                             /organization/1000-markets   \n",
       "32                                  /organization/1000chi   \n",
       "33                                /organization/1000lookz   \n",
       "34                             /organization/1000memories   \n",
       "35                             /organization/1000memories   \n",
       "38                          /organization/1000museums-com   \n",
       "39                          /organization/1000museums-com   \n",
       "41                          /organization/1000museums-com   \n",
       "42                          /organization/1000museums-com   \n",
       "44                          /organization/1000museums-com   \n",
       "...                                                   ...   \n",
       "114914                                /organization/zynga   \n",
       "114915                             /organization/zyngenia   \n",
       "114916                              /organization/zynstra   \n",
       "114917                              /organization/zynstra   \n",
       "114918                              /organization/zynstra   \n",
       "114919                              /organization/zynstra   \n",
       "114920                           /organization/zyomyx-inc   \n",
       "114922                           /organization/zyomyx-inc   \n",
       "114923                           /organization/zyomyx-inc   \n",
       "114924                                 /organization/zype   \n",
       "114925                                 /organization/zype   \n",
       "114926                               /organization/zypsee   \n",
       "114927                               /organization/zypsee   \n",
       "114928                     /organization/zyraz-technology   \n",
       "114929                     /organization/zyraz-technology   \n",
       "114931                     /organization/zyraz-technology   \n",
       "114932                                /organization/zyrra   \n",
       "114933                                /organization/zyrra   \n",
       "114934                                /organization/zyrra   \n",
       "114935                                /organization/zyrra   \n",
       "114936                               /organization/zystor   \n",
       "114937                           /organization/zytoprotec   \n",
       "114939                                /organization/zzish   \n",
       "114940                                /organization/zzish   \n",
       "114941  /organization/zznode-science-and-technology-co...   \n",
       "114942                          /organization/zzzzapp-com   \n",
       "114943                          /organization/zzzzapp-com   \n",
       "114945                          /organization/zzzzapp-com   \n",
       "114946                                 /organization/eron   \n",
       "114947                               /organization/asys-2   \n",
       "\n",
       "                                       name  \\\n",
       "0                                     #fame   \n",
       "1                                  :Qounter   \n",
       "2                                  :Qounter   \n",
       "3                    (THE) ONE of THEM,Inc.   \n",
       "4                                   0-6.com   \n",
       "5                          004 Technologies   \n",
       "7                    Ondine Biomedical Inc.   \n",
       "8                    Ondine Biomedical Inc.   \n",
       "9                                    H2O.ai   \n",
       "10                                   H2O.ai   \n",
       "11                                   H2O.ai   \n",
       "12                                   H2O.ai   \n",
       "13                                 One Inc.   \n",
       "15                                 One Inc.   \n",
       "16                              1,2,3 Listo   \n",
       "21              1-800-PublicRelations, Inc.   \n",
       "22                             1 Mainstream   \n",
       "28                          10 Minutes With   \n",
       "29                          10 Minutes With   \n",
       "30                               1000 Corks   \n",
       "31                             1000 Markets   \n",
       "32      Beijing 1000CHI Software Technology   \n",
       "33                                1000Lookz   \n",
       "34                             1000memories   \n",
       "35                             1000memories   \n",
       "38                          1000museums.com   \n",
       "39                          1000museums.com   \n",
       "41                          1000museums.com   \n",
       "42                          1000museums.com   \n",
       "44                          1000museums.com   \n",
       "...                                     ...   \n",
       "114914                                Zynga   \n",
       "114915                             Zyngenia   \n",
       "114916                              Zynstra   \n",
       "114917                              Zynstra   \n",
       "114918                              Zynstra   \n",
       "114919                              Zynstra   \n",
       "114920                               ZYOMYX   \n",
       "114922                               ZYOMYX   \n",
       "114923                               ZYOMYX   \n",
       "114924                                 Zype   \n",
       "114925                                 Zype   \n",
       "114926              Whisk (formerly Zypsee)   \n",
       "114927              Whisk (formerly Zypsee)   \n",
       "114928                     Zyraz Technology   \n",
       "114929                     Zyraz Technology   \n",
       "114931                     Zyraz Technology   \n",
       "114932                                Zyrra   \n",
       "114933                                Zyrra   \n",
       "114934                                Zyrra   \n",
       "114935                                Zyrra   \n",
       "114936                               Zystor   \n",
       "114937                           Zytoprotec   \n",
       "114939                                Zzish   \n",
       "114940                                Zzish   \n",
       "114941        ZZNode Science and Technology   \n",
       "114942                Zzzzapp Wireless ltd.   \n",
       "114943                Zzzzapp Wireless ltd.   \n",
       "114945                Zzzzapp Wireless ltd.   \n",
       "114946                               ÃERON   \n",
       "114947                               Ãasys   \n",
       "\n",
       "                              homepage_url  \\\n",
       "0                       http://livfame.com   \n",
       "1                   http://www.qounter.com   \n",
       "2                   http://www.qounter.com   \n",
       "3                      http://oneofthem.jp   \n",
       "4                       http://www.0-6.com   \n",
       "5        http://004gmbh.de/en/004-interact   \n",
       "7                     http://ondinebio.com   \n",
       "8                     http://ondinebio.com   \n",
       "9                           http://h2o.ai/   \n",
       "10                          http://h2o.ai/   \n",
       "11                          http://h2o.ai/   \n",
       "12                          http://h2o.ai/   \n",
       "13                      http://whatis1.com   \n",
       "15                      http://whatis1.com   \n",
       "16                 http://www.123listo.com   \n",
       "21      http://www.1800publicrelations.com   \n",
       "22              http://www.1mainstream.com   \n",
       "28                http://10minuteswith.com   \n",
       "29                http://10minuteswith.com   \n",
       "30                    http://1000corks.com   \n",
       "31              http://www.1000markets.com   \n",
       "32                 http://www.1000chi.com/   \n",
       "33                    http://1000lookz.com   \n",
       "34                 http://1000memories.com   \n",
       "35                 http://1000memories.com   \n",
       "38              http://www.1000museums.com   \n",
       "39              http://www.1000museums.com   \n",
       "41              http://www.1000museums.com   \n",
       "42              http://www.1000museums.com   \n",
       "44              http://www.1000museums.com   \n",
       "...                                    ...   \n",
       "114914                http://www.zynga.com   \n",
       "114915             http://www.zyngenia.com   \n",
       "114916              http://www.zynstra.com   \n",
       "114917              http://www.zynstra.com   \n",
       "114918              http://www.zynstra.com   \n",
       "114919              http://www.zynstra.com   \n",
       "114920               http://www.zyomyx.com   \n",
       "114922               http://www.zyomyx.com   \n",
       "114923               http://www.zyomyx.com   \n",
       "114924                 http://www.zype.com   \n",
       "114925                 http://www.zype.com   \n",
       "114926                     http://whisk.me   \n",
       "114927                     http://whisk.me   \n",
       "114928                http://www.zyraz.com   \n",
       "114929                http://www.zyraz.com   \n",
       "114931                http://www.zyraz.com   \n",
       "114932                http://www.zyrra.com   \n",
       "114933                http://www.zyrra.com   \n",
       "114934                http://www.zyrra.com   \n",
       "114935                http://www.zyrra.com   \n",
       "114936               http://www.zystor.com   \n",
       "114937           http://www.zytoprotec.com   \n",
       "114939                http://www.zzish.com   \n",
       "114940                http://www.zzish.com   \n",
       "114941               http://www.zznode.com   \n",
       "114942              http://www.zzzzapp.com   \n",
       "114943              http://www.zzzzapp.com   \n",
       "114945              http://www.zzzzapp.com   \n",
       "114946                http://www.aeron.hu/   \n",
       "114947                http://www.oasys.io/   \n",
       "\n",
       "                                            category_list     status  \\\n",
       "0                                                   Media  operating   \n",
       "1       Application Platforms|Real Time|Social Network...  operating   \n",
       "2       Application Platforms|Real Time|Social Network...  operating   \n",
       "3                                       Apps|Games|Mobile  operating   \n",
       "4                                             Curated Web  operating   \n",
       "5                                                Software  operating   \n",
       "7                                           Biotechnology  operating   \n",
       "8                                           Biotechnology  operating   \n",
       "9                                               Analytics  operating   \n",
       "10                                              Analytics  operating   \n",
       "11                                              Analytics  operating   \n",
       "12                                              Analytics  operating   \n",
       "13                                                 Mobile  operating   \n",
       "15                                                 Mobile  operating   \n",
       "16                                             E-Commerce  operating   \n",
       "21              Internet Marketing|Media|Public Relations  operating   \n",
       "22                       Apps|Cable|Distribution|Software   acquired   \n",
       "28                                              Education  operating   \n",
       "29                                              Education  operating   \n",
       "30                                                 Search  operating   \n",
       "31                            Art|E-Commerce|Marketplaces   acquired   \n",
       "32                                                 Mobile  operating   \n",
       "33                                                 Beauty  operating   \n",
       "34                                            Curated Web   acquired   \n",
       "35                                            Curated Web   acquired   \n",
       "38                                            Curated Web  operating   \n",
       "39                                            Curated Web  operating   \n",
       "41                                            Curated Web  operating   \n",
       "42                                            Curated Web  operating   \n",
       "44                                            Curated Web  operating   \n",
       "...                                                   ...        ...   \n",
       "114914  Facebook Applications|Games|Networking|Technology        ipo   \n",
       "114915                                      Biotechnology  operating   \n",
       "114916                                           Software  operating   \n",
       "114917                                           Software  operating   \n",
       "114918                                           Software  operating   \n",
       "114919                                           Software  operating   \n",
       "114920                                      Biotechnology  operating   \n",
       "114922                                      Biotechnology  operating   \n",
       "114923                                      Biotechnology  operating   \n",
       "114924  Cloud Computing|Mobile Advertising|Video|Video...  operating   \n",
       "114925  Cloud Computing|Mobile Advertising|Video|Video...  operating   \n",
       "114926                              Public Transportation  operating   \n",
       "114927                              Public Transportation  operating   \n",
       "114928                                      Biotechnology     closed   \n",
       "114929                                      Biotechnology     closed   \n",
       "114931                                      Biotechnology     closed   \n",
       "114932                                         E-Commerce  operating   \n",
       "114933                                         E-Commerce  operating   \n",
       "114934                                         E-Commerce  operating   \n",
       "114935                                         E-Commerce  operating   \n",
       "114936                                      Biotechnology   acquired   \n",
       "114937                                      Biotechnology  operating   \n",
       "114939  Analytics|Android|Developer APIs|Education|Gam...  operating   \n",
       "114940  Analytics|Android|Developer APIs|Education|Gam...  operating   \n",
       "114941                                Enterprise Software  operating   \n",
       "114942        Advertising|Mobile|Web Development|Wireless  operating   \n",
       "114943        Advertising|Mobile|Web Development|Wireless  operating   \n",
       "114945        Advertising|Mobile|Web Development|Wireless  operating   \n",
       "114946                                                NaN  operating   \n",
       "114947  Consumer Electronics|Internet of Things|Teleco...  operating   \n",
       "\n",
       "       country_code state_code                 region                   city  \\\n",
       "0               IND         16                 Mumbai                 Mumbai   \n",
       "1               USA         DE             DE - Other          Delaware City   \n",
       "2               USA         DE             DE - Other          Delaware City   \n",
       "3               NaN        NaN                    NaN                    NaN   \n",
       "4               CHN         22                Beijing                Beijing   \n",
       "5               USA         IL  Springfield, Illinois              Champaign   \n",
       "7               CAN         BC              Vancouver              Vancouver   \n",
       "8               CAN         BC              Vancouver              Vancouver   \n",
       "9               USA         CA            SF Bay Area          Mountain View   \n",
       "10              USA         CA            SF Bay Area          Mountain View   \n",
       "11              USA         CA            SF Bay Area          Mountain View   \n",
       "12              USA         CA            SF Bay Area          Mountain View   \n",
       "13              USA         CA            SF Bay Area          San Francisco   \n",
       "15              USA         CA            SF Bay Area          San Francisco   \n",
       "16              CHL         12               Santiago             Las Condes   \n",
       "21              USA         NY          New York City               New York   \n",
       "22              USA         CA            SF Bay Area              Cupertino   \n",
       "28              GBR         H9                 London                 London   \n",
       "29              GBR         H9                 London                 London   \n",
       "30              USA         OR       Portland, Oregon            Lake Oswego   \n",
       "31              USA         WA                Seattle                Seattle   \n",
       "32              NaN        NaN                    NaN                    NaN   \n",
       "33              IND         25                Chennai                Chennai   \n",
       "34              USA         CA            SF Bay Area          San Francisco   \n",
       "35              USA         CA            SF Bay Area          San Francisco   \n",
       "38              USA         MA             MA - Other                  Lenox   \n",
       "39              USA         MA             MA - Other                  Lenox   \n",
       "41              USA         MA             MA - Other                  Lenox   \n",
       "42              USA         MA             MA - Other                  Lenox   \n",
       "44              USA         MA             MA - Other                  Lenox   \n",
       "...             ...        ...                    ...                    ...   \n",
       "114914          USA         CA            SF Bay Area          San Francisco   \n",
       "114915          USA         MD       Washington, D.C.           Gaithersburg   \n",
       "114916          GBR         A4                   Bath                   Bath   \n",
       "114917          GBR         A4                   Bath                   Bath   \n",
       "114918          GBR         A4                   Bath                   Bath   \n",
       "114919          GBR         A4                   Bath                   Bath   \n",
       "114920          USA         MO             MO - Other                Fremont   \n",
       "114922          USA         MO             MO - Other                Fremont   \n",
       "114923          USA         MO             MO - Other                Fremont   \n",
       "114924          USA         NY          New York City               New York   \n",
       "114925          USA         NY          New York City               New York   \n",
       "114926          USA         NY          New York City               New York   \n",
       "114927          USA         NY          New York City               New York   \n",
       "114928          MYS         14            MYS - Other  Damansara New Village   \n",
       "114929          MYS         14            MYS - Other  Damansara New Village   \n",
       "114931          MYS         14            MYS - Other  Damansara New Village   \n",
       "114932          USA         MA                 Boston              Cambridge   \n",
       "114933          USA         MA                 Boston              Cambridge   \n",
       "114934          USA         MA                 Boston              Cambridge   \n",
       "114935          USA         MA                 Boston              Cambridge   \n",
       "114936          USA         WI              Milwaukee              Milwaukee   \n",
       "114937          AUT          3                 Vienna     Gerasdorf Bei Wien   \n",
       "114939          GBR         H9                 London                 London   \n",
       "114940          GBR         H9                 London                 London   \n",
       "114941          CHN         22                Beijing                Beijing   \n",
       "114942          HRV         15                  Split                  Split   \n",
       "114943          HRV         15                  Split                  Split   \n",
       "114945          HRV         15                  Split                  Split   \n",
       "114946          NaN        NaN                    NaN                    NaN   \n",
       "114947          USA         CA            SF Bay Area          San Francisco   \n",
       "\n",
       "        founded_at  \n",
       "0              NaN  \n",
       "1       04-09-2014  \n",
       "2       04-09-2014  \n",
       "3              NaN  \n",
       "4       01-01-2007  \n",
       "5       01-01-2010  \n",
       "7       01-01-1997  \n",
       "8       01-01-1997  \n",
       "9       01-01-2011  \n",
       "10      01-01-2011  \n",
       "11      01-01-2011  \n",
       "12      01-01-2011  \n",
       "13      01-08-2011  \n",
       "15      01-08-2011  \n",
       "16      01-01-2012  \n",
       "21      24-10-2013  \n",
       "22      01-03-2012  \n",
       "28      01-01-2013  \n",
       "29      01-01-2013  \n",
       "30      01-01-2008  \n",
       "31      01-01-2009  \n",
       "32      01-01-2008  \n",
       "33      01-01-2008  \n",
       "34      01-07-2010  \n",
       "35      01-07-2010  \n",
       "38      01-01-2008  \n",
       "39      01-01-2008  \n",
       "41      01-01-2008  \n",
       "42      01-01-2008  \n",
       "44      01-01-2008  \n",
       "...            ...  \n",
       "114914  01-07-2007  \n",
       "114915  01-01-2008  \n",
       "114916  30-11-2011  \n",
       "114917  30-11-2011  \n",
       "114918  30-11-2011  \n",
       "114919  30-11-2011  \n",
       "114920  01-01-1998  \n",
       "114922  01-01-1998  \n",
       "114923  01-01-1998  \n",
       "114924  01-01-2013  \n",
       "114925  01-01-2013  \n",
       "114926  01-01-2011  \n",
       "114927  01-01-2011  \n",
       "114928  01-01-1994  \n",
       "114929  01-01-1994  \n",
       "114931  01-01-1994  \n",
       "114932         NaN  \n",
       "114933         NaN  \n",
       "114934         NaN  \n",
       "114935         NaN  \n",
       "114936         NaN  \n",
       "114937  01-01-2007  \n",
       "114939  28-01-2014  \n",
       "114940  28-01-2014  \n",
       "114941         NaN  \n",
       "114942  13-05-2012  \n",
       "114943  13-05-2012  \n",
       "114945  13-05-2012  \n",
       "114946  01-01-2011  \n",
       "114947  01-01-2014  \n",
       "\n",
       "[94397 rows x 15 columns]"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "funding_type_lst=['seed','angel','venture','private_equity']\n",
    "master_df=master_df[master_df['funding_round_type'].isin(funding_type_lst)]\n",
    "master_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Checkpoint 2 :- Funding Type Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['venture', 'seed', 'private_equity', 'angel'], dtype=object)"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "master_df.funding_round_type.unique()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Calculating mean for each funding type "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>raised_amount_usd</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>funding_round_type</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>private_equity</th>\n",
       "      <td>73308593</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>venture</th>\n",
       "      <td>11748949</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>angel</th>\n",
       "      <td>958694</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>seed</th>\n",
       "      <td>719817</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    raised_amount_usd\n",
       "funding_round_type                   \n",
       "private_equity               73308593\n",
       "venture                      11748949\n",
       "angel                          958694\n",
       "seed                           719817"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m1=master_df.groupby(by='funding_round_type').mean().astype(int).sort_values(by='raised_amount_usd',ascending=False)\n",
    "m1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Calculating which funding type lies within the constraints"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>raised_amount_usd</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>funding_round_type</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>venture</th>\n",
       "      <td>11748949</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    raised_amount_usd\n",
       "funding_round_type                   \n",
       "venture                      11748949"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m1.loc[(5000000<=m1['raised_amount_usd']) & (m1['raised_amount_usd']<=15000000)]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Filtering the data frame so that it contains only venture investment type"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>funding_round_permalink</th>\n",
       "      <th>funding_round_type</th>\n",
       "      <th>funding_round_code</th>\n",
       "      <th>funded_at</th>\n",
       "      <th>raised_amount_usd</th>\n",
       "      <th>permalink</th>\n",
       "      <th>name</th>\n",
       "      <th>homepage_url</th>\n",
       "      <th>category_list</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>founded_at</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>/funding-round/9a01d05418af9f794eebff7ace91f638</td>\n",
       "      <td>venture</td>\n",
       "      <td>B</td>\n",
       "      <td>05-01-2015</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>/organization/-fame</td>\n",
       "      <td>#fame</td>\n",
       "      <td>http://livfame.com</td>\n",
       "      <td>Media</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>16</td>\n",
       "      <td>Mumbai</td>\n",
       "      <td>Mumbai</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>/funding-round/22dacff496eb7acb2b901dec1dfe5633</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>14-10-2014</td>\n",
       "      <td>NaN</td>\n",
       "      <td>/organization/-qounter</td>\n",
       "      <td>:Qounter</td>\n",
       "      <td>http://www.qounter.com</td>\n",
       "      <td>Application Platforms|Real Time|Social Network...</td>\n",
       "      <td>operating</td>\n",
       "      <td>USA</td>\n",
       "      <td>DE</td>\n",
       "      <td>DE - Other</td>\n",
       "      <td>Delaware City</td>\n",
       "      <td>04-09-2014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>/funding-round/650b8f704416801069bb178a1418776b</td>\n",
       "      <td>venture</td>\n",
       "      <td>B</td>\n",
       "      <td>30-01-2014</td>\n",
       "      <td>3406878.0</td>\n",
       "      <td>/organization/-the-one-of-them-inc-</td>\n",
       "      <td>(THE) ONE of THEM,Inc.</td>\n",
       "      <td>http://oneofthem.jp</td>\n",
       "      <td>Apps|Games|Mobile</td>\n",
       "      <td>operating</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>/funding-round/5727accaeaa57461bd22a9bdd945382d</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>19-03-2008</td>\n",
       "      <td>2000000.0</td>\n",
       "      <td>/organization/0-6-com</td>\n",
       "      <td>0-6.com</td>\n",
       "      <td>http://www.0-6.com</td>\n",
       "      <td>Curated Web</td>\n",
       "      <td>operating</td>\n",
       "      <td>CHN</td>\n",
       "      <td>22</td>\n",
       "      <td>Beijing</td>\n",
       "      <td>Beijing</td>\n",
       "      <td>01-01-2007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>/funding-round/1278dd4e6a37fa4b7d7e06c21b3c1830</td>\n",
       "      <td>venture</td>\n",
       "      <td>NaN</td>\n",
       "      <td>24-07-2014</td>\n",
       "      <td>NaN</td>\n",
       "      <td>/organization/004-technologies</td>\n",
       "      <td>004 Technologies</td>\n",
       "      <td>http://004gmbh.de/en/004-interact</td>\n",
       "      <td>Software</td>\n",
       "      <td>operating</td>\n",
       "      <td>USA</td>\n",
       "      <td>IL</td>\n",
       "      <td>Springfield, Illinois</td>\n",
       "      <td>Champaign</td>\n",
       "      <td>01-01-2010</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                           funding_round_permalink funding_round_type  \\\n",
       "0  /funding-round/9a01d05418af9f794eebff7ace91f638            venture   \n",
       "1  /funding-round/22dacff496eb7acb2b901dec1dfe5633            venture   \n",
       "3  /funding-round/650b8f704416801069bb178a1418776b            venture   \n",
       "4  /funding-round/5727accaeaa57461bd22a9bdd945382d            venture   \n",
       "5  /funding-round/1278dd4e6a37fa4b7d7e06c21b3c1830            venture   \n",
       "\n",
       "  funding_round_code   funded_at  raised_amount_usd  \\\n",
       "0                  B  05-01-2015         10000000.0   \n",
       "1                  A  14-10-2014                NaN   \n",
       "3                  B  30-01-2014          3406878.0   \n",
       "4                  A  19-03-2008          2000000.0   \n",
       "5                NaN  24-07-2014                NaN   \n",
       "\n",
       "                             permalink                    name  \\\n",
       "0                  /organization/-fame                   #fame   \n",
       "1               /organization/-qounter                :Qounter   \n",
       "3  /organization/-the-one-of-them-inc-  (THE) ONE of THEM,Inc.   \n",
       "4                /organization/0-6-com                 0-6.com   \n",
       "5       /organization/004-technologies        004 Technologies   \n",
       "\n",
       "                        homepage_url  \\\n",
       "0                 http://livfame.com   \n",
       "1             http://www.qounter.com   \n",
       "3                http://oneofthem.jp   \n",
       "4                 http://www.0-6.com   \n",
       "5  http://004gmbh.de/en/004-interact   \n",
       "\n",
       "                                       category_list     status country_code  \\\n",
       "0                                              Media  operating          IND   \n",
       "1  Application Platforms|Real Time|Social Network...  operating          USA   \n",
       "3                                  Apps|Games|Mobile  operating          NaN   \n",
       "4                                        Curated Web  operating          CHN   \n",
       "5                                           Software  operating          USA   \n",
       "\n",
       "  state_code                 region           city  founded_at  \n",
       "0         16                 Mumbai         Mumbai         NaN  \n",
       "1         DE             DE - Other  Delaware City  04-09-2014  \n",
       "3        NaN                    NaN            NaN         NaN  \n",
       "4         22                Beijing        Beijing  01-01-2007  \n",
       "5         IL  Springfield, Illinois      Champaign  01-01-2010  "
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m2=master_df.loc[master_df.funding_round_type=='venture']\n",
    "m2.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# CHECKPOINT 3 :- Country Analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Extracting the English speaking coutries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "data=pd.read_html(r'https://en.wikipedia.org/wiki/List_of_territorial_entities_where_English_is_an_official_language')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "list"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
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       "      <th></th>\n",
       "      <th>0</th>\n",
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       "      <th>5</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Nr</td>\n",
       "      <td>Country</td>\n",
       "      <td>Alpha-3 code</td>\n",
       "      <td>Region</td>\n",
       "      <td>Population1</td>\n",
       "      <td>Primary language?</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>Antigua and Barbuda[2]</td>\n",
       "      <td>ATG</td>\n",
       "      <td>Caribbean</td>\n",
       "      <td>85000</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>Bahamas[2]</td>\n",
       "      <td>BHS</td>\n",
       "      <td>Caribbean</td>\n",
       "      <td>331000</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>Barbados[3]</td>\n",
       "      <td>BRB</td>\n",
       "      <td>Caribbean</td>\n",
       "      <td>294000</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>Belize[4]</td>\n",
       "      <td>BLZ</td>\n",
       "      <td>Central America</td>\n",
       "      <td>288000</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>Botswana[4]</td>\n",
       "      <td>BWA</td>\n",
       "      <td>Africa</td>\n",
       "      <td>1882000</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6</td>\n",
       "      <td>Burundi[5]</td>\n",
       "      <td>BDI</td>\n",
       "      <td>Africa</td>\n",
       "      <td>10114505</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7</td>\n",
       "      <td>Cameroon[2]</td>\n",
       "      <td>CMR</td>\n",
       "      <td>Africa</td>\n",
       "      <td>22534532</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8</td>\n",
       "      <td>Canada[2]</td>\n",
       "      <td>CAN</td>\n",
       "      <td>North America</td>\n",
       "      <td>35985751</td>\n",
       "      <td>Yes (except Quebec, northern New Brunswick and...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>9</td>\n",
       "      <td>Cook Islands[2]14</td>\n",
       "      <td>COK</td>\n",
       "      <td>Oceania</td>\n",
       "      <td>20000</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>10</td>\n",
       "      <td>Dominica[2]</td>\n",
       "      <td>DMA</td>\n",
       "      <td>Caribbean</td>\n",
       "      <td>73000</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>11</td>\n",
       "      <td>Eswatini[2]</td>\n",
       "      <td>SWZ</td>\n",
       "      <td>Africa</td>\n",
       "      <td>1141000</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>12</td>\n",
       "      <td>Fiji[2]</td>\n",
       "      <td>FJI</td>\n",
       "      <td>Oceania</td>\n",
       "      <td>828000</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>13</td>\n",
       "      <td>Gambia[2]</td>\n",
       "      <td>GMB</td>\n",
       "      <td>Africa</td>\n",
       "      <td>1709000</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>14</td>\n",
       "      <td>Ghana[2]</td>\n",
       "      <td>GHA</td>\n",
       "      <td>Africa</td>\n",
       "      <td>27000000</td>\n",
       "      <td>Yes (used as lingua franca)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>15</td>\n",
       "      <td>Grenada[2]</td>\n",
       "      <td>GRD</td>\n",
       "      <td>Caribbean</td>\n",
       "      <td>111000</td>\n",
       "      <td>Yes (except for small French Creole population)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>16</td>\n",
       "      <td>Guyana[6]</td>\n",
       "      <td>GUY</td>\n",
       "      <td>South America</td>\n",
       "      <td>738000</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>17</td>\n",
       "      <td>India[4][7]</td>\n",
       "      <td>IND</td>\n",
       "      <td>Asia</td>\n",
       "      <td>1247540000</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>18</td>\n",
       "      <td>Ireland[8][9]</td>\n",
       "      <td>IRL</td>\n",
       "      <td>Europe</td>\n",
       "      <td>4900000</td>\n",
       "      <td>Yes (Irish is co-official)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>19</td>\n",
       "      <td>Jamaica[10]</td>\n",
       "      <td>JAM</td>\n",
       "      <td>Caribbean</td>\n",
       "      <td>2714000</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>20</td>\n",
       "      <td>Kenya[2]</td>\n",
       "      <td>KEN</td>\n",
       "      <td>Africa</td>\n",
       "      <td>45010056</td>\n",
       "      <td>Yes (in business and education)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>21</td>\n",
       "      <td>Kiribati[2]</td>\n",
       "      <td>KIR</td>\n",
       "      <td>Oceania</td>\n",
       "      <td>95000</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>22</td>\n",
       "      <td>Lesotho[2]</td>\n",
       "      <td>LSO</td>\n",
       "      <td>Africa</td>\n",
       "      <td>2008000</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>23</td>\n",
       "      <td>Liberia[2]</td>\n",
       "      <td>LBR</td>\n",
       "      <td>Africa</td>\n",
       "      <td>3750000</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>24</td>\n",
       "      <td>Malawi[11]</td>\n",
       "      <td>MWI</td>\n",
       "      <td>Africa</td>\n",
       "      <td>16407000</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>25</td>\n",
       "      <td>Malta[2]</td>\n",
       "      <td>MLT</td>\n",
       "      <td>Europe</td>\n",
       "      <td>430000</td>\n",
       "      <td>No (but official and in business / education)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>26</td>\n",
       "      <td>Marshall Islands[2]</td>\n",
       "      <td>MHL</td>\n",
       "      <td>Oceania</td>\n",
       "      <td>59000</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>27</td>\n",
       "      <td>Mauritius[2]</td>\n",
       "      <td>MUS</td>\n",
       "      <td>Africa / Indian Ocean</td>\n",
       "      <td>1262000</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>28</td>\n",
       "      <td>Micronesia[2]</td>\n",
       "      <td>FSM</td>\n",
       "      <td>Oceania</td>\n",
       "      <td>110000</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>29</td>\n",
       "      <td>Namibia[2]</td>\n",
       "      <td>NAM</td>\n",
       "      <td>Africa</td>\n",
       "      <td>2074000</td>\n",
       "      <td>No (used as lingua franca)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>30</td>\n",
       "      <td>Nauru[12]</td>\n",
       "      <td>NRU</td>\n",
       "      <td>Oceania</td>\n",
       "      <td>10000</td>\n",
       "      <td>No (but widely spoken)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>31</td>\n",
       "      <td>Nigeria[2][13]</td>\n",
       "      <td>NGA</td>\n",
       "      <td>Africa</td>\n",
       "      <td>182202000</td>\n",
       "      <td>Yes (used as lingua franca)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>32</td>\n",
       "      <td>Niue[2]14</td>\n",
       "      <td>NIU</td>\n",
       "      <td>Oceania</td>\n",
       "      <td>1600</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>33</td>\n",
       "      <td>Pakistan[2]</td>\n",
       "      <td>PAK</td>\n",
       "      <td>Asia</td>\n",
       "      <td>212742631</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>34</td>\n",
       "      <td>Palau[4]</td>\n",
       "      <td>PLW</td>\n",
       "      <td>Oceania</td>\n",
       "      <td>20000</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>35</td>\n",
       "      <td>Papua New Guinea[14][15]</td>\n",
       "      <td>PNG</td>\n",
       "      <td>Oceania</td>\n",
       "      <td>7059653</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>36</td>\n",
       "      <td>Philippines[2][16]17</td>\n",
       "      <td>PHL</td>\n",
       "      <td>Asia</td>\n",
       "      <td>102885100</td>\n",
       "      <td>Yes (co-official with Filipino)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>37</td>\n",
       "      <td>Rwanda[2]</td>\n",
       "      <td>RWA</td>\n",
       "      <td>Africa</td>\n",
       "      <td>11262564</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>38</td>\n",
       "      <td>Saint Kitts and Nevis[17]</td>\n",
       "      <td>KNA</td>\n",
       "      <td>Caribbean</td>\n",
       "      <td>50000</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>39</td>\n",
       "      <td>Saint Lucia[2]</td>\n",
       "      <td>LCA</td>\n",
       "      <td>Caribbean</td>\n",
       "      <td>165000</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>40</td>\n",
       "      <td>Saint Vincent and the Grenadines[18]</td>\n",
       "      <td>VCT</td>\n",
       "      <td>Caribbean</td>\n",
       "      <td>120000</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>41</td>\n",
       "      <td>Samoa[19]</td>\n",
       "      <td>WSM</td>\n",
       "      <td>Oceania</td>\n",
       "      <td>188000</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>42</td>\n",
       "      <td>Seychelles[2]</td>\n",
       "      <td>SYC</td>\n",
       "      <td>Africa / Indian Ocean</td>\n",
       "      <td>87000</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>43</td>\n",
       "      <td>Sierra Leone[2]</td>\n",
       "      <td>SLE</td>\n",
       "      <td>Africa</td>\n",
       "      <td>6190280</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>44</td>\n",
       "      <td>Singapore[20]</td>\n",
       "      <td>SGP</td>\n",
       "      <td>Asia</td>\n",
       "      <td>5,469,700[21]</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>45</td>\n",
       "      <td>Solomon Islands[2]</td>\n",
       "      <td>SLB</td>\n",
       "      <td>Oceania</td>\n",
       "      <td>507000</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>46</td>\n",
       "      <td>South Africa[22]</td>\n",
       "      <td>ZAF</td>\n",
       "      <td>Africa</td>\n",
       "      <td>54956900</td>\n",
       "      <td>No (but official, educational and lingua franc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>47</td>\n",
       "      <td>South Sudan[23]</td>\n",
       "      <td>SSD</td>\n",
       "      <td>Africa</td>\n",
       "      <td>12340000</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>48</td>\n",
       "      <td>Sudan[2]</td>\n",
       "      <td>SDN</td>\n",
       "      <td>Africa</td>\n",
       "      <td>40235000</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>49</td>\n",
       "      <td>Tanzania[2]</td>\n",
       "      <td>TZA</td>\n",
       "      <td>Africa</td>\n",
       "      <td>51820000</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>50</td>\n",
       "      <td>Tonga[24]</td>\n",
       "      <td>TON</td>\n",
       "      <td>Oceania</td>\n",
       "      <td>100000</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>51</td>\n",
       "      <td>Trinidad and Tobago[2]</td>\n",
       "      <td>TTO</td>\n",
       "      <td>Caribbean</td>\n",
       "      <td>1333000</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>52</td>\n",
       "      <td>Tuvalu[4]</td>\n",
       "      <td>TUV</td>\n",
       "      <td>Oceania</td>\n",
       "      <td>11000</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>53</td>\n",
       "      <td>Uganda[2]</td>\n",
       "      <td>UGA</td>\n",
       "      <td>Africa</td>\n",
       "      <td>37873253</td>\n",
       "      <td>No (but official and educational)[25]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>54</td>\n",
       "      <td>Vanuatu[26]</td>\n",
       "      <td>VUT</td>\n",
       "      <td>Oceania</td>\n",
       "      <td>226000</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>55</td>\n",
       "      <td>Zambia[2]</td>\n",
       "      <td>ZMB</td>\n",
       "      <td>Africa</td>\n",
       "      <td>16212000</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>56</td>\n",
       "      <td>Zimbabwe[2]</td>\n",
       "      <td>ZWE</td>\n",
       "      <td>Africa</td>\n",
       "      <td>13061239</td>\n",
       "      <td>No (used as lingua franca)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     0                                     1             2  \\\n",
       "0   Nr                               Country  Alpha-3 code   \n",
       "1    1                Antigua and Barbuda[2]           ATG   \n",
       "2    2                            Bahamas[2]           BHS   \n",
       "3    3                           Barbados[3]           BRB   \n",
       "4    4                             Belize[4]           BLZ   \n",
       "5    5                           Botswana[4]           BWA   \n",
       "6    6                            Burundi[5]           BDI   \n",
       "7    7                           Cameroon[2]           CMR   \n",
       "8    8                             Canada[2]           CAN   \n",
       "9    9                     Cook Islands[2]14           COK   \n",
       "10  10                           Dominica[2]           DMA   \n",
       "11  11                           Eswatini[2]           SWZ   \n",
       "12  12                               Fiji[2]           FJI   \n",
       "13  13                             Gambia[2]           GMB   \n",
       "14  14                              Ghana[2]           GHA   \n",
       "15  15                            Grenada[2]           GRD   \n",
       "16  16                             Guyana[6]           GUY   \n",
       "17  17                           India[4][7]           IND   \n",
       "18  18                         Ireland[8][9]           IRL   \n",
       "19  19                           Jamaica[10]           JAM   \n",
       "20  20                              Kenya[2]           KEN   \n",
       "21  21                           Kiribati[2]           KIR   \n",
       "22  22                            Lesotho[2]           LSO   \n",
       "23  23                            Liberia[2]           LBR   \n",
       "24  24                            Malawi[11]           MWI   \n",
       "25  25                              Malta[2]           MLT   \n",
       "26  26                   Marshall Islands[2]           MHL   \n",
       "27  27                          Mauritius[2]           MUS   \n",
       "28  28                         Micronesia[2]           FSM   \n",
       "29  29                            Namibia[2]           NAM   \n",
       "30  30                             Nauru[12]           NRU   \n",
       "31  31                        Nigeria[2][13]           NGA   \n",
       "32  32                             Niue[2]14           NIU   \n",
       "33  33                           Pakistan[2]           PAK   \n",
       "34  34                              Palau[4]           PLW   \n",
       "35  35              Papua New Guinea[14][15]           PNG   \n",
       "36  36                  Philippines[2][16]17           PHL   \n",
       "37  37                             Rwanda[2]           RWA   \n",
       "38  38             Saint Kitts and Nevis[17]           KNA   \n",
       "39  39                        Saint Lucia[2]           LCA   \n",
       "40  40  Saint Vincent and the Grenadines[18]           VCT   \n",
       "41  41                             Samoa[19]           WSM   \n",
       "42  42                         Seychelles[2]           SYC   \n",
       "43  43                       Sierra Leone[2]           SLE   \n",
       "44  44                         Singapore[20]           SGP   \n",
       "45  45                    Solomon Islands[2]           SLB   \n",
       "46  46                      South Africa[22]           ZAF   \n",
       "47  47                       South Sudan[23]           SSD   \n",
       "48  48                              Sudan[2]           SDN   \n",
       "49  49                           Tanzania[2]           TZA   \n",
       "50  50                             Tonga[24]           TON   \n",
       "51  51                Trinidad and Tobago[2]           TTO   \n",
       "52  52                             Tuvalu[4]           TUV   \n",
       "53  53                             Uganda[2]           UGA   \n",
       "54  54                           Vanuatu[26]           VUT   \n",
       "55  55                             Zambia[2]           ZMB   \n",
       "56  56                           Zimbabwe[2]           ZWE   \n",
       "\n",
       "                        3              4  \\\n",
       "0                  Region    Population1   \n",
       "1               Caribbean          85000   \n",
       "2               Caribbean         331000   \n",
       "3               Caribbean         294000   \n",
       "4         Central America         288000   \n",
       "5                  Africa        1882000   \n",
       "6                  Africa       10114505   \n",
       "7                  Africa       22534532   \n",
       "8           North America       35985751   \n",
       "9                 Oceania          20000   \n",
       "10              Caribbean          73000   \n",
       "11                 Africa        1141000   \n",
       "12                Oceania         828000   \n",
       "13                 Africa        1709000   \n",
       "14                 Africa       27000000   \n",
       "15              Caribbean         111000   \n",
       "16          South America         738000   \n",
       "17                   Asia     1247540000   \n",
       "18                 Europe        4900000   \n",
       "19              Caribbean        2714000   \n",
       "20                 Africa       45010056   \n",
       "21                Oceania          95000   \n",
       "22                 Africa        2008000   \n",
       "23                 Africa        3750000   \n",
       "24                 Africa       16407000   \n",
       "25                 Europe         430000   \n",
       "26                Oceania          59000   \n",
       "27  Africa / Indian Ocean        1262000   \n",
       "28                Oceania         110000   \n",
       "29                 Africa        2074000   \n",
       "30                Oceania          10000   \n",
       "31                 Africa      182202000   \n",
       "32                Oceania           1600   \n",
       "33                   Asia      212742631   \n",
       "34                Oceania          20000   \n",
       "35                Oceania        7059653   \n",
       "36                   Asia      102885100   \n",
       "37                 Africa       11262564   \n",
       "38              Caribbean          50000   \n",
       "39              Caribbean         165000   \n",
       "40              Caribbean         120000   \n",
       "41                Oceania         188000   \n",
       "42  Africa / Indian Ocean          87000   \n",
       "43                 Africa        6190280   \n",
       "44                   Asia  5,469,700[21]   \n",
       "45                Oceania         507000   \n",
       "46                 Africa       54956900   \n",
       "47                 Africa       12340000   \n",
       "48                 Africa       40235000   \n",
       "49                 Africa       51820000   \n",
       "50                Oceania         100000   \n",
       "51              Caribbean        1333000   \n",
       "52                Oceania          11000   \n",
       "53                 Africa       37873253   \n",
       "54                Oceania         226000   \n",
       "55                 Africa       16212000   \n",
       "56                 Africa       13061239   \n",
       "\n",
       "                                                    5  \n",
       "0                                   Primary language?  \n",
       "1                                                 Yes  \n",
       "2                                                 Yes  \n",
       "3                                                 Yes  \n",
       "4                                                 Yes  \n",
       "5                                                  No  \n",
       "6                                                  No  \n",
       "7                                                  No  \n",
       "8   Yes (except Quebec, northern New Brunswick and...  \n",
       "9                                                 Yes  \n",
       "10                                                Yes  \n",
       "11                                                 No  \n",
       "12  Yes (used as lingua franca, mostly and widely ...  \n",
       "13                                                 No  \n",
       "14                        Yes (used as lingua franca)  \n",
       "15    Yes (except for small French Creole population)  \n",
       "16                                                Yes  \n",
       "17                  No (but official and educational)  \n",
       "18                         Yes (Irish is co-official)  \n",
       "19                                                Yes  \n",
       "20                    Yes (in business and education)  \n",
       "21                                                 No  \n",
       "22                                                 No  \n",
       "23                                                Yes  \n",
       "24                                                 No  \n",
       "25      No (but official and in business / education)  \n",
       "26                                                 No  \n",
       "27                                                 No  \n",
       "28                                                 No  \n",
       "29                         No (used as lingua franca)  \n",
       "30                             No (but widely spoken)  \n",
       "31                        Yes (used as lingua franca)  \n",
       "32                                                 No  \n",
       "33                  No (but official and educational)  \n",
       "34                                                 No  \n",
       "35                                                Yes  \n",
       "36                    Yes (co-official with Filipino)  \n",
       "37                  No (but official and educational)  \n",
       "38                                                Yes  \n",
       "39                                                Yes  \n",
       "40                                                Yes  \n",
       "41                                                 No  \n",
       "42                                                 No  \n",
       "43                                                Yes  \n",
       "44  Yes (used as lingua franca, mostly and widely ...  \n",
       "45                                                 No  \n",
       "46  No (but official, educational and lingua franc...  \n",
       "47                                                 No  \n",
       "48                                                 No  \n",
       "49                                                 No  \n",
       "50                                                 No  \n",
       "51                                                Yes  \n",
       "52                                                 No  \n",
       "53              No (but official and educational)[25]  \n",
       "54                                                 No  \n",
       "55                                                 No  \n",
       "56                         No (used as lingua franca)  "
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "table1=data[1]\n",
    "table1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      <th></th>\n",
       "      <th>0</th>\n",
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       "      <td>Nr</td>\n",
       "      <td>Country</td>\n",
       "      <td>Region</td>\n",
       "      <td>Population1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>Bahrain[27][28]</td>\n",
       "      <td>Asia / Middle East</td>\n",
       "      <td>1378000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>Bangladesh[29]</td>\n",
       "      <td>Asia</td>\n",
       "      <td>150039000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>Brunei[30][31]</td>\n",
       "      <td>Asia</td>\n",
       "      <td>415717</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>Cambodia[32]</td>\n",
       "      <td>Asia</td>\n",
       "      <td>15288489</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>Cyprus[33]</td>\n",
       "      <td>Europe, Asia / Middle East</td>\n",
       "      <td>1141166</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6</td>\n",
       "      <td>Eritrea[2]</td>\n",
       "      <td>Africa</td>\n",
       "      <td>6234000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7</td>\n",
       "      <td>Ethiopia[2]</td>\n",
       "      <td>Africa</td>\n",
       "      <td>85000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8</td>\n",
       "      <td>Israel[34][35][36]</td>\n",
       "      <td>Asia / Middle East</td>\n",
       "      <td>8051200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>9</td>\n",
       "      <td>Jordan[37]</td>\n",
       "      <td>Asia / Middle East</td>\n",
       "      <td>9882401</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>10</td>\n",
       "      <td>Kuwait[38]</td>\n",
       "      <td>Asia / Middle East</td>\n",
       "      <td>4348395</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>11</td>\n",
       "      <td>Malaysia[39]</td>\n",
       "      <td>Asia</td>\n",
       "      <td>30018242</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>12</td>\n",
       "      <td>Maldives[40]</td>\n",
       "      <td>Asia</td>\n",
       "      <td>427756</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>13</td>\n",
       "      <td>Myanmar[41]</td>\n",
       "      <td>Asia</td>\n",
       "      <td>51486253</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>14</td>\n",
       "      <td>Oman[42]</td>\n",
       "      <td>Asia / Middle East</td>\n",
       "      <td>4424762</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>15</td>\n",
       "      <td>Qatar[43]</td>\n",
       "      <td>Asia / Middle East</td>\n",
       "      <td>2675522</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>16</td>\n",
       "      <td>Sri Lanka[44][45]</td>\n",
       "      <td>Asia</td>\n",
       "      <td>20277597</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>17</td>\n",
       "      <td>United Arab Emirates[46]</td>\n",
       "      <td>Asia / Middle East</td>\n",
       "      <td>5779760</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     0                         1                           2            3\n",
       "0   Nr                   Country                      Region  Population1\n",
       "1    1           Bahrain[27][28]          Asia / Middle East      1378000\n",
       "2    2            Bangladesh[29]                        Asia    150039000\n",
       "3    3            Brunei[30][31]                        Asia       415717\n",
       "4    4              Cambodia[32]                        Asia     15288489\n",
       "5    5                Cyprus[33]  Europe, Asia / Middle East      1141166\n",
       "6    6                Eritrea[2]                      Africa      6234000\n",
       "7    7               Ethiopia[2]                      Africa     85000000\n",
       "8    8        Israel[34][35][36]          Asia / Middle East      8051200\n",
       "9    9                Jordan[37]          Asia / Middle East      9882401\n",
       "10  10                Kuwait[38]          Asia / Middle East      4348395\n",
       "11  11              Malaysia[39]                        Asia     30018242\n",
       "12  12              Maldives[40]                        Asia       427756\n",
       "13  13               Myanmar[41]                        Asia     51486253\n",
       "14  14                  Oman[42]          Asia / Middle East      4424762\n",
       "15  15                 Qatar[43]          Asia / Middle East      2675522\n",
       "16  16         Sri Lanka[44][45]                        Asia     20277597\n",
       "17  17  United Arab Emirates[46]          Asia / Middle East      5779760"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "table2=data[2]\n",
    "table2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Merging both the tables"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Nr</td>\n",
       "      <td>Country</td>\n",
       "      <td>Alpha-3 code</td>\n",
       "      <td>Region</td>\n",
       "      <td>Population1</td>\n",
       "      <td>Primary language?</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>Antigua and Barbuda[2]</td>\n",
       "      <td>ATG</td>\n",
       "      <td>Caribbean</td>\n",
       "      <td>85000</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>Bahamas[2]</td>\n",
       "      <td>BHS</td>\n",
       "      <td>Caribbean</td>\n",
       "      <td>331000</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
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       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>Barbados[3]</td>\n",
       "      <td>BRB</td>\n",
       "      <td>Caribbean</td>\n",
       "      <td>294000</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>Belize[4]</td>\n",
       "      <td>BLZ</td>\n",
       "      <td>Central America</td>\n",
       "      <td>288000</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    1                       2  country_code                4            5  \\\n",
       "0  Nr                 Country  Alpha-3 code           Region  Population1   \n",
       "1   1  Antigua and Barbuda[2]           ATG        Caribbean        85000   \n",
       "2   2              Bahamas[2]           BHS        Caribbean       331000   \n",
       "3   3             Barbados[3]           BRB        Caribbean       294000   \n",
       "4   4               Belize[4]           BLZ  Central America       288000   \n",
       "\n",
       "    primary_language  \n",
       "0  Primary language?  \n",
       "1                Yes  \n",
       "2                Yes  \n",
       "3                Yes  \n",
       "4                Yes  "
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "table=pd.merge(left=table1,right=table2[1:],how='outer')\n",
    "table.set_axis(['1','2','country_code','4','5','primary_language'],axis=1)\n",
    "table.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      <th></th>\n",
       "      <th>country_code</th>\n",
       "      <th>primary_language</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ATG</td>\n",
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       "      <th>2</th>\n",
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       "      <th>3</th>\n",
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       "      <th>4</th>\n",
       "      <td>BLZ</td>\n",
       "      <td>Yes</td>\n",
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       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>BWA</td>\n",
       "      <td>No</td>\n",
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       "  </tbody>\n",
       "</table>\n",
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      ],
      "text/plain": [
       "  country_code primary_language\n",
       "1          ATG              Yes\n",
       "2          BHS              Yes\n",
       "3          BRB              Yes\n",
       "4          BLZ              Yes\n",
       "5          BWA               No"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "country_df=table[['country_code','primary_language']][1:]\n",
    "country_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Filtering data which contains english speaking countries from our data frame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>funding_round_permalink</th>\n",
       "      <th>funding_round_type</th>\n",
       "      <th>funding_round_code</th>\n",
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       "      <th>name</th>\n",
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       "      <th>0</th>\n",
       "      <td>/funding-round/9a01d05418af9f794eebff7ace91f638</td>\n",
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       "      <td>B</td>\n",
       "      <td>05-01-2015</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>/organization/-fame</td>\n",
       "      <td>#fame</td>\n",
       "      <td>http://livfame.com</td>\n",
       "      <td>Media</td>\n",
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       "      <td>IND</td>\n",
       "      <td>16</td>\n",
       "      <td>Mumbai</td>\n",
       "      <td>Mumbai</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>/funding-round/e07f6e580046d00c7aeb33fafb9d90a3</td>\n",
       "      <td>venture</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22-07-2013</td>\n",
       "      <td>NaN</td>\n",
       "      <td>/organization/1000lookz</td>\n",
       "      <td>1000Lookz</td>\n",
       "      <td>http://1000lookz.com</td>\n",
       "      <td>Beauty</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>25</td>\n",
       "      <td>Chennai</td>\n",
       "      <td>Chennai</td>\n",
       "      <td>01-01-2008</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>/funding-round/6de7ffef8091ba9f33821f4b861f434a</td>\n",
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       "      <td>C</td>\n",
       "      <td>15-11-2012</td>\n",
       "      <td>6369507.0</td>\n",
       "      <td>/organization/21diamonds-india</td>\n",
       "      <td>21Diamonds</td>\n",
       "      <td>http://www.21diamonds.de</td>\n",
       "      <td>E-Commerce</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>10</td>\n",
       "      <td>New Delhi</td>\n",
       "      <td>Gurgaon</td>\n",
       "      <td>01-06-2012</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>/funding-round/4cd5cd165bc869bc40705a9e4b626bee</td>\n",
       "      <td>venture</td>\n",
       "      <td>NaN</td>\n",
       "      <td>06-11-2007</td>\n",
       "      <td>4000000.0</td>\n",
       "      <td>/organization/247-learning-private</td>\n",
       "      <td>24x7 Learning</td>\n",
       "      <td>http://www.24x7learning.com</td>\n",
       "      <td>EdTech|Education|Systems</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>19</td>\n",
       "      <td>Bangalore</td>\n",
       "      <td>Bangalore</td>\n",
       "      <td>01-01-2001</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>/funding-round/bbedf1410fddeed341018583bbd0ca1e</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>01-12-2007</td>\n",
       "      <td>1240000.0</td>\n",
       "      <td>/organization/3dsoc</td>\n",
       "      <td>3DSoC</td>\n",
       "      <td>http://www.3dsoc.com</td>\n",
       "      <td>3D|Mobile</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>19</td>\n",
       "      <td>Bangalore</td>\n",
       "      <td>Bangalore</td>\n",
       "      <td>01-06-2006</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                           funding_round_permalink funding_round_type  \\\n",
       "0  /funding-round/9a01d05418af9f794eebff7ace91f638            venture   \n",
       "1  /funding-round/e07f6e580046d00c7aeb33fafb9d90a3            venture   \n",
       "2  /funding-round/6de7ffef8091ba9f33821f4b861f434a            venture   \n",
       "3  /funding-round/4cd5cd165bc869bc40705a9e4b626bee            venture   \n",
       "4  /funding-round/bbedf1410fddeed341018583bbd0ca1e            venture   \n",
       "\n",
       "  funding_round_code   funded_at  raised_amount_usd  \\\n",
       "0                  B  05-01-2015         10000000.0   \n",
       "1                NaN  22-07-2013                NaN   \n",
       "2                  C  15-11-2012          6369507.0   \n",
       "3                NaN  06-11-2007          4000000.0   \n",
       "4                  A  01-12-2007          1240000.0   \n",
       "\n",
       "                            permalink           name  \\\n",
       "0                 /organization/-fame          #fame   \n",
       "1             /organization/1000lookz      1000Lookz   \n",
       "2      /organization/21diamonds-india     21Diamonds   \n",
       "3  /organization/247-learning-private  24x7 Learning   \n",
       "4                 /organization/3dsoc          3DSoC   \n",
       "\n",
       "                  homepage_url             category_list     status  \\\n",
       "0           http://livfame.com                     Media  operating   \n",
       "1         http://1000lookz.com                    Beauty  operating   \n",
       "2     http://www.21diamonds.de                E-Commerce  operating   \n",
       "3  http://www.24x7learning.com  EdTech|Education|Systems  operating   \n",
       "4         http://www.3dsoc.com                 3D|Mobile  operating   \n",
       "\n",
       "  country_code state_code     region       city  founded_at  \\\n",
       "0          IND         16     Mumbai     Mumbai         NaN   \n",
       "1          IND         25    Chennai    Chennai  01-01-2008   \n",
       "2          IND         10  New Delhi    Gurgaon  01-06-2012   \n",
       "3          IND         19  Bangalore  Bangalore  01-01-2001   \n",
       "4          IND         19  Bangalore  Bangalore  01-06-2006   \n",
       "\n",
       "                    primary_language  \n",
       "0  No (but official and educational)  \n",
       "1  No (but official and educational)  \n",
       "2  No (but official and educational)  \n",
       "3  No (but official and educational)  \n",
       "4  No (but official and educational)  "
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m3=pd.merge(m2,country_df,on='country_code',how='inner')\n",
    "m3.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### According to our data frame extracting the top9 countries with highest total investment"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>raised_amount_usd</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>country_code</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>IND</th>\n",
       "      <td>1.439186e+10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CAN</th>\n",
       "      <td>9.583332e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SGP</th>\n",
       "      <td>2.793918e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IRL</th>\n",
       "      <td>1.676131e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NGA</th>\n",
       "      <td>2.454400e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZAF</th>\n",
       "      <td>2.340629e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PHL</th>\n",
       "      <td>1.144997e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PAK</th>\n",
       "      <td>8.312500e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>KEN</th>\n",
       "      <td>5.394000e+07</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              raised_amount_usd\n",
       "country_code                   \n",
       "IND                1.439186e+10\n",
       "CAN                9.583332e+09\n",
       "SGP                2.793918e+09\n",
       "IRL                1.676131e+09\n",
       "NGA                2.454400e+08\n",
       "ZAF                2.340629e+08\n",
       "PHL                1.144997e+08\n",
       "PAK                8.312500e+07\n",
       "KEN                5.394000e+07"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "t=m3.groupby(by='country_code').sum().astype(float).sort_values(by='raised_amount_usd',ascending=False)\n",
    "top9=pd.DataFrame(data=t.head(9))\n",
    "top9"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### TOP3 COUNTRIES"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>raised_amount_usd</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>country_code</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>IND</th>\n",
       "      <td>1.439186e+10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CAN</th>\n",
       "      <td>9.583332e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SGP</th>\n",
       "      <td>2.793918e+09</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              raised_amount_usd\n",
       "country_code                   \n",
       "IND                1.439186e+10\n",
       "CAN                9.583332e+09\n",
       "SGP                2.793918e+09"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top3=top9.head(3)\n",
    "top3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>funding_round_permalink</th>\n",
       "      <th>funding_round_type</th>\n",
       "      <th>funding_round_code</th>\n",
       "      <th>funded_at</th>\n",
       "      <th>raised_amount_usd</th>\n",
       "      <th>permalink</th>\n",
       "      <th>name</th>\n",
       "      <th>homepage_url</th>\n",
       "      <th>category_list</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>founded_at</th>\n",
       "      <th>primary_language</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>/funding-round/9a01d05418af9f794eebff7ace91f638</td>\n",
       "      <td>venture</td>\n",
       "      <td>B</td>\n",
       "      <td>05-01-2015</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>/organization/-fame</td>\n",
       "      <td>#fame</td>\n",
       "      <td>http://livfame.com</td>\n",
       "      <td>Media</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>16</td>\n",
       "      <td>Mumbai</td>\n",
       "      <td>Mumbai</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>/funding-round/e07f6e580046d00c7aeb33fafb9d90a3</td>\n",
       "      <td>venture</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22-07-2013</td>\n",
       "      <td>NaN</td>\n",
       "      <td>/organization/1000lookz</td>\n",
       "      <td>1000Lookz</td>\n",
       "      <td>http://1000lookz.com</td>\n",
       "      <td>Beauty</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>25</td>\n",
       "      <td>Chennai</td>\n",
       "      <td>Chennai</td>\n",
       "      <td>01-01-2008</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>/funding-round/6de7ffef8091ba9f33821f4b861f434a</td>\n",
       "      <td>venture</td>\n",
       "      <td>C</td>\n",
       "      <td>15-11-2012</td>\n",
       "      <td>6369507.0</td>\n",
       "      <td>/organization/21diamonds-india</td>\n",
       "      <td>21Diamonds</td>\n",
       "      <td>http://www.21diamonds.de</td>\n",
       "      <td>E-Commerce</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>10</td>\n",
       "      <td>New Delhi</td>\n",
       "      <td>Gurgaon</td>\n",
       "      <td>01-06-2012</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>/funding-round/4cd5cd165bc869bc40705a9e4b626bee</td>\n",
       "      <td>venture</td>\n",
       "      <td>NaN</td>\n",
       "      <td>06-11-2007</td>\n",
       "      <td>4000000.0</td>\n",
       "      <td>/organization/247-learning-private</td>\n",
       "      <td>24x7 Learning</td>\n",
       "      <td>http://www.24x7learning.com</td>\n",
       "      <td>EdTech|Education|Systems</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>19</td>\n",
       "      <td>Bangalore</td>\n",
       "      <td>Bangalore</td>\n",
       "      <td>01-01-2001</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>/funding-round/bbedf1410fddeed341018583bbd0ca1e</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>01-12-2007</td>\n",
       "      <td>1240000.0</td>\n",
       "      <td>/organization/3dsoc</td>\n",
       "      <td>3DSoC</td>\n",
       "      <td>http://www.3dsoc.com</td>\n",
       "      <td>3D|Mobile</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>19</td>\n",
       "      <td>Bangalore</td>\n",
       "      <td>Bangalore</td>\n",
       "      <td>01-06-2006</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>/funding-round/da8918e533a7caf0df0dc8d3f506c0f8</td>\n",
       "      <td>venture</td>\n",
       "      <td>B</td>\n",
       "      <td>01-08-2010</td>\n",
       "      <td>825000.0</td>\n",
       "      <td>/organization/3dsoc</td>\n",
       "      <td>3DSoC</td>\n",
       "      <td>http://www.3dsoc.com</td>\n",
       "      <td>3D|Mobile</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>19</td>\n",
       "      <td>Bangalore</td>\n",
       "      <td>Bangalore</td>\n",
       "      <td>01-06-2006</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>/funding-round/87ada2328b16d0e9f5122e7dff49cf0c</td>\n",
       "      <td>venture</td>\n",
       "      <td>B</td>\n",
       "      <td>17-04-2015</td>\n",
       "      <td>NaN</td>\n",
       "      <td>/organization/99games-online-private-limited</td>\n",
       "      <td>99Games Online Private Limited</td>\n",
       "      <td>http://www.99games.in</td>\n",
       "      <td>Games</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>19</td>\n",
       "      <td>Udupi</td>\n",
       "      <td>Udupi</td>\n",
       "      <td>01-01-2008</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>/funding-round/18d98f82ed392b1609975b81f3e8b3fb</td>\n",
       "      <td>venture</td>\n",
       "      <td>B</td>\n",
       "      <td>09-09-2008</td>\n",
       "      <td>6410000.0</td>\n",
       "      <td>/organization/a-little-world</td>\n",
       "      <td>A LITTLE WORLD</td>\n",
       "      <td>http://alittleworld.com</td>\n",
       "      <td>Finance</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>16</td>\n",
       "      <td>Mumbai</td>\n",
       "      <td>Mumbai</td>\n",
       "      <td>02-03-2000</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>/funding-round/e53264a913cb88b0bbffa912d0c0bfc6</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>10-03-2015</td>\n",
       "      <td>NaN</td>\n",
       "      <td>/organization/abhinav-outsourcings-pvt-ltd</td>\n",
       "      <td>Abhinav Outsourcings Pvt. Ltd</td>\n",
       "      <td>http://www.abhinav.com/</td>\n",
       "      <td>Business Services|Outsourcing</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>7</td>\n",
       "      <td>New Delhi</td>\n",
       "      <td>New Delhi</td>\n",
       "      <td>02-10-1994</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>/funding-round/e8be4d4069d490218db8008f4aefa0f0</td>\n",
       "      <td>venture</td>\n",
       "      <td>C</td>\n",
       "      <td>31-03-2008</td>\n",
       "      <td>25090000.0</td>\n",
       "      <td>/organization/acb-india-limited</td>\n",
       "      <td>ACB (India) Limited</td>\n",
       "      <td>http://www.aryancoal.com</td>\n",
       "      <td>Energy|Mining Technologies</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>10</td>\n",
       "      <td>New Delhi</td>\n",
       "      <td>Gurgaon</td>\n",
       "      <td>01-01-1997</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>/funding-round/45c0beae40e5b71231f9be5954a57ebb</td>\n",
       "      <td>venture</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20-06-2014</td>\n",
       "      <td>NaN</td>\n",
       "      <td>/organization/addresshealth</td>\n",
       "      <td>AddressHealth</td>\n",
       "      <td>http://www.addresshealth.com/</td>\n",
       "      <td>Child Care|Health and Wellness|Health Care|Med...</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>19</td>\n",
       "      <td>Bangalore</td>\n",
       "      <td>Bangalore City</td>\n",
       "      <td>01-01-2010</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>/funding-round/508d3c83daaae9fda3ba6f9682c78f6c</td>\n",
       "      <td>venture</td>\n",
       "      <td>NaN</td>\n",
       "      <td>28-10-2014</td>\n",
       "      <td>8180000.0</td>\n",
       "      <td>/organization/adlabs-imagica</td>\n",
       "      <td>Adlabs Imagica</td>\n",
       "      <td>http://www.adlabsimagica.com</td>\n",
       "      <td>Entertainment|Tourism</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>16</td>\n",
       "      <td>IND - Other</td>\n",
       "      <td>Khopoli</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>/funding-round/c20aaba1bf7395c85fef61c08ed7e052</td>\n",
       "      <td>venture</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16-02-2015</td>\n",
       "      <td>NaN</td>\n",
       "      <td>/organization/adpushup</td>\n",
       "      <td>AdPushup</td>\n",
       "      <td>http://adpushup.com</td>\n",
       "      <td>Advertising Platforms|Apps|Monetization</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>7</td>\n",
       "      <td>New Delhi</td>\n",
       "      <td>New Delhi</td>\n",
       "      <td>01-01-2013</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>/funding-round/cd3dd1c98ce9d0f632d8752163941674</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>01-05-2011</td>\n",
       "      <td>5740000.0</td>\n",
       "      <td>/organization/agile</td>\n",
       "      <td>Agile</td>\n",
       "      <td>http://www.agile-ft.com</td>\n",
       "      <td>Finance|Finance Technology|FinTech|Insurance</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>16</td>\n",
       "      <td>Mumbai</td>\n",
       "      <td>Mumbai</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>/funding-round/7f12c8c8e24c3629d89f23e99168f8be</td>\n",
       "      <td>venture</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13-08-2015</td>\n",
       "      <td>4000000.0</td>\n",
       "      <td>/organization/agrostar</td>\n",
       "      <td>Agrostar</td>\n",
       "      <td>http://agrostar.in/</td>\n",
       "      <td>E-Commerce</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>16</td>\n",
       "      <td>Pune</td>\n",
       "      <td>Pune</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>/funding-round/3d88f3874ff8e90bab6c2ea837fd33d6</td>\n",
       "      <td>venture</td>\n",
       "      <td>B</td>\n",
       "      <td>18-05-2015</td>\n",
       "      <td>16000000.0</td>\n",
       "      <td>/organization/akosha</td>\n",
       "      <td>Akosha</td>\n",
       "      <td>http://www.akosha.com</td>\n",
       "      <td>Consumer Internet|Digital Media|Enterprise Sof...</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>7</td>\n",
       "      <td>New Delhi</td>\n",
       "      <td>New Delhi</td>\n",
       "      <td>01-06-2010</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>/funding-round/908a8813e2273a2bc604bf40a45c15ff</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>01-07-2014</td>\n",
       "      <td>5000000.0</td>\n",
       "      <td>/organization/akosha</td>\n",
       "      <td>Akosha</td>\n",
       "      <td>http://www.akosha.com</td>\n",
       "      <td>Consumer Internet|Digital Media|Enterprise Sof...</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>7</td>\n",
       "      <td>New Delhi</td>\n",
       "      <td>New Delhi</td>\n",
       "      <td>01-06-2010</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>/funding-round/e26652632254f4b0a8400d149a203cd1</td>\n",
       "      <td>venture</td>\n",
       "      <td>NaN</td>\n",
       "      <td>28-09-2010</td>\n",
       "      <td>175000.0</td>\n",
       "      <td>/organization/allied-digital-services</td>\n",
       "      <td>Allied Digital Services</td>\n",
       "      <td>http://www.allieddigital.net/in</td>\n",
       "      <td>Consulting</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>16</td>\n",
       "      <td>Mumbai</td>\n",
       "      <td>Mumbai</td>\n",
       "      <td>01-01-1995</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>/funding-round/1163081f3b47e809ab12a63423be1867</td>\n",
       "      <td>venture</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11-08-2015</td>\n",
       "      <td>20000000.0</td>\n",
       "      <td>/organization/allygrow-technologies</td>\n",
       "      <td>Allygrow Technologies</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Aerospace|Automotive|Engineering Firms|Medical...</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>16</td>\n",
       "      <td>Pune</td>\n",
       "      <td>Pune</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>/funding-round/32830aa2cee2abb1fac27daf027fa55e</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>17-11-2010</td>\n",
       "      <td>3000000.0</td>\n",
       "      <td>/organization/althea-systems</td>\n",
       "      <td>Althea Systems</td>\n",
       "      <td>http://www.altheasystems.com</td>\n",
       "      <td>Hardware + Software</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>19</td>\n",
       "      <td>Bangalore</td>\n",
       "      <td>Bangalore</td>\n",
       "      <td>01-01-2009</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>/funding-round/aadd9b2007da0d7b5a8845bfc7f4fbcf</td>\n",
       "      <td>venture</td>\n",
       "      <td>C</td>\n",
       "      <td>19-01-2015</td>\n",
       "      <td>NaN</td>\n",
       "      <td>/organization/amagi-media-labs</td>\n",
       "      <td>Amagi Media Labs</td>\n",
       "      <td>http://amagi.com</td>\n",
       "      <td>Advertising</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>19</td>\n",
       "      <td>Bangalore</td>\n",
       "      <td>Bangalore</td>\n",
       "      <td>01-01-2008</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>/funding-round/f244a91cc714317f6fbbc80dcc1d5135</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>17-06-2013</td>\n",
       "      <td>5500000.0</td>\n",
       "      <td>/organization/amagi-media-labs</td>\n",
       "      <td>Amagi Media Labs</td>\n",
       "      <td>http://amagi.com</td>\n",
       "      <td>Advertising</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>19</td>\n",
       "      <td>Bangalore</td>\n",
       "      <td>Bangalore</td>\n",
       "      <td>01-01-2008</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>/funding-round/81b50a403d5d2293715fe9b0ce4db5d3</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>03-07-2015</td>\n",
       "      <td>5000000.0</td>\n",
       "      <td>/organization/ameyo</td>\n",
       "      <td>Ameyo</td>\n",
       "      <td>http://www.ameyo.com/</td>\n",
       "      <td>Software</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>10</td>\n",
       "      <td>New Delhi</td>\n",
       "      <td>Gurgaon</td>\n",
       "      <td>01-01-2003</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>/funding-round/1e2b54335e2a41d8d7db25b7c11db399</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>10-04-2012</td>\n",
       "      <td>5000000.0</td>\n",
       "      <td>/organization/ani-technologies</td>\n",
       "      <td>Ola</td>\n",
       "      <td>http://www.olacabs.com</td>\n",
       "      <td>Automotive|E-Commerce|Internet|Mobile|Mobile C...</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>28</td>\n",
       "      <td>Kolkata</td>\n",
       "      <td>Kolkata</td>\n",
       "      <td>03-12-2010</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>/funding-round/3722a5bf71ee371f98e83fe2dd04596d</td>\n",
       "      <td>venture</td>\n",
       "      <td>D</td>\n",
       "      <td>25-10-2014</td>\n",
       "      <td>210000000.0</td>\n",
       "      <td>/organization/ani-technologies</td>\n",
       "      <td>Ola</td>\n",
       "      <td>http://www.olacabs.com</td>\n",
       "      <td>Automotive|E-Commerce|Internet|Mobile|Mobile C...</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>28</td>\n",
       "      <td>Kolkata</td>\n",
       "      <td>Kolkata</td>\n",
       "      <td>03-12-2010</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>/funding-round/b6d53e0d0ecf4b720d5a8306e20d97fd</td>\n",
       "      <td>venture</td>\n",
       "      <td>F</td>\n",
       "      <td>17-11-2015</td>\n",
       "      <td>500000000.0</td>\n",
       "      <td>/organization/ani-technologies</td>\n",
       "      <td>Ola</td>\n",
       "      <td>http://www.olacabs.com</td>\n",
       "      <td>Automotive|E-Commerce|Internet|Mobile|Mobile C...</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>28</td>\n",
       "      <td>Kolkata</td>\n",
       "      <td>Kolkata</td>\n",
       "      <td>03-12-2010</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>/funding-round/bbce7c1d8470d24a5b05375a1e58a34e</td>\n",
       "      <td>venture</td>\n",
       "      <td>E</td>\n",
       "      <td>15-04-2015</td>\n",
       "      <td>400000000.0</td>\n",
       "      <td>/organization/ani-technologies</td>\n",
       "      <td>Ola</td>\n",
       "      <td>http://www.olacabs.com</td>\n",
       "      <td>Automotive|E-Commerce|Internet|Mobile|Mobile C...</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>28</td>\n",
       "      <td>Kolkata</td>\n",
       "      <td>Kolkata</td>\n",
       "      <td>03-12-2010</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>/funding-round/d585974a6ae7ca30ff102a0691ab2c1b</td>\n",
       "      <td>venture</td>\n",
       "      <td>B</td>\n",
       "      <td>12-11-2013</td>\n",
       "      <td>20000000.0</td>\n",
       "      <td>/organization/ani-technologies</td>\n",
       "      <td>Ola</td>\n",
       "      <td>http://www.olacabs.com</td>\n",
       "      <td>Automotive|E-Commerce|Internet|Mobile|Mobile C...</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>28</td>\n",
       "      <td>Kolkata</td>\n",
       "      <td>Kolkata</td>\n",
       "      <td>03-12-2010</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>/funding-round/e0e7c05049288bed3a9abf6741d7b6f4</td>\n",
       "      <td>venture</td>\n",
       "      <td>C</td>\n",
       "      <td>09-07-2014</td>\n",
       "      <td>41500000.0</td>\n",
       "      <td>/organization/ani-technologies</td>\n",
       "      <td>Ola</td>\n",
       "      <td>http://www.olacabs.com</td>\n",
       "      <td>Automotive|E-Commerce|Internet|Mobile|Mobile C...</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>28</td>\n",
       "      <td>Kolkata</td>\n",
       "      <td>Kolkata</td>\n",
       "      <td>03-12-2010</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>/funding-round/1e9a9f12647eecd6fec8e4bfc6656ece</td>\n",
       "      <td>venture</td>\n",
       "      <td>C</td>\n",
       "      <td>08-04-2015</td>\n",
       "      <td>4200000.0</td>\n",
       "      <td>/organization/annapurna-microfinace</td>\n",
       "      <td>Annapurna Microfinace</td>\n",
       "      <td>http://ampl.net.in</td>\n",
       "      <td>Finance</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>21</td>\n",
       "      <td>Bhubaneswar</td>\n",
       "      <td>Bhubaneswar</td>\n",
       "      <td>01-01-2009</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2869</th>\n",
       "      <td>/funding-round/f11cd5ce43ddd80817d7aea5a92f9e13</td>\n",
       "      <td>venture</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21-07-2014</td>\n",
       "      <td>NaN</td>\n",
       "      <td>/organization/thinxtream-technologies</td>\n",
       "      <td>Thinxtream Technologies</td>\n",
       "      <td>http://thinxtream.com</td>\n",
       "      <td>Software</td>\n",
       "      <td>operating</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>01-01-2010</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2870</th>\n",
       "      <td>/funding-round/4aaf7d16e7fc66b517cef54725e25f06</td>\n",
       "      <td>venture</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22-03-2011</td>\n",
       "      <td>390000.0</td>\n",
       "      <td>/organization/thoughtbuzz</td>\n",
       "      <td>ThoughtBuzz</td>\n",
       "      <td>http://www.thoughtbuzz.net</td>\n",
       "      <td>Software</td>\n",
       "      <td>operating</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>29-04-2009</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2871</th>\n",
       "      <td>/funding-round/c23ddc310f0576332ac90d9dfb034235</td>\n",
       "      <td>venture</td>\n",
       "      <td>NaN</td>\n",
       "      <td>29-01-2015</td>\n",
       "      <td>NaN</td>\n",
       "      <td>/organization/thrill</td>\n",
       "      <td>Thrill</td>\n",
       "      <td>http://www.thrillapp.com</td>\n",
       "      <td>Curated Web|Emerging Markets|Mobile|Online Dat...</td>\n",
       "      <td>operating</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>01-03-2013</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2872</th>\n",
       "      <td>/funding-round/a8a8827ded3404166e028c6d2edda72f</td>\n",
       "      <td>venture</td>\n",
       "      <td>NaN</td>\n",
       "      <td>01-06-2011</td>\n",
       "      <td>60000.0</td>\n",
       "      <td>/organization/tickade</td>\n",
       "      <td>Tickade</td>\n",
       "      <td>http://www.tickade.com</td>\n",
       "      <td>Games|Social Media</td>\n",
       "      <td>operating</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>01-01-2011</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2873</th>\n",
       "      <td>/funding-round/b454941f4d81397a90b89c61f5339f48</td>\n",
       "      <td>venture</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22-01-2014</td>\n",
       "      <td>NaN</td>\n",
       "      <td>/organization/tookitaki</td>\n",
       "      <td>Tookitaki</td>\n",
       "      <td>http://tookitaki.com</td>\n",
       "      <td>Advertising|Social Media</td>\n",
       "      <td>operating</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>01-01-2013</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2874</th>\n",
       "      <td>/funding-round/091f4b0ff0c87672c15d5a51bfff18d9</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>21-04-2015</td>\n",
       "      <td>6500000.0</td>\n",
       "      <td>/organization/tradegecko</td>\n",
       "      <td>Tradegecko</td>\n",
       "      <td>http://tradegecko.com</td>\n",
       "      <td>Enterprise Software|Software|Supply Chain Mana...</td>\n",
       "      <td>operating</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>01-01-2012</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2875</th>\n",
       "      <td>/funding-round/18ee270eca7ca0ee2580dc6f1e75bdc4</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>26-09-2013</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>/organization/tradehero</td>\n",
       "      <td>TradeHero</td>\n",
       "      <td>http://www.tradehero.mobi</td>\n",
       "      <td>All Markets|Fantasy Sports|Finance|Investment ...</td>\n",
       "      <td>operating</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>01-01-2012</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2876</th>\n",
       "      <td>/funding-round/c10a214c7fea4143d805958157da0aa7</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>01-10-2015</td>\n",
       "      <td>NaN</td>\n",
       "      <td>/organization/transaction-mobility-international</td>\n",
       "      <td>Transaction Mobility International</td>\n",
       "      <td>http://www.tm-international.com</td>\n",
       "      <td>Financial Services|Mobile Payments|Payments</td>\n",
       "      <td>operating</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>01-10-2014</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2877</th>\n",
       "      <td>/funding-round/1025ce83e17dc3323fae4bd604279a56</td>\n",
       "      <td>venture</td>\n",
       "      <td>B</td>\n",
       "      <td>13-07-2009</td>\n",
       "      <td>NaN</td>\n",
       "      <td>/organization/transmex-systems-international</td>\n",
       "      <td>Transmex Systems International</td>\n",
       "      <td>http://www.transmexsys.com/Pages/Public/Defaul...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>operating</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>01-01-2004</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2878</th>\n",
       "      <td>/funding-round/bdcfb63bc1a2d8c5bc6ef1fed45fbcc6</td>\n",
       "      <td>venture</td>\n",
       "      <td>D</td>\n",
       "      <td>16-12-2014</td>\n",
       "      <td>15000000.0</td>\n",
       "      <td>/organization/trax-image-recognition</td>\n",
       "      <td>Trax Image Recognition</td>\n",
       "      <td>http://traxretail.com/</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>operating</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>01-01-2010</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2879</th>\n",
       "      <td>/funding-round/b947c47829fd0c4cef0a1c7c5167e756</td>\n",
       "      <td>venture</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21-04-2013</td>\n",
       "      <td>NaN</td>\n",
       "      <td>/organization/tripvillas</td>\n",
       "      <td>TripVillas</td>\n",
       "      <td>http://www.tripvillas.com/</td>\n",
       "      <td>Internet|Real Estate|Travel</td>\n",
       "      <td>operating</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2880</th>\n",
       "      <td>/funding-round/2bf3f2361a7896b68bbcb08f1e21032d</td>\n",
       "      <td>venture</td>\n",
       "      <td>B</td>\n",
       "      <td>30-10-2014</td>\n",
       "      <td>NaN</td>\n",
       "      <td>/organization/u2opia-mobile</td>\n",
       "      <td>U2opia Mobile</td>\n",
       "      <td>http://www.u2opiamobile.com</td>\n",
       "      <td>Apps|Facebook Applications|Mobile|Software|Twi...</td>\n",
       "      <td>operating</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>01-01-2010</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2881</th>\n",
       "      <td>/funding-round/61926099112e057ffe00dd5ba60b4ebd</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>29-09-2011</td>\n",
       "      <td>NaN</td>\n",
       "      <td>/organization/u2opia-mobile</td>\n",
       "      <td>U2opia Mobile</td>\n",
       "      <td>http://www.u2opiamobile.com</td>\n",
       "      <td>Apps|Facebook Applications|Mobile|Software|Twi...</td>\n",
       "      <td>operating</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>01-01-2010</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2882</th>\n",
       "      <td>/funding-round/2c01f73ed10cecceb7c37dc8fb7f70f7</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>18-03-2008</td>\n",
       "      <td>727000.0</td>\n",
       "      <td>/organization/ueeeu-com</td>\n",
       "      <td>UeeeU.com</td>\n",
       "      <td>http://ueeeu.com</td>\n",
       "      <td>E-Commerce</td>\n",
       "      <td>closed</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2883</th>\n",
       "      <td>/funding-round/f67ac3800a7919364945377e5002a393</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>13-12-2007</td>\n",
       "      <td>3330000.0</td>\n",
       "      <td>/organization/uiactive</td>\n",
       "      <td>uiActive</td>\n",
       "      <td>http://www.uiactive.com/</td>\n",
       "      <td>Content|Mobile|Services</td>\n",
       "      <td>closed</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2884</th>\n",
       "      <td>/funding-round/6b56cd6d4fb737df5f6aa6084f3cda7b</td>\n",
       "      <td>venture</td>\n",
       "      <td>NaN</td>\n",
       "      <td>03-12-2015</td>\n",
       "      <td>3500000.0</td>\n",
       "      <td>/organization/vanitee</td>\n",
       "      <td>Vanitee</td>\n",
       "      <td>http://www.vaniteee.com</td>\n",
       "      <td>Beauty|Health and Wellness|Lifestyle</td>\n",
       "      <td>operating</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>24-09-2014</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2885</th>\n",
       "      <td>/funding-round/9d6c6eb1fcbc18efd2f2f57e9773dba8</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>01-07-2013</td>\n",
       "      <td>NaN</td>\n",
       "      <td>/organization/vdancer</td>\n",
       "      <td>Vdancer</td>\n",
       "      <td>http://vdancer.net</td>\n",
       "      <td>Consumers|Games</td>\n",
       "      <td>operating</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>01-01-2012</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2886</th>\n",
       "      <td>/funding-round/46d275475c9a5c168b05bc0a160b1295</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>30-09-2015</td>\n",
       "      <td>2300000.0</td>\n",
       "      <td>/organization/viddsee</td>\n",
       "      <td>Viddsee</td>\n",
       "      <td>http://www.viddsee.com</td>\n",
       "      <td>Media|Video Streaming</td>\n",
       "      <td>operating</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>01-09-2012</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2887</th>\n",
       "      <td>/funding-round/0e26571ef064aa53e382ce96d1b5622e</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>24-03-2015</td>\n",
       "      <td>5000000.0</td>\n",
       "      <td>/organization/viscovery</td>\n",
       "      <td>Viscovery</td>\n",
       "      <td>http://viscovery.cn</td>\n",
       "      <td>Apps|B2B|Mobile|Mobile Commerce|Sales and Mark...</td>\n",
       "      <td>operating</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>01-01-2008</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2888</th>\n",
       "      <td>/funding-round/3c3dbab28bd8d5536444e0126c5fe279</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>18-02-2014</td>\n",
       "      <td>3500000.0</td>\n",
       "      <td>/organization/visenze</td>\n",
       "      <td>VISENZE</td>\n",
       "      <td>http://www.visenze.com</td>\n",
       "      <td>Image Recognition|SaaS|Visual Search</td>\n",
       "      <td>operating</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>01-08-2012</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2889</th>\n",
       "      <td>/funding-round/ec2d4f1dad44593f973c8f3173b60e9b</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>24-09-2013</td>\n",
       "      <td>2000000.0</td>\n",
       "      <td>/organization/w-locate</td>\n",
       "      <td>W-locate</td>\n",
       "      <td>http://w-locate.com</td>\n",
       "      <td>Consumers|Hardware + Software</td>\n",
       "      <td>operating</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>01-01-2010</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2890</th>\n",
       "      <td>/funding-round/fa955ce8a38727d6c0a8ca1cf70eff57</td>\n",
       "      <td>venture</td>\n",
       "      <td>C</td>\n",
       "      <td>10-09-2007</td>\n",
       "      <td>300000.0</td>\n",
       "      <td>/organization/web-and-rank</td>\n",
       "      <td>Web and Rank</td>\n",
       "      <td>http://www.webandrank.com</td>\n",
       "      <td>Search|SEO</td>\n",
       "      <td>operating</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>10-09-2007</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2891</th>\n",
       "      <td>/funding-round/1ce651ac57bfde704da1bb468f6a68bc</td>\n",
       "      <td>venture</td>\n",
       "      <td>B</td>\n",
       "      <td>01-12-2010</td>\n",
       "      <td>13000000.0</td>\n",
       "      <td>/organization/wego-com</td>\n",
       "      <td>Wego</td>\n",
       "      <td>http://www.wego.com</td>\n",
       "      <td>E-Commerce|Hotels|Search|Travel</td>\n",
       "      <td>operating</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>01-09-2005</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2892</th>\n",
       "      <td>/funding-round/60bc18472c0c0ead8bdd510999f2403f</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>01-01-2008</td>\n",
       "      <td>4500000.0</td>\n",
       "      <td>/organization/wego-com</td>\n",
       "      <td>Wego</td>\n",
       "      <td>http://www.wego.com</td>\n",
       "      <td>E-Commerce|Hotels|Search|Travel</td>\n",
       "      <td>operating</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>01-09-2005</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2893</th>\n",
       "      <td>/funding-round/c1f1739fa81151b0a06ca1bd5df4c941</td>\n",
       "      <td>venture</td>\n",
       "      <td>C</td>\n",
       "      <td>24-06-2013</td>\n",
       "      <td>17000000.0</td>\n",
       "      <td>/organization/wego-com</td>\n",
       "      <td>Wego</td>\n",
       "      <td>http://www.wego.com</td>\n",
       "      <td>E-Commerce|Hotels|Search|Travel</td>\n",
       "      <td>operating</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>01-09-2005</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2894</th>\n",
       "      <td>/funding-round/f5471a33a5462c4ce7903e52ee3e1247</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>24-06-2010</td>\n",
       "      <td>NaN</td>\n",
       "      <td>/organization/xenon-technologies</td>\n",
       "      <td>Xenon Technologies</td>\n",
       "      <td>http://www.xenon-technologies.com/</td>\n",
       "      <td>Technology</td>\n",
       "      <td>operating</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2895</th>\n",
       "      <td>/funding-round/3244f8f5376c6be7c135212cae9890e5</td>\n",
       "      <td>venture</td>\n",
       "      <td>NaN</td>\n",
       "      <td>07-09-2015</td>\n",
       "      <td>21055586.0</td>\n",
       "      <td>/organization/yuuzoo-corporation</td>\n",
       "      <td>YuuZoo Corporation</td>\n",
       "      <td>http://yuucorp.com</td>\n",
       "      <td>Advertising|E-Commerce|Games|Mobile|Mobile Pay...</td>\n",
       "      <td>operating</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>01-01-2008</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2896</th>\n",
       "      <td>/funding-round/26b03517f889f40bca88569641a9273f</td>\n",
       "      <td>venture</td>\n",
       "      <td>C</td>\n",
       "      <td>22-05-2013</td>\n",
       "      <td>100000000.0</td>\n",
       "      <td>/organization/zalora</td>\n",
       "      <td>ZALORA Group</td>\n",
       "      <td>http://www.zalora.com</td>\n",
       "      <td>E-Commerce|Fashion</td>\n",
       "      <td>operating</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>01-03-2012</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2897</th>\n",
       "      <td>/funding-round/63ad712dd594ff3514a2f1fb82e35700</td>\n",
       "      <td>venture</td>\n",
       "      <td>B</td>\n",
       "      <td>20-07-2015</td>\n",
       "      <td>15000000.0</td>\n",
       "      <td>/organization/zimplistic</td>\n",
       "      <td>Zimplistic</td>\n",
       "      <td>http://www.rotimatic.com</td>\n",
       "      <td>Consumer Electronics|Cooking|Hardware + Softwa...</td>\n",
       "      <td>operating</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>01-06-2008</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2898</th>\n",
       "      <td>/funding-round/82239c6a729ebb3fb05bce18b98c9120</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>03-03-2012</td>\n",
       "      <td>3000000.0</td>\n",
       "      <td>/organization/zimplistic</td>\n",
       "      <td>Zimplistic</td>\n",
       "      <td>http://www.rotimatic.com</td>\n",
       "      <td>Consumer Electronics|Cooking|Hardware + Softwa...</td>\n",
       "      <td>operating</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>01-06-2008</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2626 rows × 16 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                              funding_round_permalink funding_round_type  \\\n",
       "0     /funding-round/9a01d05418af9f794eebff7ace91f638            venture   \n",
       "1     /funding-round/e07f6e580046d00c7aeb33fafb9d90a3            venture   \n",
       "2     /funding-round/6de7ffef8091ba9f33821f4b861f434a            venture   \n",
       "3     /funding-round/4cd5cd165bc869bc40705a9e4b626bee            venture   \n",
       "4     /funding-round/bbedf1410fddeed341018583bbd0ca1e            venture   \n",
       "5     /funding-round/da8918e533a7caf0df0dc8d3f506c0f8            venture   \n",
       "6     /funding-round/87ada2328b16d0e9f5122e7dff49cf0c            venture   \n",
       "7     /funding-round/18d98f82ed392b1609975b81f3e8b3fb            venture   \n",
       "8     /funding-round/e53264a913cb88b0bbffa912d0c0bfc6            venture   \n",
       "9     /funding-round/e8be4d4069d490218db8008f4aefa0f0            venture   \n",
       "10    /funding-round/45c0beae40e5b71231f9be5954a57ebb            venture   \n",
       "11    /funding-round/508d3c83daaae9fda3ba6f9682c78f6c            venture   \n",
       "12    /funding-round/c20aaba1bf7395c85fef61c08ed7e052            venture   \n",
       "13    /funding-round/cd3dd1c98ce9d0f632d8752163941674            venture   \n",
       "14    /funding-round/7f12c8c8e24c3629d89f23e99168f8be            venture   \n",
       "15    /funding-round/3d88f3874ff8e90bab6c2ea837fd33d6            venture   \n",
       "16    /funding-round/908a8813e2273a2bc604bf40a45c15ff            venture   \n",
       "17    /funding-round/e26652632254f4b0a8400d149a203cd1            venture   \n",
       "18    /funding-round/1163081f3b47e809ab12a63423be1867            venture   \n",
       "19    /funding-round/32830aa2cee2abb1fac27daf027fa55e            venture   \n",
       "20    /funding-round/aadd9b2007da0d7b5a8845bfc7f4fbcf            venture   \n",
       "21    /funding-round/f244a91cc714317f6fbbc80dcc1d5135            venture   \n",
       "22    /funding-round/81b50a403d5d2293715fe9b0ce4db5d3            venture   \n",
       "23    /funding-round/1e2b54335e2a41d8d7db25b7c11db399            venture   \n",
       "24    /funding-round/3722a5bf71ee371f98e83fe2dd04596d            venture   \n",
       "25    /funding-round/b6d53e0d0ecf4b720d5a8306e20d97fd            venture   \n",
       "26    /funding-round/bbce7c1d8470d24a5b05375a1e58a34e            venture   \n",
       "27    /funding-round/d585974a6ae7ca30ff102a0691ab2c1b            venture   \n",
       "28    /funding-round/e0e7c05049288bed3a9abf6741d7b6f4            venture   \n",
       "29    /funding-round/1e9a9f12647eecd6fec8e4bfc6656ece            venture   \n",
       "...                                               ...                ...   \n",
       "2869  /funding-round/f11cd5ce43ddd80817d7aea5a92f9e13            venture   \n",
       "2870  /funding-round/4aaf7d16e7fc66b517cef54725e25f06            venture   \n",
       "2871  /funding-round/c23ddc310f0576332ac90d9dfb034235            venture   \n",
       "2872  /funding-round/a8a8827ded3404166e028c6d2edda72f            venture   \n",
       "2873  /funding-round/b454941f4d81397a90b89c61f5339f48            venture   \n",
       "2874  /funding-round/091f4b0ff0c87672c15d5a51bfff18d9            venture   \n",
       "2875  /funding-round/18ee270eca7ca0ee2580dc6f1e75bdc4            venture   \n",
       "2876  /funding-round/c10a214c7fea4143d805958157da0aa7            venture   \n",
       "2877  /funding-round/1025ce83e17dc3323fae4bd604279a56            venture   \n",
       "2878  /funding-round/bdcfb63bc1a2d8c5bc6ef1fed45fbcc6            venture   \n",
       "2879  /funding-round/b947c47829fd0c4cef0a1c7c5167e756            venture   \n",
       "2880  /funding-round/2bf3f2361a7896b68bbcb08f1e21032d            venture   \n",
       "2881  /funding-round/61926099112e057ffe00dd5ba60b4ebd            venture   \n",
       "2882  /funding-round/2c01f73ed10cecceb7c37dc8fb7f70f7            venture   \n",
       "2883  /funding-round/f67ac3800a7919364945377e5002a393            venture   \n",
       "2884  /funding-round/6b56cd6d4fb737df5f6aa6084f3cda7b            venture   \n",
       "2885  /funding-round/9d6c6eb1fcbc18efd2f2f57e9773dba8            venture   \n",
       "2886  /funding-round/46d275475c9a5c168b05bc0a160b1295            venture   \n",
       "2887  /funding-round/0e26571ef064aa53e382ce96d1b5622e            venture   \n",
       "2888  /funding-round/3c3dbab28bd8d5536444e0126c5fe279            venture   \n",
       "2889  /funding-round/ec2d4f1dad44593f973c8f3173b60e9b            venture   \n",
       "2890  /funding-round/fa955ce8a38727d6c0a8ca1cf70eff57            venture   \n",
       "2891  /funding-round/1ce651ac57bfde704da1bb468f6a68bc            venture   \n",
       "2892  /funding-round/60bc18472c0c0ead8bdd510999f2403f            venture   \n",
       "2893  /funding-round/c1f1739fa81151b0a06ca1bd5df4c941            venture   \n",
       "2894  /funding-round/f5471a33a5462c4ce7903e52ee3e1247            venture   \n",
       "2895  /funding-round/3244f8f5376c6be7c135212cae9890e5            venture   \n",
       "2896  /funding-round/26b03517f889f40bca88569641a9273f            venture   \n",
       "2897  /funding-round/63ad712dd594ff3514a2f1fb82e35700            venture   \n",
       "2898  /funding-round/82239c6a729ebb3fb05bce18b98c9120            venture   \n",
       "\n",
       "     funding_round_code   funded_at  raised_amount_usd  \\\n",
       "0                     B  05-01-2015         10000000.0   \n",
       "1                   NaN  22-07-2013                NaN   \n",
       "2                     C  15-11-2012          6369507.0   \n",
       "3                   NaN  06-11-2007          4000000.0   \n",
       "4                     A  01-12-2007          1240000.0   \n",
       "5                     B  01-08-2010           825000.0   \n",
       "6                     B  17-04-2015                NaN   \n",
       "7                     B  09-09-2008          6410000.0   \n",
       "8                     A  10-03-2015                NaN   \n",
       "9                     C  31-03-2008         25090000.0   \n",
       "10                  NaN  20-06-2014                NaN   \n",
       "11                  NaN  28-10-2014          8180000.0   \n",
       "12                  NaN  16-02-2015                NaN   \n",
       "13                    A  01-05-2011          5740000.0   \n",
       "14                  NaN  13-08-2015          4000000.0   \n",
       "15                    B  18-05-2015         16000000.0   \n",
       "16                    A  01-07-2014          5000000.0   \n",
       "17                  NaN  28-09-2010           175000.0   \n",
       "18                  NaN  11-08-2015         20000000.0   \n",
       "19                    A  17-11-2010          3000000.0   \n",
       "20                    C  19-01-2015                NaN   \n",
       "21                    A  17-06-2013          5500000.0   \n",
       "22                    A  03-07-2015          5000000.0   \n",
       "23                    A  10-04-2012          5000000.0   \n",
       "24                    D  25-10-2014        210000000.0   \n",
       "25                    F  17-11-2015        500000000.0   \n",
       "26                    E  15-04-2015        400000000.0   \n",
       "27                    B  12-11-2013         20000000.0   \n",
       "28                    C  09-07-2014         41500000.0   \n",
       "29                    C  08-04-2015          4200000.0   \n",
       "...                 ...         ...                ...   \n",
       "2869                NaN  21-07-2014                NaN   \n",
       "2870                NaN  22-03-2011           390000.0   \n",
       "2871                NaN  29-01-2015                NaN   \n",
       "2872                NaN  01-06-2011            60000.0   \n",
       "2873                NaN  22-01-2014                NaN   \n",
       "2874                  A  21-04-2015          6500000.0   \n",
       "2875                  A  26-09-2013         10000000.0   \n",
       "2876                  A  01-10-2015                NaN   \n",
       "2877                  B  13-07-2009                NaN   \n",
       "2878                  D  16-12-2014         15000000.0   \n",
       "2879                NaN  21-04-2013                NaN   \n",
       "2880                  B  30-10-2014                NaN   \n",
       "2881                  A  29-09-2011                NaN   \n",
       "2882                  A  18-03-2008           727000.0   \n",
       "2883                  A  13-12-2007          3330000.0   \n",
       "2884                NaN  03-12-2015          3500000.0   \n",
       "2885                  A  01-07-2013                NaN   \n",
       "2886                  A  30-09-2015          2300000.0   \n",
       "2887                  A  24-03-2015          5000000.0   \n",
       "2888                  A  18-02-2014          3500000.0   \n",
       "2889                  A  24-09-2013          2000000.0   \n",
       "2890                  C  10-09-2007           300000.0   \n",
       "2891                  B  01-12-2010         13000000.0   \n",
       "2892                  A  01-01-2008          4500000.0   \n",
       "2893                  C  24-06-2013         17000000.0   \n",
       "2894                  A  24-06-2010                NaN   \n",
       "2895                NaN  07-09-2015         21055586.0   \n",
       "2896                  C  22-05-2013        100000000.0   \n",
       "2897                  B  20-07-2015         15000000.0   \n",
       "2898                  A  03-03-2012          3000000.0   \n",
       "\n",
       "                                             permalink  \\\n",
       "0                                  /organization/-fame   \n",
       "1                              /organization/1000lookz   \n",
       "2                       /organization/21diamonds-india   \n",
       "3                   /organization/247-learning-private   \n",
       "4                                  /organization/3dsoc   \n",
       "5                                  /organization/3dsoc   \n",
       "6         /organization/99games-online-private-limited   \n",
       "7                         /organization/a-little-world   \n",
       "8           /organization/abhinav-outsourcings-pvt-ltd   \n",
       "9                      /organization/acb-india-limited   \n",
       "10                         /organization/addresshealth   \n",
       "11                        /organization/adlabs-imagica   \n",
       "12                              /organization/adpushup   \n",
       "13                                 /organization/agile   \n",
       "14                              /organization/agrostar   \n",
       "15                                /organization/akosha   \n",
       "16                                /organization/akosha   \n",
       "17               /organization/allied-digital-services   \n",
       "18                 /organization/allygrow-technologies   \n",
       "19                        /organization/althea-systems   \n",
       "20                      /organization/amagi-media-labs   \n",
       "21                      /organization/amagi-media-labs   \n",
       "22                                 /organization/ameyo   \n",
       "23                      /organization/ani-technologies   \n",
       "24                      /organization/ani-technologies   \n",
       "25                      /organization/ani-technologies   \n",
       "26                      /organization/ani-technologies   \n",
       "27                      /organization/ani-technologies   \n",
       "28                      /organization/ani-technologies   \n",
       "29                 /organization/annapurna-microfinace   \n",
       "...                                                ...   \n",
       "2869             /organization/thinxtream-technologies   \n",
       "2870                         /organization/thoughtbuzz   \n",
       "2871                              /organization/thrill   \n",
       "2872                             /organization/tickade   \n",
       "2873                           /organization/tookitaki   \n",
       "2874                          /organization/tradegecko   \n",
       "2875                           /organization/tradehero   \n",
       "2876  /organization/transaction-mobility-international   \n",
       "2877      /organization/transmex-systems-international   \n",
       "2878              /organization/trax-image-recognition   \n",
       "2879                          /organization/tripvillas   \n",
       "2880                       /organization/u2opia-mobile   \n",
       "2881                       /organization/u2opia-mobile   \n",
       "2882                           /organization/ueeeu-com   \n",
       "2883                            /organization/uiactive   \n",
       "2884                             /organization/vanitee   \n",
       "2885                             /organization/vdancer   \n",
       "2886                             /organization/viddsee   \n",
       "2887                           /organization/viscovery   \n",
       "2888                             /organization/visenze   \n",
       "2889                            /organization/w-locate   \n",
       "2890                        /organization/web-and-rank   \n",
       "2891                            /organization/wego-com   \n",
       "2892                            /organization/wego-com   \n",
       "2893                            /organization/wego-com   \n",
       "2894                  /organization/xenon-technologies   \n",
       "2895                  /organization/yuuzoo-corporation   \n",
       "2896                              /organization/zalora   \n",
       "2897                          /organization/zimplistic   \n",
       "2898                          /organization/zimplistic   \n",
       "\n",
       "                                    name  \\\n",
       "0                                  #fame   \n",
       "1                              1000Lookz   \n",
       "2                             21Diamonds   \n",
       "3                          24x7 Learning   \n",
       "4                                  3DSoC   \n",
       "5                                  3DSoC   \n",
       "6         99Games Online Private Limited   \n",
       "7                         A LITTLE WORLD   \n",
       "8          Abhinav Outsourcings Pvt. Ltd   \n",
       "9                    ACB (India) Limited   \n",
       "10                         AddressHealth   \n",
       "11                        Adlabs Imagica   \n",
       "12                              AdPushup   \n",
       "13                                 Agile   \n",
       "14                              Agrostar   \n",
       "15                                Akosha   \n",
       "16                                Akosha   \n",
       "17               Allied Digital Services   \n",
       "18                 Allygrow Technologies   \n",
       "19                        Althea Systems   \n",
       "20                      Amagi Media Labs   \n",
       "21                      Amagi Media Labs   \n",
       "22                                 Ameyo   \n",
       "23                                   Ola   \n",
       "24                                   Ola   \n",
       "25                                   Ola   \n",
       "26                                   Ola   \n",
       "27                                   Ola   \n",
       "28                                   Ola   \n",
       "29                 Annapurna Microfinace   \n",
       "...                                  ...   \n",
       "2869             Thinxtream Technologies   \n",
       "2870                         ThoughtBuzz   \n",
       "2871                              Thrill   \n",
       "2872                             Tickade   \n",
       "2873                           Tookitaki   \n",
       "2874                          Tradegecko   \n",
       "2875                           TradeHero   \n",
       "2876  Transaction Mobility International   \n",
       "2877      Transmex Systems International   \n",
       "2878              Trax Image Recognition   \n",
       "2879                          TripVillas   \n",
       "2880                       U2opia Mobile   \n",
       "2881                       U2opia Mobile   \n",
       "2882                           UeeeU.com   \n",
       "2883                            uiActive   \n",
       "2884                             Vanitee   \n",
       "2885                             Vdancer   \n",
       "2886                             Viddsee   \n",
       "2887                           Viscovery   \n",
       "2888                             VISENZE   \n",
       "2889                            W-locate   \n",
       "2890                        Web and Rank   \n",
       "2891                                Wego   \n",
       "2892                                Wego   \n",
       "2893                                Wego   \n",
       "2894                  Xenon Technologies   \n",
       "2895                  YuuZoo Corporation   \n",
       "2896                        ZALORA Group   \n",
       "2897                          Zimplistic   \n",
       "2898                          Zimplistic   \n",
       "\n",
       "                                           homepage_url  \\\n",
       "0                                    http://livfame.com   \n",
       "1                                  http://1000lookz.com   \n",
       "2                              http://www.21diamonds.de   \n",
       "3                           http://www.24x7learning.com   \n",
       "4                                  http://www.3dsoc.com   \n",
       "5                                  http://www.3dsoc.com   \n",
       "6                                 http://www.99games.in   \n",
       "7                               http://alittleworld.com   \n",
       "8                               http://www.abhinav.com/   \n",
       "9                              http://www.aryancoal.com   \n",
       "10                        http://www.addresshealth.com/   \n",
       "11                         http://www.adlabsimagica.com   \n",
       "12                                  http://adpushup.com   \n",
       "13                              http://www.agile-ft.com   \n",
       "14                                  http://agrostar.in/   \n",
       "15                                http://www.akosha.com   \n",
       "16                                http://www.akosha.com   \n",
       "17                      http://www.allieddigital.net/in   \n",
       "18                                                  NaN   \n",
       "19                         http://www.altheasystems.com   \n",
       "20                                     http://amagi.com   \n",
       "21                                     http://amagi.com   \n",
       "22                                http://www.ameyo.com/   \n",
       "23                               http://www.olacabs.com   \n",
       "24                               http://www.olacabs.com   \n",
       "25                               http://www.olacabs.com   \n",
       "26                               http://www.olacabs.com   \n",
       "27                               http://www.olacabs.com   \n",
       "28                               http://www.olacabs.com   \n",
       "29                                   http://ampl.net.in   \n",
       "...                                                 ...   \n",
       "2869                              http://thinxtream.com   \n",
       "2870                         http://www.thoughtbuzz.net   \n",
       "2871                           http://www.thrillapp.com   \n",
       "2872                             http://www.tickade.com   \n",
       "2873                               http://tookitaki.com   \n",
       "2874                              http://tradegecko.com   \n",
       "2875                          http://www.tradehero.mobi   \n",
       "2876                    http://www.tm-international.com   \n",
       "2877  http://www.transmexsys.com/Pages/Public/Defaul...   \n",
       "2878                             http://traxretail.com/   \n",
       "2879                         http://www.tripvillas.com/   \n",
       "2880                        http://www.u2opiamobile.com   \n",
       "2881                        http://www.u2opiamobile.com   \n",
       "2882                                   http://ueeeu.com   \n",
       "2883                           http://www.uiactive.com/   \n",
       "2884                            http://www.vaniteee.com   \n",
       "2885                                 http://vdancer.net   \n",
       "2886                             http://www.viddsee.com   \n",
       "2887                                http://viscovery.cn   \n",
       "2888                             http://www.visenze.com   \n",
       "2889                                http://w-locate.com   \n",
       "2890                          http://www.webandrank.com   \n",
       "2891                                http://www.wego.com   \n",
       "2892                                http://www.wego.com   \n",
       "2893                                http://www.wego.com   \n",
       "2894                 http://www.xenon-technologies.com/   \n",
       "2895                                 http://yuucorp.com   \n",
       "2896                              http://www.zalora.com   \n",
       "2897                           http://www.rotimatic.com   \n",
       "2898                           http://www.rotimatic.com   \n",
       "\n",
       "                                          category_list     status  \\\n",
       "0                                                 Media  operating   \n",
       "1                                                Beauty  operating   \n",
       "2                                            E-Commerce  operating   \n",
       "3                              EdTech|Education|Systems  operating   \n",
       "4                                             3D|Mobile  operating   \n",
       "5                                             3D|Mobile  operating   \n",
       "6                                                 Games  operating   \n",
       "7                                               Finance  operating   \n",
       "8                         Business Services|Outsourcing  operating   \n",
       "9                            Energy|Mining Technologies  operating   \n",
       "10    Child Care|Health and Wellness|Health Care|Med...  operating   \n",
       "11                                Entertainment|Tourism  operating   \n",
       "12              Advertising Platforms|Apps|Monetization  operating   \n",
       "13         Finance|Finance Technology|FinTech|Insurance  operating   \n",
       "14                                           E-Commerce  operating   \n",
       "15    Consumer Internet|Digital Media|Enterprise Sof...  operating   \n",
       "16    Consumer Internet|Digital Media|Enterprise Sof...  operating   \n",
       "17                                           Consulting  operating   \n",
       "18    Aerospace|Automotive|Engineering Firms|Medical...  operating   \n",
       "19                                  Hardware + Software  operating   \n",
       "20                                          Advertising  operating   \n",
       "21                                          Advertising  operating   \n",
       "22                                             Software  operating   \n",
       "23    Automotive|E-Commerce|Internet|Mobile|Mobile C...  operating   \n",
       "24    Automotive|E-Commerce|Internet|Mobile|Mobile C...  operating   \n",
       "25    Automotive|E-Commerce|Internet|Mobile|Mobile C...  operating   \n",
       "26    Automotive|E-Commerce|Internet|Mobile|Mobile C...  operating   \n",
       "27    Automotive|E-Commerce|Internet|Mobile|Mobile C...  operating   \n",
       "28    Automotive|E-Commerce|Internet|Mobile|Mobile C...  operating   \n",
       "29                                              Finance  operating   \n",
       "...                                                 ...        ...   \n",
       "2869                                           Software  operating   \n",
       "2870                                           Software  operating   \n",
       "2871  Curated Web|Emerging Markets|Mobile|Online Dat...  operating   \n",
       "2872                                 Games|Social Media  operating   \n",
       "2873                           Advertising|Social Media  operating   \n",
       "2874  Enterprise Software|Software|Supply Chain Mana...  operating   \n",
       "2875  All Markets|Fantasy Sports|Finance|Investment ...  operating   \n",
       "2876        Financial Services|Mobile Payments|Payments  operating   \n",
       "2877                                                NaN  operating   \n",
       "2878                             Information Technology  operating   \n",
       "2879                        Internet|Real Estate|Travel  operating   \n",
       "2880  Apps|Facebook Applications|Mobile|Software|Twi...  operating   \n",
       "2881  Apps|Facebook Applications|Mobile|Software|Twi...  operating   \n",
       "2882                                         E-Commerce     closed   \n",
       "2883                            Content|Mobile|Services     closed   \n",
       "2884               Beauty|Health and Wellness|Lifestyle  operating   \n",
       "2885                                    Consumers|Games  operating   \n",
       "2886                              Media|Video Streaming  operating   \n",
       "2887  Apps|B2B|Mobile|Mobile Commerce|Sales and Mark...  operating   \n",
       "2888               Image Recognition|SaaS|Visual Search  operating   \n",
       "2889                      Consumers|Hardware + Software  operating   \n",
       "2890                                         Search|SEO  operating   \n",
       "2891                    E-Commerce|Hotels|Search|Travel  operating   \n",
       "2892                    E-Commerce|Hotels|Search|Travel  operating   \n",
       "2893                    E-Commerce|Hotels|Search|Travel  operating   \n",
       "2894                                         Technology  operating   \n",
       "2895  Advertising|E-Commerce|Games|Mobile|Mobile Pay...  operating   \n",
       "2896                                 E-Commerce|Fashion  operating   \n",
       "2897  Consumer Electronics|Cooking|Hardware + Softwa...  operating   \n",
       "2898  Consumer Electronics|Cooking|Hardware + Softwa...  operating   \n",
       "\n",
       "     country_code state_code       region            city  founded_at  \\\n",
       "0             IND         16       Mumbai          Mumbai         NaN   \n",
       "1             IND         25      Chennai         Chennai  01-01-2008   \n",
       "2             IND         10    New Delhi         Gurgaon  01-06-2012   \n",
       "3             IND         19    Bangalore       Bangalore  01-01-2001   \n",
       "4             IND         19    Bangalore       Bangalore  01-06-2006   \n",
       "5             IND         19    Bangalore       Bangalore  01-06-2006   \n",
       "6             IND         19        Udupi           Udupi  01-01-2008   \n",
       "7             IND         16       Mumbai          Mumbai  02-03-2000   \n",
       "8             IND          7    New Delhi       New Delhi  02-10-1994   \n",
       "9             IND         10    New Delhi         Gurgaon  01-01-1997   \n",
       "10            IND         19    Bangalore  Bangalore City  01-01-2010   \n",
       "11            IND         16  IND - Other         Khopoli         NaN   \n",
       "12            IND          7    New Delhi       New Delhi  01-01-2013   \n",
       "13            IND         16       Mumbai          Mumbai         NaN   \n",
       "14            IND         16         Pune            Pune         NaN   \n",
       "15            IND          7    New Delhi       New Delhi  01-06-2010   \n",
       "16            IND          7    New Delhi       New Delhi  01-06-2010   \n",
       "17            IND         16       Mumbai          Mumbai  01-01-1995   \n",
       "18            IND         16         Pune            Pune         NaN   \n",
       "19            IND         19    Bangalore       Bangalore  01-01-2009   \n",
       "20            IND         19    Bangalore       Bangalore  01-01-2008   \n",
       "21            IND         19    Bangalore       Bangalore  01-01-2008   \n",
       "22            IND         10    New Delhi         Gurgaon  01-01-2003   \n",
       "23            IND         28      Kolkata         Kolkata  03-12-2010   \n",
       "24            IND         28      Kolkata         Kolkata  03-12-2010   \n",
       "25            IND         28      Kolkata         Kolkata  03-12-2010   \n",
       "26            IND         28      Kolkata         Kolkata  03-12-2010   \n",
       "27            IND         28      Kolkata         Kolkata  03-12-2010   \n",
       "28            IND         28      Kolkata         Kolkata  03-12-2010   \n",
       "29            IND         21  Bhubaneswar     Bhubaneswar  01-01-2009   \n",
       "...           ...        ...          ...             ...         ...   \n",
       "2869          SGP        NaN    Singapore       Singapore  01-01-2010   \n",
       "2870          SGP        NaN    Singapore       Singapore  29-04-2009   \n",
       "2871          SGP        NaN    Singapore       Singapore  01-03-2013   \n",
       "2872          SGP        NaN    Singapore       Singapore  01-01-2011   \n",
       "2873          SGP        NaN    Singapore       Singapore  01-01-2013   \n",
       "2874          SGP        NaN          NaN             NaN  01-01-2012   \n",
       "2875          SGP        NaN    Singapore       Singapore  01-01-2012   \n",
       "2876          SGP        NaN          NaN             NaN  01-10-2014   \n",
       "2877          SGP        NaN    Singapore       Singapore  01-01-2004   \n",
       "2878          SGP        NaN    Singapore       Singapore  01-01-2010   \n",
       "2879          SGP        NaN    Singapore       Singapore         NaN   \n",
       "2880          SGP        NaN    Singapore       Singapore  01-01-2010   \n",
       "2881          SGP        NaN    Singapore       Singapore  01-01-2010   \n",
       "2882          SGP        NaN    Singapore       Singapore         NaN   \n",
       "2883          SGP        NaN    Singapore       Singapore         NaN   \n",
       "2884          SGP        NaN    Singapore       Singapore  24-09-2014   \n",
       "2885          SGP        NaN    Singapore       Singapore  01-01-2012   \n",
       "2886          SGP        NaN    Singapore       Singapore  01-09-2012   \n",
       "2887          SGP        NaN    Singapore       Singapore  01-01-2008   \n",
       "2888          SGP        NaN    Singapore       Singapore  01-08-2012   \n",
       "2889          SGP        NaN    Singapore       Singapore  01-01-2010   \n",
       "2890          SGP        NaN    Singapore       Singapore  10-09-2007   \n",
       "2891          SGP        NaN    Singapore       Singapore  01-09-2005   \n",
       "2892          SGP        NaN    Singapore       Singapore  01-09-2005   \n",
       "2893          SGP        NaN    Singapore       Singapore  01-09-2005   \n",
       "2894          SGP        NaN    Singapore       Singapore         NaN   \n",
       "2895          SGP        NaN          NaN             NaN  01-01-2008   \n",
       "2896          SGP        NaN    Singapore       Singapore  01-03-2012   \n",
       "2897          SGP        NaN    Singapore       Singapore  01-06-2008   \n",
       "2898          SGP        NaN    Singapore       Singapore  01-06-2008   \n",
       "\n",
       "                                       primary_language  \n",
       "0                     No (but official and educational)  \n",
       "1                     No (but official and educational)  \n",
       "2                     No (but official and educational)  \n",
       "3                     No (but official and educational)  \n",
       "4                     No (but official and educational)  \n",
       "5                     No (but official and educational)  \n",
       "6                     No (but official and educational)  \n",
       "7                     No (but official and educational)  \n",
       "8                     No (but official and educational)  \n",
       "9                     No (but official and educational)  \n",
       "10                    No (but official and educational)  \n",
       "11                    No (but official and educational)  \n",
       "12                    No (but official and educational)  \n",
       "13                    No (but official and educational)  \n",
       "14                    No (but official and educational)  \n",
       "15                    No (but official and educational)  \n",
       "16                    No (but official and educational)  \n",
       "17                    No (but official and educational)  \n",
       "18                    No (but official and educational)  \n",
       "19                    No (but official and educational)  \n",
       "20                    No (but official and educational)  \n",
       "21                    No (but official and educational)  \n",
       "22                    No (but official and educational)  \n",
       "23                    No (but official and educational)  \n",
       "24                    No (but official and educational)  \n",
       "25                    No (but official and educational)  \n",
       "26                    No (but official and educational)  \n",
       "27                    No (but official and educational)  \n",
       "28                    No (but official and educational)  \n",
       "29                    No (but official and educational)  \n",
       "...                                                 ...  \n",
       "2869  Yes (used as lingua franca, mostly and widely ...  \n",
       "2870  Yes (used as lingua franca, mostly and widely ...  \n",
       "2871  Yes (used as lingua franca, mostly and widely ...  \n",
       "2872  Yes (used as lingua franca, mostly and widely ...  \n",
       "2873  Yes (used as lingua franca, mostly and widely ...  \n",
       "2874  Yes (used as lingua franca, mostly and widely ...  \n",
       "2875  Yes (used as lingua franca, mostly and widely ...  \n",
       "2876  Yes (used as lingua franca, mostly and widely ...  \n",
       "2877  Yes (used as lingua franca, mostly and widely ...  \n",
       "2878  Yes (used as lingua franca, mostly and widely ...  \n",
       "2879  Yes (used as lingua franca, mostly and widely ...  \n",
       "2880  Yes (used as lingua franca, mostly and widely ...  \n",
       "2881  Yes (used as lingua franca, mostly and widely ...  \n",
       "2882  Yes (used as lingua franca, mostly and widely ...  \n",
       "2883  Yes (used as lingua franca, mostly and widely ...  \n",
       "2884  Yes (used as lingua franca, mostly and widely ...  \n",
       "2885  Yes (used as lingua franca, mostly and widely ...  \n",
       "2886  Yes (used as lingua franca, mostly and widely ...  \n",
       "2887  Yes (used as lingua franca, mostly and widely ...  \n",
       "2888  Yes (used as lingua franca, mostly and widely ...  \n",
       "2889  Yes (used as lingua franca, mostly and widely ...  \n",
       "2890  Yes (used as lingua franca, mostly and widely ...  \n",
       "2891  Yes (used as lingua franca, mostly and widely ...  \n",
       "2892  Yes (used as lingua franca, mostly and widely ...  \n",
       "2893  Yes (used as lingua franca, mostly and widely ...  \n",
       "2894  Yes (used as lingua franca, mostly and widely ...  \n",
       "2895  Yes (used as lingua franca, mostly and widely ...  \n",
       "2896  Yes (used as lingua franca, mostly and widely ...  \n",
       "2897  Yes (used as lingua franca, mostly and widely ...  \n",
       "2898  Yes (used as lingua franca, mostly and widely ...  \n",
       "\n",
       "[2626 rows x 16 columns]"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m4=m3.loc[m3['country_code'].isin(top3.index)]\n",
    "m4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "funding_round_permalink     0.0\n",
       "funding_round_type          0.0\n",
       "funding_round_code         45.0\n",
       "funded_at                   0.0\n",
       "raised_amount_usd          12.0\n",
       "permalink                   0.0\n",
       "name                        0.0\n",
       "homepage_url                3.0\n",
       "category_list               1.0\n",
       "status                      0.0\n",
       "country_code                0.0\n",
       "state_code                 11.0\n",
       "region                      1.0\n",
       "city                        1.0\n",
       "founded_at                 19.0\n",
       "primary_language            0.0\n",
       "dtype: float64"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "round(100*(m4.isnull().sum())/len(m4.index))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>funding_round_permalink</th>\n",
       "      <th>funding_round_type</th>\n",
       "      <th>funding_round_code</th>\n",
       "      <th>funded_at</th>\n",
       "      <th>raised_amount_usd</th>\n",
       "      <th>permalink</th>\n",
       "      <th>name</th>\n",
       "      <th>homepage_url</th>\n",
       "      <th>category_list</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>founded_at</th>\n",
       "      <th>primary_language</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>/funding-round/9a01d05418af9f794eebff7ace91f638</td>\n",
       "      <td>venture</td>\n",
       "      <td>B</td>\n",
       "      <td>05-01-2015</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>/organization/-fame</td>\n",
       "      <td>#fame</td>\n",
       "      <td>http://livfame.com</td>\n",
       "      <td>Media</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>16</td>\n",
       "      <td>Mumbai</td>\n",
       "      <td>Mumbai</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>/funding-round/e07f6e580046d00c7aeb33fafb9d90a3</td>\n",
       "      <td>venture</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22-07-2013</td>\n",
       "      <td>NaN</td>\n",
       "      <td>/organization/1000lookz</td>\n",
       "      <td>1000Lookz</td>\n",
       "      <td>http://1000lookz.com</td>\n",
       "      <td>Beauty</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>25</td>\n",
       "      <td>Chennai</td>\n",
       "      <td>Chennai</td>\n",
       "      <td>01-01-2008</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>/funding-round/6de7ffef8091ba9f33821f4b861f434a</td>\n",
       "      <td>venture</td>\n",
       "      <td>C</td>\n",
       "      <td>15-11-2012</td>\n",
       "      <td>6369507.0</td>\n",
       "      <td>/organization/21diamonds-india</td>\n",
       "      <td>21Diamonds</td>\n",
       "      <td>http://www.21diamonds.de</td>\n",
       "      <td>E-Commerce</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>10</td>\n",
       "      <td>New Delhi</td>\n",
       "      <td>Gurgaon</td>\n",
       "      <td>01-06-2012</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>/funding-round/4cd5cd165bc869bc40705a9e4b626bee</td>\n",
       "      <td>venture</td>\n",
       "      <td>NaN</td>\n",
       "      <td>06-11-2007</td>\n",
       "      <td>4000000.0</td>\n",
       "      <td>/organization/247-learning-private</td>\n",
       "      <td>24x7 Learning</td>\n",
       "      <td>http://www.24x7learning.com</td>\n",
       "      <td>EdTech|Education|Systems</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>19</td>\n",
       "      <td>Bangalore</td>\n",
       "      <td>Bangalore</td>\n",
       "      <td>01-01-2001</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>/funding-round/bbedf1410fddeed341018583bbd0ca1e</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>01-12-2007</td>\n",
       "      <td>1240000.0</td>\n",
       "      <td>/organization/3dsoc</td>\n",
       "      <td>3DSoC</td>\n",
       "      <td>http://www.3dsoc.com</td>\n",
       "      <td>3D|Mobile</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>19</td>\n",
       "      <td>Bangalore</td>\n",
       "      <td>Bangalore</td>\n",
       "      <td>01-06-2006</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>/funding-round/da8918e533a7caf0df0dc8d3f506c0f8</td>\n",
       "      <td>venture</td>\n",
       "      <td>B</td>\n",
       "      <td>01-08-2010</td>\n",
       "      <td>825000.0</td>\n",
       "      <td>/organization/3dsoc</td>\n",
       "      <td>3DSoC</td>\n",
       "      <td>http://www.3dsoc.com</td>\n",
       "      <td>3D|Mobile</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>19</td>\n",
       "      <td>Bangalore</td>\n",
       "      <td>Bangalore</td>\n",
       "      <td>01-06-2006</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>/funding-round/87ada2328b16d0e9f5122e7dff49cf0c</td>\n",
       "      <td>venture</td>\n",
       "      <td>B</td>\n",
       "      <td>17-04-2015</td>\n",
       "      <td>NaN</td>\n",
       "      <td>/organization/99games-online-private-limited</td>\n",
       "      <td>99Games Online Private Limited</td>\n",
       "      <td>http://www.99games.in</td>\n",
       "      <td>Games</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>19</td>\n",
       "      <td>Udupi</td>\n",
       "      <td>Udupi</td>\n",
       "      <td>01-01-2008</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>/funding-round/18d98f82ed392b1609975b81f3e8b3fb</td>\n",
       "      <td>venture</td>\n",
       "      <td>B</td>\n",
       "      <td>09-09-2008</td>\n",
       "      <td>6410000.0</td>\n",
       "      <td>/organization/a-little-world</td>\n",
       "      <td>A LITTLE WORLD</td>\n",
       "      <td>http://alittleworld.com</td>\n",
       "      <td>Finance</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>16</td>\n",
       "      <td>Mumbai</td>\n",
       "      <td>Mumbai</td>\n",
       "      <td>02-03-2000</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>/funding-round/e53264a913cb88b0bbffa912d0c0bfc6</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>10-03-2015</td>\n",
       "      <td>NaN</td>\n",
       "      <td>/organization/abhinav-outsourcings-pvt-ltd</td>\n",
       "      <td>Abhinav Outsourcings Pvt. Ltd</td>\n",
       "      <td>http://www.abhinav.com/</td>\n",
       "      <td>Business Services|Outsourcing</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>7</td>\n",
       "      <td>New Delhi</td>\n",
       "      <td>New Delhi</td>\n",
       "      <td>02-10-1994</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>/funding-round/e8be4d4069d490218db8008f4aefa0f0</td>\n",
       "      <td>venture</td>\n",
       "      <td>C</td>\n",
       "      <td>31-03-2008</td>\n",
       "      <td>25090000.0</td>\n",
       "      <td>/organization/acb-india-limited</td>\n",
       "      <td>ACB (India) Limited</td>\n",
       "      <td>http://www.aryancoal.com</td>\n",
       "      <td>Energy|Mining Technologies</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>10</td>\n",
       "      <td>New Delhi</td>\n",
       "      <td>Gurgaon</td>\n",
       "      <td>01-01-1997</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>/funding-round/45c0beae40e5b71231f9be5954a57ebb</td>\n",
       "      <td>venture</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20-06-2014</td>\n",
       "      <td>NaN</td>\n",
       "      <td>/organization/addresshealth</td>\n",
       "      <td>AddressHealth</td>\n",
       "      <td>http://www.addresshealth.com/</td>\n",
       "      <td>Child Care|Health and Wellness|Health Care|Med...</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>19</td>\n",
       "      <td>Bangalore</td>\n",
       "      <td>Bangalore City</td>\n",
       "      <td>01-01-2010</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>/funding-round/508d3c83daaae9fda3ba6f9682c78f6c</td>\n",
       "      <td>venture</td>\n",
       "      <td>NaN</td>\n",
       "      <td>28-10-2014</td>\n",
       "      <td>8180000.0</td>\n",
       "      <td>/organization/adlabs-imagica</td>\n",
       "      <td>Adlabs Imagica</td>\n",
       "      <td>http://www.adlabsimagica.com</td>\n",
       "      <td>Entertainment|Tourism</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>16</td>\n",
       "      <td>IND - Other</td>\n",
       "      <td>Khopoli</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>/funding-round/c20aaba1bf7395c85fef61c08ed7e052</td>\n",
       "      <td>venture</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16-02-2015</td>\n",
       "      <td>NaN</td>\n",
       "      <td>/organization/adpushup</td>\n",
       "      <td>AdPushup</td>\n",
       "      <td>http://adpushup.com</td>\n",
       "      <td>Advertising Platforms|Apps|Monetization</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>7</td>\n",
       "      <td>New Delhi</td>\n",
       "      <td>New Delhi</td>\n",
       "      <td>01-01-2013</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>/funding-round/cd3dd1c98ce9d0f632d8752163941674</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>01-05-2011</td>\n",
       "      <td>5740000.0</td>\n",
       "      <td>/organization/agile</td>\n",
       "      <td>Agile</td>\n",
       "      <td>http://www.agile-ft.com</td>\n",
       "      <td>Finance|Finance Technology|FinTech|Insurance</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>16</td>\n",
       "      <td>Mumbai</td>\n",
       "      <td>Mumbai</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>/funding-round/7f12c8c8e24c3629d89f23e99168f8be</td>\n",
       "      <td>venture</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13-08-2015</td>\n",
       "      <td>4000000.0</td>\n",
       "      <td>/organization/agrostar</td>\n",
       "      <td>Agrostar</td>\n",
       "      <td>http://agrostar.in/</td>\n",
       "      <td>E-Commerce</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>16</td>\n",
       "      <td>Pune</td>\n",
       "      <td>Pune</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>/funding-round/3d88f3874ff8e90bab6c2ea837fd33d6</td>\n",
       "      <td>venture</td>\n",
       "      <td>B</td>\n",
       "      <td>18-05-2015</td>\n",
       "      <td>16000000.0</td>\n",
       "      <td>/organization/akosha</td>\n",
       "      <td>Akosha</td>\n",
       "      <td>http://www.akosha.com</td>\n",
       "      <td>Consumer Internet|Digital Media|Enterprise Sof...</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>7</td>\n",
       "      <td>New Delhi</td>\n",
       "      <td>New Delhi</td>\n",
       "      <td>01-06-2010</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>/funding-round/908a8813e2273a2bc604bf40a45c15ff</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>01-07-2014</td>\n",
       "      <td>5000000.0</td>\n",
       "      <td>/organization/akosha</td>\n",
       "      <td>Akosha</td>\n",
       "      <td>http://www.akosha.com</td>\n",
       "      <td>Consumer Internet|Digital Media|Enterprise Sof...</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>7</td>\n",
       "      <td>New Delhi</td>\n",
       "      <td>New Delhi</td>\n",
       "      <td>01-06-2010</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>/funding-round/e26652632254f4b0a8400d149a203cd1</td>\n",
       "      <td>venture</td>\n",
       "      <td>NaN</td>\n",
       "      <td>28-09-2010</td>\n",
       "      <td>175000.0</td>\n",
       "      <td>/organization/allied-digital-services</td>\n",
       "      <td>Allied Digital Services</td>\n",
       "      <td>http://www.allieddigital.net/in</td>\n",
       "      <td>Consulting</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>16</td>\n",
       "      <td>Mumbai</td>\n",
       "      <td>Mumbai</td>\n",
       "      <td>01-01-1995</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>/funding-round/1163081f3b47e809ab12a63423be1867</td>\n",
       "      <td>venture</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11-08-2015</td>\n",
       "      <td>20000000.0</td>\n",
       "      <td>/organization/allygrow-technologies</td>\n",
       "      <td>Allygrow Technologies</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Aerospace|Automotive|Engineering Firms|Medical...</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>16</td>\n",
       "      <td>Pune</td>\n",
       "      <td>Pune</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>/funding-round/32830aa2cee2abb1fac27daf027fa55e</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>17-11-2010</td>\n",
       "      <td>3000000.0</td>\n",
       "      <td>/organization/althea-systems</td>\n",
       "      <td>Althea Systems</td>\n",
       "      <td>http://www.altheasystems.com</td>\n",
       "      <td>Hardware + Software</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>19</td>\n",
       "      <td>Bangalore</td>\n",
       "      <td>Bangalore</td>\n",
       "      <td>01-01-2009</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>/funding-round/aadd9b2007da0d7b5a8845bfc7f4fbcf</td>\n",
       "      <td>venture</td>\n",
       "      <td>C</td>\n",
       "      <td>19-01-2015</td>\n",
       "      <td>NaN</td>\n",
       "      <td>/organization/amagi-media-labs</td>\n",
       "      <td>Amagi Media Labs</td>\n",
       "      <td>http://amagi.com</td>\n",
       "      <td>Advertising</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>19</td>\n",
       "      <td>Bangalore</td>\n",
       "      <td>Bangalore</td>\n",
       "      <td>01-01-2008</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>/funding-round/f244a91cc714317f6fbbc80dcc1d5135</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>17-06-2013</td>\n",
       "      <td>5500000.0</td>\n",
       "      <td>/organization/amagi-media-labs</td>\n",
       "      <td>Amagi Media Labs</td>\n",
       "      <td>http://amagi.com</td>\n",
       "      <td>Advertising</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>19</td>\n",
       "      <td>Bangalore</td>\n",
       "      <td>Bangalore</td>\n",
       "      <td>01-01-2008</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>/funding-round/81b50a403d5d2293715fe9b0ce4db5d3</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>03-07-2015</td>\n",
       "      <td>5000000.0</td>\n",
       "      <td>/organization/ameyo</td>\n",
       "      <td>Ameyo</td>\n",
       "      <td>http://www.ameyo.com/</td>\n",
       "      <td>Software</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>10</td>\n",
       "      <td>New Delhi</td>\n",
       "      <td>Gurgaon</td>\n",
       "      <td>01-01-2003</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>/funding-round/1e2b54335e2a41d8d7db25b7c11db399</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>10-04-2012</td>\n",
       "      <td>5000000.0</td>\n",
       "      <td>/organization/ani-technologies</td>\n",
       "      <td>Ola</td>\n",
       "      <td>http://www.olacabs.com</td>\n",
       "      <td>Automotive|E-Commerce|Internet|Mobile|Mobile C...</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>28</td>\n",
       "      <td>Kolkata</td>\n",
       "      <td>Kolkata</td>\n",
       "      <td>03-12-2010</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>/funding-round/3722a5bf71ee371f98e83fe2dd04596d</td>\n",
       "      <td>venture</td>\n",
       "      <td>D</td>\n",
       "      <td>25-10-2014</td>\n",
       "      <td>210000000.0</td>\n",
       "      <td>/organization/ani-technologies</td>\n",
       "      <td>Ola</td>\n",
       "      <td>http://www.olacabs.com</td>\n",
       "      <td>Automotive|E-Commerce|Internet|Mobile|Mobile C...</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>28</td>\n",
       "      <td>Kolkata</td>\n",
       "      <td>Kolkata</td>\n",
       "      <td>03-12-2010</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>/funding-round/b6d53e0d0ecf4b720d5a8306e20d97fd</td>\n",
       "      <td>venture</td>\n",
       "      <td>F</td>\n",
       "      <td>17-11-2015</td>\n",
       "      <td>500000000.0</td>\n",
       "      <td>/organization/ani-technologies</td>\n",
       "      <td>Ola</td>\n",
       "      <td>http://www.olacabs.com</td>\n",
       "      <td>Automotive|E-Commerce|Internet|Mobile|Mobile C...</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>28</td>\n",
       "      <td>Kolkata</td>\n",
       "      <td>Kolkata</td>\n",
       "      <td>03-12-2010</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>/funding-round/bbce7c1d8470d24a5b05375a1e58a34e</td>\n",
       "      <td>venture</td>\n",
       "      <td>E</td>\n",
       "      <td>15-04-2015</td>\n",
       "      <td>400000000.0</td>\n",
       "      <td>/organization/ani-technologies</td>\n",
       "      <td>Ola</td>\n",
       "      <td>http://www.olacabs.com</td>\n",
       "      <td>Automotive|E-Commerce|Internet|Mobile|Mobile C...</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>28</td>\n",
       "      <td>Kolkata</td>\n",
       "      <td>Kolkata</td>\n",
       "      <td>03-12-2010</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>/funding-round/d585974a6ae7ca30ff102a0691ab2c1b</td>\n",
       "      <td>venture</td>\n",
       "      <td>B</td>\n",
       "      <td>12-11-2013</td>\n",
       "      <td>20000000.0</td>\n",
       "      <td>/organization/ani-technologies</td>\n",
       "      <td>Ola</td>\n",
       "      <td>http://www.olacabs.com</td>\n",
       "      <td>Automotive|E-Commerce|Internet|Mobile|Mobile C...</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>28</td>\n",
       "      <td>Kolkata</td>\n",
       "      <td>Kolkata</td>\n",
       "      <td>03-12-2010</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>/funding-round/e0e7c05049288bed3a9abf6741d7b6f4</td>\n",
       "      <td>venture</td>\n",
       "      <td>C</td>\n",
       "      <td>09-07-2014</td>\n",
       "      <td>41500000.0</td>\n",
       "      <td>/organization/ani-technologies</td>\n",
       "      <td>Ola</td>\n",
       "      <td>http://www.olacabs.com</td>\n",
       "      <td>Automotive|E-Commerce|Internet|Mobile|Mobile C...</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>28</td>\n",
       "      <td>Kolkata</td>\n",
       "      <td>Kolkata</td>\n",
       "      <td>03-12-2010</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>/funding-round/1e9a9f12647eecd6fec8e4bfc6656ece</td>\n",
       "      <td>venture</td>\n",
       "      <td>C</td>\n",
       "      <td>08-04-2015</td>\n",
       "      <td>4200000.0</td>\n",
       "      <td>/organization/annapurna-microfinace</td>\n",
       "      <td>Annapurna Microfinace</td>\n",
       "      <td>http://ampl.net.in</td>\n",
       "      <td>Finance</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>21</td>\n",
       "      <td>Bhubaneswar</td>\n",
       "      <td>Bhubaneswar</td>\n",
       "      <td>01-01-2009</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2868</th>\n",
       "      <td>/funding-round/e32c27c2350aec34dcfb2686ac63d4f2</td>\n",
       "      <td>venture</td>\n",
       "      <td>NaN</td>\n",
       "      <td>19-03-2015</td>\n",
       "      <td>3270000.0</td>\n",
       "      <td>/organization/theasianparent</td>\n",
       "      <td>theAsianparent</td>\n",
       "      <td>http://sg.theasianparent.com</td>\n",
       "      <td>Communities|News|Publishing</td>\n",
       "      <td>operating</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>01-01-2008</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2869</th>\n",
       "      <td>/funding-round/f11cd5ce43ddd80817d7aea5a92f9e13</td>\n",
       "      <td>venture</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21-07-2014</td>\n",
       "      <td>NaN</td>\n",
       "      <td>/organization/thinxtream-technologies</td>\n",
       "      <td>Thinxtream Technologies</td>\n",
       "      <td>http://thinxtream.com</td>\n",
       "      <td>Software</td>\n",
       "      <td>operating</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>01-01-2010</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2870</th>\n",
       "      <td>/funding-round/4aaf7d16e7fc66b517cef54725e25f06</td>\n",
       "      <td>venture</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22-03-2011</td>\n",
       "      <td>390000.0</td>\n",
       "      <td>/organization/thoughtbuzz</td>\n",
       "      <td>ThoughtBuzz</td>\n",
       "      <td>http://www.thoughtbuzz.net</td>\n",
       "      <td>Software</td>\n",
       "      <td>operating</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>29-04-2009</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2871</th>\n",
       "      <td>/funding-round/c23ddc310f0576332ac90d9dfb034235</td>\n",
       "      <td>venture</td>\n",
       "      <td>NaN</td>\n",
       "      <td>29-01-2015</td>\n",
       "      <td>NaN</td>\n",
       "      <td>/organization/thrill</td>\n",
       "      <td>Thrill</td>\n",
       "      <td>http://www.thrillapp.com</td>\n",
       "      <td>Curated Web|Emerging Markets|Mobile|Online Dat...</td>\n",
       "      <td>operating</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>01-03-2013</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2872</th>\n",
       "      <td>/funding-round/a8a8827ded3404166e028c6d2edda72f</td>\n",
       "      <td>venture</td>\n",
       "      <td>NaN</td>\n",
       "      <td>01-06-2011</td>\n",
       "      <td>60000.0</td>\n",
       "      <td>/organization/tickade</td>\n",
       "      <td>Tickade</td>\n",
       "      <td>http://www.tickade.com</td>\n",
       "      <td>Games|Social Media</td>\n",
       "      <td>operating</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>01-01-2011</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2873</th>\n",
       "      <td>/funding-round/b454941f4d81397a90b89c61f5339f48</td>\n",
       "      <td>venture</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22-01-2014</td>\n",
       "      <td>NaN</td>\n",
       "      <td>/organization/tookitaki</td>\n",
       "      <td>Tookitaki</td>\n",
       "      <td>http://tookitaki.com</td>\n",
       "      <td>Advertising|Social Media</td>\n",
       "      <td>operating</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>01-01-2013</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2874</th>\n",
       "      <td>/funding-round/091f4b0ff0c87672c15d5a51bfff18d9</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>21-04-2015</td>\n",
       "      <td>6500000.0</td>\n",
       "      <td>/organization/tradegecko</td>\n",
       "      <td>Tradegecko</td>\n",
       "      <td>http://tradegecko.com</td>\n",
       "      <td>Enterprise Software|Software|Supply Chain Mana...</td>\n",
       "      <td>operating</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>01-01-2012</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2875</th>\n",
       "      <td>/funding-round/18ee270eca7ca0ee2580dc6f1e75bdc4</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>26-09-2013</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>/organization/tradehero</td>\n",
       "      <td>TradeHero</td>\n",
       "      <td>http://www.tradehero.mobi</td>\n",
       "      <td>All Markets|Fantasy Sports|Finance|Investment ...</td>\n",
       "      <td>operating</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>01-01-2012</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2876</th>\n",
       "      <td>/funding-round/c10a214c7fea4143d805958157da0aa7</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>01-10-2015</td>\n",
       "      <td>NaN</td>\n",
       "      <td>/organization/transaction-mobility-international</td>\n",
       "      <td>Transaction Mobility International</td>\n",
       "      <td>http://www.tm-international.com</td>\n",
       "      <td>Financial Services|Mobile Payments|Payments</td>\n",
       "      <td>operating</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>01-10-2014</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2878</th>\n",
       "      <td>/funding-round/bdcfb63bc1a2d8c5bc6ef1fed45fbcc6</td>\n",
       "      <td>venture</td>\n",
       "      <td>D</td>\n",
       "      <td>16-12-2014</td>\n",
       "      <td>15000000.0</td>\n",
       "      <td>/organization/trax-image-recognition</td>\n",
       "      <td>Trax Image Recognition</td>\n",
       "      <td>http://traxretail.com/</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>operating</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>01-01-2010</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2879</th>\n",
       "      <td>/funding-round/b947c47829fd0c4cef0a1c7c5167e756</td>\n",
       "      <td>venture</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21-04-2013</td>\n",
       "      <td>NaN</td>\n",
       "      <td>/organization/tripvillas</td>\n",
       "      <td>TripVillas</td>\n",
       "      <td>http://www.tripvillas.com/</td>\n",
       "      <td>Internet|Real Estate|Travel</td>\n",
       "      <td>operating</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2880</th>\n",
       "      <td>/funding-round/2bf3f2361a7896b68bbcb08f1e21032d</td>\n",
       "      <td>venture</td>\n",
       "      <td>B</td>\n",
       "      <td>30-10-2014</td>\n",
       "      <td>NaN</td>\n",
       "      <td>/organization/u2opia-mobile</td>\n",
       "      <td>U2opia Mobile</td>\n",
       "      <td>http://www.u2opiamobile.com</td>\n",
       "      <td>Apps|Facebook Applications|Mobile|Software|Twi...</td>\n",
       "      <td>operating</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>01-01-2010</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2881</th>\n",
       "      <td>/funding-round/61926099112e057ffe00dd5ba60b4ebd</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>29-09-2011</td>\n",
       "      <td>NaN</td>\n",
       "      <td>/organization/u2opia-mobile</td>\n",
       "      <td>U2opia Mobile</td>\n",
       "      <td>http://www.u2opiamobile.com</td>\n",
       "      <td>Apps|Facebook Applications|Mobile|Software|Twi...</td>\n",
       "      <td>operating</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>01-01-2010</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2882</th>\n",
       "      <td>/funding-round/2c01f73ed10cecceb7c37dc8fb7f70f7</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>18-03-2008</td>\n",
       "      <td>727000.0</td>\n",
       "      <td>/organization/ueeeu-com</td>\n",
       "      <td>UeeeU.com</td>\n",
       "      <td>http://ueeeu.com</td>\n",
       "      <td>E-Commerce</td>\n",
       "      <td>closed</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2883</th>\n",
       "      <td>/funding-round/f67ac3800a7919364945377e5002a393</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>13-12-2007</td>\n",
       "      <td>3330000.0</td>\n",
       "      <td>/organization/uiactive</td>\n",
       "      <td>uiActive</td>\n",
       "      <td>http://www.uiactive.com/</td>\n",
       "      <td>Content|Mobile|Services</td>\n",
       "      <td>closed</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2884</th>\n",
       "      <td>/funding-round/6b56cd6d4fb737df5f6aa6084f3cda7b</td>\n",
       "      <td>venture</td>\n",
       "      <td>NaN</td>\n",
       "      <td>03-12-2015</td>\n",
       "      <td>3500000.0</td>\n",
       "      <td>/organization/vanitee</td>\n",
       "      <td>Vanitee</td>\n",
       "      <td>http://www.vaniteee.com</td>\n",
       "      <td>Beauty|Health and Wellness|Lifestyle</td>\n",
       "      <td>operating</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>24-09-2014</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2885</th>\n",
       "      <td>/funding-round/9d6c6eb1fcbc18efd2f2f57e9773dba8</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>01-07-2013</td>\n",
       "      <td>NaN</td>\n",
       "      <td>/organization/vdancer</td>\n",
       "      <td>Vdancer</td>\n",
       "      <td>http://vdancer.net</td>\n",
       "      <td>Consumers|Games</td>\n",
       "      <td>operating</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>01-01-2012</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2886</th>\n",
       "      <td>/funding-round/46d275475c9a5c168b05bc0a160b1295</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>30-09-2015</td>\n",
       "      <td>2300000.0</td>\n",
       "      <td>/organization/viddsee</td>\n",
       "      <td>Viddsee</td>\n",
       "      <td>http://www.viddsee.com</td>\n",
       "      <td>Media|Video Streaming</td>\n",
       "      <td>operating</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>01-09-2012</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2887</th>\n",
       "      <td>/funding-round/0e26571ef064aa53e382ce96d1b5622e</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>24-03-2015</td>\n",
       "      <td>5000000.0</td>\n",
       "      <td>/organization/viscovery</td>\n",
       "      <td>Viscovery</td>\n",
       "      <td>http://viscovery.cn</td>\n",
       "      <td>Apps|B2B|Mobile|Mobile Commerce|Sales and Mark...</td>\n",
       "      <td>operating</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>01-01-2008</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2888</th>\n",
       "      <td>/funding-round/3c3dbab28bd8d5536444e0126c5fe279</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>18-02-2014</td>\n",
       "      <td>3500000.0</td>\n",
       "      <td>/organization/visenze</td>\n",
       "      <td>VISENZE</td>\n",
       "      <td>http://www.visenze.com</td>\n",
       "      <td>Image Recognition|SaaS|Visual Search</td>\n",
       "      <td>operating</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>01-08-2012</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2889</th>\n",
       "      <td>/funding-round/ec2d4f1dad44593f973c8f3173b60e9b</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>24-09-2013</td>\n",
       "      <td>2000000.0</td>\n",
       "      <td>/organization/w-locate</td>\n",
       "      <td>W-locate</td>\n",
       "      <td>http://w-locate.com</td>\n",
       "      <td>Consumers|Hardware + Software</td>\n",
       "      <td>operating</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>01-01-2010</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2890</th>\n",
       "      <td>/funding-round/fa955ce8a38727d6c0a8ca1cf70eff57</td>\n",
       "      <td>venture</td>\n",
       "      <td>C</td>\n",
       "      <td>10-09-2007</td>\n",
       "      <td>300000.0</td>\n",
       "      <td>/organization/web-and-rank</td>\n",
       "      <td>Web and Rank</td>\n",
       "      <td>http://www.webandrank.com</td>\n",
       "      <td>Search|SEO</td>\n",
       "      <td>operating</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>10-09-2007</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2891</th>\n",
       "      <td>/funding-round/1ce651ac57bfde704da1bb468f6a68bc</td>\n",
       "      <td>venture</td>\n",
       "      <td>B</td>\n",
       "      <td>01-12-2010</td>\n",
       "      <td>13000000.0</td>\n",
       "      <td>/organization/wego-com</td>\n",
       "      <td>Wego</td>\n",
       "      <td>http://www.wego.com</td>\n",
       "      <td>E-Commerce|Hotels|Search|Travel</td>\n",
       "      <td>operating</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>01-09-2005</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2892</th>\n",
       "      <td>/funding-round/60bc18472c0c0ead8bdd510999f2403f</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>01-01-2008</td>\n",
       "      <td>4500000.0</td>\n",
       "      <td>/organization/wego-com</td>\n",
       "      <td>Wego</td>\n",
       "      <td>http://www.wego.com</td>\n",
       "      <td>E-Commerce|Hotels|Search|Travel</td>\n",
       "      <td>operating</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>01-09-2005</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2893</th>\n",
       "      <td>/funding-round/c1f1739fa81151b0a06ca1bd5df4c941</td>\n",
       "      <td>venture</td>\n",
       "      <td>C</td>\n",
       "      <td>24-06-2013</td>\n",
       "      <td>17000000.0</td>\n",
       "      <td>/organization/wego-com</td>\n",
       "      <td>Wego</td>\n",
       "      <td>http://www.wego.com</td>\n",
       "      <td>E-Commerce|Hotels|Search|Travel</td>\n",
       "      <td>operating</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>01-09-2005</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2894</th>\n",
       "      <td>/funding-round/f5471a33a5462c4ce7903e52ee3e1247</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>24-06-2010</td>\n",
       "      <td>NaN</td>\n",
       "      <td>/organization/xenon-technologies</td>\n",
       "      <td>Xenon Technologies</td>\n",
       "      <td>http://www.xenon-technologies.com/</td>\n",
       "      <td>Technology</td>\n",
       "      <td>operating</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2895</th>\n",
       "      <td>/funding-round/3244f8f5376c6be7c135212cae9890e5</td>\n",
       "      <td>venture</td>\n",
       "      <td>NaN</td>\n",
       "      <td>07-09-2015</td>\n",
       "      <td>21055586.0</td>\n",
       "      <td>/organization/yuuzoo-corporation</td>\n",
       "      <td>YuuZoo Corporation</td>\n",
       "      <td>http://yuucorp.com</td>\n",
       "      <td>Advertising|E-Commerce|Games|Mobile|Mobile Pay...</td>\n",
       "      <td>operating</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>01-01-2008</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2896</th>\n",
       "      <td>/funding-round/26b03517f889f40bca88569641a9273f</td>\n",
       "      <td>venture</td>\n",
       "      <td>C</td>\n",
       "      <td>22-05-2013</td>\n",
       "      <td>100000000.0</td>\n",
       "      <td>/organization/zalora</td>\n",
       "      <td>ZALORA Group</td>\n",
       "      <td>http://www.zalora.com</td>\n",
       "      <td>E-Commerce|Fashion</td>\n",
       "      <td>operating</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>01-03-2012</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2897</th>\n",
       "      <td>/funding-round/63ad712dd594ff3514a2f1fb82e35700</td>\n",
       "      <td>venture</td>\n",
       "      <td>B</td>\n",
       "      <td>20-07-2015</td>\n",
       "      <td>15000000.0</td>\n",
       "      <td>/organization/zimplistic</td>\n",
       "      <td>Zimplistic</td>\n",
       "      <td>http://www.rotimatic.com</td>\n",
       "      <td>Consumer Electronics|Cooking|Hardware + Softwa...</td>\n",
       "      <td>operating</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>01-06-2008</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2898</th>\n",
       "      <td>/funding-round/82239c6a729ebb3fb05bce18b98c9120</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>03-03-2012</td>\n",
       "      <td>3000000.0</td>\n",
       "      <td>/organization/zimplistic</td>\n",
       "      <td>Zimplistic</td>\n",
       "      <td>http://www.rotimatic.com</td>\n",
       "      <td>Consumer Electronics|Cooking|Hardware + Softwa...</td>\n",
       "      <td>operating</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>01-06-2008</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2599 rows × 16 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                              funding_round_permalink funding_round_type  \\\n",
       "0     /funding-round/9a01d05418af9f794eebff7ace91f638            venture   \n",
       "1     /funding-round/e07f6e580046d00c7aeb33fafb9d90a3            venture   \n",
       "2     /funding-round/6de7ffef8091ba9f33821f4b861f434a            venture   \n",
       "3     /funding-round/4cd5cd165bc869bc40705a9e4b626bee            venture   \n",
       "4     /funding-round/bbedf1410fddeed341018583bbd0ca1e            venture   \n",
       "5     /funding-round/da8918e533a7caf0df0dc8d3f506c0f8            venture   \n",
       "6     /funding-round/87ada2328b16d0e9f5122e7dff49cf0c            venture   \n",
       "7     /funding-round/18d98f82ed392b1609975b81f3e8b3fb            venture   \n",
       "8     /funding-round/e53264a913cb88b0bbffa912d0c0bfc6            venture   \n",
       "9     /funding-round/e8be4d4069d490218db8008f4aefa0f0            venture   \n",
       "10    /funding-round/45c0beae40e5b71231f9be5954a57ebb            venture   \n",
       "11    /funding-round/508d3c83daaae9fda3ba6f9682c78f6c            venture   \n",
       "12    /funding-round/c20aaba1bf7395c85fef61c08ed7e052            venture   \n",
       "13    /funding-round/cd3dd1c98ce9d0f632d8752163941674            venture   \n",
       "14    /funding-round/7f12c8c8e24c3629d89f23e99168f8be            venture   \n",
       "15    /funding-round/3d88f3874ff8e90bab6c2ea837fd33d6            venture   \n",
       "16    /funding-round/908a8813e2273a2bc604bf40a45c15ff            venture   \n",
       "17    /funding-round/e26652632254f4b0a8400d149a203cd1            venture   \n",
       "18    /funding-round/1163081f3b47e809ab12a63423be1867            venture   \n",
       "19    /funding-round/32830aa2cee2abb1fac27daf027fa55e            venture   \n",
       "20    /funding-round/aadd9b2007da0d7b5a8845bfc7f4fbcf            venture   \n",
       "21    /funding-round/f244a91cc714317f6fbbc80dcc1d5135            venture   \n",
       "22    /funding-round/81b50a403d5d2293715fe9b0ce4db5d3            venture   \n",
       "23    /funding-round/1e2b54335e2a41d8d7db25b7c11db399            venture   \n",
       "24    /funding-round/3722a5bf71ee371f98e83fe2dd04596d            venture   \n",
       "25    /funding-round/b6d53e0d0ecf4b720d5a8306e20d97fd            venture   \n",
       "26    /funding-round/bbce7c1d8470d24a5b05375a1e58a34e            venture   \n",
       "27    /funding-round/d585974a6ae7ca30ff102a0691ab2c1b            venture   \n",
       "28    /funding-round/e0e7c05049288bed3a9abf6741d7b6f4            venture   \n",
       "29    /funding-round/1e9a9f12647eecd6fec8e4bfc6656ece            venture   \n",
       "...                                               ...                ...   \n",
       "2868  /funding-round/e32c27c2350aec34dcfb2686ac63d4f2            venture   \n",
       "2869  /funding-round/f11cd5ce43ddd80817d7aea5a92f9e13            venture   \n",
       "2870  /funding-round/4aaf7d16e7fc66b517cef54725e25f06            venture   \n",
       "2871  /funding-round/c23ddc310f0576332ac90d9dfb034235            venture   \n",
       "2872  /funding-round/a8a8827ded3404166e028c6d2edda72f            venture   \n",
       "2873  /funding-round/b454941f4d81397a90b89c61f5339f48            venture   \n",
       "2874  /funding-round/091f4b0ff0c87672c15d5a51bfff18d9            venture   \n",
       "2875  /funding-round/18ee270eca7ca0ee2580dc6f1e75bdc4            venture   \n",
       "2876  /funding-round/c10a214c7fea4143d805958157da0aa7            venture   \n",
       "2878  /funding-round/bdcfb63bc1a2d8c5bc6ef1fed45fbcc6            venture   \n",
       "2879  /funding-round/b947c47829fd0c4cef0a1c7c5167e756            venture   \n",
       "2880  /funding-round/2bf3f2361a7896b68bbcb08f1e21032d            venture   \n",
       "2881  /funding-round/61926099112e057ffe00dd5ba60b4ebd            venture   \n",
       "2882  /funding-round/2c01f73ed10cecceb7c37dc8fb7f70f7            venture   \n",
       "2883  /funding-round/f67ac3800a7919364945377e5002a393            venture   \n",
       "2884  /funding-round/6b56cd6d4fb737df5f6aa6084f3cda7b            venture   \n",
       "2885  /funding-round/9d6c6eb1fcbc18efd2f2f57e9773dba8            venture   \n",
       "2886  /funding-round/46d275475c9a5c168b05bc0a160b1295            venture   \n",
       "2887  /funding-round/0e26571ef064aa53e382ce96d1b5622e            venture   \n",
       "2888  /funding-round/3c3dbab28bd8d5536444e0126c5fe279            venture   \n",
       "2889  /funding-round/ec2d4f1dad44593f973c8f3173b60e9b            venture   \n",
       "2890  /funding-round/fa955ce8a38727d6c0a8ca1cf70eff57            venture   \n",
       "2891  /funding-round/1ce651ac57bfde704da1bb468f6a68bc            venture   \n",
       "2892  /funding-round/60bc18472c0c0ead8bdd510999f2403f            venture   \n",
       "2893  /funding-round/c1f1739fa81151b0a06ca1bd5df4c941            venture   \n",
       "2894  /funding-round/f5471a33a5462c4ce7903e52ee3e1247            venture   \n",
       "2895  /funding-round/3244f8f5376c6be7c135212cae9890e5            venture   \n",
       "2896  /funding-round/26b03517f889f40bca88569641a9273f            venture   \n",
       "2897  /funding-round/63ad712dd594ff3514a2f1fb82e35700            venture   \n",
       "2898  /funding-round/82239c6a729ebb3fb05bce18b98c9120            venture   \n",
       "\n",
       "     funding_round_code   funded_at  raised_amount_usd  \\\n",
       "0                     B  05-01-2015         10000000.0   \n",
       "1                   NaN  22-07-2013                NaN   \n",
       "2                     C  15-11-2012          6369507.0   \n",
       "3                   NaN  06-11-2007          4000000.0   \n",
       "4                     A  01-12-2007          1240000.0   \n",
       "5                     B  01-08-2010           825000.0   \n",
       "6                     B  17-04-2015                NaN   \n",
       "7                     B  09-09-2008          6410000.0   \n",
       "8                     A  10-03-2015                NaN   \n",
       "9                     C  31-03-2008         25090000.0   \n",
       "10                  NaN  20-06-2014                NaN   \n",
       "11                  NaN  28-10-2014          8180000.0   \n",
       "12                  NaN  16-02-2015                NaN   \n",
       "13                    A  01-05-2011          5740000.0   \n",
       "14                  NaN  13-08-2015          4000000.0   \n",
       "15                    B  18-05-2015         16000000.0   \n",
       "16                    A  01-07-2014          5000000.0   \n",
       "17                  NaN  28-09-2010           175000.0   \n",
       "18                  NaN  11-08-2015         20000000.0   \n",
       "19                    A  17-11-2010          3000000.0   \n",
       "20                    C  19-01-2015                NaN   \n",
       "21                    A  17-06-2013          5500000.0   \n",
       "22                    A  03-07-2015          5000000.0   \n",
       "23                    A  10-04-2012          5000000.0   \n",
       "24                    D  25-10-2014        210000000.0   \n",
       "25                    F  17-11-2015        500000000.0   \n",
       "26                    E  15-04-2015        400000000.0   \n",
       "27                    B  12-11-2013         20000000.0   \n",
       "28                    C  09-07-2014         41500000.0   \n",
       "29                    C  08-04-2015          4200000.0   \n",
       "...                 ...         ...                ...   \n",
       "2868                NaN  19-03-2015          3270000.0   \n",
       "2869                NaN  21-07-2014                NaN   \n",
       "2870                NaN  22-03-2011           390000.0   \n",
       "2871                NaN  29-01-2015                NaN   \n",
       "2872                NaN  01-06-2011            60000.0   \n",
       "2873                NaN  22-01-2014                NaN   \n",
       "2874                  A  21-04-2015          6500000.0   \n",
       "2875                  A  26-09-2013         10000000.0   \n",
       "2876                  A  01-10-2015                NaN   \n",
       "2878                  D  16-12-2014         15000000.0   \n",
       "2879                NaN  21-04-2013                NaN   \n",
       "2880                  B  30-10-2014                NaN   \n",
       "2881                  A  29-09-2011                NaN   \n",
       "2882                  A  18-03-2008           727000.0   \n",
       "2883                  A  13-12-2007          3330000.0   \n",
       "2884                NaN  03-12-2015          3500000.0   \n",
       "2885                  A  01-07-2013                NaN   \n",
       "2886                  A  30-09-2015          2300000.0   \n",
       "2887                  A  24-03-2015          5000000.0   \n",
       "2888                  A  18-02-2014          3500000.0   \n",
       "2889                  A  24-09-2013          2000000.0   \n",
       "2890                  C  10-09-2007           300000.0   \n",
       "2891                  B  01-12-2010         13000000.0   \n",
       "2892                  A  01-01-2008          4500000.0   \n",
       "2893                  C  24-06-2013         17000000.0   \n",
       "2894                  A  24-06-2010                NaN   \n",
       "2895                NaN  07-09-2015         21055586.0   \n",
       "2896                  C  22-05-2013        100000000.0   \n",
       "2897                  B  20-07-2015         15000000.0   \n",
       "2898                  A  03-03-2012          3000000.0   \n",
       "\n",
       "                                             permalink  \\\n",
       "0                                  /organization/-fame   \n",
       "1                              /organization/1000lookz   \n",
       "2                       /organization/21diamonds-india   \n",
       "3                   /organization/247-learning-private   \n",
       "4                                  /organization/3dsoc   \n",
       "5                                  /organization/3dsoc   \n",
       "6         /organization/99games-online-private-limited   \n",
       "7                         /organization/a-little-world   \n",
       "8           /organization/abhinav-outsourcings-pvt-ltd   \n",
       "9                      /organization/acb-india-limited   \n",
       "10                         /organization/addresshealth   \n",
       "11                        /organization/adlabs-imagica   \n",
       "12                              /organization/adpushup   \n",
       "13                                 /organization/agile   \n",
       "14                              /organization/agrostar   \n",
       "15                                /organization/akosha   \n",
       "16                                /organization/akosha   \n",
       "17               /organization/allied-digital-services   \n",
       "18                 /organization/allygrow-technologies   \n",
       "19                        /organization/althea-systems   \n",
       "20                      /organization/amagi-media-labs   \n",
       "21                      /organization/amagi-media-labs   \n",
       "22                                 /organization/ameyo   \n",
       "23                      /organization/ani-technologies   \n",
       "24                      /organization/ani-technologies   \n",
       "25                      /organization/ani-technologies   \n",
       "26                      /organization/ani-technologies   \n",
       "27                      /organization/ani-technologies   \n",
       "28                      /organization/ani-technologies   \n",
       "29                 /organization/annapurna-microfinace   \n",
       "...                                                ...   \n",
       "2868                      /organization/theasianparent   \n",
       "2869             /organization/thinxtream-technologies   \n",
       "2870                         /organization/thoughtbuzz   \n",
       "2871                              /organization/thrill   \n",
       "2872                             /organization/tickade   \n",
       "2873                           /organization/tookitaki   \n",
       "2874                          /organization/tradegecko   \n",
       "2875                           /organization/tradehero   \n",
       "2876  /organization/transaction-mobility-international   \n",
       "2878              /organization/trax-image-recognition   \n",
       "2879                          /organization/tripvillas   \n",
       "2880                       /organization/u2opia-mobile   \n",
       "2881                       /organization/u2opia-mobile   \n",
       "2882                           /organization/ueeeu-com   \n",
       "2883                            /organization/uiactive   \n",
       "2884                             /organization/vanitee   \n",
       "2885                             /organization/vdancer   \n",
       "2886                             /organization/viddsee   \n",
       "2887                           /organization/viscovery   \n",
       "2888                             /organization/visenze   \n",
       "2889                            /organization/w-locate   \n",
       "2890                        /organization/web-and-rank   \n",
       "2891                            /organization/wego-com   \n",
       "2892                            /organization/wego-com   \n",
       "2893                            /organization/wego-com   \n",
       "2894                  /organization/xenon-technologies   \n",
       "2895                  /organization/yuuzoo-corporation   \n",
       "2896                              /organization/zalora   \n",
       "2897                          /organization/zimplistic   \n",
       "2898                          /organization/zimplistic   \n",
       "\n",
       "                                    name                        homepage_url  \\\n",
       "0                                  #fame                  http://livfame.com   \n",
       "1                              1000Lookz                http://1000lookz.com   \n",
       "2                             21Diamonds            http://www.21diamonds.de   \n",
       "3                          24x7 Learning         http://www.24x7learning.com   \n",
       "4                                  3DSoC                http://www.3dsoc.com   \n",
       "5                                  3DSoC                http://www.3dsoc.com   \n",
       "6         99Games Online Private Limited               http://www.99games.in   \n",
       "7                         A LITTLE WORLD             http://alittleworld.com   \n",
       "8          Abhinav Outsourcings Pvt. Ltd             http://www.abhinav.com/   \n",
       "9                    ACB (India) Limited            http://www.aryancoal.com   \n",
       "10                         AddressHealth       http://www.addresshealth.com/   \n",
       "11                        Adlabs Imagica        http://www.adlabsimagica.com   \n",
       "12                              AdPushup                 http://adpushup.com   \n",
       "13                                 Agile             http://www.agile-ft.com   \n",
       "14                              Agrostar                 http://agrostar.in/   \n",
       "15                                Akosha               http://www.akosha.com   \n",
       "16                                Akosha               http://www.akosha.com   \n",
       "17               Allied Digital Services     http://www.allieddigital.net/in   \n",
       "18                 Allygrow Technologies                                 NaN   \n",
       "19                        Althea Systems        http://www.altheasystems.com   \n",
       "20                      Amagi Media Labs                    http://amagi.com   \n",
       "21                      Amagi Media Labs                    http://amagi.com   \n",
       "22                                 Ameyo               http://www.ameyo.com/   \n",
       "23                                   Ola              http://www.olacabs.com   \n",
       "24                                   Ola              http://www.olacabs.com   \n",
       "25                                   Ola              http://www.olacabs.com   \n",
       "26                                   Ola              http://www.olacabs.com   \n",
       "27                                   Ola              http://www.olacabs.com   \n",
       "28                                   Ola              http://www.olacabs.com   \n",
       "29                 Annapurna Microfinace                  http://ampl.net.in   \n",
       "...                                  ...                                 ...   \n",
       "2868                      theAsianparent        http://sg.theasianparent.com   \n",
       "2869             Thinxtream Technologies               http://thinxtream.com   \n",
       "2870                         ThoughtBuzz          http://www.thoughtbuzz.net   \n",
       "2871                              Thrill            http://www.thrillapp.com   \n",
       "2872                             Tickade              http://www.tickade.com   \n",
       "2873                           Tookitaki                http://tookitaki.com   \n",
       "2874                          Tradegecko               http://tradegecko.com   \n",
       "2875                           TradeHero           http://www.tradehero.mobi   \n",
       "2876  Transaction Mobility International     http://www.tm-international.com   \n",
       "2878              Trax Image Recognition              http://traxretail.com/   \n",
       "2879                          TripVillas          http://www.tripvillas.com/   \n",
       "2880                       U2opia Mobile         http://www.u2opiamobile.com   \n",
       "2881                       U2opia Mobile         http://www.u2opiamobile.com   \n",
       "2882                           UeeeU.com                    http://ueeeu.com   \n",
       "2883                            uiActive            http://www.uiactive.com/   \n",
       "2884                             Vanitee             http://www.vaniteee.com   \n",
       "2885                             Vdancer                  http://vdancer.net   \n",
       "2886                             Viddsee              http://www.viddsee.com   \n",
       "2887                           Viscovery                 http://viscovery.cn   \n",
       "2888                             VISENZE              http://www.visenze.com   \n",
       "2889                            W-locate                 http://w-locate.com   \n",
       "2890                        Web and Rank           http://www.webandrank.com   \n",
       "2891                                Wego                 http://www.wego.com   \n",
       "2892                                Wego                 http://www.wego.com   \n",
       "2893                                Wego                 http://www.wego.com   \n",
       "2894                  Xenon Technologies  http://www.xenon-technologies.com/   \n",
       "2895                  YuuZoo Corporation                  http://yuucorp.com   \n",
       "2896                        ZALORA Group               http://www.zalora.com   \n",
       "2897                          Zimplistic            http://www.rotimatic.com   \n",
       "2898                          Zimplistic            http://www.rotimatic.com   \n",
       "\n",
       "                                          category_list     status  \\\n",
       "0                                                 Media  operating   \n",
       "1                                                Beauty  operating   \n",
       "2                                            E-Commerce  operating   \n",
       "3                              EdTech|Education|Systems  operating   \n",
       "4                                             3D|Mobile  operating   \n",
       "5                                             3D|Mobile  operating   \n",
       "6                                                 Games  operating   \n",
       "7                                               Finance  operating   \n",
       "8                         Business Services|Outsourcing  operating   \n",
       "9                            Energy|Mining Technologies  operating   \n",
       "10    Child Care|Health and Wellness|Health Care|Med...  operating   \n",
       "11                                Entertainment|Tourism  operating   \n",
       "12              Advertising Platforms|Apps|Monetization  operating   \n",
       "13         Finance|Finance Technology|FinTech|Insurance  operating   \n",
       "14                                           E-Commerce  operating   \n",
       "15    Consumer Internet|Digital Media|Enterprise Sof...  operating   \n",
       "16    Consumer Internet|Digital Media|Enterprise Sof...  operating   \n",
       "17                                           Consulting  operating   \n",
       "18    Aerospace|Automotive|Engineering Firms|Medical...  operating   \n",
       "19                                  Hardware + Software  operating   \n",
       "20                                          Advertising  operating   \n",
       "21                                          Advertising  operating   \n",
       "22                                             Software  operating   \n",
       "23    Automotive|E-Commerce|Internet|Mobile|Mobile C...  operating   \n",
       "24    Automotive|E-Commerce|Internet|Mobile|Mobile C...  operating   \n",
       "25    Automotive|E-Commerce|Internet|Mobile|Mobile C...  operating   \n",
       "26    Automotive|E-Commerce|Internet|Mobile|Mobile C...  operating   \n",
       "27    Automotive|E-Commerce|Internet|Mobile|Mobile C...  operating   \n",
       "28    Automotive|E-Commerce|Internet|Mobile|Mobile C...  operating   \n",
       "29                                              Finance  operating   \n",
       "...                                                 ...        ...   \n",
       "2868                        Communities|News|Publishing  operating   \n",
       "2869                                           Software  operating   \n",
       "2870                                           Software  operating   \n",
       "2871  Curated Web|Emerging Markets|Mobile|Online Dat...  operating   \n",
       "2872                                 Games|Social Media  operating   \n",
       "2873                           Advertising|Social Media  operating   \n",
       "2874  Enterprise Software|Software|Supply Chain Mana...  operating   \n",
       "2875  All Markets|Fantasy Sports|Finance|Investment ...  operating   \n",
       "2876        Financial Services|Mobile Payments|Payments  operating   \n",
       "2878                             Information Technology  operating   \n",
       "2879                        Internet|Real Estate|Travel  operating   \n",
       "2880  Apps|Facebook Applications|Mobile|Software|Twi...  operating   \n",
       "2881  Apps|Facebook Applications|Mobile|Software|Twi...  operating   \n",
       "2882                                         E-Commerce     closed   \n",
       "2883                            Content|Mobile|Services     closed   \n",
       "2884               Beauty|Health and Wellness|Lifestyle  operating   \n",
       "2885                                    Consumers|Games  operating   \n",
       "2886                              Media|Video Streaming  operating   \n",
       "2887  Apps|B2B|Mobile|Mobile Commerce|Sales and Mark...  operating   \n",
       "2888               Image Recognition|SaaS|Visual Search  operating   \n",
       "2889                      Consumers|Hardware + Software  operating   \n",
       "2890                                         Search|SEO  operating   \n",
       "2891                    E-Commerce|Hotels|Search|Travel  operating   \n",
       "2892                    E-Commerce|Hotels|Search|Travel  operating   \n",
       "2893                    E-Commerce|Hotels|Search|Travel  operating   \n",
       "2894                                         Technology  operating   \n",
       "2895  Advertising|E-Commerce|Games|Mobile|Mobile Pay...  operating   \n",
       "2896                                 E-Commerce|Fashion  operating   \n",
       "2897  Consumer Electronics|Cooking|Hardware + Softwa...  operating   \n",
       "2898  Consumer Electronics|Cooking|Hardware + Softwa...  operating   \n",
       "\n",
       "     country_code state_code       region            city  founded_at  \\\n",
       "0             IND         16       Mumbai          Mumbai         NaN   \n",
       "1             IND         25      Chennai         Chennai  01-01-2008   \n",
       "2             IND         10    New Delhi         Gurgaon  01-06-2012   \n",
       "3             IND         19    Bangalore       Bangalore  01-01-2001   \n",
       "4             IND         19    Bangalore       Bangalore  01-06-2006   \n",
       "5             IND         19    Bangalore       Bangalore  01-06-2006   \n",
       "6             IND         19        Udupi           Udupi  01-01-2008   \n",
       "7             IND         16       Mumbai          Mumbai  02-03-2000   \n",
       "8             IND          7    New Delhi       New Delhi  02-10-1994   \n",
       "9             IND         10    New Delhi         Gurgaon  01-01-1997   \n",
       "10            IND         19    Bangalore  Bangalore City  01-01-2010   \n",
       "11            IND         16  IND - Other         Khopoli         NaN   \n",
       "12            IND          7    New Delhi       New Delhi  01-01-2013   \n",
       "13            IND         16       Mumbai          Mumbai         NaN   \n",
       "14            IND         16         Pune            Pune         NaN   \n",
       "15            IND          7    New Delhi       New Delhi  01-06-2010   \n",
       "16            IND          7    New Delhi       New Delhi  01-06-2010   \n",
       "17            IND         16       Mumbai          Mumbai  01-01-1995   \n",
       "18            IND         16         Pune            Pune         NaN   \n",
       "19            IND         19    Bangalore       Bangalore  01-01-2009   \n",
       "20            IND         19    Bangalore       Bangalore  01-01-2008   \n",
       "21            IND         19    Bangalore       Bangalore  01-01-2008   \n",
       "22            IND         10    New Delhi         Gurgaon  01-01-2003   \n",
       "23            IND         28      Kolkata         Kolkata  03-12-2010   \n",
       "24            IND         28      Kolkata         Kolkata  03-12-2010   \n",
       "25            IND         28      Kolkata         Kolkata  03-12-2010   \n",
       "26            IND         28      Kolkata         Kolkata  03-12-2010   \n",
       "27            IND         28      Kolkata         Kolkata  03-12-2010   \n",
       "28            IND         28      Kolkata         Kolkata  03-12-2010   \n",
       "29            IND         21  Bhubaneswar     Bhubaneswar  01-01-2009   \n",
       "...           ...        ...          ...             ...         ...   \n",
       "2868          SGP        NaN    Singapore       Singapore  01-01-2008   \n",
       "2869          SGP        NaN    Singapore       Singapore  01-01-2010   \n",
       "2870          SGP        NaN    Singapore       Singapore  29-04-2009   \n",
       "2871          SGP        NaN    Singapore       Singapore  01-03-2013   \n",
       "2872          SGP        NaN    Singapore       Singapore  01-01-2011   \n",
       "2873          SGP        NaN    Singapore       Singapore  01-01-2013   \n",
       "2874          SGP        NaN          NaN             NaN  01-01-2012   \n",
       "2875          SGP        NaN    Singapore       Singapore  01-01-2012   \n",
       "2876          SGP        NaN          NaN             NaN  01-10-2014   \n",
       "2878          SGP        NaN    Singapore       Singapore  01-01-2010   \n",
       "2879          SGP        NaN    Singapore       Singapore         NaN   \n",
       "2880          SGP        NaN    Singapore       Singapore  01-01-2010   \n",
       "2881          SGP        NaN    Singapore       Singapore  01-01-2010   \n",
       "2882          SGP        NaN    Singapore       Singapore         NaN   \n",
       "2883          SGP        NaN    Singapore       Singapore         NaN   \n",
       "2884          SGP        NaN    Singapore       Singapore  24-09-2014   \n",
       "2885          SGP        NaN    Singapore       Singapore  01-01-2012   \n",
       "2886          SGP        NaN    Singapore       Singapore  01-09-2012   \n",
       "2887          SGP        NaN    Singapore       Singapore  01-01-2008   \n",
       "2888          SGP        NaN    Singapore       Singapore  01-08-2012   \n",
       "2889          SGP        NaN    Singapore       Singapore  01-01-2010   \n",
       "2890          SGP        NaN    Singapore       Singapore  10-09-2007   \n",
       "2891          SGP        NaN    Singapore       Singapore  01-09-2005   \n",
       "2892          SGP        NaN    Singapore       Singapore  01-09-2005   \n",
       "2893          SGP        NaN    Singapore       Singapore  01-09-2005   \n",
       "2894          SGP        NaN    Singapore       Singapore         NaN   \n",
       "2895          SGP        NaN          NaN             NaN  01-01-2008   \n",
       "2896          SGP        NaN    Singapore       Singapore  01-03-2012   \n",
       "2897          SGP        NaN    Singapore       Singapore  01-06-2008   \n",
       "2898          SGP        NaN    Singapore       Singapore  01-06-2008   \n",
       "\n",
       "                                       primary_language  \n",
       "0                     No (but official and educational)  \n",
       "1                     No (but official and educational)  \n",
       "2                     No (but official and educational)  \n",
       "3                     No (but official and educational)  \n",
       "4                     No (but official and educational)  \n",
       "5                     No (but official and educational)  \n",
       "6                     No (but official and educational)  \n",
       "7                     No (but official and educational)  \n",
       "8                     No (but official and educational)  \n",
       "9                     No (but official and educational)  \n",
       "10                    No (but official and educational)  \n",
       "11                    No (but official and educational)  \n",
       "12                    No (but official and educational)  \n",
       "13                    No (but official and educational)  \n",
       "14                    No (but official and educational)  \n",
       "15                    No (but official and educational)  \n",
       "16                    No (but official and educational)  \n",
       "17                    No (but official and educational)  \n",
       "18                    No (but official and educational)  \n",
       "19                    No (but official and educational)  \n",
       "20                    No (but official and educational)  \n",
       "21                    No (but official and educational)  \n",
       "22                    No (but official and educational)  \n",
       "23                    No (but official and educational)  \n",
       "24                    No (but official and educational)  \n",
       "25                    No (but official and educational)  \n",
       "26                    No (but official and educational)  \n",
       "27                    No (but official and educational)  \n",
       "28                    No (but official and educational)  \n",
       "29                    No (but official and educational)  \n",
       "...                                                 ...  \n",
       "2868  Yes (used as lingua franca, mostly and widely ...  \n",
       "2869  Yes (used as lingua franca, mostly and widely ...  \n",
       "2870  Yes (used as lingua franca, mostly and widely ...  \n",
       "2871  Yes (used as lingua franca, mostly and widely ...  \n",
       "2872  Yes (used as lingua franca, mostly and widely ...  \n",
       "2873  Yes (used as lingua franca, mostly and widely ...  \n",
       "2874  Yes (used as lingua franca, mostly and widely ...  \n",
       "2875  Yes (used as lingua franca, mostly and widely ...  \n",
       "2876  Yes (used as lingua franca, mostly and widely ...  \n",
       "2878  Yes (used as lingua franca, mostly and widely ...  \n",
       "2879  Yes (used as lingua franca, mostly and widely ...  \n",
       "2880  Yes (used as lingua franca, mostly and widely ...  \n",
       "2881  Yes (used as lingua franca, mostly and widely ...  \n",
       "2882  Yes (used as lingua franca, mostly and widely ...  \n",
       "2883  Yes (used as lingua franca, mostly and widely ...  \n",
       "2884  Yes (used as lingua franca, mostly and widely ...  \n",
       "2885  Yes (used as lingua franca, mostly and widely ...  \n",
       "2886  Yes (used as lingua franca, mostly and widely ...  \n",
       "2887  Yes (used as lingua franca, mostly and widely ...  \n",
       "2888  Yes (used as lingua franca, mostly and widely ...  \n",
       "2889  Yes (used as lingua franca, mostly and widely ...  \n",
       "2890  Yes (used as lingua franca, mostly and widely ...  \n",
       "2891  Yes (used as lingua franca, mostly and widely ...  \n",
       "2892  Yes (used as lingua franca, mostly and widely ...  \n",
       "2893  Yes (used as lingua franca, mostly and widely ...  \n",
       "2894  Yes (used as lingua franca, mostly and widely ...  \n",
       "2895  Yes (used as lingua franca, mostly and widely ...  \n",
       "2896  Yes (used as lingua franca, mostly and widely ...  \n",
       "2897  Yes (used as lingua franca, mostly and widely ...  \n",
       "2898  Yes (used as lingua franca, mostly and widely ...  \n",
       "\n",
       "[2599 rows x 16 columns]"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m4=m4[m4['category_list'].notnull()]\n",
    "m4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "funding_round_permalink     0.0\n",
       "funding_round_type          0.0\n",
       "funding_round_code         44.0\n",
       "funded_at                   0.0\n",
       "raised_amount_usd          12.0\n",
       "permalink                   0.0\n",
       "name                        0.0\n",
       "homepage_url                3.0\n",
       "category_list               0.0\n",
       "status                      0.0\n",
       "country_code                0.0\n",
       "state_code                 11.0\n",
       "region                      1.0\n",
       "city                        1.0\n",
       "founded_at                 19.0\n",
       "primary_language            0.0\n",
       "dtype: float64"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "round(100*(m4.isnull().sum())/len(m4.index))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# CHECKPOINT 4 :- Sector Analysis 1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Reading the mapping file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [],
   "source": [
    "mapping=pd.read_csv(r'C:\\Users\\KARNIKA SAXENA\\Desktop\\DataScience\\Assignments\\Spark Funds Industrial Assignment - 1\\mapping.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Removing unneccessary rows and columns from mapping file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "mapping.drop(['Blanks'],inplace=True,axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [],
   "source": [
    "mapping=mapping[1:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>category_list</th>\n",
       "      <th>Automotive &amp; Sports</th>\n",
       "      <th>Cleantech / Semiconductors</th>\n",
       "      <th>Entertainment</th>\n",
       "      <th>Health</th>\n",
       "      <th>Manufacturing</th>\n",
       "      <th>News, Search and Messaging</th>\n",
       "      <th>Others</th>\n",
       "      <th>Social, Finance, Analytics, Advertising</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3D</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3D Printing</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3D Technology</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Accounting</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Active Lifestyle</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Ad Targeting</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Advanced Materials</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Adventure Travel</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Advertising</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Advertising Exchanges</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Advertising Networks</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Advertising Platforms</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Advice</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Aerospace</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Agriculture</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Air Pollution Control</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Algorithms</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>All Markets</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>All Students</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Alter0tive Medicine</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Alumni</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>A0lytics</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Android</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Angels</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Animal Feed</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Anything Capital Intensive</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>App Discovery</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>App Marketing</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>App Stores</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Application Performance Monitoring</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>658</th>\n",
       "      <td>Usability</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>659</th>\n",
       "      <td>User Experience Design</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>660</th>\n",
       "      <td>User Interface</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>661</th>\n",
       "      <td>Utilities</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>662</th>\n",
       "      <td>Vending and Concessions</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>663</th>\n",
       "      <td>Venture Capital</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>664</th>\n",
       "      <td>Veteri0ry</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>665</th>\n",
       "      <td>Video</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>666</th>\n",
       "      <td>Video Conferencing</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>667</th>\n",
       "      <td>Video Games</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>668</th>\n",
       "      <td>Video on Demand</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>669</th>\n",
       "      <td>Video Streaming</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>670</th>\n",
       "      <td>Virtual Workforces</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>671</th>\n",
       "      <td>VoIP</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>672</th>\n",
       "      <td>Waste Ma0gement</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>673</th>\n",
       "      <td>Watch</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>674</th>\n",
       "      <td>Water</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>675</th>\n",
       "      <td>Water Purification</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>676</th>\n",
       "      <td>Wearables</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>677</th>\n",
       "      <td>Web Browsers</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>678</th>\n",
       "      <td>Web Design</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>679</th>\n",
       "      <td>Web Development</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>680</th>\n",
       "      <td>Web Hosting</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>681</th>\n",
       "      <td>Web Tools</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>682</th>\n",
       "      <td>Weddings</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>683</th>\n",
       "      <td>Wholesale</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>684</th>\n",
       "      <td>Wine And Spirits</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>685</th>\n",
       "      <td>Wireless</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>686</th>\n",
       "      <td>Women</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>687</th>\n",
       "      <td>Young Adults</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>687 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                          category_list  Automotive & Sports  \\\n",
       "1                                    3D                    0   \n",
       "2                           3D Printing                    0   \n",
       "3                         3D Technology                    0   \n",
       "4                            Accounting                    0   \n",
       "5                      Active Lifestyle                    0   \n",
       "6                          Ad Targeting                    0   \n",
       "7                    Advanced Materials                    0   \n",
       "8                      Adventure Travel                    1   \n",
       "9                           Advertising                    0   \n",
       "10                Advertising Exchanges                    0   \n",
       "11                 Advertising Networks                    0   \n",
       "12                Advertising Platforms                    0   \n",
       "13                               Advice                    0   \n",
       "14                            Aerospace                    1   \n",
       "15                          Agriculture                    0   \n",
       "16                Air Pollution Control                    0   \n",
       "17                           Algorithms                    0   \n",
       "18                          All Markets                    0   \n",
       "19                         All Students                    0   \n",
       "20                  Alter0tive Medicine                    0   \n",
       "21                               Alumni                    0   \n",
       "22                             A0lytics                    0   \n",
       "23                              Android                    0   \n",
       "24                               Angels                    0   \n",
       "25                          Animal Feed                    0   \n",
       "26           Anything Capital Intensive                    0   \n",
       "27                        App Discovery                    0   \n",
       "28                        App Marketing                    0   \n",
       "29                           App Stores                    0   \n",
       "30   Application Performance Monitoring                    0   \n",
       "..                                  ...                  ...   \n",
       "658                           Usability                    0   \n",
       "659              User Experience Design                    0   \n",
       "660                      User Interface                    0   \n",
       "661                           Utilities                    0   \n",
       "662             Vending and Concessions                    0   \n",
       "663                     Venture Capital                    0   \n",
       "664                           Veteri0ry                    0   \n",
       "665                               Video                    0   \n",
       "666                  Video Conferencing                    0   \n",
       "667                         Video Games                    0   \n",
       "668                     Video on Demand                    0   \n",
       "669                     Video Streaming                    0   \n",
       "670                  Virtual Workforces                    0   \n",
       "671                                VoIP                    0   \n",
       "672                     Waste Ma0gement                    0   \n",
       "673                               Watch                    0   \n",
       "674                               Water                    0   \n",
       "675                  Water Purification                    0   \n",
       "676                           Wearables                    0   \n",
       "677                        Web Browsers                    0   \n",
       "678                          Web Design                    0   \n",
       "679                     Web Development                    0   \n",
       "680                         Web Hosting                    0   \n",
       "681                           Web Tools                    0   \n",
       "682                            Weddings                    0   \n",
       "683                           Wholesale                    0   \n",
       "684                    Wine And Spirits                    0   \n",
       "685                            Wireless                    0   \n",
       "686                               Women                    0   \n",
       "687                        Young Adults                    0   \n",
       "\n",
       "     Cleantech / Semiconductors  Entertainment  Health  Manufacturing  \\\n",
       "1                             0              0       0              1   \n",
       "2                             0              0       0              1   \n",
       "3                             0              0       0              1   \n",
       "4                             0              0       0              0   \n",
       "5                             0              0       1              0   \n",
       "6                             0              0       0              0   \n",
       "7                             0              0       0              1   \n",
       "8                             0              0       0              0   \n",
       "9                             0              0       0              0   \n",
       "10                            0              0       0              0   \n",
       "11                            0              0       0              0   \n",
       "12                            0              0       0              0   \n",
       "13                            0              0       0              0   \n",
       "14                            0              0       0              0   \n",
       "15                            0              0       0              1   \n",
       "16                            1              0       0              0   \n",
       "17                            0              0       0              0   \n",
       "18                            0              0       0              0   \n",
       "19                            0              0       0              0   \n",
       "20                            0              0       1              0   \n",
       "21                            0              0       0              0   \n",
       "22                            0              0       0              0   \n",
       "23                            0              0       0              0   \n",
       "24                            0              0       0              0   \n",
       "25                            0              0       1              0   \n",
       "26                            0              0       0              0   \n",
       "27                            0              0       0              0   \n",
       "28                            0              0       0              0   \n",
       "29                            0              0       0              0   \n",
       "30                            0              0       0              0   \n",
       "..                          ...            ...     ...            ...   \n",
       "658                           0              0       0              0   \n",
       "659                           0              0       0              0   \n",
       "660                           0              0       0              0   \n",
       "661                           0              0       0              0   \n",
       "662                           0              0       0              0   \n",
       "663                           0              0       0              0   \n",
       "664                           0              0       1              0   \n",
       "665                           0              1       0              0   \n",
       "666                           0              1       0              0   \n",
       "667                           0              1       0              0   \n",
       "668                           0              1       0              0   \n",
       "669                           0              1       0              0   \n",
       "670                           0              1       0              0   \n",
       "671                           0              1       0              0   \n",
       "672                           1              0       0              0   \n",
       "673                           0              0       0              0   \n",
       "674                           1              0       0              0   \n",
       "675                           1              0       0              0   \n",
       "676                           1              0       0              0   \n",
       "677                           0              0       0              0   \n",
       "678                           0              0       0              0   \n",
       "679                           0              0       0              0   \n",
       "680                           0              0       0              0   \n",
       "681                           0              0       0              0   \n",
       "682                           0              1       0              0   \n",
       "683                           0              0       0              0   \n",
       "684                           0              1       0              0   \n",
       "685                           0              1       0              0   \n",
       "686                           0              0       0              0   \n",
       "687                           0              0       0              0   \n",
       "\n",
       "     News, Search and Messaging  Others  \\\n",
       "1                             0       0   \n",
       "2                             0       0   \n",
       "3                             0       0   \n",
       "4                             0       0   \n",
       "5                             0       0   \n",
       "6                             0       0   \n",
       "7                             0       0   \n",
       "8                             0       0   \n",
       "9                             0       0   \n",
       "10                            0       0   \n",
       "11                            0       0   \n",
       "12                            0       0   \n",
       "13                            0       1   \n",
       "14                            0       0   \n",
       "15                            0       0   \n",
       "16                            0       0   \n",
       "17                            0       1   \n",
       "18                            0       1   \n",
       "19                            0       1   \n",
       "20                            0       0   \n",
       "21                            0       1   \n",
       "22                            0       0   \n",
       "23                            0       0   \n",
       "24                            0       1   \n",
       "25                            0       0   \n",
       "26                            0       0   \n",
       "27                            1       0   \n",
       "28                            1       0   \n",
       "29                            1       0   \n",
       "30                            1       0   \n",
       "..                          ...     ...   \n",
       "658                           0       1   \n",
       "659                           0       1   \n",
       "660                           0       1   \n",
       "661                           0       1   \n",
       "662                           0       1   \n",
       "663                           0       0   \n",
       "664                           0       0   \n",
       "665                           0       0   \n",
       "666                           0       0   \n",
       "667                           0       0   \n",
       "668                           0       0   \n",
       "669                           0       0   \n",
       "670                           0       0   \n",
       "671                           0       0   \n",
       "672                           0       0   \n",
       "673                           0       1   \n",
       "674                           0       0   \n",
       "675                           0       0   \n",
       "676                           0       0   \n",
       "677                           1       0   \n",
       "678                           1       0   \n",
       "679                           0       1   \n",
       "680                           0       1   \n",
       "681                           0       1   \n",
       "682                           0       0   \n",
       "683                           0       1   \n",
       "684                           0       0   \n",
       "685                           0       0   \n",
       "686                           0       1   \n",
       "687                           0       1   \n",
       "\n",
       "     Social, Finance, Analytics, Advertising  \n",
       "1                                          0  \n",
       "2                                          0  \n",
       "3                                          0  \n",
       "4                                          1  \n",
       "5                                          0  \n",
       "6                                          1  \n",
       "7                                          0  \n",
       "8                                          0  \n",
       "9                                          1  \n",
       "10                                         1  \n",
       "11                                         1  \n",
       "12                                         1  \n",
       "13                                         0  \n",
       "14                                         0  \n",
       "15                                         0  \n",
       "16                                         0  \n",
       "17                                         0  \n",
       "18                                         0  \n",
       "19                                         0  \n",
       "20                                         0  \n",
       "21                                         0  \n",
       "22                                         1  \n",
       "23                                         1  \n",
       "24                                         0  \n",
       "25                                         0  \n",
       "26                                         1  \n",
       "27                                         0  \n",
       "28                                         0  \n",
       "29                                         0  \n",
       "30                                         0  \n",
       "..                                       ...  \n",
       "658                                        0  \n",
       "659                                        0  \n",
       "660                                        0  \n",
       "661                                        0  \n",
       "662                                        0  \n",
       "663                                        1  \n",
       "664                                        0  \n",
       "665                                        0  \n",
       "666                                        0  \n",
       "667                                        0  \n",
       "668                                        0  \n",
       "669                                        0  \n",
       "670                                        0  \n",
       "671                                        0  \n",
       "672                                        0  \n",
       "673                                        0  \n",
       "674                                        0  \n",
       "675                                        0  \n",
       "676                                        0  \n",
       "677                                        0  \n",
       "678                                        0  \n",
       "679                                        0  \n",
       "680                                        0  \n",
       "681                                        0  \n",
       "682                                        0  \n",
       "683                                        0  \n",
       "684                                        0  \n",
       "685                                        0  \n",
       "686                                        0  \n",
       "687                                        0  \n",
       "\n",
       "[687 rows x 9 columns]"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mapping"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#####  Perfoming Data Cleaning in mapping frame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>category_list</th>\n",
       "      <th>Automotive &amp; Sports</th>\n",
       "      <th>Cleantech / Semiconductors</th>\n",
       "      <th>Entertainment</th>\n",
       "      <th>Health</th>\n",
       "      <th>Manufacturing</th>\n",
       "      <th>News, Search and Messaging</th>\n",
       "      <th>Others</th>\n",
       "      <th>Social, Finance, Analytics, Advertising</th>\n",
       "      <th>primary_sector</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3D</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3D</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3D Printing</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3D Printing</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3D Technology</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3D Technology</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Accounting</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Accounting</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Active Lifestyle</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Active Lifestyle</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Ad Targeting</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Ad Targeting</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Advanced Materials</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Advanced Materials</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Adventure Travel</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Adventure Travel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Advertising</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Advertising</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Advertising Exchanges</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Advertising Exchanges</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Advertising Networks</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Advertising Networks</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Advertising Platforms</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Advertising Platforms</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Advice</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Advice</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Aerospace</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Aerospace</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Agriculture</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Agriculture</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Air Pollution Control</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Air Pollution Control</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Algorithms</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Algorithms</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>All Markets</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>All Markets</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>All Students</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>All Students</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Alter0tive Medicine</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Alternative Medicine</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Alumni</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Alumni</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>A0lytics</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Analytics</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Android</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Android</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Angels</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Angels</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Animal Feed</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Animal Feed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Anything Capital Intensive</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Anything Capital Intensive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>App Discovery</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>App Discovery</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>App Marketing</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>App Marketing</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>App Stores</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>App Stores</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Application Performance Monitoring</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Application Performance Monitoring</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>658</th>\n",
       "      <td>Usability</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Usability</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>659</th>\n",
       "      <td>User Experience Design</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>User Experience Design</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>660</th>\n",
       "      <td>User Interface</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>User Interface</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>661</th>\n",
       "      <td>Utilities</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Utilities</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>662</th>\n",
       "      <td>Vending and Concessions</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Vending and Concessions</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>663</th>\n",
       "      <td>Venture Capital</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Venture Capital</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>664</th>\n",
       "      <td>Veteri0ry</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Veterinary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>665</th>\n",
       "      <td>Video</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Video</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>666</th>\n",
       "      <td>Video Conferencing</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Video Conferencing</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>667</th>\n",
       "      <td>Video Games</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Video Games</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>668</th>\n",
       "      <td>Video on Demand</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Video on Demand</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>669</th>\n",
       "      <td>Video Streaming</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Video Streaming</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>670</th>\n",
       "      <td>Virtual Workforces</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Virtual Workforces</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>671</th>\n",
       "      <td>VoIP</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>VoIP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>672</th>\n",
       "      <td>Waste Ma0gement</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Waste Management</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>673</th>\n",
       "      <td>Watch</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Watch</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>674</th>\n",
       "      <td>Water</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Water</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>675</th>\n",
       "      <td>Water Purification</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Water Purification</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>676</th>\n",
       "      <td>Wearables</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Wearables</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>677</th>\n",
       "      <td>Web Browsers</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Web Browsers</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>678</th>\n",
       "      <td>Web Design</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Web Design</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>679</th>\n",
       "      <td>Web Development</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Web Development</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>680</th>\n",
       "      <td>Web Hosting</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Web Hosting</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>681</th>\n",
       "      <td>Web Tools</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Web Tools</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>682</th>\n",
       "      <td>Weddings</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Weddings</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>683</th>\n",
       "      <td>Wholesale</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Wholesale</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>684</th>\n",
       "      <td>Wine And Spirits</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Wine And Spirits</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>685</th>\n",
       "      <td>Wireless</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Wireless</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>686</th>\n",
       "      <td>Women</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Women</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>687</th>\n",
       "      <td>Young Adults</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Young Adults</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>687 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                          category_list  Automotive & Sports  \\\n",
       "1                                    3D                    0   \n",
       "2                           3D Printing                    0   \n",
       "3                         3D Technology                    0   \n",
       "4                            Accounting                    0   \n",
       "5                      Active Lifestyle                    0   \n",
       "6                          Ad Targeting                    0   \n",
       "7                    Advanced Materials                    0   \n",
       "8                      Adventure Travel                    1   \n",
       "9                           Advertising                    0   \n",
       "10                Advertising Exchanges                    0   \n",
       "11                 Advertising Networks                    0   \n",
       "12                Advertising Platforms                    0   \n",
       "13                               Advice                    0   \n",
       "14                            Aerospace                    1   \n",
       "15                          Agriculture                    0   \n",
       "16                Air Pollution Control                    0   \n",
       "17                           Algorithms                    0   \n",
       "18                          All Markets                    0   \n",
       "19                         All Students                    0   \n",
       "20                  Alter0tive Medicine                    0   \n",
       "21                               Alumni                    0   \n",
       "22                             A0lytics                    0   \n",
       "23                              Android                    0   \n",
       "24                               Angels                    0   \n",
       "25                          Animal Feed                    0   \n",
       "26           Anything Capital Intensive                    0   \n",
       "27                        App Discovery                    0   \n",
       "28                        App Marketing                    0   \n",
       "29                           App Stores                    0   \n",
       "30   Application Performance Monitoring                    0   \n",
       "..                                  ...                  ...   \n",
       "658                           Usability                    0   \n",
       "659              User Experience Design                    0   \n",
       "660                      User Interface                    0   \n",
       "661                           Utilities                    0   \n",
       "662             Vending and Concessions                    0   \n",
       "663                     Venture Capital                    0   \n",
       "664                           Veteri0ry                    0   \n",
       "665                               Video                    0   \n",
       "666                  Video Conferencing                    0   \n",
       "667                         Video Games                    0   \n",
       "668                     Video on Demand                    0   \n",
       "669                     Video Streaming                    0   \n",
       "670                  Virtual Workforces                    0   \n",
       "671                                VoIP                    0   \n",
       "672                     Waste Ma0gement                    0   \n",
       "673                               Watch                    0   \n",
       "674                               Water                    0   \n",
       "675                  Water Purification                    0   \n",
       "676                           Wearables                    0   \n",
       "677                        Web Browsers                    0   \n",
       "678                          Web Design                    0   \n",
       "679                     Web Development                    0   \n",
       "680                         Web Hosting                    0   \n",
       "681                           Web Tools                    0   \n",
       "682                            Weddings                    0   \n",
       "683                           Wholesale                    0   \n",
       "684                    Wine And Spirits                    0   \n",
       "685                            Wireless                    0   \n",
       "686                               Women                    0   \n",
       "687                        Young Adults                    0   \n",
       "\n",
       "     Cleantech / Semiconductors  Entertainment  Health  Manufacturing  \\\n",
       "1                             0              0       0              1   \n",
       "2                             0              0       0              1   \n",
       "3                             0              0       0              1   \n",
       "4                             0              0       0              0   \n",
       "5                             0              0       1              0   \n",
       "6                             0              0       0              0   \n",
       "7                             0              0       0              1   \n",
       "8                             0              0       0              0   \n",
       "9                             0              0       0              0   \n",
       "10                            0              0       0              0   \n",
       "11                            0              0       0              0   \n",
       "12                            0              0       0              0   \n",
       "13                            0              0       0              0   \n",
       "14                            0              0       0              0   \n",
       "15                            0              0       0              1   \n",
       "16                            1              0       0              0   \n",
       "17                            0              0       0              0   \n",
       "18                            0              0       0              0   \n",
       "19                            0              0       0              0   \n",
       "20                            0              0       1              0   \n",
       "21                            0              0       0              0   \n",
       "22                            0              0       0              0   \n",
       "23                            0              0       0              0   \n",
       "24                            0              0       0              0   \n",
       "25                            0              0       1              0   \n",
       "26                            0              0       0              0   \n",
       "27                            0              0       0              0   \n",
       "28                            0              0       0              0   \n",
       "29                            0              0       0              0   \n",
       "30                            0              0       0              0   \n",
       "..                          ...            ...     ...            ...   \n",
       "658                           0              0       0              0   \n",
       "659                           0              0       0              0   \n",
       "660                           0              0       0              0   \n",
       "661                           0              0       0              0   \n",
       "662                           0              0       0              0   \n",
       "663                           0              0       0              0   \n",
       "664                           0              0       1              0   \n",
       "665                           0              1       0              0   \n",
       "666                           0              1       0              0   \n",
       "667                           0              1       0              0   \n",
       "668                           0              1       0              0   \n",
       "669                           0              1       0              0   \n",
       "670                           0              1       0              0   \n",
       "671                           0              1       0              0   \n",
       "672                           1              0       0              0   \n",
       "673                           0              0       0              0   \n",
       "674                           1              0       0              0   \n",
       "675                           1              0       0              0   \n",
       "676                           1              0       0              0   \n",
       "677                           0              0       0              0   \n",
       "678                           0              0       0              0   \n",
       "679                           0              0       0              0   \n",
       "680                           0              0       0              0   \n",
       "681                           0              0       0              0   \n",
       "682                           0              1       0              0   \n",
       "683                           0              0       0              0   \n",
       "684                           0              1       0              0   \n",
       "685                           0              1       0              0   \n",
       "686                           0              0       0              0   \n",
       "687                           0              0       0              0   \n",
       "\n",
       "     News, Search and Messaging  Others  \\\n",
       "1                             0       0   \n",
       "2                             0       0   \n",
       "3                             0       0   \n",
       "4                             0       0   \n",
       "5                             0       0   \n",
       "6                             0       0   \n",
       "7                             0       0   \n",
       "8                             0       0   \n",
       "9                             0       0   \n",
       "10                            0       0   \n",
       "11                            0       0   \n",
       "12                            0       0   \n",
       "13                            0       1   \n",
       "14                            0       0   \n",
       "15                            0       0   \n",
       "16                            0       0   \n",
       "17                            0       1   \n",
       "18                            0       1   \n",
       "19                            0       1   \n",
       "20                            0       0   \n",
       "21                            0       1   \n",
       "22                            0       0   \n",
       "23                            0       0   \n",
       "24                            0       1   \n",
       "25                            0       0   \n",
       "26                            0       0   \n",
       "27                            1       0   \n",
       "28                            1       0   \n",
       "29                            1       0   \n",
       "30                            1       0   \n",
       "..                          ...     ...   \n",
       "658                           0       1   \n",
       "659                           0       1   \n",
       "660                           0       1   \n",
       "661                           0       1   \n",
       "662                           0       1   \n",
       "663                           0       0   \n",
       "664                           0       0   \n",
       "665                           0       0   \n",
       "666                           0       0   \n",
       "667                           0       0   \n",
       "668                           0       0   \n",
       "669                           0       0   \n",
       "670                           0       0   \n",
       "671                           0       0   \n",
       "672                           0       0   \n",
       "673                           0       1   \n",
       "674                           0       0   \n",
       "675                           0       0   \n",
       "676                           0       0   \n",
       "677                           1       0   \n",
       "678                           1       0   \n",
       "679                           0       1   \n",
       "680                           0       1   \n",
       "681                           0       1   \n",
       "682                           0       0   \n",
       "683                           0       1   \n",
       "684                           0       0   \n",
       "685                           0       0   \n",
       "686                           0       1   \n",
       "687                           0       1   \n",
       "\n",
       "     Social, Finance, Analytics, Advertising  \\\n",
       "1                                          0   \n",
       "2                                          0   \n",
       "3                                          0   \n",
       "4                                          1   \n",
       "5                                          0   \n",
       "6                                          1   \n",
       "7                                          0   \n",
       "8                                          0   \n",
       "9                                          1   \n",
       "10                                         1   \n",
       "11                                         1   \n",
       "12                                         1   \n",
       "13                                         0   \n",
       "14                                         0   \n",
       "15                                         0   \n",
       "16                                         0   \n",
       "17                                         0   \n",
       "18                                         0   \n",
       "19                                         0   \n",
       "20                                         0   \n",
       "21                                         0   \n",
       "22                                         1   \n",
       "23                                         1   \n",
       "24                                         0   \n",
       "25                                         0   \n",
       "26                                         1   \n",
       "27                                         0   \n",
       "28                                         0   \n",
       "29                                         0   \n",
       "30                                         0   \n",
       "..                                       ...   \n",
       "658                                        0   \n",
       "659                                        0   \n",
       "660                                        0   \n",
       "661                                        0   \n",
       "662                                        0   \n",
       "663                                        1   \n",
       "664                                        0   \n",
       "665                                        0   \n",
       "666                                        0   \n",
       "667                                        0   \n",
       "668                                        0   \n",
       "669                                        0   \n",
       "670                                        0   \n",
       "671                                        0   \n",
       "672                                        0   \n",
       "673                                        0   \n",
       "674                                        0   \n",
       "675                                        0   \n",
       "676                                        0   \n",
       "677                                        0   \n",
       "678                                        0   \n",
       "679                                        0   \n",
       "680                                        0   \n",
       "681                                        0   \n",
       "682                                        0   \n",
       "683                                        0   \n",
       "684                                        0   \n",
       "685                                        0   \n",
       "686                                        0   \n",
       "687                                        0   \n",
       "\n",
       "                         primary_sector  \n",
       "1                                    3D  \n",
       "2                           3D Printing  \n",
       "3                         3D Technology  \n",
       "4                            Accounting  \n",
       "5                      Active Lifestyle  \n",
       "6                          Ad Targeting  \n",
       "7                    Advanced Materials  \n",
       "8                      Adventure Travel  \n",
       "9                           Advertising  \n",
       "10                Advertising Exchanges  \n",
       "11                 Advertising Networks  \n",
       "12                Advertising Platforms  \n",
       "13                               Advice  \n",
       "14                            Aerospace  \n",
       "15                          Agriculture  \n",
       "16                Air Pollution Control  \n",
       "17                           Algorithms  \n",
       "18                          All Markets  \n",
       "19                         All Students  \n",
       "20                 Alternative Medicine  \n",
       "21                               Alumni  \n",
       "22                            Analytics  \n",
       "23                              Android  \n",
       "24                               Angels  \n",
       "25                          Animal Feed  \n",
       "26           Anything Capital Intensive  \n",
       "27                        App Discovery  \n",
       "28                        App Marketing  \n",
       "29                           App Stores  \n",
       "30   Application Performance Monitoring  \n",
       "..                                  ...  \n",
       "658                           Usability  \n",
       "659              User Experience Design  \n",
       "660                      User Interface  \n",
       "661                           Utilities  \n",
       "662             Vending and Concessions  \n",
       "663                     Venture Capital  \n",
       "664                          Veterinary  \n",
       "665                               Video  \n",
       "666                  Video Conferencing  \n",
       "667                         Video Games  \n",
       "668                     Video on Demand  \n",
       "669                     Video Streaming  \n",
       "670                  Virtual Workforces  \n",
       "671                                VoIP  \n",
       "672                    Waste Management  \n",
       "673                               Watch  \n",
       "674                               Water  \n",
       "675                  Water Purification  \n",
       "676                           Wearables  \n",
       "677                        Web Browsers  \n",
       "678                          Web Design  \n",
       "679                     Web Development  \n",
       "680                         Web Hosting  \n",
       "681                           Web Tools  \n",
       "682                            Weddings  \n",
       "683                           Wholesale  \n",
       "684                    Wine And Spirits  \n",
       "685                            Wireless  \n",
       "686                               Women  \n",
       "687                        Young Adults  \n",
       "\n",
       "[687 rows x 10 columns]"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mapping['primary_sector']=mapping['category_list'].apply(lambda x:x.replace('0','na'))\n",
    "mapping"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>primary_sector</th>\n",
       "      <th>main_sector</th>\n",
       "      <th>value</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>3D Printing</td>\n",
       "      <td>Automotive &amp; Sports</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3D Technology</td>\n",
       "      <td>Automotive &amp; Sports</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Accounting</td>\n",
       "      <td>Automotive &amp; Sports</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Active Lifestyle</td>\n",
       "      <td>Automotive &amp; Sports</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Ad Targeting</td>\n",
       "      <td>Automotive &amp; Sports</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Advanced Materials</td>\n",
       "      <td>Automotive &amp; Sports</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Adventure Travel</td>\n",
       "      <td>Automotive &amp; Sports</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Advertising</td>\n",
       "      <td>Automotive &amp; Sports</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Advertising Exchanges</td>\n",
       "      <td>Automotive &amp; Sports</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Advertising Networks</td>\n",
       "      <td>Automotive &amp; Sports</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Advertising Platforms</td>\n",
       "      <td>Automotive &amp; Sports</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Advice</td>\n",
       "      <td>Automotive &amp; Sports</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Aerospace</td>\n",
       "      <td>Automotive &amp; Sports</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Agriculture</td>\n",
       "      <td>Automotive &amp; Sports</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Air Pollution Control</td>\n",
       "      <td>Automotive &amp; Sports</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Algorithms</td>\n",
       "      <td>Automotive &amp; Sports</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>All Markets</td>\n",
       "      <td>Automotive &amp; Sports</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>All Students</td>\n",
       "      <td>Automotive &amp; Sports</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Alternative Medicine</td>\n",
       "      <td>Automotive &amp; Sports</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Alumni</td>\n",
       "      <td>Automotive &amp; Sports</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Analytics</td>\n",
       "      <td>Automotive &amp; Sports</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Android</td>\n",
       "      <td>Automotive &amp; Sports</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Angels</td>\n",
       "      <td>Automotive &amp; Sports</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Animal Feed</td>\n",
       "      <td>Automotive &amp; Sports</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Anything Capital Intensive</td>\n",
       "      <td>Automotive &amp; Sports</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>App Discovery</td>\n",
       "      <td>Automotive &amp; Sports</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>App Marketing</td>\n",
       "      <td>Automotive &amp; Sports</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>App Stores</td>\n",
       "      <td>Automotive &amp; Sports</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Application Performance Monitoring</td>\n",
       "      <td>Automotive &amp; Sports</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Application Platforms</td>\n",
       "      <td>Automotive &amp; Sports</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5458</th>\n",
       "      <td>Usability</td>\n",
       "      <td>Social, Finance, Analytics, Advertising</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5459</th>\n",
       "      <td>User Experience Design</td>\n",
       "      <td>Social, Finance, Analytics, Advertising</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5460</th>\n",
       "      <td>User Interface</td>\n",
       "      <td>Social, Finance, Analytics, Advertising</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5461</th>\n",
       "      <td>Utilities</td>\n",
       "      <td>Social, Finance, Analytics, Advertising</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5462</th>\n",
       "      <td>Vending and Concessions</td>\n",
       "      <td>Social, Finance, Analytics, Advertising</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5463</th>\n",
       "      <td>Venture Capital</td>\n",
       "      <td>Social, Finance, Analytics, Advertising</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5464</th>\n",
       "      <td>Veterinary</td>\n",
       "      <td>Social, Finance, Analytics, Advertising</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5465</th>\n",
       "      <td>Video</td>\n",
       "      <td>Social, Finance, Analytics, Advertising</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5466</th>\n",
       "      <td>Video Conferencing</td>\n",
       "      <td>Social, Finance, Analytics, Advertising</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5467</th>\n",
       "      <td>Video Games</td>\n",
       "      <td>Social, Finance, Analytics, Advertising</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5468</th>\n",
       "      <td>Video on Demand</td>\n",
       "      <td>Social, Finance, Analytics, Advertising</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5469</th>\n",
       "      <td>Video Streaming</td>\n",
       "      <td>Social, Finance, Analytics, Advertising</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5470</th>\n",
       "      <td>Virtual Workforces</td>\n",
       "      <td>Social, Finance, Analytics, Advertising</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5471</th>\n",
       "      <td>VoIP</td>\n",
       "      <td>Social, Finance, Analytics, Advertising</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5472</th>\n",
       "      <td>Waste Management</td>\n",
       "      <td>Social, Finance, Analytics, Advertising</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5473</th>\n",
       "      <td>Watch</td>\n",
       "      <td>Social, Finance, Analytics, Advertising</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5474</th>\n",
       "      <td>Water</td>\n",
       "      <td>Social, Finance, Analytics, Advertising</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5475</th>\n",
       "      <td>Water Purification</td>\n",
       "      <td>Social, Finance, Analytics, Advertising</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5476</th>\n",
       "      <td>Wearables</td>\n",
       "      <td>Social, Finance, Analytics, Advertising</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5477</th>\n",
       "      <td>Web Browsers</td>\n",
       "      <td>Social, Finance, Analytics, Advertising</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5478</th>\n",
       "      <td>Web Design</td>\n",
       "      <td>Social, Finance, Analytics, Advertising</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5479</th>\n",
       "      <td>Web Development</td>\n",
       "      <td>Social, Finance, Analytics, Advertising</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5480</th>\n",
       "      <td>Web Hosting</td>\n",
       "      <td>Social, Finance, Analytics, Advertising</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5481</th>\n",
       "      <td>Web Tools</td>\n",
       "      <td>Social, Finance, Analytics, Advertising</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5482</th>\n",
       "      <td>Weddings</td>\n",
       "      <td>Social, Finance, Analytics, Advertising</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5483</th>\n",
       "      <td>Wholesale</td>\n",
       "      <td>Social, Finance, Analytics, Advertising</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5484</th>\n",
       "      <td>Wine And Spirits</td>\n",
       "      <td>Social, Finance, Analytics, Advertising</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5485</th>\n",
       "      <td>Wireless</td>\n",
       "      <td>Social, Finance, Analytics, Advertising</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5486</th>\n",
       "      <td>Women</td>\n",
       "      <td>Social, Finance, Analytics, Advertising</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5487</th>\n",
       "      <td>Young Adults</td>\n",
       "      <td>Social, Finance, Analytics, Advertising</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5488 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                          primary_sector  \\\n",
       "0                            3D Printing   \n",
       "1                          3D Technology   \n",
       "2                             Accounting   \n",
       "3                       Active Lifestyle   \n",
       "4                           Ad Targeting   \n",
       "5                     Advanced Materials   \n",
       "6                       Adventure Travel   \n",
       "7                            Advertising   \n",
       "8                  Advertising Exchanges   \n",
       "9                   Advertising Networks   \n",
       "10                 Advertising Platforms   \n",
       "11                                Advice   \n",
       "12                             Aerospace   \n",
       "13                           Agriculture   \n",
       "14                 Air Pollution Control   \n",
       "15                            Algorithms   \n",
       "16                           All Markets   \n",
       "17                          All Students   \n",
       "18                  Alternative Medicine   \n",
       "19                                Alumni   \n",
       "20                             Analytics   \n",
       "21                               Android   \n",
       "22                                Angels   \n",
       "23                           Animal Feed   \n",
       "24            Anything Capital Intensive   \n",
       "25                         App Discovery   \n",
       "26                         App Marketing   \n",
       "27                            App Stores   \n",
       "28    Application Performance Monitoring   \n",
       "29                 Application Platforms   \n",
       "...                                  ...   \n",
       "5458                           Usability   \n",
       "5459              User Experience Design   \n",
       "5460                      User Interface   \n",
       "5461                           Utilities   \n",
       "5462             Vending and Concessions   \n",
       "5463                     Venture Capital   \n",
       "5464                          Veterinary   \n",
       "5465                               Video   \n",
       "5466                  Video Conferencing   \n",
       "5467                         Video Games   \n",
       "5468                     Video on Demand   \n",
       "5469                     Video Streaming   \n",
       "5470                  Virtual Workforces   \n",
       "5471                                VoIP   \n",
       "5472                    Waste Management   \n",
       "5473                               Watch   \n",
       "5474                               Water   \n",
       "5475                  Water Purification   \n",
       "5476                           Wearables   \n",
       "5477                        Web Browsers   \n",
       "5478                          Web Design   \n",
       "5479                     Web Development   \n",
       "5480                         Web Hosting   \n",
       "5481                           Web Tools   \n",
       "5482                            Weddings   \n",
       "5483                           Wholesale   \n",
       "5484                    Wine And Spirits   \n",
       "5485                            Wireless   \n",
       "5486                               Women   \n",
       "5487                        Young Adults   \n",
       "\n",
       "                                  main_sector  value  \n",
       "0                         Automotive & Sports      0  \n",
       "1                         Automotive & Sports      0  \n",
       "2                         Automotive & Sports      0  \n",
       "3                         Automotive & Sports      0  \n",
       "4                         Automotive & Sports      0  \n",
       "5                         Automotive & Sports      0  \n",
       "6                         Automotive & Sports      1  \n",
       "7                         Automotive & Sports      0  \n",
       "8                         Automotive & Sports      0  \n",
       "9                         Automotive & Sports      0  \n",
       "10                        Automotive & Sports      0  \n",
       "11                        Automotive & Sports      0  \n",
       "12                        Automotive & Sports      1  \n",
       "13                        Automotive & Sports      0  \n",
       "14                        Automotive & Sports      0  \n",
       "15                        Automotive & Sports      0  \n",
       "16                        Automotive & Sports      0  \n",
       "17                        Automotive & Sports      0  \n",
       "18                        Automotive & Sports      0  \n",
       "19                        Automotive & Sports      0  \n",
       "20                        Automotive & Sports      0  \n",
       "21                        Automotive & Sports      0  \n",
       "22                        Automotive & Sports      0  \n",
       "23                        Automotive & Sports      0  \n",
       "24                        Automotive & Sports      0  \n",
       "25                        Automotive & Sports      0  \n",
       "26                        Automotive & Sports      0  \n",
       "27                        Automotive & Sports      0  \n",
       "28                        Automotive & Sports      0  \n",
       "29                        Automotive & Sports      0  \n",
       "...                                       ...    ...  \n",
       "5458  Social, Finance, Analytics, Advertising      0  \n",
       "5459  Social, Finance, Analytics, Advertising      0  \n",
       "5460  Social, Finance, Analytics, Advertising      0  \n",
       "5461  Social, Finance, Analytics, Advertising      0  \n",
       "5462  Social, Finance, Analytics, Advertising      0  \n",
       "5463  Social, Finance, Analytics, Advertising      1  \n",
       "5464  Social, Finance, Analytics, Advertising      0  \n",
       "5465  Social, Finance, Analytics, Advertising      0  \n",
       "5466  Social, Finance, Analytics, Advertising      0  \n",
       "5467  Social, Finance, Analytics, Advertising      0  \n",
       "5468  Social, Finance, Analytics, Advertising      0  \n",
       "5469  Social, Finance, Analytics, Advertising      0  \n",
       "5470  Social, Finance, Analytics, Advertising      0  \n",
       "5471  Social, Finance, Analytics, Advertising      0  \n",
       "5472  Social, Finance, Analytics, Advertising      0  \n",
       "5473  Social, Finance, Analytics, Advertising      0  \n",
       "5474  Social, Finance, Analytics, Advertising      0  \n",
       "5475  Social, Finance, Analytics, Advertising      0  \n",
       "5476  Social, Finance, Analytics, Advertising      0  \n",
       "5477  Social, Finance, Analytics, Advertising      0  \n",
       "5478  Social, Finance, Analytics, Advertising      0  \n",
       "5479  Social, Finance, Analytics, Advertising      0  \n",
       "5480  Social, Finance, Analytics, Advertising      0  \n",
       "5481  Social, Finance, Analytics, Advertising      0  \n",
       "5482  Social, Finance, Analytics, Advertising      0  \n",
       "5483  Social, Finance, Analytics, Advertising      0  \n",
       "5484  Social, Finance, Analytics, Advertising      0  \n",
       "5485  Social, Finance, Analytics, Advertising      0  \n",
       "5486  Social, Finance, Analytics, Advertising      0  \n",
       "5487  Social, Finance, Analytics, Advertising      0  \n",
       "\n",
       "[5488 rows x 3 columns]"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "s1=pd.melt(mapping[1:],id_vars=['primary_sector'],var_name='main_sector',value_vars=['Automotive & Sports','Cleantech / Semiconductors','Entertainment','Health','Manufacturing','News, Search and Messaging','Others','Social, Finance, Analytics, Advertising'])\n",
    "s1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [],
   "source": [
    "s2=s1.loc[(s1['value']==1)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>primary_sector</th>\n",
       "      <th>main_sector</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Adventure Travel</td>\n",
       "      <td>Automotive &amp; Sports</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Aerospace</td>\n",
       "      <td>Automotive &amp; Sports</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>Auto</td>\n",
       "      <td>Automotive &amp; Sports</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>Automated Kiosk</td>\n",
       "      <td>Automotive &amp; Sports</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>Automotive</td>\n",
       "      <td>Automotive &amp; Sports</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>Bicycles</td>\n",
       "      <td>Automotive &amp; Sports</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>Boating Industry</td>\n",
       "      <td>Automotive &amp; Sports</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>CAD</td>\n",
       "      <td>Automotive &amp; Sports</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>Cars</td>\n",
       "      <td>Automotive &amp; Sports</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186</th>\n",
       "      <td>Design</td>\n",
       "      <td>Automotive &amp; Sports</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187</th>\n",
       "      <td>Designers</td>\n",
       "      <td>Automotive &amp; Sports</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>211</th>\n",
       "      <td>Drones</td>\n",
       "      <td>Automotive &amp; Sports</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>224</th>\n",
       "      <td>Electric Vehicles</td>\n",
       "      <td>Automotive &amp; Sports</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>290</th>\n",
       "      <td>Fuels</td>\n",
       "      <td>Automotive &amp; Sports</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>329</th>\n",
       "      <td>Heavy Industry</td>\n",
       "      <td>Automotive &amp; Sports</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>362</th>\n",
       "      <td>Industrial Automation</td>\n",
       "      <td>Automotive &amp; Sports</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>407</th>\n",
       "      <td>Limousines</td>\n",
       "      <td>Automotive &amp; Sports</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600</th>\n",
       "      <td>Soccer</td>\n",
       "      <td>Automotive &amp; Sports</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>624</th>\n",
       "      <td>Sporting Goods</td>\n",
       "      <td>Automotive &amp; Sports</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>625</th>\n",
       "      <td>Sports</td>\n",
       "      <td>Automotive &amp; Sports</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>650</th>\n",
       "      <td>Transportation</td>\n",
       "      <td>Automotive &amp; Sports</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>655</th>\n",
       "      <td>Unmanned Air Systems</td>\n",
       "      <td>Automotive &amp; Sports</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>700</th>\n",
       "      <td>Air Pollution Control</td>\n",
       "      <td>Cleantech / Semiconductors</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>717</th>\n",
       "      <td>Aquaculture</td>\n",
       "      <td>Cleantech / Semiconductors</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>745</th>\n",
       "      <td>Bio-Pharm</td>\n",
       "      <td>Cleantech / Semiconductors</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>746</th>\n",
       "      <td>Biofuels</td>\n",
       "      <td>Cleantech / Semiconductors</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>747</th>\n",
       "      <td>Bioinformatics</td>\n",
       "      <td>Cleantech / Semiconductors</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>748</th>\n",
       "      <td>Biomass Power Generation</td>\n",
       "      <td>Cleantech / Semiconductors</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>749</th>\n",
       "      <td>Biometrics</td>\n",
       "      <td>Cleantech / Semiconductors</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>750</th>\n",
       "      <td>Biotechnology</td>\n",
       "      <td>Cleantech / Semiconductors</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5316</th>\n",
       "      <td>Personal Finance</td>\n",
       "      <td>Social, Finance, Analytics, Advertising</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5333</th>\n",
       "      <td>Pre Seed</td>\n",
       "      <td>Social, Finance, Analytics, Advertising</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5334</th>\n",
       "      <td>Predictive Analytics</td>\n",
       "      <td>Social, Finance, Analytics, Advertising</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5336</th>\n",
       "      <td>Price Comparison</td>\n",
       "      <td>Social, Finance, Analytics, Advertising</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5349</th>\n",
       "      <td>Promotional</td>\n",
       "      <td>Social, Finance, Analytics, Advertising</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5350</th>\n",
       "      <td>Property Management</td>\n",
       "      <td>Social, Finance, Analytics, Advertising</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5351</th>\n",
       "      <td>Public Relations</td>\n",
       "      <td>Social, Finance, Analytics, Advertising</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5370</th>\n",
       "      <td>Retail</td>\n",
       "      <td>Social, Finance, Analytics, Advertising</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5371</th>\n",
       "      <td>Retail Technology</td>\n",
       "      <td>Social, Finance, Analytics, Advertising</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5375</th>\n",
       "      <td>Risk Management</td>\n",
       "      <td>Social, Finance, Analytics, Advertising</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5378</th>\n",
       "      <td>Sales and Marketing</td>\n",
       "      <td>Social, Finance, Analytics, Advertising</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5403</th>\n",
       "      <td>Social + Mobile + Local</td>\n",
       "      <td>Social, Finance, Analytics, Advertising</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5404</th>\n",
       "      <td>Social Bookmarking</td>\n",
       "      <td>Social, Finance, Analytics, Advertising</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5405</th>\n",
       "      <td>Social Business</td>\n",
       "      <td>Social, Finance, Analytics, Advertising</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5406</th>\n",
       "      <td>Social Buying</td>\n",
       "      <td>Social, Finance, Analytics, Advertising</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5407</th>\n",
       "      <td>Social Commerce</td>\n",
       "      <td>Social, Finance, Analytics, Advertising</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5408</th>\n",
       "      <td>Social CRM</td>\n",
       "      <td>Social, Finance, Analytics, Advertising</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5409</th>\n",
       "      <td>Social Fundraising</td>\n",
       "      <td>Social, Finance, Analytics, Advertising</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5410</th>\n",
       "      <td>Social Games</td>\n",
       "      <td>Social, Finance, Analytics, Advertising</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5411</th>\n",
       "      <td>Social Media</td>\n",
       "      <td>Social, Finance, Analytics, Advertising</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5412</th>\n",
       "      <td>Social Media Management</td>\n",
       "      <td>Social, Finance, Analytics, Advertising</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5413</th>\n",
       "      <td>Social Media Marketing</td>\n",
       "      <td>Social, Finance, Analytics, Advertising</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5414</th>\n",
       "      <td>Social Media Platforms</td>\n",
       "      <td>Social, Finance, Analytics, Advertising</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5415</th>\n",
       "      <td>Social Network Media</td>\n",
       "      <td>Social, Finance, Analytics, Advertising</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5416</th>\n",
       "      <td>Social News</td>\n",
       "      <td>Social, Finance, Analytics, Advertising</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5417</th>\n",
       "      <td>Social Recruiting</td>\n",
       "      <td>Social, Finance, Analytics, Advertising</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5418</th>\n",
       "      <td>Social Television</td>\n",
       "      <td>Social, Finance, Analytics, Advertising</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5419</th>\n",
       "      <td>Social Travel</td>\n",
       "      <td>Social, Finance, Analytics, Advertising</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5430</th>\n",
       "      <td>Stock Exchanges</td>\n",
       "      <td>Social, Finance, Analytics, Advertising</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5463</th>\n",
       "      <td>Venture Capital</td>\n",
       "      <td>Social, Finance, Analytics, Advertising</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>686 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                primary_sector                              main_sector\n",
       "6             Adventure Travel                      Automotive & Sports\n",
       "12                   Aerospace                      Automotive & Sports\n",
       "43                        Auto                      Automotive & Sports\n",
       "44             Automated Kiosk                      Automotive & Sports\n",
       "45                  Automotive                      Automotive & Sports\n",
       "55                    Bicycles                      Automotive & Sports\n",
       "67            Boating Industry                      Automotive & Sports\n",
       "85                         CAD                      Automotive & Sports\n",
       "91                        Cars                      Automotive & Sports\n",
       "186                     Design                      Automotive & Sports\n",
       "187                  Designers                      Automotive & Sports\n",
       "211                     Drones                      Automotive & Sports\n",
       "224          Electric Vehicles                      Automotive & Sports\n",
       "290                      Fuels                      Automotive & Sports\n",
       "329             Heavy Industry                      Automotive & Sports\n",
       "362      Industrial Automation                      Automotive & Sports\n",
       "407                 Limousines                      Automotive & Sports\n",
       "600                     Soccer                      Automotive & Sports\n",
       "624             Sporting Goods                      Automotive & Sports\n",
       "625                     Sports                      Automotive & Sports\n",
       "650             Transportation                      Automotive & Sports\n",
       "655       Unmanned Air Systems                      Automotive & Sports\n",
       "700      Air Pollution Control               Cleantech / Semiconductors\n",
       "717                Aquaculture               Cleantech / Semiconductors\n",
       "745                  Bio-Pharm               Cleantech / Semiconductors\n",
       "746                   Biofuels               Cleantech / Semiconductors\n",
       "747             Bioinformatics               Cleantech / Semiconductors\n",
       "748   Biomass Power Generation               Cleantech / Semiconductors\n",
       "749                 Biometrics               Cleantech / Semiconductors\n",
       "750              Biotechnology               Cleantech / Semiconductors\n",
       "...                        ...                                      ...\n",
       "5316          Personal Finance  Social, Finance, Analytics, Advertising\n",
       "5333                  Pre Seed  Social, Finance, Analytics, Advertising\n",
       "5334      Predictive Analytics  Social, Finance, Analytics, Advertising\n",
       "5336          Price Comparison  Social, Finance, Analytics, Advertising\n",
       "5349               Promotional  Social, Finance, Analytics, Advertising\n",
       "5350       Property Management  Social, Finance, Analytics, Advertising\n",
       "5351          Public Relations  Social, Finance, Analytics, Advertising\n",
       "5370                    Retail  Social, Finance, Analytics, Advertising\n",
       "5371         Retail Technology  Social, Finance, Analytics, Advertising\n",
       "5375           Risk Management  Social, Finance, Analytics, Advertising\n",
       "5378       Sales and Marketing  Social, Finance, Analytics, Advertising\n",
       "5403   Social + Mobile + Local  Social, Finance, Analytics, Advertising\n",
       "5404        Social Bookmarking  Social, Finance, Analytics, Advertising\n",
       "5405           Social Business  Social, Finance, Analytics, Advertising\n",
       "5406             Social Buying  Social, Finance, Analytics, Advertising\n",
       "5407           Social Commerce  Social, Finance, Analytics, Advertising\n",
       "5408                Social CRM  Social, Finance, Analytics, Advertising\n",
       "5409        Social Fundraising  Social, Finance, Analytics, Advertising\n",
       "5410              Social Games  Social, Finance, Analytics, Advertising\n",
       "5411              Social Media  Social, Finance, Analytics, Advertising\n",
       "5412   Social Media Management  Social, Finance, Analytics, Advertising\n",
       "5413    Social Media Marketing  Social, Finance, Analytics, Advertising\n",
       "5414    Social Media Platforms  Social, Finance, Analytics, Advertising\n",
       "5415      Social Network Media  Social, Finance, Analytics, Advertising\n",
       "5416               Social News  Social, Finance, Analytics, Advertising\n",
       "5417         Social Recruiting  Social, Finance, Analytics, Advertising\n",
       "5418         Social Television  Social, Finance, Analytics, Advertising\n",
       "5419             Social Travel  Social, Finance, Analytics, Advertising\n",
       "5430           Stock Exchanges  Social, Finance, Analytics, Advertising\n",
       "5463           Venture Capital  Social, Finance, Analytics, Advertising\n",
       "\n",
       "[686 rows x 2 columns]"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "s2.drop('value',axis=1,inplace=True)\n",
    "s2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Merging the sectors into the respective TOP3 countries data frames"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>funding_round_permalink</th>\n",
       "      <th>funding_round_type</th>\n",
       "      <th>funding_round_code</th>\n",
       "      <th>funded_at</th>\n",
       "      <th>raised_amount_usd</th>\n",
       "      <th>permalink</th>\n",
       "      <th>name</th>\n",
       "      <th>homepage_url</th>\n",
       "      <th>category_list</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>founded_at</th>\n",
       "      <th>primary_language</th>\n",
       "      <th>primary_sector</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>/funding-round/9a01d05418af9f794eebff7ace91f638</td>\n",
       "      <td>venture</td>\n",
       "      <td>B</td>\n",
       "      <td>05-01-2015</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>/organization/-fame</td>\n",
       "      <td>#fame</td>\n",
       "      <td>http://livfame.com</td>\n",
       "      <td>Media</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>16</td>\n",
       "      <td>Mumbai</td>\n",
       "      <td>Mumbai</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "      <td>Media</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>/funding-round/e07f6e580046d00c7aeb33fafb9d90a3</td>\n",
       "      <td>venture</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22-07-2013</td>\n",
       "      <td>NaN</td>\n",
       "      <td>/organization/1000lookz</td>\n",
       "      <td>1000Lookz</td>\n",
       "      <td>http://1000lookz.com</td>\n",
       "      <td>Beauty</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>25</td>\n",
       "      <td>Chennai</td>\n",
       "      <td>Chennai</td>\n",
       "      <td>01-01-2008</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "      <td>Beauty</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>/funding-round/6de7ffef8091ba9f33821f4b861f434a</td>\n",
       "      <td>venture</td>\n",
       "      <td>C</td>\n",
       "      <td>15-11-2012</td>\n",
       "      <td>6369507.0</td>\n",
       "      <td>/organization/21diamonds-india</td>\n",
       "      <td>21Diamonds</td>\n",
       "      <td>http://www.21diamonds.de</td>\n",
       "      <td>E-Commerce</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>10</td>\n",
       "      <td>New Delhi</td>\n",
       "      <td>Gurgaon</td>\n",
       "      <td>01-06-2012</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "      <td>E-Commerce</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>/funding-round/4cd5cd165bc869bc40705a9e4b626bee</td>\n",
       "      <td>venture</td>\n",
       "      <td>NaN</td>\n",
       "      <td>06-11-2007</td>\n",
       "      <td>4000000.0</td>\n",
       "      <td>/organization/247-learning-private</td>\n",
       "      <td>24x7 Learning</td>\n",
       "      <td>http://www.24x7learning.com</td>\n",
       "      <td>EdTech|Education|Systems</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>19</td>\n",
       "      <td>Bangalore</td>\n",
       "      <td>Bangalore</td>\n",
       "      <td>01-01-2001</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "      <td>EdTech</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>/funding-round/bbedf1410fddeed341018583bbd0ca1e</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>01-12-2007</td>\n",
       "      <td>1240000.0</td>\n",
       "      <td>/organization/3dsoc</td>\n",
       "      <td>3DSoC</td>\n",
       "      <td>http://www.3dsoc.com</td>\n",
       "      <td>3D|Mobile</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>19</td>\n",
       "      <td>Bangalore</td>\n",
       "      <td>Bangalore</td>\n",
       "      <td>01-06-2006</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "      <td>3D</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>/funding-round/da8918e533a7caf0df0dc8d3f506c0f8</td>\n",
       "      <td>venture</td>\n",
       "      <td>B</td>\n",
       "      <td>01-08-2010</td>\n",
       "      <td>825000.0</td>\n",
       "      <td>/organization/3dsoc</td>\n",
       "      <td>3DSoC</td>\n",
       "      <td>http://www.3dsoc.com</td>\n",
       "      <td>3D|Mobile</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>19</td>\n",
       "      <td>Bangalore</td>\n",
       "      <td>Bangalore</td>\n",
       "      <td>01-06-2006</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "      <td>3D</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>/funding-round/87ada2328b16d0e9f5122e7dff49cf0c</td>\n",
       "      <td>venture</td>\n",
       "      <td>B</td>\n",
       "      <td>17-04-2015</td>\n",
       "      <td>NaN</td>\n",
       "      <td>/organization/99games-online-private-limited</td>\n",
       "      <td>99Games Online Private Limited</td>\n",
       "      <td>http://www.99games.in</td>\n",
       "      <td>Games</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>19</td>\n",
       "      <td>Udupi</td>\n",
       "      <td>Udupi</td>\n",
       "      <td>01-01-2008</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "      <td>Games</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>/funding-round/18d98f82ed392b1609975b81f3e8b3fb</td>\n",
       "      <td>venture</td>\n",
       "      <td>B</td>\n",
       "      <td>09-09-2008</td>\n",
       "      <td>6410000.0</td>\n",
       "      <td>/organization/a-little-world</td>\n",
       "      <td>A LITTLE WORLD</td>\n",
       "      <td>http://alittleworld.com</td>\n",
       "      <td>Finance</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>16</td>\n",
       "      <td>Mumbai</td>\n",
       "      <td>Mumbai</td>\n",
       "      <td>02-03-2000</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "      <td>Finance</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>/funding-round/e53264a913cb88b0bbffa912d0c0bfc6</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>10-03-2015</td>\n",
       "      <td>NaN</td>\n",
       "      <td>/organization/abhinav-outsourcings-pvt-ltd</td>\n",
       "      <td>Abhinav Outsourcings Pvt. Ltd</td>\n",
       "      <td>http://www.abhinav.com/</td>\n",
       "      <td>Business Services|Outsourcing</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>7</td>\n",
       "      <td>New Delhi</td>\n",
       "      <td>New Delhi</td>\n",
       "      <td>02-10-1994</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "      <td>Business Services</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>/funding-round/e8be4d4069d490218db8008f4aefa0f0</td>\n",
       "      <td>venture</td>\n",
       "      <td>C</td>\n",
       "      <td>31-03-2008</td>\n",
       "      <td>25090000.0</td>\n",
       "      <td>/organization/acb-india-limited</td>\n",
       "      <td>ACB (India) Limited</td>\n",
       "      <td>http://www.aryancoal.com</td>\n",
       "      <td>Energy|Mining Technologies</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>10</td>\n",
       "      <td>New Delhi</td>\n",
       "      <td>Gurgaon</td>\n",
       "      <td>01-01-1997</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "      <td>Energy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>/funding-round/45c0beae40e5b71231f9be5954a57ebb</td>\n",
       "      <td>venture</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20-06-2014</td>\n",
       "      <td>NaN</td>\n",
       "      <td>/organization/addresshealth</td>\n",
       "      <td>AddressHealth</td>\n",
       "      <td>http://www.addresshealth.com/</td>\n",
       "      <td>Child Care|Health and Wellness|Health Care|Med...</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>19</td>\n",
       "      <td>Bangalore</td>\n",
       "      <td>Bangalore City</td>\n",
       "      <td>01-01-2010</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "      <td>Child Care</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>/funding-round/508d3c83daaae9fda3ba6f9682c78f6c</td>\n",
       "      <td>venture</td>\n",
       "      <td>NaN</td>\n",
       "      <td>28-10-2014</td>\n",
       "      <td>8180000.0</td>\n",
       "      <td>/organization/adlabs-imagica</td>\n",
       "      <td>Adlabs Imagica</td>\n",
       "      <td>http://www.adlabsimagica.com</td>\n",
       "      <td>Entertainment|Tourism</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>16</td>\n",
       "      <td>IND - Other</td>\n",
       "      <td>Khopoli</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "      <td>Entertainment</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>/funding-round/c20aaba1bf7395c85fef61c08ed7e052</td>\n",
       "      <td>venture</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16-02-2015</td>\n",
       "      <td>NaN</td>\n",
       "      <td>/organization/adpushup</td>\n",
       "      <td>AdPushup</td>\n",
       "      <td>http://adpushup.com</td>\n",
       "      <td>Advertising Platforms|Apps|Monetization</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>7</td>\n",
       "      <td>New Delhi</td>\n",
       "      <td>New Delhi</td>\n",
       "      <td>01-01-2013</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "      <td>Advertising Platforms</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>/funding-round/cd3dd1c98ce9d0f632d8752163941674</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>01-05-2011</td>\n",
       "      <td>5740000.0</td>\n",
       "      <td>/organization/agile</td>\n",
       "      <td>Agile</td>\n",
       "      <td>http://www.agile-ft.com</td>\n",
       "      <td>Finance|Finance Technology|FinTech|Insurance</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>16</td>\n",
       "      <td>Mumbai</td>\n",
       "      <td>Mumbai</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "      <td>Finance</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>/funding-round/7f12c8c8e24c3629d89f23e99168f8be</td>\n",
       "      <td>venture</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13-08-2015</td>\n",
       "      <td>4000000.0</td>\n",
       "      <td>/organization/agrostar</td>\n",
       "      <td>Agrostar</td>\n",
       "      <td>http://agrostar.in/</td>\n",
       "      <td>E-Commerce</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>16</td>\n",
       "      <td>Pune</td>\n",
       "      <td>Pune</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "      <td>E-Commerce</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>/funding-round/3d88f3874ff8e90bab6c2ea837fd33d6</td>\n",
       "      <td>venture</td>\n",
       "      <td>B</td>\n",
       "      <td>18-05-2015</td>\n",
       "      <td>16000000.0</td>\n",
       "      <td>/organization/akosha</td>\n",
       "      <td>Akosha</td>\n",
       "      <td>http://www.akosha.com</td>\n",
       "      <td>Consumer Internet|Digital Media|Enterprise Sof...</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>7</td>\n",
       "      <td>New Delhi</td>\n",
       "      <td>New Delhi</td>\n",
       "      <td>01-06-2010</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "      <td>Consumer Internet</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>/funding-round/908a8813e2273a2bc604bf40a45c15ff</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>01-07-2014</td>\n",
       "      <td>5000000.0</td>\n",
       "      <td>/organization/akosha</td>\n",
       "      <td>Akosha</td>\n",
       "      <td>http://www.akosha.com</td>\n",
       "      <td>Consumer Internet|Digital Media|Enterprise Sof...</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>7</td>\n",
       "      <td>New Delhi</td>\n",
       "      <td>New Delhi</td>\n",
       "      <td>01-06-2010</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "      <td>Consumer Internet</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>/funding-round/e26652632254f4b0a8400d149a203cd1</td>\n",
       "      <td>venture</td>\n",
       "      <td>NaN</td>\n",
       "      <td>28-09-2010</td>\n",
       "      <td>175000.0</td>\n",
       "      <td>/organization/allied-digital-services</td>\n",
       "      <td>Allied Digital Services</td>\n",
       "      <td>http://www.allieddigital.net/in</td>\n",
       "      <td>Consulting</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>16</td>\n",
       "      <td>Mumbai</td>\n",
       "      <td>Mumbai</td>\n",
       "      <td>01-01-1995</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "      <td>Consulting</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>/funding-round/1163081f3b47e809ab12a63423be1867</td>\n",
       "      <td>venture</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11-08-2015</td>\n",
       "      <td>20000000.0</td>\n",
       "      <td>/organization/allygrow-technologies</td>\n",
       "      <td>Allygrow Technologies</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Aerospace|Automotive|Engineering Firms|Medical...</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>16</td>\n",
       "      <td>Pune</td>\n",
       "      <td>Pune</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "      <td>Aerospace</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>/funding-round/32830aa2cee2abb1fac27daf027fa55e</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>17-11-2010</td>\n",
       "      <td>3000000.0</td>\n",
       "      <td>/organization/althea-systems</td>\n",
       "      <td>Althea Systems</td>\n",
       "      <td>http://www.altheasystems.com</td>\n",
       "      <td>Hardware + Software</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>19</td>\n",
       "      <td>Bangalore</td>\n",
       "      <td>Bangalore</td>\n",
       "      <td>01-01-2009</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "      <td>Hardware + Software</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>/funding-round/aadd9b2007da0d7b5a8845bfc7f4fbcf</td>\n",
       "      <td>venture</td>\n",
       "      <td>C</td>\n",
       "      <td>19-01-2015</td>\n",
       "      <td>NaN</td>\n",
       "      <td>/organization/amagi-media-labs</td>\n",
       "      <td>Amagi Media Labs</td>\n",
       "      <td>http://amagi.com</td>\n",
       "      <td>Advertising</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>19</td>\n",
       "      <td>Bangalore</td>\n",
       "      <td>Bangalore</td>\n",
       "      <td>01-01-2008</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "      <td>Advertising</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>/funding-round/f244a91cc714317f6fbbc80dcc1d5135</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>17-06-2013</td>\n",
       "      <td>5500000.0</td>\n",
       "      <td>/organization/amagi-media-labs</td>\n",
       "      <td>Amagi Media Labs</td>\n",
       "      <td>http://amagi.com</td>\n",
       "      <td>Advertising</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>19</td>\n",
       "      <td>Bangalore</td>\n",
       "      <td>Bangalore</td>\n",
       "      <td>01-01-2008</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "      <td>Advertising</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>/funding-round/81b50a403d5d2293715fe9b0ce4db5d3</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>03-07-2015</td>\n",
       "      <td>5000000.0</td>\n",
       "      <td>/organization/ameyo</td>\n",
       "      <td>Ameyo</td>\n",
       "      <td>http://www.ameyo.com/</td>\n",
       "      <td>Software</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>10</td>\n",
       "      <td>New Delhi</td>\n",
       "      <td>Gurgaon</td>\n",
       "      <td>01-01-2003</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "      <td>Software</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>/funding-round/1e2b54335e2a41d8d7db25b7c11db399</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>10-04-2012</td>\n",
       "      <td>5000000.0</td>\n",
       "      <td>/organization/ani-technologies</td>\n",
       "      <td>Ola</td>\n",
       "      <td>http://www.olacabs.com</td>\n",
       "      <td>Automotive|E-Commerce|Internet|Mobile|Mobile C...</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>28</td>\n",
       "      <td>Kolkata</td>\n",
       "      <td>Kolkata</td>\n",
       "      <td>03-12-2010</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "      <td>Automotive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>/funding-round/3722a5bf71ee371f98e83fe2dd04596d</td>\n",
       "      <td>venture</td>\n",
       "      <td>D</td>\n",
       "      <td>25-10-2014</td>\n",
       "      <td>210000000.0</td>\n",
       "      <td>/organization/ani-technologies</td>\n",
       "      <td>Ola</td>\n",
       "      <td>http://www.olacabs.com</td>\n",
       "      <td>Automotive|E-Commerce|Internet|Mobile|Mobile C...</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>28</td>\n",
       "      <td>Kolkata</td>\n",
       "      <td>Kolkata</td>\n",
       "      <td>03-12-2010</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "      <td>Automotive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>/funding-round/b6d53e0d0ecf4b720d5a8306e20d97fd</td>\n",
       "      <td>venture</td>\n",
       "      <td>F</td>\n",
       "      <td>17-11-2015</td>\n",
       "      <td>500000000.0</td>\n",
       "      <td>/organization/ani-technologies</td>\n",
       "      <td>Ola</td>\n",
       "      <td>http://www.olacabs.com</td>\n",
       "      <td>Automotive|E-Commerce|Internet|Mobile|Mobile C...</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>28</td>\n",
       "      <td>Kolkata</td>\n",
       "      <td>Kolkata</td>\n",
       "      <td>03-12-2010</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "      <td>Automotive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>/funding-round/bbce7c1d8470d24a5b05375a1e58a34e</td>\n",
       "      <td>venture</td>\n",
       "      <td>E</td>\n",
       "      <td>15-04-2015</td>\n",
       "      <td>400000000.0</td>\n",
       "      <td>/organization/ani-technologies</td>\n",
       "      <td>Ola</td>\n",
       "      <td>http://www.olacabs.com</td>\n",
       "      <td>Automotive|E-Commerce|Internet|Mobile|Mobile C...</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>28</td>\n",
       "      <td>Kolkata</td>\n",
       "      <td>Kolkata</td>\n",
       "      <td>03-12-2010</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "      <td>Automotive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>/funding-round/d585974a6ae7ca30ff102a0691ab2c1b</td>\n",
       "      <td>venture</td>\n",
       "      <td>B</td>\n",
       "      <td>12-11-2013</td>\n",
       "      <td>20000000.0</td>\n",
       "      <td>/organization/ani-technologies</td>\n",
       "      <td>Ola</td>\n",
       "      <td>http://www.olacabs.com</td>\n",
       "      <td>Automotive|E-Commerce|Internet|Mobile|Mobile C...</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>28</td>\n",
       "      <td>Kolkata</td>\n",
       "      <td>Kolkata</td>\n",
       "      <td>03-12-2010</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "      <td>Automotive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>/funding-round/e0e7c05049288bed3a9abf6741d7b6f4</td>\n",
       "      <td>venture</td>\n",
       "      <td>C</td>\n",
       "      <td>09-07-2014</td>\n",
       "      <td>41500000.0</td>\n",
       "      <td>/organization/ani-technologies</td>\n",
       "      <td>Ola</td>\n",
       "      <td>http://www.olacabs.com</td>\n",
       "      <td>Automotive|E-Commerce|Internet|Mobile|Mobile C...</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>28</td>\n",
       "      <td>Kolkata</td>\n",
       "      <td>Kolkata</td>\n",
       "      <td>03-12-2010</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "      <td>Automotive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>/funding-round/1e9a9f12647eecd6fec8e4bfc6656ece</td>\n",
       "      <td>venture</td>\n",
       "      <td>C</td>\n",
       "      <td>08-04-2015</td>\n",
       "      <td>4200000.0</td>\n",
       "      <td>/organization/annapurna-microfinace</td>\n",
       "      <td>Annapurna Microfinace</td>\n",
       "      <td>http://ampl.net.in</td>\n",
       "      <td>Finance</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>21</td>\n",
       "      <td>Bhubaneswar</td>\n",
       "      <td>Bhubaneswar</td>\n",
       "      <td>01-01-2009</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "      <td>Finance</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2868</th>\n",
       "      <td>/funding-round/e32c27c2350aec34dcfb2686ac63d4f2</td>\n",
       "      <td>venture</td>\n",
       "      <td>NaN</td>\n",
       "      <td>19-03-2015</td>\n",
       "      <td>3270000.0</td>\n",
       "      <td>/organization/theasianparent</td>\n",
       "      <td>theAsianparent</td>\n",
       "      <td>http://sg.theasianparent.com</td>\n",
       "      <td>Communities|News|Publishing</td>\n",
       "      <td>operating</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>01-01-2008</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "      <td>Communities</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2869</th>\n",
       "      <td>/funding-round/f11cd5ce43ddd80817d7aea5a92f9e13</td>\n",
       "      <td>venture</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21-07-2014</td>\n",
       "      <td>NaN</td>\n",
       "      <td>/organization/thinxtream-technologies</td>\n",
       "      <td>Thinxtream Technologies</td>\n",
       "      <td>http://thinxtream.com</td>\n",
       "      <td>Software</td>\n",
       "      <td>operating</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>01-01-2010</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "      <td>Software</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2870</th>\n",
       "      <td>/funding-round/4aaf7d16e7fc66b517cef54725e25f06</td>\n",
       "      <td>venture</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22-03-2011</td>\n",
       "      <td>390000.0</td>\n",
       "      <td>/organization/thoughtbuzz</td>\n",
       "      <td>ThoughtBuzz</td>\n",
       "      <td>http://www.thoughtbuzz.net</td>\n",
       "      <td>Software</td>\n",
       "      <td>operating</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>29-04-2009</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "      <td>Software</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2871</th>\n",
       "      <td>/funding-round/c23ddc310f0576332ac90d9dfb034235</td>\n",
       "      <td>venture</td>\n",
       "      <td>NaN</td>\n",
       "      <td>29-01-2015</td>\n",
       "      <td>NaN</td>\n",
       "      <td>/organization/thrill</td>\n",
       "      <td>Thrill</td>\n",
       "      <td>http://www.thrillapp.com</td>\n",
       "      <td>Curated Web|Emerging Markets|Mobile|Online Dat...</td>\n",
       "      <td>operating</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>01-03-2013</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "      <td>Curated Web</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2872</th>\n",
       "      <td>/funding-round/a8a8827ded3404166e028c6d2edda72f</td>\n",
       "      <td>venture</td>\n",
       "      <td>NaN</td>\n",
       "      <td>01-06-2011</td>\n",
       "      <td>60000.0</td>\n",
       "      <td>/organization/tickade</td>\n",
       "      <td>Tickade</td>\n",
       "      <td>http://www.tickade.com</td>\n",
       "      <td>Games|Social Media</td>\n",
       "      <td>operating</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>01-01-2011</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "      <td>Games</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2873</th>\n",
       "      <td>/funding-round/b454941f4d81397a90b89c61f5339f48</td>\n",
       "      <td>venture</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22-01-2014</td>\n",
       "      <td>NaN</td>\n",
       "      <td>/organization/tookitaki</td>\n",
       "      <td>Tookitaki</td>\n",
       "      <td>http://tookitaki.com</td>\n",
       "      <td>Advertising|Social Media</td>\n",
       "      <td>operating</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>01-01-2013</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "      <td>Advertising</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2874</th>\n",
       "      <td>/funding-round/091f4b0ff0c87672c15d5a51bfff18d9</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>21-04-2015</td>\n",
       "      <td>6500000.0</td>\n",
       "      <td>/organization/tradegecko</td>\n",
       "      <td>Tradegecko</td>\n",
       "      <td>http://tradegecko.com</td>\n",
       "      <td>Enterprise Software|Software|Supply Chain Mana...</td>\n",
       "      <td>operating</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>01-01-2012</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "      <td>Enterprise Software</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2875</th>\n",
       "      <td>/funding-round/18ee270eca7ca0ee2580dc6f1e75bdc4</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>26-09-2013</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>/organization/tradehero</td>\n",
       "      <td>TradeHero</td>\n",
       "      <td>http://www.tradehero.mobi</td>\n",
       "      <td>All Markets|Fantasy Sports|Finance|Investment ...</td>\n",
       "      <td>operating</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>01-01-2012</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "      <td>All Markets</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2876</th>\n",
       "      <td>/funding-round/c10a214c7fea4143d805958157da0aa7</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>01-10-2015</td>\n",
       "      <td>NaN</td>\n",
       "      <td>/organization/transaction-mobility-international</td>\n",
       "      <td>Transaction Mobility International</td>\n",
       "      <td>http://www.tm-international.com</td>\n",
       "      <td>Financial Services|Mobile Payments|Payments</td>\n",
       "      <td>operating</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>01-10-2014</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "      <td>Financial Services</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2878</th>\n",
       "      <td>/funding-round/bdcfb63bc1a2d8c5bc6ef1fed45fbcc6</td>\n",
       "      <td>venture</td>\n",
       "      <td>D</td>\n",
       "      <td>16-12-2014</td>\n",
       "      <td>15000000.0</td>\n",
       "      <td>/organization/trax-image-recognition</td>\n",
       "      <td>Trax Image Recognition</td>\n",
       "      <td>http://traxretail.com/</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>operating</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>01-01-2010</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "      <td>Information Technology</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2879</th>\n",
       "      <td>/funding-round/b947c47829fd0c4cef0a1c7c5167e756</td>\n",
       "      <td>venture</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21-04-2013</td>\n",
       "      <td>NaN</td>\n",
       "      <td>/organization/tripvillas</td>\n",
       "      <td>TripVillas</td>\n",
       "      <td>http://www.tripvillas.com/</td>\n",
       "      <td>Internet|Real Estate|Travel</td>\n",
       "      <td>operating</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "      <td>Internet</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2880</th>\n",
       "      <td>/funding-round/2bf3f2361a7896b68bbcb08f1e21032d</td>\n",
       "      <td>venture</td>\n",
       "      <td>B</td>\n",
       "      <td>30-10-2014</td>\n",
       "      <td>NaN</td>\n",
       "      <td>/organization/u2opia-mobile</td>\n",
       "      <td>U2opia Mobile</td>\n",
       "      <td>http://www.u2opiamobile.com</td>\n",
       "      <td>Apps|Facebook Applications|Mobile|Software|Twi...</td>\n",
       "      <td>operating</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>01-01-2010</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "      <td>Apps</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2881</th>\n",
       "      <td>/funding-round/61926099112e057ffe00dd5ba60b4ebd</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>29-09-2011</td>\n",
       "      <td>NaN</td>\n",
       "      <td>/organization/u2opia-mobile</td>\n",
       "      <td>U2opia Mobile</td>\n",
       "      <td>http://www.u2opiamobile.com</td>\n",
       "      <td>Apps|Facebook Applications|Mobile|Software|Twi...</td>\n",
       "      <td>operating</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>01-01-2010</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "      <td>Apps</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2882</th>\n",
       "      <td>/funding-round/2c01f73ed10cecceb7c37dc8fb7f70f7</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>18-03-2008</td>\n",
       "      <td>727000.0</td>\n",
       "      <td>/organization/ueeeu-com</td>\n",
       "      <td>UeeeU.com</td>\n",
       "      <td>http://ueeeu.com</td>\n",
       "      <td>E-Commerce</td>\n",
       "      <td>closed</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "      <td>E-Commerce</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2883</th>\n",
       "      <td>/funding-round/f67ac3800a7919364945377e5002a393</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>13-12-2007</td>\n",
       "      <td>3330000.0</td>\n",
       "      <td>/organization/uiactive</td>\n",
       "      <td>uiActive</td>\n",
       "      <td>http://www.uiactive.com/</td>\n",
       "      <td>Content|Mobile|Services</td>\n",
       "      <td>closed</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "      <td>Content</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2884</th>\n",
       "      <td>/funding-round/6b56cd6d4fb737df5f6aa6084f3cda7b</td>\n",
       "      <td>venture</td>\n",
       "      <td>NaN</td>\n",
       "      <td>03-12-2015</td>\n",
       "      <td>3500000.0</td>\n",
       "      <td>/organization/vanitee</td>\n",
       "      <td>Vanitee</td>\n",
       "      <td>http://www.vaniteee.com</td>\n",
       "      <td>Beauty|Health and Wellness|Lifestyle</td>\n",
       "      <td>operating</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>24-09-2014</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "      <td>Beauty</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2885</th>\n",
       "      <td>/funding-round/9d6c6eb1fcbc18efd2f2f57e9773dba8</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>01-07-2013</td>\n",
       "      <td>NaN</td>\n",
       "      <td>/organization/vdancer</td>\n",
       "      <td>Vdancer</td>\n",
       "      <td>http://vdancer.net</td>\n",
       "      <td>Consumers|Games</td>\n",
       "      <td>operating</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>01-01-2012</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "      <td>Consumers</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2886</th>\n",
       "      <td>/funding-round/46d275475c9a5c168b05bc0a160b1295</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>30-09-2015</td>\n",
       "      <td>2300000.0</td>\n",
       "      <td>/organization/viddsee</td>\n",
       "      <td>Viddsee</td>\n",
       "      <td>http://www.viddsee.com</td>\n",
       "      <td>Media|Video Streaming</td>\n",
       "      <td>operating</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>01-09-2012</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "      <td>Media</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2887</th>\n",
       "      <td>/funding-round/0e26571ef064aa53e382ce96d1b5622e</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>24-03-2015</td>\n",
       "      <td>5000000.0</td>\n",
       "      <td>/organization/viscovery</td>\n",
       "      <td>Viscovery</td>\n",
       "      <td>http://viscovery.cn</td>\n",
       "      <td>Apps|B2B|Mobile|Mobile Commerce|Sales and Mark...</td>\n",
       "      <td>operating</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>01-01-2008</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "      <td>Apps</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2888</th>\n",
       "      <td>/funding-round/3c3dbab28bd8d5536444e0126c5fe279</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>18-02-2014</td>\n",
       "      <td>3500000.0</td>\n",
       "      <td>/organization/visenze</td>\n",
       "      <td>VISENZE</td>\n",
       "      <td>http://www.visenze.com</td>\n",
       "      <td>Image Recognition|SaaS|Visual Search</td>\n",
       "      <td>operating</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>01-08-2012</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "      <td>Image Recognition</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2889</th>\n",
       "      <td>/funding-round/ec2d4f1dad44593f973c8f3173b60e9b</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>24-09-2013</td>\n",
       "      <td>2000000.0</td>\n",
       "      <td>/organization/w-locate</td>\n",
       "      <td>W-locate</td>\n",
       "      <td>http://w-locate.com</td>\n",
       "      <td>Consumers|Hardware + Software</td>\n",
       "      <td>operating</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>01-01-2010</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "      <td>Consumers</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2890</th>\n",
       "      <td>/funding-round/fa955ce8a38727d6c0a8ca1cf70eff57</td>\n",
       "      <td>venture</td>\n",
       "      <td>C</td>\n",
       "      <td>10-09-2007</td>\n",
       "      <td>300000.0</td>\n",
       "      <td>/organization/web-and-rank</td>\n",
       "      <td>Web and Rank</td>\n",
       "      <td>http://www.webandrank.com</td>\n",
       "      <td>Search|SEO</td>\n",
       "      <td>operating</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>10-09-2007</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "      <td>Search</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2891</th>\n",
       "      <td>/funding-round/1ce651ac57bfde704da1bb468f6a68bc</td>\n",
       "      <td>venture</td>\n",
       "      <td>B</td>\n",
       "      <td>01-12-2010</td>\n",
       "      <td>13000000.0</td>\n",
       "      <td>/organization/wego-com</td>\n",
       "      <td>Wego</td>\n",
       "      <td>http://www.wego.com</td>\n",
       "      <td>E-Commerce|Hotels|Search|Travel</td>\n",
       "      <td>operating</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>01-09-2005</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "      <td>E-Commerce</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2892</th>\n",
       "      <td>/funding-round/60bc18472c0c0ead8bdd510999f2403f</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>01-01-2008</td>\n",
       "      <td>4500000.0</td>\n",
       "      <td>/organization/wego-com</td>\n",
       "      <td>Wego</td>\n",
       "      <td>http://www.wego.com</td>\n",
       "      <td>E-Commerce|Hotels|Search|Travel</td>\n",
       "      <td>operating</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>01-09-2005</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "      <td>E-Commerce</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2893</th>\n",
       "      <td>/funding-round/c1f1739fa81151b0a06ca1bd5df4c941</td>\n",
       "      <td>venture</td>\n",
       "      <td>C</td>\n",
       "      <td>24-06-2013</td>\n",
       "      <td>17000000.0</td>\n",
       "      <td>/organization/wego-com</td>\n",
       "      <td>Wego</td>\n",
       "      <td>http://www.wego.com</td>\n",
       "      <td>E-Commerce|Hotels|Search|Travel</td>\n",
       "      <td>operating</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>01-09-2005</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "      <td>E-Commerce</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2894</th>\n",
       "      <td>/funding-round/f5471a33a5462c4ce7903e52ee3e1247</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>24-06-2010</td>\n",
       "      <td>NaN</td>\n",
       "      <td>/organization/xenon-technologies</td>\n",
       "      <td>Xenon Technologies</td>\n",
       "      <td>http://www.xenon-technologies.com/</td>\n",
       "      <td>Technology</td>\n",
       "      <td>operating</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "      <td>Technology</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2895</th>\n",
       "      <td>/funding-round/3244f8f5376c6be7c135212cae9890e5</td>\n",
       "      <td>venture</td>\n",
       "      <td>NaN</td>\n",
       "      <td>07-09-2015</td>\n",
       "      <td>21055586.0</td>\n",
       "      <td>/organization/yuuzoo-corporation</td>\n",
       "      <td>YuuZoo Corporation</td>\n",
       "      <td>http://yuucorp.com</td>\n",
       "      <td>Advertising|E-Commerce|Games|Mobile|Mobile Pay...</td>\n",
       "      <td>operating</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>01-01-2008</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "      <td>Advertising</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2896</th>\n",
       "      <td>/funding-round/26b03517f889f40bca88569641a9273f</td>\n",
       "      <td>venture</td>\n",
       "      <td>C</td>\n",
       "      <td>22-05-2013</td>\n",
       "      <td>100000000.0</td>\n",
       "      <td>/organization/zalora</td>\n",
       "      <td>ZALORA Group</td>\n",
       "      <td>http://www.zalora.com</td>\n",
       "      <td>E-Commerce|Fashion</td>\n",
       "      <td>operating</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>01-03-2012</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "      <td>E-Commerce</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2897</th>\n",
       "      <td>/funding-round/63ad712dd594ff3514a2f1fb82e35700</td>\n",
       "      <td>venture</td>\n",
       "      <td>B</td>\n",
       "      <td>20-07-2015</td>\n",
       "      <td>15000000.0</td>\n",
       "      <td>/organization/zimplistic</td>\n",
       "      <td>Zimplistic</td>\n",
       "      <td>http://www.rotimatic.com</td>\n",
       "      <td>Consumer Electronics|Cooking|Hardware + Softwa...</td>\n",
       "      <td>operating</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>01-06-2008</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "      <td>Consumer Electronics</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2898</th>\n",
       "      <td>/funding-round/82239c6a729ebb3fb05bce18b98c9120</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>03-03-2012</td>\n",
       "      <td>3000000.0</td>\n",
       "      <td>/organization/zimplistic</td>\n",
       "      <td>Zimplistic</td>\n",
       "      <td>http://www.rotimatic.com</td>\n",
       "      <td>Consumer Electronics|Cooking|Hardware + Softwa...</td>\n",
       "      <td>operating</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>01-06-2008</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "      <td>Consumer Electronics</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2599 rows × 17 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                              funding_round_permalink funding_round_type  \\\n",
       "0     /funding-round/9a01d05418af9f794eebff7ace91f638            venture   \n",
       "1     /funding-round/e07f6e580046d00c7aeb33fafb9d90a3            venture   \n",
       "2     /funding-round/6de7ffef8091ba9f33821f4b861f434a            venture   \n",
       "3     /funding-round/4cd5cd165bc869bc40705a9e4b626bee            venture   \n",
       "4     /funding-round/bbedf1410fddeed341018583bbd0ca1e            venture   \n",
       "5     /funding-round/da8918e533a7caf0df0dc8d3f506c0f8            venture   \n",
       "6     /funding-round/87ada2328b16d0e9f5122e7dff49cf0c            venture   \n",
       "7     /funding-round/18d98f82ed392b1609975b81f3e8b3fb            venture   \n",
       "8     /funding-round/e53264a913cb88b0bbffa912d0c0bfc6            venture   \n",
       "9     /funding-round/e8be4d4069d490218db8008f4aefa0f0            venture   \n",
       "10    /funding-round/45c0beae40e5b71231f9be5954a57ebb            venture   \n",
       "11    /funding-round/508d3c83daaae9fda3ba6f9682c78f6c            venture   \n",
       "12    /funding-round/c20aaba1bf7395c85fef61c08ed7e052            venture   \n",
       "13    /funding-round/cd3dd1c98ce9d0f632d8752163941674            venture   \n",
       "14    /funding-round/7f12c8c8e24c3629d89f23e99168f8be            venture   \n",
       "15    /funding-round/3d88f3874ff8e90bab6c2ea837fd33d6            venture   \n",
       "16    /funding-round/908a8813e2273a2bc604bf40a45c15ff            venture   \n",
       "17    /funding-round/e26652632254f4b0a8400d149a203cd1            venture   \n",
       "18    /funding-round/1163081f3b47e809ab12a63423be1867            venture   \n",
       "19    /funding-round/32830aa2cee2abb1fac27daf027fa55e            venture   \n",
       "20    /funding-round/aadd9b2007da0d7b5a8845bfc7f4fbcf            venture   \n",
       "21    /funding-round/f244a91cc714317f6fbbc80dcc1d5135            venture   \n",
       "22    /funding-round/81b50a403d5d2293715fe9b0ce4db5d3            venture   \n",
       "23    /funding-round/1e2b54335e2a41d8d7db25b7c11db399            venture   \n",
       "24    /funding-round/3722a5bf71ee371f98e83fe2dd04596d            venture   \n",
       "25    /funding-round/b6d53e0d0ecf4b720d5a8306e20d97fd            venture   \n",
       "26    /funding-round/bbce7c1d8470d24a5b05375a1e58a34e            venture   \n",
       "27    /funding-round/d585974a6ae7ca30ff102a0691ab2c1b            venture   \n",
       "28    /funding-round/e0e7c05049288bed3a9abf6741d7b6f4            venture   \n",
       "29    /funding-round/1e9a9f12647eecd6fec8e4bfc6656ece            venture   \n",
       "...                                               ...                ...   \n",
       "2868  /funding-round/e32c27c2350aec34dcfb2686ac63d4f2            venture   \n",
       "2869  /funding-round/f11cd5ce43ddd80817d7aea5a92f9e13            venture   \n",
       "2870  /funding-round/4aaf7d16e7fc66b517cef54725e25f06            venture   \n",
       "2871  /funding-round/c23ddc310f0576332ac90d9dfb034235            venture   \n",
       "2872  /funding-round/a8a8827ded3404166e028c6d2edda72f            venture   \n",
       "2873  /funding-round/b454941f4d81397a90b89c61f5339f48            venture   \n",
       "2874  /funding-round/091f4b0ff0c87672c15d5a51bfff18d9            venture   \n",
       "2875  /funding-round/18ee270eca7ca0ee2580dc6f1e75bdc4            venture   \n",
       "2876  /funding-round/c10a214c7fea4143d805958157da0aa7            venture   \n",
       "2878  /funding-round/bdcfb63bc1a2d8c5bc6ef1fed45fbcc6            venture   \n",
       "2879  /funding-round/b947c47829fd0c4cef0a1c7c5167e756            venture   \n",
       "2880  /funding-round/2bf3f2361a7896b68bbcb08f1e21032d            venture   \n",
       "2881  /funding-round/61926099112e057ffe00dd5ba60b4ebd            venture   \n",
       "2882  /funding-round/2c01f73ed10cecceb7c37dc8fb7f70f7            venture   \n",
       "2883  /funding-round/f67ac3800a7919364945377e5002a393            venture   \n",
       "2884  /funding-round/6b56cd6d4fb737df5f6aa6084f3cda7b            venture   \n",
       "2885  /funding-round/9d6c6eb1fcbc18efd2f2f57e9773dba8            venture   \n",
       "2886  /funding-round/46d275475c9a5c168b05bc0a160b1295            venture   \n",
       "2887  /funding-round/0e26571ef064aa53e382ce96d1b5622e            venture   \n",
       "2888  /funding-round/3c3dbab28bd8d5536444e0126c5fe279            venture   \n",
       "2889  /funding-round/ec2d4f1dad44593f973c8f3173b60e9b            venture   \n",
       "2890  /funding-round/fa955ce8a38727d6c0a8ca1cf70eff57            venture   \n",
       "2891  /funding-round/1ce651ac57bfde704da1bb468f6a68bc            venture   \n",
       "2892  /funding-round/60bc18472c0c0ead8bdd510999f2403f            venture   \n",
       "2893  /funding-round/c1f1739fa81151b0a06ca1bd5df4c941            venture   \n",
       "2894  /funding-round/f5471a33a5462c4ce7903e52ee3e1247            venture   \n",
       "2895  /funding-round/3244f8f5376c6be7c135212cae9890e5            venture   \n",
       "2896  /funding-round/26b03517f889f40bca88569641a9273f            venture   \n",
       "2897  /funding-round/63ad712dd594ff3514a2f1fb82e35700            venture   \n",
       "2898  /funding-round/82239c6a729ebb3fb05bce18b98c9120            venture   \n",
       "\n",
       "     funding_round_code   funded_at  raised_amount_usd  \\\n",
       "0                     B  05-01-2015         10000000.0   \n",
       "1                   NaN  22-07-2013                NaN   \n",
       "2                     C  15-11-2012          6369507.0   \n",
       "3                   NaN  06-11-2007          4000000.0   \n",
       "4                     A  01-12-2007          1240000.0   \n",
       "5                     B  01-08-2010           825000.0   \n",
       "6                     B  17-04-2015                NaN   \n",
       "7                     B  09-09-2008          6410000.0   \n",
       "8                     A  10-03-2015                NaN   \n",
       "9                     C  31-03-2008         25090000.0   \n",
       "10                  NaN  20-06-2014                NaN   \n",
       "11                  NaN  28-10-2014          8180000.0   \n",
       "12                  NaN  16-02-2015                NaN   \n",
       "13                    A  01-05-2011          5740000.0   \n",
       "14                  NaN  13-08-2015          4000000.0   \n",
       "15                    B  18-05-2015         16000000.0   \n",
       "16                    A  01-07-2014          5000000.0   \n",
       "17                  NaN  28-09-2010           175000.0   \n",
       "18                  NaN  11-08-2015         20000000.0   \n",
       "19                    A  17-11-2010          3000000.0   \n",
       "20                    C  19-01-2015                NaN   \n",
       "21                    A  17-06-2013          5500000.0   \n",
       "22                    A  03-07-2015          5000000.0   \n",
       "23                    A  10-04-2012          5000000.0   \n",
       "24                    D  25-10-2014        210000000.0   \n",
       "25                    F  17-11-2015        500000000.0   \n",
       "26                    E  15-04-2015        400000000.0   \n",
       "27                    B  12-11-2013         20000000.0   \n",
       "28                    C  09-07-2014         41500000.0   \n",
       "29                    C  08-04-2015          4200000.0   \n",
       "...                 ...         ...                ...   \n",
       "2868                NaN  19-03-2015          3270000.0   \n",
       "2869                NaN  21-07-2014                NaN   \n",
       "2870                NaN  22-03-2011           390000.0   \n",
       "2871                NaN  29-01-2015                NaN   \n",
       "2872                NaN  01-06-2011            60000.0   \n",
       "2873                NaN  22-01-2014                NaN   \n",
       "2874                  A  21-04-2015          6500000.0   \n",
       "2875                  A  26-09-2013         10000000.0   \n",
       "2876                  A  01-10-2015                NaN   \n",
       "2878                  D  16-12-2014         15000000.0   \n",
       "2879                NaN  21-04-2013                NaN   \n",
       "2880                  B  30-10-2014                NaN   \n",
       "2881                  A  29-09-2011                NaN   \n",
       "2882                  A  18-03-2008           727000.0   \n",
       "2883                  A  13-12-2007          3330000.0   \n",
       "2884                NaN  03-12-2015          3500000.0   \n",
       "2885                  A  01-07-2013                NaN   \n",
       "2886                  A  30-09-2015          2300000.0   \n",
       "2887                  A  24-03-2015          5000000.0   \n",
       "2888                  A  18-02-2014          3500000.0   \n",
       "2889                  A  24-09-2013          2000000.0   \n",
       "2890                  C  10-09-2007           300000.0   \n",
       "2891                  B  01-12-2010         13000000.0   \n",
       "2892                  A  01-01-2008          4500000.0   \n",
       "2893                  C  24-06-2013         17000000.0   \n",
       "2894                  A  24-06-2010                NaN   \n",
       "2895                NaN  07-09-2015         21055586.0   \n",
       "2896                  C  22-05-2013        100000000.0   \n",
       "2897                  B  20-07-2015         15000000.0   \n",
       "2898                  A  03-03-2012          3000000.0   \n",
       "\n",
       "                                             permalink  \\\n",
       "0                                  /organization/-fame   \n",
       "1                              /organization/1000lookz   \n",
       "2                       /organization/21diamonds-india   \n",
       "3                   /organization/247-learning-private   \n",
       "4                                  /organization/3dsoc   \n",
       "5                                  /organization/3dsoc   \n",
       "6         /organization/99games-online-private-limited   \n",
       "7                         /organization/a-little-world   \n",
       "8           /organization/abhinav-outsourcings-pvt-ltd   \n",
       "9                      /organization/acb-india-limited   \n",
       "10                         /organization/addresshealth   \n",
       "11                        /organization/adlabs-imagica   \n",
       "12                              /organization/adpushup   \n",
       "13                                 /organization/agile   \n",
       "14                              /organization/agrostar   \n",
       "15                                /organization/akosha   \n",
       "16                                /organization/akosha   \n",
       "17               /organization/allied-digital-services   \n",
       "18                 /organization/allygrow-technologies   \n",
       "19                        /organization/althea-systems   \n",
       "20                      /organization/amagi-media-labs   \n",
       "21                      /organization/amagi-media-labs   \n",
       "22                                 /organization/ameyo   \n",
       "23                      /organization/ani-technologies   \n",
       "24                      /organization/ani-technologies   \n",
       "25                      /organization/ani-technologies   \n",
       "26                      /organization/ani-technologies   \n",
       "27                      /organization/ani-technologies   \n",
       "28                      /organization/ani-technologies   \n",
       "29                 /organization/annapurna-microfinace   \n",
       "...                                                ...   \n",
       "2868                      /organization/theasianparent   \n",
       "2869             /organization/thinxtream-technologies   \n",
       "2870                         /organization/thoughtbuzz   \n",
       "2871                              /organization/thrill   \n",
       "2872                             /organization/tickade   \n",
       "2873                           /organization/tookitaki   \n",
       "2874                          /organization/tradegecko   \n",
       "2875                           /organization/tradehero   \n",
       "2876  /organization/transaction-mobility-international   \n",
       "2878              /organization/trax-image-recognition   \n",
       "2879                          /organization/tripvillas   \n",
       "2880                       /organization/u2opia-mobile   \n",
       "2881                       /organization/u2opia-mobile   \n",
       "2882                           /organization/ueeeu-com   \n",
       "2883                            /organization/uiactive   \n",
       "2884                             /organization/vanitee   \n",
       "2885                             /organization/vdancer   \n",
       "2886                             /organization/viddsee   \n",
       "2887                           /organization/viscovery   \n",
       "2888                             /organization/visenze   \n",
       "2889                            /organization/w-locate   \n",
       "2890                        /organization/web-and-rank   \n",
       "2891                            /organization/wego-com   \n",
       "2892                            /organization/wego-com   \n",
       "2893                            /organization/wego-com   \n",
       "2894                  /organization/xenon-technologies   \n",
       "2895                  /organization/yuuzoo-corporation   \n",
       "2896                              /organization/zalora   \n",
       "2897                          /organization/zimplistic   \n",
       "2898                          /organization/zimplistic   \n",
       "\n",
       "                                    name                        homepage_url  \\\n",
       "0                                  #fame                  http://livfame.com   \n",
       "1                              1000Lookz                http://1000lookz.com   \n",
       "2                             21Diamonds            http://www.21diamonds.de   \n",
       "3                          24x7 Learning         http://www.24x7learning.com   \n",
       "4                                  3DSoC                http://www.3dsoc.com   \n",
       "5                                  3DSoC                http://www.3dsoc.com   \n",
       "6         99Games Online Private Limited               http://www.99games.in   \n",
       "7                         A LITTLE WORLD             http://alittleworld.com   \n",
       "8          Abhinav Outsourcings Pvt. Ltd             http://www.abhinav.com/   \n",
       "9                    ACB (India) Limited            http://www.aryancoal.com   \n",
       "10                         AddressHealth       http://www.addresshealth.com/   \n",
       "11                        Adlabs Imagica        http://www.adlabsimagica.com   \n",
       "12                              AdPushup                 http://adpushup.com   \n",
       "13                                 Agile             http://www.agile-ft.com   \n",
       "14                              Agrostar                 http://agrostar.in/   \n",
       "15                                Akosha               http://www.akosha.com   \n",
       "16                                Akosha               http://www.akosha.com   \n",
       "17               Allied Digital Services     http://www.allieddigital.net/in   \n",
       "18                 Allygrow Technologies                                 NaN   \n",
       "19                        Althea Systems        http://www.altheasystems.com   \n",
       "20                      Amagi Media Labs                    http://amagi.com   \n",
       "21                      Amagi Media Labs                    http://amagi.com   \n",
       "22                                 Ameyo               http://www.ameyo.com/   \n",
       "23                                   Ola              http://www.olacabs.com   \n",
       "24                                   Ola              http://www.olacabs.com   \n",
       "25                                   Ola              http://www.olacabs.com   \n",
       "26                                   Ola              http://www.olacabs.com   \n",
       "27                                   Ola              http://www.olacabs.com   \n",
       "28                                   Ola              http://www.olacabs.com   \n",
       "29                 Annapurna Microfinace                  http://ampl.net.in   \n",
       "...                                  ...                                 ...   \n",
       "2868                      theAsianparent        http://sg.theasianparent.com   \n",
       "2869             Thinxtream Technologies               http://thinxtream.com   \n",
       "2870                         ThoughtBuzz          http://www.thoughtbuzz.net   \n",
       "2871                              Thrill            http://www.thrillapp.com   \n",
       "2872                             Tickade              http://www.tickade.com   \n",
       "2873                           Tookitaki                http://tookitaki.com   \n",
       "2874                          Tradegecko               http://tradegecko.com   \n",
       "2875                           TradeHero           http://www.tradehero.mobi   \n",
       "2876  Transaction Mobility International     http://www.tm-international.com   \n",
       "2878              Trax Image Recognition              http://traxretail.com/   \n",
       "2879                          TripVillas          http://www.tripvillas.com/   \n",
       "2880                       U2opia Mobile         http://www.u2opiamobile.com   \n",
       "2881                       U2opia Mobile         http://www.u2opiamobile.com   \n",
       "2882                           UeeeU.com                    http://ueeeu.com   \n",
       "2883                            uiActive            http://www.uiactive.com/   \n",
       "2884                             Vanitee             http://www.vaniteee.com   \n",
       "2885                             Vdancer                  http://vdancer.net   \n",
       "2886                             Viddsee              http://www.viddsee.com   \n",
       "2887                           Viscovery                 http://viscovery.cn   \n",
       "2888                             VISENZE              http://www.visenze.com   \n",
       "2889                            W-locate                 http://w-locate.com   \n",
       "2890                        Web and Rank           http://www.webandrank.com   \n",
       "2891                                Wego                 http://www.wego.com   \n",
       "2892                                Wego                 http://www.wego.com   \n",
       "2893                                Wego                 http://www.wego.com   \n",
       "2894                  Xenon Technologies  http://www.xenon-technologies.com/   \n",
       "2895                  YuuZoo Corporation                  http://yuucorp.com   \n",
       "2896                        ZALORA Group               http://www.zalora.com   \n",
       "2897                          Zimplistic            http://www.rotimatic.com   \n",
       "2898                          Zimplistic            http://www.rotimatic.com   \n",
       "\n",
       "                                          category_list     status  \\\n",
       "0                                                 Media  operating   \n",
       "1                                                Beauty  operating   \n",
       "2                                            E-Commerce  operating   \n",
       "3                              EdTech|Education|Systems  operating   \n",
       "4                                             3D|Mobile  operating   \n",
       "5                                             3D|Mobile  operating   \n",
       "6                                                 Games  operating   \n",
       "7                                               Finance  operating   \n",
       "8                         Business Services|Outsourcing  operating   \n",
       "9                            Energy|Mining Technologies  operating   \n",
       "10    Child Care|Health and Wellness|Health Care|Med...  operating   \n",
       "11                                Entertainment|Tourism  operating   \n",
       "12              Advertising Platforms|Apps|Monetization  operating   \n",
       "13         Finance|Finance Technology|FinTech|Insurance  operating   \n",
       "14                                           E-Commerce  operating   \n",
       "15    Consumer Internet|Digital Media|Enterprise Sof...  operating   \n",
       "16    Consumer Internet|Digital Media|Enterprise Sof...  operating   \n",
       "17                                           Consulting  operating   \n",
       "18    Aerospace|Automotive|Engineering Firms|Medical...  operating   \n",
       "19                                  Hardware + Software  operating   \n",
       "20                                          Advertising  operating   \n",
       "21                                          Advertising  operating   \n",
       "22                                             Software  operating   \n",
       "23    Automotive|E-Commerce|Internet|Mobile|Mobile C...  operating   \n",
       "24    Automotive|E-Commerce|Internet|Mobile|Mobile C...  operating   \n",
       "25    Automotive|E-Commerce|Internet|Mobile|Mobile C...  operating   \n",
       "26    Automotive|E-Commerce|Internet|Mobile|Mobile C...  operating   \n",
       "27    Automotive|E-Commerce|Internet|Mobile|Mobile C...  operating   \n",
       "28    Automotive|E-Commerce|Internet|Mobile|Mobile C...  operating   \n",
       "29                                              Finance  operating   \n",
       "...                                                 ...        ...   \n",
       "2868                        Communities|News|Publishing  operating   \n",
       "2869                                           Software  operating   \n",
       "2870                                           Software  operating   \n",
       "2871  Curated Web|Emerging Markets|Mobile|Online Dat...  operating   \n",
       "2872                                 Games|Social Media  operating   \n",
       "2873                           Advertising|Social Media  operating   \n",
       "2874  Enterprise Software|Software|Supply Chain Mana...  operating   \n",
       "2875  All Markets|Fantasy Sports|Finance|Investment ...  operating   \n",
       "2876        Financial Services|Mobile Payments|Payments  operating   \n",
       "2878                             Information Technology  operating   \n",
       "2879                        Internet|Real Estate|Travel  operating   \n",
       "2880  Apps|Facebook Applications|Mobile|Software|Twi...  operating   \n",
       "2881  Apps|Facebook Applications|Mobile|Software|Twi...  operating   \n",
       "2882                                         E-Commerce     closed   \n",
       "2883                            Content|Mobile|Services     closed   \n",
       "2884               Beauty|Health and Wellness|Lifestyle  operating   \n",
       "2885                                    Consumers|Games  operating   \n",
       "2886                              Media|Video Streaming  operating   \n",
       "2887  Apps|B2B|Mobile|Mobile Commerce|Sales and Mark...  operating   \n",
       "2888               Image Recognition|SaaS|Visual Search  operating   \n",
       "2889                      Consumers|Hardware + Software  operating   \n",
       "2890                                         Search|SEO  operating   \n",
       "2891                    E-Commerce|Hotels|Search|Travel  operating   \n",
       "2892                    E-Commerce|Hotels|Search|Travel  operating   \n",
       "2893                    E-Commerce|Hotels|Search|Travel  operating   \n",
       "2894                                         Technology  operating   \n",
       "2895  Advertising|E-Commerce|Games|Mobile|Mobile Pay...  operating   \n",
       "2896                                 E-Commerce|Fashion  operating   \n",
       "2897  Consumer Electronics|Cooking|Hardware + Softwa...  operating   \n",
       "2898  Consumer Electronics|Cooking|Hardware + Softwa...  operating   \n",
       "\n",
       "     country_code state_code       region            city  founded_at  \\\n",
       "0             IND         16       Mumbai          Mumbai         NaN   \n",
       "1             IND         25      Chennai         Chennai  01-01-2008   \n",
       "2             IND         10    New Delhi         Gurgaon  01-06-2012   \n",
       "3             IND         19    Bangalore       Bangalore  01-01-2001   \n",
       "4             IND         19    Bangalore       Bangalore  01-06-2006   \n",
       "5             IND         19    Bangalore       Bangalore  01-06-2006   \n",
       "6             IND         19        Udupi           Udupi  01-01-2008   \n",
       "7             IND         16       Mumbai          Mumbai  02-03-2000   \n",
       "8             IND          7    New Delhi       New Delhi  02-10-1994   \n",
       "9             IND         10    New Delhi         Gurgaon  01-01-1997   \n",
       "10            IND         19    Bangalore  Bangalore City  01-01-2010   \n",
       "11            IND         16  IND - Other         Khopoli         NaN   \n",
       "12            IND          7    New Delhi       New Delhi  01-01-2013   \n",
       "13            IND         16       Mumbai          Mumbai         NaN   \n",
       "14            IND         16         Pune            Pune         NaN   \n",
       "15            IND          7    New Delhi       New Delhi  01-06-2010   \n",
       "16            IND          7    New Delhi       New Delhi  01-06-2010   \n",
       "17            IND         16       Mumbai          Mumbai  01-01-1995   \n",
       "18            IND         16         Pune            Pune         NaN   \n",
       "19            IND         19    Bangalore       Bangalore  01-01-2009   \n",
       "20            IND         19    Bangalore       Bangalore  01-01-2008   \n",
       "21            IND         19    Bangalore       Bangalore  01-01-2008   \n",
       "22            IND         10    New Delhi         Gurgaon  01-01-2003   \n",
       "23            IND         28      Kolkata         Kolkata  03-12-2010   \n",
       "24            IND         28      Kolkata         Kolkata  03-12-2010   \n",
       "25            IND         28      Kolkata         Kolkata  03-12-2010   \n",
       "26            IND         28      Kolkata         Kolkata  03-12-2010   \n",
       "27            IND         28      Kolkata         Kolkata  03-12-2010   \n",
       "28            IND         28      Kolkata         Kolkata  03-12-2010   \n",
       "29            IND         21  Bhubaneswar     Bhubaneswar  01-01-2009   \n",
       "...           ...        ...          ...             ...         ...   \n",
       "2868          SGP        NaN    Singapore       Singapore  01-01-2008   \n",
       "2869          SGP        NaN    Singapore       Singapore  01-01-2010   \n",
       "2870          SGP        NaN    Singapore       Singapore  29-04-2009   \n",
       "2871          SGP        NaN    Singapore       Singapore  01-03-2013   \n",
       "2872          SGP        NaN    Singapore       Singapore  01-01-2011   \n",
       "2873          SGP        NaN    Singapore       Singapore  01-01-2013   \n",
       "2874          SGP        NaN          NaN             NaN  01-01-2012   \n",
       "2875          SGP        NaN    Singapore       Singapore  01-01-2012   \n",
       "2876          SGP        NaN          NaN             NaN  01-10-2014   \n",
       "2878          SGP        NaN    Singapore       Singapore  01-01-2010   \n",
       "2879          SGP        NaN    Singapore       Singapore         NaN   \n",
       "2880          SGP        NaN    Singapore       Singapore  01-01-2010   \n",
       "2881          SGP        NaN    Singapore       Singapore  01-01-2010   \n",
       "2882          SGP        NaN    Singapore       Singapore         NaN   \n",
       "2883          SGP        NaN    Singapore       Singapore         NaN   \n",
       "2884          SGP        NaN    Singapore       Singapore  24-09-2014   \n",
       "2885          SGP        NaN    Singapore       Singapore  01-01-2012   \n",
       "2886          SGP        NaN    Singapore       Singapore  01-09-2012   \n",
       "2887          SGP        NaN    Singapore       Singapore  01-01-2008   \n",
       "2888          SGP        NaN    Singapore       Singapore  01-08-2012   \n",
       "2889          SGP        NaN    Singapore       Singapore  01-01-2010   \n",
       "2890          SGP        NaN    Singapore       Singapore  10-09-2007   \n",
       "2891          SGP        NaN    Singapore       Singapore  01-09-2005   \n",
       "2892          SGP        NaN    Singapore       Singapore  01-09-2005   \n",
       "2893          SGP        NaN    Singapore       Singapore  01-09-2005   \n",
       "2894          SGP        NaN    Singapore       Singapore         NaN   \n",
       "2895          SGP        NaN          NaN             NaN  01-01-2008   \n",
       "2896          SGP        NaN    Singapore       Singapore  01-03-2012   \n",
       "2897          SGP        NaN    Singapore       Singapore  01-06-2008   \n",
       "2898          SGP        NaN    Singapore       Singapore  01-06-2008   \n",
       "\n",
       "                                       primary_language  \\\n",
       "0                     No (but official and educational)   \n",
       "1                     No (but official and educational)   \n",
       "2                     No (but official and educational)   \n",
       "3                     No (but official and educational)   \n",
       "4                     No (but official and educational)   \n",
       "5                     No (but official and educational)   \n",
       "6                     No (but official and educational)   \n",
       "7                     No (but official and educational)   \n",
       "8                     No (but official and educational)   \n",
       "9                     No (but official and educational)   \n",
       "10                    No (but official and educational)   \n",
       "11                    No (but official and educational)   \n",
       "12                    No (but official and educational)   \n",
       "13                    No (but official and educational)   \n",
       "14                    No (but official and educational)   \n",
       "15                    No (but official and educational)   \n",
       "16                    No (but official and educational)   \n",
       "17                    No (but official and educational)   \n",
       "18                    No (but official and educational)   \n",
       "19                    No (but official and educational)   \n",
       "20                    No (but official and educational)   \n",
       "21                    No (but official and educational)   \n",
       "22                    No (but official and educational)   \n",
       "23                    No (but official and educational)   \n",
       "24                    No (but official and educational)   \n",
       "25                    No (but official and educational)   \n",
       "26                    No (but official and educational)   \n",
       "27                    No (but official and educational)   \n",
       "28                    No (but official and educational)   \n",
       "29                    No (but official and educational)   \n",
       "...                                                 ...   \n",
       "2868  Yes (used as lingua franca, mostly and widely ...   \n",
       "2869  Yes (used as lingua franca, mostly and widely ...   \n",
       "2870  Yes (used as lingua franca, mostly and widely ...   \n",
       "2871  Yes (used as lingua franca, mostly and widely ...   \n",
       "2872  Yes (used as lingua franca, mostly and widely ...   \n",
       "2873  Yes (used as lingua franca, mostly and widely ...   \n",
       "2874  Yes (used as lingua franca, mostly and widely ...   \n",
       "2875  Yes (used as lingua franca, mostly and widely ...   \n",
       "2876  Yes (used as lingua franca, mostly and widely ...   \n",
       "2878  Yes (used as lingua franca, mostly and widely ...   \n",
       "2879  Yes (used as lingua franca, mostly and widely ...   \n",
       "2880  Yes (used as lingua franca, mostly and widely ...   \n",
       "2881  Yes (used as lingua franca, mostly and widely ...   \n",
       "2882  Yes (used as lingua franca, mostly and widely ...   \n",
       "2883  Yes (used as lingua franca, mostly and widely ...   \n",
       "2884  Yes (used as lingua franca, mostly and widely ...   \n",
       "2885  Yes (used as lingua franca, mostly and widely ...   \n",
       "2886  Yes (used as lingua franca, mostly and widely ...   \n",
       "2887  Yes (used as lingua franca, mostly and widely ...   \n",
       "2888  Yes (used as lingua franca, mostly and widely ...   \n",
       "2889  Yes (used as lingua franca, mostly and widely ...   \n",
       "2890  Yes (used as lingua franca, mostly and widely ...   \n",
       "2891  Yes (used as lingua franca, mostly and widely ...   \n",
       "2892  Yes (used as lingua franca, mostly and widely ...   \n",
       "2893  Yes (used as lingua franca, mostly and widely ...   \n",
       "2894  Yes (used as lingua franca, mostly and widely ...   \n",
       "2895  Yes (used as lingua franca, mostly and widely ...   \n",
       "2896  Yes (used as lingua franca, mostly and widely ...   \n",
       "2897  Yes (used as lingua franca, mostly and widely ...   \n",
       "2898  Yes (used as lingua franca, mostly and widely ...   \n",
       "\n",
       "              primary_sector  \n",
       "0                      Media  \n",
       "1                     Beauty  \n",
       "2                 E-Commerce  \n",
       "3                     EdTech  \n",
       "4                         3D  \n",
       "5                         3D  \n",
       "6                      Games  \n",
       "7                    Finance  \n",
       "8          Business Services  \n",
       "9                     Energy  \n",
       "10                Child Care  \n",
       "11             Entertainment  \n",
       "12     Advertising Platforms  \n",
       "13                   Finance  \n",
       "14                E-Commerce  \n",
       "15         Consumer Internet  \n",
       "16         Consumer Internet  \n",
       "17                Consulting  \n",
       "18                 Aerospace  \n",
       "19       Hardware + Software  \n",
       "20               Advertising  \n",
       "21               Advertising  \n",
       "22                  Software  \n",
       "23                Automotive  \n",
       "24                Automotive  \n",
       "25                Automotive  \n",
       "26                Automotive  \n",
       "27                Automotive  \n",
       "28                Automotive  \n",
       "29                   Finance  \n",
       "...                      ...  \n",
       "2868             Communities  \n",
       "2869                Software  \n",
       "2870                Software  \n",
       "2871             Curated Web  \n",
       "2872                   Games  \n",
       "2873             Advertising  \n",
       "2874     Enterprise Software  \n",
       "2875             All Markets  \n",
       "2876      Financial Services  \n",
       "2878  Information Technology  \n",
       "2879                Internet  \n",
       "2880                    Apps  \n",
       "2881                    Apps  \n",
       "2882              E-Commerce  \n",
       "2883                 Content  \n",
       "2884                  Beauty  \n",
       "2885               Consumers  \n",
       "2886                   Media  \n",
       "2887                    Apps  \n",
       "2888       Image Recognition  \n",
       "2889               Consumers  \n",
       "2890                  Search  \n",
       "2891              E-Commerce  \n",
       "2892              E-Commerce  \n",
       "2893              E-Commerce  \n",
       "2894              Technology  \n",
       "2895             Advertising  \n",
       "2896              E-Commerce  \n",
       "2897    Consumer Electronics  \n",
       "2898    Consumer Electronics  \n",
       "\n",
       "[2599 rows x 17 columns]"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m4['primary_sector']=m4['category_list'].apply(lambda x:x.split('|')[0])\n",
    "m4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>funding_round_permalink</th>\n",
       "      <th>funding_round_type</th>\n",
       "      <th>funding_round_code</th>\n",
       "      <th>funded_at</th>\n",
       "      <th>raised_amount_usd</th>\n",
       "      <th>permalink</th>\n",
       "      <th>name</th>\n",
       "      <th>homepage_url</th>\n",
       "      <th>category_list</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>founded_at</th>\n",
       "      <th>primary_language</th>\n",
       "      <th>primary_sector</th>\n",
       "      <th>main_sector</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>/funding-round/9a01d05418af9f794eebff7ace91f638</td>\n",
       "      <td>venture</td>\n",
       "      <td>B</td>\n",
       "      <td>05-01-2015</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>/organization/-fame</td>\n",
       "      <td>#fame</td>\n",
       "      <td>http://livfame.com</td>\n",
       "      <td>Media</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>16</td>\n",
       "      <td>Mumbai</td>\n",
       "      <td>Mumbai</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "      <td>Media</td>\n",
       "      <td>Entertainment</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>/funding-round/719e50301803d3918ffa558fc877e41c</td>\n",
       "      <td>venture</td>\n",
       "      <td>NaN</td>\n",
       "      <td>02-02-2008</td>\n",
       "      <td>160000.0</td>\n",
       "      <td>/organization/manas-informatics</td>\n",
       "      <td>Manas Informatic</td>\n",
       "      <td>http://www.topnews.in</td>\n",
       "      <td>Media|News</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>23</td>\n",
       "      <td>Mohali</td>\n",
       "      <td>Mohali</td>\n",
       "      <td>05-05-2007</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "      <td>Media</td>\n",
       "      <td>Entertainment</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>/funding-round/1021d4c15684190c4086b6aa588b5e11</td>\n",
       "      <td>venture</td>\n",
       "      <td>C</td>\n",
       "      <td>21-06-2015</td>\n",
       "      <td>4000000.0</td>\n",
       "      <td>/organization/tech-in-asia</td>\n",
       "      <td>Tech in Asia</td>\n",
       "      <td>https://www.techinasia.com</td>\n",
       "      <td>Media|News|Publishing</td>\n",
       "      <td>operating</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>01-08-2010</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "      <td>Media</td>\n",
       "      <td>Entertainment</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>/funding-round/6f3a34b3288293272c9a12b4b44e53c6</td>\n",
       "      <td>venture</td>\n",
       "      <td>B</td>\n",
       "      <td>27-08-2013</td>\n",
       "      <td>NaN</td>\n",
       "      <td>/organization/tech-in-asia</td>\n",
       "      <td>Tech in Asia</td>\n",
       "      <td>https://www.techinasia.com</td>\n",
       "      <td>Media|News|Publishing</td>\n",
       "      <td>operating</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>01-08-2010</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "      <td>Media</td>\n",
       "      <td>Entertainment</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>/funding-round/aad699bcdf6751c3dbd879bee9c20c5b</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>01-12-2012</td>\n",
       "      <td>240000.0</td>\n",
       "      <td>/organization/tech-in-asia</td>\n",
       "      <td>Tech in Asia</td>\n",
       "      <td>https://www.techinasia.com</td>\n",
       "      <td>Media|News|Publishing</td>\n",
       "      <td>operating</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>01-08-2010</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "      <td>Media</td>\n",
       "      <td>Entertainment</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                           funding_round_permalink funding_round_type  \\\n",
       "0  /funding-round/9a01d05418af9f794eebff7ace91f638            venture   \n",
       "1  /funding-round/719e50301803d3918ffa558fc877e41c            venture   \n",
       "2  /funding-round/1021d4c15684190c4086b6aa588b5e11            venture   \n",
       "3  /funding-round/6f3a34b3288293272c9a12b4b44e53c6            venture   \n",
       "4  /funding-round/aad699bcdf6751c3dbd879bee9c20c5b            venture   \n",
       "\n",
       "  funding_round_code   funded_at  raised_amount_usd  \\\n",
       "0                  B  05-01-2015         10000000.0   \n",
       "1                NaN  02-02-2008           160000.0   \n",
       "2                  C  21-06-2015          4000000.0   \n",
       "3                  B  27-08-2013                NaN   \n",
       "4                  A  01-12-2012           240000.0   \n",
       "\n",
       "                         permalink              name  \\\n",
       "0              /organization/-fame             #fame   \n",
       "1  /organization/manas-informatics  Manas Informatic   \n",
       "2       /organization/tech-in-asia      Tech in Asia   \n",
       "3       /organization/tech-in-asia      Tech in Asia   \n",
       "4       /organization/tech-in-asia      Tech in Asia   \n",
       "\n",
       "                 homepage_url          category_list     status country_code  \\\n",
       "0          http://livfame.com                  Media  operating          IND   \n",
       "1       http://www.topnews.in             Media|News  operating          IND   \n",
       "2  https://www.techinasia.com  Media|News|Publishing  operating          SGP   \n",
       "3  https://www.techinasia.com  Media|News|Publishing  operating          SGP   \n",
       "4  https://www.techinasia.com  Media|News|Publishing  operating          SGP   \n",
       "\n",
       "  state_code     region       city  founded_at  \\\n",
       "0         16     Mumbai     Mumbai         NaN   \n",
       "1         23     Mohali     Mohali  05-05-2007   \n",
       "2        NaN  Singapore  Singapore  01-08-2010   \n",
       "3        NaN  Singapore  Singapore  01-08-2010   \n",
       "4        NaN  Singapore  Singapore  01-08-2010   \n",
       "\n",
       "                                    primary_language primary_sector  \\\n",
       "0                  No (but official and educational)          Media   \n",
       "1                  No (but official and educational)          Media   \n",
       "2  Yes (used as lingua franca, mostly and widely ...          Media   \n",
       "3  Yes (used as lingua franca, mostly and widely ...          Media   \n",
       "4  Yes (used as lingua franca, mostly and widely ...          Media   \n",
       "\n",
       "     main_sector  \n",
       "0  Entertainment  \n",
       "1  Entertainment  \n",
       "2  Entertainment  \n",
       "3  Entertainment  \n",
       "4  Entertainment  "
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m5=pd.merge(m4,s2,how='inner',on='primary_sector')\n",
    "m5.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# CHECKPOINT 5 :- Sector Analysis 2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Forming D1,D2,D3 for each of the top3 countries according to the given reqirements"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>funding_round_permalink</th>\n",
       "      <th>funding_round_type</th>\n",
       "      <th>funding_round_code</th>\n",
       "      <th>funded_at</th>\n",
       "      <th>raised_amount_usd</th>\n",
       "      <th>permalink</th>\n",
       "      <th>name</th>\n",
       "      <th>homepage_url</th>\n",
       "      <th>category_list</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>founded_at</th>\n",
       "      <th>primary_language</th>\n",
       "      <th>primary_sector</th>\n",
       "      <th>main_sector</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>/funding-round/9a01d05418af9f794eebff7ace91f638</td>\n",
       "      <td>venture</td>\n",
       "      <td>B</td>\n",
       "      <td>05-01-2015</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>/organization/-fame</td>\n",
       "      <td>#fame</td>\n",
       "      <td>http://livfame.com</td>\n",
       "      <td>Media</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>16</td>\n",
       "      <td>Mumbai</td>\n",
       "      <td>Mumbai</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "      <td>Media</td>\n",
       "      <td>Entertainment</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>/funding-round/6de7ffef8091ba9f33821f4b861f434a</td>\n",
       "      <td>venture</td>\n",
       "      <td>C</td>\n",
       "      <td>15-11-2012</td>\n",
       "      <td>6369507.0</td>\n",
       "      <td>/organization/21diamonds-india</td>\n",
       "      <td>21Diamonds</td>\n",
       "      <td>http://www.21diamonds.de</td>\n",
       "      <td>E-Commerce</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>10</td>\n",
       "      <td>New Delhi</td>\n",
       "      <td>Gurgaon</td>\n",
       "      <td>01-06-2012</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "      <td>E-Commerce</td>\n",
       "      <td>Others</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>/funding-round/8f9ccb7142b83f0d41c9d83a18612fbe</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>01-06-2012</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>/organization/bestylish-com</td>\n",
       "      <td>beStylish.com</td>\n",
       "      <td>http://www.bestylish.com</td>\n",
       "      <td>E-Commerce|Fashion|Shoes</td>\n",
       "      <td>closed</td>\n",
       "      <td>IND</td>\n",
       "      <td>10</td>\n",
       "      <td>New Delhi</td>\n",
       "      <td>Gurgaon</td>\n",
       "      <td>10-05-2011</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "      <td>E-Commerce</td>\n",
       "      <td>Others</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>/funding-round/df866e22da2bfc6cfc797385ea5fb071</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>22-06-2011</td>\n",
       "      <td>6000000.0</td>\n",
       "      <td>/organization/caratlane</td>\n",
       "      <td>CaratLane</td>\n",
       "      <td>http://www.caratlane.com</td>\n",
       "      <td>E-Commerce|Jewelry</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>25</td>\n",
       "      <td>Chennai</td>\n",
       "      <td>Chennai</td>\n",
       "      <td>01-10-2008</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "      <td>E-Commerce</td>\n",
       "      <td>Others</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>/funding-round/ead9f057edb0d007c54f76e5cf5f2375</td>\n",
       "      <td>venture</td>\n",
       "      <td>C</td>\n",
       "      <td>13-05-2013</td>\n",
       "      <td>15000000.0</td>\n",
       "      <td>/organization/caratlane</td>\n",
       "      <td>CaratLane</td>\n",
       "      <td>http://www.caratlane.com</td>\n",
       "      <td>E-Commerce|Jewelry</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>25</td>\n",
       "      <td>Chennai</td>\n",
       "      <td>Chennai</td>\n",
       "      <td>01-10-2008</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "      <td>E-Commerce</td>\n",
       "      <td>Others</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                            funding_round_permalink funding_round_type  \\\n",
       "0   /funding-round/9a01d05418af9f794eebff7ace91f638            venture   \n",
       "11  /funding-round/6de7ffef8091ba9f33821f4b861f434a            venture   \n",
       "16  /funding-round/8f9ccb7142b83f0d41c9d83a18612fbe            venture   \n",
       "24  /funding-round/df866e22da2bfc6cfc797385ea5fb071            venture   \n",
       "25  /funding-round/ead9f057edb0d007c54f76e5cf5f2375            venture   \n",
       "\n",
       "   funding_round_code   funded_at  raised_amount_usd  \\\n",
       "0                   B  05-01-2015         10000000.0   \n",
       "11                  C  15-11-2012          6369507.0   \n",
       "16                  A  01-06-2012         10000000.0   \n",
       "24                  A  22-06-2011          6000000.0   \n",
       "25                  C  13-05-2013         15000000.0   \n",
       "\n",
       "                         permalink           name              homepage_url  \\\n",
       "0              /organization/-fame          #fame        http://livfame.com   \n",
       "11  /organization/21diamonds-india     21Diamonds  http://www.21diamonds.de   \n",
       "16     /organization/bestylish-com  beStylish.com  http://www.bestylish.com   \n",
       "24         /organization/caratlane      CaratLane  http://www.caratlane.com   \n",
       "25         /organization/caratlane      CaratLane  http://www.caratlane.com   \n",
       "\n",
       "               category_list     status country_code state_code     region  \\\n",
       "0                      Media  operating          IND         16     Mumbai   \n",
       "11                E-Commerce  operating          IND         10  New Delhi   \n",
       "16  E-Commerce|Fashion|Shoes     closed          IND         10  New Delhi   \n",
       "24        E-Commerce|Jewelry  operating          IND         25    Chennai   \n",
       "25        E-Commerce|Jewelry  operating          IND         25    Chennai   \n",
       "\n",
       "       city  founded_at                   primary_language primary_sector  \\\n",
       "0    Mumbai         NaN  No (but official and educational)          Media   \n",
       "11  Gurgaon  01-06-2012  No (but official and educational)     E-Commerce   \n",
       "16  Gurgaon  10-05-2011  No (but official and educational)     E-Commerce   \n",
       "24  Chennai  01-10-2008  No (but official and educational)     E-Commerce   \n",
       "25  Chennai  01-10-2008  No (but official and educational)     E-Commerce   \n",
       "\n",
       "      main_sector  \n",
       "0   Entertainment  \n",
       "11         Others  \n",
       "16         Others  \n",
       "24         Others  \n",
       "25         Others  "
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d1=m5.loc[(5000000<=m5['raised_amount_usd']) & (m5['raised_amount_usd']<=15000000) & (m5['country_code']==top9.index[0])]\n",
    "d1.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>funding_round_permalink</th>\n",
       "      <th>funding_round_type</th>\n",
       "      <th>funding_round_code</th>\n",
       "      <th>funded_at</th>\n",
       "      <th>raised_amount_usd</th>\n",
       "      <th>permalink</th>\n",
       "      <th>name</th>\n",
       "      <th>homepage_url</th>\n",
       "      <th>category_list</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>founded_at</th>\n",
       "      <th>primary_language</th>\n",
       "      <th>primary_sector</th>\n",
       "      <th>main_sector</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>/funding-round/ea999807e7268d78e4c1fe101bd192af</td>\n",
       "      <td>venture</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22-05-2014</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>/organization/venus-concept</td>\n",
       "      <td>Venus Concept</td>\n",
       "      <td>http://venusconcept.com/</td>\n",
       "      <td>Beauty|Biotechnology|Medical Devices</td>\n",
       "      <td>operating</td>\n",
       "      <td>CAN</td>\n",
       "      <td>ON</td>\n",
       "      <td>Toronto</td>\n",
       "      <td>Toronto</td>\n",
       "      <td>01-01-2009</td>\n",
       "      <td>Yes (except Quebec, northern New Brunswick and...</td>\n",
       "      <td>Beauty</td>\n",
       "      <td>Health</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>/funding-round/14f8239c9c89ed5a5b651bf8f8fd4380</td>\n",
       "      <td>venture</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10-11-2013</td>\n",
       "      <td>13000000.0</td>\n",
       "      <td>/organization/builddirect</td>\n",
       "      <td>BuildDirect</td>\n",
       "      <td>http://www.builddirect.com</td>\n",
       "      <td>E-Commerce</td>\n",
       "      <td>operating</td>\n",
       "      <td>CAN</td>\n",
       "      <td>BC</td>\n",
       "      <td>Vancouver</td>\n",
       "      <td>Vancouver</td>\n",
       "      <td>15-07-1999</td>\n",
       "      <td>Yes (except Quebec, northern New Brunswick and...</td>\n",
       "      <td>E-Commerce</td>\n",
       "      <td>Others</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>/funding-round/d8cdad2800ae9c43b5b6839e7ca6665c</td>\n",
       "      <td>venture</td>\n",
       "      <td>B</td>\n",
       "      <td>20-03-2013</td>\n",
       "      <td>13000000.0</td>\n",
       "      <td>/organization/indochino</td>\n",
       "      <td>Indochino</td>\n",
       "      <td>http://www.indochino.com</td>\n",
       "      <td>E-Commerce</td>\n",
       "      <td>operating</td>\n",
       "      <td>CAN</td>\n",
       "      <td>BC</td>\n",
       "      <td>Vancouver</td>\n",
       "      <td>Vancouver</td>\n",
       "      <td>01-03-2007</td>\n",
       "      <td>Yes (except Quebec, northern New Brunswick and...</td>\n",
       "      <td>E-Commerce</td>\n",
       "      <td>Others</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>/funding-round/7b8f4b78938cb932c82259d4c6918e82</td>\n",
       "      <td>venture</td>\n",
       "      <td>B</td>\n",
       "      <td>06-07-2010</td>\n",
       "      <td>12264150.0</td>\n",
       "      <td>/organization/kobo</td>\n",
       "      <td>Kobo</td>\n",
       "      <td>http://www.kobo.com</td>\n",
       "      <td>E-Commerce|News|Textbooks</td>\n",
       "      <td>acquired</td>\n",
       "      <td>CAN</td>\n",
       "      <td>ON</td>\n",
       "      <td>Toronto</td>\n",
       "      <td>Toronto</td>\n",
       "      <td>15-12-2009</td>\n",
       "      <td>Yes (except Quebec, northern New Brunswick and...</td>\n",
       "      <td>E-Commerce</td>\n",
       "      <td>Others</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>/funding-round/8d5d1874f035404bdaa87801bc9c30ac</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>01-10-2014</td>\n",
       "      <td>8000000.0</td>\n",
       "      <td>/organization/orckestra</td>\n",
       "      <td>Orckestra</td>\n",
       "      <td>http://www.orckestra.com</td>\n",
       "      <td>E-Commerce|Software</td>\n",
       "      <td>operating</td>\n",
       "      <td>CAN</td>\n",
       "      <td>QC</td>\n",
       "      <td>Montreal</td>\n",
       "      <td>MontrÃ©al</td>\n",
       "      <td>01-01-2006</td>\n",
       "      <td>Yes (except Quebec, northern New Brunswick and...</td>\n",
       "      <td>E-Commerce</td>\n",
       "      <td>Others</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                             funding_round_permalink funding_round_type  \\\n",
       "9    /funding-round/ea999807e7268d78e4c1fe101bd192af            venture   \n",
       "125  /funding-round/14f8239c9c89ed5a5b651bf8f8fd4380            venture   \n",
       "133  /funding-round/d8cdad2800ae9c43b5b6839e7ca6665c            venture   \n",
       "135  /funding-round/7b8f4b78938cb932c82259d4c6918e82            venture   \n",
       "138  /funding-round/8d5d1874f035404bdaa87801bc9c30ac            venture   \n",
       "\n",
       "    funding_round_code   funded_at  raised_amount_usd  \\\n",
       "9                  NaN  22-05-2014         10000000.0   \n",
       "125                NaN  10-11-2013         13000000.0   \n",
       "133                  B  20-03-2013         13000000.0   \n",
       "135                  B  06-07-2010         12264150.0   \n",
       "138                  A  01-10-2014          8000000.0   \n",
       "\n",
       "                       permalink           name                homepage_url  \\\n",
       "9    /organization/venus-concept  Venus Concept    http://venusconcept.com/   \n",
       "125    /organization/builddirect    BuildDirect  http://www.builddirect.com   \n",
       "133      /organization/indochino      Indochino    http://www.indochino.com   \n",
       "135           /organization/kobo           Kobo         http://www.kobo.com   \n",
       "138      /organization/orckestra      Orckestra    http://www.orckestra.com   \n",
       "\n",
       "                            category_list     status country_code state_code  \\\n",
       "9    Beauty|Biotechnology|Medical Devices  operating          CAN         ON   \n",
       "125                            E-Commerce  operating          CAN         BC   \n",
       "133                            E-Commerce  operating          CAN         BC   \n",
       "135             E-Commerce|News|Textbooks   acquired          CAN         ON   \n",
       "138                   E-Commerce|Software  operating          CAN         QC   \n",
       "\n",
       "        region       city  founded_at  \\\n",
       "9      Toronto    Toronto  01-01-2009   \n",
       "125  Vancouver  Vancouver  15-07-1999   \n",
       "133  Vancouver  Vancouver  01-03-2007   \n",
       "135    Toronto    Toronto  15-12-2009   \n",
       "138   Montreal  MontrÃ©al  01-01-2006   \n",
       "\n",
       "                                      primary_language primary_sector  \\\n",
       "9    Yes (except Quebec, northern New Brunswick and...         Beauty   \n",
       "125  Yes (except Quebec, northern New Brunswick and...     E-Commerce   \n",
       "133  Yes (except Quebec, northern New Brunswick and...     E-Commerce   \n",
       "135  Yes (except Quebec, northern New Brunswick and...     E-Commerce   \n",
       "138  Yes (except Quebec, northern New Brunswick and...     E-Commerce   \n",
       "\n",
       "    main_sector  \n",
       "9        Health  \n",
       "125      Others  \n",
       "133      Others  \n",
       "135      Others  \n",
       "138      Others  "
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d2=m5.loc[(5000000<=m5['raised_amount_usd']) & (m5['raised_amount_usd']<=15000000) & (m5['country_code']==top9.index[1])]\n",
    "d2.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>funding_round_permalink</th>\n",
       "      <th>funding_round_type</th>\n",
       "      <th>funding_round_code</th>\n",
       "      <th>funded_at</th>\n",
       "      <th>raised_amount_usd</th>\n",
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       "      <th>country_code</th>\n",
       "      <th>state_code</th>\n",
       "      <th>region</th>\n",
       "      <th>city</th>\n",
       "      <th>founded_at</th>\n",
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       "      <th>primary_sector</th>\n",
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       "      <td>7000000.0</td>\n",
       "      <td>/organization/2c2p</td>\n",
       "      <td>2C2P</td>\n",
       "      <td>http://www.2c2p.com</td>\n",
       "      <td>E-Commerce|Mobile Commerce|Payments|Software</td>\n",
       "      <td>operating</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>01-01-2003</td>\n",
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       "      <td>10-03-2014</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>/organization/luxola</td>\n",
       "      <td>Luxola</td>\n",
       "      <td>http://luxola.com</td>\n",
       "      <td>E-Commerce</td>\n",
       "      <td>acquired</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>07-07-2011</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
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       "      <td>10000000.0</td>\n",
       "      <td>/organization/reebonz</td>\n",
       "      <td>Reebonz</td>\n",
       "      <td>http://www.reebonz.com/event_list</td>\n",
       "      <td>E-Commerce|Manufacturing</td>\n",
       "      <td>operating</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>01-01-2009</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "      <td>E-Commerce</td>\n",
       "      <td>Others</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178</th>\n",
       "      <td>/funding-round/bb8a5437b708299e3f246c857eb02216</td>\n",
       "      <td>venture</td>\n",
       "      <td>B</td>\n",
       "      <td>01-01-2011</td>\n",
       "      <td>14000000.0</td>\n",
       "      <td>/organization/reebonz</td>\n",
       "      <td>Reebonz</td>\n",
       "      <td>http://www.reebonz.com/event_list</td>\n",
       "      <td>E-Commerce|Manufacturing</td>\n",
       "      <td>operating</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>01-01-2009</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "      <td>E-Commerce</td>\n",
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       "      <td>B</td>\n",
       "      <td>01-12-2010</td>\n",
       "      <td>13000000.0</td>\n",
       "      <td>/organization/wego-com</td>\n",
       "      <td>Wego</td>\n",
       "      <td>http://www.wego.com</td>\n",
       "      <td>E-Commerce|Hotels|Search|Travel</td>\n",
       "      <td>operating</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>01-09-2005</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "      <td>E-Commerce</td>\n",
       "      <td>Others</td>\n",
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       "  </tbody>\n",
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      ],
      "text/plain": [
       "                             funding_round_permalink funding_round_type  \\\n",
       "160  /funding-round/fc41599e5ce6654db9217e05e933e5a4            venture   \n",
       "171  /funding-round/27bbf862b5c0974d23e47491ec46fb26            venture   \n",
       "177  /funding-round/9acf1173804532a89f6122af4f645f39            venture   \n",
       "178  /funding-round/bb8a5437b708299e3f246c857eb02216            venture   \n",
       "181  /funding-round/1ce651ac57bfde704da1bb468f6a68bc            venture   \n",
       "\n",
       "    funding_round_code   funded_at  raised_amount_usd               permalink  \\\n",
       "160                  C  27-04-2015          7000000.0      /organization/2c2p   \n",
       "171                  C  10-03-2014         10000000.0    /organization/luxola   \n",
       "177                  A  01-12-2010         10000000.0   /organization/reebonz   \n",
       "178                  B  01-01-2011         14000000.0   /organization/reebonz   \n",
       "181                  B  01-12-2010         13000000.0  /organization/wego-com   \n",
       "\n",
       "        name                       homepage_url  \\\n",
       "160     2C2P                http://www.2c2p.com   \n",
       "171   Luxola                  http://luxola.com   \n",
       "177  Reebonz  http://www.reebonz.com/event_list   \n",
       "178  Reebonz  http://www.reebonz.com/event_list   \n",
       "181     Wego                http://www.wego.com   \n",
       "\n",
       "                                    category_list     status country_code  \\\n",
       "160  E-Commerce|Mobile Commerce|Payments|Software  operating          SGP   \n",
       "171                                    E-Commerce   acquired          SGP   \n",
       "177                      E-Commerce|Manufacturing  operating          SGP   \n",
       "178                      E-Commerce|Manufacturing  operating          SGP   \n",
       "181               E-Commerce|Hotels|Search|Travel  operating          SGP   \n",
       "\n",
       "    state_code     region       city  founded_at  \\\n",
       "160        NaN        NaN        NaN  01-01-2003   \n",
       "171        NaN  Singapore  Singapore  07-07-2011   \n",
       "177        NaN  Singapore  Singapore  01-01-2009   \n",
       "178        NaN  Singapore  Singapore  01-01-2009   \n",
       "181        NaN  Singapore  Singapore  01-09-2005   \n",
       "\n",
       "                                      primary_language primary_sector  \\\n",
       "160  Yes (used as lingua franca, mostly and widely ...     E-Commerce   \n",
       "171  Yes (used as lingua franca, mostly and widely ...     E-Commerce   \n",
       "177  Yes (used as lingua franca, mostly and widely ...     E-Commerce   \n",
       "178  Yes (used as lingua franca, mostly and widely ...     E-Commerce   \n",
       "181  Yes (used as lingua franca, mostly and widely ...     E-Commerce   \n",
       "\n",
       "    main_sector  \n",
       "160      Others  \n",
       "171      Others  \n",
       "177      Others  \n",
       "178      Others  \n",
       "181      Others  "
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d3=m5.loc[(5000000<=m5['raised_amount_usd']) & (m5['raised_amount_usd']<=15000000) & (m5['country_code']==top9.index[2])]\n",
    "d3.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Adding columns for count and sum of investments in each of the  data frame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>13</td>\n",
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       "    <tr>\n",
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       "      <td>20</td>\n",
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       "      <td>Health</td>\n",
       "      <td>19</td>\n",
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       "      <td>21</td>\n",
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       "      <th>5</th>\n",
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       "      <th>7</th>\n",
       "      <td>Social, Finance, Analytics, Advertising</td>\n",
       "      <td>60</td>\n",
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      ],
      "text/plain": [
       "                               main_sector  count_of_investment\n",
       "0                      Automotive & Sports                   13\n",
       "1               Cleantech / Semiconductors                   20\n",
       "2                            Entertainment                   33\n",
       "3                                   Health                   19\n",
       "4                            Manufacturing                   21\n",
       "5               News, Search and Messaging                   52\n",
       "6                                   Others                  110\n",
       "7  Social, Finance, Analytics, Advertising                   60"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d1_group=d1.groupby(by='main_sector',as_index=False)\n",
    "d1_count = pd.DataFrame(d1_group['raised_amount_usd'].count())\n",
    "d1_count.rename(columns={'raised_amount_usd':'count_of_investment'},inplace=True)\n",
    "d1_count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
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       "      <td>5000000.0</td>\n",
       "      <td>/organization/dhruva</td>\n",
       "      <td>Dhruva</td>\n",
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       "      <td>Games</td>\n",
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       "      <td>29-03-2007</td>\n",
       "      <td>5000000.0</td>\n",
       "      <td>/organization/games2win</td>\n",
       "      <td>Games2Win</td>\n",
       "      <td>http://www.games2win.com</td>\n",
       "      <td>Games</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>16</td>\n",
       "      <td>Mumbai</td>\n",
       "      <td>Mumbai</td>\n",
       "      <td>01-01-2005</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "      <td>Games</td>\n",
       "      <td>Entertainment</td>\n",
       "      <td>33</td>\n",
       "    </tr>\n",
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       "      <th>3</th>\n",
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       "      <td>B</td>\n",
       "      <td>30-03-2011</td>\n",
       "      <td>6000000.0</td>\n",
       "      <td>/organization/games2win</td>\n",
       "      <td>Games2Win</td>\n",
       "      <td>http://www.games2win.com</td>\n",
       "      <td>Games</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>16</td>\n",
       "      <td>Mumbai</td>\n",
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       "      <td>01-01-2005</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "      <td>Games</td>\n",
       "      <td>Entertainment</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>/funding-round/adb94c131e001a7438a4695d873d8dc1</td>\n",
       "      <td>venture</td>\n",
       "      <td>B</td>\n",
       "      <td>03-11-2015</td>\n",
       "      <td>5000000.0</td>\n",
       "      <td>/organization/pokkt</td>\n",
       "      <td>POKKT</td>\n",
       "      <td>http://www.pokkt.com</td>\n",
       "      <td>Games</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>16</td>\n",
       "      <td>Mumbai</td>\n",
       "      <td>Mumbai</td>\n",
       "      <td>01-08-2012</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "      <td>Games</td>\n",
       "      <td>Entertainment</td>\n",
       "      <td>33</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                           funding_round_permalink funding_round_type  \\\n",
       "0  /funding-round/9a01d05418af9f794eebff7ace91f638            venture   \n",
       "1  /funding-round/6035248811c9530b11bd442d9239a0b1            venture   \n",
       "2  /funding-round/6b024f4906c288c66d1df966e6aeb256            venture   \n",
       "3  /funding-round/b095563fd43d1e4fd16da3f4bcd040af            venture   \n",
       "4  /funding-round/adb94c131e001a7438a4695d873d8dc1            venture   \n",
       "\n",
       "  funding_round_code   funded_at  raised_amount_usd                permalink  \\\n",
       "0                  B  05-01-2015         10000000.0      /organization/-fame   \n",
       "1                NaN  27-11-2006          5000000.0     /organization/dhruva   \n",
       "2                  A  29-03-2007          5000000.0  /organization/games2win   \n",
       "3                  B  30-03-2011          6000000.0  /organization/games2win   \n",
       "4                  B  03-11-2015          5000000.0      /organization/pokkt   \n",
       "\n",
       "        name              homepage_url category_list     status country_code  \\\n",
       "0      #fame        http://livfame.com         Media  operating          IND   \n",
       "1     Dhruva    http://www.dhruva.com/         Games  operating          IND   \n",
       "2  Games2Win  http://www.games2win.com         Games  operating          IND   \n",
       "3  Games2Win  http://www.games2win.com         Games  operating          IND   \n",
       "4      POKKT      http://www.pokkt.com         Games  operating          IND   \n",
       "\n",
       "  state_code     region       city  founded_at  \\\n",
       "0         16     Mumbai     Mumbai         NaN   \n",
       "1         19  Bangalore  Bangalore  01-01-1997   \n",
       "2         16     Mumbai     Mumbai  01-01-2005   \n",
       "3         16     Mumbai     Mumbai  01-01-2005   \n",
       "4         16     Mumbai     Mumbai  01-08-2012   \n",
       "\n",
       "                    primary_language primary_sector    main_sector  \\\n",
       "0  No (but official and educational)          Media  Entertainment   \n",
       "1  No (but official and educational)          Games  Entertainment   \n",
       "2  No (but official and educational)          Games  Entertainment   \n",
       "3  No (but official and educational)          Games  Entertainment   \n",
       "4  No (but official and educational)          Games  Entertainment   \n",
       "\n",
       "   count_of_investment  \n",
       "0                   33  \n",
       "1                   33  \n",
       "2                   33  \n",
       "3                   33  \n",
       "4                   33  "
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d1=pd.merge(d1,d1_count,left_on='main_sector',right_on='main_sector')\n",
    "d1.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>main_sector</th>\n",
       "      <th>total_amount_of_investment</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Automotive &amp; Sports</td>\n",
       "      <td>136900000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Cleantech / Semiconductors</td>\n",
       "      <td>165380000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Entertainment</td>\n",
       "      <td>280830000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Health</td>\n",
       "      <td>167740000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Manufacturing</td>\n",
       "      <td>200900000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>News, Search and Messaging</td>\n",
       "      <td>433834545.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Others</td>\n",
       "      <td>1013409507.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Social, Finance, Analytics, Advertising</td>\n",
       "      <td>550549550.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                               main_sector total_amount_of_investment\n",
       "0                      Automotive & Sports                136900000.0\n",
       "1               Cleantech / Semiconductors                165380000.0\n",
       "2                            Entertainment                280830000.0\n",
       "3                                   Health                167740000.0\n",
       "4                            Manufacturing                200900000.0\n",
       "5               News, Search and Messaging                433834545.0\n",
       "6                                   Others               1013409507.0\n",
       "7  Social, Finance, Analytics, Advertising                550549550.0"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d1_group=d1.groupby(by='main_sector',as_index=False)\n",
    "d1_sum = pd.DataFrame(d1_group['raised_amount_usd'].sum())\n",
    "d1_sum.rename(columns={'raised_amount_usd':'total_amount_of_investment'},inplace=True)\n",
    "d1_sum['total_amount_of_investment']=d1_sum['total_amount_of_investment'].apply(lambda x: '{:.1f}'.format(x))\n",
    "d1_sum"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\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>funding_round_permalink</th>\n",
       "      <th>funding_round_type</th>\n",
       "      <th>funding_round_code</th>\n",
       "      <th>funded_at</th>\n",
       "      <th>raised_amount_usd</th>\n",
       "      <th>permalink</th>\n",
       "      <th>name</th>\n",
       "      <th>homepage_url</th>\n",
       "      <th>category_list</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>founded_at</th>\n",
       "      <th>primary_language</th>\n",
       "      <th>primary_sector</th>\n",
       "      <th>main_sector</th>\n",
       "      <th>count_of_investment</th>\n",
       "      <th>total_amount_of_investment</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>/funding-round/9a01d05418af9f794eebff7ace91f638</td>\n",
       "      <td>venture</td>\n",
       "      <td>B</td>\n",
       "      <td>05-01-2015</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>/organization/-fame</td>\n",
       "      <td>#fame</td>\n",
       "      <td>http://livfame.com</td>\n",
       "      <td>Media</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>16</td>\n",
       "      <td>Mumbai</td>\n",
       "      <td>Mumbai</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "      <td>Media</td>\n",
       "      <td>Entertainment</td>\n",
       "      <td>33</td>\n",
       "      <td>280830000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>/funding-round/6035248811c9530b11bd442d9239a0b1</td>\n",
       "      <td>venture</td>\n",
       "      <td>NaN</td>\n",
       "      <td>27-11-2006</td>\n",
       "      <td>5000000.0</td>\n",
       "      <td>/organization/dhruva</td>\n",
       "      <td>Dhruva</td>\n",
       "      <td>http://www.dhruva.com/</td>\n",
       "      <td>Games</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>19</td>\n",
       "      <td>Bangalore</td>\n",
       "      <td>Bangalore</td>\n",
       "      <td>01-01-1997</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "      <td>Games</td>\n",
       "      <td>Entertainment</td>\n",
       "      <td>33</td>\n",
       "      <td>280830000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>/funding-round/6b024f4906c288c66d1df966e6aeb256</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>29-03-2007</td>\n",
       "      <td>5000000.0</td>\n",
       "      <td>/organization/games2win</td>\n",
       "      <td>Games2Win</td>\n",
       "      <td>http://www.games2win.com</td>\n",
       "      <td>Games</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>16</td>\n",
       "      <td>Mumbai</td>\n",
       "      <td>Mumbai</td>\n",
       "      <td>01-01-2005</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "      <td>Games</td>\n",
       "      <td>Entertainment</td>\n",
       "      <td>33</td>\n",
       "      <td>280830000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>/funding-round/b095563fd43d1e4fd16da3f4bcd040af</td>\n",
       "      <td>venture</td>\n",
       "      <td>B</td>\n",
       "      <td>30-03-2011</td>\n",
       "      <td>6000000.0</td>\n",
       "      <td>/organization/games2win</td>\n",
       "      <td>Games2Win</td>\n",
       "      <td>http://www.games2win.com</td>\n",
       "      <td>Games</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>16</td>\n",
       "      <td>Mumbai</td>\n",
       "      <td>Mumbai</td>\n",
       "      <td>01-01-2005</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "      <td>Games</td>\n",
       "      <td>Entertainment</td>\n",
       "      <td>33</td>\n",
       "      <td>280830000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>/funding-round/adb94c131e001a7438a4695d873d8dc1</td>\n",
       "      <td>venture</td>\n",
       "      <td>B</td>\n",
       "      <td>03-11-2015</td>\n",
       "      <td>5000000.0</td>\n",
       "      <td>/organization/pokkt</td>\n",
       "      <td>POKKT</td>\n",
       "      <td>http://www.pokkt.com</td>\n",
       "      <td>Games</td>\n",
       "      <td>operating</td>\n",
       "      <td>IND</td>\n",
       "      <td>16</td>\n",
       "      <td>Mumbai</td>\n",
       "      <td>Mumbai</td>\n",
       "      <td>01-08-2012</td>\n",
       "      <td>No (but official and educational)</td>\n",
       "      <td>Games</td>\n",
       "      <td>Entertainment</td>\n",
       "      <td>33</td>\n",
       "      <td>280830000.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                           funding_round_permalink funding_round_type  \\\n",
       "0  /funding-round/9a01d05418af9f794eebff7ace91f638            venture   \n",
       "1  /funding-round/6035248811c9530b11bd442d9239a0b1            venture   \n",
       "2  /funding-round/6b024f4906c288c66d1df966e6aeb256            venture   \n",
       "3  /funding-round/b095563fd43d1e4fd16da3f4bcd040af            venture   \n",
       "4  /funding-round/adb94c131e001a7438a4695d873d8dc1            venture   \n",
       "\n",
       "  funding_round_code   funded_at  raised_amount_usd                permalink  \\\n",
       "0                  B  05-01-2015         10000000.0      /organization/-fame   \n",
       "1                NaN  27-11-2006          5000000.0     /organization/dhruva   \n",
       "2                  A  29-03-2007          5000000.0  /organization/games2win   \n",
       "3                  B  30-03-2011          6000000.0  /organization/games2win   \n",
       "4                  B  03-11-2015          5000000.0      /organization/pokkt   \n",
       "\n",
       "        name              homepage_url category_list     status country_code  \\\n",
       "0      #fame        http://livfame.com         Media  operating          IND   \n",
       "1     Dhruva    http://www.dhruva.com/         Games  operating          IND   \n",
       "2  Games2Win  http://www.games2win.com         Games  operating          IND   \n",
       "3  Games2Win  http://www.games2win.com         Games  operating          IND   \n",
       "4      POKKT      http://www.pokkt.com         Games  operating          IND   \n",
       "\n",
       "  state_code     region       city  founded_at  \\\n",
       "0         16     Mumbai     Mumbai         NaN   \n",
       "1         19  Bangalore  Bangalore  01-01-1997   \n",
       "2         16     Mumbai     Mumbai  01-01-2005   \n",
       "3         16     Mumbai     Mumbai  01-01-2005   \n",
       "4         16     Mumbai     Mumbai  01-08-2012   \n",
       "\n",
       "                    primary_language primary_sector    main_sector  \\\n",
       "0  No (but official and educational)          Media  Entertainment   \n",
       "1  No (but official and educational)          Games  Entertainment   \n",
       "2  No (but official and educational)          Games  Entertainment   \n",
       "3  No (but official and educational)          Games  Entertainment   \n",
       "4  No (but official and educational)          Games  Entertainment   \n",
       "\n",
       "   count_of_investment total_amount_of_investment  \n",
       "0                   33                280830000.0  \n",
       "1                   33                280830000.0  \n",
       "2                   33                280830000.0  \n",
       "3                   33                280830000.0  \n",
       "4                   33                280830000.0  "
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d1=pd.merge(d1,d1_sum,left_on='main_sector',right_on='main_sector')\n",
    "d1.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\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>main_sector</th>\n",
       "      <th>count_of_investment</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Automotive &amp; Sports</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Cleantech / Semiconductors</td>\n",
       "      <td>112</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Entertainment</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Health</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Manufacturing</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>News, Search and Messaging</td>\n",
       "      <td>46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Others</td>\n",
       "      <td>109</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Social, Finance, Analytics, Advertising</td>\n",
       "      <td>78</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                               main_sector  count_of_investment\n",
       "0                      Automotive & Sports                    2\n",
       "1               Cleantech / Semiconductors                  112\n",
       "2                            Entertainment                   23\n",
       "3                                   Health                   21\n",
       "4                            Manufacturing                   29\n",
       "5               News, Search and Messaging                   46\n",
       "6                                   Others                  109\n",
       "7  Social, Finance, Analytics, Advertising                   78"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d2_group=d2.groupby(by='main_sector',as_index=False)\n",
    "d2_count = pd.DataFrame(d2_group['raised_amount_usd'].count())\n",
    "d2_count.rename(columns={'raised_amount_usd':'count_of_investment'},inplace=True)\n",
    "d2_count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>funding_round_permalink</th>\n",
       "      <th>funding_round_type</th>\n",
       "      <th>funding_round_code</th>\n",
       "      <th>funded_at</th>\n",
       "      <th>raised_amount_usd</th>\n",
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       "      <th>name</th>\n",
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       "      <th>city</th>\n",
       "      <th>founded_at</th>\n",
       "      <th>primary_language</th>\n",
       "      <th>primary_sector</th>\n",
       "      <th>main_sector</th>\n",
       "      <th>count_of_investment</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>/funding-round/ea999807e7268d78e4c1fe101bd192af</td>\n",
       "      <td>venture</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22-05-2014</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>/organization/venus-concept</td>\n",
       "      <td>Venus Concept</td>\n",
       "      <td>http://venusconcept.com/</td>\n",
       "      <td>Beauty|Biotechnology|Medical Devices</td>\n",
       "      <td>operating</td>\n",
       "      <td>CAN</td>\n",
       "      <td>ON</td>\n",
       "      <td>Toronto</td>\n",
       "      <td>Toronto</td>\n",
       "      <td>01-01-2009</td>\n",
       "      <td>Yes (except Quebec, northern New Brunswick and...</td>\n",
       "      <td>Beauty</td>\n",
       "      <td>Health</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>/funding-round/f94e1916a6d0bffbeeecbdd01b4ea243</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>22-08-2013</td>\n",
       "      <td>7500000.0</td>\n",
       "      <td>/organization/drivewyze</td>\n",
       "      <td>Drivewyze</td>\n",
       "      <td>http://drivewyze.com</td>\n",
       "      <td>Public Transportation</td>\n",
       "      <td>operating</td>\n",
       "      <td>CAN</td>\n",
       "      <td>AB</td>\n",
       "      <td>Edmonton</td>\n",
       "      <td>Edmonton</td>\n",
       "      <td>01-01-2011</td>\n",
       "      <td>Yes (except Quebec, northern New Brunswick and...</td>\n",
       "      <td>Public Transportation</td>\n",
       "      <td>Health</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>/funding-round/136278c3b99da16b1a69940bd6ed7f75</td>\n",
       "      <td>venture</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15-06-2009</td>\n",
       "      <td>6171709.0</td>\n",
       "      <td>/organization/alegro-health</td>\n",
       "      <td>Alegro Health</td>\n",
       "      <td>http://alegrohealth.com</td>\n",
       "      <td>Health and Wellness</td>\n",
       "      <td>operating</td>\n",
       "      <td>CAN</td>\n",
       "      <td>ON</td>\n",
       "      <td>Toronto</td>\n",
       "      <td>Toronto</td>\n",
       "      <td>01-01-2003</td>\n",
       "      <td>Yes (except Quebec, northern New Brunswick and...</td>\n",
       "      <td>Health and Wellness</td>\n",
       "      <td>Health</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>/funding-round/b531f60613c0f1e3b75038e84495a39e</td>\n",
       "      <td>venture</td>\n",
       "      <td>NaN</td>\n",
       "      <td>30-12-2013</td>\n",
       "      <td>5058074.0</td>\n",
       "      <td>/organization/concordia-healthcare</td>\n",
       "      <td>Concordia Healthcare</td>\n",
       "      <td>http://concordiapharma.ca</td>\n",
       "      <td>Health and Wellness</td>\n",
       "      <td>closed</td>\n",
       "      <td>CAN</td>\n",
       "      <td>ON</td>\n",
       "      <td>Toronto</td>\n",
       "      <td>Oakville</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes (except Quebec, northern New Brunswick and...</td>\n",
       "      <td>Health and Wellness</td>\n",
       "      <td>Health</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>/funding-round/5a9a7168dea5a1c3297bee45193e42a4</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>05-06-2013</td>\n",
       "      <td>14500000.0</td>\n",
       "      <td>/organization/get-myo</td>\n",
       "      <td>Thalmic Labs</td>\n",
       "      <td>http://thalmic.com</td>\n",
       "      <td>Health and Wellness|Wearables</td>\n",
       "      <td>operating</td>\n",
       "      <td>CAN</td>\n",
       "      <td>ON</td>\n",
       "      <td>Toronto</td>\n",
       "      <td>Kitchener</td>\n",
       "      <td>01-05-2012</td>\n",
       "      <td>Yes (except Quebec, northern New Brunswick and...</td>\n",
       "      <td>Health and Wellness</td>\n",
       "      <td>Health</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                           funding_round_permalink funding_round_type  \\\n",
       "0  /funding-round/ea999807e7268d78e4c1fe101bd192af            venture   \n",
       "1  /funding-round/f94e1916a6d0bffbeeecbdd01b4ea243            venture   \n",
       "2  /funding-round/136278c3b99da16b1a69940bd6ed7f75            venture   \n",
       "3  /funding-round/b531f60613c0f1e3b75038e84495a39e            venture   \n",
       "4  /funding-round/5a9a7168dea5a1c3297bee45193e42a4            venture   \n",
       "\n",
       "  funding_round_code   funded_at  raised_amount_usd  \\\n",
       "0                NaN  22-05-2014         10000000.0   \n",
       "1                  A  22-08-2013          7500000.0   \n",
       "2                NaN  15-06-2009          6171709.0   \n",
       "3                NaN  30-12-2013          5058074.0   \n",
       "4                  A  05-06-2013         14500000.0   \n",
       "\n",
       "                            permalink                  name  \\\n",
       "0         /organization/venus-concept         Venus Concept   \n",
       "1             /organization/drivewyze             Drivewyze   \n",
       "2         /organization/alegro-health         Alegro Health   \n",
       "3  /organization/concordia-healthcare  Concordia Healthcare   \n",
       "4               /organization/get-myo          Thalmic Labs   \n",
       "\n",
       "                homepage_url                         category_list     status  \\\n",
       "0   http://venusconcept.com/  Beauty|Biotechnology|Medical Devices  operating   \n",
       "1       http://drivewyze.com                 Public Transportation  operating   \n",
       "2    http://alegrohealth.com                   Health and Wellness  operating   \n",
       "3  http://concordiapharma.ca                   Health and Wellness     closed   \n",
       "4         http://thalmic.com         Health and Wellness|Wearables  operating   \n",
       "\n",
       "  country_code state_code    region       city  founded_at  \\\n",
       "0          CAN         ON   Toronto    Toronto  01-01-2009   \n",
       "1          CAN         AB  Edmonton   Edmonton  01-01-2011   \n",
       "2          CAN         ON   Toronto    Toronto  01-01-2003   \n",
       "3          CAN         ON   Toronto   Oakville         NaN   \n",
       "4          CAN         ON   Toronto  Kitchener  01-05-2012   \n",
       "\n",
       "                                    primary_language         primary_sector  \\\n",
       "0  Yes (except Quebec, northern New Brunswick and...                 Beauty   \n",
       "1  Yes (except Quebec, northern New Brunswick and...  Public Transportation   \n",
       "2  Yes (except Quebec, northern New Brunswick and...    Health and Wellness   \n",
       "3  Yes (except Quebec, northern New Brunswick and...    Health and Wellness   \n",
       "4  Yes (except Quebec, northern New Brunswick and...    Health and Wellness   \n",
       "\n",
       "  main_sector  count_of_investment  \n",
       "0      Health                   21  \n",
       "1      Health                   21  \n",
       "2      Health                   21  \n",
       "3      Health                   21  \n",
       "4      Health                   21  "
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d2=pd.merge(d2,d2_count,left_on='main_sector',right_on='main_sector')\n",
    "d2.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "    }\n",
       "\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>main_sector</th>\n",
       "      <th>total_amount_of_investment</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Automotive &amp; Sports</td>\n",
       "      <td>15000000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Cleantech / Semiconductors</td>\n",
       "      <td>1015887607.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Entertainment</td>\n",
       "      <td>160022068.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Health</td>\n",
       "      <td>168345064.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Manufacturing</td>\n",
       "      <td>219863071.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>News, Search and Messaging</td>\n",
       "      <td>420121113.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Others</td>\n",
       "      <td>926137962.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Social, Finance, Analytics, Advertising</td>\n",
       "      <td>656143075.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                               main_sector total_amount_of_investment\n",
       "0                      Automotive & Sports                 15000000.0\n",
       "1               Cleantech / Semiconductors               1015887607.0\n",
       "2                            Entertainment                160022068.0\n",
       "3                                   Health                168345064.0\n",
       "4                            Manufacturing                219863071.0\n",
       "5               News, Search and Messaging                420121113.0\n",
       "6                                   Others                926137962.0\n",
       "7  Social, Finance, Analytics, Advertising                656143075.0"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d2_group=d2.groupby(by='main_sector',as_index=False)\n",
    "d2_sum = pd.DataFrame(d2_group['raised_amount_usd'].sum())\n",
    "d2_sum.rename(columns={'raised_amount_usd':'total_amount_of_investment'},inplace=True)\n",
    "d2_sum['total_amount_of_investment']=d2_sum['total_amount_of_investment'].apply(lambda x: '{:.1f}'.format(x))\n",
    "d2_sum"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>funding_round_permalink</th>\n",
       "      <th>funding_round_type</th>\n",
       "      <th>funding_round_code</th>\n",
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       "      <th>status</th>\n",
       "      <th>country_code</th>\n",
       "      <th>state_code</th>\n",
       "      <th>region</th>\n",
       "      <th>city</th>\n",
       "      <th>founded_at</th>\n",
       "      <th>primary_language</th>\n",
       "      <th>primary_sector</th>\n",
       "      <th>main_sector</th>\n",
       "      <th>count_of_investment</th>\n",
       "      <th>total_amount_of_investment</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>/funding-round/ea999807e7268d78e4c1fe101bd192af</td>\n",
       "      <td>venture</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22-05-2014</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>/organization/venus-concept</td>\n",
       "      <td>Venus Concept</td>\n",
       "      <td>http://venusconcept.com/</td>\n",
       "      <td>Beauty|Biotechnology|Medical Devices</td>\n",
       "      <td>operating</td>\n",
       "      <td>CAN</td>\n",
       "      <td>ON</td>\n",
       "      <td>Toronto</td>\n",
       "      <td>Toronto</td>\n",
       "      <td>01-01-2009</td>\n",
       "      <td>Yes (except Quebec, northern New Brunswick and...</td>\n",
       "      <td>Beauty</td>\n",
       "      <td>Health</td>\n",
       "      <td>21</td>\n",
       "      <td>168345064.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>/funding-round/f94e1916a6d0bffbeeecbdd01b4ea243</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>22-08-2013</td>\n",
       "      <td>7500000.0</td>\n",
       "      <td>/organization/drivewyze</td>\n",
       "      <td>Drivewyze</td>\n",
       "      <td>http://drivewyze.com</td>\n",
       "      <td>Public Transportation</td>\n",
       "      <td>operating</td>\n",
       "      <td>CAN</td>\n",
       "      <td>AB</td>\n",
       "      <td>Edmonton</td>\n",
       "      <td>Edmonton</td>\n",
       "      <td>01-01-2011</td>\n",
       "      <td>Yes (except Quebec, northern New Brunswick and...</td>\n",
       "      <td>Public Transportation</td>\n",
       "      <td>Health</td>\n",
       "      <td>21</td>\n",
       "      <td>168345064.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>/funding-round/136278c3b99da16b1a69940bd6ed7f75</td>\n",
       "      <td>venture</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15-06-2009</td>\n",
       "      <td>6171709.0</td>\n",
       "      <td>/organization/alegro-health</td>\n",
       "      <td>Alegro Health</td>\n",
       "      <td>http://alegrohealth.com</td>\n",
       "      <td>Health and Wellness</td>\n",
       "      <td>operating</td>\n",
       "      <td>CAN</td>\n",
       "      <td>ON</td>\n",
       "      <td>Toronto</td>\n",
       "      <td>Toronto</td>\n",
       "      <td>01-01-2003</td>\n",
       "      <td>Yes (except Quebec, northern New Brunswick and...</td>\n",
       "      <td>Health and Wellness</td>\n",
       "      <td>Health</td>\n",
       "      <td>21</td>\n",
       "      <td>168345064.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>/funding-round/b531f60613c0f1e3b75038e84495a39e</td>\n",
       "      <td>venture</td>\n",
       "      <td>NaN</td>\n",
       "      <td>30-12-2013</td>\n",
       "      <td>5058074.0</td>\n",
       "      <td>/organization/concordia-healthcare</td>\n",
       "      <td>Concordia Healthcare</td>\n",
       "      <td>http://concordiapharma.ca</td>\n",
       "      <td>Health and Wellness</td>\n",
       "      <td>closed</td>\n",
       "      <td>CAN</td>\n",
       "      <td>ON</td>\n",
       "      <td>Toronto</td>\n",
       "      <td>Oakville</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes (except Quebec, northern New Brunswick and...</td>\n",
       "      <td>Health and Wellness</td>\n",
       "      <td>Health</td>\n",
       "      <td>21</td>\n",
       "      <td>168345064.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>/funding-round/5a9a7168dea5a1c3297bee45193e42a4</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>05-06-2013</td>\n",
       "      <td>14500000.0</td>\n",
       "      <td>/organization/get-myo</td>\n",
       "      <td>Thalmic Labs</td>\n",
       "      <td>http://thalmic.com</td>\n",
       "      <td>Health and Wellness|Wearables</td>\n",
       "      <td>operating</td>\n",
       "      <td>CAN</td>\n",
       "      <td>ON</td>\n",
       "      <td>Toronto</td>\n",
       "      <td>Kitchener</td>\n",
       "      <td>01-05-2012</td>\n",
       "      <td>Yes (except Quebec, northern New Brunswick and...</td>\n",
       "      <td>Health and Wellness</td>\n",
       "      <td>Health</td>\n",
       "      <td>21</td>\n",
       "      <td>168345064.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                           funding_round_permalink funding_round_type  \\\n",
       "0  /funding-round/ea999807e7268d78e4c1fe101bd192af            venture   \n",
       "1  /funding-round/f94e1916a6d0bffbeeecbdd01b4ea243            venture   \n",
       "2  /funding-round/136278c3b99da16b1a69940bd6ed7f75            venture   \n",
       "3  /funding-round/b531f60613c0f1e3b75038e84495a39e            venture   \n",
       "4  /funding-round/5a9a7168dea5a1c3297bee45193e42a4            venture   \n",
       "\n",
       "  funding_round_code   funded_at  raised_amount_usd  \\\n",
       "0                NaN  22-05-2014         10000000.0   \n",
       "1                  A  22-08-2013          7500000.0   \n",
       "2                NaN  15-06-2009          6171709.0   \n",
       "3                NaN  30-12-2013          5058074.0   \n",
       "4                  A  05-06-2013         14500000.0   \n",
       "\n",
       "                            permalink                  name  \\\n",
       "0         /organization/venus-concept         Venus Concept   \n",
       "1             /organization/drivewyze             Drivewyze   \n",
       "2         /organization/alegro-health         Alegro Health   \n",
       "3  /organization/concordia-healthcare  Concordia Healthcare   \n",
       "4               /organization/get-myo          Thalmic Labs   \n",
       "\n",
       "                homepage_url                         category_list     status  \\\n",
       "0   http://venusconcept.com/  Beauty|Biotechnology|Medical Devices  operating   \n",
       "1       http://drivewyze.com                 Public Transportation  operating   \n",
       "2    http://alegrohealth.com                   Health and Wellness  operating   \n",
       "3  http://concordiapharma.ca                   Health and Wellness     closed   \n",
       "4         http://thalmic.com         Health and Wellness|Wearables  operating   \n",
       "\n",
       "  country_code state_code    region       city  founded_at  \\\n",
       "0          CAN         ON   Toronto    Toronto  01-01-2009   \n",
       "1          CAN         AB  Edmonton   Edmonton  01-01-2011   \n",
       "2          CAN         ON   Toronto    Toronto  01-01-2003   \n",
       "3          CAN         ON   Toronto   Oakville         NaN   \n",
       "4          CAN         ON   Toronto  Kitchener  01-05-2012   \n",
       "\n",
       "                                    primary_language         primary_sector  \\\n",
       "0  Yes (except Quebec, northern New Brunswick and...                 Beauty   \n",
       "1  Yes (except Quebec, northern New Brunswick and...  Public Transportation   \n",
       "2  Yes (except Quebec, northern New Brunswick and...    Health and Wellness   \n",
       "3  Yes (except Quebec, northern New Brunswick and...    Health and Wellness   \n",
       "4  Yes (except Quebec, northern New Brunswick and...    Health and Wellness   \n",
       "\n",
       "  main_sector  count_of_investment total_amount_of_investment  \n",
       "0      Health                   21                168345064.0  \n",
       "1      Health                   21                168345064.0  \n",
       "2      Health                   21                168345064.0  \n",
       "3      Health                   21                168345064.0  \n",
       "4      Health                   21                168345064.0  "
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d2=pd.merge(d2,d2_sum,left_on='main_sector',right_on='main_sector')\n",
    "d2.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>0</th>\n",
       "      <td>Automotive &amp; Sports</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Cleantech / Semiconductors</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Entertainment</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Health</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Manufacturing</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>News, Search and Messaging</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Others</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Social, Finance, Analytics, Advertising</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                               main_sector  count_of_investment\n",
       "0                      Automotive & Sports                    2\n",
       "1               Cleantech / Semiconductors                    7\n",
       "2                            Entertainment                   12\n",
       "3                                   Health                    3\n",
       "4                            Manufacturing                    1\n",
       "5               News, Search and Messaging                   10\n",
       "6                                   Others                   13\n",
       "7  Social, Finance, Analytics, Advertising                   22"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d3_group=d3.groupby(by='main_sector',as_index=False)\n",
    "d3_count = pd.DataFrame(d3_group['raised_amount_usd'].count())\n",
    "d3_count.rename(columns={'raised_amount_usd':'count_of_investment'},inplace=True)\n",
    "d3_count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>funding_round_permalink</th>\n",
       "      <th>funding_round_type</th>\n",
       "      <th>funding_round_code</th>\n",
       "      <th>funded_at</th>\n",
       "      <th>raised_amount_usd</th>\n",
       "      <th>permalink</th>\n",
       "      <th>name</th>\n",
       "      <th>homepage_url</th>\n",
       "      <th>category_list</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>founded_at</th>\n",
       "      <th>primary_language</th>\n",
       "      <th>primary_sector</th>\n",
       "      <th>main_sector</th>\n",
       "      <th>count_of_investment</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>/funding-round/fc41599e5ce6654db9217e05e933e5a4</td>\n",
       "      <td>venture</td>\n",
       "      <td>C</td>\n",
       "      <td>27-04-2015</td>\n",
       "      <td>7000000.0</td>\n",
       "      <td>/organization/2c2p</td>\n",
       "      <td>2C2P</td>\n",
       "      <td>http://www.2c2p.com</td>\n",
       "      <td>E-Commerce|Mobile Commerce|Payments|Software</td>\n",
       "      <td>operating</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>01-01-2003</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "      <td>E-Commerce</td>\n",
       "      <td>Others</td>\n",
       "      <td>13</td>\n",
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       "      <th>1</th>\n",
       "      <td>/funding-round/27bbf862b5c0974d23e47491ec46fb26</td>\n",
       "      <td>venture</td>\n",
       "      <td>C</td>\n",
       "      <td>10-03-2014</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>/organization/luxola</td>\n",
       "      <td>Luxola</td>\n",
       "      <td>http://luxola.com</td>\n",
       "      <td>E-Commerce</td>\n",
       "      <td>acquired</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>07-07-2011</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "      <td>E-Commerce</td>\n",
       "      <td>Others</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>/funding-round/9acf1173804532a89f6122af4f645f39</td>\n",
       "      <td>venture</td>\n",
       "      <td>A</td>\n",
       "      <td>01-12-2010</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>/organization/reebonz</td>\n",
       "      <td>Reebonz</td>\n",
       "      <td>http://www.reebonz.com/event_list</td>\n",
       "      <td>E-Commerce|Manufacturing</td>\n",
       "      <td>operating</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>01-01-2009</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "      <td>E-Commerce</td>\n",
       "      <td>Others</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>/funding-round/bb8a5437b708299e3f246c857eb02216</td>\n",
       "      <td>venture</td>\n",
       "      <td>B</td>\n",
       "      <td>01-01-2011</td>\n",
       "      <td>14000000.0</td>\n",
       "      <td>/organization/reebonz</td>\n",
       "      <td>Reebonz</td>\n",
       "      <td>http://www.reebonz.com/event_list</td>\n",
       "      <td>E-Commerce|Manufacturing</td>\n",
       "      <td>operating</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>01-01-2009</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "      <td>E-Commerce</td>\n",
       "      <td>Others</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>/funding-round/1ce651ac57bfde704da1bb468f6a68bc</td>\n",
       "      <td>venture</td>\n",
       "      <td>B</td>\n",
       "      <td>01-12-2010</td>\n",
       "      <td>13000000.0</td>\n",
       "      <td>/organization/wego-com</td>\n",
       "      <td>Wego</td>\n",
       "      <td>http://www.wego.com</td>\n",
       "      <td>E-Commerce|Hotels|Search|Travel</td>\n",
       "      <td>operating</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>01-09-2005</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "      <td>E-Commerce</td>\n",
       "      <td>Others</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                           funding_round_permalink funding_round_type  \\\n",
       "0  /funding-round/fc41599e5ce6654db9217e05e933e5a4            venture   \n",
       "1  /funding-round/27bbf862b5c0974d23e47491ec46fb26            venture   \n",
       "2  /funding-round/9acf1173804532a89f6122af4f645f39            venture   \n",
       "3  /funding-round/bb8a5437b708299e3f246c857eb02216            venture   \n",
       "4  /funding-round/1ce651ac57bfde704da1bb468f6a68bc            venture   \n",
       "\n",
       "  funding_round_code   funded_at  raised_amount_usd               permalink  \\\n",
       "0                  C  27-04-2015          7000000.0      /organization/2c2p   \n",
       "1                  C  10-03-2014         10000000.0    /organization/luxola   \n",
       "2                  A  01-12-2010         10000000.0   /organization/reebonz   \n",
       "3                  B  01-01-2011         14000000.0   /organization/reebonz   \n",
       "4                  B  01-12-2010         13000000.0  /organization/wego-com   \n",
       "\n",
       "      name                       homepage_url  \\\n",
       "0     2C2P                http://www.2c2p.com   \n",
       "1   Luxola                  http://luxola.com   \n",
       "2  Reebonz  http://www.reebonz.com/event_list   \n",
       "3  Reebonz  http://www.reebonz.com/event_list   \n",
       "4     Wego                http://www.wego.com   \n",
       "\n",
       "                                  category_list     status country_code  \\\n",
       "0  E-Commerce|Mobile Commerce|Payments|Software  operating          SGP   \n",
       "1                                    E-Commerce   acquired          SGP   \n",
       "2                      E-Commerce|Manufacturing  operating          SGP   \n",
       "3                      E-Commerce|Manufacturing  operating          SGP   \n",
       "4               E-Commerce|Hotels|Search|Travel  operating          SGP   \n",
       "\n",
       "  state_code     region       city  founded_at  \\\n",
       "0        NaN        NaN        NaN  01-01-2003   \n",
       "1        NaN  Singapore  Singapore  07-07-2011   \n",
       "2        NaN  Singapore  Singapore  01-01-2009   \n",
       "3        NaN  Singapore  Singapore  01-01-2009   \n",
       "4        NaN  Singapore  Singapore  01-09-2005   \n",
       "\n",
       "                                    primary_language primary_sector  \\\n",
       "0  Yes (used as lingua franca, mostly and widely ...     E-Commerce   \n",
       "1  Yes (used as lingua franca, mostly and widely ...     E-Commerce   \n",
       "2  Yes (used as lingua franca, mostly and widely ...     E-Commerce   \n",
       "3  Yes (used as lingua franca, mostly and widely ...     E-Commerce   \n",
       "4  Yes (used as lingua franca, mostly and widely ...     E-Commerce   \n",
       "\n",
       "  main_sector  count_of_investment  \n",
       "0      Others                   13  \n",
       "1      Others                   13  \n",
       "2      Others                   13  \n",
       "3      Others                   13  \n",
       "4      Others                   13  "
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d3=pd.merge(d3,d3_count,left_on='main_sector',right_on='main_sector')\n",
    "d3.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>main_sector</th>\n",
       "      <th>total_amount_of_investment</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Automotive &amp; Sports</td>\n",
       "      <td>136900000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Cleantech / Semiconductors</td>\n",
       "      <td>165380000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Entertainment</td>\n",
       "      <td>280830000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Health</td>\n",
       "      <td>167740000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Manufacturing</td>\n",
       "      <td>200900000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>News, Search and Messaging</td>\n",
       "      <td>433834545.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Others</td>\n",
       "      <td>1013409507.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Social, Finance, Analytics, Advertising</td>\n",
       "      <td>550549550.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                               main_sector total_amount_of_investment\n",
       "0                      Automotive & Sports                136900000.0\n",
       "1               Cleantech / Semiconductors                165380000.0\n",
       "2                            Entertainment                280830000.0\n",
       "3                                   Health                167740000.0\n",
       "4                            Manufacturing                200900000.0\n",
       "5               News, Search and Messaging                433834545.0\n",
       "6                                   Others               1013409507.0\n",
       "7  Social, Finance, Analytics, Advertising                550549550.0"
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d3_group=d3.groupby(by='main_sector',as_index=False)\n",
    "d3_sum = pd.DataFrame(d1_group['raised_amount_usd'].sum())\n",
    "d3_sum.rename(columns={'raised_amount_usd':'total_amount_of_investment'},inplace=True)\n",
    "d3_sum['total_amount_of_investment']=d3_sum['total_amount_of_investment'].apply(lambda x: '{:.1f}'.format(x))\n",
    "d3_sum"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>total_amount_of_investment</th>\n",
       "    </tr>\n",
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       "      <th>0</th>\n",
       "      <td>/funding-round/fc41599e5ce6654db9217e05e933e5a4</td>\n",
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       "      <td>E-Commerce|Mobile Commerce|Payments|Software</td>\n",
       "      <td>operating</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>/funding-round/27bbf862b5c0974d23e47491ec46fb26</td>\n",
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       "      <td>10-03-2014</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>/organization/luxola</td>\n",
       "      <td>Luxola</td>\n",
       "      <td>http://luxola.com</td>\n",
       "      <td>E-Commerce</td>\n",
       "      <td>acquired</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>07-07-2011</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "      <td>E-Commerce</td>\n",
       "      <td>Others</td>\n",
       "      <td>13</td>\n",
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       "      <td>/funding-round/9acf1173804532a89f6122af4f645f39</td>\n",
       "      <td>venture</td>\n",
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       "      <td>01-12-2010</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>/organization/reebonz</td>\n",
       "      <td>Reebonz</td>\n",
       "      <td>http://www.reebonz.com/event_list</td>\n",
       "      <td>E-Commerce|Manufacturing</td>\n",
       "      <td>operating</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>01-01-2009</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "      <td>E-Commerce</td>\n",
       "      <td>Others</td>\n",
       "      <td>13</td>\n",
       "      <td>1013409507.0</td>\n",
       "    </tr>\n",
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       "      <th>3</th>\n",
       "      <td>/funding-round/bb8a5437b708299e3f246c857eb02216</td>\n",
       "      <td>venture</td>\n",
       "      <td>B</td>\n",
       "      <td>01-01-2011</td>\n",
       "      <td>14000000.0</td>\n",
       "      <td>/organization/reebonz</td>\n",
       "      <td>Reebonz</td>\n",
       "      <td>http://www.reebonz.com/event_list</td>\n",
       "      <td>E-Commerce|Manufacturing</td>\n",
       "      <td>operating</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>01-01-2009</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "      <td>E-Commerce</td>\n",
       "      <td>Others</td>\n",
       "      <td>13</td>\n",
       "      <td>1013409507.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>/funding-round/1ce651ac57bfde704da1bb468f6a68bc</td>\n",
       "      <td>venture</td>\n",
       "      <td>B</td>\n",
       "      <td>01-12-2010</td>\n",
       "      <td>13000000.0</td>\n",
       "      <td>/organization/wego-com</td>\n",
       "      <td>Wego</td>\n",
       "      <td>http://www.wego.com</td>\n",
       "      <td>E-Commerce|Hotels|Search|Travel</td>\n",
       "      <td>operating</td>\n",
       "      <td>SGP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>01-09-2005</td>\n",
       "      <td>Yes (used as lingua franca, mostly and widely ...</td>\n",
       "      <td>E-Commerce</td>\n",
       "      <td>Others</td>\n",
       "      <td>13</td>\n",
       "      <td>1013409507.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                           funding_round_permalink funding_round_type  \\\n",
       "0  /funding-round/fc41599e5ce6654db9217e05e933e5a4            venture   \n",
       "1  /funding-round/27bbf862b5c0974d23e47491ec46fb26            venture   \n",
       "2  /funding-round/9acf1173804532a89f6122af4f645f39            venture   \n",
       "3  /funding-round/bb8a5437b708299e3f246c857eb02216            venture   \n",
       "4  /funding-round/1ce651ac57bfde704da1bb468f6a68bc            venture   \n",
       "\n",
       "  funding_round_code   funded_at  raised_amount_usd               permalink  \\\n",
       "0                  C  27-04-2015          7000000.0      /organization/2c2p   \n",
       "1                  C  10-03-2014         10000000.0    /organization/luxola   \n",
       "2                  A  01-12-2010         10000000.0   /organization/reebonz   \n",
       "3                  B  01-01-2011         14000000.0   /organization/reebonz   \n",
       "4                  B  01-12-2010         13000000.0  /organization/wego-com   \n",
       "\n",
       "      name                       homepage_url  \\\n",
       "0     2C2P                http://www.2c2p.com   \n",
       "1   Luxola                  http://luxola.com   \n",
       "2  Reebonz  http://www.reebonz.com/event_list   \n",
       "3  Reebonz  http://www.reebonz.com/event_list   \n",
       "4     Wego                http://www.wego.com   \n",
       "\n",
       "                                  category_list     status country_code  \\\n",
       "0  E-Commerce|Mobile Commerce|Payments|Software  operating          SGP   \n",
       "1                                    E-Commerce   acquired          SGP   \n",
       "2                      E-Commerce|Manufacturing  operating          SGP   \n",
       "3                      E-Commerce|Manufacturing  operating          SGP   \n",
       "4               E-Commerce|Hotels|Search|Travel  operating          SGP   \n",
       "\n",
       "  state_code     region       city  founded_at  \\\n",
       "0        NaN        NaN        NaN  01-01-2003   \n",
       "1        NaN  Singapore  Singapore  07-07-2011   \n",
       "2        NaN  Singapore  Singapore  01-01-2009   \n",
       "3        NaN  Singapore  Singapore  01-01-2009   \n",
       "4        NaN  Singapore  Singapore  01-09-2005   \n",
       "\n",
       "                                    primary_language primary_sector  \\\n",
       "0  Yes (used as lingua franca, mostly and widely ...     E-Commerce   \n",
       "1  Yes (used as lingua franca, mostly and widely ...     E-Commerce   \n",
       "2  Yes (used as lingua franca, mostly and widely ...     E-Commerce   \n",
       "3  Yes (used as lingua franca, mostly and widely ...     E-Commerce   \n",
       "4  Yes (used as lingua franca, mostly and widely ...     E-Commerce   \n",
       "\n",
       "  main_sector  count_of_investment total_amount_of_investment  \n",
       "0      Others                   13               1013409507.0  \n",
       "1      Others                   13               1013409507.0  \n",
       "2      Others                   13               1013409507.0  \n",
       "3      Others                   13               1013409507.0  \n",
       "4      Others                   13               1013409507.0  "
      ]
     },
     "execution_count": 82,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d3=pd.merge(d3,d3_sum,left_on='main_sector',right_on='main_sector')\n",
    "d3.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### Calculating total number of investments in d1,d2 and d3 respectively"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "328"
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d1_count['count_of_investment'].sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "420"
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d2_count['count_of_investment'].sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "70"
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d3_count['count_of_investment'].sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Calculating total amount of investments in d1,d2 and d3 respectively"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2949543602.0"
      ]
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d1_sum['total_amount_of_investment']=d1_sum['total_amount_of_investment'].astype(float)\n",
    "d1_sum['total_amount_of_investment'].sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3581519960.0"
      ]
     },
     "execution_count": 87,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d2_sum['total_amount_of_investment']=d2_sum['total_amount_of_investment'].astype(float)\n",
    "d2_sum['total_amount_of_investment'].sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2949543602.0"
      ]
     },
     "execution_count": 88,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d3_sum['total_amount_of_investment']=d3_sum['total_amount_of_investment'].astype(float)\n",
    "d3_sum['total_amount_of_investment'].sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Top sector name according to number of investment"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>main_sector</th>\n",
       "      <th>count_of_investment</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Others</td>\n",
       "      <td>110</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Social, Finance, Analytics, Advertising</td>\n",
       "      <td>60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>News, Search and Messaging</td>\n",
       "      <td>52</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                               main_sector  count_of_investment\n",
       "6                                   Others                  110\n",
       "7  Social, Finance, Analytics, Advertising                   60\n",
       "5               News, Search and Messaging                   52"
      ]
     },
     "execution_count": 89,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d1_count=d1_count.sort_values(by='count_of_investment',ascending=False).head(3)\n",
    "d1_count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>main_sector</th>\n",
       "      <th>count_of_investment</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Cleantech / Semiconductors</td>\n",
       "      <td>112</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Others</td>\n",
       "      <td>109</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Social, Finance, Analytics, Advertising</td>\n",
       "      <td>78</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                               main_sector  count_of_investment\n",
       "1               Cleantech / Semiconductors                  112\n",
       "6                                   Others                  109\n",
       "7  Social, Finance, Analytics, Advertising                   78"
      ]
     },
     "execution_count": 90,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d2_count=d2_count.sort_values(by='count_of_investment',ascending=False).head(3)\n",
    "d2_count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>main_sector</th>\n",
       "      <th>count_of_investment</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Social, Finance, Analytics, Advertising</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Others</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Entertainment</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                               main_sector  count_of_investment\n",
       "7  Social, Finance, Analytics, Advertising                   22\n",
       "6                                   Others                   13\n",
       "2                            Entertainment                   12"
      ]
     },
     "execution_count": 91,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d3_count=d3_count.sort_values(by='count_of_investment',ascending=False).head(3)\n",
    "d3_count"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Analyzing company which has recieved the highest amount according to the count of investment"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>raised_amount_usd</th>\n",
       "      <th>count_of_investment</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>name</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Myntra</th>\n",
       "      <td>38000000.0</td>\n",
       "      <td>440</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        raised_amount_usd  count_of_investment\n",
       "name                                          \n",
       "Myntra         38000000.0                  440"
      ]
     },
     "execution_count": 92,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d1[d1.main_sector=='Others'].groupby(by='name').sum().sort_values(by='count_of_investment',ascending=False).head(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>raised_amount_usd</th>\n",
       "      <th>count_of_investment</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>name</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>NewStep Networks</th>\n",
       "      <td>31477853.0</td>\n",
       "      <td>327</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  raised_amount_usd  count_of_investment\n",
       "name                                                    \n",
       "NewStep Networks         31477853.0                  327"
      ]
     },
     "execution_count": 93,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d2[d2.main_sector=='Others'].groupby(by='name').sum().sort_values(by='count_of_investment',ascending=False).head(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>raised_amount_usd</th>\n",
       "      <th>count_of_investment</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>name</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Reebonz</th>\n",
       "      <td>24000000.0</td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         raised_amount_usd  count_of_investment\n",
       "name                                           \n",
       "Reebonz         24000000.0                   26"
      ]
     },
     "execution_count": 94,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d3[d3.main_sector=='Others'].groupby(by='name').sum().sort_values(by='count_of_investment',ascending=False).head(1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Analyzing company which has recieved the highest amount according to the total_amount_of investment"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>raised_amount_usd</th>\n",
       "      <th>count_of_investment</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>name</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>QuickPlay Media</th>\n",
       "      <td>38700000.0</td>\n",
       "      <td>327</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 raised_amount_usd  count_of_investment\n",
       "name                                                   \n",
       "QuickPlay Media         38700000.0                  327"
      ]
     },
     "execution_count": 95,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d2[d2.main_sector=='Others'].groupby(by='name').sum().sort_values(by='raised_amount_usd',ascending=False).head(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "\n",
       "    .dataframe thead 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>raised_amount_usd</th>\n",
       "      <th>count_of_investment</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>name</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>QuickPlay Media</th>\n",
       "      <td>38700000.0</td>\n",
       "      <td>327</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 raised_amount_usd  count_of_investment\n",
       "name                                                   \n",
       "QuickPlay Media         38700000.0                  327"
      ]
     },
     "execution_count": 96,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d2[d2.main_sector=='Others'].groupby(by='name').sum().sort_values(by='raised_amount_usd',ascending=False).head(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>raised_amount_usd</th>\n",
       "      <th>count_of_investment</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>name</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Reebonz</th>\n",
       "      <td>24000000.0</td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         raised_amount_usd  count_of_investment\n",
       "name                                           \n",
       "Reebonz         24000000.0                   26"
      ]
     },
     "execution_count": 97,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d3[d3.main_sector=='Others'].groupby(by='name').sum().sort_values(by='raised_amount_usd',ascending=False).head(1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# CHECKPOINT 5 :-Plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sb"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### A plot showing the fraction of total investments (globally) in venture, seed, and private equity, and the average amount of investment in each funding type. This chart should make it clear that a certain funding type (FT) is best suited for Spark Funds."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {},
   "outputs": [],
   "source": [
    "funding_list=['venture','seed','private_equity']\n",
    "p1=m1[m1.index.isin(funding_list) ]\n",
    "p1_df=p1.groupby(by='funding_round_type')\n",
    "p1_frac = pd.DataFrame(round(100*(p1['raised_amount_usd'])/sum(p1['raised_amount_usd']),2))\n",
    "p1_avg=pd.DataFrame(p1_df['raised_amount_usd'].mean())\n",
    "# p1_avg\n",
    "# p1_frac"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x27c4d59a2b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sb.set(style='darkgrid')\n",
    "plt.figure(figsize=(10,6))\n",
    "plt.subplot(1,2,1)\n",
    "s=sb.barplot(x=p1_frac.index,y=p1_frac['raised_amount_usd'],data=p1_frac)\n",
    "s.set(xlabel='INVESTMENT TYPE', ylabel='PERC. of TOTAL RAISED AMOUNT USD',title='TOTAL INVESTMENT GLOBALLY')\n",
    "plt.yscale('log')\n",
    "\n",
    "plt.subplot(1,2,2)\n",
    "s=sb.barplot(x=p1_avg.index,y=p1_avg['raised_amount_usd'],data=p1_avg)\n",
    "s.set(xlabel='INVESTMENT TYPE', ylabel='AVERAGE RAISED AMOUNT USD',title='TOTAL INVESTMENT GLOBALLY')\n",
    "plt.yscale('log')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### A plot showing the top 9 countries against the total amount of investments of funding type FT. This should make the top 3 countries (Country 1, Country 2, and Country 3) very clear."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x27c4dd77c88>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sb.set(style='darkgrid')\n",
    "plt.figure(figsize=(10,6))\n",
    "s=sb.barplot(x=top9.index,y=top9['raised_amount_usd'],data=top9)\n",
    "s.set(xlabel='TOP 9 COUNTRIES',ylabel='TOTAL AMOUNT OF INVESTMENT',title='TOTAL GLOBAL INVESTMENT COUNTRY-WISE')\n",
    "plt.yscale('log')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### A plot showing the number of investments in the top 3 sectors of the top 3 countries on one chart (for the chosen investment type FT)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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J0hEpAHBzc8OSJUukI9n5SUtLw759+zB16lS0bNkSwNujTgsXLoSvr2+Bf5MnT54gPDwcixYtwsGDB6XMpqamol27dli9enW+8wohYG1tDeDtHsaSJUtK27x6OdTrE/jfen7w4AE6deoEb29v2NnZYfHixdixYwcmT56c7/ouKLNy28Hhw4ehUqkwceJEWFpaAgAsLS0xefJkpKenIzU1VXqug4ODVL+1tTVq1aqF169fS9PVmd21axdat24NANizZw9sbGxk/16hoaEYPnw4atWqBeDt37p06dKYMmUKcnJy8ObNG7x58wZz586Fvb09AMDExASurq4oXbq0zvqXy+yRI0ekzAYEBGDVqlXIycmRXX9qJiYmBWZWqVQiNTVV54i+OrNqcplNT09HSkqK1nbduXNnFCtWDN98880/OrMLFixARkYGQkNDUapUKQCQjkCmpKRIn+d5efLkibRH3M/PD/Xr18f27dvRpUsXtGvXDvv27ct3Xs3MKhQKVK1aVWqj3Nzc0LRpU60jn+p1HBYWBk9PT/Tr1w9LlizBxo0boVAo8l3f79vG5pXZ3r17Q6VS4ZdffpGe26hRI6l+a2trlCxZEsnJyQC021h1ZiMiItCoUSMULVpU67NJTTOz6ja2Xbt2mDVrFiwtLfHtt9/iwoULWLJkiZRZ9ZkduT8zS5UqpZNXpVKplZXu3bvjyZMnePXqVZ5/N1dXVygUigI/z9VHn4oVKyaNE0Lo1caqMyuEkMZZWlriq6++wty5c/+xeU1LS8Pq1asxb948Ka+mpqb49ttv4evrq1dew8PDtbYXExMTKa/v0sa+y3L82e/H7yK/NjY1NVUrr5rUbezdu3d1pmm2sQ8fPkTRokX1amOBt23NrFmzkJOT86fWv5yAgACMHz8+37zqS6lUIiEhQSuv+sqrjZ06dWqB7X++p5vmJzk5Gffv34ebm5vOtMaNG2PkyJF49epVgQt05swZZGRkwN3dHW/evEFQUBAGDBggNRLvYsqUKfD29sZPP/2E3r17a027ePGidAhcU6lSpVCpUiVcvnwZbdu2zfO1L168iGbNmumMNzc3R7169XDhwgXUqVMHAPD1119rHfJdu3YtSpYs+afq9/LywqJFixAXFwdHR0fcv38f9+7dQ7t27aTnHDx4EDExMVrzjRs3Ds2aNUP//v0xfPhwNGrUCHXr1oWrqyvatWuHGjVqFFiXWpcuXbBnzx64uroiPT0dMTExmD59Os6cOSM95+HDh/Dy8tKar3379hg2bBgASI2Xl5cXmjVrhlatWun9/t7e3jh16hSaNm2KmjVr4osvvkDr1q1lt0E5bm5uePXqFcaNG4fNmzfr/b656bMtFS1aVGf60aNHYWJigsqVK+tMMzU1xdWrVzF06FBkZGTgxx9/lH3vadOmYebMmfjuu+9Qr149uLm5wdPTEzY2NtJzxo0bBwsLCyQmJmLs2LEoVqwYtm3bhsuXL0unLGqytLSEv78/Nm7cmG9mL1++jM8//xxXrlzRyezUqVOxbNkytG/fHgCwfv167N27F6mpqUhNTUW9evWwevVq6VStvn37YvXq1fjPf/6DtLQ0+Pv7Y+bMmTh58qTOeg4JCdFa3+r1HBcXJ63v6tWrIyMjQ2vbi4+Px5gxY3SWQ53ZBw8eSOPUmU1MTIRCocDz58+1MqtQKFCzZk1ERkZqvZY6s0uWLEF0dLTWqTzqzCYkJMDBwQEtWrTAkydPMGnSJKkB08zs7du3kZSUBHt7e63MTpkyBXXr1kXx4sVRvnx56ZQmTba2tjrZB7QzK4TA1atX4ePjg7Vr16Jz5844deoUoqKi4OXlJZ265uXlpZVZALKZDQsLw9atW5GcnCydLta4cWOt91dnFgBatWoFS0tL2NjYwMrKCg4ODvj+++9RrFgxjB8/Hv/+97+RnZ2N0NBQtGvXDubm5mjUqBFSU1P/EZlV59XS0hJmZmb44Ycf8ODBA9ja2uqcFteiRQuMGTMG6enpsqfaq12+fBllypTBmzdvdNpYd3d3zJs3Tzq9K7/M3r9/H2XKlMGtW7eQlpaGLl26oFu3bihZsqR06qfmOtYczt3G5pXZuLg4rXWiptnGqv9Gmm1sYmKi9LmjSaFQwMrKCjExMVLbPmbMGAwYMAA//fQT3N3dkZiYiIYNGwLQbWPv3buH3377DdHR0ZgyZQqSk5N12tjbt2/D09MTAHTa2Bs3bsDGxgaVK1eW/Ux1d3fHkiVLtMblbmNVKhXc3Nxw6dIlAECTJk0QHh6O1q1bo3z58lJmV65cqZVXc3NzHDp0SKeN/frrrwG8/f6WkZGBcuXKISgoSJpeuHBhFC1aFE2bNgUAdOjQQcorAJ3Mzp8/X1rmtLQ0dO3aFWXKlPlH5FXzdFMzMzNs27YNd+/ehYWFhU5eLS0t9dqhrm5j9dleCmpj9VkONX3Wt1wbW6hQIezcubPA5cr9XnKnvCoUCjRu3BgxMTH48ssvdabfvXsX0dHROqd4Am+3W/Hfy58ePXqEyZMny3YSr127hunTp+uMV3+PPnLkiN7rXx+dO3fGtWvXMHXqVISGhr7TvIB2Xs3NzdGqVSutvMo9X7PvIdfGlipVCq6urmjYsCE6duyYb/sB/IlOoppSqdQZl52dDQCye95y27JlCzp16oTChQujdevWmD59Og4fPix98L4LKysrLFq0CH379kWDBg30qhWAdO1VQdTLJTe/pg0bNkjnir+L/Oq3trZG586dsXPnTvj7+yMiIgLdunXT+gN36NAB06ZNk31tOzs77Ny5E3fu3EFUVBSioqLg4+ODwMBAvY9GdurUCV5eXpg8eTJ++eUXeHh46ASxQoUK2LNnT76vU6ZMGcydOxeTJk3C3r179Xpv4O3Rz7Vr1yIuLg7nzp3D+fPnMXjwYPj5+WH8+PF6vcaoUaMQGRmJZcuW6X0EUo4+25Jmh1mpVMLOzg4rVqyQ9p7lVrt2bZw9exanT5/GkCFDcOzYMZ2G0NPTE23btkVMTAyio6OxY8cOrFy5EhEREdJ5/8HBwdJ1mCEhIahduzaA/+Xxz2RWqVTKZvb8+fNa8/br1w8DBw5EWlqadM2o+ssY8HZH0tGjRzFlyhQcPHgQO3bswLlz59CiRQvY2tpqvZ9czer1rLm+LSwstLa9oUOH5ptZU1NT6bE6s7Nnz4aJiYnsTh319Qlq8fHx6NmzJ1QqFVavXg1/f3+tPa65M9uhQwdkZmZizZo10vUHmpmtV68eQkNDpWm5M7tnzx7cvXsXmzdv1smsSqWSatOsUTOzSqUSTZo00cpsv379EB0djd69e8PGxka6XiI3ucwOGjQIffr0wfXr1zF48GCta9bV1JmtWrUqAgICcP36dRw7dkwns/3790f37t3Rtm1bFC9eHGFhYXj69CnS0tL+MZn19/fXyqv6CJfcnt53aWOfPXuGHj166LSxuXfEFpRZGxsbHD16FDt27EBQUBA2b96Mx48fo0ePHtJzNNex5rDmOs4rs0OHDkWjRo1klyG/NladWTlCCK11NHToUADA3LlzUblyZbi6ukpfqnPndevWrRgyZAi6du2KXr16oVGjRjptbL169aSzceTa2OPHj+e5g1hzPaj/z93GmpiYaH1OAUDFihWRmZmplVnNDqL69eTaWPV6u379Onr16oWyZcvq7AxTt7Ft2rRBw4YNcfr0adk2tn///tiwYQP69euHp0+fIiUlBePGjcOuXbv+EXlV51STiYmJdM3p+9L3e2pBedVnOd71fXO3se8rv/fSbJ/UnR6VSiUdmVcfjMlNoVDg2LFjiIuLQ69evVCpUiWdnZb6/H30WQ95fe6qVCqd78QzZsyAl5cXtm3bJttBz49mXgcPHoyGDRvme8Apv76Huo2Njo5GdHQ0wsLCEBYWhu3bt+db13ufbmpra4uKFSvi/PnzOtPOnTuHSpUqye7p0fTo0SP85z//wYEDB+Dh4YH27dtDqVRi/fr171sWatasiWHDhmHs2LHSBfbA2wtKo6KidJ6fmJiI+Ph42cBrcnV1lV3WN2/e4OrVq7J7999HXvUDgJ+fH3bt2oXMzEzs27cPvr6+er/uwoULce/ePVSuXBm9evVCaGgo5syZgy1btuj9GqVLl0aNGjVw+vRp7N69G97e3nrPm5v67z1hwgStU1byExYWhgsXLsDR0RHdu3fHd999h7CwMPz88896v2/hwoUREhKCn3/+Gb/99tt71a7vtqTuMO/ZswcHDhzAmjVrULduXdn5NI/GNm/eHNbW1nj48KHW82JjYxEcHAxzc3O4u7vD398fu3btQpUqVXDkyJEC61afhpT7RlCZmZno378/nJyc8s2si4sL7t27J5vZ/fv3y566bGVlhYULFyI6OlrKdWxsLCIiImBiYgJ3d3fMmTNH2t41TyVRr+fc61u9nu3t7fPNbkGZdXJykp3nt99+02lIVCoVbt26pdUJcnBwwJ49e/DLL79g7NixOHDggE5mu3fvjp9//hnp6enYt28fBg8eDHd3d9y8eVN2/V6+fFl6rM7s5s2bUbFiRSxbtgyFCxeW7cS9fPlSWv+2trbSaSXqzB49ehTZ2dk6N+mytLSUbhh17949ndfVpJlZTTVr1sTEiRNx7NgxrdNxgf9lFni7V1UuszExMfjxxx9hbW0NS0tL9O3bFwcOHIBCocDly5f/sZlVH0HMysrC/fv3tab9+uuvsLKyQnp6er6vYWdnhzdv3mDfvn06bWxUVJTsTQvkMvv48WM8e/YM5ubm8PPzg7+/v3TU6c6dOwC017HmsOY6zq+9fd82Nq/MCiGQnp6u9bm0YcMGHDlyRDpqUr58ea15/Pz8sHPnTuzevVtqYx0dHeHu7i7d8EWTZmY129g7d+7A19cXgYGBePr0KZKSknTmVX+2AW/XuVKp1Gpjt2/fjpycHBQpUkRrPhMTE4SEhBSY2fza2Jo1a6JZs2aIjIxEfHy8ND47O1tqY4G3N2ORa2PVmTUxMUG9evXw7bffomzZslAoFIiKivpH5hV4e9MRpVKpk9fMzEwMGjRIuqlQXlxcXPDgwYMCtxdNebWx77Icf/b78bvIr42Njo7WyeuePXuwb98+bN26FV26dNF5vaysLBw4cEB6PXVe9Wlj1WbOnIn/+7//03v929ra4uXLl1rT1TfWy/0dytraWq+85kfdxgYGBmrlVV+abWyrVq3w7bffSm3s2bNn8533T12TOHHiRMybN086FQJ4eyh5/vz5GDduXIHzR0REoF69ejhz5gxOnDiBEydOYOfOnbhx44bWefnvauDAgShVqpTWHrRhw4bh0KFD2LVrlzTuyZMnGDNmDHr27Klzx7Lc/Pz8EBsbix9++EHas/vq1SsEBgaifv36ee7d+FD1A0CVKlXg6OiIkJAQuLq6ws7OTu/XfPHiBZYuXSp9qRBC4I8//nin002Bt6fDrFu3DikpKTp3uXpX6gY09yl8ecnIyJDuzqT2+++/v/MyODo6YvLkyVi0aNE7zaf2Z7el3LKysjBmzBjp9Mdz585BqVSiUqVKWs8rVaoUtm7disOHD0vjXr58icTERL3WgZmZGby8vBAUFCSdAqh+7zt37iAwMDDf+cuWLYvq1aujSJEi2L59u5TZIUOG4MWLFzp77dSKFSuGCRMmIDQ0FImJiShVqhROnTqFlJQU6Tldu3YFAK0PdvV6rlixorS+1evZy8sL8+bNy3d9F5RZ9RchTe3atYOlpSXmzZsnXZeTkZGB2bNnw8LCQrreI7e8MlujRg2kp6dj1KhRUic9KipK9hTpYcOGYfny5bh27RqAt5kdP348Dh8+DGdnZ+mulK9fv9b6svHbb78hKSlJuqtd8+bNcfXqVanD6uXlhZCQEBQpUkT2C5SlpSX69++PFStWyC6bJnVmc/P09ETZsmV1TnlVZ1ZT7syWKFECK1eu1PpCmZSUBJVKhQoVKgD452Z20qRJMDMzg7+/v9RJOX/+PKZOnYry5csXWPfx48dhb2+Pzz//HFu2bJHa2OvXr+PAgQN5nrGTO7PFihXDq1evpOUYOHAgihcvLl03C2ivY/Xw+vXrpXUshMh3fb9vG5tXZjdu3AgTExPZy0jya2N4W6OZAAAgAElEQVQrVKiAOXPmwM7ODnZ2dkhMTERUVJR0Z0NNmplVt7Hh4eE4cuQIqlSpgsTERFSuXBljxozRymxCQgKOHj0qZbZq1ap4+vQpEhMTpTb2/v37aNCggc7ReeDtl119MptfG+vs7IySJUtqnb4mhNCrjVVnVnOnWE5ODtLS0uDs7PyPzauZmRkGDRqEyZMnS3nNysrCvHnzkJ6eXmDdZcuWRZ8+fXS2lx07dmhtL7nJtbHvshwfen3nJ782tkiRIvle9iXHzMwMS5YswYEDBwBAyqs+bSwA7Ny5E0eOHIGzs7Pe67958+Y4dOiQ9BwhBDZs2AA3NzednTqA/nnNj6enJ+rUqZPv6aZ5yauNTU1NLfB7/J863bRFixZYsGABli5disTERKhUKmmvdF6njahlZWVh+/btmDdvntb4zz77DB07dsT69evRq1cvxMbG6uw9OX36dL6HR9XXvWmeA25vb4+IiAgsWbIEq1atkm4r36NHD/j4+EjP8/Lywpw5c3T2nFhbWyMiIgJLly5Fhw4dYGpqCoVCAU9PTwwYMKDAdfUu5OpX8/PzQ0BAgOzRVrlrEu3t7bFq1SpMnz4dixcvRufOnWFmZgalUolGjRrleXpqXtq0aYPp06cjICBAdrrcNYnA2+syczM3N0dISAi6d++u13sPHz4cCoUCvr6+UCgUUKlUqFWr1jufJw687ez++uuv77UzQt9tSV+Ojo6YM2cORo0aBYVCgaJFi2LVqlU6p8wUK1YMGzZsQEhICBYuXChduzRkyBCtDlruaxLVN3Ho3r07FixYAGtrawQEBECpVEIIgRIlSiA0NFT2tuGasrKyEBcXhy5dumDYsGHIyspCVlYWateujTZt2uDAgQPo1asXUlJSsHjxYixfvlya9/Tp09i2bRsWLFiARYsWITAwEEFBQfDw8JCWY8yYMVofoprr2dzcHHPnzkVmZiaKFSuGtLQ0+Pj4wMfHB15eXlq3jVcrKLNyN+0oXLgw1q5dixUrVuCrr76CiYkJcnJy4OHhgQkTJuR5Q678Muvv74+FCxfC0dERQ4cOxfjx41G7dm2cOnVKJ7OmpqYYMGAA7O3tkZmZiezsbJibm+Prr7+WMtu5c2et9V+8eHG4urpKR0UaNWqEFi1a4OjRo/Dy8kJaWhqePn2KkSNHytb+8OFDHD16FIUKFcK1a9ek/OaXWbnlbNGiBbZs2YIzZ85It+hXZ/a3335DixYtIISApaUlypQpAy8vL4wZMwYtWrTA999/j8WLF+PJkyfw9/dH6dKlYWtrq3Wk51PPrGZeAUiZXbFiBaZMmSJdW6b+CQzNnwaRo9nGJiUlaW0z9vb2qFSpEkqVKoXY2FjcvXsXJiYmUmZPnz6Nzp07S5n18fGBg4MDtm/fLi2H+po/9c6W3OvYysoKK1asQOHChZGcnIyoqCj06NEDW7ZswdWrV7VOKwfev43NK7PVqlVD+fLldU7XBPRrYzMzM+Hl5QUTExOMHz8esbGx2Lx5s04bW7ZsWcydOxepqalITEzEqVOnULp0afTu3RuNGjVCeHg4Dh06JK3/Fy9eoFChQggPD5e270qVKqFChQoYPHgwVCoV/vjjD1SvXh0hISE6Rx8021jNzL5PG+vm5obDhw9LmTU1NUXjxo2ls5SaN2+ulVcAWpkdNGgQhg8fDhsbG7x48QLffvstPv/8cwCffl5zd97VeR06dCgsLS2la+cyMzPRoEEDvTsIY8eOxbZt23TaWM3tRY5mXhctWqTXcqh96PWdn/za2LVr18rmtSDLly/HrFmzpKPb6jY2N/VNv+bOnYu0tDRkZ2ejQoUK2Lhxo3SjIX3Wf6NGjTBo0CAMHjwYwNtObo0aNXR2iGoaNmyY3gdE8jJ16lR07txZq43VlPuaRACybay5uTlsbGwwb948Ka95UQh9z/UjIiIiIiKiT96fOt2UiIiIiIiIPi3sJBIREREREZGEnUQiIiIiIiKSsJNIREREREREkj91d1MyXklJKQU/iegfpHTpd/sh24+JeSXSxrwS/X0Yc17p/fFIIhEREREREUnYSSQiIiIiIiIJO4lEREREREQkYSeRiIiIiIiIJOwkEhERERERkYSdRCIiIiIiIpKwk0hEREREREQSdhKJiIiIiIhIwk4iERERERERSQobugD6uPy/22voEj64peM7G7oEIqK/XPTYbwxdwgflFhJq6BKI/jKfWl4BZvafhkcSiYiIiIiISMJOIhEREREREUnYSSQiIiIiIiIJO4lEREREREQkYSeRiIiIiIiIJOwkEhERERERkYSdRCIiIiIiIpKwk0hEREREREQSdhKJiIiIiIhIwk4iERERERERSdhJJCIiIiIiIgk7iTJ8fHwMXQIR6WnIkP6GLoGI9LTk+hVDl0BERHpgJ1FGZmamoUsgIj1lZTGvRH8XSpUwdAlERKSHwoYuwBi9evUKu3fvznN6ly5dPmI1RJSf169f49Ch/XlO//JLz49YDRHlJ02ZjeikpwCAZzK5ZV6JiIwDO4ky0tLSEBUVled0dhKJjEd6ejouXozJc/rf/Uun/3d7DV3CB7V0fGdDl0AGlKlS4U7Ka0AIvJTJ7d89r0REnwp2EmWUK1cOQUFBhi6DiPRgZ2eHSZOmG7oMItKDrZk5en5eGQDgxtwSERktXpMoQwheM0H0d8G8EhEREX1Y7CTKWLhwoaFLICI9TZ06y9AlEJGeelWqbOgSiIhIDzzdVMa6devync5TUYmMR3j45nyn81RUIuNxKuExoFAAAH6ZN1NnOvNKRGQc2EmU0aBBA51xDx48wJo1a1C3bl0DVARERkZi165dyMjIwPDhw1GtWjWD1EFkbL74op7OuPj4OGzZsgk1atQyQEVElJdKRYtJw5//N7vMKxGR8WEnUYa3t7fW440bNyIiIgLjxo1D3759DVJTeno6FixYgJs3b+LXX39lJ5Hov3LfDXHbtnDs2bMTQ4eOQvfuvgaqiojkNChdRhp2+9KTeSUiMlLsJOYjLi4OEydOBACEh4fDycnJYLV4eHggLS0NmzZtwrhx4wxWB5GxevQoHkFBb69PXLVqLRwcHA1cERHl5VlGBkaOHAyAeSUiMkbsJOZh48aNWLVqFYYOHYo+ffpA8d9rKAwlOTkZwcHB+Oabb1CyZEmD1kJkbLZtC8fGjWvRt+8AdOvmY/C8ElHeTj9JwC+P4jFwhD/zSkRkpNhJlNG7d29cuXIFAwYMQNGiRbFnzx6t6V26dPmg73f58mUEBwdj06ZNUKlUmDFjBm7fvg0zMzPMmTMHTk5OCAoKwosXLxASEoI2bdqgffv2H7QGor+rkSMH48aN6+jZszesra1x+PABren8cW4i47H8xjU8TE1FS/tyzCsRkRFjJ1GGg4MDHB0dkZiYiMTERJ3pH7KTGBYWhr1798LS0hIAcOzYMWRlZSEiIgKXLl3C/PnzsXLlSv4sB1Ee7O3LoVy58khKeoqkpKc60/mlk8h4lDA3R0lzc7zKysTFizE605lXIiLjwE6ijPnz53+096pQoQKWLVuGb7/9FgAQExODZs2aAQBcXFxw7dq193pdW1srFC5c6IPVacxKl7YxdAlkQEuWhBi6BCLSk1+lKtKwm5H/3EVkZCT279+PuXPnGroUIqKPjp1EGZMmTcK8efMAALt27dK622nPnj2xZcuWD/Ze7dq1Q3x8vPQ4NTUV1tbW0uNChQpBqVSicOF3+1MlJ6d9sBqNXVJSiqFLIAMKCpqFiROnAQAOHdqvdSRi2LCBWLlyDQDuTCAyBuF378D388oA8s+roT148AA3btxAZmamoUshIjIIE0MXYIxu3LghDW/cuFFrWnp6+l/63tbW1njz5o30WKVSvXMHkeif5Pffb0nD27Zp78DJyPhr80pE7yZeo30z5rw6OTlh4MCBhi6DiMhg2EksgBBC6/FffRc2V1dXnD59GgBw6dIlODs7/6XvR/Qp+dh5JaL3x7wSERkvdhJlaDZUH7vRatu2LczMzODr64ugoCDpdxqJSJ4h80pE7+998pqdnY3x48fDz88P3bp1w/Hjx99p/suXL6NPnz7SY5VKhWnTpsHHxwd9+vTBgwcP3rkmIqJPEc9jlJGdnY2EhASoVCppWL3HMzs7+4O/n4ODA7Zu3QoAMDExwaxZsz74exB9qrKzs5GY+ARCCI3h/00jIuORI1RIzsyEwPvlde/evShevDi+++47JCcnw9vbG61bt5amP3r0COXLl9cZBnTvJg7kfUdxteDg4D+7yEREf0vsJMpIS0tDr169pMeawzxSQWRc0tPTMXLkYOmx5jDAvBIZk8wcFZbffHvXbvMSJd85r+3bt0e7du2kx4UK/e8u3hkZGRg9ejSGDBmChw8f4sKFC1i+fLk0PffdxIEPd0dxIqJPDTuJMk6cOGHoEohIT9u37zN0CUSkp2lf1JOG3UJC33n+IkWKAHh7J/BvvvkGo0ePlqZZWFhgzZo16NSpE8qWLYvNmzdrzZv7buLq1/kQdxQnIvrU8FNQxu7du/Od3qVLl49UCREV5NCh/flO549zExmP6KSn0vAzmezqk9eEhASMGDECfn5+6NSpkzReCIFly5ahSZMmePLkCbZt2wY/P798X4t3FCciksdPQhmBgYEoWbIkGjduDFNTU53p7CQSGY9582bC1rYE6tdvIPvljp1EIuOx5e4dWJuawrloMby8GKMzvaC8Pnv2DAMGDMC0adPQuHFjrWkZGRlwcnJC7969kZWVhfDw8ALrcXV1xcmTJ9GhQwfeUZyISAM7iTJ27dqFgwcP4uzZs6hWrRo6dOgAd3d3mJjwZrBExmbt2p9w/PgviI6OQuXKVdC69b9Qv34D5pXICI2tVRcXnz/D7dcvYadQvHNeV61ahdevX2PFihVYsWIFgLc3pLGwsIClpSV69+4NADAzM0Pfvn0LfL22bdvi7Nmz8PX1hRAC8+bNe/+FIyL6hChE7h8qIi1Xr17FwYMHERUVhVq1aqFjx45o2LChocsqUFJSiux4/+/2fuRK/npLx3c2dAlkJG7duoHjx3/BhQu/oVq16mjd+l9wda0PAChd2sbA1eUtr7wCn15mmdf3Fz32G0OX8EHZDBr6yeWVSO1TyyuQ93XExpxXen88kliA2rVro3bt2vjtt98QHByMffv24eLFi4Yui4hkVKtWA9Wq1cDlyxexatUyHD16CL/8csbQZRGRDOaViMh4sZOYByEEoqOjcfjwYZw+fRrVq1dHnz590KpVK0OXRkS5CCFw6dIFnDx5DOfO/R+qVHFG164+aNKkuaFLI6JchBCITXmNM4sWMK9EREaKnUQZ06dPx5kzZ1CjRg18+eWXGD9+vNaP7xKR8QgODkJUVCSqVKkKD482GD7cHxYWFoYui4hkbLsXi1uvXqK8VRF09fFjXomIjBQ7iTIiIiJQvHhx3LhxAzdu3MCiRYu0ph8/ftxAlRFRbnv27ESxYsXwxx+38ccft7F69Qqt6du27TFQZUSUW+TTRFgVLoxHaW+wevX3zCsRkZFiJ1EGO4FEfx/btn1aN3Yh+pRNcXGVhutOmWnASoiIKD/sJMpYu3Ytpk6daugyiEgPW7ZsQkDAt4Yug4j0cDLhMbp+9jkAwM7O3sDVEBFRXvhDYjIuXLhg6BKISE9Xr142dAlEpKd7Kfz5CCKivwMeSZSRnZ2NhIQE5PUTkuXKlfvIFRFRXrKzs5GY+AR5/eKrnZ3dxy2IiPKUI1RIzswEADx58kRnOvNKRGQc2EmUcf/+ffTu3Vu2k6hQKHjNIpERiY+Pw8iRQwDI9RIVvBEGkRFJysjA8pvXAADmowbnmsq8EhEZC3YSZVSuXBm7d+82dBlEpIfPPquIdet+NnQZRKQHO0srjKtdFwDgFhJq4GqIiCgvvCbxby4yMhKTJ082dBlERERERPSJYCdRRt++fQ1dgl4ePHiAGzduIPO/13cQ/RN1797T0CUQkZ6a846mRER/C+wkyvjqq69w+/ZtJCUlAQCuXLmC2bNnY/v27QauTJuTkxMGDhxo6DKIDKpDh06Ijb2D58+fAQBu3LiGxYsXYv9+XttEZGwalC6Dx2lv8DorCwDzSkRkrNhJlLF7924MGzYMT548QVxcHL7++mtYW1vj5MmT+P777w1dHhFpOHz4ACZMCEBS0lM8ehQPf//hKFLEGmfPnsH69T8aujwi0hCd9BQ/3r6Fl1lZzCsRkRFjJ1HGhg0bsH37dtSuXRt79uxBw4YNERAQgMWLF+PgwYMFzp+VlYWxY8eiR48eGDBgAO7fv/9O73/58mX06dNHeqxSqTBt2jT4+PigT58+ePDgwbsuEtEna+vWnxEWthHVqtXAkSMH4epaD4MHD8esWUE4duyoocsjIg3/eZKAMbXqoIK1NfNKRGTE2EmUoVKpUKJECQBAVFQUWrRoAQAwMzPTa/6tW7fCysoKW7duxZQpUzB79myt6Y8ePZIdBoCwsDBMmTJF6zrDY8eOISsrCxERERg7dizmz5+vNU9wcLD+C0f0iVGpBGxtbQEAFy78hsaNmwAATE1NDVkWEckQELD+bzaZVyIi48VOogyFQoGsrCy8fPkSFy9eRNOmTQEAycnJyMnJKXD+O3fuoHnz5gCAzz//HLGxsdK0jIwMjB49GseOHcPatWsRFBSkNW+FChWwbNkyrXExMTFo1qwZAMDFxQXXrl37U8tH9ClRKIDs7Gy8fv0K169fhZtbIwDAq1cvoVIVnFci+ngUUECpUuGNMpt5JSIyYvydRBndu3eHj48PAKBFixZwdHREZGQkFi9ejO7duxc4f/Xq1XHy5Em0adMGly9fRmJiInJyclCoUCFYWFhgzZo16NSpE8qWLYvNmzdrzduuXTvEx8drjUtNTYW1tbX0uFChQlAqlShcmH8+Ik/PLhgypB8AoFGjJihf3gExMdFYvfp7eHp2MWxxRKSlUekyWHL96tth5pWIyGixlyGjV69eqF27NpKSkqQjgomJifD19cVXX31V4Pxdu3ZFbGws+vbtC1dXV9SsWROFChUCAAghsGzZMjRp0gRPnjzBtm3b4Ofnl+/rWVtb482bN9JjlUrFDiLRf3Xt2gPVq9fAixfP0ajR21PXkpKeokuXrujQoZOBqyMiTU3t7OFobY2U7Gz0mf320gnmlYjI+LCnISMxMRF16tTRGtely9s9nJGRkWjcuHG+81+9ehX16tXDpEmTcPXqVTx8+FCalpGRAScnJ/Tu3RtZWVkIDw8vsB5XV1ecPHkSHTp0wKVLl+Ds7PweS0X0aUpKeooaNWppjWvfviMAICYmGvXquX30miIjI7Fr1y5kZGRg+PDhqFat2kevgcgYvczKhJO1DQBIOzsNnVciItLFaxJlDB06VBoeNWqU1rSFCxcWOL+TkxO2bNkCHx8fLF26FIGBgdI0S0tL9O7dG8DbG+H07du3wNdr27YtzMzM4Ovri6CgIEycOFHfRSH65E2YECANT548Xmva998v+djlAADS09OxYMECDB06FL/++qtBaiAyRj/eviUNG0teiYhIF48kyhBCSMNxcXF5TstLiRIlsH79+vd+fwcHB2zdulV6bGJiglmzZr336xF9yjQz+fjxozynfUweHh5IS0vDpk2bMG7cOIPUQGTsjCWvRESki51EGQqFQnZY7jERGZYx5jU5ORnBwcH45ptvULJkSYPUQGTsjCWvRESki6ebEhG9g8uXL6NPnz4A3t5Eatq0afDx8UGfPn3w4MEDAEBQUBASExMREhKCw4cPG7JcIiIionfGI4kykpKSsHz5cp1h9WMiMh7Pnz/DunVhOsNCCDx//vyDvldYWBj27t0LS0tLAMCxY8eQlZWFiIgIXLp0CfPnz8fKlSv1unZZk62tFQoXLvRBazVWpUvbGLoEMqDX2Vk4Ev/2Mo7krAxERGyQpiUnv+D2QURkJNhJlOHr6ys7LPeYiAzLy6urdC2T5vDbxwX/ZM27qFChApYtW4Zvv/0WABATE4NmzZoBAFxcXHDt2rX3et3k5LQPVqOxS0pKMXQJZEDuZeygTminTt548yZTmtapk7e0fbCzSERkWOwkyqhZsyZatGgBExOejUtk7KpWrY7GjZt8lLy2a9cO8fHx0uPU1FRYW1tLjwsVKgSlUsnfMSXKg2ORIqhe3BYmCgXcBgw2dDlERJQH9oJkrFu3Dq1atUJISAju379v6HKIKB8REZvRrVsnrFq1HHFxDwue4QOytrbGmzdvpMcqlYodRKJ8nHryGLMvxWD/wwcfPa9ERKQ/fpuRsXHjRiQkJGDv3r0YMWIEihcvjm7duqF9+/bStUhEZBxCQ1chMfEJjh49hIkTx6FYsWLw9PRCq1ZtYGFh8Ze+t6urK06ePIkOHTrg0qVLcHZ2/kvfj+jvbkT1WkjOzETMs6SPnlciItIfjyTmwd7eHkOGDMGBAwcQGBiI69evw9vbG1OnTjV0aUSUS9mydujTpz9++mkrRo0KwO3btzBgQC8sWDD3L33ftm3bwszMDL6+vggKCsLEiRP/0vcj+hTYmpujTXmHj55XIiLSH48k6qFKlSqoW7cuHj9+jIsXLxq6HCLKR8WKn6NGjVpITEzAtWuXP/jrOzg4YOvWrQAAExMTzJo164O/B9E/xV+dVyIiej/sJOYhJycHZ86cwb59+3D+/Hm0bNkS//73v+Hq6mro0ogol5ycHERFReLo0UO4dOkCGjduCj+/vqhdu66hSyOiXFRC4ObLZByYMZl5JSIyUuwkypg+fTqOHDmCKlWqoGvXrpgzZw6vRSQyUsHBQTh16jgqVqyEDh06ITBwKq9tIjJS2+7F4vKL57C3tIJPd1/mlYjISLGTKMPW1hbbtm2Do6OjoUshogIUK1Ycq1evR/nyDoYuhYgKUKSwKUbXrINSFhZw+9LT0OUQEVEe2EmU4eTkhJiYGMTExMhO79Kly0euiIjy4uDgiCtXLuHKlUuy07/kF1Eio1HKwgL3Ul7jXsprPDu0X2c680pEZBzYSZRx/vx5nXHZ2dk4cuQIihQpwk4ikRG5eFF3Z45SqcSpU8dhZWXFL51ERiT29Stp+OV/s8u8EhEZH3YSZQQFBWk9vn79OgIDA9G8eXPMnDnTQFURkZxJk6ZrPb59+xbmzZuBhg3dMX48f5KCyJj0rFRFGnabNJ15JSIyUuwk5kOpVGL58uXYvn07AgMD4enJPZxExkqpVGLdujDs378bI0cGoG3b9oYuiYjykCMEwsJWMq9EREaKncQ83LhxAxMmTICTkxN2796NUqVKGbokIsrD77/fwty5M1C+vCPWrfsZJUqUNHRJRJSH+Dep+Dn2DqpYWDCvRERGip1EGUuWLMGGDRswdOhQdOrUCVlZWXj8+LE0vVy5cgasjog0hYWtxNatW9C3b3+0bfslsrKy8eTJE2m6nZ2dAasjIk0H4x7i9JPHaFPOAf2/Gcu8EhEZKXYSZezduxe2traIiIjA1q1bIYSQpikUChw/ftyA1RGRpqNHD6F48eLYu3cX9u7dDUBoTFVg27Y9hiqNiHKJeZ6EIqamiExKxIVRQ8C8EhEZJ3YSZZw4ccLQJegtMjIS+/fvx9y5cw1dCpFBbNu219AlEJGeprrUk4bdQkINWAkREeWHnUQZ0dHR+U53c3P7SJXk78GDB7hx4wYyMzMNXQqRwVy6dCHf6S4urh+pEiIqiOZPYJjKZJd5JSIyDuwkyggNzXvvpkKhwMaNGz9iNXlzcnLCwIEDMW7cOEOXQmQwa9asznOaQqFAaOiqj1gNEeXncHycNHw2V3aZVyIi48FOooxNmzYZugQi0tOyZXl3EonIuIyoUUsa5ummRETGy8TQBXyKsrOzMXbsWPj6+sLPzw+xsbHvNP/ly5fRp08f6bFKpcK0adPg4+ODPn364MGDBx+6ZCIiIiIiIgDsJP4l/vOf/0CpVCI8PBwjRozAkiVLtKY/evRIdhgAwsLCMGXKFK3rDI8dO4asrCxERERg7NixmD9/vtY8wcHBf8FSEBERERHRPxE7iX+BihUrIicnByqVCqmpqShc+H9n9WZkZGD06NE4duwY1q5di6CgIK15K1SogGXLlmmNi4mJQbNmzQAALi4uuHbt2l+/EERERERE9I/ETqKMSZMmScP3799/5/mtrKzw6NEjfPnll5g6darWqaMWFhZYs2YNZs+ejcOHD2Px4sVa87Zr106rUwkAqampsLa2lh4XKlQISqXynesi+hQFBc2ShuPiHhqwEiIqSPjdO9Iw80pEZLzYSZRx8+ZNaTggIOCd51+/fj2aNm2KI0eOYM+ePQgMDJROHxVCYNmyZWjSpAmsra2xbdu2Al/P2toab968kR6rVCqdjiTRP9Uff9yWhqdPn2jASoioIPEabRnzSkRkvNhJlCGEkB3WV9GiRWFjYwMAKFasGJRKJXJycgC8Pd3UyckJ8+bNw6pVq/Q6Iujq6orTp08DAC5dugRnZ+d3ronoU/Vn80pEhsG8EhEZLx6OkqFQKGSH9dWvXz9MmjQJfn5+yM7ORkBAAKysrAAAlpaW6N27NwDAzMwMffv2LfD12rZti7Nnz8LX1xdCCMybN++dayL6VP3ZvBKRYTCvRETGi51EGUlJSVi+fLnOsNrIkSPznb9IkSJYunTpe7+/g4MDtm7dKj02MTHBrFmz8pmD6J/r+fNnWLcuTGdYrX//QYYoi4hkvM7OwpH4OADA84w05pWIyEixkyjD19dXdpiIjI+XV1fptDXNYSIyPu5l7KBOKPNKRGS82EmUoXmk8PXr11AoFNI1hkRkXAYMGCwNp6SkQKFQaN0NmIiMR3sHR2m4WveezCsRkZFiJzEPe/fuxbJlyxAfHw8AcHR0xKhRo9CpUycDV0ZEuR09eghr1qxGQsJjAEC5cuUxYMAQ/Otf7Q1cGUG5V78AACAASURBVBHlFvMsCYfj4/CiY2sAzCsRkTFiJ1HGoUOHsHLlSkyZMgVubm5QKpW4cOEC5s+fD1NTU7Rvz4aMyFicOHEMGzaswejR4+Hi4gqlUomrVy9j+fLFMDUtjFat2hi6RCL6r0vPn+Hoo3h89VlFdF/+A/NKRGSk2EmUsW7dOvzwww9wdPzfaTEtW7bE559/jjFjxrCTSGREwsN/wnffLUW5cuWlce7uTeHk9BlmzJjEL51ERuRUwmMMrlodJS0sYGlpCYB5JSIyRvydRBmZmZlaHUS1ChUqIDMz0wAVEVFesrKytDqIauXLOyArK8sAFRFRXrKFCiUtLHTGM69ERMaFnUQZGRkZSE9P1xmflpaGnJwcA1RERHnJyMhARkaGzvj09HTmlcjIZKtUyJLJJfNKRGRc2EmU0b59e0yZMkXrqGFKSgoCAwN54xoiI+Ph0Qbz58/Wymtqairmzp2Otm15ajiRMXEpUQoR92KRrVJJ45hXIiLjw2sSZYwaNQpTpkyBu7s7KlWqBKVSifv376Nz584YOnSoocsjIg0DBgzGggVz0Lnzv+DkVBE5OTmIi3uIf/3rS/TtO8DQ5RGRhnYOjoi4ewfTLkTj88H9mFciIiPFTqKMwoULY/78+Rg5ciSuXbsGhUKBOnXqwN7e3tClEVEuhQsXxuTJMzBgwGDcunUDCoUC1avXRNmydoYujYhyKaRQwK9SFbzIzIBZ1x7MKxGRkWInMR8ODg5wcHAwdBlEpAd7+3Kwty9n6DKISA8lzC3gxjuZEhEZLV6TSERERERERBJ2EomIiIiIiEjCTqIMIQTOnDmDK1euaI3//fffMXDgQANVRURyhBCIiorEzZvXtcbfvXsHY8aMNFBVRCRHCIFbL5PxMDVFazzzSkRkXHhNoowZM2bg9OnTyMjIwNSpU+Hh4YEFCxZg+/bt8Pb2NnR5RKQhJGQ+IiPPIjMzEwEB49G0aXMsX74UBw7sQfv2HQ1dHhFp2H7/Lm6+TEa2SoXix48yr0RERoqdRBlnzpzB/v378eLFC0ycOBE//PADSpYsiV27dqFy5cqGLo+INERFRWLTpq1ITn6BoKBZ+Omn9bC1LYk1a35CxYqfG7o8ItJw69VLTKjzBVKys7Fr13bmlYjISLGTKMPGxgZFihRBkSJFEBsbi6FDh+Lrr782dFlEJKNIEWtYWVnBysoK9+/fQ9++A9CjR09Dl0VEMiwKFYL5f//dv32TeSUiMlK8JlGGQqGQhkuWLMkOIpER04grbG1t+YWTyIgp8L/AMq9ERMaLnUQZmp1EU1NTA1ZCRAVhXon+nphXIiLjxdNNZdy8eRPVq1cH8PZObJrDCoUCN2/eNGR5RKThjz9+R/PmDQC8zajmsEKhwOnT5w1ZHhFpeJz2BmOi/u/tA4WCeSUiMlLsJMq4deuWoUsgIj2dORNt6BKISE+L/p+9Ow+LqmzYAH4fllEBxQURFUVUSFNxz1zftEUzUZNINFwK8zW0MswyLXML9x0T60NNRFncdw3ckhZNRXBHwQUVUAERFYZZvj8mJwYGpd7hPKNz/66r65o5p6Gb6n6c5yzP6dBJ/7r9/CUCkxAR0ZPwclMjYmNj9a/v3btnsO/HH3+UOw4RPcEvvxzUv87NzTXYFxHxk8xpiOhJkrKy9K/ZVyIi88VJohHLli3Tvx4+fLjBvl27dsmchoieZNWqvw/cjB37kcG+uLh9cschoifYe+O6/jX7SkRkvjhJNEKr1Rp9bey9aL/99hsmTZokOgaRMM9SX4nob+wrEZH54iTxKYqunGjsvUhXr17F2bNnUVBQIDoKkVkw574CPKhDVJS595WIyJJxkmjEs/IHlZubGwICAkTHIBLqWekrD+oQERHRs4Krmxpx5coVDB06tMRrrVaLq1evioxGRMVcv34dn3wyqsRrrVaLtLQ0kdEMPD6o8/nnn4uOQiTMnfxHWHbuNADgRqHKbPtKRGTpOEk0YsWKFf/T5zdt2oTNmzcDAAoKCnDu3DnEx8ejSpUqZfr8qVOnMG/ePISHhwMANBoNpkyZggsXLkChUGDGjBlwc3P7nzISPS/mzFkoOgIRldGIF5rqXzcJ/ERgEiIiehJOEo146aWXDN4/fPgQqampcHd3h52d3VM/P2DAAAwYMAAAMHXqVPj4+BhMEG/cuIG6deuWeA3oHrGxbds2VKpUSb8tNjYWSqUSUVFRSEhIwKxZs7B8+XL9/nnz5v27X5ToOdC6dVuD948ePcK1a1dRv76bQY9Ko1Qq8dVXX+H69etwcHDA5MmT0aBBgzL/83lQh6jsGldx1L9u3brtP+4rERHJg5NEI9LT0zF79mzUqFED77zzDoYPHw6NRgOVSoUFCxbglVdeKdPPSUpKwqVLl/Dtt9/qt+Xn52Ps2LH473//i2vXruHEiRMICQnR769fvz6WLl2KL774Qr/t+PHj6Nq1KwCgVatWOH36tGl+UaLnQGZmBpYtW4Rq1Wrgrbf64rPPAqFWa6BWqzFlynfo1KnLEz8fHR0NOzs7REdHIyUlBdOnT0dYWJh+Pw/qEJlOTkEBtl27AgdbBaomX/zHfSUiInlw4RojJkyYgFatWqFq1aoYMmQIpk6diqNHj2LNmjVYtGhRmX/OihUrMHr0aINtFStWRFhYGKZPn449e/Zg4ULDS+V69uwJGxvDuXteXh4cHBz0762traFSqf7Fb0b0/Pnuu6lo1swLjo6O+Pjj/+Lzz7/C7t37sWRJKH788funfv7SpUvo1q0bAKBhw4a4fPmyft/jgzqxsbFYuXIlZs6cafDZxwd1iuJBHaLSrUu5BLfKlWFvY/Ov+kpERPLgmUQj7t69i2HDhgHQ3V/Ys2dPAEDz5s1hZVW2eXVubi5SUlLw8ssvG2zXarVYunQpOnfujPT0dMTExGDw4MFP/FkODg548OCB/r1GoykxkSSyVDk5WXj33UEAgF27tuOVV14FADRp0hRWVtZP/XzTpk1x4MABvPbaazh16hQyMjKgVqthbW2tP6jj7e2NWrVqISIiwuCzPXv2LLHYRmkHddhZIiCvsBD/cakDADilUf/jvhIRkTx4JtGIol/mHB0dDfaV9WG/x44dQ6dOnUpsz8/Ph5ubG4KDgxEaGlqmM4Jt2rTB4cOHAQAJCQnw9PQsUwYiS2Bt/fcXy8qVKxvs02o1T/28j48PHBwcMHToUBw4cADNmjXT/8yiB3UcHBwQExPz1J/HgzpEpbMq8siaf9NXIiKSB7+5GPHgwQP8+eef0Gg0ePjwIY4dO6bf9/DhwzL9jNTUVLi6upbYXqlSJfj7+wMAFAqF/vEaT/L6668jPj4efn5+0Gq1CA4OLuNvQvT8e/jwIU6dOvlXXx8hIeFEkX2Pnvr5pKQktG3bFhMnTkRSUhKuXbum3/f4oI6/vz+USiUiIyOf+vPatGmDAwcOoHfv3jyoQ1RMgVqNy7m50EL7r/pKRETy4CTRiFq1amHx4sUAAGdnZyxZskS/z9nZuUw/Y8SIEf/6n+/q6oro6Gj9eysrK0ybNu1f/zyi55mTU0383/+FAgBq1qyJsLC/H2FTs2bNp37ezc0NixcvxsqVK1G5cmV89913+n08qENkWo4KBfak6Q7E1Gzs8Y/7SkRE8uAk0YjHS9kTkfkLCfnhf/p89erVsXr16n/9eR7UISq7MS82179uP3/JE/5OIiISiZNEI7766qsn7i++wiERiRMcPPWJ+ydO/PaJ+4lIPutTLulf/2yku+wrEZF54CTRiAMHDsDKygq9evWCl5dXmRerISL5/frrL5AkK3Tv/iqaNm0mOg4RPcGZ7CxIkNCqRg20bt1WdBwiIioFJ4lGxMfH47fffsOuXbuwZs0adOnSBb1790aTJk1ERyOiYrZu3Yvjx48hLm4fYmIi0aFDR/To8To8PLhgDJG5mdamPS7eu4eErDvsKxGRGeMk0Qhra2t06dIFXbp0QWFhIeLj47Fq1SqkpKSgW7du+Pjjj0VHJKK/WFtb46WXXsZLL70MlUqFo0d/R1RUBK5evYKXX+6EgID/io5IRH+xkiQ0qVoVTapWRevZC9hXIiIzxeckPoWtrS3q168PNzc35Ofn448//hAdiYhKYWNjA1dXV7i61oNSWYCTJ4+LjkREpWBfiYjMF88kliI5ORl79uzBvn37UKVKFfTq1QthYWFlfgQGEcknJeUyDhyIxeHDB+DgUBndu7+K+fND4OTkJDoaERVz6+FDnMq6g5BhfuwrEZGZ4iTRiDfffBP5+fl44403MG3aNNSqVQsAoFKpcPPmTdSpU0dwQiJ67L333kF+fj5eeaUHxo+fCCcn3YEclUqF9PR0uLi4CE5IRI/NPHUShRo1vKrXYF+JiMwYJ4lGFBQUQJIk/Pzzz/j5558hSZJ+hVNJkhAXFyc4IRE9VlBQACsrKxw+fBCHDx8EIAF4vCKxhJiYreLCEZGBQo0GkiQhKTsLF6d+DfaViMg8cZJoxP79+0VHIKIy2rBhu+gIRFRGk4s89qL9/CUCkxAR0ZNwkmjEli1bDN5LkgRHR0e0bt0ajo6OglIRkTG7d+8weG9lZYXKlaugeXMvVKlSRVAqIjLm2O1M/es7u3ewr0REZoqTRCOKr2Cq1Wpx9+5dTJo0CfPmzUPHjh0FJSOi4oqviKjVapGdnYVZs6bj229noG3b9oKSEVFxl3Lv6V/nnDzOvhIRmSlOEo2YOXOm0e0pKSmYMGECJ4lEZmTixG+Nbr927QpmzJiCH35YLWccInqCQY089K/bF+ku+0pEZF74nMR/oGHDhsjPzxcdg4jKoH79BigoKBAdg4jKgH0lIjIvnCT+A2q1GhqNRnQMIioDXV/VomMQURmwr0RE5oWXmxpx7NixEttyc3OxdetWdO3aVUAiIipNQsKJEtvy8u5jz56d6NChk4BERFSay0XuSbT9q7vsKxGR+eEk0YglSwyX5baysoKjoyNefvllDBw4UFAqIjImLGyFwXvdaomV0bbtS+jb921BqYjImD1p1/Wv48NWsK9ERGaKk0QjwsPDRUcgojJaunTF0/8mIjILo19srn/N5yQSEZkvThKNCAkJeeL+MWPGyJSEiJ5m1aofn7j//fc/lCkJET3N3iJnEk8b6S77SkRkHrhwTRnl5ORgxYoV2L59u+goRFSEVqst8de9e/cQHr4K+/btFh2PiIrQFv2LfSUiMls8k2hE8TOFcXFxmDp1KgYNGoSgoCBBqYjImA8+GGnw/siRQ5g/fzb69/fBf/87WlAqIjKml2s9/ev2H4xkX4mIzBQniU+Qm5uL6dOnIzExEQsWLEC7du1ERyKiUty/fx+LFs3B2bNnMGVKMFq2bCU6EhGV4pFKhenTv2FfiYjMFC83LcX+/fvh7e2N6tWrY+vWrZwgEpmxI0cOY9gwP1StWg2rV6/jF04iM3Y6OwtzkhLYVyIiM8YziUaMHz8ee/fuxUcffYR27dohKSnJYH/79u0FJSOi4qZP/wYHDuzHsGEfoGXL1jh37qzB/lat2ghKRkTFrb2UjMSsu3i9riu6dn2FfSUiMlOcJBqRnp6Oli1b4tdff8Wvv/5qsE+SJKxZs0ZQMiIqLjMzE82aNceffx7Fn38eNdgnSRKWLAkVlIyIirunLICbgwMu3svBrWLPOGVfiYjMByeJRvA5iUTPDj4nkejZweckEhE9G3hPIhEREREREelxkkhERERERER6nCQSERERERGRHieJ/1CbNua18tpvv/2GSZMmiY5BZJbeeOM/oiMQURmxr0RE5oOTxH9Iq9WKjqB39epVnD17FgUFBaKjEJklc+orET0Z+0pEZD44SfyHJEkSHUHPzc0NAQEBomMQmS1z6isRPRn7SkRkPvgIDCNu3rxpdLtWq+WRTiIzk56eXsoe9pXI3GQXufLFsLvsKxGROeEk0Qh/f39IkmT0D6xq1aqV6WesWLEC+/fvR2FhIQYNGgRfX98y//NPnTqFefPm6Z/XqNFoMGXKFFy4cAEKhQIzZsyAm5tbmX8e0fPs449HApAAlOxr1apVZc9DRKULOXda/7rCxyMN9rGvRETmg5NEI/bv31/qvtTU1Kd+/o8//sDJkyexfv16PHr0CCtXrjTYf+PGDdStW7fEawD48ccfsW3bNlSqVEm/LTY2FkqlElFRUUhISMCsWbOwfPly/f558+aV+XcjnfE7vhYdwaTm9pkhOoIwMTHbSt137dpVGZMQ0dN806qt/nX7+UsM9rGvRETmg/ckloFKpcKuXbswdOhQDBgw4Kl//5EjR+Dp6YnRo0dj1KhReOWVV/T78vPzMXbsWMTGxmLlypWYOXOmwWfr16+PpUuXGmw7fvw4unbtCgBo1aoVTp8+DSIyTqVSIS7uZ3zyySgEBPiLjkNET8C+EhGZJ55JfILr168jKioKmzZtQm5uLkaNGoVFixY99XPZ2dm4efMmQkNDkZaWho8++gh79uyBJEmoWLEiwsLC4O3tjVq1aiEiIsLgsz179kRaWprBtry8PDg4OOjfW1tbQ6VSwcaG//mIHrt58wa2bt2EXbu2Iy/vPoYMeR/Tps0SHYuIjLibn4/ly5eyr0REZopnEo34+eefERAQAF9fX9y7dw9z586Fs7MzxowZg+rVqz/181WrVkWXLl2gUCjQsGFDVKhQAVlZWQB0i98sXboUnTt3hoODA2JiYp768xwcHPDgwQP9e41Gwwki0V8OHTqAoKCPMXLkMOTm5mLy5GmoUcMJH3wwkvc4EZmZxKy7WHH+LBaeSWRfiYjMGGcaRnz88cd48803ERUVpV8g5p8szd22bVusWbMG77//PjIzM/Ho0SP9H375+flwc3ODv78/lEolIiMjn/rz2rRpgwMHDqB3795ISEiAp6fnv/vFiJ5DX3/9BXr0eA2hoavg6loPACBJPP5FZI5WJ19Aq+o18GmzFuj95SQA7CsRkTniJNGIbdu2YdOmTRg8eDDq1q2Lt956C2q1usyf7969O44dO4Z33nkHWq0WkydPhrW1NQCgUqVK8PfX3XehUCgwdOjQp/68119/HfHx8fDz84NWq0VwcPC/+8WInkM//bQeO3duR2DgCLi41MZrr/WEWq0SHYuIjBjfoiWO3s7E0rOnsWXkcPaViMhMSVo+mKhUKpUKBw8exKZNm3D48GF06tQJ7733Hv7zn/+IjvZUt2/fN7r907mlrwT5rFo8vu8//gxXN33+qFQq/PrrEezevR2///4r2rV7CQMG+KJjxy4AgJo1KwtOWLrS+go8f539N30lnWPjPhEdwWTUWi2U/X2eu74SPfY89fWx4isSP2bOfaV/j2cSn8DGxgavvfYaXnvtNWRlZWHLli2YP3/+MzFJJLI0NjY26NbtFXTr9gqys7OxZ89OhIYu03/pJCLzYS1J7CsRkRnjjQBGTJ8+vcS26tWr44MPPsC2bc/XUX2iZ93ChXNKbKtWrRoGDfLHTz+tF5CIiEqz8UpKiW3sKxGR+eEk0YgTJ06IjkBEZZSUdEp0BCIqo9T7vFSTiOhZwMtNjSgsLMStW7dQ2u2aderUkTkREZWmsLAQGRnpKO3uahcXF3kDEVGp1FoNsgsKAADp6ekl9rOvRETmgZNEI65cuQJ/f3+jk0RJkhAXFycgFREZk5Z2HWPG/BeAsVmihJiYrXJHIqJS3M7PR8i50wCACh+PLLaXfSUiMhecJBrRuHFjbNmyRXQMIiqDBg3csWrVOtExiKgMXCrZ4fMWLQGUvlLis4yrERPR84L3JBIREREREZEeJ4lGlOUB90RkHnx9B4mOQERl1M2ltugIRERUBrzc1IgBAwYgOzsbkZGRSEpKgiRJaN68Ofz8/FCtWjXR8YioiN69vXHvXg62bNmI8+fPApDQpElT9O/vA0fHqqLjEVERL9V0xoPCQvyamYFNX40D+0pEZJ54JtGItLQ09O3bFxcvXkTnzp3Rvn17nD9/Hv369UNaWproeERUxK1bNzFs2CCkpFxCu3Yd0KpVa1y6lIzhwwfj1q2bouMRURFZBfmYm3QKtx4+YF+JiMwYzyQaMWfOHIwfPx59+/59w/bw4cOxZcsWzJkzB0uWPH832xM9q5YtW4zAwE/wxhtv6rcNHAjs3r0Dy5YtwowZcwSmI6Kitl27Cu/6bmjrVBPtfd4FwL4SEZkjnkk0IjU11WCC+Fj//v1x8eJFAYmIqDTXr181mCA+9uabfZCScllAIiIqTeajR2jrVLPEdvaViMi8cJJohFKpLHWfJEkyJiGipykoeHb6+ttvv2HSpEmiYxAJo9JqSt1nbn0lIrJknCQa0ahRI+zcubPE9u3bt8PDw0NAIiIqjbu7O2Jj95bYvm/fHri7NxKQyLirV6/i7NmzKCgoEB2FSJhalexw4u6dEtvNra9ERJaO9yQa8cUXX2DYsGE4cuQIvLy8oFarcfLkSZw4cQIRERGi4xFREYGBn+LTTz/C0aO/48UXm0GtViMpKRFJSaewbNn/iY6n5+bmhoCAAHz++eeioxAJ07e+G74/dwYX7uXgxpYNZttXIiJLxzOJRjRo0ACbNm1C3bp1cfDgQRw5cgSNGjXC5s2bUadOHdHxiKiIevXqIywsHC4utfHrr0fwxx+/o0EDd6xaFQEXFxfR8YioiJoVKyGouReqKSqwr0REZoxnEo3YvHkz3n77bYwZM0Z0FCJ6it27d+DNN/vggw9G/qvPFxYWYsKECbhx4wasrKwwffp0NGpU9sveTp06hXnz5iE8PBwAoNFoMGXKFFy4cAEKhQIzZsyAm5vbv8pG9Lw5ejsTL9V0Ri/Xemg/Z5HoOEREVAqeSTRizZo1oiMQURnFxKz/nz5/6NAhqFQqREZGYvTo0Vi0yPCL640bN4y+BoAff/wRX3/9tcF9hrGxsVAqlYiKisK4ceMwa9Ysg8/Mmzfvf8pL9Cw7nH5LdAQiIioDThKJyKK5u7tDrVZDo9EgLy8PNjZ/X2CRn5+PsWPHIjY2FitXrsTMmTMNPlu/fn0sXbrUYNvx48fRtWtXAECrVq1w+vTp8v8liIiIiEyIl5sakZycjFdffbXEdq1WC0mSEBcXJyAVERmTmpoCX99+RvZoAUiIidn6xM/b2dnhxo0bePPNN5GdnY3Q0FD9vooVKyIsLAze3t6oVatWiYWrevbsibS0NINteXl5cHBw0L+3traGSqUymHwSWar0Rw8xPeE4AKCCQW/L1lciIpIHv7UY4ebmhh9++EF0DCIqg7p162HevMX/+vOrV69Gly5dMG7cONy6dQvDhg3D9u3bUaFCBWi1WixduhSdO3dGeno6YmJiMHjw4Cf+PAcHBzx48ED/XqPRcIJI9BenihUx8oWmAICWX08VnIaIiErDby5G2Nraom7duqJjEFEZ2NrawMWl9r/+fJUqVWBrawsAcHR0hEqlglqtBqC73NTNzQ3+/v5QKpWIjIx86s9r06YNDhw4gN69eyMhIQGenp7/OhvR88ZGskL1ChUB4H/qLRERlS9OEo1o06aN6AhEVEYtWrT8nz4/fPhwTJw4EYMHD0ZhYSE+++wz2NnZAQAqVaoEf39/AIBCocDQoUOf+vNef/11xMfHw8/PD1qtFsHBwf9TPqLniXvlyqIjEBFRGXCSaMTkyZNFRyCiMgoK+vJ/+ry9vT0WL/73l6u6uroiOjpa/97KygrTpk37nzIRPa98GjQUHYGIiMqAq5sSERERERGRHieJREREREREpMdJIhEREREREelxkkhERERERER6nCQSERERERGRHieJREREREREpMdJIhEREREREenxOYlEFuzYuE9ERzCp9vOXiI5A5WD8jq9FRzC5uX1miI5AVG6et86yr2SJeCaRiIiIiIiI9DhJJCIiIiIiIj1OEomIiIiIiEiPk0QiIiIiIiLS4yTxGffbb79h0qRJomMQEREREdFzgpPEZ9jVq1dx9uxZFBQUiI5CRERERETPCU4Sn2Fubm4ICAgQHYOIiIiIiJ4jnCQSERERERGRno3oAM+r/v37o3LlygAAV1dXzJw5s8yfPXXqFObNm4fw8HAAgEajwZQpU3DhwgUoFArMmDEDbm5u5ZKbiIiIiIgsm6TVarWiQzxvCgoKMHDgQGzZssXo/hs3bqBu3bolXgPAjz/+iG3btqFSpUqIjo4GAOzbtw/79+/HrFmzkJCQgBUrVmD58uXl/4sQEREREZHF4eWm5eD8+fN49OgRPvjgAwwdOhQJCQn6ffn5+Rg7dixiY2OxcuXKEmcY69evj6VLlxpsO378OLp27QoAaNWqFU6fPl3+vwQREREREVkkXm5aDipWrIiAgAD4+vriypUr+PDDD7Fnzx7Y2NigYsWKCAsLg7e3N2rVqoWIiAiDz/bs2RNpaWkG2/Ly8uDg4KB/b21tDZVKBRsb/ucjIiIiIiLT4pnEcuDu7o6+fftCkiS4u7ujatWquH37NgBAq9Vi6dKl6Ny5MxwcHBATE/PUn+fg4IAHDx7o32s0Gk4QiYiIiIioXHCSWA42bNiAWbNmAQAyMjKQl5eHmjVrAtBdburm5obg4GCEhoZCpVI99ee1adMGhw8fBgAkJCTA09Oz/MITEREREZFF48I15UCpVOKrr77CzZs3IUkSPv/8c7Rp06bMn09LS0NQUJB+4ZrHq5tevHgRWq0WwcHBaNSoUXnFJyIiIiIiC8ZJIhEREREREenxclMiIiIiIiLS4ySRiIiI9DQajegIREQkGJfIJDKxY8eOGby3sbFB7dq14eLiIiiR/N544w2o1Wr9+8f/DsaPH49mzZoJTEZkiH3V2b17NzQaDZRKJebMmYMRI0YgICBAdCyiEmJiYuDr66t/v2bNGgwdOlRgIvlx3CI58J5EMqnMzEzk5ubC2toaP/74I4YMGYKmTZuKjiWr9957D3fu3EGzZs1w9uxZ2NraQqlUP4QVjQAAIABJREFUwtfXFyNGjBAdTxaTJ09Gr1690K5dO5w8eRIxMTHw8fHBkiVLsH79etHx6C/sK/v6mK+vL3744QcEBQVhxYoV+OCDD7B27VrRsagIS+/rjh07sH//fvzxxx94+eWXAQBqtRrJycnYuXOn4HTy4rhFcuDlpmRSX375Je7cuYOFCxeic+fOCA4OFh1JdhUrVsS2bduwYMECbNu2DXXq1MH27duxb98+0dFkk5qaik6dOkGhUKBDhw64ffs2OnbsCCsrDjnmhH1lXx9TKBQAAHt7eygUCoNn85J5sPS+du3aFQMHDsQLL7yAgQMHYuDAgfD398fKlStFR5Mdxy2SA7+xkUmpVCq0b98eubm5eOuttyzy3pbs7GxUqFABgO6LV3Z2NhQKhUX9u1AoFFi/fj3Onz+P9evXQ6FQ4PTp0waXoJJ47Cv7+li9evXg4+MDHx8fhISEwMvLS3QkKsbS++ro6IgOHTpg5cqVaNSoEVxdXVGnTh2L/HOF4xbJgfckkkkVFhZi5syZaNeuHX7//XeLHLxfffVVDBo0CF5eXkhKSkKPHj2wbt06eHh4iI4mm3nz5iE0NBRxcXHw9PTEnDlzkJiYiO+++050NCqCfWVfH+vfvz+++eYb2Nvbo3nz5qhZs6boSFQM+6ozdepUHDp0CM7OztBqtZAkCZGRkaJjyYrjFsmB9ySSSaWmpuLXX3+Fr68vYmNj0aJFC9SrV090LNmdP38eKSkpaNy4MTw9PZGVlYVq1apBkiTR0WRz9+5dFBQU6N/XqVNHYBoyhn3VYV919zhFRESIjkFPwL7qDBgwABs2bLD42xc4blF54ySRTOqDDz6wyPsDirp16xZ27NhhMEEaM2aMwETymzJlCg4fPmzRR3qfBewr+/qYv78/HB0d4e7urv/yHRQUJDgVFcW+6nz22WcIDg5GpUqVREcRhuMWyYGXm5JJVa5cGXFxcWjQoIH+i4a7u7vgVPL69NNP0bFjR9SuXVt0FGESExMRGxtr8Ud6zR37yr4+5uPjIzoCPQX7qnPr1i10794dbm5uAGCRByE5bpEcOEkkk8rKysLq1av17yVJwpo1a8QFEsDe3h6fffaZ6BhCubm5oaCgwKKP9D4L2Ff29TFvb29ERUXh0qVLaNCgAQYNGiQ6EhXDvurMnz9fdAThOG6RHHi5KZnc/fv3cePGDdSrVw/29vai48guODgYLVu2RNOmTfX3Blja0V4/Pz9cuXLFoo/0PivYV/YVACZOnIgqVaqgXbt2OHr0KHJycjBnzhzRsagYS+8rAGRkZGDu3LnIzs5Gz5498cILL6Bly5aiY8mK4xbJgWcSyaT27t2L5cuXQ61Wo1evXpAkCYGBgaJjyercuXM4d+6c/r0lHu3lkd5nA/vKvj529epV/cI1r732Gvz8/AQnouLYV51vvvkG77//Pr7//nu0a9cOEyZMQHR0tOhYsuK4RXLgJJFMatWqVYiOjkZAQAACAwPh4+NjcX+IhYeHi44gTExMDHx9fREZGVlihTUugmF+2FfL7mtRBQUFePToESpVqoT8/HyLfbyCOWNfdQoKCtCxY0csX74cDRs21D8v0JJw3CI5cJJIJmVlZQWFQgFJkiBJkkXdk/bJJ59gyZIl6NKlS4l9R44cEZBIfi4uLgCAhg0bCk5CZcG+WnZfixo6dCj69esHDw8PXLp0CZ988onoSFSMJfe1KIVCgV9++QUajQYJCQlQKBSiI8mG4xbJifckkkktWLAAaWlpOHPmDDp06AA7OztMmDBBdCyS2ZYtWwze29jYwMXFBe3atROUiIxhX+mx9PR0VKxYEdevX4erqyuys7N5sMfMsK866enpmD17Ni5evIhGjRph/PjxFvm8SKLyxkkimdzhw4f1g3f37t1Fx5HdsWPH8OjRI2i1WkyfPh2ffvopvL29RceS1Ycffoj8/Hy0atUKiYmJKCgogI2NDV588UVMnDhRdDwqgn217L5evHgRGRkZmDdvHsaPHw8A0Gg0mD9/PrZu3So4HRVn6X19LC8vz+AZgTVq1BCYRn6WPm6RPPgQMzKptLQ0JCcnIz8/H2fOnEFISIjoSLKbO3cuGjRogDVr1mD9+vUWuaqnSqXCTz/9hHHjxmHVqlWwt7fH2rVrkZiYKDoaFcG+sq+5ubnYtWsX7t69i507d2Lnzp3Ys2cPBg8eLDoaFcO+6nzxxRfo378/RowYgYCAAIwYMUJ0JNlZ+rhF8uA9iWRS48aNQ9euXeHk5CQ6ijAVKlRAjRo1YGNjg5o1a0KpVIqOJLucnByoVCooFAqoVCrcu3cPACzy34U5Y1/Z13bt2qFdu3Y4c+YMatSoARcXFyQmJsLLy0t0NCqGfdVJTU1FbGys6BhCWfq4RfLgJJFMqmLFihgzZozoGELZ29vj/fffx+DBgxEREYHatWuLjiS7wYMHw9vbGx4eHkhJScGIESMQGhqKrl27io5GRbCv7OtjUVFRcHFxQWBgILZt24Zt27bh66+/Fh2LimBfdby8vJCSkmLR98xy3CI58J5EMonU1FQAQEhICLp3744XX3zRYh/wqlQqce3aNTRu3BgXL15EgwYNLGr1tceys7Nx7do11K9fH9WqVYNarYa1tbXoWAT2tSj2VcfX1xcxMTH69++9957+uYkkFvtqaOHChQgPD4ednZ1+m6Wt7Mlxi+TAM4lkEpMnT9a/joqK0r+2pAe8Pn5G4NKlSy3+GYEJCQnYtGkTCgsLAQCZmZkICwsTnIoeY1/Z1+K0Wi2ys7NRrVo15Obm8jmJZoR9NfTHH3/g6NGjsLGxvK+wHLdITpbXMCoXjx/seuDAAYMV13bt2iUqkuxKe0Zg8YHcEsyYMQPDhw/H3r174enpyfslzAz7yr4WN3r0aPj4+MDR0RH37983mJiQWOyroQYNGuDu3buoVauW6Ciy47hFcuIkkUziwIEDOHHiBHbu3ImTJ08CANRqNfbv34/evXsLTiePx/fbJSUlGXzBerwSmyWpUqUK+vTpg/j4eHz88cfw9/cXHYmKYF/Z1+K6d++Obt26ITs7GzVq1OCXTjPCvho6ceIEevTogWrVqum3Wcrlphy3SE6cJJJJNGnSBDk5OcjMzETDhg2h0WhgbW2NPn36iI4mm4iICCxfvhw5OTnYt2+ffnujRo0EphJDkiQkJyfj0aNHSElJwe3bt0VHoiLYV/a1uCFDhpSYGFripYzmiH01VLSvlobjFsmJC9eQSTx48ADjxo3DnTt34ObmhitXrqBGjRpYsGABHBwcRMeTVWhoKEaNGiU6hlDJyclITk5GrVq18N1336Fv374YPny46Fj0F/b1b+yrTkpKCgDdvYlnzpzB+fPn8cUXXwhORQD7Wty5c+cQFRWFgoIC/baZM2cKTCQ/jlskB04SySSmTZsGLy8vg8sdYmJikJSUhGnTpglMJr9BgwZh/fr1omMIp9FooNVqceLECbRs2ZIrr5kR9vVv7Ktxw4YNw08//SQ6BoF9La5fv37w9/fX358HwOIer8Rxi+TAy03JJM6fP19ioQNfX19s2LBBUCJxHB0d8dNPP8Hd3R1WVlYAgC5dughOJa+5c+eiXr16uHnzJs6cOQMnJyfMnj1bdCz6C/v6N/ZVp+iqmbdv38aDBw8EpqGi2FdDTk5O8PX1FR1DKI5bJAdOEskkSluK2hKfi1etWjWcP38e58+f12+ztMH7+PHjGD9+PIYMGYLw8HAMGzZMdCQqgn39G/uqU/S+YYVCgUWLFglMQ0Wxr4bq1q2LH374AU2bNtXfR2tpneW4RXLgJJFMomrVqkhKSkKLFi3025KSkuDo6CgwlRgzZ85Eamoqrl27hhdeeAHOzs6iI8lOo9EgMTERrq6uUCqVyMrKEh2JimBf/2bpfb158yYAYMCAAYKTUGnYV0OFhYVITU1FamqqfpulTZAsfdwiefCeRDKJtLQ0fPTRR+jQoQPq1auHtLQ0/Pbbb1i+fDnq1asnOp6s1q5di59//hn37t3D22+/jatXr1rcM8ciIiKwZcsWBAcHIzo6Gp6enhZ/eZA5YV//Zul9HThwIAAgJycHDx48gKenJ5KTk+Hk5ITNmzcLTkcA+/qYSqWCjY2N0efuWto975Y+bpE8OEkkkykoKMDBgwdx/fp11KpVC6+++irs7OxEx5LdoEGDsG7dOgwdOhTh4eHw8fHBxo0bRccS5tatW6hdu7boGFQM+6rDvuqMHj0as2fPhoODAx4+fIigoCCEhoaKjkV/YV+BcePGYf78+ejRo4f+MlOtVgtJkhAXFyc4nbw4bpEceLkpmUyFChXQs2dP0TGEe3zc5fEfYpZ2hBPQPV+tYsWKyM3NxaZNm9C1a1d89dVXomNREeyrDvuqk56ern+cgp2dHTIzMwUnoqLYV2D+/PkAgP379wtOIh7HLZIDJ4lEJvbWW2/hvffew82bN/Hhhx/itddeEx1Jdjt37kR4eDhGjBiBnTt3cuEaMlvsq06XLl3g7++P5s2bIzExEf369RMdiciouLg4rFu3DoWFhdBqtcjJycH27dtFx5IVxy2SAyeJRCY2aNAgdOrUCRcvXoS7uzuaNGkiOpLsJEnC7du34eTkBEmScO/ePdGRiIxiX3U+++wzJCcnIzk5Gf3797fYfw9k/pYtW4ZvvvkGkZGR6NChA+Lj40VHkh3HLZKDlegARM8bb29vbNy4EU2aNLHYgbtDhw7w9/eHv78/goOD8cYbb4iORGQU+6pz69YtHDx4ECkpKYiNjUVISIjoSERGVatWDa1btwagW5U3IyNDcCL5cdwiOXDhGiITUyqV2L9/PzZv3oyCggIMGDAAffv2FR1LiHv37qFSpUq8X4LMFvuq8+6776Jjx44Gi0z5+fkJTERk3KhRoxAQEIDIyEj0798fM2bMwN69e0XHkhXHLZIDJ4lE5eTPP//EmjVrkJycjN27d4uOI6tjx45h6tSpUKvV6NWrF+rUqcNHYJBZs+S+AsD777+PVatWiY5B9FQZGRlISUlBzZo1sXjxYrz55pvo3bu36FhCWPq4ReWLl5sSmVhISAj69OmD6OhoDBkyxCIH7kWLFmHt2rVwcnLCqFGjsH79etGRiIxiX3U8PDywc+dOpKSklHhQOZE52bhxIzp27IjGjRtj6dKlOHfunOhIsuO4RXLgwjVEJubo6Ih169ahSpUqoqMIY2VlhapVq0KSJFSoUAH29vaiIxEZxb7qnDt3zuDLtiRJWLNmjcBERIZiYmKwYcMGXL58GYcPHwYAaDQaFBYWYty4cYLTyYvjFsmBl5sSmciTFnoYM2aMjEnEmzRpEqpXr45Dhw6hT58+uHz5MmbPni06FpEe+1pSdnY2rl+/DldXV1SvXl10HCIDSqUSmZmZWLFiBUaNGgVAd0CyRo0aFnPfO8ctkhMvNyUyEScnJzg5OSEhIQF37txB/fr1ce/ePZw/f150NNlNnToVderUQdu2bWFnZ4fp06eLjkRkgH01tHv3bvj5+SE0NBQDBw7E1q1bRUciMqBQKODq6oobN26gbt26qFu3LmrXrm0xE0SA4xbJi2cSiUwsICAAYWFh+veWtCDEsWPHSt3Xvn17GZMQlY0l97WogQMHYuXKlbC3t0deXh6GDRuGjRs3io5FVMKnn34Kb29vuLu7w8pKd67D3d1dcCp5cdwiOfCeRCITy87OxrVr11C/fn2kpKQgLy9PdCTZDBkyBPXr10eLFi0AAI+PQUmSxEkimSVL7mtRkiTp7x12cHBAhQoVBCciMi4rKws//fST/r0l3j/LcYvkwDOJRCZ2/PhxzJw5ExkZGahZsybmzp2LRo0aiY4lizNnzmDHjh04c+YMXn75ZXh7e6NevXqiYxGVypL7WtQXX3yB6tWro127dvjzzz+Rk5ODWbNmiY5FZNT9+/dx48YN1KtXzyIXRuO4RXLgJJGoHGVlZWHDhg0YOXKk6Ciy0mq1+P3337F9+3bcuXMHPXr04IO5yexZal8BQKVSISoqCpcvX0ajRo3w7rvvwtbWVnQsohL27t2L5cuX65/DK0kSAgMDRccSxpLHLSpfXLiGqBwkJibiyy+/RN++fZGeni46juwkSULr1q3RqVMnaDQaxMTEiI5EVCpL7yuguwpArVZj8uTJOHHiBJKTk0VHIjJq1apViI6ORtWqVREYGIjY2FjRkYTguEXljfckEpmIUqnEzp07ERERAYVCgby8PMTGxqJixYqio8mmsLAQhw8fxo4dO3DlyhX06NEDkyZNsrhFBcj8sa+Gpk+frr+8dOzYsZgwYQIiIiIEpyIqycrKCgqFApIkQZIkVKpUSXQk2XDcIjnxTCKRifTo0QMXLlzAvHnzsG7dOjg7O1vcwN2pUycsWLAAHh4eCAoKQuvWrXHjxg0cOXJEdDQiA+yrIRsbGzRu3BgAUK9ePf2qkUTmpl27dhg3bhwyMjIwefJk/UJploDjFsmJZxKJTGTo0KHYsWMHbty4gXfeeQeWeLvvq6++CkmScP36dVy/ft1gX5cuXQSlIiqJfTVUp04dLFiwAK1atUJiYiKcnZ1FRyIyKigoCIcPH0bTpk3RsGFD9OjRQ3Qk2XDcIjlx4RoiEzt69ChiYmJw+PBhvPPOO+jXrx88PT1FxyIiI9hXnYKCAqxfvx6pqalo3LgxBg4caFEPKSfzp1aroVarERQUhIULF0Kr1UKj0WDkyJEW9wgMjlskB04SicpJbm4utm7dio0bN2LLli2i4xDRE1hqX5OSktCiRQujl4Tz7D+Zk+joaISGhuLOnTuoWbMmtFotrK2t0bZtW4t9XIuljlskD04SiYiILNQPP/yAkSNH4quvviqxb+bMmQISET3Zhg0b8M4774iOQfTc4ySRiEzm5s2bpe6rU6eOjEmI6J/Ky8tDQUGB/n2NGjUEpiEy7tatW9ixY4fB/6tjxowRmIjo+cSFa4jIZD777DMAQE5ODh48eAAPDw9cunQJTk5O2Lx5s+B0RFSaL7/8EsePH0flypWh1WohSRI7S2bp008/RceOHVG7dm3RUYiea5wkEpWzI0eOwNbWFh06dBAdpdxFRUUBAEaPHo3Zs2fDwcEBDx8+RFBQkOBkRGVjSX0tKiUlxWIfSk7PFnt7e/0BSdKx1HGLyhcfhERUzs6ePYuHDx8iPT1ddBTZpKenw8HBAQBgZ2eHzMxMwYmIysYS+woAXl5eSElJER2D6Kk8PDywc+dOpKSkIDU1FampqaIjCWep4xaVL96TSFSONBqNRT6UeuHChTh+/DiaN2+OxMRE9OzZE8OGDRMdi+iJLLWvgK6z4eHhsLOz028ztuIpkWhDhgyBJEn6ZwQqlUr9VSyWyJLHLSpfnCQSmdju3buh0WigVCoxZ84cjBgxAgEBAaJjyS45ORnJyclo2LAhmjRpIjoOkVHsq46fnx/Wrl0LGxvehULmaezYsVi0aBEAICwsTN/TIUOGIDw8XGQ02XHcIjnw0AORia1cuRKdOnXCtm3bcOjQIRw4cEB0JNndunULBw8e1N/nFBISIjoSkVHsq06DBg1w9+5d0TGISlX0/89Dhw7pX0uSJCKOUBy3SA48ZEhkYhUqVACgu7leoVDgwYMHghPJj6vP0bOCfdU5ceIEevTogapVq+q/dPNyUzJXln4RHMctkgMniUQm5urqCh8fH3zzzTcICQmBl5eX6Eiy4+pz9KxgX3X27dsnOgLRExU9Y2iJZw+L4rhFcuA9iUTl4MGDB7C3t0dmZiacnZ1Fx5FdcHAwWrZsiaZNm+r/MHd3dxecisg4S+8roLuH+Ntvv8X9+/fh7e0NDw8PdO/eXXQsIr1OnTqhY8eO0Gq1+P333/Wv//jjD8THx4uOJzuOW1TeOEkkMrGQkBDk5eVhwoQJ+OSTT9C8eXOMHDlSdCxZDRkyxOC9JElYs2aNoDREpWNfdYYNG4Zp06bh66+/xuLFizFixAhs2rRJdCwivaNHj5a676WXXpIxiXgct0gOvNyUyMT279+v/3K1ZMkS+Pn5WdzgXXylOaVSKSgJ0ZOxr39zc3ODJEmoXr067O3tRcchMmBpE8En4bhFcuAkkcjEJEmCUqmEQqFAYWGhRd5gHxkZiVWrVkGlUkGr1cLW1hZ79+4VHYuoBPZVx9HREZGRkXj06BF27tyJKlWqiI5ERKXguEVy4CSRyMT8/Pzg7e0NT09PpKSkYMSIEaIjyS46Ohrh4eFYvnw5evXqhZ9++kl0JCKj2Fed4OBghIaGolq1ajh9+jS+++470ZGIqBQct0gOvCeRqBxkZWXh+vXrqFevHqpXry46juwCAgIQFhaGL774AnPmzMF7772HiIgI0bGIjLL0vmZlZel/7wMHDqBChQro1KmT4FRE9CSWPm5R+eOZRCIT+f777xEYGIigoKASy3PPnz9fUCoxKleujNjYWEiShMjISGRlZYmORGSAfdXZvn07lixZgl27dmHFihX45ZdfULNmTSQkJCAwMFB0PCIqguMWyYlnEolM5Pz582jSpInRFdgs7Yb7vLw8XLt2DU5OTli5ciW6d++ODh06iI5FpMe+6gwfPhzff/897Ozs0KVLF2zatAlOTk7w8/NDdHS06HhEVATHLZKTlegARM8LDw8PKJVKrFmzBq1bt0arVq3g5eWFkJAQ0dFk5+DggBdffBHOzs6YMGECJ4hkdthXHWtra9jZ2eHSpUuoXr06nJ2dYWVlBSsrfj0gMjcct0hOvNyUyEQ2btyI0NBQ3LlzB7169YJWq4W1tTXatm0rOhoRFcO+6qjVauTl5WHPnj3o1q0bACA9PR0qlUpwMiIqjuMWyYmXmxKZWFRUFAYOHCg6BhGVgaX39dChQ5g6dSqcnJywfPly3LhxA2PHjsU333yD7t27i45HREZY+rhF8uAkkcjEvL298fLLL8PX1xeenp6i4wiRlJSEzZs349GjR/ptM2fOFJiIyDj21VBubi6USiWcnJxERyGiUnDcIjlwkkhkYhqNBr/88gs2btyI7Oxs9O3bF71794a9vb3oaLLx8fGBv7+/wRfNrl27CkxEZBz7SkTPGo5bJAfrKVOmTBEdguh5IkkS3NzcYG9vj5SUFBw+fBi7d++GWq1G8+bNRceTxa5du/DVV1/Bzc1N/xeROWJfiehZw3GL5MAziUQmNmfOHMTFxeGll16Cr68vvLy8oNFoMGDAAGzZskV0vHJ15MgRAEBkZCSaN2+OZs2a6Z/l1KVLF5HRiIyy5L4CwObNm/Gf//yHD+MmeoZY+rhF8uDqpkQm1qBBA2zatMngsg8rKyuLWKJ6586dAIDKlSvj6tWruHr1qn4fJ4lkjiy5rwBgb2+P+fPnIycnB82bN0f37t3RpEkT0bGI6AksfdwiefBMIpGJzJ8/X3/WrLigoCCZ04iVlZWFc+fOoXPnzli7di369u2LKlWqiI5FpMe+lpSYmIgDBw7g3LlzcHFxAe9GITIvHLdITjyTSGQiDRs2FB3BbIwbN06/PLejoyPGjx+PFStWCE5F9Df2tSQvLy94eXkBADIzMwWnIaLiOG6RnDhJJDKRt99+GwCgUqmQlJQElUoFrVZrkV+2Hj16hF69egHQLdUdHR0tOBGRIfb1yZydnUVHIKJiOG6RnDhJJDKxMWPGoLCwEJmZmVCr1XB2dkafPn1Ex5KVra0t4uPj0bJlSyQlJcHa2lp0JCKj2FcietZw3CI5WIkOQPS8ycvLQ1hYGLy8vLBp0yYUFBSIjiS7GTNmICIiAr6+vli3bh2mTZsmOhKRUeyrzv3797Fnzx5s2bJF/xcRmSeOWyQHnkkkMjEbG12tHj16hIoVK6KwsFBwIvmtW7cO33//vegYRE/FvuqMHj0adevWhZOTEwCUujgGEYnHcYvkwEkikYm9/vrrCAkJQZMmTfDuu+/CwcFBdCTZXb58Gbm5uVzRlMwe+6qj1Woxc+ZM0TGIqAw4bpEc+AgMonJ04cIFNGjQABUqVBAdRVbdu3dHeno6qlevrj8jceTIEcGpiJ7MEvuqVCoBAFOmTIGvry+aNWum36dQKETFIqIyssRxi+TBSSKRiZ07dw5RUVEG9wjwCD2RebL0vvbo0QOSJOHxV4HHryVJQlxcnOB0RGSMpY9bJA9OEolMrF+/fvD394eLi4t+W9euXQUmkl9CQgI2bdqkv08iMzMTYWFhglMRlcS+6mi1WqSnp6N27dpITEzUPy+RiMwPxy2SA+9JJDIxJycn+Pr6io4h1IwZMzB8+HDs3bsXnp6e+kvaiMwN+6rz7bffwsXFBYGBgdi2bRu2b9+OSZMmiY5FREZw3CI5cJJIZGJ169bFDz/8gKZNm+rvx+vSpYvgVPKqUqUK+vTpg/j4eHz88cfw9/cXHYnIKPZV59y5c/pH1Xz99dd47733BCciotJw3CI5cJJIZGKFhYVITU1FamqqfpulDd6SJCE5ORmPHj1CSkoKbt++LToSkVHsq45Wq0V2djaqVauG3NxcqNVq0ZGIqBQct0gOnCQSmVjRm8cvXLiAiIgIgWnEmDBhApKTkzFkyBB8/vnnGDRokOhIREaxrzqjR4+Gj48PHB0dcf/+fXz77beiIxFRKThukRw4SSQyMbVajX379iEiIgJ37tyxyPsGPDw8YGtri6tXr2LZsmUGN9cTmRP2Vad79+7o1q0b7ty5A2dnZ/0lbERkfjhukRw4SSQykdu3byMqKgpbt25Fq1atoFQqsWfPHtGxhFi7di1+/vln3Lt3D2+//TauXr2KyZMni45FpMe+Gjp69CimTZsGtVqNXr16oU6dOvziSWRmOG6RnKxEByB6XrzxxhtQKpXYvHkz5s6diypVqoiOJMzOnTuxevVqVK5cGcOGDcOpU6dERyIywL4aWrx4MdauXQsnJyeMGjUK69evFx2JiIrhuEVy4iSRyES+++47nD59GsPYP7ecAAAV60lEQVSGDcO6dev0zwi0REUfzA0ACoVCZByiEthXQ1ZWVqhatSokSUKFChVgb28vOhIRFcNxi+RkPWXKlCmiQxA9Dzw8PNCvXz907twZx44dw7Fjx3Dy5ElUqFAB7u7uouPJKj8/H7Nnz0ZaWhri4+PRrVs3tGnTRnQsIj321dDx48eRkJCACxcu4P79+1CpVHj99ddFxyKiIjhukZwk7eND/kRkUhqNBgcPHsSGDRvw/fffi44ju8uXL+PixYto2LAhXnjhBdFxiJ7I0vuqUqkQExOj76yfnx9sbW1FxyKiJ7D0cYvKFyeJRGQyBQUFiIyMxNChQ5GRkYHg4GAoFAp8+eWXqFmzpuh4RFSKadOmGSwu9cUXX2DOnDkCExERkUhc3ZSITGbGjBmws7ODRqPB1KlT0aJFC3h4eGDKlClYtmyZ6HhEVExERASWL1+OnJwc7Nu3T7+9UaNGAlMREZFoPJNIRCYTEBCAsLAwFBQUoGvXroiPj4etrS0GDRrE1RKJzFhoaChGjRolOgYREZkJnkkkKmebN2+GVqvFgAEDREcpd49XMz1x4gRatGihv6epoKBAZCyiMrOkvhbl7++PXbt2QalU6rf1799fYCIiKitLHbeofHGSSCSDZs2aISMjA7Vq1RIdpVzZ2dkhKioKe/fuRZ8+faDRaLBx40bUrl1bdDSiMrOUvhYVGBgIZ2dnfVcfH/AhomeDJY5bVL54uSlROcjLy8ONGzdQr1492NnZiY4jm6ysLISFhaFOnToYPHgwfv/9d6xZswbTpk3jwjVktiy1r0UNGTIE4eHhomMQURlx3KLyxkkikYnt2bMHoaGhUKvV6NWrFyRJQmBgoOhYRGQE+6ozY8YMeHt7o2nTpvptCoVCYCIiKg3HLZKDlegARM+b1atXIzo6GlWrVkVgYCBiY2NFRyKiUrCvOkePHsVnn32GXr16oVevXnjzzTdFRyKiUnDcIjnwnkQiE7OysoJCoYAkSZAkCZUqVRIdiYhKwb7qbNu2TXQEIiojjlskB04SiUysXbt2CAoKQkZGBiZPnowWLVqIjkREpWBfdeLi4rBu3ToUFhZCq9UiJycH27dvFx2LiIzguEVy4D2JROXg8OHDuHjxIho1aoTu3buLjiPckCFD0LRpUwQEBHDlNTI77CswYMAAfPPNN4iMjESHDh0QHx+P+fPni45FRKXguEXljfckEpnY/v37cfLkSYwYMQJr167FkSNHREcSLjw8HBMnTuQEkcwO+6pTrVo1tG7dGoBuwpiRkSE4ERGVhuMWyYGTRCITW7p0Kfz9/QEAixYtQkhIiOBE8svMzMSlS5eQmpqKiRMn4vz586IjERnFvurY2tri2LFjUKlU+OWXX3D79m3RkYioFBy3SA6cJBKZmI2NDWrUqAEAqFy5MqysLK9mX375Je7cuYOFCxeic+fO+O6770RHIjKKfdWZOnUqVCoVPvroI0RHR+OTTz4RHYmISsFxi+TAhWuITMzLywvjxo1Dq1atkJiYiBdffFF0JNmpVCq0b98eoaGheOutt7Bu3TrRkYiMYl91atWqhZSUFJw4cQKjR4+Gu7u76EhEVAqOWyQHLlxDZGJarRZxcXFISUlB48aN0aNHD9GRZOfn54fmzZujatWqaNeuHRYtWoTIyEjRsYhKYF91FixYgPT0dFy+fBn+/v745ZdfsGDBAtGxiMgIjlskB56fJjKxBw8eQKlUwtnZGbm5udiyZYvoSLKbNWsW3N3dMXLkSGRlZWHu3LmiIxEZxb7qHD9+HHPmzIGdnR3efvttpKWliY5ERKXguEVy4OWmRCYWGBgIZ2dn1K5dGwAgSZLgRPKbPn063njjDdy/fx+9e/cWHYeoVOyrjlqtRkFBASRJglqt5j1ORGaM4xbJgZNEIhPTarWYN2+e6BhCBQcHIy4uDpMmTYJSqcQrr7yCoUOHio5FVAL7qjNs2DAMGDAAWVlZ8PX1xfDhw0VHIqJScNwiOVhPmTJliugQRM+Ts2fPwtHREdWrV4darYZarYa1tbXoWLKyt7eHJEkoLCzEuXPncPnyZbzzzjuiYxGVwL7qeHh4oE+fPujatSv8/f3RqlUr0ZGIqBQct0gOXLiGyMT69u2LvLw8/XtJkhAXFycwkfw6dOiA2rVr48MPP0S3bt1QuXJl0ZGIjLL0vgYFBZV6qdr8+fNlTkNEZWHp4xbJg5NEIjK5kydP4siRIzh58iQcHBzQqVMn+Pn5iY5FRMUcPXq01H0vvfSSjEmIiMiccJJIZGJxcXFYt24dCgsLodVqkZOTg+3bt4uOJbuMjAwcPHgQO3bsgFKpRFRUlOhIRCWwr0BUVBR8fHxgY2ODP//8E8nJyRg0aJDoWERUCo5bJAcuX0ZkYsuWLcOYMWNQu3ZtvP322/D09BQdSXb9+/fHhAkToFKpMG/ePE4QyWxZel9DQkIQHx+PwsJCAICLiwvi4+OxbNkywcmIqDSWPm6RPDhJJDKxatWqoXXr1gCAAQMGICMjQ3Ai+a1evRqTJ0+Gq6srtFoteMECmStL7+uhQ4ewePFiVKpUCQDg6uqKhQsXYv/+/YKTEVFpLH3cInnwERhEJmZra4tjx45BpVLhl19+we3bt0VHkt2OHTvw888/4969e+jfvz+uXbuGyZMni45FVIKl99XOzq7EwjW2/9/evcdUXf9xHH8dBI4XAnWkpTIEp2I51vJ6pBK0lrkySBnepqVNy5WVMxUrU8wLlelQY7o5b5knNcXlJWe68janZjV1otMyTiq3TFJzcIDP74/WWQiov9/vcL585fn4x/G9nPNm+nofP+f7+X6+ISFq1qyZRRUBuJOG3rcQGFxJBPxs1qxZKi8v16uvvqoNGzZo4sSJVpcUcNu3b9eqVat033336cUXX9RPP/1kdUlAjRp6Xhs3biyPx1Nlm8fj4eHcQD3W0PsWAoMriYCftW7dWsHBwSotLVV6errV5Vjin+ml//xHMzQ01MpygFo19LxOnjxZEyZMkMvlUlRUlC5duqQDBw4oMzPT6tIA1KKh9y0EBqubAn42c+ZM7du3T61atZIxRg6HQ2632+qyAuqzzz7Tjh07dOnSJXXs2FG9e/fW2LFjrS4LqIa8SteuXdOePXtUWFioNm3aKDExUWFhYVaXBaAW9C0EAoNEwM9eeOEFbdq0SUFBDXs29/nz53X27FnFxMQoLi7O6nKAGpFXAHZD30IgMN0U8LPo6GiVlpb6VgtsSHJycqpty83NVW5urpKTky2oCLi9hpxXAPZE30IgMEgE/Ozy5ctKSkpSdHS0JDWoaSDnz5+v8rMxRps3b1bjxo0ZJKJeash5BWBP9C0EAtNNAT+7ePFitW1t27a1oBJr/frrr5o2bZpiYmI0ffp07nFCvUReAdgNfQuBwJVEwE82btyo1NRUud3uasvHT5o0yaKqrLFu3TqtXr1a6enpSkpKsrocoBryCsBu6FsIJAaJgJ888MADkqTY2FiLK7FOQUGB0tPTFRERoY0bNyoiIsLqkoAakVcAdkPfQiAxSAT8JD8/X5KUkpLiW5K6oXn22WcVEhKi3r17KyMjo8q+BQsWWFQVUB15BWA39C0EEoNEwE+++uorpaamSpJGjx6tNWvWWFxR4C1dutTqEoC7Ql4B2A19C4HEIBHwk3+vAdVQ14Pq2bOn1SUAd4W8ArAb+hYCiadwAn7y72kfTAEB6jfyCsBu6FsIJB6BAfhJnz595HK5ZIzR4cOH5XK5fPu4Hw+oX8grALuhbyGQGCQCfnLkyJFa9zENE6hfyCsAu6FvIZAYJAIAAAAAfLgnEQAAAADgwyARAAAAAODDIBGoY7m5ufJ4PFaXAeAukFcAdkPfQl1gkAjUsc2bN2vfvn3Kz8+3uhQAd0BeAdgNfQt1gYVrAAAAAAA+wVYXANwrJk2aVOvDbXl+EVC/kFcAdkPfQiAxSAT8ZOjQoVaXAOAukVcAdkPfQiAx3RTws6tXr+rAgQMqLy+XMUaFhYUaP3681WUBqAF5BWA39C0EAlcSAT+bOHGi2rdvr7Nnz8rpdKpJkyZWlwSgFuQVgN3QtxAIrG4K1IGMjAzFxMRo5cqVKikpsbocALdBXgHYDX0LdY1BIlAHSktLdfPmTTkcDv31119WlwPgNsgrALuhb6GuMUgE/GzEiBFatWqVEhIS1LdvX8XGxlpdEoBakFcAdkPfQiCwcA1Qh65fv66wsDCrywBwF8grALuhb6GusHAN4CcZGRmaMWOG0tLSqj3HyO12W1QVgJqQVwB2Q99CIHElEfCT4uJiRUZG6uLFizLGyOFwqKysTKGhoWrbtq3V5QH4F/IKwG7oWwgk7kkE/CQyMlKSdPDgQa1Zs0Zt27bV7NmzdfToUYsrA3Ar8grAbuhbCCSuJAJ+lpKSIrfbLafTKa/Xq5EjR+qLL76wuiwANSCvAOyGvoVA4Eoi4GdBQUFyOp2SpJCQkGr3DQCoP8grALuhbyEQWLgG8LP+/ftr+PDhio+P16lTp9SvXz+rSwJQC/IKwG7oWwgEppsCdeD06dP65ZdfFBsbq7i4OKvLAXAb5BWA3dC3UNe4kgj4WX5+vrKzs3Xu3DnFxMQoPT1d7dq1s7osADUgrwDshr6FQOBKIuBnL7/8soYNG6YePXroyJEjWrt2rVavXm11WQBqQF4B2A19C4HAwjWAn5WWlqp///4KDw/Xk08+qYqKCqtLAlAL8grAbuhbCAQGiYCfVVRU6MyZM5Lk+xNA/UReAdgNfQuBwHRTwM9Onz6td999V4WFhWrdurVmz56tLl26WF0WgBqQVwB2Q99CIDBIBOpISUmJGjVqpLCwMKtLAXAH5BWA3dC3UJeYbgr4yalTp5ScnCyv16vdu3frmWee0eDBg7V3716rSwNwC/IKwG7oWwgkBomAnyxcuFDz589XSEiIFi5cqOXLl+vLL7/U8uXLrS4NwC3IKwC7oW8hkHhOIuAnxhjFxcWpoKBAN2/eVNeuXSVJQUF8FwPUN+QVgN3QtxBI/KsC/KSyslKStH//frlcLklSWVmZbty4YWVZAGpAXgHYDX0LgcSVRMBPXC6Xhg4dqvz8fGVnZysvL08zZ87UwIEDrS4NwC3IKwC7oW8hkFjdFPCj8+fPq2XLlmrRooXy8vJ05swZPfXUU1aXBaAG5BWA3dC3ECgMEgEAAAAAPtyTCAAAAADwYZAIAAAAAPBh4RrYyqxZs3T8+HF5vV7l5eWpQ4cOkqRRo0Zp8ODBunDhgjIzM3Xu3Dk5nU7FxMRoypQpioqKkiT169dPjRs3VkhIiIwxCg4O1pQpU9S7d+8q71NYWKgpU6boypUrcjqdysjIUJcuXaocY4zR4sWLtXv3bjkcDoWGhmrixIl64oknJEmdO3dWXFxclXMSExP11ltvSZJycnK0du1alZeXq7KyUqmpqRo1apT279+vjz/+WJKUl5enyMhINW3aVO3atdPSpUvl9Xq1ZMkS7dy5U06nU06nU2PGjPHduL548WK53W5FRkZK+nvls+DgYM2cOVPdunVTWVmZ5s2bp6NHj8rhcCg8PFxTp05VfHy8P/+qAElklszCTsgreQV8DGBDHo/HJCUlVdlWVFRkHn/8cbN161bftpycHJOQkGB+//13Y4wxSUlJxuPx+Pbv2bPHJCQkVHv9adOmmc8//9wYY8x3331n0tLSqh2zfft2M27cOOP1eo0xxvz888+mV69epri42BhjTKdOnWqt3+12m+TkZFNQUGCMMaakpMQMHjzYbNiwocpxI0eONIcPH66yberUqebNN980165dM8YYk5eXZ55++mmzZcsWY4wxWVlZJisrq8o5K1euNEOGDDHGGLNs2TIzY8YMU1lZaYwx5tixYyYhIcGUlZXVWi/w/yKzZBb2QV7JK8B0U9wz1q9frz59+mjQoEG+bc8//7y6deum9evX13hOr169VFRUpD/++KPK9jlz5igtLU2S9Ntvvyk8PLzauUVFRaqoqFBZWZkkKSYmRllZWQoOvvMF+uzsbL399ttq1aqVJCk8PFyZmZnq1KnTbc/zeDzatWuX5syZo7CwMElSVFSU0tPTtWTJkhrPqaysVH5+viIiIiRJxcXF8nq98nq9kqRu3bpp7ty5vucvAYFCZsks7IO8klc0LEw3xT3jxIkT6tu3b7XtPXr00IEDB2o8Z9u2bWrfvr1atGhRZXtQ0N/fnwwYMEAXL17Up59+Wu3c5ORk7dy5Uy6XS927d1evXr2UkpLi+6CQ/v4A/bfJkyfr4Ycf1uXLl/XQQw9V2ffPtJ7bOXnypDp06KCmTZtW2d69e3d5PB5dvXpVkuR2u/XNN9/ozz//VGVlpRITEzV37lxJf08bGj9+vFwul3r27CmXy6WUlBQ5nc47vj/gT2SWzMI+yCt5RcPCIBH3DIfDoYqKimrbvV6vHA6H7+dx48YpJCREXq9XDz74oBYtWlTra3799dc6ffq0xowZo507d6p58+a+fREREXK73Tpz5owOHTqkvXv3asWKFdq0aZPv/oytW7dWe81/PmT+lw+M2n7H8vJy335JGjp0qF5//XUVFRVp9OjReuSRR3zfqLZr107btm3TiRMndOjQIeXk5GjVqlXKycmp8dtcoK6QWTIL+yCv5BUNC9NNcc+Ij4/Xjz/+WG37Dz/8oK5du/p+Xr58ubZu3aodO3ZoxYoV1W6Wl6Rvv/1WN27ckCR16dJFbdq0kcfjqXLMypUrlZubq86dO+ull17S2rVr9dhjj2nXrl23rbN58+aKiorSyZMnq2w/cuSI72b62/2OFy5cUElJSbXfMSoqqso3rJJ0//3364MPPlBGRoav/k8++USFhYWKj4/XK6+8os2bN6tVq1Y6ePDgbd8b8DcyS2ZhH+SVvKJhYZCIe8bw4cP1/fffV/lmMScnR8ePH9ewYcP+q9fasmWLNmzYIEk6d+6ciouLFRsbW+WYa9euadGiRb4PuuvXr8vj8dT4gXirsWPHav78+SoqKpIkXblyRfPnz1d0dPRtz2vTpo2ee+45vfPOO773zcvL07x58/Taa6/VeM6jjz6qxMREffTRR5KkgoICLV261HefR1FRka5cuXLHezUAfyOzZBb2QV7JKxoWppvintGiRQutW7dOH374obKzs2WMUceOHbV+/Xq1bNnyv3qt6dOna/r06dqyZYucTqcWLFigZs2aVTlmwoQJWrhwoQYNGiSn06mgoCCNGDFCCQkJvmNuvV8iOjpaWVlZGjZsmMrLyzVmzBg5HA4ZY5SWlqbU1NQ71vb+++9r2bJlGjJkiBo1aqTQ0FC98cYbvuW5azJp0iQNHDhQx44d03vvvafMzEwNGDBATZo0UUhIiCZPnnxX92sA/kRmySzsg7ySVzQsDmOMsboIAAAAAED9wHRTAAAAAIAPg0QAAAAAgA+DRAAAAACAD4NEAAAAAIAPg0QAAAAAgA+DRAAAAACAD4NEAAAAAIDPfwBiIgeEHl1yuwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x27c4e06d0b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sb.set(style='darkgrid')\n",
    "plt.figure(figsize=(12,4))\n",
    "plt.subplot(1,3,1)\n",
    "s=sb.countplot(x='main_sector',data=d1[d1['main_sector'].isin(d1_count['main_sector'])])\n",
    "s.set(xlabel='TOP 3 SECTORS',ylabel='TOTAL NUMBER OF INVESTMENT',title='TOTAL NO. OF INVESTMENTS IN TOP 3 SECTORS OF TOP 3 COUNTRIES')\n",
    "plt.yscale('log')\n",
    "plt.xticks(rotation=90)\n",
    "\n",
    "plt.subplot(1,3,2)\n",
    "s=sb.countplot(x='main_sector',data=d2[d2['main_sector'].isin(d2_count['main_sector'])])\n",
    "s.set(xlabel='TOP 3 SECTORS',ylabel='TOTAL NUMBER OF INVESTMENT',title='TOTAL NO. OF INVESTMENTS IN TOP 3 SECTORS OF TOP 3 COUNTRIES')\n",
    "plt.yscale('log')\n",
    "plt.xticks(rotation=90)\n",
    "\n",
    "plt.subplot(1,3,3)\n",
    "s=sb.countplot(x='main_sector',data=d3[d3['main_sector'].isin(d3_count['main_sector'])])\n",
    "s.set(xlabel='TOP 3 SECTORS',ylabel='TOTAL NUMBER OF INVESTMENT',title='TOTAL NO. OF INVESTMENTS IN TOP 3 SECTORS OF TOP 3 COUNTRIES')\n",
    "plt.yscale('log')\n",
    "plt.xticks(rotation=90)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}