Notebook-Copy1.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "bd17296c",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "4037ba98",
   "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>Updated at</th>\n",
       "      <th>Crunchbase Url</th>\n",
       "      <th>Last Valuation (Billion $)</th>\n",
       "      <th>Date Joined</th>\n",
       "      <th>Year Joined</th>\n",
       "      <th>City</th>\n",
       "      <th>Country</th>\n",
       "      <th>Industry</th>\n",
       "      <th>Investors</th>\n",
       "      <th>Company Website</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Company</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Esusu</th>\n",
       "      <td>10/31/2022, 2:37:05 AM</td>\n",
       "      <td>https://www.cbinsights.com/company/esusu</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1/27/2022</td>\n",
       "      <td>2022</td>\n",
       "      <td>New York</td>\n",
       "      <td>United States</td>\n",
       "      <td>Fintech</td>\n",
       "      <td>[\"Next Play Ventures\",\"Zeal Capital Partners\",...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fever Labs</th>\n",
       "      <td>10/31/2022, 2:37:05 AM</td>\n",
       "      <td>https://www.cbinsights.com/company/fever-labs</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1/26/2022</td>\n",
       "      <td>2022</td>\n",
       "      <td>New York</td>\n",
       "      <td>United States</td>\n",
       "      <td>Internet software &amp; services</td>\n",
       "      <td>[\"Accel\",\"14W\",\"GS Growth\"]</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Minio</th>\n",
       "      <td>10/31/2022, 2:37:04 AM</td>\n",
       "      <td>https://www.cbinsights.com/company/minio</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1/26/2022</td>\n",
       "      <td>2022</td>\n",
       "      <td>Palo Alto</td>\n",
       "      <td>United States</td>\n",
       "      <td>Data management &amp; analytics</td>\n",
       "      <td>[\"General Catalyst\",\"Nexus Venture Partners\",\"...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Darwinbox</th>\n",
       "      <td>10/31/2022, 2:37:04 AM</td>\n",
       "      <td>https://www.cbinsights.com/company/darwinbox</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1/25/2022</td>\n",
       "      <td>2022</td>\n",
       "      <td>Hyderabad</td>\n",
       "      <td>India</td>\n",
       "      <td>Internet software &amp; services</td>\n",
       "      <td>[\"Lightspeed India Partners\",\"Sequoia Capital ...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pentera</th>\n",
       "      <td>10/31/2022, 2:37:04 AM</td>\n",
       "      <td>https://www.cbinsights.com/company/pcysys</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1/11/2022</td>\n",
       "      <td>2022</td>\n",
       "      <td>Petah Tikva</td>\n",
       "      <td>Israel</td>\n",
       "      <td>Cybersecurity</td>\n",
       "      <td>[\"AWZ Ventures\",\"Blackstone\",\"Insight Partners\"]</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>Fanatics</th>\n",
       "      <td>10/31/2022, 2:32:42 AM</td>\n",
       "      <td>https://www.cbinsights.com/company/fanatics</td>\n",
       "      <td>27.00</td>\n",
       "      <td>6/6/2012</td>\n",
       "      <td>2012</td>\n",
       "      <td>Jacksonville</td>\n",
       "      <td>United States</td>\n",
       "      <td>E-commerce &amp; direct-to-consumer</td>\n",
       "      <td>[\"SoftBank Group\",\"Andreessen Horowitz\",\"Temas...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SpaceX</th>\n",
       "      <td>10/31/2022, 2:32:38 AM</td>\n",
       "      <td>https://www.cbinsights.com/company/space-explo...</td>\n",
       "      <td>127.00</td>\n",
       "      <td>12/1/2012</td>\n",
       "      <td>2012</td>\n",
       "      <td>Hawthorne</td>\n",
       "      <td>United States</td>\n",
       "      <td>Other</td>\n",
       "      <td>[\"Founders Fund\",\"Draper Fisher Jurvetson\",\"Ro...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vice Media</th>\n",
       "      <td>10/31/2022, 2:33:10 AM</td>\n",
       "      <td>https://www.cbinsights.com/company/vice-media</td>\n",
       "      <td>5.70</td>\n",
       "      <td>4/2/2011</td>\n",
       "      <td>2011</td>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>United States</td>\n",
       "      <td>Internet software &amp; services</td>\n",
       "      <td>[\"Technology Crossover Ventures\",\"A&amp;E Televisi...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Klarna</th>\n",
       "      <td>10/31/2022, 2:33:05 AM</td>\n",
       "      <td>https://www.cbinsights.com/company/klarna</td>\n",
       "      <td>6.70</td>\n",
       "      <td>12/12/2011</td>\n",
       "      <td>2011</td>\n",
       "      <td>Stockholm</td>\n",
       "      <td>Sweden</td>\n",
       "      <td>Fintech</td>\n",
       "      <td>[\"Institutional Venture Partners\",\"Sequoia Cap...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Veepee</th>\n",
       "      <td>10/31/2022, 2:35:27 AM</td>\n",
       "      <td>https://www.cbinsights.com/company/vente-privee</td>\n",
       "      <td>1.38</td>\n",
       "      <td>7/2/2007</td>\n",
       "      <td>2007</td>\n",
       "      <td>La Plaine Saint-Denis</td>\n",
       "      <td>France</td>\n",
       "      <td>E-commerce &amp; direct-to-consumer</td>\n",
       "      <td>[\"Summit Partners\",\"Qatar Holding\"]</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1199 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                        Updated at  \\\n",
       "Company                              \n",
       "Esusu       10/31/2022, 2:37:05 AM   \n",
       "Fever Labs  10/31/2022, 2:37:05 AM   \n",
       "Minio       10/31/2022, 2:37:04 AM   \n",
       "Darwinbox   10/31/2022, 2:37:04 AM   \n",
       "Pentera     10/31/2022, 2:37:04 AM   \n",
       "...                            ...   \n",
       "Fanatics    10/31/2022, 2:32:42 AM   \n",
       "SpaceX      10/31/2022, 2:32:38 AM   \n",
       "Vice Media  10/31/2022, 2:33:10 AM   \n",
       "Klarna      10/31/2022, 2:33:05 AM   \n",
       "Veepee      10/31/2022, 2:35:27 AM   \n",
       "\n",
       "                                               Crunchbase Url  \\\n",
       "Company                                                         \n",
       "Esusu                https://www.cbinsights.com/company/esusu   \n",
       "Fever Labs      https://www.cbinsights.com/company/fever-labs   \n",
       "Minio                https://www.cbinsights.com/company/minio   \n",
       "Darwinbox        https://www.cbinsights.com/company/darwinbox   \n",
       "Pentera             https://www.cbinsights.com/company/pcysys   \n",
       "...                                                       ...   \n",
       "Fanatics          https://www.cbinsights.com/company/fanatics   \n",
       "SpaceX      https://www.cbinsights.com/company/space-explo...   \n",
       "Vice Media      https://www.cbinsights.com/company/vice-media   \n",
       "Klarna              https://www.cbinsights.com/company/klarna   \n",
       "Veepee        https://www.cbinsights.com/company/vente-privee   \n",
       "\n",
       "            Last Valuation (Billion $) Date Joined  Year Joined  \\\n",
       "Company                                                           \n",
       "Esusu                             1.00   1/27/2022         2022   \n",
       "Fever Labs                        1.00   1/26/2022         2022   \n",
       "Minio                             1.00   1/26/2022         2022   \n",
       "Darwinbox                         1.00   1/25/2022         2022   \n",
       "Pentera                           1.00   1/11/2022         2022   \n",
       "...                                ...         ...          ...   \n",
       "Fanatics                         27.00    6/6/2012         2012   \n",
       "SpaceX                          127.00   12/1/2012         2012   \n",
       "Vice Media                        5.70    4/2/2011         2011   \n",
       "Klarna                            6.70  12/12/2011         2011   \n",
       "Veepee                            1.38    7/2/2007         2007   \n",
       "\n",
       "                             City        Country  \\\n",
       "Company                                            \n",
       "Esusu                    New York  United States   \n",
       "Fever Labs               New York  United States   \n",
       "Minio                   Palo Alto  United States   \n",
       "Darwinbox               Hyderabad          India   \n",
       "Pentera               Petah Tikva         Israel   \n",
       "...                           ...            ...   \n",
       "Fanatics             Jacksonville  United States   \n",
       "SpaceX                  Hawthorne  United States   \n",
       "Vice Media               Brooklyn  United States   \n",
       "Klarna                  Stockholm         Sweden   \n",
       "Veepee      La Plaine Saint-Denis         France   \n",
       "\n",
       "                                   Industry  \\\n",
       "Company                                       \n",
       "Esusu                               Fintech   \n",
       "Fever Labs     Internet software & services   \n",
       "Minio           Data management & analytics   \n",
       "Darwinbox      Internet software & services   \n",
       "Pentera                      Cybersecurity    \n",
       "...                                     ...   \n",
       "Fanatics    E-commerce & direct-to-consumer   \n",
       "SpaceX                                Other   \n",
       "Vice Media     Internet software & services   \n",
       "Klarna                              Fintech   \n",
       "Veepee      E-commerce & direct-to-consumer   \n",
       "\n",
       "                                                    Investors  Company Website  \n",
       "Company                                                                         \n",
       "Esusu       [\"Next Play Ventures\",\"Zeal Capital Partners\",...              NaN  \n",
       "Fever Labs                        [\"Accel\",\"14W\",\"GS Growth\"]              NaN  \n",
       "Minio       [\"General Catalyst\",\"Nexus Venture Partners\",\"...              NaN  \n",
       "Darwinbox   [\"Lightspeed India Partners\",\"Sequoia Capital ...              NaN  \n",
       "Pentera      [\"AWZ Ventures\",\"Blackstone\",\"Insight Partners\"]              NaN  \n",
       "...                                                       ...              ...  \n",
       "Fanatics    [\"SoftBank Group\",\"Andreessen Horowitz\",\"Temas...              NaN  \n",
       "SpaceX      [\"Founders Fund\",\"Draper Fisher Jurvetson\",\"Ro...              NaN  \n",
       "Vice Media  [\"Technology Crossover Ventures\",\"A&E Televisi...              NaN  \n",
       "Klarna      [\"Institutional Venture Partners\",\"Sequoia Cap...              NaN  \n",
       "Veepee                    [\"Summit Partners\",\"Qatar Holding\"]              NaN  \n",
       "\n",
       "[1199 rows x 10 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data=pd.read_csv('unicorns.csv')\n",
    "# data.set_index('Company')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "ea0d987b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Country\n",
       "Argentina                 1\n",
       "Australia                 8\n",
       "Austria                   2\n",
       "Bahamas                   1\n",
       "Belgium                   3\n",
       "Bermuda                   1\n",
       "Brazil                   16\n",
       "Canada                   19\n",
       "Chile                     2\n",
       "China                   173\n",
       "Colombia                  3\n",
       "Croatia                   2\n",
       "Czech Republic            1\n",
       "Denmark                   2\n",
       "Ecuador                   1\n",
       "Estonia                   2\n",
       "Finland                   4\n",
       "France                   24\n",
       "Germany                  29\n",
       "Hong Kong                 7\n",
       "India                    70\n",
       "Indonesia                 7\n",
       "Ireland                   6\n",
       "Israel                   23\n",
       "Italy                     2\n",
       "Japan                     6\n",
       "Liechtenstein             1\n",
       "Lithuania                 2\n",
       "Luxembourg                1\n",
       "Malaysia                  1\n",
       "Mexico                    8\n",
       "Netherlands               7\n",
       "Nigeria                   1\n",
       "Norway                    5\n",
       "Philippines               2\n",
       "Senegal                   1\n",
       "Seychelles                1\n",
       "Singapore                14\n",
       "South Africa              2\n",
       "South Korea              16\n",
       "Spain                     5\n",
       "Sweden                    8\n",
       "Switzerland               6\n",
       "Thailand                  3\n",
       "Turkey                    3\n",
       "United Arab Emirates      3\n",
       "United Kingdom           47\n",
       "United States           645\n",
       "Vietnam                   2\n",
       "Name: Country, dtype: int64"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.groupby('Country').Country.count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "cf91cf4d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Country'>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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YDqUYAAAAAAAALIdSDAAAAAAAAJZDKQYAAAAAAADLoRQDAAAAAACA5VCKAQAAAAAAwHIoxQAAAAAAAGA5lGIAAAAAAACwHEoxAAAAAAAAWM7/ALaHzDqt7iP4AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1500x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data.groupby('Country').Valuation.agg([min,max,len]).plot(kind='bar',figsize=(15,10))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "fae1b37a",
   "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>Updated at</th>\n",
       "      <th>Company</th>\n",
       "      <th>Crunchbase Url</th>\n",
       "      <th>Valuation</th>\n",
       "      <th>Date Joined</th>\n",
       "      <th>Year Joined</th>\n",
       "      <th>City</th>\n",
       "      <th>Country</th>\n",
       "      <th>Industry</th>\n",
       "      <th>Investors</th>\n",
       "      <th>Company Website</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>10/31/2022, 2:37:05 AM</td>\n",
       "      <td>Esusu</td>\n",
       "      <td>https://www.cbinsights.com/company/esusu</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1/27/2022</td>\n",
       "      <td>2022</td>\n",
       "      <td>New York</td>\n",
       "      <td>United States</td>\n",
       "      <td>Fintech</td>\n",
       "      <td>[\"Next Play Ventures\",\"Zeal Capital Partners\",...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10/31/2022, 2:37:05 AM</td>\n",
       "      <td>Fever Labs</td>\n",
       "      <td>https://www.cbinsights.com/company/fever-labs</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1/26/2022</td>\n",
       "      <td>2022</td>\n",
       "      <td>New York</td>\n",
       "      <td>United States</td>\n",
       "      <td>Internet software &amp; services</td>\n",
       "      <td>[\"Accel\",\"14W\",\"GS Growth\"]</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>10/31/2022, 2:37:04 AM</td>\n",
       "      <td>Minio</td>\n",
       "      <td>https://www.cbinsights.com/company/minio</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1/26/2022</td>\n",
       "      <td>2022</td>\n",
       "      <td>Palo Alto</td>\n",
       "      <td>United States</td>\n",
       "      <td>Data management &amp; analytics</td>\n",
       "      <td>[\"General Catalyst\",\"Nexus Venture Partners\",\"...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>10/31/2022, 2:37:04 AM</td>\n",
       "      <td>Darwinbox</td>\n",
       "      <td>https://www.cbinsights.com/company/darwinbox</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1/25/2022</td>\n",
       "      <td>2022</td>\n",
       "      <td>Hyderabad</td>\n",
       "      <td>India</td>\n",
       "      <td>Internet software &amp; services</td>\n",
       "      <td>[\"Lightspeed India Partners\",\"Sequoia Capital ...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>10/31/2022, 2:37:04 AM</td>\n",
       "      <td>Pentera</td>\n",
       "      <td>https://www.cbinsights.com/company/pcysys</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1/11/2022</td>\n",
       "      <td>2022</td>\n",
       "      <td>Petah Tikva</td>\n",
       "      <td>Israel</td>\n",
       "      <td>Cybersecurity</td>\n",
       "      <td>[\"AWZ Ventures\",\"Blackstone\",\"Insight Partners\"]</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",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1194</th>\n",
       "      <td>10/31/2022, 2:32:42 AM</td>\n",
       "      <td>Fanatics</td>\n",
       "      <td>https://www.cbinsights.com/company/fanatics</td>\n",
       "      <td>27.00</td>\n",
       "      <td>6/6/2012</td>\n",
       "      <td>2012</td>\n",
       "      <td>Jacksonville</td>\n",
       "      <td>United States</td>\n",
       "      <td>E-commerce &amp; direct-to-consumer</td>\n",
       "      <td>[\"SoftBank Group\",\"Andreessen Horowitz\",\"Temas...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1195</th>\n",
       "      <td>10/31/2022, 2:32:38 AM</td>\n",
       "      <td>SpaceX</td>\n",
       "      <td>https://www.cbinsights.com/company/space-explo...</td>\n",
       "      <td>127.00</td>\n",
       "      <td>12/1/2012</td>\n",
       "      <td>2012</td>\n",
       "      <td>Hawthorne</td>\n",
       "      <td>United States</td>\n",
       "      <td>Other</td>\n",
       "      <td>[\"Founders Fund\",\"Draper Fisher Jurvetson\",\"Ro...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1196</th>\n",
       "      <td>10/31/2022, 2:33:10 AM</td>\n",
       "      <td>Vice Media</td>\n",
       "      <td>https://www.cbinsights.com/company/vice-media</td>\n",
       "      <td>5.70</td>\n",
       "      <td>4/2/2011</td>\n",
       "      <td>2011</td>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>United States</td>\n",
       "      <td>Internet software &amp; services</td>\n",
       "      <td>[\"Technology Crossover Ventures\",\"A&amp;E Televisi...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1197</th>\n",
       "      <td>10/31/2022, 2:33:05 AM</td>\n",
       "      <td>Klarna</td>\n",
       "      <td>https://www.cbinsights.com/company/klarna</td>\n",
       "      <td>6.70</td>\n",
       "      <td>12/12/2011</td>\n",
       "      <td>2011</td>\n",
       "      <td>Stockholm</td>\n",
       "      <td>Sweden</td>\n",
       "      <td>Fintech</td>\n",
       "      <td>[\"Institutional Venture Partners\",\"Sequoia Cap...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1198</th>\n",
       "      <td>10/31/2022, 2:35:27 AM</td>\n",
       "      <td>Veepee</td>\n",
       "      <td>https://www.cbinsights.com/company/vente-privee</td>\n",
       "      <td>1.38</td>\n",
       "      <td>7/2/2007</td>\n",
       "      <td>2007</td>\n",
       "      <td>La Plaine Saint-Denis</td>\n",
       "      <td>France</td>\n",
       "      <td>E-commerce &amp; direct-to-consumer</td>\n",
       "      <td>[\"Summit Partners\",\"Qatar Holding\"]</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1199 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                  Updated at     Company  \\\n",
       "0     10/31/2022, 2:37:05 AM       Esusu   \n",
       "1     10/31/2022, 2:37:05 AM  Fever Labs   \n",
       "2     10/31/2022, 2:37:04 AM       Minio   \n",
       "3     10/31/2022, 2:37:04 AM   Darwinbox   \n",
       "4     10/31/2022, 2:37:04 AM     Pentera   \n",
       "...                      ...         ...   \n",
       "1194  10/31/2022, 2:32:42 AM    Fanatics   \n",
       "1195  10/31/2022, 2:32:38 AM      SpaceX   \n",
       "1196  10/31/2022, 2:33:10 AM  Vice Media   \n",
       "1197  10/31/2022, 2:33:05 AM      Klarna   \n",
       "1198  10/31/2022, 2:35:27 AM      Veepee   \n",
       "\n",
       "                                         Crunchbase Url  Valuation  \\\n",
       "0              https://www.cbinsights.com/company/esusu       1.00   \n",
       "1         https://www.cbinsights.com/company/fever-labs       1.00   \n",
       "2              https://www.cbinsights.com/company/minio       1.00   \n",
       "3          https://www.cbinsights.com/company/darwinbox       1.00   \n",
       "4             https://www.cbinsights.com/company/pcysys       1.00   \n",
       "...                                                 ...        ...   \n",
       "1194        https://www.cbinsights.com/company/fanatics      27.00   \n",
       "1195  https://www.cbinsights.com/company/space-explo...     127.00   \n",
       "1196      https://www.cbinsights.com/company/vice-media       5.70   \n",
       "1197          https://www.cbinsights.com/company/klarna       6.70   \n",
       "1198    https://www.cbinsights.com/company/vente-privee       1.38   \n",
       "\n",
       "     Date Joined  Year Joined                   City        Country  \\\n",
       "0      1/27/2022         2022               New York  United States   \n",
       "1      1/26/2022         2022               New York  United States   \n",
       "2      1/26/2022         2022              Palo Alto  United States   \n",
       "3      1/25/2022         2022              Hyderabad          India   \n",
       "4      1/11/2022         2022            Petah Tikva         Israel   \n",
       "...          ...          ...                    ...            ...   \n",
       "1194    6/6/2012         2012           Jacksonville  United States   \n",
       "1195   12/1/2012         2012              Hawthorne  United States   \n",
       "1196    4/2/2011         2011               Brooklyn  United States   \n",
       "1197  12/12/2011         2011              Stockholm         Sweden   \n",
       "1198    7/2/2007         2007  La Plaine Saint-Denis         France   \n",
       "\n",
       "                             Industry  \\\n",
       "0                             Fintech   \n",
       "1        Internet software & services   \n",
       "2         Data management & analytics   \n",
       "3        Internet software & services   \n",
       "4                      Cybersecurity    \n",
       "...                               ...   \n",
       "1194  E-commerce & direct-to-consumer   \n",
       "1195                            Other   \n",
       "1196     Internet software & services   \n",
       "1197                          Fintech   \n",
       "1198  E-commerce & direct-to-consumer   \n",
       "\n",
       "                                              Investors  Company Website  \n",
       "0     [\"Next Play Ventures\",\"Zeal Capital Partners\",...              NaN  \n",
       "1                           [\"Accel\",\"14W\",\"GS Growth\"]              NaN  \n",
       "2     [\"General Catalyst\",\"Nexus Venture Partners\",\"...              NaN  \n",
       "3     [\"Lightspeed India Partners\",\"Sequoia Capital ...              NaN  \n",
       "4      [\"AWZ Ventures\",\"Blackstone\",\"Insight Partners\"]              NaN  \n",
       "...                                                 ...              ...  \n",
       "1194  [\"SoftBank Group\",\"Andreessen Horowitz\",\"Temas...              NaN  \n",
       "1195  [\"Founders Fund\",\"Draper Fisher Jurvetson\",\"Ro...              NaN  \n",
       "1196  [\"Technology Crossover Ventures\",\"A&E Televisi...              NaN  \n",
       "1197  [\"Institutional Venture Partners\",\"Sequoia Cap...              NaN  \n",
       "1198                [\"Summit Partners\",\"Qatar Holding\"]              NaN  \n",
       "\n",
       "[1199 rows x 11 columns]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "d036decc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>min</th>\n",
       "      <th>max</th>\n",
       "      <th>len</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Industry</th>\n",
       "      <th>Country</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Artificial Intelligence</th>\n",
       "      <th>China</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.46</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>United States</th>\n",
       "      <td>1.0</td>\n",
       "      <td>2.50</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">Artificial intelligence</th>\n",
       "      <th>Bermuda</th>\n",
       "      <td>1.6</td>\n",
       "      <td>1.60</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Brazil</th>\n",
       "      <td>2.6</td>\n",
       "      <td>2.60</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Canada</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.20</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">Travel</th>\n",
       "      <th>Indonesia</th>\n",
       "      <td>3.0</td>\n",
       "      <td>3.00</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>South Korea</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Spain</th>\n",
       "      <td>1.3</td>\n",
       "      <td>1.30</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sweden</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>United States</th>\n",
       "      <td>9.2</td>\n",
       "      <td>9.20</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>216 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                       min   max  len\n",
       "Industry                Country                      \n",
       "Artificial Intelligence China          1.0  1.46    4\n",
       "                        United States  1.0  2.50    7\n",
       "Artificial intelligence Bermuda        1.6  1.60    1\n",
       "                        Brazil         2.6  2.60    1\n",
       "                        Canada         1.0  1.20    2\n",
       "...                                    ...   ...  ...\n",
       "Travel                  Indonesia      3.0  3.00    1\n",
       "                        South Korea    1.0  1.00    1\n",
       "                        Spain          1.3  1.30    1\n",
       "                        Sweden         1.0  1.00    1\n",
       "                        United States  9.2  9.20    1\n",
       "\n",
       "[216 rows x 3 columns]"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.groupby(['Industry','Country']).Valuation.agg([min,max,len])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "a9a47776",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Country        City            \n",
       "Argentina      Buenos Aires        1\n",
       "Australia      Alexandria          1\n",
       "               Brisbane            1\n",
       "               Melbourne           2\n",
       "               Richmond            1\n",
       "                                  ..\n",
       "United States  Washington DC       2\n",
       "               Westerville         1\n",
       "               Wilmington          2\n",
       "               Zephyr Cove         1\n",
       "Vietnam        Ho Chi Minh City    2\n",
       "Name: Valuation, Length: 285, dtype: int64"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.groupby(['Country','City']).Valuation.count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2573a560",
   "metadata": {},
   "outputs": [],
   "source": []
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  {
   "cell_type": "code",
   "execution_count": null,
   "id": "176a16b9",
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   "outputs": [],
   "source": []
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  {
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   "execution_count": null,
   "id": "dd47c955",
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   "outputs": [],
   "source": []
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  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9ceac33c",
   "metadata": {},
   "outputs": [],
   "source": []
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  {
   "cell_type": "code",
   "execution_count": null,
   "id": "067e39a5",
   "metadata": {},
   "outputs": [],
   "source": []
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  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f17531bd",
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   "execution_count": null,
   "id": "9b465d75",
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   "outputs": [],
   "source": []
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  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "8ace8b66",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 1199 entries, 0 to 1198\n",
      "Data columns (total 11 columns):\n",
      " #   Column                      Non-Null Count  Dtype  \n",
      "---  ------                      --------------  -----  \n",
      " 0   Updated at                  1199 non-null   object \n",
      " 1   Company                     1199 non-null   object \n",
      " 2   Crunchbase Url              1199 non-null   object \n",
      " 3   Last Valuation (Billion $)  1199 non-null   float64\n",
      " 4   Date Joined                 1199 non-null   object \n",
      " 5   Year Joined                 1199 non-null   int64  \n",
      " 6   City                        1181 non-null   object \n",
      " 7   Country                     1199 non-null   object \n",
      " 8   Industry                    1199 non-null   object \n",
      " 9   Investors                   1199 non-null   object \n",
      " 10  Company Website             0 non-null      float64\n",
      "dtypes: float64(2), int64(1), object(8)\n",
      "memory usage: 103.2+ KB\n"
     ]
    }
   ],
   "source": [
    "data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "ed9eaed2",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
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       "      <th></th>\n",
       "      <th>Updated at</th>\n",
       "      <th>Company</th>\n",
       "      <th>Crunchbase Url</th>\n",
       "      <th>Last Valuation (Billion $)</th>\n",
       "      <th>Date Joined</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>10/31/2022, 2:37:05 AM</td>\n",
       "      <td>Esusu</td>\n",
       "      <td>https://www.cbinsights.com/company/esusu</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1/27/2022</td>\n",
       "      <td>2022</td>\n",
       "      <td>New York</td>\n",
       "      <td>United States</td>\n",
       "      <td>Fintech</td>\n",
       "      <td>[\"Next Play Ventures\",\"Zeal Capital Partners\",...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10/31/2022, 2:37:05 AM</td>\n",
       "      <td>Fever Labs</td>\n",
       "      <td>https://www.cbinsights.com/company/fever-labs</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1/26/2022</td>\n",
       "      <td>2022</td>\n",
       "      <td>New York</td>\n",
       "      <td>United States</td>\n",
       "      <td>Internet software &amp; services</td>\n",
       "      <td>[\"Accel\",\"14W\",\"GS Growth\"]</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>10/31/2022, 2:37:04 AM</td>\n",
       "      <td>Minio</td>\n",
       "      <td>https://www.cbinsights.com/company/minio</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1/26/2022</td>\n",
       "      <td>2022</td>\n",
       "      <td>Palo Alto</td>\n",
       "      <td>United States</td>\n",
       "      <td>Data management &amp; analytics</td>\n",
       "      <td>[\"General Catalyst\",\"Nexus Venture Partners\",\"...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>10/31/2022, 2:37:04 AM</td>\n",
       "      <td>Darwinbox</td>\n",
       "      <td>https://www.cbinsights.com/company/darwinbox</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1/25/2022</td>\n",
       "      <td>2022</td>\n",
       "      <td>Hyderabad</td>\n",
       "      <td>India</td>\n",
       "      <td>Internet software &amp; services</td>\n",
       "      <td>[\"Lightspeed India Partners\",\"Sequoia Capital ...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>10/31/2022, 2:37:04 AM</td>\n",
       "      <td>Pentera</td>\n",
       "      <td>https://www.cbinsights.com/company/pcysys</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1/11/2022</td>\n",
       "      <td>2022</td>\n",
       "      <td>Petah Tikva</td>\n",
       "      <td>Israel</td>\n",
       "      <td>Cybersecurity</td>\n",
       "      <td>[\"AWZ Ventures\",\"Blackstone\",\"Insight Partners\"]</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               Updated at     Company  \\\n",
       "0  10/31/2022, 2:37:05 AM       Esusu   \n",
       "1  10/31/2022, 2:37:05 AM  Fever Labs   \n",
       "2  10/31/2022, 2:37:04 AM       Minio   \n",
       "3  10/31/2022, 2:37:04 AM   Darwinbox   \n",
       "4  10/31/2022, 2:37:04 AM     Pentera   \n",
       "\n",
       "                                  Crunchbase Url  Last Valuation (Billion $)  \\\n",
       "0       https://www.cbinsights.com/company/esusu                         1.0   \n",
       "1  https://www.cbinsights.com/company/fever-labs                         1.0   \n",
       "2       https://www.cbinsights.com/company/minio                         1.0   \n",
       "3   https://www.cbinsights.com/company/darwinbox                         1.0   \n",
       "4      https://www.cbinsights.com/company/pcysys                         1.0   \n",
       "\n",
       "  Date Joined  Year Joined         City        Country  \\\n",
       "0   1/27/2022         2022     New York  United States   \n",
       "1   1/26/2022         2022     New York  United States   \n",
       "2   1/26/2022         2022    Palo Alto  United States   \n",
       "3   1/25/2022         2022    Hyderabad          India   \n",
       "4   1/11/2022         2022  Petah Tikva         Israel   \n",
       "\n",
       "                       Industry  \\\n",
       "0                       Fintech   \n",
       "1  Internet software & services   \n",
       "2   Data management & analytics   \n",
       "3  Internet software & services   \n",
       "4                Cybersecurity    \n",
       "\n",
       "                                           Investors  Company Website  \n",
       "0  [\"Next Play Ventures\",\"Zeal Capital Partners\",...              NaN  \n",
       "1                        [\"Accel\",\"14W\",\"GS Growth\"]              NaN  \n",
       "2  [\"General Catalyst\",\"Nexus Venture Partners\",\"...              NaN  \n",
       "3  [\"Lightspeed India Partners\",\"Sequoia Capital ...              NaN  \n",
       "4   [\"AWZ Ventures\",\"Blackstone\",\"Insight Partners\"]              NaN  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "afdb4bad",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "879ccd83",
   "metadata": {},
   "source": [
    "# 1.1 determine how many industries are represented in the data and how much each"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "3be6e563",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# print(data['Industry'].value_counts())\n",
    "data['Industry'].value_counts().plot(kind='bar')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9fb17412",
   "metadata": {},
   "source": [
    "# determine which nation has the most fintech-based startups."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "b22a5112",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fintech_df=data.loc[data.Industry== 'Fintech']\n",
    "fintech_df['Country'].value_counts().plot(kind='bar')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "491cbf0e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Internet_software_services_df=data.loc[data.Industry== 'Internet software & services']\n",
    "Internet_software_services_df['Country'].value_counts().plot(kind='bar')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1a1b532d",
   "metadata": {},
   "source": [
    "As can be seen, Fintech has the highest number of startups, followed by internet software companies."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "87fcb398",
   "metadata": {},
   "source": [
    "# 1.2 Let's see which year has the most startups established And which are they"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "d0439e3f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data['Year Joined'].value_counts().plot(kind='bar')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "79eb8dba",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0                   Esusu\n",
       "1              Fever Labs\n",
       "2                   Minio\n",
       "3               Darwinbox\n",
       "4                 Pentera\n",
       "              ...        \n",
       "242                 Qonto\n",
       "243    The Boring Company\n",
       "244                 RELEX\n",
       "245                KuCoin\n",
       "246                  Miro\n",
       "Name: Company, Length: 247, dtype: object"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Compony_22=data.loc[data['Year Joined'] == 2022]\n",
    "Compony_22['Company']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "3298a78f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "comp_2022_fintech=data.loc[(data.Industry =='Fintech') & (data['Year Joined']==2022)]\n",
    "comp_2022_fintech['Country'].value_counts().plot(kind='bar')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "93246130",
   "metadata": {},
   "source": [
    "As can be seen, the United States will have the most established Fintech Startups by 2022."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "2ddb2d3f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "comp_2022_Internet=data.loc[(data.Industry =='Internet software & services') & (data['Year Joined']==2022)]\n",
    "comp_2022_Internet['Country'].value_counts().plot(kind='bar')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "80fb4943",
   "metadata": {},
   "outputs": [],
   "source": [
    "data.groupby(['Country',])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "d5d9ed25",
   "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>Updated at</th>\n",
       "      <th>Company</th>\n",
       "      <th>Crunchbase Url</th>\n",
       "      <th>Valuation</th>\n",
       "      <th>Date Joined</th>\n",
       "      <th>Year Joined</th>\n",
       "      <th>City</th>\n",
       "      <th>Country</th>\n",
       "      <th>Industry</th>\n",
       "      <th>Investors</th>\n",
       "      <th>Company Website</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>10/31/2022, 2:37:04 AM</td>\n",
       "      <td>Darwinbox</td>\n",
       "      <td>https://www.cbinsights.com/company/darwinbox</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1/25/2022</td>\n",
       "      <td>2022</td>\n",
       "      <td>Hyderabad</td>\n",
       "      <td>India</td>\n",
       "      <td>Internet software &amp; services</td>\n",
       "      <td>[\"Lightspeed India Partners\",\"Sequoia Capital ...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>10/31/2022, 2:37:15 AM</td>\n",
       "      <td>LeadSquared</td>\n",
       "      <td>https://www.cbinsights.com/company/leadsquared</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6/21/2022</td>\n",
       "      <td>2022</td>\n",
       "      <td>Bengaluru</td>\n",
       "      <td>India</td>\n",
       "      <td>Internet software &amp; services</td>\n",
       "      <td>[\"Gaja Capital Partners\",\"Stakeboat Capital\",\"...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>10/31/2022, 2:37:13 AM</td>\n",
       "      <td>Open</td>\n",
       "      <td>https://www.cbinsights.com/company/open</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5/2/2022</td>\n",
       "      <td>2022</td>\n",
       "      <td>Bengaluru</td>\n",
       "      <td>India</td>\n",
       "      <td>Fintech</td>\n",
       "      <td>[\"3one4 Capital Partners\",\"Tiger Global Manage...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>10/31/2022, 2:37:09 AM</td>\n",
       "      <td>Amagi</td>\n",
       "      <td>https://www.cbinsights.com/company/amagi-media...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3/16/2022</td>\n",
       "      <td>2022</td>\n",
       "      <td>Bengaluru</td>\n",
       "      <td>India</td>\n",
       "      <td>Internet software &amp; services</td>\n",
       "      <td>[\"Mayfield\",\"Accel\",\"Norwest Venture Partners\"]</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>10/31/2022, 2:37:07 AM</td>\n",
       "      <td>Hasura</td>\n",
       "      <td>https://www.cbinsights.com/company/hasura</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2/22/2022</td>\n",
       "      <td>2022</td>\n",
       "      <td>Bengaluru</td>\n",
       "      <td>India</td>\n",
       "      <td>Internet software &amp; services</td>\n",
       "      <td>[\"Nexus Venture Partners\",\"Vertex Ventures\",\"S...</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",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1067</th>\n",
       "      <td>10/31/2022, 2:32:51 AM</td>\n",
       "      <td>Swiggy</td>\n",
       "      <td>https://www.cbinsights.com/company/swiggy</td>\n",
       "      <td>10.7</td>\n",
       "      <td>6/21/2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>Bengaluru</td>\n",
       "      <td>India</td>\n",
       "      <td>Supply chain, logistics, &amp; delivery</td>\n",
       "      <td>[\"Accel India\",\"SAIF Partners\",\"Norwest Ventur...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1120</th>\n",
       "      <td>10/31/2022, 2:32:43 AM</td>\n",
       "      <td>BYJU's</td>\n",
       "      <td>https://www.cbinsights.com/company/byjus</td>\n",
       "      <td>22.0</td>\n",
       "      <td>7/25/2017</td>\n",
       "      <td>2017</td>\n",
       "      <td>Bengaluru</td>\n",
       "      <td>India</td>\n",
       "      <td>Edtech</td>\n",
       "      <td>[\"Tencent Holdings\",\"Lightspeed India Partners...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1177</th>\n",
       "      <td>10/31/2022, 2:36:14 AM</td>\n",
       "      <td>InMobi</td>\n",
       "      <td>https://www.cbinsights.com/company/inmobi</td>\n",
       "      <td>1.0</td>\n",
       "      <td>12/2/2014</td>\n",
       "      <td>2014</td>\n",
       "      <td>Bengaluru</td>\n",
       "      <td>India</td>\n",
       "      <td>Mobile &amp; telecommunications</td>\n",
       "      <td>[\"Kleiner Perkins Caufield &amp; Byers\",\"Softbank ...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1179</th>\n",
       "      <td>10/31/2022, 2:36:13 AM</td>\n",
       "      <td>Snapdeal</td>\n",
       "      <td>https://www.cbinsights.com/company/snapdeal</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5/21/2014</td>\n",
       "      <td>2014</td>\n",
       "      <td>New Delhi</td>\n",
       "      <td>India</td>\n",
       "      <td>E-commerce &amp; direct-to-consumer</td>\n",
       "      <td>[\"SoftBankGroup\",\"Blackrock\",\"Alibaba Group\"]</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1186</th>\n",
       "      <td>10/31/2022, 2:33:06 AM</td>\n",
       "      <td>Ola Cabs</td>\n",
       "      <td>https://www.cbinsights.com/company/ani-technol...</td>\n",
       "      <td>7.5</td>\n",
       "      <td>10/27/2014</td>\n",
       "      <td>2014</td>\n",
       "      <td>Bengaluru</td>\n",
       "      <td>India</td>\n",
       "      <td>Auto &amp; transportation</td>\n",
       "      <td>[\"Accel Partners\",\"SoftBank Group\",\"Sequoia Ca...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>70 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                  Updated at      Company  \\\n",
       "3     10/31/2022, 2:37:04 AM    Darwinbox   \n",
       "13    10/31/2022, 2:37:15 AM  LeadSquared   \n",
       "23    10/31/2022, 2:37:13 AM         Open   \n",
       "41    10/31/2022, 2:37:09 AM        Amagi   \n",
       "50    10/31/2022, 2:37:07 AM       Hasura   \n",
       "...                      ...          ...   \n",
       "1067  10/31/2022, 2:32:51 AM       Swiggy   \n",
       "1120  10/31/2022, 2:32:43 AM       BYJU's   \n",
       "1177  10/31/2022, 2:36:14 AM       InMobi   \n",
       "1179  10/31/2022, 2:36:13 AM     Snapdeal   \n",
       "1186  10/31/2022, 2:33:06 AM     Ola Cabs   \n",
       "\n",
       "                                         Crunchbase Url  Valuation  \\\n",
       "3          https://www.cbinsights.com/company/darwinbox        1.0   \n",
       "13       https://www.cbinsights.com/company/leadsquared        1.0   \n",
       "23              https://www.cbinsights.com/company/open        1.0   \n",
       "41    https://www.cbinsights.com/company/amagi-media...        1.0   \n",
       "50            https://www.cbinsights.com/company/hasura        1.0   \n",
       "...                                                 ...        ...   \n",
       "1067          https://www.cbinsights.com/company/swiggy       10.7   \n",
       "1120           https://www.cbinsights.com/company/byjus       22.0   \n",
       "1177          https://www.cbinsights.com/company/inmobi        1.0   \n",
       "1179        https://www.cbinsights.com/company/snapdeal        1.0   \n",
       "1186  https://www.cbinsights.com/company/ani-technol...        7.5   \n",
       "\n",
       "     Date Joined  Year Joined       City Country  \\\n",
       "3      1/25/2022         2022  Hyderabad   India   \n",
       "13     6/21/2022         2022  Bengaluru   India   \n",
       "23      5/2/2022         2022  Bengaluru   India   \n",
       "41     3/16/2022         2022  Bengaluru   India   \n",
       "50     2/22/2022         2022  Bengaluru   India   \n",
       "...          ...          ...        ...     ...   \n",
       "1067   6/21/2018         2018  Bengaluru   India   \n",
       "1120   7/25/2017         2017  Bengaluru   India   \n",
       "1177   12/2/2014         2014  Bengaluru   India   \n",
       "1179   5/21/2014         2014  New Delhi   India   \n",
       "1186  10/27/2014         2014  Bengaluru   India   \n",
       "\n",
       "                                 Industry  \\\n",
       "3            Internet software & services   \n",
       "13           Internet software & services   \n",
       "23                                Fintech   \n",
       "41           Internet software & services   \n",
       "50           Internet software & services   \n",
       "...                                   ...   \n",
       "1067  Supply chain, logistics, & delivery   \n",
       "1120                               Edtech   \n",
       "1177          Mobile & telecommunications   \n",
       "1179      E-commerce & direct-to-consumer   \n",
       "1186                Auto & transportation   \n",
       "\n",
       "                                              Investors  Company Website  \n",
       "3     [\"Lightspeed India Partners\",\"Sequoia Capital ...              NaN  \n",
       "13    [\"Gaja Capital Partners\",\"Stakeboat Capital\",\"...              NaN  \n",
       "23    [\"3one4 Capital Partners\",\"Tiger Global Manage...              NaN  \n",
       "41      [\"Mayfield\",\"Accel\",\"Norwest Venture Partners\"]              NaN  \n",
       "50    [\"Nexus Venture Partners\",\"Vertex Ventures\",\"S...              NaN  \n",
       "...                                                 ...              ...  \n",
       "1067  [\"Accel India\",\"SAIF Partners\",\"Norwest Ventur...              NaN  \n",
       "1120  [\"Tencent Holdings\",\"Lightspeed India Partners...              NaN  \n",
       "1177  [\"Kleiner Perkins Caufield & Byers\",\"Softbank ...              NaN  \n",
       "1179      [\"SoftBankGroup\",\"Blackrock\",\"Alibaba Group\"]              NaN  \n",
       "1186  [\"Accel Partners\",\"SoftBank Group\",\"Sequoia Ca...              NaN  \n",
       "\n",
       "[70 rows x 11 columns]"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# data['Investors'].value_counts()\n",
    "data.loc[(data.Country == 'India') & (data.Investors) ]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "id": "aebbaa1c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Company\n",
       "0x                  1.05\n",
       "1047 Games          1.50\n",
       "1KMXC               1.00\n",
       "1Password           6.80\n",
       "21.co               2.00\n",
       "                   ...  \n",
       "reddit             10.00\n",
       "solarisBank         1.65\n",
       "stori               1.20\n",
       "thatgamecompany     1.94\n",
       "wefox               4.50\n",
       "Name: Valuation, Length: 1196, dtype: float64"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.groupby('Company').Valuation.max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "402c9963",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 1199 entries, 0 to 1198\n",
      "Data columns (total 11 columns):\n",
      " #   Column           Non-Null Count  Dtype  \n",
      "---  ------           --------------  -----  \n",
      " 0   Updated at       1199 non-null   object \n",
      " 1   Company          1199 non-null   object \n",
      " 2   Crunchbase Url   1199 non-null   object \n",
      " 3   Valuation        1199 non-null   float64\n",
      " 4   Date Joined      1199 non-null   object \n",
      " 5   Year Joined      1199 non-null   int64  \n",
      " 6   City             1181 non-null   object \n",
      " 7   Country          1199 non-null   object \n",
      " 8   Industry         1199 non-null   object \n",
      " 9   Investors        1199 non-null   object \n",
      " 10  Company Website  0 non-null      float64\n",
      "dtypes: float64(2), int64(1), object(8)\n",
      "memory usage: 103.2+ KB\n"
     ]
    }
   ],
   "source": [
    "data.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "84c025df",
   "metadata": {},
   "source": [
    "# Is there a particular geographical region that is driving the growth of Fintech startups or internet software companies? "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "22f905c4",
   "metadata": {},
   "outputs": [],
   "source": [
    "country_indus_Val=data.groupby(['Country','Industry']).Valuation.count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "ba1ab9af",
   "metadata": {},
   "outputs": [],
   "source": [
    "country_indus_Val=pd.DataFrame(country_indus_Val)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "c5f6d015",
   "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></th>\n",
       "      <th>Valuation</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Country</th>\n",
       "      <th>Industry</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Argentina</th>\n",
       "      <th>Fintech</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">Australia</th>\n",
       "      <th>E-commerce &amp; direct-to-consumer</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fintech</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Internet software &amp; services</th>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Austria</th>\n",
       "      <th>Edtech</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">United States</th>\n",
       "      <th>Other</th>\n",
       "      <td>33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Supply chain, logistics, &amp; delivery</th>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Travel</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Vietnam</th>\n",
       "      <th>Fintech</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Internet software &amp; services</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>216 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                   Valuation\n",
       "Country       Industry                                      \n",
       "Argentina     Fintech                                      1\n",
       "Australia     E-commerce & direct-to-consumer              1\n",
       "              Fintech                                      2\n",
       "              Internet software & services                 5\n",
       "Austria       Edtech                                       1\n",
       "...                                                      ...\n",
       "United States Other                                       33\n",
       "              Supply chain, logistics, & delivery         26\n",
       "              Travel                                       1\n",
       "Vietnam       Fintech                                      1\n",
       "              Internet software & services                 1\n",
       "\n",
       "[216 rows x 1 columns]"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "country_indus_Val"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0a71a43b",
   "metadata": {},
   "source": [
    "# Let's now determine which industries India has."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "5e89bfe5",
   "metadata": {},
   "outputs": [],
   "source": [
    "# renaming the column\n",
    "data = data.rename(columns={'Last Valuation (Billion $)': 'Valuation'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "0198a869",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Fintech                                17\n",
       "E-commerce & direct-to-consumer        17\n",
       "Internet software & services           13\n",
       "Edtech                                  7\n",
       "Supply chain, logistics, & delivery     7\n",
       "Other                                   2\n",
       "Health                                  2\n",
       "Auto & transportation                   2\n",
       "Data management & analytics             1\n",
       "Travel                                  1\n",
       "Mobile & telecommunications             1\n",
       "Name: Industry, dtype: int64"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data_ind=data.loc[data.Country.isin(['India'])]\n",
    "data_ind.Industry.value_counts().plot(kind='bar')\n",
    "data_ind['Industry'].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6c902fa6",
   "metadata": {},
   "source": [
    "# Which startups in India are more valuable, and what are they?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "9b347a8d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x1500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ind_sorted_df=data_ind.sort_values(\"Valuation\", ascending=False)\n",
    "sns.set_theme(style=\"whitegrid\")\n",
    "f, ax = plt.subplots(figsize=(6, 15))\n",
    "sns.set_color_codes(\"pastel\")\n",
    "sns.barplot(x=\"Valuation\", y=\"Company\", data=ind_sorted_df,\n",
    "            label=\"Valuation\", color=\"g\")\n",
    "sns.despine(left=True, bottom=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e0af6b79",
   "metadata": {},
   "source": [
    "# Let's take a look at where each fintech startup is located in India. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "id": "99d5c750",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Company'>"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fin_df=data.loc[data['Industry'] == 'Fintech']\n",
    "ind_fin_df=fin_df.loc[fin_df.Country.isin(['India'])]\n",
    "# ind_fin_df['Company'].value_counts()\n",
    "ind_fin_df.groupby('Company').Valuation.max().plot(kind='bar')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5cb58914",
   "metadata": {},
   "outputs": [],
   "source": [
    "data[]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7b665fd8",
   "metadata": {},
   "outputs": [],
   "source": [
    "ind_sorted_df=data_ind.sort_values(\"Valuation\", ascending=False)\n",
    "sns.set_theme(style=\"whitegrid\")\n",
    "f, ax = plt.subplots(figsize=(6, 15))\n",
    "sns.set_color_codes(\"pastel\")\n",
    "sns.barplot(x=\"Valuation\", y=\"Company\", data=ind_sorted_df,\n",
    "            label=\"Valuation\", color=\"g\")\n",
    "sns.despine(left=True, bottom=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3bdf29d7",
   "metadata": {},
   "source": [
    "# Continue"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "c1a35808",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "E-commerce & direct-to-consumer        28\n",
       "Hardware                               18\n",
       "Auto & transportation                  18\n",
       "Internet software & services           15\n",
       "Artificial intelligence                15\n",
       "Mobile & telecommunications            13\n",
       "Supply chain, logistics, & delivery    12\n",
       "Edtech                                 12\n",
       "Health                                 10\n",
       "Consumer & retail                       8\n",
       "Fintech                                 8\n",
       "Other                                   6\n",
       "Artificial Intelligence                 4\n",
       "Travel                                  3\n",
       "Data management & analytics             2\n",
       "Cybersecurity                           1\n",
       "Name: Industry, dtype: int64"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data_ind=data.loc[data.Country.isin(['China'])]\n",
    "data_ind.Industry.value_counts().plot(kind='bar')\n",
    "data_ind['Industry'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "02f1cec6",
   "metadata": {},
   "outputs": [],
   "source": [
    "data.loc[data.]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "id": "5bc7baba",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def plot_industry(inds,state):\n",
    "    fin_df=data.loc[data['Industry'] == inds]\n",
    "    ind_fin_df=fin_df.loc[fin_df.Country.isin([state])]\n",
    "    ind_fin_df=ind_fin_df.sort_values(by='Valuation',ascending=True)\n",
    "    ind_fin_df.groupby('Company').Valuation.max().plot(kind='bar')\n",
    "    \n",
    "    \n",
    "plot_industry('Fintech','India')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "id": "103140d0",
   "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>Updated at</th>\n",
       "      <th>Company</th>\n",
       "      <th>Crunchbase Url</th>\n",
       "      <th>Valuation</th>\n",
       "      <th>Date Joined</th>\n",
       "      <th>Year Joined</th>\n",
       "      <th>City</th>\n",
       "      <th>Country</th>\n",
       "      <th>Industry</th>\n",
       "      <th>Investors</th>\n",
       "      <th>Company Website</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>10/31/2022, 2:37:13 AM</td>\n",
       "      <td>Open</td>\n",
       "      <td>https://www.cbinsights.com/company/open</td>\n",
       "      <td>1.00</td>\n",
       "      <td>5/2/2022</td>\n",
       "      <td>2022</td>\n",
       "      <td>Bengaluru</td>\n",
       "      <td>India</td>\n",
       "      <td>Fintech</td>\n",
       "      <td>[\"3one4 Capital Partners\",\"Tiger Global Manage...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>292</th>\n",
       "      <td>10/31/2022, 2:36:53 AM</td>\n",
       "      <td>MobiKwik</td>\n",
       "      <td>https://www.cbinsights.com/company/mobikwik</td>\n",
       "      <td>1.00</td>\n",
       "      <td>10/13/2021</td>\n",
       "      <td>2021</td>\n",
       "      <td>Gurugram</td>\n",
       "      <td>India</td>\n",
       "      <td>Fintech</td>\n",
       "      <td>[\"Sequoia Capital India\",\"The Times Group\",\"GM...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405</th>\n",
       "      <td>10/31/2022, 2:36:02 AM</td>\n",
       "      <td>Acko General Insurance</td>\n",
       "      <td>https://www.cbinsights.com/company/acko-genera...</td>\n",
       "      <td>1.10</td>\n",
       "      <td>10/28/2021</td>\n",
       "      <td>2021</td>\n",
       "      <td>Bengaluru</td>\n",
       "      <td>India</td>\n",
       "      <td>Fintech</td>\n",
       "      <td>[\"Intact Ventures\",\"Munich Re Ventures\",\"Gener...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126</th>\n",
       "      <td>10/31/2022, 2:35:35 AM</td>\n",
       "      <td>CredAvenue</td>\n",
       "      <td>https://www.cbinsights.com/company/credavenue</td>\n",
       "      <td>1.30</td>\n",
       "      <td>3/7/2022</td>\n",
       "      <td>2022</td>\n",
       "      <td>Chennai</td>\n",
       "      <td>India</td>\n",
       "      <td>Fintech</td>\n",
       "      <td>[\"Insight Partners\",\"B Capital Group\",\"\\tLight...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>10/31/2022, 2:35:25 AM</td>\n",
       "      <td>OneCard</td>\n",
       "      <td>https://www.cbinsights.com/company/onescore-app</td>\n",
       "      <td>1.40</td>\n",
       "      <td>7/13/2022</td>\n",
       "      <td>2022</td>\n",
       "      <td>Pune</td>\n",
       "      <td>India</td>\n",
       "      <td>Fintech</td>\n",
       "      <td>[\"Sequoia Capital India\",\"Hummingbird Ventures...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>558</th>\n",
       "      <td>10/31/2022, 2:34:45 AM</td>\n",
       "      <td>Slice</td>\n",
       "      <td>https://www.cbinsights.com/company/slice</td>\n",
       "      <td>1.80</td>\n",
       "      <td>11/28/2021</td>\n",
       "      <td>2021</td>\n",
       "      <td>Bengaluru</td>\n",
       "      <td>India</td>\n",
       "      <td>Fintech</td>\n",
       "      <td>[\"Gunosy Capital\",\"Blume Ventures\",\"Das Capital\"]</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>563</th>\n",
       "      <td>10/31/2022, 2:34:42 AM</td>\n",
       "      <td>CoinSwitch Kuber</td>\n",
       "      <td>https://www.cbinsights.com/company/coinswitch</td>\n",
       "      <td>1.90</td>\n",
       "      <td>10/6/2021</td>\n",
       "      <td>2021</td>\n",
       "      <td>Bangalore</td>\n",
       "      <td>India</td>\n",
       "      <td>Fintech</td>\n",
       "      <td>[\"Tiger Global Management\",\"Sequoia Capital In...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>608</th>\n",
       "      <td>10/31/2022, 2:34:21 AM</td>\n",
       "      <td>CoinDCX</td>\n",
       "      <td>https://www.cbinsights.com/company/coindcx</td>\n",
       "      <td>2.15</td>\n",
       "      <td>8/10/2021</td>\n",
       "      <td>2021</td>\n",
       "      <td>Maharashtra</td>\n",
       "      <td>India</td>\n",
       "      <td>Fintech</td>\n",
       "      <td>[\"Polychain Capital\",\"Coinbase Ventures\",\"Jump...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>931</th>\n",
       "      <td>10/31/2022, 2:34:11 AM</td>\n",
       "      <td>PolicyBazaar</td>\n",
       "      <td>https://www.cbinsights.com/company/policybazaar</td>\n",
       "      <td>2.40</td>\n",
       "      <td>5/6/2019</td>\n",
       "      <td>2019</td>\n",
       "      <td>Gurgaon</td>\n",
       "      <td>India</td>\n",
       "      <td>Fintech</td>\n",
       "      <td>[\"Info Edge\",\"Softbank Capital\"]</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>657</th>\n",
       "      <td>10/31/2022, 2:33:57 AM</td>\n",
       "      <td>BharatPe</td>\n",
       "      <td>https://www.cbinsights.com/company/bharatpe</td>\n",
       "      <td>2.85</td>\n",
       "      <td>7/30/2021</td>\n",
       "      <td>2021</td>\n",
       "      <td>New Delhi</td>\n",
       "      <td>India</td>\n",
       "      <td>Fintech</td>\n",
       "      <td>[\"Insight Partners\",\"Sequoia Capital India\",\"B...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>664</th>\n",
       "      <td>10/31/2022, 2:33:54 AM</td>\n",
       "      <td>Groww</td>\n",
       "      <td>https://www.cbinsights.com/company/groww</td>\n",
       "      <td>3.00</td>\n",
       "      <td>4/7/2021</td>\n",
       "      <td>2021</td>\n",
       "      <td>Bengaluru</td>\n",
       "      <td>India</td>\n",
       "      <td>Fintech</td>\n",
       "      <td>[\"Tiger Global Management\",\"Sequoia Capital In...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>691</th>\n",
       "      <td>10/31/2022, 2:33:42 AM</td>\n",
       "      <td>Upstox</td>\n",
       "      <td>https://www.cbinsights.com/company/rksv</td>\n",
       "      <td>3.40</td>\n",
       "      <td>11/29/2021</td>\n",
       "      <td>2021</td>\n",
       "      <td>Mumbai</td>\n",
       "      <td>India</td>\n",
       "      <td>Fintech</td>\n",
       "      <td>[\"Tiger Global Management\",\"Kalaari Capital\"]</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>712</th>\n",
       "      <td>10/31/2022, 2:33:33 AM</td>\n",
       "      <td>Digit Insurance</td>\n",
       "      <td>https://www.cbinsights.com/company/digit-insur...</td>\n",
       "      <td>4.00</td>\n",
       "      <td>1/15/2021</td>\n",
       "      <td>2021</td>\n",
       "      <td>Bengaluru</td>\n",
       "      <td>India</td>\n",
       "      <td>Fintech</td>\n",
       "      <td>[\"Fairfax Financial Holdings\",\"A91 Partners\",\"...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>721</th>\n",
       "      <td>10/31/2022, 2:33:28 AM</td>\n",
       "      <td>CRED</td>\n",
       "      <td>https://www.cbinsights.com/company/cred</td>\n",
       "      <td>4.01</td>\n",
       "      <td>4/6/2021</td>\n",
       "      <td>2021</td>\n",
       "      <td>Bengaluru</td>\n",
       "      <td>India</td>\n",
       "      <td>Fintech</td>\n",
       "      <td>[\"Tiger Global Management\",\"DST Global\",\"Sequo...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>854</th>\n",
       "      <td>10/31/2022, 2:33:17 AM</td>\n",
       "      <td>Pine Labs</td>\n",
       "      <td>https://www.cbinsights.com/company/pine-labs</td>\n",
       "      <td>5.00</td>\n",
       "      <td>1/24/2020</td>\n",
       "      <td>2020</td>\n",
       "      <td>Noida</td>\n",
       "      <td>India</td>\n",
       "      <td>Fintech</td>\n",
       "      <td>[\"Sequoia Capital India\",\"Temasek\",\"PayPal Ven...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>864</th>\n",
       "      <td>10/31/2022, 2:33:06 AM</td>\n",
       "      <td>National Stock Exchange of India</td>\n",
       "      <td>https://www.cbinsights.com/company/national-st...</td>\n",
       "      <td>6.50</td>\n",
       "      <td>7/1/2020</td>\n",
       "      <td>2020</td>\n",
       "      <td>Mumbai</td>\n",
       "      <td>India</td>\n",
       "      <td>Fintech</td>\n",
       "      <td>[\"TA Associates\",\"SoftBank Group\",\"GS Growth\"]</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>868</th>\n",
       "      <td>10/31/2022, 2:33:02 AM</td>\n",
       "      <td>Razorpay</td>\n",
       "      <td>https://www.cbinsights.com/company/razorpay-so...</td>\n",
       "      <td>7.50</td>\n",
       "      <td>10/11/2020</td>\n",
       "      <td>2020</td>\n",
       "      <td>Bengaluru</td>\n",
       "      <td>India</td>\n",
       "      <td>Fintech</td>\n",
       "      <td>[\"Sequoia Capital India\",\"Tiger Global Managem...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 Updated at                           Company  \\\n",
       "23   10/31/2022, 2:37:13 AM                              Open   \n",
       "292  10/31/2022, 2:36:53 AM                          MobiKwik   \n",
       "405  10/31/2022, 2:36:02 AM            Acko General Insurance   \n",
       "126  10/31/2022, 2:35:35 AM                        CredAvenue   \n",
       "143  10/31/2022, 2:35:25 AM                           OneCard   \n",
       "558  10/31/2022, 2:34:45 AM                             Slice   \n",
       "563  10/31/2022, 2:34:42 AM                  CoinSwitch Kuber   \n",
       "608  10/31/2022, 2:34:21 AM                           CoinDCX   \n",
       "931  10/31/2022, 2:34:11 AM                      PolicyBazaar   \n",
       "657  10/31/2022, 2:33:57 AM                          BharatPe   \n",
       "664  10/31/2022, 2:33:54 AM                             Groww   \n",
       "691  10/31/2022, 2:33:42 AM                            Upstox   \n",
       "712  10/31/2022, 2:33:33 AM                   Digit Insurance   \n",
       "721  10/31/2022, 2:33:28 AM                              CRED   \n",
       "854  10/31/2022, 2:33:17 AM                         Pine Labs   \n",
       "864  10/31/2022, 2:33:06 AM  National Stock Exchange of India   \n",
       "868  10/31/2022, 2:33:02 AM                          Razorpay   \n",
       "\n",
       "                                        Crunchbase Url  Valuation Date Joined  \\\n",
       "23             https://www.cbinsights.com/company/open       1.00    5/2/2022   \n",
       "292        https://www.cbinsights.com/company/mobikwik       1.00  10/13/2021   \n",
       "405  https://www.cbinsights.com/company/acko-genera...       1.10  10/28/2021   \n",
       "126      https://www.cbinsights.com/company/credavenue       1.30    3/7/2022   \n",
       "143    https://www.cbinsights.com/company/onescore-app       1.40   7/13/2022   \n",
       "558           https://www.cbinsights.com/company/slice       1.80  11/28/2021   \n",
       "563      https://www.cbinsights.com/company/coinswitch       1.90   10/6/2021   \n",
       "608         https://www.cbinsights.com/company/coindcx       2.15   8/10/2021   \n",
       "931    https://www.cbinsights.com/company/policybazaar       2.40    5/6/2019   \n",
       "657        https://www.cbinsights.com/company/bharatpe       2.85   7/30/2021   \n",
       "664           https://www.cbinsights.com/company/groww       3.00    4/7/2021   \n",
       "691            https://www.cbinsights.com/company/rksv       3.40  11/29/2021   \n",
       "712  https://www.cbinsights.com/company/digit-insur...       4.00   1/15/2021   \n",
       "721            https://www.cbinsights.com/company/cred       4.01    4/6/2021   \n",
       "854       https://www.cbinsights.com/company/pine-labs       5.00   1/24/2020   \n",
       "864  https://www.cbinsights.com/company/national-st...       6.50    7/1/2020   \n",
       "868  https://www.cbinsights.com/company/razorpay-so...       7.50  10/11/2020   \n",
       "\n",
       "     Year Joined         City Country Industry  \\\n",
       "23          2022    Bengaluru   India  Fintech   \n",
       "292         2021     Gurugram   India  Fintech   \n",
       "405         2021    Bengaluru   India  Fintech   \n",
       "126         2022      Chennai   India  Fintech   \n",
       "143         2022         Pune   India  Fintech   \n",
       "558         2021    Bengaluru   India  Fintech   \n",
       "563         2021    Bangalore   India  Fintech   \n",
       "608         2021  Maharashtra   India  Fintech   \n",
       "931         2019      Gurgaon   India  Fintech   \n",
       "657         2021    New Delhi   India  Fintech   \n",
       "664         2021    Bengaluru   India  Fintech   \n",
       "691         2021       Mumbai   India  Fintech   \n",
       "712         2021    Bengaluru   India  Fintech   \n",
       "721         2021    Bengaluru   India  Fintech   \n",
       "854         2020        Noida   India  Fintech   \n",
       "864         2020       Mumbai   India  Fintech   \n",
       "868         2020    Bengaluru   India  Fintech   \n",
       "\n",
       "                                             Investors  Company Website  \n",
       "23   [\"3one4 Capital Partners\",\"Tiger Global Manage...              NaN  \n",
       "292  [\"Sequoia Capital India\",\"The Times Group\",\"GM...              NaN  \n",
       "405  [\"Intact Ventures\",\"Munich Re Ventures\",\"Gener...              NaN  \n",
       "126  [\"Insight Partners\",\"B Capital Group\",\"\\tLight...              NaN  \n",
       "143  [\"Sequoia Capital India\",\"Hummingbird Ventures...              NaN  \n",
       "558  [\"Gunosy Capital\",\"Blume Ventures\",\"Das Capital\"]              NaN  \n",
       "563  [\"Tiger Global Management\",\"Sequoia Capital In...              NaN  \n",
       "608  [\"Polychain Capital\",\"Coinbase Ventures\",\"Jump...              NaN  \n",
       "931                   [\"Info Edge\",\"Softbank Capital\"]              NaN  \n",
       "657  [\"Insight Partners\",\"Sequoia Capital India\",\"B...              NaN  \n",
       "664  [\"Tiger Global Management\",\"Sequoia Capital In...              NaN  \n",
       "691      [\"Tiger Global Management\",\"Kalaari Capital\"]              NaN  \n",
       "712  [\"Fairfax Financial Holdings\",\"A91 Partners\",\"...              NaN  \n",
       "721  [\"Tiger Global Management\",\"DST Global\",\"Sequo...              NaN  \n",
       "854  [\"Sequoia Capital India\",\"Temasek\",\"PayPal Ven...              NaN  \n",
       "864     [\"TA Associates\",\"SoftBank Group\",\"GS Growth\"]              NaN  \n",
       "868  [\"Sequoia Capital India\",\"Tiger Global Managem...              NaN  "
      ]
     },
     "execution_count": 100,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ind_fin_df=ind_fin_df.sort_values(by=['Valuation'],ascending=True)\n",
    "ind_fin_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2c6d9dc1",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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