JupyterNBandPandasGuide.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "9d02f0b0-6c62-45c1-be42-af9221e1d504",
   "metadata": {
    "tags": []
   },
   "source": [
    "### Import all required libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "dcc82da1-7f09-404f-978c-d316b2d081d9",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1115bfdf-10c0-4831-afd4-34177f291d50",
   "metadata": {},
   "source": [
    "### Reading data from a dataset file into a pd dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "505d302f-d17b-46be-b512-65c0aeb3f462",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_sample = pd.read_csv(\"organizations-100.csv\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "98a82894-8b25-4d37-9218-da026053e06e",
   "metadata": {
    "tags": []
   },
   "source": [
    "### Show the type of data in the dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "f7f19f5a-168d-4078-a86f-88ab79c2f72a",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index                   int64\n",
       "Organization Id        object\n",
       "Name                   object\n",
       "Website                object\n",
       "Country                object\n",
       "Description            object\n",
       "Founded                 int64\n",
       "Industry               object\n",
       "Number of employees     int64\n",
       "dtype: object"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_sample.dtypes"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cd10c5c4-0a64-4c08-8fd3-d86e1239761c",
   "metadata": {},
   "source": [
    "### Show the dataframe and data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "d61b0a03-232a-4108-bf82-06593cb50df3",
   "metadata": {
    "tags": []
   },
   "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>Index</th>\n",
       "      <th>Organization Id</th>\n",
       "      <th>Name</th>\n",
       "      <th>Website</th>\n",
       "      <th>Country</th>\n",
       "      <th>Description</th>\n",
       "      <th>Founded</th>\n",
       "      <th>Industry</th>\n",
       "      <th>Number of employees</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>FAB0d41d5b5d22c</td>\n",
       "      <td>Ferrell LLC</td>\n",
       "      <td>https://price.net/</td>\n",
       "      <td>Papua New Guinea</td>\n",
       "      <td>Horizontal empowering knowledgebase</td>\n",
       "      <td>1990</td>\n",
       "      <td>Plastics</td>\n",
       "      <td>3498</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>6A7EdDEA9FaDC52</td>\n",
       "      <td>Mckinney, Riley and Day</td>\n",
       "      <td>http://www.hall-buchanan.info/</td>\n",
       "      <td>Finland</td>\n",
       "      <td>User-centric system-worthy leverage</td>\n",
       "      <td>2015</td>\n",
       "      <td>Glass / Ceramics / Concrete</td>\n",
       "      <td>4952</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>0bFED1ADAE4bcC1</td>\n",
       "      <td>Hester Ltd</td>\n",
       "      <td>http://sullivan-reed.com/</td>\n",
       "      <td>China</td>\n",
       "      <td>Switchable scalable moratorium</td>\n",
       "      <td>1971</td>\n",
       "      <td>Public Safety</td>\n",
       "      <td>5287</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>2bFC1Be8a4ce42f</td>\n",
       "      <td>Holder-Sellers</td>\n",
       "      <td>https://becker.com/</td>\n",
       "      <td>Turkmenistan</td>\n",
       "      <td>De-engineered systemic artificial intelligence</td>\n",
       "      <td>2004</td>\n",
       "      <td>Automotive</td>\n",
       "      <td>921</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>9eE8A6a4Eb96C24</td>\n",
       "      <td>Mayer Group</td>\n",
       "      <td>http://www.brewer.com/</td>\n",
       "      <td>Mauritius</td>\n",
       "      <td>Synchronized needs-based challenge</td>\n",
       "      <td>1991</td>\n",
       "      <td>Transportation</td>\n",
       "      <td>7870</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>95</th>\n",
       "      <td>96</td>\n",
       "      <td>0a0bfFbBbB8eC7c</td>\n",
       "      <td>Holmes Group</td>\n",
       "      <td>https://mcdowell.org/</td>\n",
       "      <td>Ethiopia</td>\n",
       "      <td>Right-sized zero tolerance focus group</td>\n",
       "      <td>1975</td>\n",
       "      <td>Photography</td>\n",
       "      <td>2988</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>97</td>\n",
       "      <td>BA6Cd9Dae2Efd62</td>\n",
       "      <td>Good Ltd</td>\n",
       "      <td>http://duffy.com/</td>\n",
       "      <td>Anguilla</td>\n",
       "      <td>Reverse-engineered composite moratorium</td>\n",
       "      <td>1971</td>\n",
       "      <td>Consumer Services</td>\n",
       "      <td>4292</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>98</td>\n",
       "      <td>E7df80C60Abd7f9</td>\n",
       "      <td>Clements-Espinoza</td>\n",
       "      <td>http://www.flowers.net/</td>\n",
       "      <td>Falkland Islands (Malvinas)</td>\n",
       "      <td>Progressive modular hub</td>\n",
       "      <td>1991</td>\n",
       "      <td>Broadcast Media</td>\n",
       "      <td>236</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>99</td>\n",
       "      <td>AFc285dbE2fEd24</td>\n",
       "      <td>Mendez Inc</td>\n",
       "      <td>https://www.burke.net/</td>\n",
       "      <td>Kyrgyz Republic</td>\n",
       "      <td>User-friendly exuding migration</td>\n",
       "      <td>1993</td>\n",
       "      <td>Education Management</td>\n",
       "      <td>339</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>100</td>\n",
       "      <td>e9eB5A60Cef8354</td>\n",
       "      <td>Watkins-Kaiser</td>\n",
       "      <td>http://www.herring.com/</td>\n",
       "      <td>Togo</td>\n",
       "      <td>Synergistic background access</td>\n",
       "      <td>2009</td>\n",
       "      <td>Financial Services</td>\n",
       "      <td>2785</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>100 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    Index  Organization Id                     Name   \n",
       "0       1  FAB0d41d5b5d22c              Ferrell LLC  \\\n",
       "1       2  6A7EdDEA9FaDC52  Mckinney, Riley and Day   \n",
       "2       3  0bFED1ADAE4bcC1               Hester Ltd   \n",
       "3       4  2bFC1Be8a4ce42f           Holder-Sellers   \n",
       "4       5  9eE8A6a4Eb96C24              Mayer Group   \n",
       "..    ...              ...                      ...   \n",
       "95     96  0a0bfFbBbB8eC7c             Holmes Group   \n",
       "96     97  BA6Cd9Dae2Efd62                 Good Ltd   \n",
       "97     98  E7df80C60Abd7f9        Clements-Espinoza   \n",
       "98     99  AFc285dbE2fEd24               Mendez Inc   \n",
       "99    100  e9eB5A60Cef8354           Watkins-Kaiser   \n",
       "\n",
       "                           Website                      Country   \n",
       "0               https://price.net/             Papua New Guinea  \\\n",
       "1   http://www.hall-buchanan.info/                      Finland   \n",
       "2        http://sullivan-reed.com/                        China   \n",
       "3              https://becker.com/                 Turkmenistan   \n",
       "4           http://www.brewer.com/                    Mauritius   \n",
       "..                             ...                          ...   \n",
       "95           https://mcdowell.org/                     Ethiopia   \n",
       "96               http://duffy.com/                     Anguilla   \n",
       "97         http://www.flowers.net/  Falkland Islands (Malvinas)   \n",
       "98          https://www.burke.net/              Kyrgyz Republic   \n",
       "99         http://www.herring.com/                         Togo   \n",
       "\n",
       "                                       Description  Founded   \n",
       "0              Horizontal empowering knowledgebase     1990  \\\n",
       "1              User-centric system-worthy leverage     2015   \n",
       "2                   Switchable scalable moratorium     1971   \n",
       "3   De-engineered systemic artificial intelligence     2004   \n",
       "4               Synchronized needs-based challenge     1991   \n",
       "..                                             ...      ...   \n",
       "95          Right-sized zero tolerance focus group     1975   \n",
       "96         Reverse-engineered composite moratorium     1971   \n",
       "97                         Progressive modular hub     1991   \n",
       "98                 User-friendly exuding migration     1993   \n",
       "99                   Synergistic background access     2009   \n",
       "\n",
       "                       Industry  Number of employees  \n",
       "0                      Plastics                 3498  \n",
       "1   Glass / Ceramics / Concrete                 4952  \n",
       "2                 Public Safety                 5287  \n",
       "3                    Automotive                  921  \n",
       "4                Transportation                 7870  \n",
       "..                          ...                  ...  \n",
       "95                  Photography                 2988  \n",
       "96            Consumer Services                 4292  \n",
       "97              Broadcast Media                  236  \n",
       "98         Education Management                  339  \n",
       "99           Financial Services                 2785  \n",
       "\n",
       "[100 rows x 9 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_sample"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3226434c-8b74-47e7-8be6-b4a8eab26823",
   "metadata": {},
   "source": [
    "### Show all rows and columns without collapsing any parts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "7fbbe27d-da27-425e-b2fd-1550cf5cc7b4",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "# set_option('display.max_row', intValue)\n",
    "# The intValue will determine how many rows or columns are allowed to be displayed\n",
    "# For example if 4 is the intValue, then first two and last two rows will be displayed. Same applies to the Columns.\n",
    "pd.set_option('display.max_row', None)\n",
    "pd.set_option('display.max_columns', None)\n",
    "pd.set_option('max_colwidth', None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "bbb6d384-c2c6-45d0-8020-3184ccda4835",
   "metadata": {
    "tags": []
   },
   "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>Index</th>\n",
       "      <th>Organization Id</th>\n",
       "      <th>Name</th>\n",
       "      <th>Website</th>\n",
       "      <th>Country</th>\n",
       "      <th>Description</th>\n",
       "      <th>Founded</th>\n",
       "      <th>Industry</th>\n",
       "      <th>Number of employees</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>FAB0d41d5b5d22c</td>\n",
       "      <td>Ferrell LLC</td>\n",
       "      <td>https://price.net/</td>\n",
       "      <td>Papua New Guinea</td>\n",
       "      <td>Horizontal empowering knowledgebase</td>\n",
       "      <td>1990</td>\n",
       "      <td>Plastics</td>\n",
       "      <td>3498</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>6A7EdDEA9FaDC52</td>\n",
       "      <td>Mckinney, Riley and Day</td>\n",
       "      <td>http://www.hall-buchanan.info/</td>\n",
       "      <td>Finland</td>\n",
       "      <td>User-centric system-worthy leverage</td>\n",
       "      <td>2015</td>\n",
       "      <td>Glass / Ceramics / Concrete</td>\n",
       "      <td>4952</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>0bFED1ADAE4bcC1</td>\n",
       "      <td>Hester Ltd</td>\n",
       "      <td>http://sullivan-reed.com/</td>\n",
       "      <td>China</td>\n",
       "      <td>Switchable scalable moratorium</td>\n",
       "      <td>1971</td>\n",
       "      <td>Public Safety</td>\n",
       "      <td>5287</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>2bFC1Be8a4ce42f</td>\n",
       "      <td>Holder-Sellers</td>\n",
       "      <td>https://becker.com/</td>\n",
       "      <td>Turkmenistan</td>\n",
       "      <td>De-engineered systemic artificial intelligence</td>\n",
       "      <td>2004</td>\n",
       "      <td>Automotive</td>\n",
       "      <td>921</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>9eE8A6a4Eb96C24</td>\n",
       "      <td>Mayer Group</td>\n",
       "      <td>http://www.brewer.com/</td>\n",
       "      <td>Mauritius</td>\n",
       "      <td>Synchronized needs-based challenge</td>\n",
       "      <td>1991</td>\n",
       "      <td>Transportation</td>\n",
       "      <td>7870</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>cC757116fe1C085</td>\n",
       "      <td>Henry-Thompson</td>\n",
       "      <td>http://morse.net/</td>\n",
       "      <td>Bahamas</td>\n",
       "      <td>Face-to-face well-modulated customer loyalty</td>\n",
       "      <td>1992</td>\n",
       "      <td>Primary / Secondary Education</td>\n",
       "      <td>4914</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>219233e8aFF1BC3</td>\n",
       "      <td>Hansen-Everett</td>\n",
       "      <td>https://www.kidd.org/</td>\n",
       "      <td>Pakistan</td>\n",
       "      <td>Seamless disintermediate collaboration</td>\n",
       "      <td>2018</td>\n",
       "      <td>Publishing Industry</td>\n",
       "      <td>7832</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8</td>\n",
       "      <td>ccc93DCF81a31CD</td>\n",
       "      <td>Mcintosh-Mora</td>\n",
       "      <td>https://www.brooks.com/</td>\n",
       "      <td>Heard Island and McDonald Islands</td>\n",
       "      <td>Centralized attitude-oriented capability</td>\n",
       "      <td>1970</td>\n",
       "      <td>Import / Export</td>\n",
       "      <td>4389</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9</td>\n",
       "      <td>0B4F93aA06ED03e</td>\n",
       "      <td>Carr Inc</td>\n",
       "      <td>http://ross.com/</td>\n",
       "      <td>Kuwait</td>\n",
       "      <td>Distributed impactful customer loyalty</td>\n",
       "      <td>1996</td>\n",
       "      <td>Plastics</td>\n",
       "      <td>8167</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10</td>\n",
       "      <td>738b5aDe6B1C6A5</td>\n",
       "      <td>Gaines Inc</td>\n",
       "      <td>http://sandoval-hooper.com/</td>\n",
       "      <td>Uzbekistan</td>\n",
       "      <td>Multi-lateral scalable protocol</td>\n",
       "      <td>1997</td>\n",
       "      <td>Outsourcing / Offshoring</td>\n",
       "      <td>9698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>11</td>\n",
       "      <td>AE61b8Ffebbc476</td>\n",
       "      <td>Kidd Group</td>\n",
       "      <td>http://www.lyons.com/</td>\n",
       "      <td>Bouvet Island (Bouvetoya)</td>\n",
       "      <td>Proactive foreground paradigm</td>\n",
       "      <td>2001</td>\n",
       "      <td>Primary / Secondary Education</td>\n",
       "      <td>7473</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>12</td>\n",
       "      <td>eb3B7D06cCdD609</td>\n",
       "      <td>Crane-Clarke</td>\n",
       "      <td>https://www.sandoval.com/</td>\n",
       "      <td>Denmark</td>\n",
       "      <td>Front-line clear-thinking encryption</td>\n",
       "      <td>2014</td>\n",
       "      <td>Food / Beverages</td>\n",
       "      <td>9011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>13</td>\n",
       "      <td>8D0c29189C9798B</td>\n",
       "      <td>Keller, Campos and Black</td>\n",
       "      <td>https://www.garner.info/</td>\n",
       "      <td>Liberia</td>\n",
       "      <td>Ameliorated directional emulation</td>\n",
       "      <td>2020</td>\n",
       "      <td>Museums / Institutions</td>\n",
       "      <td>2862</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>14</td>\n",
       "      <td>D2c91cc03CA394c</td>\n",
       "      <td>Glover-Pope</td>\n",
       "      <td>http://www.silva.biz/</td>\n",
       "      <td>United Arab Emirates</td>\n",
       "      <td>Persevering contextually-based approach</td>\n",
       "      <td>2013</td>\n",
       "      <td>Medical Practice</td>\n",
       "      <td>9079</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>15</td>\n",
       "      <td>C8AC1eaf9C036F4</td>\n",
       "      <td>Pacheco-Spears</td>\n",
       "      <td>https://aguilar.com/</td>\n",
       "      <td>Sweden</td>\n",
       "      <td>Secured logistical synergy</td>\n",
       "      <td>1984</td>\n",
       "      <td>Maritime</td>\n",
       "      <td>769</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>16</td>\n",
       "      <td>b5D10A14f7a8AfE</td>\n",
       "      <td>Hodge-Ayers</td>\n",
       "      <td>http://www.archer-elliott.com/</td>\n",
       "      <td>Honduras</td>\n",
       "      <td>Future-proofed radical implementation</td>\n",
       "      <td>1990</td>\n",
       "      <td>Facilities Services</td>\n",
       "      <td>8508</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>17</td>\n",
       "      <td>68139b5C4De03B4</td>\n",
       "      <td>Bowers, Guerra and Krause</td>\n",
       "      <td>http://www.carrillo-nicholson.com/</td>\n",
       "      <td>Uganda</td>\n",
       "      <td>De-engineered transitional strategy</td>\n",
       "      <td>1972</td>\n",
       "      <td>Primary / Secondary Education</td>\n",
       "      <td>6986</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>18</td>\n",
       "      <td>5c2EffEfdba2BdF</td>\n",
       "      <td>Mckenzie-Melton</td>\n",
       "      <td>http://montoya-thompson.com/</td>\n",
       "      <td>Hong Kong</td>\n",
       "      <td>Reverse-engineered heuristic alliance</td>\n",
       "      <td>1998</td>\n",
       "      <td>Investment Management / Hedge Fund / Private E...</td>\n",
       "      <td>4589</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>19</td>\n",
       "      <td>ba179F19F7925f5</td>\n",
       "      <td>Branch-Mann</td>\n",
       "      <td>http://www.lozano.com/</td>\n",
       "      <td>Botswana</td>\n",
       "      <td>Adaptive intangible frame</td>\n",
       "      <td>1999</td>\n",
       "      <td>Architecture / Planning</td>\n",
       "      <td>7961</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>20</td>\n",
       "      <td>c1Ce9B350BAc66b</td>\n",
       "      <td>Weiss and Sons</td>\n",
       "      <td>https://barrett.com/</td>\n",
       "      <td>Korea</td>\n",
       "      <td>Sharable optimal functionalities</td>\n",
       "      <td>2011</td>\n",
       "      <td>Plastics</td>\n",
       "      <td>5984</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>21</td>\n",
       "      <td>8de40AC4e6EaCa4</td>\n",
       "      <td>Velez, Payne and Coffey</td>\n",
       "      <td>http://burton.com/</td>\n",
       "      <td>Luxembourg</td>\n",
       "      <td>Mandatory coherent synergy</td>\n",
       "      <td>1986</td>\n",
       "      <td>Wholesale</td>\n",
       "      <td>5010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>22</td>\n",
       "      <td>Aad86a4F0385F2d</td>\n",
       "      <td>Harrell LLC</td>\n",
       "      <td>http://www.frey-rosario.com/</td>\n",
       "      <td>Guadeloupe</td>\n",
       "      <td>Reverse-engineered mission-critical moratorium</td>\n",
       "      <td>2018</td>\n",
       "      <td>Construction</td>\n",
       "      <td>2185</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>23</td>\n",
       "      <td>22aC3FFd64fD703</td>\n",
       "      <td>Eaton, Reynolds and Vargas</td>\n",
       "      <td>http://www.freeman.biz/</td>\n",
       "      <td>Monaco</td>\n",
       "      <td>Self-enabling multi-tasking process improvement</td>\n",
       "      <td>2014</td>\n",
       "      <td>Luxury Goods / Jewelry</td>\n",
       "      <td>8987</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>24</td>\n",
       "      <td>5Ec4C272bCf085c</td>\n",
       "      <td>Robbins-Cummings</td>\n",
       "      <td>http://donaldson-wilkins.com/</td>\n",
       "      <td>Belgium</td>\n",
       "      <td>Organic non-volatile hierarchy</td>\n",
       "      <td>1991</td>\n",
       "      <td>Pharmaceuticals</td>\n",
       "      <td>5038</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>25</td>\n",
       "      <td>5fDBeA8BB91a000</td>\n",
       "      <td>Jenkins Inc</td>\n",
       "      <td>http://www.kirk.biz/</td>\n",
       "      <td>South Africa</td>\n",
       "      <td>Front-line systematic help-desk</td>\n",
       "      <td>2002</td>\n",
       "      <td>Insurance</td>\n",
       "      <td>1215</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>26</td>\n",
       "      <td>dFfD6a6F9AC2d9C</td>\n",
       "      <td>Greene, Benjamin and Novak</td>\n",
       "      <td>http://www.kent.net/</td>\n",
       "      <td>Romania</td>\n",
       "      <td>Centralized leadingedge moratorium</td>\n",
       "      <td>2012</td>\n",
       "      <td>Museums / Institutions</td>\n",
       "      <td>4941</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>27</td>\n",
       "      <td>4B217cC5a0674C5</td>\n",
       "      <td>Dickson, Richmond and Clay</td>\n",
       "      <td>http://everett.com/</td>\n",
       "      <td>Czech Republic</td>\n",
       "      <td>Team-oriented tangible complexity</td>\n",
       "      <td>1980</td>\n",
       "      <td>Real Estate / Mortgage</td>\n",
       "      <td>3122</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>28</td>\n",
       "      <td>88b1f1cDcf59a37</td>\n",
       "      <td>Prince-David</td>\n",
       "      <td>http://thompson.com/</td>\n",
       "      <td>Christmas Island</td>\n",
       "      <td>Virtual holistic methodology</td>\n",
       "      <td>1970</td>\n",
       "      <td>Banking / Mortgage</td>\n",
       "      <td>1046</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>29</td>\n",
       "      <td>f9F7bBCAEeC360F</td>\n",
       "      <td>Ayala LLC</td>\n",
       "      <td>http://www.zhang.com/</td>\n",
       "      <td>Philippines</td>\n",
       "      <td>Open-source zero administration hierarchy</td>\n",
       "      <td>2021</td>\n",
       "      <td>Legal Services</td>\n",
       "      <td>7664</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>30</td>\n",
       "      <td>7Cb3AeFcE4Ba31e</td>\n",
       "      <td>Rivas Group</td>\n",
       "      <td>https://hebert.org/</td>\n",
       "      <td>Australia</td>\n",
       "      <td>Open-architected well-modulated capacity</td>\n",
       "      <td>1998</td>\n",
       "      <td>Logistics / Procurement</td>\n",
       "      <td>4155</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>31</td>\n",
       "      <td>ccBcC32adcbc530</td>\n",
       "      <td>Sloan, Mays and Whitehead</td>\n",
       "      <td>http://lawson.com/</td>\n",
       "      <td>Chad</td>\n",
       "      <td>Face-to-face high-level conglomeration</td>\n",
       "      <td>1997</td>\n",
       "      <td>Civil Engineering</td>\n",
       "      <td>365</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>32</td>\n",
       "      <td>f5afd686b3d05F5</td>\n",
       "      <td>Durham, Allen and Barnes</td>\n",
       "      <td>http://chan-stafford.org/</td>\n",
       "      <td>Zimbabwe</td>\n",
       "      <td>Synergistic web-enabled framework</td>\n",
       "      <td>1993</td>\n",
       "      <td>Mechanical or Industrial Engineering</td>\n",
       "      <td>6135</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>33</td>\n",
       "      <td>38C6cfC5074Fa5e</td>\n",
       "      <td>Fritz-Franklin</td>\n",
       "      <td>http://www.lambert.com/</td>\n",
       "      <td>Nepal</td>\n",
       "      <td>Automated 4thgeneration website</td>\n",
       "      <td>1972</td>\n",
       "      <td>Hospitality</td>\n",
       "      <td>4516</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>34</td>\n",
       "      <td>5Cd7efccCcba38f</td>\n",
       "      <td>Burch-Ewing</td>\n",
       "      <td>http://cline.net/</td>\n",
       "      <td>Taiwan</td>\n",
       "      <td>User-centric 4thgeneration system engine</td>\n",
       "      <td>1981</td>\n",
       "      <td>Venture Capital / VC</td>\n",
       "      <td>7443</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>35</td>\n",
       "      <td>9E6Acb51e3F9d6F</td>\n",
       "      <td>Glass, Barrera and Turner</td>\n",
       "      <td>https://dunlap.com/</td>\n",
       "      <td>Kyrgyz Republic</td>\n",
       "      <td>Multi-channeled 3rdgeneration open system</td>\n",
       "      <td>2020</td>\n",
       "      <td>Utilities</td>\n",
       "      <td>2610</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>36</td>\n",
       "      <td>4D4d7E18321eaeC</td>\n",
       "      <td>Pineda-Cox</td>\n",
       "      <td>http://aguilar.org/</td>\n",
       "      <td>Bolivia</td>\n",
       "      <td>Fundamental asynchronous capability</td>\n",
       "      <td>2010</td>\n",
       "      <td>Human Resources / HR</td>\n",
       "      <td>1312</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>37</td>\n",
       "      <td>485f5d06B938F2b</td>\n",
       "      <td>Baker, Mccann and Macdonald</td>\n",
       "      <td>http://www.anderson-barker.com/</td>\n",
       "      <td>Kenya</td>\n",
       "      <td>Cross-group user-facing focus group</td>\n",
       "      <td>2013</td>\n",
       "      <td>Legislative Office</td>\n",
       "      <td>1638</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>38</td>\n",
       "      <td>19E3a5Bf6dBDc4F</td>\n",
       "      <td>Cuevas-Moss</td>\n",
       "      <td>https://dodson-castaneda.net/</td>\n",
       "      <td>Guatemala</td>\n",
       "      <td>Extended human-resource intranet</td>\n",
       "      <td>1994</td>\n",
       "      <td>Music</td>\n",
       "      <td>9995</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>39</td>\n",
       "      <td>6883A965c7b68F7</td>\n",
       "      <td>Hahn PLC</td>\n",
       "      <td>http://newman.com/</td>\n",
       "      <td>Belarus</td>\n",
       "      <td>Organic logistical leverage</td>\n",
       "      <td>2012</td>\n",
       "      <td>Electrical / Electronic Manufacturing</td>\n",
       "      <td>3715</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>40</td>\n",
       "      <td>AC5B7AA74Aa4A2E</td>\n",
       "      <td>Valentine, Ferguson and Kramer</td>\n",
       "      <td>http://stuart.net/</td>\n",
       "      <td>Jersey</td>\n",
       "      <td>Centralized secondary time-frame</td>\n",
       "      <td>1997</td>\n",
       "      <td>Non - Profit / Volunteering</td>\n",
       "      <td>3585</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>41</td>\n",
       "      <td>decab0D5027CA6a</td>\n",
       "      <td>Arroyo Inc</td>\n",
       "      <td>https://www.turner.com/</td>\n",
       "      <td>Grenada</td>\n",
       "      <td>Managed demand-driven website</td>\n",
       "      <td>2006</td>\n",
       "      <td>Writing / Editing</td>\n",
       "      <td>9067</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>42</td>\n",
       "      <td>dF084FbBb613eea</td>\n",
       "      <td>Walls LLC</td>\n",
       "      <td>http://www.reese-vasquez.biz/</td>\n",
       "      <td>Cape Verde</td>\n",
       "      <td>Self-enabling fresh-thinking installation</td>\n",
       "      <td>1989</td>\n",
       "      <td>Investment Management / Hedge Fund / Private E...</td>\n",
       "      <td>1678</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>43</td>\n",
       "      <td>A2D89Ab9bCcAd4e</td>\n",
       "      <td>Mitchell, Warren and Schneider</td>\n",
       "      <td>https://fox.biz/</td>\n",
       "      <td>Trinidad and Tobago</td>\n",
       "      <td>Enhanced intangible time-frame</td>\n",
       "      <td>2021</td>\n",
       "      <td>Capital Markets / Hedge Fund / Private Equity</td>\n",
       "      <td>3816</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>44</td>\n",
       "      <td>77aDc905434a49f</td>\n",
       "      <td>Prince PLC</td>\n",
       "      <td>https://www.watts.com/</td>\n",
       "      <td>Sweden</td>\n",
       "      <td>Profit-focused coherent installation</td>\n",
       "      <td>2016</td>\n",
       "      <td>Individual / Family Services</td>\n",
       "      <td>7645</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>45</td>\n",
       "      <td>235fdEFE2cfDa5F</td>\n",
       "      <td>Brock-Blackwell</td>\n",
       "      <td>http://www.small.com/</td>\n",
       "      <td>Benin</td>\n",
       "      <td>Secured foreground emulation</td>\n",
       "      <td>1986</td>\n",
       "      <td>Online Publishing</td>\n",
       "      <td>7034</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>46</td>\n",
       "      <td>1eD64cFe986BBbE</td>\n",
       "      <td>Walton-Barnett</td>\n",
       "      <td>https://ashley-schaefer.com/</td>\n",
       "      <td>Western Sahara</td>\n",
       "      <td>Right-sized clear-thinking flexibility</td>\n",
       "      <td>2001</td>\n",
       "      <td>Luxury Goods / Jewelry</td>\n",
       "      <td>1746</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>47</td>\n",
       "      <td>CbBbFcdd0eaE2cF</td>\n",
       "      <td>Bartlett-Arroyo</td>\n",
       "      <td>https://cruz.com/</td>\n",
       "      <td>Northern Mariana Islands</td>\n",
       "      <td>Realigned didactic function</td>\n",
       "      <td>1976</td>\n",
       "      <td>Civic / Social Organization</td>\n",
       "      <td>3987</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>48</td>\n",
       "      <td>49aECbDaE6aBD53</td>\n",
       "      <td>Wallace, Madden and Morris</td>\n",
       "      <td>http://www.blevins-fernandez.biz/</td>\n",
       "      <td>Germany</td>\n",
       "      <td>Persistent real-time customer loyalty</td>\n",
       "      <td>2016</td>\n",
       "      <td>Pharmaceuticals</td>\n",
       "      <td>9443</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>49</td>\n",
       "      <td>7b3fe6e7E72bFa4</td>\n",
       "      <td>Berg-Sparks</td>\n",
       "      <td>https://cisneros-love.com/</td>\n",
       "      <td>Canada</td>\n",
       "      <td>Stand-alone static implementation</td>\n",
       "      <td>1974</td>\n",
       "      <td>Arts / Crafts</td>\n",
       "      <td>2073</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>50</td>\n",
       "      <td>c6DedA82A8aef7E</td>\n",
       "      <td>Gonzales Ltd</td>\n",
       "      <td>http://bird.com/</td>\n",
       "      <td>Tonga</td>\n",
       "      <td>Managed human-resource policy</td>\n",
       "      <td>1988</td>\n",
       "      <td>Consumer Goods</td>\n",
       "      <td>9069</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>51</td>\n",
       "      <td>7D9FBF85cdC3871</td>\n",
       "      <td>Lawson and Sons</td>\n",
       "      <td>https://www.wong.com/</td>\n",
       "      <td>French Southern Territories</td>\n",
       "      <td>Compatible analyzing intranet</td>\n",
       "      <td>2021</td>\n",
       "      <td>Arts / Crafts</td>\n",
       "      <td>3527</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>52</td>\n",
       "      <td>7dd18Fb7cB07b65</td>\n",
       "      <td>Mcguire, Mcconnell and Olsen</td>\n",
       "      <td>https://melton-briggs.com/</td>\n",
       "      <td>Korea</td>\n",
       "      <td>Profound client-server frame</td>\n",
       "      <td>1988</td>\n",
       "      <td>Printing</td>\n",
       "      <td>8445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>53</td>\n",
       "      <td>EF5B55FadccB8Fe</td>\n",
       "      <td>Charles-Phillips</td>\n",
       "      <td>https://bowman.com/</td>\n",
       "      <td>Cote d'Ivoire</td>\n",
       "      <td>Monitored client-server implementation</td>\n",
       "      <td>2012</td>\n",
       "      <td>Mental Health Care</td>\n",
       "      <td>3450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>54</td>\n",
       "      <td>f8D4B99e11fAF5D</td>\n",
       "      <td>Odom Ltd</td>\n",
       "      <td>https://www.humphrey-hess.com/</td>\n",
       "      <td>Cote d'Ivoire</td>\n",
       "      <td>Advanced static process improvement</td>\n",
       "      <td>2012</td>\n",
       "      <td>Management Consulting</td>\n",
       "      <td>1825</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>55</td>\n",
       "      <td>e24D21BFd3bF1E5</td>\n",
       "      <td>Richard PLC</td>\n",
       "      <td>https://holden-coleman.net/</td>\n",
       "      <td>Mayotte</td>\n",
       "      <td>Object-based optimizing model</td>\n",
       "      <td>1971</td>\n",
       "      <td>Broadcast Media</td>\n",
       "      <td>4942</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>56</td>\n",
       "      <td>B9BdfEB6D3Ca44E</td>\n",
       "      <td>Sampson Ltd</td>\n",
       "      <td>https://blevins.com/</td>\n",
       "      <td>Cayman Islands</td>\n",
       "      <td>Intuitive local adapter</td>\n",
       "      <td>2005</td>\n",
       "      <td>Farming</td>\n",
       "      <td>1418</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>57</td>\n",
       "      <td>2a74D6f3D3B268e</td>\n",
       "      <td>Cherry, Le and Callahan</td>\n",
       "      <td>https://waller-delacruz.biz/</td>\n",
       "      <td>Nigeria</td>\n",
       "      <td>Universal human-resource collaboration</td>\n",
       "      <td>2017</td>\n",
       "      <td>Entertainment / Movie Production</td>\n",
       "      <td>7202</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>58</td>\n",
       "      <td>Bf3F3f62c8aBC33</td>\n",
       "      <td>Cherry PLC</td>\n",
       "      <td>https://www.avila.info/</td>\n",
       "      <td>Marshall Islands</td>\n",
       "      <td>Persistent tertiary website</td>\n",
       "      <td>1980</td>\n",
       "      <td>Plastics</td>\n",
       "      <td>8245</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>59</td>\n",
       "      <td>aeBe26B80a7a23c</td>\n",
       "      <td>Melton-Nichols</td>\n",
       "      <td>https://kennedy.com/</td>\n",
       "      <td>Palau</td>\n",
       "      <td>User-friendly clear-thinking productivity</td>\n",
       "      <td>2021</td>\n",
       "      <td>Legislative Office</td>\n",
       "      <td>8741</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>60</td>\n",
       "      <td>aAeb29ad43886C6</td>\n",
       "      <td>Potter-Walsh</td>\n",
       "      <td>http://thomas-french.org/</td>\n",
       "      <td>Turkey</td>\n",
       "      <td>Optional non-volatile open system</td>\n",
       "      <td>2008</td>\n",
       "      <td>Human Resources / HR</td>\n",
       "      <td>6923</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>61</td>\n",
       "      <td>bD1bc6bB6d1FeD3</td>\n",
       "      <td>Freeman-Chen</td>\n",
       "      <td>https://mathis.com/</td>\n",
       "      <td>Timor-Leste</td>\n",
       "      <td>Phased next generation adapter</td>\n",
       "      <td>1973</td>\n",
       "      <td>International Trade / Development</td>\n",
       "      <td>346</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>62</td>\n",
       "      <td>EB9f456e8b7022a</td>\n",
       "      <td>Soto Group</td>\n",
       "      <td>https://norris.info/</td>\n",
       "      <td>Vietnam</td>\n",
       "      <td>Enterprise-wide executive installation</td>\n",
       "      <td>1988</td>\n",
       "      <td>Business Supplies / Equipment</td>\n",
       "      <td>9097</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>63</td>\n",
       "      <td>Dfef38C51D8DAe3</td>\n",
       "      <td>Poole, Cruz and Whitney</td>\n",
       "      <td>https://reed.info/</td>\n",
       "      <td>Reunion</td>\n",
       "      <td>Balanced analyzing groupware</td>\n",
       "      <td>1978</td>\n",
       "      <td>Marketing / Advertising / Sales</td>\n",
       "      <td>2992</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>64</td>\n",
       "      <td>055ffEfB2Dd95B0</td>\n",
       "      <td>Riley Ltd</td>\n",
       "      <td>http://wiley.com/</td>\n",
       "      <td>Brazil</td>\n",
       "      <td>Optional exuding superstructure</td>\n",
       "      <td>1986</td>\n",
       "      <td>Textiles</td>\n",
       "      <td>9315</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>65</td>\n",
       "      <td>cBfe4dbAE1699da</td>\n",
       "      <td>Erickson, Andrews and Bailey</td>\n",
       "      <td>https://www.hobbs-grant.com/</td>\n",
       "      <td>Eritrea</td>\n",
       "      <td>Vision-oriented secondary project</td>\n",
       "      <td>2014</td>\n",
       "      <td>Consumer Electronics</td>\n",
       "      <td>7829</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>66</td>\n",
       "      <td>fdFbecbadcdCdf1</td>\n",
       "      <td>Wilkinson, Charles and Arroyo</td>\n",
       "      <td>http://hunter-mcfarland.com/</td>\n",
       "      <td>United States Virgin Islands</td>\n",
       "      <td>Assimilated 24/7 archive</td>\n",
       "      <td>1996</td>\n",
       "      <td>Building Materials</td>\n",
       "      <td>602</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>67</td>\n",
       "      <td>5DCb8A5a5ca03c0</td>\n",
       "      <td>Floyd Ltd</td>\n",
       "      <td>http://www.whitney.com/</td>\n",
       "      <td>Falkland Islands (Malvinas)</td>\n",
       "      <td>Function-based fault-tolerant concept</td>\n",
       "      <td>2017</td>\n",
       "      <td>Public Relations / PR</td>\n",
       "      <td>2911</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>68</td>\n",
       "      <td>ce57DCbcFD6d618</td>\n",
       "      <td>Newman-Galloway</td>\n",
       "      <td>https://www.scott.com/</td>\n",
       "      <td>Luxembourg</td>\n",
       "      <td>Enhanced foreground collaboration</td>\n",
       "      <td>1987</td>\n",
       "      <td>Information Technology / IT</td>\n",
       "      <td>3934</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>69</td>\n",
       "      <td>5aaD187dc929371</td>\n",
       "      <td>Frazier-Butler</td>\n",
       "      <td>https://www.daugherty-farley.info/</td>\n",
       "      <td>Northern Mariana Islands</td>\n",
       "      <td>Persistent interactive circuit</td>\n",
       "      <td>1972</td>\n",
       "      <td>Outsourcing / Offshoring</td>\n",
       "      <td>5130</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>70</td>\n",
       "      <td>902D7Ac8b6d476b</td>\n",
       "      <td>Newton Inc</td>\n",
       "      <td>https://www.richmond-manning.info/</td>\n",
       "      <td>Netherlands Antilles</td>\n",
       "      <td>Fundamental stable info-mediaries</td>\n",
       "      <td>1976</td>\n",
       "      <td>Military Industry</td>\n",
       "      <td>563</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>71</td>\n",
       "      <td>32BB9Ff4d939788</td>\n",
       "      <td>Duffy-Levy</td>\n",
       "      <td>https://www.potter.com/</td>\n",
       "      <td>Guernsey</td>\n",
       "      <td>Diverse exuding installation</td>\n",
       "      <td>1982</td>\n",
       "      <td>Wireless</td>\n",
       "      <td>6146</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>72</td>\n",
       "      <td>adcB0afbE58bAe3</td>\n",
       "      <td>Wagner LLC</td>\n",
       "      <td>https://decker-esparza.com/</td>\n",
       "      <td>Uruguay</td>\n",
       "      <td>Reactive attitude-oriented toolset</td>\n",
       "      <td>1987</td>\n",
       "      <td>International Affairs</td>\n",
       "      <td>6874</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>73</td>\n",
       "      <td>dfcA1c84AdB61Ac</td>\n",
       "      <td>Mccall-Holmes</td>\n",
       "      <td>http://www.dean.com/</td>\n",
       "      <td>Benin</td>\n",
       "      <td>Object-based value-added database</td>\n",
       "      <td>2009</td>\n",
       "      <td>Legal Services</td>\n",
       "      <td>696</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>74</td>\n",
       "      <td>208044AC2fe52F3</td>\n",
       "      <td>Massey LLC</td>\n",
       "      <td>https://frazier.biz/</td>\n",
       "      <td>Suriname</td>\n",
       "      <td>Configurable zero administration Graphical Use...</td>\n",
       "      <td>1986</td>\n",
       "      <td>Accounting</td>\n",
       "      <td>5004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>75</td>\n",
       "      <td>f3C365f0c1A0623</td>\n",
       "      <td>Hicks LLC</td>\n",
       "      <td>http://alvarez.biz/</td>\n",
       "      <td>Pakistan</td>\n",
       "      <td>Quality-focused client-server Graphical User I...</td>\n",
       "      <td>1970</td>\n",
       "      <td>Computer Software / Engineering</td>\n",
       "      <td>8480</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>76</td>\n",
       "      <td>ec5Bdd3CBAfaB93</td>\n",
       "      <td>Cole, Russell and Avery</td>\n",
       "      <td>http://www.blankenship.com/</td>\n",
       "      <td>Mongolia</td>\n",
       "      <td>De-engineered fault-tolerant challenge</td>\n",
       "      <td>2000</td>\n",
       "      <td>Law Enforcement</td>\n",
       "      <td>7012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>77</td>\n",
       "      <td>DDB19Be7eeB56B4</td>\n",
       "      <td>Cummings-Rojas</td>\n",
       "      <td>https://simon-pearson.com/</td>\n",
       "      <td>Svalbard &amp; Jan Mayen Islands</td>\n",
       "      <td>User-centric modular customer loyalty</td>\n",
       "      <td>2012</td>\n",
       "      <td>Financial Services</td>\n",
       "      <td>7529</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>78</td>\n",
       "      <td>dd6CA3d0bc3cAfc</td>\n",
       "      <td>Beasley, Greene and Mahoney</td>\n",
       "      <td>http://www.petersen-lawrence.com/</td>\n",
       "      <td>Togo</td>\n",
       "      <td>Extended content-based methodology</td>\n",
       "      <td>1976</td>\n",
       "      <td>Religious Institutions</td>\n",
       "      <td>869</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>79</td>\n",
       "      <td>A0B9d56e61070e3</td>\n",
       "      <td>Beasley, Sims and Allison</td>\n",
       "      <td>http://burke.info/</td>\n",
       "      <td>Latvia</td>\n",
       "      <td>Secured zero tolerance hub</td>\n",
       "      <td>1972</td>\n",
       "      <td>Facilities Services</td>\n",
       "      <td>6182</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>80</td>\n",
       "      <td>cBa7EFe5D05Adaf</td>\n",
       "      <td>Crawford-Rivera</td>\n",
       "      <td>https://black-ramirez.org/</td>\n",
       "      <td>Cuba</td>\n",
       "      <td>Persevering exuding budgetary management</td>\n",
       "      <td>1999</td>\n",
       "      <td>Online Publishing</td>\n",
       "      <td>7805</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>81</td>\n",
       "      <td>Ea3f6D52Ec73563</td>\n",
       "      <td>Montes-Hensley</td>\n",
       "      <td>https://krueger.org/</td>\n",
       "      <td>Liechtenstein</td>\n",
       "      <td>Multi-tiered secondary productivity</td>\n",
       "      <td>2009</td>\n",
       "      <td>Printing</td>\n",
       "      <td>8433</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>82</td>\n",
       "      <td>bC0CEd48A8000E0</td>\n",
       "      <td>Velazquez-Odom</td>\n",
       "      <td>https://stokes.com/</td>\n",
       "      <td>Djibouti</td>\n",
       "      <td>Streamlined 6thgeneration function</td>\n",
       "      <td>2002</td>\n",
       "      <td>Alternative Dispute Resolution</td>\n",
       "      <td>4044</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>83</td>\n",
       "      <td>c89b9b59BC4baa1</td>\n",
       "      <td>Eaton-Morales</td>\n",
       "      <td>https://www.reeves-graham.com/</td>\n",
       "      <td>Micronesia</td>\n",
       "      <td>Customer-focused explicit frame</td>\n",
       "      <td>1990</td>\n",
       "      <td>Capital Markets / Hedge Fund / Private Equity</td>\n",
       "      <td>7013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>84</td>\n",
       "      <td>FEC51bce8421a7b</td>\n",
       "      <td>Roberson, Pennington and Palmer</td>\n",
       "      <td>http://www.keith-fisher.com/</td>\n",
       "      <td>Cameroon</td>\n",
       "      <td>Adaptive bi-directional hierarchy</td>\n",
       "      <td>1993</td>\n",
       "      <td>Telecommunications</td>\n",
       "      <td>5571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>85</td>\n",
       "      <td>e0E8e27eAc9CAd5</td>\n",
       "      <td>George, Russo and Guerra</td>\n",
       "      <td>https://drake.com/</td>\n",
       "      <td>Sweden</td>\n",
       "      <td>Centralized non-volatile capability</td>\n",
       "      <td>1989</td>\n",
       "      <td>Military Industry</td>\n",
       "      <td>2880</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>86</td>\n",
       "      <td>B97a6CF9bf5983C</td>\n",
       "      <td>Davila Inc</td>\n",
       "      <td>https://mcconnell.info/</td>\n",
       "      <td>Cocos (Keeling) Islands</td>\n",
       "      <td>Profit-focused dedicated frame</td>\n",
       "      <td>2017</td>\n",
       "      <td>Consumer Electronics</td>\n",
       "      <td>2215</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>87</td>\n",
       "      <td>a0a6f9b3DbcBEb5</td>\n",
       "      <td>Mays-Preston</td>\n",
       "      <td>http://www.browning-key.com/</td>\n",
       "      <td>Mali</td>\n",
       "      <td>User-centric heuristic focus group</td>\n",
       "      <td>2006</td>\n",
       "      <td>Military Industry</td>\n",
       "      <td>5786</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>88</td>\n",
       "      <td>8cC1bDa330a5871</td>\n",
       "      <td>Pineda-Morton</td>\n",
       "      <td>https://www.carr.com/</td>\n",
       "      <td>United States Virgin Islands</td>\n",
       "      <td>Grass-roots methodical info-mediaries</td>\n",
       "      <td>1991</td>\n",
       "      <td>Printing</td>\n",
       "      <td>6168</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>89</td>\n",
       "      <td>ED889CB2FE9cbd3</td>\n",
       "      <td>Huang and Sons</td>\n",
       "      <td>https://www.bolton.com/</td>\n",
       "      <td>Eritrea</td>\n",
       "      <td>Re-contextualized dynamic hierarchy</td>\n",
       "      <td>1981</td>\n",
       "      <td>Semiconductors</td>\n",
       "      <td>7484</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>90</td>\n",
       "      <td>F4Dc1417BC6cb8f</td>\n",
       "      <td>Gilbert-Simon</td>\n",
       "      <td>https://www.bradford.biz/</td>\n",
       "      <td>Burundi</td>\n",
       "      <td>Grass-roots radical parallelism</td>\n",
       "      <td>1973</td>\n",
       "      <td>Newspapers / Journalism</td>\n",
       "      <td>1927</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>91</td>\n",
       "      <td>7ABc3c7ecA03B34</td>\n",
       "      <td>Sampson-Griffith</td>\n",
       "      <td>http://hendricks.org/</td>\n",
       "      <td>Benin</td>\n",
       "      <td>Multi-layered composite paradigm</td>\n",
       "      <td>1972</td>\n",
       "      <td>Textiles</td>\n",
       "      <td>3881</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>92</td>\n",
       "      <td>4e0719FBE38e0aB</td>\n",
       "      <td>Miles-Dominguez</td>\n",
       "      <td>http://www.turner.com/</td>\n",
       "      <td>Gibraltar</td>\n",
       "      <td>Organized empowering forecast</td>\n",
       "      <td>1996</td>\n",
       "      <td>Civic / Social Organization</td>\n",
       "      <td>897</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>93</td>\n",
       "      <td>dEbDAAeDfaed00A</td>\n",
       "      <td>Rowe and Sons</td>\n",
       "      <td>https://www.simpson.org/</td>\n",
       "      <td>El Salvador</td>\n",
       "      <td>Balanced multimedia knowledgebase</td>\n",
       "      <td>1978</td>\n",
       "      <td>Facilities Services</td>\n",
       "      <td>8172</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>94</td>\n",
       "      <td>61BDeCfeFD0cEF5</td>\n",
       "      <td>Valenzuela, Holmes and Rowland</td>\n",
       "      <td>https://www.dorsey.net/</td>\n",
       "      <td>Taiwan</td>\n",
       "      <td>Persistent tertiary focus group</td>\n",
       "      <td>1999</td>\n",
       "      <td>Transportation</td>\n",
       "      <td>1483</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>95</td>\n",
       "      <td>4e91eD25f486110</td>\n",
       "      <td>Best, Wade and Shepard</td>\n",
       "      <td>https://zimmerman.com/</td>\n",
       "      <td>Zimbabwe</td>\n",
       "      <td>Innovative background definition</td>\n",
       "      <td>1991</td>\n",
       "      <td>Gambling / Casinos</td>\n",
       "      <td>4873</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>96</td>\n",
       "      <td>0a0bfFbBbB8eC7c</td>\n",
       "      <td>Holmes Group</td>\n",
       "      <td>https://mcdowell.org/</td>\n",
       "      <td>Ethiopia</td>\n",
       "      <td>Right-sized zero tolerance focus group</td>\n",
       "      <td>1975</td>\n",
       "      <td>Photography</td>\n",
       "      <td>2988</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>97</td>\n",
       "      <td>BA6Cd9Dae2Efd62</td>\n",
       "      <td>Good Ltd</td>\n",
       "      <td>http://duffy.com/</td>\n",
       "      <td>Anguilla</td>\n",
       "      <td>Reverse-engineered composite moratorium</td>\n",
       "      <td>1971</td>\n",
       "      <td>Consumer Services</td>\n",
       "      <td>4292</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>98</td>\n",
       "      <td>E7df80C60Abd7f9</td>\n",
       "      <td>Clements-Espinoza</td>\n",
       "      <td>http://www.flowers.net/</td>\n",
       "      <td>Falkland Islands (Malvinas)</td>\n",
       "      <td>Progressive modular hub</td>\n",
       "      <td>1991</td>\n",
       "      <td>Broadcast Media</td>\n",
       "      <td>236</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>99</td>\n",
       "      <td>AFc285dbE2fEd24</td>\n",
       "      <td>Mendez Inc</td>\n",
       "      <td>https://www.burke.net/</td>\n",
       "      <td>Kyrgyz Republic</td>\n",
       "      <td>User-friendly exuding migration</td>\n",
       "      <td>1993</td>\n",
       "      <td>Education Management</td>\n",
       "      <td>339</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>100</td>\n",
       "      <td>e9eB5A60Cef8354</td>\n",
       "      <td>Watkins-Kaiser</td>\n",
       "      <td>http://www.herring.com/</td>\n",
       "      <td>Togo</td>\n",
       "      <td>Synergistic background access</td>\n",
       "      <td>2009</td>\n",
       "      <td>Financial Services</td>\n",
       "      <td>2785</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Index  Organization Id                             Name   \n",
       "0       1  FAB0d41d5b5d22c                      Ferrell LLC  \\\n",
       "1       2  6A7EdDEA9FaDC52          Mckinney, Riley and Day   \n",
       "2       3  0bFED1ADAE4bcC1                       Hester Ltd   \n",
       "3       4  2bFC1Be8a4ce42f                   Holder-Sellers   \n",
       "4       5  9eE8A6a4Eb96C24                      Mayer Group   \n",
       "5       6  cC757116fe1C085                   Henry-Thompson   \n",
       "6       7  219233e8aFF1BC3                   Hansen-Everett   \n",
       "7       8  ccc93DCF81a31CD                    Mcintosh-Mora   \n",
       "8       9  0B4F93aA06ED03e                         Carr Inc   \n",
       "9      10  738b5aDe6B1C6A5                       Gaines Inc   \n",
       "10     11  AE61b8Ffebbc476                       Kidd Group   \n",
       "11     12  eb3B7D06cCdD609                     Crane-Clarke   \n",
       "12     13  8D0c29189C9798B         Keller, Campos and Black   \n",
       "13     14  D2c91cc03CA394c                      Glover-Pope   \n",
       "14     15  C8AC1eaf9C036F4                   Pacheco-Spears   \n",
       "15     16  b5D10A14f7a8AfE                      Hodge-Ayers   \n",
       "16     17  68139b5C4De03B4        Bowers, Guerra and Krause   \n",
       "17     18  5c2EffEfdba2BdF                  Mckenzie-Melton   \n",
       "18     19  ba179F19F7925f5                      Branch-Mann   \n",
       "19     20  c1Ce9B350BAc66b                   Weiss and Sons   \n",
       "20     21  8de40AC4e6EaCa4          Velez, Payne and Coffey   \n",
       "21     22  Aad86a4F0385F2d                      Harrell LLC   \n",
       "22     23  22aC3FFd64fD703       Eaton, Reynolds and Vargas   \n",
       "23     24  5Ec4C272bCf085c                 Robbins-Cummings   \n",
       "24     25  5fDBeA8BB91a000                      Jenkins Inc   \n",
       "25     26  dFfD6a6F9AC2d9C       Greene, Benjamin and Novak   \n",
       "26     27  4B217cC5a0674C5       Dickson, Richmond and Clay   \n",
       "27     28  88b1f1cDcf59a37                     Prince-David   \n",
       "28     29  f9F7bBCAEeC360F                        Ayala LLC   \n",
       "29     30  7Cb3AeFcE4Ba31e                      Rivas Group   \n",
       "30     31  ccBcC32adcbc530        Sloan, Mays and Whitehead   \n",
       "31     32  f5afd686b3d05F5         Durham, Allen and Barnes   \n",
       "32     33  38C6cfC5074Fa5e                   Fritz-Franklin   \n",
       "33     34  5Cd7efccCcba38f                      Burch-Ewing   \n",
       "34     35  9E6Acb51e3F9d6F        Glass, Barrera and Turner   \n",
       "35     36  4D4d7E18321eaeC                       Pineda-Cox   \n",
       "36     37  485f5d06B938F2b      Baker, Mccann and Macdonald   \n",
       "37     38  19E3a5Bf6dBDc4F                      Cuevas-Moss   \n",
       "38     39  6883A965c7b68F7                         Hahn PLC   \n",
       "39     40  AC5B7AA74Aa4A2E   Valentine, Ferguson and Kramer   \n",
       "40     41  decab0D5027CA6a                       Arroyo Inc   \n",
       "41     42  dF084FbBb613eea                        Walls LLC   \n",
       "42     43  A2D89Ab9bCcAd4e   Mitchell, Warren and Schneider   \n",
       "43     44  77aDc905434a49f                       Prince PLC   \n",
       "44     45  235fdEFE2cfDa5F                  Brock-Blackwell   \n",
       "45     46  1eD64cFe986BBbE                   Walton-Barnett   \n",
       "46     47  CbBbFcdd0eaE2cF                  Bartlett-Arroyo   \n",
       "47     48  49aECbDaE6aBD53       Wallace, Madden and Morris   \n",
       "48     49  7b3fe6e7E72bFa4                      Berg-Sparks   \n",
       "49     50  c6DedA82A8aef7E                     Gonzales Ltd   \n",
       "50     51  7D9FBF85cdC3871                  Lawson and Sons   \n",
       "51     52  7dd18Fb7cB07b65     Mcguire, Mcconnell and Olsen   \n",
       "52     53  EF5B55FadccB8Fe                 Charles-Phillips   \n",
       "53     54  f8D4B99e11fAF5D                         Odom Ltd   \n",
       "54     55  e24D21BFd3bF1E5                      Richard PLC   \n",
       "55     56  B9BdfEB6D3Ca44E                      Sampson Ltd   \n",
       "56     57  2a74D6f3D3B268e          Cherry, Le and Callahan   \n",
       "57     58  Bf3F3f62c8aBC33                       Cherry PLC   \n",
       "58     59  aeBe26B80a7a23c                   Melton-Nichols   \n",
       "59     60  aAeb29ad43886C6                     Potter-Walsh   \n",
       "60     61  bD1bc6bB6d1FeD3                     Freeman-Chen   \n",
       "61     62  EB9f456e8b7022a                       Soto Group   \n",
       "62     63  Dfef38C51D8DAe3          Poole, Cruz and Whitney   \n",
       "63     64  055ffEfB2Dd95B0                        Riley Ltd   \n",
       "64     65  cBfe4dbAE1699da     Erickson, Andrews and Bailey   \n",
       "65     66  fdFbecbadcdCdf1    Wilkinson, Charles and Arroyo   \n",
       "66     67  5DCb8A5a5ca03c0                        Floyd Ltd   \n",
       "67     68  ce57DCbcFD6d618                  Newman-Galloway   \n",
       "68     69  5aaD187dc929371                   Frazier-Butler   \n",
       "69     70  902D7Ac8b6d476b                       Newton Inc   \n",
       "70     71  32BB9Ff4d939788                       Duffy-Levy   \n",
       "71     72  adcB0afbE58bAe3                       Wagner LLC   \n",
       "72     73  dfcA1c84AdB61Ac                    Mccall-Holmes   \n",
       "73     74  208044AC2fe52F3                       Massey LLC   \n",
       "74     75  f3C365f0c1A0623                        Hicks LLC   \n",
       "75     76  ec5Bdd3CBAfaB93          Cole, Russell and Avery   \n",
       "76     77  DDB19Be7eeB56B4                   Cummings-Rojas   \n",
       "77     78  dd6CA3d0bc3cAfc      Beasley, Greene and Mahoney   \n",
       "78     79  A0B9d56e61070e3        Beasley, Sims and Allison   \n",
       "79     80  cBa7EFe5D05Adaf                  Crawford-Rivera   \n",
       "80     81  Ea3f6D52Ec73563                   Montes-Hensley   \n",
       "81     82  bC0CEd48A8000E0                   Velazquez-Odom   \n",
       "82     83  c89b9b59BC4baa1                    Eaton-Morales   \n",
       "83     84  FEC51bce8421a7b  Roberson, Pennington and Palmer   \n",
       "84     85  e0E8e27eAc9CAd5         George, Russo and Guerra   \n",
       "85     86  B97a6CF9bf5983C                       Davila Inc   \n",
       "86     87  a0a6f9b3DbcBEb5                     Mays-Preston   \n",
       "87     88  8cC1bDa330a5871                    Pineda-Morton   \n",
       "88     89  ED889CB2FE9cbd3                   Huang and Sons   \n",
       "89     90  F4Dc1417BC6cb8f                    Gilbert-Simon   \n",
       "90     91  7ABc3c7ecA03B34                 Sampson-Griffith   \n",
       "91     92  4e0719FBE38e0aB                  Miles-Dominguez   \n",
       "92     93  dEbDAAeDfaed00A                    Rowe and Sons   \n",
       "93     94  61BDeCfeFD0cEF5   Valenzuela, Holmes and Rowland   \n",
       "94     95  4e91eD25f486110           Best, Wade and Shepard   \n",
       "95     96  0a0bfFbBbB8eC7c                     Holmes Group   \n",
       "96     97  BA6Cd9Dae2Efd62                         Good Ltd   \n",
       "97     98  E7df80C60Abd7f9                Clements-Espinoza   \n",
       "98     99  AFc285dbE2fEd24                       Mendez Inc   \n",
       "99    100  e9eB5A60Cef8354                   Watkins-Kaiser   \n",
       "\n",
       "                               Website                            Country   \n",
       "0                   https://price.net/                   Papua New Guinea  \\\n",
       "1       http://www.hall-buchanan.info/                            Finland   \n",
       "2            http://sullivan-reed.com/                              China   \n",
       "3                  https://becker.com/                       Turkmenistan   \n",
       "4               http://www.brewer.com/                          Mauritius   \n",
       "5                    http://morse.net/                            Bahamas   \n",
       "6                https://www.kidd.org/                           Pakistan   \n",
       "7              https://www.brooks.com/  Heard Island and McDonald Islands   \n",
       "8                     http://ross.com/                             Kuwait   \n",
       "9          http://sandoval-hooper.com/                         Uzbekistan   \n",
       "10               http://www.lyons.com/          Bouvet Island (Bouvetoya)   \n",
       "11           https://www.sandoval.com/                            Denmark   \n",
       "12            https://www.garner.info/                            Liberia   \n",
       "13               http://www.silva.biz/               United Arab Emirates   \n",
       "14                https://aguilar.com/                             Sweden   \n",
       "15      http://www.archer-elliott.com/                           Honduras   \n",
       "16  http://www.carrillo-nicholson.com/                             Uganda   \n",
       "17        http://montoya-thompson.com/                          Hong Kong   \n",
       "18              http://www.lozano.com/                           Botswana   \n",
       "19                https://barrett.com/                              Korea   \n",
       "20                  http://burton.com/                         Luxembourg   \n",
       "21        http://www.frey-rosario.com/                         Guadeloupe   \n",
       "22             http://www.freeman.biz/                             Monaco   \n",
       "23       http://donaldson-wilkins.com/                            Belgium   \n",
       "24                http://www.kirk.biz/                       South Africa   \n",
       "25                http://www.kent.net/                            Romania   \n",
       "26                 http://everett.com/                     Czech Republic   \n",
       "27                http://thompson.com/                   Christmas Island   \n",
       "28               http://www.zhang.com/                        Philippines   \n",
       "29                 https://hebert.org/                          Australia   \n",
       "30                  http://lawson.com/                               Chad   \n",
       "31           http://chan-stafford.org/                           Zimbabwe   \n",
       "32             http://www.lambert.com/                              Nepal   \n",
       "33                   http://cline.net/                             Taiwan   \n",
       "34                 https://dunlap.com/                    Kyrgyz Republic   \n",
       "35                 http://aguilar.org/                            Bolivia   \n",
       "36     http://www.anderson-barker.com/                              Kenya   \n",
       "37       https://dodson-castaneda.net/                          Guatemala   \n",
       "38                  http://newman.com/                            Belarus   \n",
       "39                  http://stuart.net/                             Jersey   \n",
       "40             https://www.turner.com/                            Grenada   \n",
       "41       http://www.reese-vasquez.biz/                         Cape Verde   \n",
       "42                    https://fox.biz/                Trinidad and Tobago   \n",
       "43              https://www.watts.com/                             Sweden   \n",
       "44               http://www.small.com/                              Benin   \n",
       "45        https://ashley-schaefer.com/                     Western Sahara   \n",
       "46                   https://cruz.com/           Northern Mariana Islands   \n",
       "47   http://www.blevins-fernandez.biz/                            Germany   \n",
       "48          https://cisneros-love.com/                             Canada   \n",
       "49                    http://bird.com/                              Tonga   \n",
       "50               https://www.wong.com/        French Southern Territories   \n",
       "51          https://melton-briggs.com/                              Korea   \n",
       "52                 https://bowman.com/                      Cote d'Ivoire   \n",
       "53      https://www.humphrey-hess.com/                      Cote d'Ivoire   \n",
       "54         https://holden-coleman.net/                            Mayotte   \n",
       "55                https://blevins.com/                     Cayman Islands   \n",
       "56        https://waller-delacruz.biz/                            Nigeria   \n",
       "57             https://www.avila.info/                   Marshall Islands   \n",
       "58                https://kennedy.com/                              Palau   \n",
       "59           http://thomas-french.org/                             Turkey   \n",
       "60                 https://mathis.com/                        Timor-Leste   \n",
       "61                https://norris.info/                            Vietnam   \n",
       "62                  https://reed.info/                            Reunion   \n",
       "63                   http://wiley.com/                             Brazil   \n",
       "64        https://www.hobbs-grant.com/                            Eritrea   \n",
       "65        http://hunter-mcfarland.com/       United States Virgin Islands   \n",
       "66             http://www.whitney.com/        Falkland Islands (Malvinas)   \n",
       "67              https://www.scott.com/                         Luxembourg   \n",
       "68  https://www.daugherty-farley.info/           Northern Mariana Islands   \n",
       "69  https://www.richmond-manning.info/               Netherlands Antilles   \n",
       "70             https://www.potter.com/                           Guernsey   \n",
       "71         https://decker-esparza.com/                            Uruguay   \n",
       "72                http://www.dean.com/                              Benin   \n",
       "73                https://frazier.biz/                           Suriname   \n",
       "74                 http://alvarez.biz/                           Pakistan   \n",
       "75         http://www.blankenship.com/                           Mongolia   \n",
       "76          https://simon-pearson.com/       Svalbard & Jan Mayen Islands   \n",
       "77   http://www.petersen-lawrence.com/                               Togo   \n",
       "78                  http://burke.info/                             Latvia   \n",
       "79          https://black-ramirez.org/                               Cuba   \n",
       "80                https://krueger.org/                      Liechtenstein   \n",
       "81                 https://stokes.com/                           Djibouti   \n",
       "82      https://www.reeves-graham.com/                         Micronesia   \n",
       "83        http://www.keith-fisher.com/                           Cameroon   \n",
       "84                  https://drake.com/                             Sweden   \n",
       "85             https://mcconnell.info/            Cocos (Keeling) Islands   \n",
       "86        http://www.browning-key.com/                               Mali   \n",
       "87               https://www.carr.com/       United States Virgin Islands   \n",
       "88             https://www.bolton.com/                            Eritrea   \n",
       "89           https://www.bradford.biz/                            Burundi   \n",
       "90               http://hendricks.org/                              Benin   \n",
       "91              http://www.turner.com/                          Gibraltar   \n",
       "92            https://www.simpson.org/                        El Salvador   \n",
       "93             https://www.dorsey.net/                             Taiwan   \n",
       "94              https://zimmerman.com/                           Zimbabwe   \n",
       "95               https://mcdowell.org/                           Ethiopia   \n",
       "96                   http://duffy.com/                           Anguilla   \n",
       "97             http://www.flowers.net/        Falkland Islands (Malvinas)   \n",
       "98              https://www.burke.net/                    Kyrgyz Republic   \n",
       "99             http://www.herring.com/                               Togo   \n",
       "\n",
       "                                          Description  Founded   \n",
       "0                 Horizontal empowering knowledgebase     1990  \\\n",
       "1                 User-centric system-worthy leverage     2015   \n",
       "2                      Switchable scalable moratorium     1971   \n",
       "3      De-engineered systemic artificial intelligence     2004   \n",
       "4                  Synchronized needs-based challenge     1991   \n",
       "5        Face-to-face well-modulated customer loyalty     1992   \n",
       "6              Seamless disintermediate collaboration     2018   \n",
       "7            Centralized attitude-oriented capability     1970   \n",
       "8              Distributed impactful customer loyalty     1996   \n",
       "9                     Multi-lateral scalable protocol     1997   \n",
       "10                      Proactive foreground paradigm     2001   \n",
       "11               Front-line clear-thinking encryption     2014   \n",
       "12                  Ameliorated directional emulation     2020   \n",
       "13            Persevering contextually-based approach     2013   \n",
       "14                         Secured logistical synergy     1984   \n",
       "15              Future-proofed radical implementation     1990   \n",
       "16                De-engineered transitional strategy     1972   \n",
       "17              Reverse-engineered heuristic alliance     1998   \n",
       "18                          Adaptive intangible frame     1999   \n",
       "19                   Sharable optimal functionalities     2011   \n",
       "20                         Mandatory coherent synergy     1986   \n",
       "21     Reverse-engineered mission-critical moratorium     2018   \n",
       "22    Self-enabling multi-tasking process improvement     2014   \n",
       "23                     Organic non-volatile hierarchy     1991   \n",
       "24                    Front-line systematic help-desk     2002   \n",
       "25                 Centralized leadingedge moratorium     2012   \n",
       "26                  Team-oriented tangible complexity     1980   \n",
       "27                       Virtual holistic methodology     1970   \n",
       "28          Open-source zero administration hierarchy     2021   \n",
       "29           Open-architected well-modulated capacity     1998   \n",
       "30             Face-to-face high-level conglomeration     1997   \n",
       "31                  Synergistic web-enabled framework     1993   \n",
       "32                    Automated 4thgeneration website     1972   \n",
       "33           User-centric 4thgeneration system engine     1981   \n",
       "34          Multi-channeled 3rdgeneration open system     2020   \n",
       "35                Fundamental asynchronous capability     2010   \n",
       "36                Cross-group user-facing focus group     2013   \n",
       "37                   Extended human-resource intranet     1994   \n",
       "38                        Organic logistical leverage     2012   \n",
       "39                   Centralized secondary time-frame     1997   \n",
       "40                      Managed demand-driven website     2006   \n",
       "41          Self-enabling fresh-thinking installation     1989   \n",
       "42                     Enhanced intangible time-frame     2021   \n",
       "43               Profit-focused coherent installation     2016   \n",
       "44                       Secured foreground emulation     1986   \n",
       "45             Right-sized clear-thinking flexibility     2001   \n",
       "46                        Realigned didactic function     1976   \n",
       "47              Persistent real-time customer loyalty     2016   \n",
       "48                  Stand-alone static implementation     1974   \n",
       "49                      Managed human-resource policy     1988   \n",
       "50                      Compatible analyzing intranet     2021   \n",
       "51                       Profound client-server frame     1988   \n",
       "52             Monitored client-server implementation     2012   \n",
       "53                Advanced static process improvement     2012   \n",
       "54                      Object-based optimizing model     1971   \n",
       "55                            Intuitive local adapter     2005   \n",
       "56             Universal human-resource collaboration     2017   \n",
       "57                        Persistent tertiary website     1980   \n",
       "58          User-friendly clear-thinking productivity     2021   \n",
       "59                  Optional non-volatile open system     2008   \n",
       "60                     Phased next generation adapter     1973   \n",
       "61             Enterprise-wide executive installation     1988   \n",
       "62                       Balanced analyzing groupware     1978   \n",
       "63                    Optional exuding superstructure     1986   \n",
       "64                  Vision-oriented secondary project     2014   \n",
       "65                           Assimilated 24/7 archive     1996   \n",
       "66              Function-based fault-tolerant concept     2017   \n",
       "67                  Enhanced foreground collaboration     1987   \n",
       "68                     Persistent interactive circuit     1972   \n",
       "69                  Fundamental stable info-mediaries     1976   \n",
       "70                       Diverse exuding installation     1982   \n",
       "71                 Reactive attitude-oriented toolset     1987   \n",
       "72                  Object-based value-added database     2009   \n",
       "73  Configurable zero administration Graphical Use...     1986   \n",
       "74  Quality-focused client-server Graphical User I...     1970   \n",
       "75             De-engineered fault-tolerant challenge     2000   \n",
       "76              User-centric modular customer loyalty     2012   \n",
       "77                 Extended content-based methodology     1976   \n",
       "78                         Secured zero tolerance hub     1972   \n",
       "79           Persevering exuding budgetary management     1999   \n",
       "80                Multi-tiered secondary productivity     2009   \n",
       "81                 Streamlined 6thgeneration function     2002   \n",
       "82                    Customer-focused explicit frame     1990   \n",
       "83                  Adaptive bi-directional hierarchy     1993   \n",
       "84                Centralized non-volatile capability     1989   \n",
       "85                     Profit-focused dedicated frame     2017   \n",
       "86                 User-centric heuristic focus group     2006   \n",
       "87              Grass-roots methodical info-mediaries     1991   \n",
       "88                Re-contextualized dynamic hierarchy     1981   \n",
       "89                    Grass-roots radical parallelism     1973   \n",
       "90                   Multi-layered composite paradigm     1972   \n",
       "91                      Organized empowering forecast     1996   \n",
       "92                  Balanced multimedia knowledgebase     1978   \n",
       "93                    Persistent tertiary focus group     1999   \n",
       "94                   Innovative background definition     1991   \n",
       "95             Right-sized zero tolerance focus group     1975   \n",
       "96            Reverse-engineered composite moratorium     1971   \n",
       "97                            Progressive modular hub     1991   \n",
       "98                    User-friendly exuding migration     1993   \n",
       "99                      Synergistic background access     2009   \n",
       "\n",
       "                                             Industry  Number of employees  \n",
       "0                                            Plastics                 3498  \n",
       "1                         Glass / Ceramics / Concrete                 4952  \n",
       "2                                       Public Safety                 5287  \n",
       "3                                          Automotive                  921  \n",
       "4                                      Transportation                 7870  \n",
       "5                       Primary / Secondary Education                 4914  \n",
       "6                                 Publishing Industry                 7832  \n",
       "7                                     Import / Export                 4389  \n",
       "8                                            Plastics                 8167  \n",
       "9                            Outsourcing / Offshoring                 9698  \n",
       "10                      Primary / Secondary Education                 7473  \n",
       "11                                   Food / Beverages                 9011  \n",
       "12                             Museums / Institutions                 2862  \n",
       "13                                   Medical Practice                 9079  \n",
       "14                                           Maritime                  769  \n",
       "15                                Facilities Services                 8508  \n",
       "16                      Primary / Secondary Education                 6986  \n",
       "17  Investment Management / Hedge Fund / Private E...                 4589  \n",
       "18                            Architecture / Planning                 7961  \n",
       "19                                           Plastics                 5984  \n",
       "20                                          Wholesale                 5010  \n",
       "21                                       Construction                 2185  \n",
       "22                             Luxury Goods / Jewelry                 8987  \n",
       "23                                    Pharmaceuticals                 5038  \n",
       "24                                          Insurance                 1215  \n",
       "25                             Museums / Institutions                 4941  \n",
       "26                             Real Estate / Mortgage                 3122  \n",
       "27                                 Banking / Mortgage                 1046  \n",
       "28                                     Legal Services                 7664  \n",
       "29                            Logistics / Procurement                 4155  \n",
       "30                                  Civil Engineering                  365  \n",
       "31               Mechanical or Industrial Engineering                 6135  \n",
       "32                                        Hospitality                 4516  \n",
       "33                               Venture Capital / VC                 7443  \n",
       "34                                          Utilities                 2610  \n",
       "35                               Human Resources / HR                 1312  \n",
       "36                                 Legislative Office                 1638  \n",
       "37                                              Music                 9995  \n",
       "38              Electrical / Electronic Manufacturing                 3715  \n",
       "39                        Non - Profit / Volunteering                 3585  \n",
       "40                                  Writing / Editing                 9067  \n",
       "41  Investment Management / Hedge Fund / Private E...                 1678  \n",
       "42      Capital Markets / Hedge Fund / Private Equity                 3816  \n",
       "43                       Individual / Family Services                 7645  \n",
       "44                                  Online Publishing                 7034  \n",
       "45                             Luxury Goods / Jewelry                 1746  \n",
       "46                        Civic / Social Organization                 3987  \n",
       "47                                    Pharmaceuticals                 9443  \n",
       "48                                      Arts / Crafts                 2073  \n",
       "49                                     Consumer Goods                 9069  \n",
       "50                                      Arts / Crafts                 3527  \n",
       "51                                           Printing                 8445  \n",
       "52                                 Mental Health Care                 3450  \n",
       "53                              Management Consulting                 1825  \n",
       "54                                    Broadcast Media                 4942  \n",
       "55                                            Farming                 1418  \n",
       "56                   Entertainment / Movie Production                 7202  \n",
       "57                                           Plastics                 8245  \n",
       "58                                 Legislative Office                 8741  \n",
       "59                               Human Resources / HR                 6923  \n",
       "60                  International Trade / Development                  346  \n",
       "61                      Business Supplies / Equipment                 9097  \n",
       "62                    Marketing / Advertising / Sales                 2992  \n",
       "63                                           Textiles                 9315  \n",
       "64                               Consumer Electronics                 7829  \n",
       "65                                 Building Materials                  602  \n",
       "66                              Public Relations / PR                 2911  \n",
       "67                        Information Technology / IT                 3934  \n",
       "68                           Outsourcing / Offshoring                 5130  \n",
       "69                                  Military Industry                  563  \n",
       "70                                           Wireless                 6146  \n",
       "71                              International Affairs                 6874  \n",
       "72                                     Legal Services                  696  \n",
       "73                                         Accounting                 5004  \n",
       "74                    Computer Software / Engineering                 8480  \n",
       "75                                    Law Enforcement                 7012  \n",
       "76                                 Financial Services                 7529  \n",
       "77                             Religious Institutions                  869  \n",
       "78                                Facilities Services                 6182  \n",
       "79                                  Online Publishing                 7805  \n",
       "80                                           Printing                 8433  \n",
       "81                     Alternative Dispute Resolution                 4044  \n",
       "82      Capital Markets / Hedge Fund / Private Equity                 7013  \n",
       "83                                 Telecommunications                 5571  \n",
       "84                                  Military Industry                 2880  \n",
       "85                               Consumer Electronics                 2215  \n",
       "86                                  Military Industry                 5786  \n",
       "87                                           Printing                 6168  \n",
       "88                                     Semiconductors                 7484  \n",
       "89                            Newspapers / Journalism                 1927  \n",
       "90                                           Textiles                 3881  \n",
       "91                        Civic / Social Organization                  897  \n",
       "92                                Facilities Services                 8172  \n",
       "93                                     Transportation                 1483  \n",
       "94                                 Gambling / Casinos                 4873  \n",
       "95                                        Photography                 2988  \n",
       "96                                  Consumer Services                 4292  \n",
       "97                                    Broadcast Media                  236  \n",
       "98                               Education Management                  339  \n",
       "99                                 Financial Services                 2785  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_sample"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "951f7ae7-e441-45bb-a60e-6b1f9f589f18",
   "metadata": {},
   "source": [
    "### View the columns of the dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "8290af12-93d0-408d-8970-4b5adb00c6b7",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Index', 'Organization Id', 'Name', 'Website', 'Country', 'Description',\n",
       "       'Founded', 'Industry', 'Number of employees'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_sample.columns"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5c87b728-d50b-431c-83c3-37b41e8712fc",
   "metadata": {},
   "source": [
    "### Create a subset of the data by removing un-needed columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "300b11bf-8f1e-4b3e-8b76-c7f9e45ea838",
   "metadata": {
    "tags": []
   },
   "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>Index</th>\n",
       "      <th>Organization Id</th>\n",
       "      <th>Name</th>\n",
       "      <th>Website</th>\n",
       "      <th>Country</th>\n",
       "      <th>Description</th>\n",
       "      <th>Founded</th>\n",
       "      <th>Number of employees</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>FAB0d41d5b5d22c</td>\n",
       "      <td>Ferrell LLC</td>\n",
       "      <td>https://price.net/</td>\n",
       "      <td>Papua New Guinea</td>\n",
       "      <td>Horizontal empowering knowledgebase</td>\n",
       "      <td>1990</td>\n",
       "      <td>3498</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>6A7EdDEA9FaDC52</td>\n",
       "      <td>Mckinney, Riley and Day</td>\n",
       "      <td>http://www.hall-buchanan.info/</td>\n",
       "      <td>Finland</td>\n",
       "      <td>User-centric system-worthy leverage</td>\n",
       "      <td>2015</td>\n",
       "      <td>4952</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>0bFED1ADAE4bcC1</td>\n",
       "      <td>Hester Ltd</td>\n",
       "      <td>http://sullivan-reed.com/</td>\n",
       "      <td>China</td>\n",
       "      <td>Switchable scalable moratorium</td>\n",
       "      <td>1971</td>\n",
       "      <td>5287</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>2bFC1Be8a4ce42f</td>\n",
       "      <td>Holder-Sellers</td>\n",
       "      <td>https://becker.com/</td>\n",
       "      <td>Turkmenistan</td>\n",
       "      <td>De-engineered systemic artificial intelligence</td>\n",
       "      <td>2004</td>\n",
       "      <td>921</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>9eE8A6a4Eb96C24</td>\n",
       "      <td>Mayer Group</td>\n",
       "      <td>http://www.brewer.com/</td>\n",
       "      <td>Mauritius</td>\n",
       "      <td>Synchronized needs-based challenge</td>\n",
       "      <td>1991</td>\n",
       "      <td>7870</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>cC757116fe1C085</td>\n",
       "      <td>Henry-Thompson</td>\n",
       "      <td>http://morse.net/</td>\n",
       "      <td>Bahamas</td>\n",
       "      <td>Face-to-face well-modulated customer loyalty</td>\n",
       "      <td>1992</td>\n",
       "      <td>4914</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>219233e8aFF1BC3</td>\n",
       "      <td>Hansen-Everett</td>\n",
       "      <td>https://www.kidd.org/</td>\n",
       "      <td>Pakistan</td>\n",
       "      <td>Seamless disintermediate collaboration</td>\n",
       "      <td>2018</td>\n",
       "      <td>7832</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8</td>\n",
       "      <td>ccc93DCF81a31CD</td>\n",
       "      <td>Mcintosh-Mora</td>\n",
       "      <td>https://www.brooks.com/</td>\n",
       "      <td>Heard Island and McDonald Islands</td>\n",
       "      <td>Centralized attitude-oriented capability</td>\n",
       "      <td>1970</td>\n",
       "      <td>4389</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9</td>\n",
       "      <td>0B4F93aA06ED03e</td>\n",
       "      <td>Carr Inc</td>\n",
       "      <td>http://ross.com/</td>\n",
       "      <td>Kuwait</td>\n",
       "      <td>Distributed impactful customer loyalty</td>\n",
       "      <td>1996</td>\n",
       "      <td>8167</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10</td>\n",
       "      <td>738b5aDe6B1C6A5</td>\n",
       "      <td>Gaines Inc</td>\n",
       "      <td>http://sandoval-hooper.com/</td>\n",
       "      <td>Uzbekistan</td>\n",
       "      <td>Multi-lateral scalable protocol</td>\n",
       "      <td>1997</td>\n",
       "      <td>9698</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Index  Organization Id                     Name   \n",
       "0      1  FAB0d41d5b5d22c              Ferrell LLC  \\\n",
       "1      2  6A7EdDEA9FaDC52  Mckinney, Riley and Day   \n",
       "2      3  0bFED1ADAE4bcC1               Hester Ltd   \n",
       "3      4  2bFC1Be8a4ce42f           Holder-Sellers   \n",
       "4      5  9eE8A6a4Eb96C24              Mayer Group   \n",
       "5      6  cC757116fe1C085           Henry-Thompson   \n",
       "6      7  219233e8aFF1BC3           Hansen-Everett   \n",
       "7      8  ccc93DCF81a31CD            Mcintosh-Mora   \n",
       "8      9  0B4F93aA06ED03e                 Carr Inc   \n",
       "9     10  738b5aDe6B1C6A5               Gaines Inc   \n",
       "\n",
       "                          Website                            Country   \n",
       "0              https://price.net/                   Papua New Guinea  \\\n",
       "1  http://www.hall-buchanan.info/                            Finland   \n",
       "2       http://sullivan-reed.com/                              China   \n",
       "3             https://becker.com/                       Turkmenistan   \n",
       "4          http://www.brewer.com/                          Mauritius   \n",
       "5               http://morse.net/                            Bahamas   \n",
       "6           https://www.kidd.org/                           Pakistan   \n",
       "7         https://www.brooks.com/  Heard Island and McDonald Islands   \n",
       "8                http://ross.com/                             Kuwait   \n",
       "9     http://sandoval-hooper.com/                         Uzbekistan   \n",
       "\n",
       "                                      Description  Founded   \n",
       "0             Horizontal empowering knowledgebase     1990  \\\n",
       "1             User-centric system-worthy leverage     2015   \n",
       "2                  Switchable scalable moratorium     1971   \n",
       "3  De-engineered systemic artificial intelligence     2004   \n",
       "4              Synchronized needs-based challenge     1991   \n",
       "5    Face-to-face well-modulated customer loyalty     1992   \n",
       "6          Seamless disintermediate collaboration     2018   \n",
       "7        Centralized attitude-oriented capability     1970   \n",
       "8          Distributed impactful customer loyalty     1996   \n",
       "9                 Multi-lateral scalable protocol     1997   \n",
       "\n",
       "   Number of employees  \n",
       "0                 3498  \n",
       "1                 4952  \n",
       "2                 5287  \n",
       "3                  921  \n",
       "4                 7870  \n",
       "5                 4914  \n",
       "6                 7832  \n",
       "7                 4389  \n",
       "8                 8167  \n",
       "9                 9698  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "newSet = df_sample[['Index', 'Organization Id', 'Name', 'Website', 'Country', 'Description',\n",
    "       'Founded', 'Number of employees']]\n",
    "newSet.head(10) #Show only first 10 records\n",
    "# newSet.tail(5) #Show only last 5 records"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1504b9c5-1ee2-4f1a-891a-9e2dddbf57c0",
   "metadata": {},
   "source": [
    "### Check if there are any NaN values in the dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "7ad06201-ce2f-4c76-b0da-148fa0432adf",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index                  0\n",
       "Organization Id        0\n",
       "Name                   0\n",
       "Website                0\n",
       "Country                0\n",
       "Description            0\n",
       "Founded                0\n",
       "Number of employees    0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "newSet.isna().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "639cdd00-4b50-43ad-a9c2-800bd2f6de9e",
   "metadata": {},
   "source": [
    "### If it has NaN values, then following can be used to show the specific records with those values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "e67c604e-1e15-4e6d-ac20-105d1593ea37",
   "metadata": {
    "tags": []
   },
   "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>Index</th>\n",
       "      <th>Organization Id</th>\n",
       "      <th>Name</th>\n",
       "      <th>Website</th>\n",
       "      <th>Country</th>\n",
       "      <th>Description</th>\n",
       "      <th>Founded</th>\n",
       "      <th>Number of employees</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [Index, Organization Id, Name, Website, Country, Description, Founded, Number of employees]\n",
       "Index: []"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "newSet[newSet['Name'].isna()] #Show records where 'Name' field has a NaN value"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "cdeb32fb",
   "metadata": {},
   "source": [
    "### All records where there are no NaN values in a specific column"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "27980eff",
   "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>Index</th>\n",
       "      <th>Organization Id</th>\n",
       "      <th>Name</th>\n",
       "      <th>Website</th>\n",
       "      <th>Country</th>\n",
       "      <th>Description</th>\n",
       "      <th>Founded</th>\n",
       "      <th>Number of employees</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>FAB0d41d5b5d22c</td>\n",
       "      <td>Ferrell LLC</td>\n",
       "      <td>https://price.net/</td>\n",
       "      <td>Papua New Guinea</td>\n",
       "      <td>Horizontal empowering knowledgebase</td>\n",
       "      <td>1990</td>\n",
       "      <td>3498</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>6A7EdDEA9FaDC52</td>\n",
       "      <td>Mckinney, Riley and Day</td>\n",
       "      <td>http://www.hall-buchanan.info/</td>\n",
       "      <td>Finland</td>\n",
       "      <td>User-centric system-worthy leverage</td>\n",
       "      <td>2015</td>\n",
       "      <td>4952</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>0bFED1ADAE4bcC1</td>\n",
       "      <td>Hester Ltd</td>\n",
       "      <td>http://sullivan-reed.com/</td>\n",
       "      <td>China</td>\n",
       "      <td>Switchable scalable moratorium</td>\n",
       "      <td>1971</td>\n",
       "      <td>5287</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>2bFC1Be8a4ce42f</td>\n",
       "      <td>Holder-Sellers</td>\n",
       "      <td>https://becker.com/</td>\n",
       "      <td>Turkmenistan</td>\n",
       "      <td>De-engineered systemic artificial intelligence</td>\n",
       "      <td>2004</td>\n",
       "      <td>921</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>9eE8A6a4Eb96C24</td>\n",
       "      <td>Mayer Group</td>\n",
       "      <td>http://www.brewer.com/</td>\n",
       "      <td>Mauritius</td>\n",
       "      <td>Synchronized needs-based challenge</td>\n",
       "      <td>1991</td>\n",
       "      <td>7870</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>96</td>\n",
       "      <td>0a0bfFbBbB8eC7c</td>\n",
       "      <td>Holmes Group</td>\n",
       "      <td>https://mcdowell.org/</td>\n",
       "      <td>Ethiopia</td>\n",
       "      <td>Right-sized zero tolerance focus group</td>\n",
       "      <td>1975</td>\n",
       "      <td>2988</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>97</td>\n",
       "      <td>BA6Cd9Dae2Efd62</td>\n",
       "      <td>Good Ltd</td>\n",
       "      <td>http://duffy.com/</td>\n",
       "      <td>Anguilla</td>\n",
       "      <td>Reverse-engineered composite moratorium</td>\n",
       "      <td>1971</td>\n",
       "      <td>4292</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>98</td>\n",
       "      <td>E7df80C60Abd7f9</td>\n",
       "      <td>Clements-Espinoza</td>\n",
       "      <td>http://www.flowers.net/</td>\n",
       "      <td>Falkland Islands (Malvinas)</td>\n",
       "      <td>Progressive modular hub</td>\n",
       "      <td>1991</td>\n",
       "      <td>236</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>99</td>\n",
       "      <td>AFc285dbE2fEd24</td>\n",
       "      <td>Mendez Inc</td>\n",
       "      <td>https://www.burke.net/</td>\n",
       "      <td>Kyrgyz Republic</td>\n",
       "      <td>User-friendly exuding migration</td>\n",
       "      <td>1993</td>\n",
       "      <td>339</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>100</td>\n",
       "      <td>e9eB5A60Cef8354</td>\n",
       "      <td>Watkins-Kaiser</td>\n",
       "      <td>http://www.herring.com/</td>\n",
       "      <td>Togo</td>\n",
       "      <td>Synergistic background access</td>\n",
       "      <td>2009</td>\n",
       "      <td>2785</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>100 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    Index  Organization Id                     Name   \n",
       "0       1  FAB0d41d5b5d22c              Ferrell LLC  \\\n",
       "1       2  6A7EdDEA9FaDC52  Mckinney, Riley and Day   \n",
       "2       3  0bFED1ADAE4bcC1               Hester Ltd   \n",
       "3       4  2bFC1Be8a4ce42f           Holder-Sellers   \n",
       "4       5  9eE8A6a4Eb96C24              Mayer Group   \n",
       "..    ...              ...                      ...   \n",
       "95     96  0a0bfFbBbB8eC7c             Holmes Group   \n",
       "96     97  BA6Cd9Dae2Efd62                 Good Ltd   \n",
       "97     98  E7df80C60Abd7f9        Clements-Espinoza   \n",
       "98     99  AFc285dbE2fEd24               Mendez Inc   \n",
       "99    100  e9eB5A60Cef8354           Watkins-Kaiser   \n",
       "\n",
       "                           Website                      Country   \n",
       "0               https://price.net/             Papua New Guinea  \\\n",
       "1   http://www.hall-buchanan.info/                      Finland   \n",
       "2        http://sullivan-reed.com/                        China   \n",
       "3              https://becker.com/                 Turkmenistan   \n",
       "4           http://www.brewer.com/                    Mauritius   \n",
       "..                             ...                          ...   \n",
       "95           https://mcdowell.org/                     Ethiopia   \n",
       "96               http://duffy.com/                     Anguilla   \n",
       "97         http://www.flowers.net/  Falkland Islands (Malvinas)   \n",
       "98          https://www.burke.net/              Kyrgyz Republic   \n",
       "99         http://www.herring.com/                         Togo   \n",
       "\n",
       "                                       Description  Founded   \n",
       "0              Horizontal empowering knowledgebase     1990  \\\n",
       "1              User-centric system-worthy leverage     2015   \n",
       "2                   Switchable scalable moratorium     1971   \n",
       "3   De-engineered systemic artificial intelligence     2004   \n",
       "4               Synchronized needs-based challenge     1991   \n",
       "..                                             ...      ...   \n",
       "95          Right-sized zero tolerance focus group     1975   \n",
       "96         Reverse-engineered composite moratorium     1971   \n",
       "97                         Progressive modular hub     1991   \n",
       "98                 User-friendly exuding migration     1993   \n",
       "99                   Synergistic background access     2009   \n",
       "\n",
       "    Number of employees  \n",
       "0                  3498  \n",
       "1                  4952  \n",
       "2                  5287  \n",
       "3                   921  \n",
       "4                  7870  \n",
       "..                  ...  \n",
       "95                 2988  \n",
       "96                 4292  \n",
       "97                  236  \n",
       "98                  339  \n",
       "99                 2785  \n",
       "\n",
       "[100 rows x 8 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "newSet[~newSet['Name'].isna()] #Show records where "
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "147c5169",
   "metadata": {},
   "source": [
    "### All columns where there are no NaN values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "7a704c8b",
   "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>Index</th>\n",
       "      <th>Organization Id</th>\n",
       "      <th>Name</th>\n",
       "      <th>Website</th>\n",
       "      <th>Country</th>\n",
       "      <th>Description</th>\n",
       "      <th>Founded</th>\n",
       "      <th>Number of employees</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>FAB0d41d5b5d22c</td>\n",
       "      <td>Ferrell LLC</td>\n",
       "      <td>https://price.net/</td>\n",
       "      <td>Papua New Guinea</td>\n",
       "      <td>Horizontal empowering knowledgebase</td>\n",
       "      <td>1990</td>\n",
       "      <td>3498</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>6A7EdDEA9FaDC52</td>\n",
       "      <td>Mckinney, Riley and Day</td>\n",
       "      <td>http://www.hall-buchanan.info/</td>\n",
       "      <td>Finland</td>\n",
       "      <td>User-centric system-worthy leverage</td>\n",
       "      <td>2015</td>\n",
       "      <td>4952</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>0bFED1ADAE4bcC1</td>\n",
       "      <td>Hester Ltd</td>\n",
       "      <td>http://sullivan-reed.com/</td>\n",
       "      <td>China</td>\n",
       "      <td>Switchable scalable moratorium</td>\n",
       "      <td>1971</td>\n",
       "      <td>5287</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>2bFC1Be8a4ce42f</td>\n",
       "      <td>Holder-Sellers</td>\n",
       "      <td>https://becker.com/</td>\n",
       "      <td>Turkmenistan</td>\n",
       "      <td>De-engineered systemic artificial intelligence</td>\n",
       "      <td>2004</td>\n",
       "      <td>921</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>9eE8A6a4Eb96C24</td>\n",
       "      <td>Mayer Group</td>\n",
       "      <td>http://www.brewer.com/</td>\n",
       "      <td>Mauritius</td>\n",
       "      <td>Synchronized needs-based challenge</td>\n",
       "      <td>1991</td>\n",
       "      <td>7870</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>96</td>\n",
       "      <td>0a0bfFbBbB8eC7c</td>\n",
       "      <td>Holmes Group</td>\n",
       "      <td>https://mcdowell.org/</td>\n",
       "      <td>Ethiopia</td>\n",
       "      <td>Right-sized zero tolerance focus group</td>\n",
       "      <td>1975</td>\n",
       "      <td>2988</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>97</td>\n",
       "      <td>BA6Cd9Dae2Efd62</td>\n",
       "      <td>Good Ltd</td>\n",
       "      <td>http://duffy.com/</td>\n",
       "      <td>Anguilla</td>\n",
       "      <td>Reverse-engineered composite moratorium</td>\n",
       "      <td>1971</td>\n",
       "      <td>4292</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>98</td>\n",
       "      <td>E7df80C60Abd7f9</td>\n",
       "      <td>Clements-Espinoza</td>\n",
       "      <td>http://www.flowers.net/</td>\n",
       "      <td>Falkland Islands (Malvinas)</td>\n",
       "      <td>Progressive modular hub</td>\n",
       "      <td>1991</td>\n",
       "      <td>236</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>99</td>\n",
       "      <td>AFc285dbE2fEd24</td>\n",
       "      <td>Mendez Inc</td>\n",
       "      <td>https://www.burke.net/</td>\n",
       "      <td>Kyrgyz Republic</td>\n",
       "      <td>User-friendly exuding migration</td>\n",
       "      <td>1993</td>\n",
       "      <td>339</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>100</td>\n",
       "      <td>e9eB5A60Cef8354</td>\n",
       "      <td>Watkins-Kaiser</td>\n",
       "      <td>http://www.herring.com/</td>\n",
       "      <td>Togo</td>\n",
       "      <td>Synergistic background access</td>\n",
       "      <td>2009</td>\n",
       "      <td>2785</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>100 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    Index  Organization Id                     Name   \n",
       "0       1  FAB0d41d5b5d22c              Ferrell LLC  \\\n",
       "1       2  6A7EdDEA9FaDC52  Mckinney, Riley and Day   \n",
       "2       3  0bFED1ADAE4bcC1               Hester Ltd   \n",
       "3       4  2bFC1Be8a4ce42f           Holder-Sellers   \n",
       "4       5  9eE8A6a4Eb96C24              Mayer Group   \n",
       "..    ...              ...                      ...   \n",
       "95     96  0a0bfFbBbB8eC7c             Holmes Group   \n",
       "96     97  BA6Cd9Dae2Efd62                 Good Ltd   \n",
       "97     98  E7df80C60Abd7f9        Clements-Espinoza   \n",
       "98     99  AFc285dbE2fEd24               Mendez Inc   \n",
       "99    100  e9eB5A60Cef8354           Watkins-Kaiser   \n",
       "\n",
       "                           Website                      Country   \n",
       "0               https://price.net/             Papua New Guinea  \\\n",
       "1   http://www.hall-buchanan.info/                      Finland   \n",
       "2        http://sullivan-reed.com/                        China   \n",
       "3              https://becker.com/                 Turkmenistan   \n",
       "4           http://www.brewer.com/                    Mauritius   \n",
       "..                             ...                          ...   \n",
       "95           https://mcdowell.org/                     Ethiopia   \n",
       "96               http://duffy.com/                     Anguilla   \n",
       "97         http://www.flowers.net/  Falkland Islands (Malvinas)   \n",
       "98          https://www.burke.net/              Kyrgyz Republic   \n",
       "99         http://www.herring.com/                         Togo   \n",
       "\n",
       "                                       Description  Founded   \n",
       "0              Horizontal empowering knowledgebase     1990  \\\n",
       "1              User-centric system-worthy leverage     2015   \n",
       "2                   Switchable scalable moratorium     1971   \n",
       "3   De-engineered systemic artificial intelligence     2004   \n",
       "4               Synchronized needs-based challenge     1991   \n",
       "..                                             ...      ...   \n",
       "95          Right-sized zero tolerance focus group     1975   \n",
       "96         Reverse-engineered composite moratorium     1971   \n",
       "97                         Progressive modular hub     1991   \n",
       "98                 User-friendly exuding migration     1993   \n",
       "99                   Synergistic background access     2009   \n",
       "\n",
       "    Number of employees  \n",
       "0                  3498  \n",
       "1                  4952  \n",
       "2                  5287  \n",
       "3                   921  \n",
       "4                  7870  \n",
       "..                  ...  \n",
       "95                 2988  \n",
       "96                 4292  \n",
       "97                  236  \n",
       "98                  339  \n",
       "99                 2785  \n",
       "\n",
       "[100 rows x 8 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "newSet[~newSet.isnull().any(axis=1)] #Show records where no column has NaN values"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c969bec9-c731-4f4b-aaf6-c5e379bad7f1",
   "metadata": {},
   "source": [
    "### Provide descriptive statistics and shape of the dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "b6b848f1-787a-4e66-bc68-5f2731e88fc9",
   "metadata": {
    "tags": []
   },
   "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>Index</th>\n",
       "      <th>Founded</th>\n",
       "      <th>Number of employees</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>100.000000</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>50.500000</td>\n",
       "      <td>1995.410000</td>\n",
       "      <td>4964.860000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>29.011492</td>\n",
       "      <td>15.744228</td>\n",
       "      <td>2850.859799</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>1970.000000</td>\n",
       "      <td>236.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>25.750000</td>\n",
       "      <td>1983.500000</td>\n",
       "      <td>2741.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>50.500000</td>\n",
       "      <td>1995.000000</td>\n",
       "      <td>4941.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>75.250000</td>\n",
       "      <td>2010.250000</td>\n",
       "      <td>7558.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>100.000000</td>\n",
       "      <td>2021.000000</td>\n",
       "      <td>9995.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Index      Founded  Number of employees\n",
       "count  100.000000   100.000000           100.000000\n",
       "mean    50.500000  1995.410000          4964.860000\n",
       "std     29.011492    15.744228          2850.859799\n",
       "min      1.000000  1970.000000           236.000000\n",
       "25%     25.750000  1983.500000          2741.250000\n",
       "50%     50.500000  1995.000000          4941.500000\n",
       "75%     75.250000  2010.250000          7558.000000\n",
       "max    100.000000  2021.000000          9995.000000"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "newSet.describe()\n",
    "#Note that below shown are all columns with numerical values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "869d53e2-1a06-4068-b34f-ae3a1e01ac04",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<Axes: title={'center': 'Index'}>,\n",
       "        <Axes: title={'center': 'Founded'}>],\n",
       "       [<Axes: title={'center': 'Number of employees'}>, <Axes: >]],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 2000x1000 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "newSet.hist(bins=20, figsize=(20,10))\n",
    "#figsize values represent size of the graphs, with x = length(x) and y = height(y) => (x,y)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ff374063-0bd8-4cbd-9a75-d77b0031eb31",
   "metadata": {},
   "source": [
    "### Show records where 'Founded' is equal to 2015"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "66925699-06bc-4c39-8366-467daa74fc3e",
   "metadata": {
    "tags": []
   },
   "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>Index</th>\n",
       "      <th>Organization Id</th>\n",
       "      <th>Name</th>\n",
       "      <th>Website</th>\n",
       "      <th>Country</th>\n",
       "      <th>Description</th>\n",
       "      <th>Founded</th>\n",
       "      <th>Industry</th>\n",
       "      <th>Number of employees</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>6A7EdDEA9FaDC52</td>\n",
       "      <td>Mckinney, Riley and Day</td>\n",
       "      <td>http://www.hall-buchanan.info/</td>\n",
       "      <td>Finland</td>\n",
       "      <td>User-centric system-worthy leverage</td>\n",
       "      <td>2015</td>\n",
       "      <td>Glass / Ceramics / Concrete</td>\n",
       "      <td>4952</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Index  Organization Id                     Name   \n",
       "1      2  6A7EdDEA9FaDC52  Mckinney, Riley and Day  \\\n",
       "\n",
       "                          Website  Country   \n",
       "1  http://www.hall-buchanan.info/  Finland  \\\n",
       "\n",
       "                           Description  Founded                     Industry   \n",
       "1  User-centric system-worthy leverage     2015  Glass / Ceramics / Concrete  \\\n",
       "\n",
       "   Number of employees  \n",
       "1                 4952  "
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_sample[df_sample['Founded']==2015]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a032496e-3423-447f-87ef-7b9ecd380a48",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.10.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}