Bihar_companies.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "b3fca835",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "88711888",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CORPORATE_IDENTIFICATION_NUMBER</th>\n",
       "      <th>Company_Name</th>\n",
       "      <th>Company_status</th>\n",
       "      <th>Company_class</th>\n",
       "      <th>Company_Category</th>\n",
       "      <th>Company_sub_category</th>\n",
       "      <th>DATE_OF_REGISTRATION</th>\n",
       "      <th>REGISTERED_STATE</th>\n",
       "      <th>AUTHORIZED_CAP</th>\n",
       "      <th>PAIDUP_CAPITAL</th>\n",
       "      <th>Industrial_Class</th>\n",
       "      <th>PRINCIPAL_BUSINESS_ACTIVITY_AS_PER_CIN</th>\n",
       "      <th>Registered_Office_Address</th>\n",
       "      <th>REGISTRAR_OF_COMPANIES</th>\n",
       "      <th>EMAIL_ADDR</th>\n",
       "      <th>Latest_Year_AR</th>\n",
       "      <th>Latest_Year_BS</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>L08032BR1992PLC004781</td>\n",
       "      <td>MS SECURITIES LIMITED</td>\n",
       "      <td>Active</td>\n",
       "      <td>Public</td>\n",
       "      <td>Company limited by Shares</td>\n",
       "      <td>Non-govt company</td>\n",
       "      <td>12-02-92</td>\n",
       "      <td>Bihar</td>\n",
       "      <td>50000000.0</td>\n",
       "      <td>41722500.0</td>\n",
       "      <td>8032</td>\n",
       "      <td>Unclassified</td>\n",
       "      <td>601B, ASHIANA PLAZA BUDH MARGPATNA, BIHAR PATN...</td>\n",
       "      <td>RoC-Patna</td>\n",
       "      <td>mssl.patna@gmail.com</td>\n",
       "      <td>31-03-19</td>\n",
       "      <td>31-03-19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>L15310BR1987PLC002657</td>\n",
       "      <td>AMBUJA ZINC LIMITED</td>\n",
       "      <td>Active</td>\n",
       "      <td>Public</td>\n",
       "      <td>Company limited by Shares</td>\n",
       "      <td>Non-govt company</td>\n",
       "      <td>17-06-87</td>\n",
       "      <td>Bihar</td>\n",
       "      <td>100000000.0</td>\n",
       "      <td>39600000.0</td>\n",
       "      <td>15310</td>\n",
       "      <td>Manufacture of food products and beverages</td>\n",
       "      <td>AMBUJA HOUSE 297, PATLIPUTRA COLONY PATNA , Un...</td>\n",
       "      <td>RoC-Patna</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>L15421BR1964PLC006630</td>\n",
       "      <td>EASTERN SUGAR &amp; INDUSTRIES LIMITED</td>\n",
       "      <td>Active</td>\n",
       "      <td>Public</td>\n",
       "      <td>Company limited by Shares</td>\n",
       "      <td>Non-govt company</td>\n",
       "      <td>11-12-64</td>\n",
       "      <td>Bihar</td>\n",
       "      <td>500000000.0</td>\n",
       "      <td>339001000.0</td>\n",
       "      <td>15421</td>\n",
       "      <td>Manufacture of food products and beverages</td>\n",
       "      <td>PO. HANUMAN SUGAR MILLS,MOTIHARI, P.S.-MOTIHAR...</td>\n",
       "      <td>RoC-Patna</td>\n",
       "      <td>esil@nopany.in</td>\n",
       "      <td>31-03-20</td>\n",
       "      <td>31-03-20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>L21090BR1918PLC000013</td>\n",
       "      <td>HINDUSTAN MEDIA VENTURES LIMITED</td>\n",
       "      <td>Active</td>\n",
       "      <td>Public</td>\n",
       "      <td>Company limited by Shares</td>\n",
       "      <td>Non-govt company</td>\n",
       "      <td>09-07-18</td>\n",
       "      <td>Bihar</td>\n",
       "      <td>870000000.0</td>\n",
       "      <td>736715480.0</td>\n",
       "      <td>21090</td>\n",
       "      <td>Manufacture of paper and paper products</td>\n",
       "      <td>BUDH MARG, P.S.-KOTWALI PATNA , Unclassified B...</td>\n",
       "      <td>RoC-Patna</td>\n",
       "      <td>tridib.barat@livehindustan.com</td>\n",
       "      <td>31-03-20</td>\n",
       "      <td>31-03-20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>L22219BR1993PLC005247</td>\n",
       "      <td>SHREE VAISHNAVI DYEING &amp; PRINTINGSLIMITED</td>\n",
       "      <td>Active</td>\n",
       "      <td>Public</td>\n",
       "      <td>Company limited by Shares</td>\n",
       "      <td>Non-govt company</td>\n",
       "      <td>15-03-93</td>\n",
       "      <td>Bihar</td>\n",
       "      <td>50000000.0</td>\n",
       "      <td>49100000.0</td>\n",
       "      <td>22219</td>\n",
       "      <td>Manufacture:Publishing, printing and reproduct...</td>\n",
       "      <td>KRISHNA BUILDING, 2ND FLOOR, S.P.VERMA ROAD PA...</td>\n",
       "      <td>RoC-Patna</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42099</th>\n",
       "      <td>U99999BR2006PTC012917</td>\n",
       "      <td>TATHAGAT CONSTRUCTION PRIVATE LIMITED</td>\n",
       "      <td>Under Process of Striking off</td>\n",
       "      <td>Private</td>\n",
       "      <td>Company limited by Shares</td>\n",
       "      <td>Non-govt company</td>\n",
       "      <td>06-02-06</td>\n",
       "      <td>Bihar</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>99999</td>\n",
       "      <td>Extraterritorial organizations and bodies</td>\n",
       "      <td>SHOP NO 8JUBBA SAHNI PARK CLUB ROAD PS MITHNPU...</td>\n",
       "      <td>RoC-Patna</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42100</th>\n",
       "      <td>U51109BR2007PTC011604</td>\n",
       "      <td>DIVINE DHAN MARKETING PRIVATE LIMITED</td>\n",
       "      <td>Strike Off</td>\n",
       "      <td>Private</td>\n",
       "      <td>Company limited by Shares</td>\n",
       "      <td>Non-govt company</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Bihar</td>\n",
       "      <td>100000.0</td>\n",
       "      <td>100000.0</td>\n",
       "      <td>51109</td>\n",
       "      <td>Wholesale trade and commission trade, except o...</td>\n",
       "      <td>NO.123E SHRI KRISHNAPURI BORING ROAD PATNA-1 G...</td>\n",
       "      <td>RoC-Patna</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42101</th>\n",
       "      <td>U99999BR9999PLC005829</td>\n",
       "      <td>SHIVGANGA FILMS PVT. LTD.</td>\n",
       "      <td>Strike Off</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Bihar</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>99999</td>\n",
       "      <td>Extraterritorial organizations and bodies</td>\n",
       "      <td>, Unclassified BR</td>\n",
       "      <td>RoC-Patna</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42102</th>\n",
       "      <td>U99999BR9999PLC005889</td>\n",
       "      <td>MAYAMANGAL DEVELOPERS PVT. LTD.</td>\n",
       "      <td>Strike Off</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Bihar</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>99999</td>\n",
       "      <td>Extraterritorial organizations and bodies</td>\n",
       "      <td>, Unclassified BR</td>\n",
       "      <td>RoC-Patna</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42103</th>\n",
       "      <td>U99999BR9999PLC902859</td>\n",
       "      <td>ASHIANA DEVELOPERS LTD</td>\n",
       "      <td>Strike Off</td>\n",
       "      <td>Public</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Bihar</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>99999</td>\n",
       "      <td>Extraterritorial organizations and bodies</td>\n",
       "      <td>, Unclassified BR</td>\n",
       "      <td>RoC-Patna</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>42104 rows × 17 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      CORPORATE_IDENTIFICATION_NUMBER  \\\n",
       "0               L08032BR1992PLC004781   \n",
       "1               L15310BR1987PLC002657   \n",
       "2               L15421BR1964PLC006630   \n",
       "3               L21090BR1918PLC000013   \n",
       "4               L22219BR1993PLC005247   \n",
       "...                               ...   \n",
       "42099           U99999BR2006PTC012917   \n",
       "42100           U51109BR2007PTC011604   \n",
       "42101           U99999BR9999PLC005829   \n",
       "42102           U99999BR9999PLC005889   \n",
       "42103           U99999BR9999PLC902859   \n",
       "\n",
       "                                    Company_Name  \\\n",
       "0                          MS SECURITIES LIMITED   \n",
       "1                            AMBUJA ZINC LIMITED   \n",
       "2             EASTERN SUGAR & INDUSTRIES LIMITED   \n",
       "3               HINDUSTAN MEDIA VENTURES LIMITED   \n",
       "4      SHREE VAISHNAVI DYEING & PRINTINGSLIMITED   \n",
       "...                                          ...   \n",
       "42099      TATHAGAT CONSTRUCTION PRIVATE LIMITED   \n",
       "42100      DIVINE DHAN MARKETING PRIVATE LIMITED   \n",
       "42101                  SHIVGANGA FILMS PVT. LTD.   \n",
       "42102            MAYAMANGAL DEVELOPERS PVT. LTD.   \n",
       "42103                     ASHIANA DEVELOPERS LTD   \n",
       "\n",
       "                      Company_status Company_class           Company_Category  \\\n",
       "0                             Active        Public  Company limited by Shares   \n",
       "1                             Active        Public  Company limited by Shares   \n",
       "2                             Active        Public  Company limited by Shares   \n",
       "3                             Active        Public  Company limited by Shares   \n",
       "4                             Active        Public  Company limited by Shares   \n",
       "...                              ...           ...                        ...   \n",
       "42099  Under Process of Striking off       Private  Company limited by Shares   \n",
       "42100                     Strike Off       Private  Company limited by Shares   \n",
       "42101                     Strike Off           NaN                        NaN   \n",
       "42102                     Strike Off           NaN                        NaN   \n",
       "42103                     Strike Off        Public                        NaN   \n",
       "\n",
       "      Company_sub_category DATE_OF_REGISTRATION REGISTERED_STATE  \\\n",
       "0         Non-govt company             12-02-92            Bihar   \n",
       "1         Non-govt company             17-06-87            Bihar   \n",
       "2         Non-govt company             11-12-64            Bihar   \n",
       "3         Non-govt company             09-07-18            Bihar   \n",
       "4         Non-govt company             15-03-93            Bihar   \n",
       "...                    ...                  ...              ...   \n",
       "42099     Non-govt company             06-02-06            Bihar   \n",
       "42100     Non-govt company                  NaN            Bihar   \n",
       "42101                  NaN                  NaN            Bihar   \n",
       "42102                  NaN                  NaN            Bihar   \n",
       "42103                  NaN                  NaN            Bihar   \n",
       "\n",
       "       AUTHORIZED_CAP  PAIDUP_CAPITAL  Industrial_Class  \\\n",
       "0          50000000.0      41722500.0              8032   \n",
       "1         100000000.0      39600000.0             15310   \n",
       "2         500000000.0     339001000.0             15421   \n",
       "3         870000000.0     736715480.0             21090   \n",
       "4          50000000.0      49100000.0             22219   \n",
       "...               ...             ...               ...   \n",
       "42099      10000000.0             0.0             99999   \n",
       "42100        100000.0        100000.0             51109   \n",
       "42101             0.0             0.0             99999   \n",
       "42102             0.0             0.0             99999   \n",
       "42103             0.0             0.0             99999   \n",
       "\n",
       "                  PRINCIPAL_BUSINESS_ACTIVITY_AS_PER_CIN  \\\n",
       "0                                           Unclassified   \n",
       "1             Manufacture of food products and beverages   \n",
       "2             Manufacture of food products and beverages   \n",
       "3                Manufacture of paper and paper products   \n",
       "4      Manufacture:Publishing, printing and reproduct...   \n",
       "...                                                  ...   \n",
       "42099          Extraterritorial organizations and bodies   \n",
       "42100  Wholesale trade and commission trade, except o...   \n",
       "42101          Extraterritorial organizations and bodies   \n",
       "42102          Extraterritorial organizations and bodies   \n",
       "42103          Extraterritorial organizations and bodies   \n",
       "\n",
       "                               Registered_Office_Address  \\\n",
       "0      601B, ASHIANA PLAZA BUDH MARGPATNA, BIHAR PATN...   \n",
       "1      AMBUJA HOUSE 297, PATLIPUTRA COLONY PATNA , Un...   \n",
       "2      PO. HANUMAN SUGAR MILLS,MOTIHARI, P.S.-MOTIHAR...   \n",
       "3      BUDH MARG, P.S.-KOTWALI PATNA , Unclassified B...   \n",
       "4      KRISHNA BUILDING, 2ND FLOOR, S.P.VERMA ROAD PA...   \n",
       "...                                                  ...   \n",
       "42099  SHOP NO 8JUBBA SAHNI PARK CLUB ROAD PS MITHNPU...   \n",
       "42100  NO.123E SHRI KRISHNAPURI BORING ROAD PATNA-1 G...   \n",
       "42101                                  , Unclassified BR   \n",
       "42102                                  , Unclassified BR   \n",
       "42103                                  , Unclassified BR   \n",
       "\n",
       "      REGISTRAR_OF_COMPANIES                      EMAIL_ADDR Latest_Year_AR  \\\n",
       "0                  RoC-Patna            mssl.patna@gmail.com       31-03-19   \n",
       "1                  RoC-Patna                             NaN            NaN   \n",
       "2                  RoC-Patna                  esil@nopany.in       31-03-20   \n",
       "3                  RoC-Patna  tridib.barat@livehindustan.com       31-03-20   \n",
       "4                  RoC-Patna                             NaN            NaN   \n",
       "...                      ...                             ...            ...   \n",
       "42099              RoC-Patna                             NaN            NaN   \n",
       "42100              RoC-Patna                             NaN            NaN   \n",
       "42101              RoC-Patna                             NaN            NaN   \n",
       "42102              RoC-Patna                             NaN            NaN   \n",
       "42103              RoC-Patna                             NaN            NaN   \n",
       "\n",
       "      Latest_Year_BS  \n",
       "0           31-03-19  \n",
       "1                NaN  \n",
       "2           31-03-20  \n",
       "3           31-03-20  \n",
       "4                NaN  \n",
       "...              ...  \n",
       "42099            NaN  \n",
       "42100            NaN  \n",
       "42101            NaN  \n",
       "42102            NaN  \n",
       "42103            NaN  \n",
       "\n",
       "[42104 rows x 17 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv(\"C:/Users/ritti/Downloads/internal_skill_stuff/set_project_2/data/Bihar.csv\", encoding='ISO-8859-1',low_memory=False)\n",
    "\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "6dee4ff1",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\ritti\\AppData\\Local\\Temp/ipykernel_10904/348113690.py:7: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df['DATE_OF_REGISTRATION'] = pd.to_datetime(df['DATE_OF_REGISTRATION'], errors='coerce', dayfirst=True)\n",
      "C:\\Users\\ritti\\AppData\\Local\\Temp/ipykernel_10904/348113690.py:10: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df['Registration_Year'] = df['DATE_OF_REGISTRATION'].dt.year\n"
     ]
    }
   ],
   "source": [
    "# Assuming df is your DataFrame\n",
    "\n",
    "# Filter out rows with unknown or invalid values in 'DATE_OF_REGISTRATION'\n",
    "df = df[pd.to_datetime(df['DATE_OF_REGISTRATION'], errors='coerce', dayfirst=True).notna()]\n",
    "\n",
    "# Convert 'DATE_OF_REGISTRATION' to datetime format\n",
    "df['DATE_OF_REGISTRATION'] = pd.to_datetime(df['DATE_OF_REGISTRATION'], errors='coerce', dayfirst=True)\n",
    "\n",
    "# Extract year from the registration date\n",
    "df['Registration_Year'] = df['DATE_OF_REGISTRATION'].dt.year"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "5038868a",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "CORPORATE_IDENTIFICATION_NUMBER               0\n",
       "Company_Name                                  0\n",
       "Company_status                                0\n",
       "Company_class                                 4\n",
       "Company_Category                              4\n",
       "Company_sub_category                          4\n",
       "DATE_OF_REGISTRATION                          0\n",
       "REGISTERED_STATE                              0\n",
       "AUTHORIZED_CAP                                0\n",
       "PAIDUP_CAPITAL                                0\n",
       "Industrial_Class                              0\n",
       "PRINCIPAL_BUSINESS_ACTIVITY_AS_PER_CIN        0\n",
       "Registered_Office_Address                     0\n",
       "REGISTRAR_OF_COMPANIES                        0\n",
       "EMAIL_ADDR                                 5152\n",
       "Latest_Year_AR                            21964\n",
       "Latest_Year_BS                            21973\n",
       "Registration_Year                             0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Check for missing values\n",
    "df.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "2fdfc540",
   "metadata": {},
   "outputs": [
    {
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       "<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>CORPORATE_IDENTIFICATION_NUMBER</th>\n",
       "      <th>Company_Name</th>\n",
       "      <th>Company_status</th>\n",
       "      <th>Company_class</th>\n",
       "      <th>Company_Category</th>\n",
       "      <th>Company_sub_category</th>\n",
       "      <th>REGISTERED_STATE</th>\n",
       "      <th>AUTHORIZED_CAP</th>\n",
       "      <th>PAIDUP_CAPITAL</th>\n",
       "      <th>Industrial_Class</th>\n",
       "      <th>PRINCIPAL_BUSINESS_ACTIVITY_AS_PER_CIN</th>\n",
       "      <th>Registered_Office_Address</th>\n",
       "      <th>REGISTRAR_OF_COMPANIES</th>\n",
       "      <th>Latest_Year_AR</th>\n",
       "      <th>Latest_Year_BS</th>\n",
       "      <th>Registration_Year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>L08032BR1992PLC004781</td>\n",
       "      <td>MS SECURITIES LIMITED</td>\n",
       "      <td>Active</td>\n",
       "      <td>Public</td>\n",
       "      <td>Company limited by Shares</td>\n",
       "      <td>Non-govt company</td>\n",
       "      <td>Bihar</td>\n",
       "      <td>50000000.0</td>\n",
       "      <td>41722500.0</td>\n",
       "      <td>8032</td>\n",
       "      <td>Unclassified</td>\n",
       "      <td>601B, ASHIANA PLAZA BUDH MARGPATNA, BIHAR PATN...</td>\n",
       "      <td>RoC-Patna</td>\n",
       "      <td>31-03-19</td>\n",
       "      <td>31-03-19</td>\n",
       "      <td>1992</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>L15310BR1987PLC002657</td>\n",
       "      <td>AMBUJA ZINC LIMITED</td>\n",
       "      <td>Active</td>\n",
       "      <td>Public</td>\n",
       "      <td>Company limited by Shares</td>\n",
       "      <td>Non-govt company</td>\n",
       "      <td>Bihar</td>\n",
       "      <td>100000000.0</td>\n",
       "      <td>39600000.0</td>\n",
       "      <td>15310</td>\n",
       "      <td>Manufacture of food products and beverages</td>\n",
       "      <td>AMBUJA HOUSE 297, PATLIPUTRA COLONY PATNA , Un...</td>\n",
       "      <td>RoC-Patna</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1987</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>L15421BR1964PLC006630</td>\n",
       "      <td>EASTERN SUGAR &amp; INDUSTRIES LIMITED</td>\n",
       "      <td>Active</td>\n",
       "      <td>Public</td>\n",
       "      <td>Company limited by Shares</td>\n",
       "      <td>Non-govt company</td>\n",
       "      <td>Bihar</td>\n",
       "      <td>500000000.0</td>\n",
       "      <td>339001000.0</td>\n",
       "      <td>15421</td>\n",
       "      <td>Manufacture of food products and beverages</td>\n",
       "      <td>PO. HANUMAN SUGAR MILLS,MOTIHARI, P.S.-MOTIHAR...</td>\n",
       "      <td>RoC-Patna</td>\n",
       "      <td>31-03-20</td>\n",
       "      <td>31-03-20</td>\n",
       "      <td>2064</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>L21090BR1918PLC000013</td>\n",
       "      <td>HINDUSTAN MEDIA VENTURES LIMITED</td>\n",
       "      <td>Active</td>\n",
       "      <td>Public</td>\n",
       "      <td>Company limited by Shares</td>\n",
       "      <td>Non-govt company</td>\n",
       "      <td>Bihar</td>\n",
       "      <td>870000000.0</td>\n",
       "      <td>736715480.0</td>\n",
       "      <td>21090</td>\n",
       "      <td>Manufacture of paper and paper products</td>\n",
       "      <td>BUDH MARG, P.S.-KOTWALI PATNA , Unclassified B...</td>\n",
       "      <td>RoC-Patna</td>\n",
       "      <td>31-03-20</td>\n",
       "      <td>31-03-20</td>\n",
       "      <td>2018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>L22219BR1993PLC005247</td>\n",
       "      <td>SHREE VAISHNAVI DYEING &amp; PRINTINGSLIMITED</td>\n",
       "      <td>Active</td>\n",
       "      <td>Public</td>\n",
       "      <td>Company limited by Shares</td>\n",
       "      <td>Non-govt company</td>\n",
       "      <td>Bihar</td>\n",
       "      <td>50000000.0</td>\n",
       "      <td>49100000.0</td>\n",
       "      <td>22219</td>\n",
       "      <td>Manufacture:Publishing, printing and reproduct...</td>\n",
       "      <td>KRISHNA BUILDING, 2ND FLOOR, S.P.VERMA ROAD PA...</td>\n",
       "      <td>RoC-Patna</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1993</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42095</th>\n",
       "      <td>U99999BR1997PTC007646</td>\n",
       "      <td>DHANRAJ TRADING &amp; MANUFACTURING COMPANYPRIVATE...</td>\n",
       "      <td>Strike Off</td>\n",
       "      <td>Private</td>\n",
       "      <td>Company limited by Shares</td>\n",
       "      <td>Non-govt company</td>\n",
       "      <td>Bihar</td>\n",
       "      <td>3000000.0</td>\n",
       "      <td>609000.0</td>\n",
       "      <td>99999</td>\n",
       "      <td>Extraterritorial organizations and bodies</td>\n",
       "      <td>SHANKAR BHAWANMISSION COMPOUND SAHARSA , Sahar...</td>\n",
       "      <td>RoC-Patna</td>\n",
       "      <td>31-03-07</td>\n",
       "      <td>31-03-07</td>\n",
       "      <td>1997</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42096</th>\n",
       "      <td>U99999BR1999PTC031011</td>\n",
       "      <td>DOCTOR SINGHS INSTITUTE OF PATHOLOGY AND BLOOD...</td>\n",
       "      <td>Under Process of Striking off</td>\n",
       "      <td>Private</td>\n",
       "      <td>Company limited by Shares</td>\n",
       "      <td>Non-govt company</td>\n",
       "      <td>Bihar</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>99999</td>\n",
       "      <td>Extraterritorial organizations and bodies</td>\n",
       "      <td>PATNA , Unclassified BR 800004</td>\n",
       "      <td>RoC-Patna</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42097</th>\n",
       "      <td>U99999BR2005PTC000109</td>\n",
       "      <td>SANDAL INDIA PHARMACEUITICALS MARKETINGPRIVATE...</td>\n",
       "      <td>Under Process of Striking off</td>\n",
       "      <td>Private</td>\n",
       "      <td>Company limited by Shares</td>\n",
       "      <td>Non-govt company</td>\n",
       "      <td>Bihar</td>\n",
       "      <td>5000000.0</td>\n",
       "      <td>200000.0</td>\n",
       "      <td>99999</td>\n",
       "      <td>Extraterritorial organizations and bodies</td>\n",
       "      <td>JURAN CHAPRAROAD NO 4 PS BRAHAMPURA MUZAFFARPU...</td>\n",
       "      <td>RoC-Patna</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42098</th>\n",
       "      <td>U99999BR2005PTC024349</td>\n",
       "      <td>SANSUSH DISTRIBUTORS PRIVATE LIMITED</td>\n",
       "      <td>Strike Off</td>\n",
       "      <td>Private</td>\n",
       "      <td>Company limited by Shares</td>\n",
       "      <td>Non-govt company</td>\n",
       "      <td>Bihar</td>\n",
       "      <td>300000.0</td>\n",
       "      <td>275000.0</td>\n",
       "      <td>99999</td>\n",
       "      <td>Extraterritorial organizations and bodies</td>\n",
       "      <td>2/1 GEL CHUCH COMPLEXBACK EXTENTION I ST FLOOR...</td>\n",
       "      <td>RoC-Patna</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42099</th>\n",
       "      <td>U99999BR2006PTC012917</td>\n",
       "      <td>TATHAGAT CONSTRUCTION PRIVATE LIMITED</td>\n",
       "      <td>Under Process of Striking off</td>\n",
       "      <td>Private</td>\n",
       "      <td>Company limited by Shares</td>\n",
       "      <td>Non-govt company</td>\n",
       "      <td>Bihar</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>99999</td>\n",
       "      <td>Extraterritorial organizations and bodies</td>\n",
       "      <td>SHOP NO 8JUBBA SAHNI PARK CLUB ROAD PS MITHNPU...</td>\n",
       "      <td>RoC-Patna</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2006</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>42100 rows × 16 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      CORPORATE_IDENTIFICATION_NUMBER  \\\n",
       "0               L08032BR1992PLC004781   \n",
       "1               L15310BR1987PLC002657   \n",
       "2               L15421BR1964PLC006630   \n",
       "3               L21090BR1918PLC000013   \n",
       "4               L22219BR1993PLC005247   \n",
       "...                               ...   \n",
       "42095           U99999BR1997PTC007646   \n",
       "42096           U99999BR1999PTC031011   \n",
       "42097           U99999BR2005PTC000109   \n",
       "42098           U99999BR2005PTC024349   \n",
       "42099           U99999BR2006PTC012917   \n",
       "\n",
       "                                            Company_Name  \\\n",
       "0                                  MS SECURITIES LIMITED   \n",
       "1                                    AMBUJA ZINC LIMITED   \n",
       "2                     EASTERN SUGAR & INDUSTRIES LIMITED   \n",
       "3                       HINDUSTAN MEDIA VENTURES LIMITED   \n",
       "4              SHREE VAISHNAVI DYEING & PRINTINGSLIMITED   \n",
       "...                                                  ...   \n",
       "42095  DHANRAJ TRADING & MANUFACTURING COMPANYPRIVATE...   \n",
       "42096  DOCTOR SINGHS INSTITUTE OF PATHOLOGY AND BLOOD...   \n",
       "42097  SANDAL INDIA PHARMACEUITICALS MARKETINGPRIVATE...   \n",
       "42098               SANSUSH DISTRIBUTORS PRIVATE LIMITED   \n",
       "42099              TATHAGAT CONSTRUCTION PRIVATE LIMITED   \n",
       "\n",
       "                      Company_status Company_class           Company_Category  \\\n",
       "0                             Active        Public  Company limited by Shares   \n",
       "1                             Active        Public  Company limited by Shares   \n",
       "2                             Active        Public  Company limited by Shares   \n",
       "3                             Active        Public  Company limited by Shares   \n",
       "4                             Active        Public  Company limited by Shares   \n",
       "...                              ...           ...                        ...   \n",
       "42095                     Strike Off       Private  Company limited by Shares   \n",
       "42096  Under Process of Striking off       Private  Company limited by Shares   \n",
       "42097  Under Process of Striking off       Private  Company limited by Shares   \n",
       "42098                     Strike Off       Private  Company limited by Shares   \n",
       "42099  Under Process of Striking off       Private  Company limited by Shares   \n",
       "\n",
       "      Company_sub_category REGISTERED_STATE  AUTHORIZED_CAP  PAIDUP_CAPITAL  \\\n",
       "0         Non-govt company            Bihar      50000000.0      41722500.0   \n",
       "1         Non-govt company            Bihar     100000000.0      39600000.0   \n",
       "2         Non-govt company            Bihar     500000000.0     339001000.0   \n",
       "3         Non-govt company            Bihar     870000000.0     736715480.0   \n",
       "4         Non-govt company            Bihar      50000000.0      49100000.0   \n",
       "...                    ...              ...             ...             ...   \n",
       "42095     Non-govt company            Bihar       3000000.0        609000.0   \n",
       "42096     Non-govt company            Bihar             0.0             0.0   \n",
       "42097     Non-govt company            Bihar       5000000.0        200000.0   \n",
       "42098     Non-govt company            Bihar        300000.0        275000.0   \n",
       "42099     Non-govt company            Bihar      10000000.0             0.0   \n",
       "\n",
       "       Industrial_Class             PRINCIPAL_BUSINESS_ACTIVITY_AS_PER_CIN  \\\n",
       "0                  8032                                       Unclassified   \n",
       "1                 15310         Manufacture of food products and beverages   \n",
       "2                 15421         Manufacture of food products and beverages   \n",
       "3                 21090            Manufacture of paper and paper products   \n",
       "4                 22219  Manufacture:Publishing, printing and reproduct...   \n",
       "...                 ...                                                ...   \n",
       "42095             99999          Extraterritorial organizations and bodies   \n",
       "42096             99999          Extraterritorial organizations and bodies   \n",
       "42097             99999          Extraterritorial organizations and bodies   \n",
       "42098             99999          Extraterritorial organizations and bodies   \n",
       "42099             99999          Extraterritorial organizations and bodies   \n",
       "\n",
       "                               Registered_Office_Address  \\\n",
       "0      601B, ASHIANA PLAZA BUDH MARGPATNA, BIHAR PATN...   \n",
       "1      AMBUJA HOUSE 297, PATLIPUTRA COLONY PATNA , Un...   \n",
       "2      PO. HANUMAN SUGAR MILLS,MOTIHARI, P.S.-MOTIHAR...   \n",
       "3      BUDH MARG, P.S.-KOTWALI PATNA , Unclassified B...   \n",
       "4      KRISHNA BUILDING, 2ND FLOOR, S.P.VERMA ROAD PA...   \n",
       "...                                                  ...   \n",
       "42095  SHANKAR BHAWANMISSION COMPOUND SAHARSA , Sahar...   \n",
       "42096                     PATNA , Unclassified BR 800004   \n",
       "42097  JURAN CHAPRAROAD NO 4 PS BRAHAMPURA MUZAFFARPU...   \n",
       "42098  2/1 GEL CHUCH COMPLEXBACK EXTENTION I ST FLOOR...   \n",
       "42099  SHOP NO 8JUBBA SAHNI PARK CLUB ROAD PS MITHNPU...   \n",
       "\n",
       "      REGISTRAR_OF_COMPANIES Latest_Year_AR Latest_Year_BS  Registration_Year  \n",
       "0                  RoC-Patna       31-03-19       31-03-19               1992  \n",
       "1                  RoC-Patna            NaN            NaN               1987  \n",
       "2                  RoC-Patna       31-03-20       31-03-20               2064  \n",
       "3                  RoC-Patna       31-03-20       31-03-20               2018  \n",
       "4                  RoC-Patna            NaN            NaN               1993  \n",
       "...                      ...            ...            ...                ...  \n",
       "42095              RoC-Patna       31-03-07       31-03-07               1997  \n",
       "42096              RoC-Patna            NaN            NaN               1999  \n",
       "42097              RoC-Patna            NaN            NaN               2005  \n",
       "42098              RoC-Patna            NaN            NaN               2005  \n",
       "42099              RoC-Patna            NaN            NaN               2006  \n",
       "\n",
       "[42100 rows x 16 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df=df.drop(['DATE_OF_REGISTRATION','EMAIL_ADDR'],axis=1)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "3d70e98a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1512x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# EDA - Trends over time\n",
    "plt.figure(figsize=(21, 9))\n",
    "sns.countplot(x='Registration_Year', data=df[(df['Registration_Year']<=2020) & (df['Registration_Year']>=1990)])\n",
    "plt.title('Company Registrations Over Time')\n",
    "plt.xlabel('Registration Year')\n",
    "plt.ylabel('Count')\n",
    "plt.xticks(rotation=90)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "b6a291e5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# EDA - Company Status\n",
    "plt.figure(figsize=(12, 5))\n",
    "sns.countplot(x='Company_status', data=df[(df['Registration_Year']<=2020) & (df['Registration_Year']>=1990)])\n",
    "plt.title('Distribution of Company Status')\n",
    "plt.xlabel('Company Status')\n",
    "plt.ylabel('Count')\n",
    "plt.xticks(rotation=45,ha='right')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "b2471ccc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# EDA - Industrial Class Distribution\n",
    "plt.figure(figsize=(12, 6))\n",
    "sns.countplot(x='Industrial_Class', data=df[(df['Registration_Year']<=2020) & (df['Registration_Year']>=1990)].head(10))\n",
    "plt.title('Distribution of Industrial Classes')\n",
    "plt.xlabel('Industrial Class')\n",
    "plt.ylabel('Count')\n",
    "plt.xticks(rotation=45, ha='right')  # Rotate x-axis labels for better readability\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "2b429180",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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AVcDLgduBh4Az+liPJEnSXqNvIayqbgGePcHyC8c8LuDX+1WDJEnS3so75kuSJHXAECZJktQBQ5gkSVIHDGGSJEkdMIRJkiR1wBAmSZLUAUOYJElSBwxhkiRJHTCESZIkdcAQJkmS1AFDmCRJUgcMYZIkSR0whEmSJHXAECZJktQBQ5gkSVIHDGGSJEkdMIRJkiR1wBAmSZLUAUOYJElSBwxhkiRJHTCESZIkdcAQJkmS1AFDmCRJUgcMYZIkSR0whEmSJHXAECZJktQBQ5gkSVIHDGGSJEkdMIRJkiR1wBAmSZLUAUOYJElSBwxhkiRJHTCESZIkdaBvISzJEUn+PsltSVYn+c0J2pyU5MEkq9qvc/tVjyRJ0t5k3z5uezvwjqq6Kcli4MYkX66qb45rd21VvaKPdUiSJO11+tYTVlV3V9VN7eNNwG3AYf3anyRJ0lwyK3PCkiwHng3cMMHqE5PcnOSLSY6Z5PVnJlmZZOX69ev7WaokSdKs6HsIS7II+Bzw9qraOG71TcBRVXUc8AHgCxNto6ouqqoVVbVi2bJlfa1XkiRpNvQ1hCVZQBPAPlFVnx+/vqo2VtXm9vFVwIIkB/azJkmSpL1BP6+ODPBR4LaqOm+SNoe07UhyQlvPhn7VJEmStLfo59WRPwH8IvCNJKvaZe8CjgSoqguBU4G3JNkOPAy8vqqqjzVJkiTtFfoWwqrqq0CmaXMBcEG/apAkSdpbecd8SZKkDhjCJEmSOmAIkyRJ6oAhTJIkqQOGMEmSpA4YwiRJkjpgCJMkSeqAIUySJKkDhjBJkqQOGMIkSZI6YAiTJEnqgCFMkiSpA4YwSZKkDhjCJEmSOmAIkyRJ6oAhTJIkqQOGMEmSpA4YwiRJkjpgCJMkSeqAIUySJKkDhjBJkqQOGMIkSZI6sO9kK5L8wlQvrKrPz3w5kiRJg2HSEAa8cop1BRjCJEmSdtOkIayqzpjNQiRJkgbJVD1hOyT5OeAYYHh0WVW9v19FSZIkzXfTTsxPciHwOuA3gACvBY7qc12SJEnzWi9XR/54VZ0OfL+q3gecCBzR37IkSZLmt15C2MPt94eSPAXYBjy1fyVJkiTNf73MCbsyyQHAHwM30VwZ+T/6WZQkSdJ810sI+6OqegT4XJIraSbnb+1vWZIkSfNbL8OR140+qKpHqurBscskSZK066a6Y/4hwGHAfkmeTXNlJMAS4EmzUJskSdK8NdVw5EuBNwOHA+eNWb4JeNd0G05yBHAZcAgwAlxUVX8+rk2APwdeDjwEvLmqbtqF+iVJkuakqe6YfylwaZLXVNXndmPb24F3VNVNSRYDNyb5clV9c0yblwFPb7+eB3yo/S5JkjSvTTUc+Z+q6uPA8iRnj19fVedN8LKx6+8G7m4fb0pyG83w5tgQdgpwWVUVcH2SA5Ic2r5WkiRp3ppqOHJh+33Rnu4kyXLg2cAN41YdBtw55vnadpkhTJIkzWtTDUd+uP3+vj3ZQZJFwOeAt1fVxvGrJ9r1BNs4EzgT4Mgjj9yTciRJkvYKvXx25NFJ/jrJ+iTrkvxVkqN72XiSBTQB7BNV9fkJmqxl549AOhy4a3yjqrqoqlZU1Yply5b1smtJkqS9Wi/3CfskcDlwKPAU4DPAp6Z7UXvl40eB26aYP3YFcHoazwcedD6YJEkaBL3cMT9V9Zdjnn88yVt7eN1PAL8IfCPJqnbZu4AjAarqQuAqmttT3E5zi4ozeqxbkiRpTuslhP19knOAT9PM13od8DdJngxQVfdP9KKq+ioTz/ka26aAX9+liiVJkuaBXkLY69rvvzZu+S/ThLKe5odJkiTpMdOGsKp66mwUIkmSNEh66QkjybHAM4Hh0WVVdVm/ipIkSZrvpg1hSd4DnEQTwq6i+aihr9J8LqQkSZJ2Qy+3qDgVeDFwT1WdARwHPLGvVUmSJM1zvYSwh6tqBNieZAmwDifjS5Ik7ZFe5oStTHIA8BHgRmAz8LV+FiVJkjTf9XJ15H9pH16Y5GpgSVXd0t+yJEmS5rdJhyOTvDTJqWOXVdUa4FlJfqbfhUmSJM1nU80Jex/wDxMs/zvg/f0pR5IkaTBMFcKeVFXrxy+sqnuAhf0rSZIkaf6bKoQNJ3ncnLEkC4D9+leSJEnS/DdVCPs88JEkO3q92scXtuskSZK0m6YKYe8G7gW+m+TGJDcCa4D17TpJkiTtpklvUVFV24FzkrwPeFq7+PaqenhWKpMkSZrHerlP2MPAN2ahFkmSpIHRy8cWSZIkaYYZwiRJkjrQy2dHkuQXgJ8ECvhqVf2vvlYlSZI0z03bE5bkg8BZNPPCbgV+Lclf9LswSZKk+ayXnrCfAo6tqgJIcilO1JckSdojvcwJ+xZw5JjnRwC39KccSZKkwdBLT9hS4LYkX2ufPxe4LskVAFX1qn4VJ0mSNF/1EsLO7XsVkiRJA6aXm7X+w2wUIkmSNEimDWFJNtHcmgLgCcACYEtVLelnYZIkSfNZLz1hi8c+T/Jq4IR+FSRJkjQIdvmO+VX1BeBFM1+KJEnS4OhlOPIXxjwdAlbw2PCkJEmSdkMvV0e+cszj7cAa4JS+VCNJkjQgepkTdsZsFCJJkjRIdmlOWJKb+lWIJEnSINnVifnpSxWSJEkDZldD2N/0pQpJkqQBs0shrKre3WvbJBcnWZfk1knWn5TkwSSr2i8/HkmSJA2MSSfmj7tT/uP0cMf8S4ALgMumaHNtVb1imu1IkiTNO5OGsNE75Sd5P3AP8Jc0c8LeBCye7HVjXn9NkuUzU6YkSdL80stw5Eur6oNVtamqNlbVh4DXzND+T0xyc5IvJjlmskZJzkyyMsnK9evXz9CuJUmSutNLCHs0yZuS7JNkKMmbgEdnYN83AUdV1XHAB4AvTNawqi6qqhVVtWLZsmUzsGtJkqRu9RLC3gicBtzbfr22XbZH2l61ze3jq4AFSQ7c0+1KkiTNBb3cMX8NffiYoiSHAPdWVSU5gSYQbpjp/UiSJO2Npro68rer6o+SfIAJrpKsqrdNteEknwJOAg5MshZ4D7Cgfe2FwKnAW5JsBx4GXl9VfjC4JEkaCFP1hN3Wfl+5OxuuqjdMs/4CmltYSJIkDZypblHx1+33S2evHEmSpMEw7ZywJMuA/wY8ExgeXV5VL+pjXZIkSfNaL1dHfoJmaPKpwPuANcDX+1iTJEnSvNdLCFtaVR8FtlXVP1TVLwPP73NdkiRJ89q0w5HAtvb73Ul+DrgLOLx/JUmSJM1/vYSw30uyP/AOmjvbLwH+a1+rkiRJmuemuk/YMHAW8DTgMOCjVfXTs1WYJEnSfDbVnLBLgRXAN4CXAX8yKxVJkiQNgKmGI59ZVc8CSPJR4GuzU5IkSdL8N1VP2OiEfKpq+yzUIkmSNDCm6gk7LsnG9nGA/drnAaqqlvS9OkmSpHlqqo8t2mc2C5EkSRokvdysVZIkSTPMECZJktQBQ5gkSVIHDGGSJEkdMIRJkiR1wBAmSZLUAUOYJElSBwxhkiRJHTCESZIkdcAQJkmS1AFDmCRJUgcMYZIkSR0whEmSJHXAECZJktSBfbsuQNLjjYwUazZs4d6NWzl4yTDLly5kaChdlyVJmkGGMGkvMzJSXL36Hs6+fBVbt40wvGCI8047npOPOcQgJknziMOR0l5mzYYtOwIYwNZtI5x9+SrWbNjScWWSpJlkCJP2Mvdu3LojgI3aum2EdZu2dlSRJKkfHI6UZsBMzuE6eMkwwwuGdgpiwwuGOGjx8EyVK0naC9gTJu2h0TlcLz//Wt7wkRt4+fnXcvXqexgZqd3a3vKlCznvtOMZXtD88xydE7Z86cKZLFuS1LFU7d4viq6sWLGiVq5c2XUZ0g53rN/My8+/9nE9V1e97QUcvWzRbm1ztGdt3aatHLTYqyMlaa5KcmNVrZhoXd96wpJcnGRdklsnWZ8k5ye5PcktSZ7Tr1qkfurHHK6hoXD0skU8/+gDOXrZIgOYJM1D/RyOvAQ4eYr1LwOe3n6dCXyoj7VIfTM6h2ss53BJkqbTtxBWVdcA90/R5BTgsmpcDxyQ5NB+1SP1i3O4JEm7o8urIw8D7hzzfG277O7xDZOcSdNbxpFHHjkrxUm9GhoKJx9zCM942wucwyVJ6lmXIWyi31ATXiVQVRcBF0EzMb+fRUm7Y3QO1+5OxJckDZ4ub1GxFjhizPPDgbs6qkWSJGlWdRnCrgBOb6+SfD7wYFU9bihSkiRpPurbcGSSTwEnAQcmWQu8B1gAUFUXAlcBLwduBx4CzuhXLZIkSXubvoWwqnrDNOsL+PV+7V+SJGlv5scWSZIkdcAQJkmS1AFDmCRJUgcMYZIkSR0whEmSJHXAECZJktQBQ5gkSVIHDGGSJEkdMIRJkiR1wBAmSZLUAUOYJElSBwxhkiRJHejbB3hLs2VkpFizYQv3btzKwUuGWb50IUND6bosSZKmZAjTnDYyUly9+h7OvnwVW7eNMLxgiPNOO56TjznEICZJ2qs5HKk5bc2GLTsCGMDWbSOcffkq1mzY0nFlkiRNzRCmOe3ejVt3BLBRW7eNsG7T1o4qkiSpN4YwzWkHLxlmeMHOp/HwgiEOWjzcUUWSJPXGEKY5bfnShZx32vE7gtjonLDlSxd2XJkkSVNzYr7mtKGhcPIxh/CMt72AdZu2ctBir46UJM0NhjDNeUND4ehlizh62aKuS5EkqWcOR0qSJHXAECZJktQBQ5gkSVIHDGGSJEkdMIRJkiR1wBAmSZLUAUOYJElSBwxhkiRJHTCESZIkdcAQJkmS1AFDmCRJUgcMYZIkSR0whEmSJHWgryEsyclJvpXk9iTnTLD+pCQPJlnVfp3bz3okSZL2Fvv2a8NJ9gH+AvgZYC3w9SRXVNU3xzW9tqpe0a86JEmS9kb97Ak7Abi9qu6oqv8APg2c0sf9aQaNjBR3rN/Mdd++jzvWb2ZkpLouSZKkeaVvPWHAYcCdY56vBZ43QbsTk9wM3AW8s6pW97Em9WBkpLh69T2cffkqtm4bYXjBEOeddjwnH3MIQ0PpujxJkuaFfvaETfTbenx3yk3AUVV1HPAB4AsTbig5M8nKJCvXr18/s1XqcdZs2LIjgAFs3TbC2ZevYs2GLR1XJknS/NHPELYWOGLM88Npert2qKqNVbW5fXwVsCDJgeM3VFUXVdWKqlqxbNmyPpYsgHs3bt0RwEZt3TbCuk1bO6pIkqT5p58h7OvA05M8NckTgNcDV4xtkOSQJGkfn9DWs6GPNakHBy8ZZnjBzqfG8IIhDlo83FFFkiTNP30LYVW1HXgr8LfAbcDlVbU6yVlJzmqbnQrc2s4JOx94fVU5A7xjy5cu5LzTjt8RxEbnhC1furDjyiRJmj8y1zLPihUrauXKlV2XMe+NjBRrNmxh3aatHLR4mOVLFzopX5KkXZTkxqpaMdG6fl4dqTlsaCgcvWwRRy9b1HUpkiTNS35skSRJUgcMYZIkSR0whEmSJHXAECZJktQBQ5gkSVIHDGGSJEkdMIRJkiR1wBAmSZLUAUOYJElSBwxhkiRJHTCESZIkdcAQJkmS1AFDmCRJUgcMYZIkSR0whEmSJHXAECZJktQBQ5gkSVIH9u26AO2akZFizYYt3LtxKwcvGWb50oUMDaXrsiRJ0i4yhM0hIyPF1avv4ezLV7F12wjDC4Y477TjOfmYQwxikiTNMQ5HziFrNmzZEcAAtm4b4ezLV7Fmw5aOK5MkSbvKEDaH3Ltx644ANmrrthHWbdraUUWSJGl3GcLmkIOXDDO8YOcf2fCCIQ5aPNxRRZIkaXcZwuaQ5UsXct5px+8IYqNzwpYvXdhxZZIkaVc5MX8OGRoKJx9zCM942wtYt2krBy326khJkuYqQ9gcMzQUjl62iKOXLeq6FEmStAcMYTPIe3hJkqReGcJmiPfwkiRJu8KJ+TPEe3hJkqRdYU/Ybho/9LhhyyOT3sPL+VuSJGk8Q9humGjo8Q9f86MctXQ/vrvh4R3tvIeXJEmajMORu2Giocf/9rlb+N1TnuU9vCRJUk/sCdsNk3180IJ9wlXew0uSJPXAEDaB7dtHWH33g9z94FYO3X8/jjl0Cfvu+1in4ejHB40NYsMLhjh4ybD38JIkST3p63BkkpOTfCvJ7UnOmWB9kpzfrr8lyXP6WU8vHnh4Kzd97/t87/6HePLCJ3DwYrh+zXq+/p0N/PXNd/H172zg0EVPnJGPDxoZKe5Yv5nrvn0fd6zfzMhI9eMtSZKkvVDfesKS7AP8BfAzwFrg60muqKpvjmn2MuDp7dfzgA+13zvxwMNb+dKt6zn3ilt3TLh//6uO5YVPX8xJf3LdTsteeewhezT06H3FJEkabP3sCTsBuL2q7qiq/wA+DZwyrs0pwGXVuB44IMmhfaxpSv96z5YdAQyaeV7nXnEr37v/0cctu/WejRy9bBHPP/pAjl62aJeDk/cVkyRpsPUzhB0G3Dnm+dp22a62IcmZSVYmWbl+/foZL3TUvRsnvtfXvZu2Pn7Zxkf2cF8TT+5fN25fkiRpfupnCJuoa2j8pKde2lBVF1XViqpasWzZshkpbiIHL3nijnleo4YXDHHwuHt9NZPwn7iH+xqecF/eV0ySpMHQzxC2FjhizPPDgbt2o82s+aFDFvL+Vx2704T797/qWI588j6PW/asQ/ffo30tX7pwRib3S5KkuSlV/bkiL8m+wL8CLwb+Hfg68MaqWj2mzc8BbwVeTjMh//yqOmGq7a5YsaJWrlzZl5qhmZz/r/ds4d6Nj3Dw4idy5JP3Zf8nPolb79nYLFvyRJ516P4MD+/5NQ2jH33kfcUkSZqfktxYVSsmWte3qyOranuStwJ/C+wDXFxVq5Oc1a6/ELiKJoDdDjwEnNGvenp1wH7DnPDUxw8JPvepS2d8X0ND8b5ikiQNqL7erLWqrqIJWmOXXTjmcQG/3s8aJEmS9kZ+dqQkSVIHDGGSJEkdMIRJkiR1wBAmSZLUAUOYJElSBwxhkiRJHTCESZIkdcAQJkmS1AFDmCRJUgf69tmR/ZJkPfDdWdjVgcB9s7CfucBjsTOPx2M8FjvzeOzM4/EYj8XOBul4HFVVyyZaMedC2GxJsnKyD9wcNB6LnXk8HuOx2JnHY2cej8d4LHbm8Wg4HClJktQBQ5gkSVIHDGGTu6jrAvYiHoudeTwe47HYmcdjZx6Px3gsdubxwDlhkiRJnbAnTJIkqQMDHcKSnJzkW0luT3LOBOuT5Px2/S1JntNFnbOlh+NxUpIHk6xqv87tos7ZkOTiJOuS3DrJ+kE7N6Y7HoN0bhyR5O+T3JZkdZLfnKDNQJwfPR6LQTo3hpN8LcnN7fF43wRtBuLcgJ6Px8CcHxOqqoH8AvYBvg0cDTwBuBl45rg2Lwe+CAR4PnBD13V3fDxOAq7sutZZOh4vBJ4D3DrJ+oE5N3o8HoN0bhwKPKd9vBj410H9v6PHYzFI50aARe3jBcANwPMH8dzYheMxMOfHRF+D3BN2AnB7Vd1RVf8BfBo4ZVybU4DLqnE9cECSQ2e70FnSy/EYGFV1DXD/FE0G6dzo5XgMjKq6u6puah9vAm4DDhvXbCDOjx6PxcBof96b26cL2q/xE68H4tyAno/HQBvkEHYYcOeY52t5/H8evbSZL3p9rye2XctfTHLM7JS2Vxqkc6NXA3duJFkOPJvmL/yxBu78mOJYwACdG0n2SbIKWAd8uaoG+tzo4XjAAJ0f4w1yCMsEy8Yn9F7azBe9vNebaD5+4TjgA8AX+l3UXmyQzo1eDNy5kWQR8Dng7VW1cfzqCV4yb8+PaY7FQJ0bVfVoVR0PHA6ckOTYcU0G6tzo4XgM1Pkx3iCHsLXAEWOeHw7ctRtt5otp32tVbRztWq6qq4AFSQ6cvRL3KoN0bkxr0M6NJAtoQscnqurzEzQZmPNjumMxaOfGqKp6APgKcPK4VQNzbow12fEY1PNj1CCHsK8DT0/y1CRPAF4PXDGuzRXA6e3VLM8HHqyqu2e70Fky7fFIckiStI9PoDl/Nsx6pXuHQTo3pjVI50b7Pj8K3FZV503SbCDOj16OxYCdG8uSHNA+3g94CfAv45oNxLkBvR2PQTo/JrJv1wV0paq2J3kr8Lc0VwZeXFWrk5zVrr8QuIrmSpbbgYeAM7qqt996PB6nAm9Jsh14GHh9Vc3LbvQkn6K5aufAJGuB99BMKh24cwN6Oh4Dc24APwH8IvCNdq4LwLuAI2Hgzo9ejsUgnRuHApcm2YcmTFxeVVcO6u8Vejseg3R+PI53zJckSerAIA9HSpIkdcYQJkmS1AFDmCRJUgcMYZIkSR0whEmSpIGV5OIk65Lc2kPbFya5Kcn2JKeOW3d1kgeSXNnrvg1hkvoiyc8nqSTP6LH925M8aczzzVO172F7r0pyzp5so93OV5KsmGD5giR/kOTfktya5GtJXrab+zgryent4zcneUoPr7lk/C8BSbvlEh5/U93JfA94M/DJCdb9Mc0tW3pmCJPUL28Avkpz499evB140nSNepFk36q6oqr+YCa2N4nfpbkP0rFVdSzwSmDx7myoqi6sqsvap28Gpg1hkmZGVV0D3D92WZIfbHu2bkxy7egfk1W1pqpuAUYm2M7fAZt2Zd8De7NWSf3TfpbgTwA/TXOH8Pe2y08C3llVr2ifXwCsBJbQBI+/T3JfVf10u/73gVfQ3MTxlKq6N8lRwMXAMmA9cEZVfS/JJTT/kT4buCnJN4AVVfXWMTcSBfhhmr96V9J8Vt2zaP4vfG9V/VV7Z++PAc8EbgP2m+D9PQn4VeCpVfUIQFXdC1zerv8Q8Nz2tZ+tqve0y9cA/7M9LgBvrKrbk7wX2AysAVYAn0jyMHAi8Fs0AW8/4J+AXxukm1lKHbkIOKuq/i3J84APAi+a6Z3YEyapH14NXF1V/wrcn+Q5UzWuqvNpPj/vp0cDGLAQuL79YN9raEIPwAXAZVX1o8AngPPHbOqHgJdU1TvGbf/49kOE/1+a8PVPwO8A/6eqnksTiv44yULgLcBD7fZ/H/ixCUp+GvC9CT6setTvVNUK4EeBn0ryo2PWbayqE9r38Wfj6vxsW9+b2pofBi6oque2vW370YRSSX3S/hH548Bn2j/gPkzT6z3jDGGS+uENwKfbx59un++q/wBGJ7jeCCxvH5/IY/Mx/hL4yTGv+UxVPTrRxpI8nWbOxuuqahvws8A57X+yXwGGaT5u54XAxwHaYYdbdqP205LcBPwzcAxNr9qoT435fmIP2/rpJDe0PXsvarcnqX+GgAdG/3hrv36kHztyOFLSjEqylCYsHJukaD6LtJL8NrCdnf/4G55iU9vGDLs9yuT/X40dmtsySU0LaYYKf7Wq7hpdDLymqr41ru34bU7kduDIJIuraqc5IEmeCrwTeG5Vfb8dJh37PmuSxxPVPUwzDLKiqu5shy2nOmaS9lBVbUzynSSvrarPtB8w/qNVdfNM78ueMEkz7VSa4cKjqmp5VR0BfIemx+q7wDOTPDHJ/sCLx7xuE71NbP8nHpvs/yaayf/T+Rjwsaq6dsyyvwV+o/0PliTPbpdf026XJMfSDCnupKoeAj4KnJ/kCW3bQ5P8J5r5bVuAB5McDIy/YvJ1Y75fN0GtY4/DaOC6rx0i8WpIaYYl+RTNv8UfTrI2ya/Q/B/wK0luBlYDp7Rtn5tkLfBa4MNJVo/ZzrXAZ4AXt9t56XT7tidM0kx7AzD+qsTP0UxCf0uSy2mG+P6NZrhu1EXAF5PcPWZe2ETeBlyc5LdoJ+ZPVUw7kf9U4IeS/HK7+D/TXN34Z8AtbRBbQzPf6kPAx5LcAqwCvjbJpt8N/B7wzSRbaYLXuVV1c5J/pvmP+w7gH8e97olJbqD5I3iiYdpLgAvHTMz/CPCNtr6vT/VeJe26qppsusTjbltRVV8HDp9kOy/Y1X3Hi2wkaXa0V0euqKr7uq5FUvccjpQkSeqAPWGSJEkdsCdMkiSpA4YwSZKkDhjCJEmSOmAIkyRJ6oAhTJIkqQOGMEmSpA78XylkxKCRn/6HAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# EDA - Relationship between Authorized Capital and Paid-up Capital\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.scatterplot(x='AUTHORIZED_CAP', y='PAIDUP_CAPITAL', data=df[(df['Registration_Year']<=2020) & (df['Registration_Year']>=1990)])\n",
    "plt.title('Authorized Capital vs Paid-up Capital')\n",
    "plt.xlabel('Authorized Capital')\n",
    "plt.ylabel('Paid-up Capital')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "ca165418",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['Company limited by Shares' nan 'Company Limited by Guarantee'\n",
      " 'Unlimited Company']\n"
     ]
    }
   ],
   "source": [
    "# Print the unique values in the 'Company_Category' column\n",
    "print(df['Company_Category'].unique())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "e3e13691",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "df['Company_Category'] =df['Company_Category'].replace(' ',np.nan)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "f5074284",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# EDA - Distribution of Company Categories\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.countplot(x='Company_Category', data=df[(df['Registration_Year']<=2020) & (df['Registration_Year']>=1990)])\n",
    "plt.title('Distribution of Company Categories')\n",
    "plt.xlabel('Company Category')\n",
    "plt.ylabel('Count')\n",
    "plt.xticks(rotation=45)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "b016e779",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1008x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# EDA - Distribution of Principal Business Activities\n",
    "plt.figure(figsize=(14, 6))\n",
    "sns.countplot(x='PRINCIPAL_BUSINESS_ACTIVITY_AS_PER_CIN', data=df[(df['Registration_Year']<=2020) & (df['Registration_Year']>=1990)], order=df['PRINCIPAL_BUSINESS_ACTIVITY_AS_PER_CIN'].value_counts().index)\n",
    "plt.title('Distribution of Principal Business Activities')\n",
    "plt.xlabel('Principal Business Activity')\n",
    "plt.ylabel('Count')\n",
    "plt.xticks(rotation=90, ha='right')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "1ddc1124",
   "metadata": {},
   "outputs": [
    {
     "data": {
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pN998ozNnzmj16tXy9fW1WiYkJERz5sxRo0aNdPfuXa1cuVKTJk3SSy+9lGqdFy9eVN++fc35Tp066ZlnnrHZvkOHDqlFixbm9Ui6N3YoV66cChYsqPj4eJ0+fVqRkZGS7vWB9jKQXrhwQc2bN9e+ffvM13x9fVWpUiWFhobq8uXL2r9/v+7evavr16+rZ8+eunHjht37gZSmTJmikSNHSpL8/PxUuXJl+fv76/Dhw2bfePXqVXXo0EGLFy9Wq1atrJYvU6aMWrRooatXr5pZT/38/NSwYUOb6ytcuLBL7bLHXfcEDRs2NDOer1+/3lymdu3ayp07t1vbnCwrr1vu2m916tSRn5+fjh07puPHj0u6d59nr/+01de+9NJLqca0yf3YlStXtH//fhmGocTERH300Uc6ceKEFi5c6PBeMVlUVJQeeeQR87NXtGhRlSxZUrdv33Y507glb29vdezYUZ9++qkkaf78+eb405E9e/aYGaM9PDz09NNP2yyX2eP1/v37a8aMGZKksLAwlStXTp6entq/f7+io6MlSefPn1fLli114MABBQcHu1SvIz/++KO6du1qNQbKkSOHKlasqDx58ujmzZs6fPiwuc3Xrl3L8DrddU2QsmbsJd0bk1+5csWcz5Url0qXLq2cOXMqPj5ex48fN8eNt27dUr9+/RQfH68XXnjB5XW483xYunSpnnrqKbt9yt69e3Xnzh2NHDlSQUFBadoX6dG7d28tWLBAklSkSBGVLl1at2/f1u7du83s89OnT1eJEiU0atQovf3223rttdck3RsLhIeHy9vbW3v37jXPyb/++ktdunSxGkPa8tFHH2no0KFWrxUrVkwlS5bUjRs3tHfvXnM/zZs3TydOnNCKFStS7d/k69LevXt1/vx5SffOY0ffaVhKSkpSx44d9eOPP5qveXh4qGLFisqXL5/Onz9v3qPHxsZq5MiROnfunD755BOX6j927JiGDRtmfpaS++1r166l6l/dcW/br18/rV69WtK9bN/vvvuufHx8nLbR8nsiy3GbpU2bNumxxx4zz3vp3v1OxYoVlTdvXsXGxur48eO6fPmyzbalx6RJkzRkyBDzXke6d40qUaKEDMPQoUOHzD5g1apVioiI0KZNmxQWFpaqrtu3b6tp06ZW31sFBgaqQoUKypUrl+Li4nTx4kWdOHHC7J/IDA4AAAAAAAAAAAAAAAAr9yvqnD/++DMkMoNny7+sNGLECPN8yJ8/v80y0dHRhqenpyHJaNq0qfn6jBkzzGW/+uorm8v279/fLFO2bFm77bDMipMnTx5Dupf5e926dVblbt26ZQwaNMjqCSb21m0YhnHs2DGrDLQFCxY0fvrpJyMpKcksc/36dWPUqFFWGRMdZXd0NbtZZGSkuS3SvYzPy5cvt1q3YRjGzp07rbLyFC9e3Lh27Vqq+nbs2GG13a+99poRHR2dqlxCQoKxfv16Y+DAgUaHDh3sti9PnjzG4MGDjQ0bNtjMrHz16lXjrbfesspO+s4779itzzAMq/Y5ygxumVE7OfP39evXrcpER0cbQ4cOtapz0aJFDtfvirRmO01mmUEsODjY/Mx8++23Vv1gUlKSceLECatlW7ZsaXTs2NH48ccfbWZYv3PnjjF//nyjUKFC5jqaN2/usD1ffvml1XY0adLEOHr0qFWZ3bt3GzVq1DAkWWWLc5QZ3N3nbVqdPXvWKFCggPHqq68aO3bsMBITE222cejQoVaf2fnz59ut0zKTaWBgoOHn52f4+voaH3zwgXH79m2rsr/88osREhJilm/QoIHD9lpmBPPy8jLGjRtnlbEtPj7e+OKLL4ygoKBUx8FdmcFHjRpldS48/PDDxoYNG1L1Ybdu3TJ++OEHo3nz5sbYsWNt1tWyZUuzHg8PD+OVV16xOq537941fv75Z6tzNSAgwDhy5IjN+lJ+3nLnzm14e3sb7777rtW+T0pKMiZOnGhV9ssvvzSqVKliSDK6dOliREZGWtW9cuVKq2xxXbp0sbuPLPvtXLlyGR4eHkb+/PmNhQsXproePP3001bHdNWqVUZAQIDh7e1tvPPOO1YZIZOSkoz333/fqt2Osi26khm8TZs2ZpmKFSsamzZtslkuMjLSmD59ulG7dm2bmaEHDhxo1lOoUCFj6dKlqT7HhmEYUVFRxty5c42mTZsa3377rc11uZq57rnnnrPaFz169DAuXrxoVWbTpk1GhQoVzDKenp7G+vXr7dZpWV9y39SnTx/jwoULVuUOHDhgni+SjKCgoFTXlfRy9dpmyfKcS75mBAUFGVOnTjXi4uKsyqbMzPvss88arVq1MubOnWszq2RSUpLxyy+/GOXLlzfXUaFCBZvHN9mqVaustqNatWrGjh07UrWjWbNmqfoqR9fKmJgYo0yZMma5okWLGgsWLEh1f3DkyBGjRYsWZrmQkBDj1KlTduvNLFOnTrXart69e6c6psn9tuX48aWXXrJbp2Uf7Ovra/z1119W79+9e9eqby1SpIhx9epVm3XFxMRYZZT18vIyhgwZkqr/M4x7WR0nTJhgFC1a1OZ5mZiYaNSrV8+q75s2bZoRGxtrVe78+fNWGVF9fHzsZhC2vJ4GBQUZfn5+hiRj+PDhVteKpKQk47vvvrMaT4SFhdnNkmor47i7ZcY9gWG4P2Ntsuxy3cqM/ebKtdCWb775xqrdDz74oLF7926rMqdOnbK6jkoyxo0bZ7dOywzSyX11zZo1jS1btliVu3XrVqrrjit+//13q2OT8ppoyyuvvGIuY+9eMzPG65bHJbnuIkWKpDreCQkJxvjx462O9+uvv253e1y9d96zZ4/ZpySPGT/99FMjJibGqtzdu3eNnTt3Gi+99JJRqVIlm3W5mhnc3dcEd4690mLOnDlG1apVjUmTJqUaUyTbvXu30apVK7N9fn5+qe5ZLWXW+XD58mWrLNhhYWHG999/b1Wn5fcAfn5+5n2Uu/pZy21LbkuZMmWM1atXW5W7ePGi0aRJE7NsaGio8euvvxqenp5mhnXL71Hi4uJSZU//7bff7LZj8+bN5vdskoxy5cqlGhNfunTJ6N27t1Wdffr0sVtnWrNNJ3v33Xet1tGqVatU59LevXuNhx56yKrcnDlz7NZpeX1M7l+bNWtmHDx40Krc1atXrcZF7ri3jY+PN/Lly2fW8cMPPzjdByNHjrRapy3nzp2zGiP7+/sb48aNM6KiolKVPXjwoPH6668befLksVmXq8fq119/tfp8tWvXzti7d69VmaSkJOPHH3+02ubHH3/cZn2W99w5c+Y05syZY/P7wBs3bhgLFy40nnjiCWPChAl22wfgn4/M4AAAAAAAAAAAZF9kjv534/gCyKiszAye5cGx/PH3X/oTweDZ8i8r/fLLL1YXgEOHDqUq8/PPP5vvW/7I8siRI+brPXv2tFl/pUqVzDJ9+/a12w7LH0JK9wLgbAU6J2vbtq1Z1lGwZrt27awCKQ4fPmy3bMpAxO+++85mOVd/0P7YY49Z/ZjUMhAjpVu3bplBu5KMN998M1WZN99803y/W7duduuyZCuQNpllwKojP/30k7neggUL2vyhaDLL/WcvYO7HH3+0+vHs5s2bHa5//PjxZvkyZco4DMhxhTuCwZN/0Jzyh8z2uLqvT548aYSGhprrSPkj32SxsbFWP0Ju0KCBcefOHZtlr1+/boSHh1u13VGglbvP27SKj4+3uy0pffzxx+a6a9asabecZZCZdC/IedmyZXbLL1y40Kq8vaCK77//3qrc55/bvwn/7bffrH7sn9Yf6Nvz559/Wv04/KmnnnLpupwysMYwDGPRokVW7XP0o+/Dhw9bBXI8+uijNsul/Lw5Cxro1auXWS5HjhxOrx2W/bG/v7/N7UpZTroXxGjv85uQkGAVjJncDkfttryG1a9f3245ZwFwCQkJ5vo8PDzsBtmnZKuvL1WqlLmuVatWpbsew3AtWOHPP/+02scDBgywu55Lly4ZJUuWNMvaC+YyDCPV+TNy5Ei7Zc+cOWMEBASYZR09LCYtXLm2pZTynPPy8nIY9G7J1WtGVFSU1XH++eef7ZatXLmyWa5ChQp2x1jx8fFG48aNU+13eywf0FOmTBnj0qVLdssmJiYarVu3Nsv37t3bpe10l3Pnzhn+/v7m+j/66COH5Tdu3Gh4e3ubx8/esY+Pjzdq1apl1lu5cmWrgOtJkyZZXX9SBptZsgwi8/T0NBYuXOh0u+7cuWPzuvnhhx+adYWFhTntT55//nmzfJMmTWyWSXk9lWT34SKGYRjbt2+3Cu4cNGiQ03ozKxg8M+4JDOP+BINn5XUrM/ZbeoLB4+LirILcateubXeMmpSUZDWe9fHxMc6dO2ezrGXQsCSjevXqdscS6WXZT0+aNMlh2bt37xpFixY1y9sL1M+M8XrKe518+fIZp0+ftlvviy++aJYtVqyY3XKu3jtXr17dLFegQAGX7rPsHStXgsEz45rgzrFXWrg6bkhKSjLat29vtnHYsGF2y2bW+fDCCy9Yjd3//PNPu2Vfe+21VNccdweDSzIKFy5s90EN0dHRVvc8OXLkMLy8vFI9tNBSo0aNzPLPPPOM3XIPPPCAWa5kyZLG33//bbes5X6TZGzbts1mufQEg1+8eNHqAYBt27a1e17eunXLqFOnjlk2T548qR6ulszy+ijdCzB3dp/qznvbl19+2WrdjiQmJhoFCxY0y8+YMcNmuccff9wsExgYaPehXc7aZhiuHavbt28bBQoUMMsNHjzY4boOHz5s9bC0DRs2pCpj+YCDL7/80mn7DcM9/RSA7ItgcAAAAAAAAAAAsi+Chf/dOL4AMiorg8E9BQDIMhEREfL0/P+ueMOGDanKWL5Wv359c7ps2bLKnz+/3eWioqJ04MABc75BgwYut2vatGkKDQ21+/6QIUPM6a1btyoxMTFVmTNnzmjp0qXm/Lhx41SuXDm7dQ4dOlQPPvigOT9lyhSX25vSoUO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      "text/plain": [
       "<Figure size 4800x2400 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Find the top 5 business activities for each year\n",
    "top_activities = df.loc[(df['Registration_Year']>=1990) & (df['Registration_Year'] <= 2020)].groupby('Registration_Year')['PRINCIPAL_BUSINESS_ACTIVITY_AS_PER_CIN'].apply(lambda x: x.value_counts().nlargest(5).index.tolist())\n",
    "\n",
    "# Filter the dataframe to include only the top activities\n",
    "df_top_activities = df[df.apply(lambda x: x['Registration_Year'] in top_activities.index and x['PRINCIPAL_BUSINESS_ACTIVITY_AS_PER_CIN'] in top_activities.loc[x['Registration_Year']], axis=1)]\n",
    "\n",
    "plt.figure(figsize=(16, 8),dpi=300)\n",
    "sns.countplot(x='Registration_Year', hue='PRINCIPAL_BUSINESS_ACTIVITY_AS_PER_CIN', data=df_top_activities, palette='Set1')\n",
    "plt.title('Top 5 Principal Business Activities Over Time')\n",
    "plt.xlabel('Registration Year')\n",
    "plt.ylabel('Count')\n",
    "plt.xticks(rotation=90)\n",
    "plt.legend(title='Principal Business Activity', fontsize='small')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "f9788d9f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Top 5 PRINCIPAL_BUSINESS_ACTIVITY_AS_PER_CIN from 2013 to 2020:\n",
      "Other business activities                                                         6143\n",
      "Construction                                                                      5085\n",
      "Manufacture of food products and beverages                                        1356\n",
      "Computer and related activities                                                   1353\n",
      "Wholesale trade and commission trade, except of motor vehicles and motorcycles    1215\n",
      "Name: PRINCIPAL_BUSINESS_ACTIVITY_AS_PER_CIN, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "# Filter companies registered between 2013 and 2020\n",
    "filtered_df = df[(df['Registration_Year'] >= 2013) & (df['Registration_Year'] <= 2020)]\n",
    "\n",
    "# Get the top 5 business activities\n",
    "top_business_activities = filtered_df['PRINCIPAL_BUSINESS_ACTIVITY_AS_PER_CIN'].value_counts().head(5)\n",
    "\n",
    "# Print the result\n",
    "print(\"Top 5 PRINCIPAL_BUSINESS_ACTIVITY_AS_PER_CIN from 2013 to 2020:\")\n",
    "print(top_business_activities)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "192b0d19",
   "metadata": {},
   "source": [
    "# Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "6baaf1f1",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\ritti\\anaconda3\\lib\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:471: ValueWarning: No frequency information was provided, so inferred frequency AS-JAN will be used.\n",
      "  self._init_dates(dates, freq)\n",
      "C:\\Users\\ritti\\anaconda3\\lib\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:471: ValueWarning: No frequency information was provided, so inferred frequency AS-JAN will be used.\n",
      "  self._init_dates(dates, freq)\n",
      "C:\\Users\\ritti\\anaconda3\\lib\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:471: ValueWarning: No frequency information was provided, so inferred frequency AS-JAN will be used.\n",
      "  self._init_dates(dates, freq)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Forecasted registrations for Other business activities for 2021-2025:\n",
      "2021-01-01    768.735776\n",
      "2022-01-01    768.459318\n",
      "2023-01-01    768.459832\n",
      "2024-01-01    768.459831\n",
      "2025-01-01    768.459831\n",
      "Freq: AS-JAN, Name: predicted_mean, dtype: float64\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\ritti\\anaconda3\\lib\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:471: ValueWarning: No frequency information was provided, so inferred frequency AS-JAN will be used.\n",
      "  self._init_dates(dates, freq)\n",
      "C:\\Users\\ritti\\anaconda3\\lib\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:471: ValueWarning: No frequency information was provided, so inferred frequency AS-JAN will be used.\n",
      "  self._init_dates(dates, freq)\n",
      "C:\\Users\\ritti\\anaconda3\\lib\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:471: ValueWarning: No frequency information was provided, so inferred frequency AS-JAN will be used.\n",
      "  self._init_dates(dates, freq)\n",
      "C:\\Users\\ritti\\anaconda3\\lib\\site-packages\\statsmodels\\tsa\\statespace\\sarimax.py:966: UserWarning: Non-stationary starting autoregressive parameters found. Using zeros as starting parameters.\n",
      "  warn('Non-stationary starting autoregressive parameters'\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Forecasted registrations for Construction for 2021-2025:\n",
      "2021-01-01     995.995069\n",
      "2022-01-01    1052.363324\n",
      "2023-01-01    1104.455734\n",
      "2024-01-01    1152.596647\n",
      "2025-01-01    1197.085804\n",
      "Freq: AS-JAN, Name: predicted_mean, dtype: float64\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\ritti\\anaconda3\\lib\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:471: ValueWarning: No frequency information was provided, so inferred frequency AS-JAN will be used.\n",
      "  self._init_dates(dates, freq)\n",
      "C:\\Users\\ritti\\anaconda3\\lib\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:471: ValueWarning: No frequency information was provided, so inferred frequency AS-JAN will be used.\n",
      "  self._init_dates(dates, freq)\n",
      "C:\\Users\\ritti\\anaconda3\\lib\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:471: ValueWarning: No frequency information was provided, so inferred frequency AS-JAN will be used.\n",
      "  self._init_dates(dates, freq)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Forecasted registrations for Manufacture of food products and beverages for 2021-2025:\n",
      "2021-01-01    383.706459\n",
      "2022-01-01    431.930679\n",
      "2023-01-01    466.278589\n",
      "2024-01-01    490.743037\n",
      "2025-01-01    508.167947\n",
      "Freq: AS-JAN, Name: predicted_mean, dtype: float64\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\ritti\\anaconda3\\lib\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:471: ValueWarning: No frequency information was provided, so inferred frequency AS-JAN will be used.\n",
      "  self._init_dates(dates, freq)\n",
      "C:\\Users\\ritti\\anaconda3\\lib\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:471: ValueWarning: No frequency information was provided, so inferred frequency AS-JAN will be used.\n",
      "  self._init_dates(dates, freq)\n",
      "C:\\Users\\ritti\\anaconda3\\lib\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:471: ValueWarning: No frequency information was provided, so inferred frequency AS-JAN will be used.\n",
      "  self._init_dates(dates, freq)\n",
      "C:\\Users\\ritti\\anaconda3\\lib\\site-packages\\statsmodels\\tsa\\statespace\\sarimax.py:978: UserWarning: Non-invertible starting MA parameters found. Using zeros as starting parameters.\n",
      "  warn('Non-invertible starting MA parameters found.'\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Forecasted registrations for Computer and related activities for 2021-2025:\n",
      "2021-01-01    323.222419\n",
      "2022-01-01    326.448459\n",
      "2023-01-01    327.090000\n",
      "2024-01-01    327.217578\n",
      "2025-01-01    327.242949\n",
      "Freq: AS-JAN, Name: predicted_mean, dtype: float64\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\ritti\\anaconda3\\lib\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:471: ValueWarning: No frequency information was provided, so inferred frequency AS-JAN will be used.\n",
      "  self._init_dates(dates, freq)\n",
      "C:\\Users\\ritti\\anaconda3\\lib\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:471: ValueWarning: No frequency information was provided, so inferred frequency AS-JAN will be used.\n",
      "  self._init_dates(dates, freq)\n",
      "C:\\Users\\ritti\\anaconda3\\lib\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:471: ValueWarning: No frequency information was provided, so inferred frequency AS-JAN will be used.\n",
      "  self._init_dates(dates, freq)\n",
      "C:\\Users\\ritti\\anaconda3\\lib\\site-packages\\statsmodels\\tsa\\statespace\\sarimax.py:966: UserWarning: Non-stationary starting autoregressive parameters found. Using zeros as starting parameters.\n",
      "  warn('Non-stationary starting autoregressive parameters'\n",
      "C:\\Users\\ritti\\anaconda3\\lib\\site-packages\\statsmodels\\tsa\\statespace\\sarimax.py:978: UserWarning: Non-invertible starting MA parameters found. Using zeros as starting parameters.\n",
      "  warn('Non-invertible starting MA parameters found.'\n",
      "C:\\Users\\ritti\\anaconda3\\lib\\site-packages\\statsmodels\\base\\model.py:604: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals\n",
      "  warnings.warn(\"Maximum Likelihood optimization failed to \"\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Forecasted registrations for Wholesale trade and commission trade, except of motor vehicles and motorcycles for 2021-2025:\n",
      "2021-01-01    272.603330\n",
      "2022-01-01    291.206089\n",
      "2023-01-01    309.808279\n",
      "2024-01-01    328.409898\n",
      "2025-01-01    347.010947\n",
      "Freq: AS-JAN, Name: predicted_mean, dtype: float64\n"
     ]
    }
   ],
   "source": [
    "from statsmodels.tsa.arima.model import ARIMA\n",
    "\n",
    "# Assuming 'df' is your DataFrame\n",
    "# Convert 'Latest_Year_AR' to datetime format\n",
    "df['Latest_Year_AR'] = pd.to_datetime(df['Latest_Year_AR'], errors='coerce')\n",
    "\n",
    "# Define the top 5 categories for forecasting\n",
    "top_categories = [\n",
    "    'Other business activities',\n",
    "    'Construction',\n",
    "    'Manufacture of food products and beverages',\n",
    "    'Computer and related activities',\n",
    "    'Wholesale trade and commission trade, except of motor vehicles and motorcycles'\n",
    "]\n",
    "\n",
    "# Loop through each category for forecasting\n",
    "for category_to_forecast in top_categories:\n",
    "    # Filter data for the specific category and the specified time range\n",
    "    category_df = df[(df['PRINCIPAL_BUSINESS_ACTIVITY_AS_PER_CIN'] == category_to_forecast) & \n",
    "                     (df['Registration_Year'] >= 2013) & (df['Registration_Year'] <= 2020)]\n",
    "\n",
    "    # Extract relevant features and target variable\n",
    "    X = category_df[['Registration_Year']]\n",
    "    y = category_df.groupby('Registration_Year').size()\n",
    "\n",
    "    # Convert 'Registration_Year' to DateTime format\n",
    "    y.index = pd.to_datetime(y.index, format='%Y')\n",
    "\n",
    "    # Fit ARIMA model\n",
    "    model = ARIMA(y, order=(1, 1, 1))  # Adjust order as needed\n",
    "    fit_model = model.fit()\n",
    "\n",
    "    # Forecast registrations for the next 5 years (2021-2025)\n",
    "    forecast_steps = 5\n",
    "    forecast_values = fit_model.forecast(steps=forecast_steps)\n",
    "\n",
    "    # Plot the forecast\n",
    "    plt.figure(figsize=(16, 6))\n",
    "    plt.plot(y.index.year, y.values, marker='o', label='Historical Data')\n",
    "    plt.plot(range(y.index.year.max() + 1, y.index.year.max() + 1 + forecast_steps), forecast_values, marker='o', label='Forecast')\n",
    "    plt.title(f'Forecast of {category_to_forecast} registrations (2021-2025)')\n",
    "    plt.xticks(np.arange(2013, 2026, 1))\n",
    "    plt.xlabel('Year')\n",
    "    plt.ylabel('Count of Registrations')\n",
    "    plt.legend()\n",
    "    plt.show()\n",
    "\n",
    "    # Display the forecasted values\n",
    "    print(f\"Forecasted registrations for {category_to_forecast} for 2021-2025:\")\n",
    "    print(forecast_values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9fd5d426",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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