Goa_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": [
       "<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>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>L00012GA1965PLC000199</td>\n",
       "      <td>MANDOVI PELLETS LIMITED</td>\n",
       "      <td>Amalgamated</td>\n",
       "      <td>Public</td>\n",
       "      <td>Company limited by Shares</td>\n",
       "      <td>Non-govt company</td>\n",
       "      <td>12-04-65</td>\n",
       "      <td>Goa</td>\n",
       "      <td>1000000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>12</td>\n",
       "      <td>Unclassified</td>\n",
       "      <td>CHOWGULE HOUSE, MORMUGAO HARBOUR, HARBOUR , Un...</td>\n",
       "      <td>RoC-Goa</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>L00222GA1966PLC000067</td>\n",
       "      <td>ARLEM BREWERIES LIMITED</td>\n",
       "      <td>Amalgamated</td>\n",
       "      <td>Public</td>\n",
       "      <td>Company limited by Shares</td>\n",
       "      <td>Non-govt company</td>\n",
       "      <td>21-09-66</td>\n",
       "      <td>Goa</td>\n",
       "      <td>20000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>222</td>\n",
       "      <td>Unclassified</td>\n",
       "      <td>CHOWGULE HOUSE, MORMUGAO HARBOUR 403803. GOA. ...</td>\n",
       "      <td>RoC-Goa</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>L23109GA1967PLC000076</td>\n",
       "      <td>GOA CARBON 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>22-06-67</td>\n",
       "      <td>Goa</td>\n",
       "      <td>250000000</td>\n",
       "      <td>91510520.0</td>\n",
       "      <td>23109</td>\n",
       "      <td>Manufacture of coke, refined petroleum product...</td>\n",
       "      <td>DEMPO HOUSECAMPAL PANAJI GOA , Unclassified GA...</td>\n",
       "      <td>RoC-Goa</td>\n",
       "      <td>pravin@goacarbon.com</td>\n",
       "      <td>31-03-20</td>\n",
       "      <td>31-03-20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>L24111GA1963PLC000562</td>\n",
       "      <td>THE SOUTHERN GAS 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>29-07-63</td>\n",
       "      <td>Goa</td>\n",
       "      <td>5000000</td>\n",
       "      <td>2250000.0</td>\n",
       "      <td>24111</td>\n",
       "      <td>Manufacture of chemicals and chemical products</td>\n",
       "      <td>MEERA CLASSIC, PHASE II, GOGOL, BORDA, POST FA...</td>\n",
       "      <td>RoC-Goa</td>\n",
       "      <td>sglgoa@southerngasindia.com</td>\n",
       "      <td>31-03-20</td>\n",
       "      <td>31-03-20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>L24233GA1985PLC001587</td>\n",
       "      <td>SANDU PHARMACEUTICALS 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>15-11-85</td>\n",
       "      <td>Goa</td>\n",
       "      <td>100000000</td>\n",
       "      <td>70810000.0</td>\n",
       "      <td>24233</td>\n",
       "      <td>Manufacture of chemicals and chemical products</td>\n",
       "      <td>PLOT NO.25,26,29 &amp; 30,PILERNE INDUSTRIAL ESTAT...</td>\n",
       "      <td>RoC-Goa</td>\n",
       "      <td>corp.sec@sandu.in</td>\n",
       "      <td>31-03-20</td>\n",
       "      <td>31-03-20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9428</th>\n",
       "      <td>U94413GA2002PTC003135</td>\n",
       "      <td>GOMES SPORTS ACADEMY 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>06-09-02</td>\n",
       "      <td>Goa</td>\n",
       "      <td>100000</td>\n",
       "      <td>100000.0</td>\n",
       "      <td>94413</td>\n",
       "      <td>Unclassified</td>\n",
       "      <td>GOMES HERITAGEGAURA VADDO CALANGUTE BARDEZ GOA...</td>\n",
       "      <td>RoC-Goa</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9429</th>\n",
       "      <td>U95000GA2020OPC014297</td>\n",
       "      <td>TRINETH SERVICES (OPC) PRIVATE LIMITED</td>\n",
       "      <td>Active</td>\n",
       "      <td>Private(One Person Company)</td>\n",
       "      <td>Company limited by Shares</td>\n",
       "      <td>Non-govt company</td>\n",
       "      <td>20-02-20</td>\n",
       "      <td>Goa</td>\n",
       "      <td>100000</td>\n",
       "      <td>100000.0</td>\n",
       "      <td>95000</td>\n",
       "      <td>Activities of private households as employers ...</td>\n",
       "      <td>HOUSE NO-13F COTTAMOL, CUNCOLIM , South Goa Un...</td>\n",
       "      <td>RoC-Goa</td>\n",
       "      <td>CLIENT@LEGALRAASTA.COM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9430</th>\n",
       "      <td>U99090GA2001PTC002951</td>\n",
       "      <td>MEDIA PROMOTIONS PRIVATE LIMITED</td>\n",
       "      <td>Active</td>\n",
       "      <td>Private</td>\n",
       "      <td>Company limited by Shares</td>\n",
       "      <td>Non-govt company</td>\n",
       "      <td>09-02-01</td>\n",
       "      <td>Goa</td>\n",
       "      <td>500000</td>\n",
       "      <td>201000.0</td>\n",
       "      <td>99090</td>\n",
       "      <td>Extraterritorial organizations and bodies</td>\n",
       "      <td>7TH FLOOR ROOM NO 703DEMPO TRADE CENTRE PANAJI...</td>\n",
       "      <td>RoC-Goa</td>\n",
       "      <td>accounts@mediagoa.com</td>\n",
       "      <td>31-03-20</td>\n",
       "      <td>31-03-20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9431</th>\n",
       "      <td>U99999GA1985PTC004763</td>\n",
       "      <td>MC-BAUCHEMIE INDIA PVT LTD</td>\n",
       "      <td>Active</td>\n",
       "      <td>Private</td>\n",
       "      <td>Company limited by Shares</td>\n",
       "      <td>Non-govt company</td>\n",
       "      <td>24-01-85</td>\n",
       "      <td>Goa</td>\n",
       "      <td>50000000</td>\n",
       "      <td>37620000.0</td>\n",
       "      <td>99999</td>\n",
       "      <td>Extraterritorial organizations and bodies</td>\n",
       "      <td>Plot no. 148 &amp; I49, Kundaim lndustrial Estate,...</td>\n",
       "      <td>RoC-Goa</td>\n",
       "      <td>info.india@mc-bauchemie.com</td>\n",
       "      <td>31-03-20</td>\n",
       "      <td>31-03-20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9432</th>\n",
       "      <td>U99999GA1991PTC005564</td>\n",
       "      <td>SRI SANTHIPRIYA MINERALS PRIVATE LIMITED</td>\n",
       "      <td>Active</td>\n",
       "      <td>Private</td>\n",
       "      <td>Company limited by Shares</td>\n",
       "      <td>Non-govt company</td>\n",
       "      <td>31-07-91</td>\n",
       "      <td>Goa</td>\n",
       "      <td>4500000</td>\n",
       "      <td>4200000.0</td>\n",
       "      <td>99999</td>\n",
       "      <td>Extraterritorial organizations and bodies</td>\n",
       "      <td>CHOWGULE HOUSE MORMUGAO HARBOUR , Unclassified...</td>\n",
       "      <td>RoC-Goa</td>\n",
       "      <td>mangoli.cil@chowgule.co.in</td>\n",
       "      <td>31-03-20</td>\n",
       "      <td>31-03-20</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>9433 rows × 17 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     CORPORATE_IDENTIFICATION_NUMBER  \\\n",
       "0              L00012GA1965PLC000199   \n",
       "1              L00222GA1966PLC000067   \n",
       "2              L23109GA1967PLC000076   \n",
       "3              L24111GA1963PLC000562   \n",
       "4              L24233GA1985PLC001587   \n",
       "...                              ...   \n",
       "9428           U94413GA2002PTC003135   \n",
       "9429           U95000GA2020OPC014297   \n",
       "9430           U99090GA2001PTC002951   \n",
       "9431           U99999GA1985PTC004763   \n",
       "9432           U99999GA1991PTC005564   \n",
       "\n",
       "                                  Company_Name                 Company_status  \\\n",
       "0                      MANDOVI PELLETS LIMITED                    Amalgamated   \n",
       "1                      ARLEM BREWERIES LIMITED                    Amalgamated   \n",
       "2                           GOA CARBON LIMITED                         Active   \n",
       "3                     THE SOUTHERN GAS LIMITED                         Active   \n",
       "4                SANDU PHARMACEUTICALS LIMITED                         Active   \n",
       "...                                        ...                            ...   \n",
       "9428      GOMES SPORTS ACADEMY PRIVATE LIMITED  Under Process of Striking off   \n",
       "9429    TRINETH SERVICES (OPC) PRIVATE LIMITED                         Active   \n",
       "9430          MEDIA PROMOTIONS PRIVATE LIMITED                         Active   \n",
       "9431                MC-BAUCHEMIE INDIA PVT LTD                         Active   \n",
       "9432  SRI SANTHIPRIYA MINERALS PRIVATE LIMITED                         Active   \n",
       "\n",
       "                    Company_class           Company_Category  \\\n",
       "0                          Public  Company limited by Shares   \n",
       "1                          Public  Company limited by Shares   \n",
       "2                          Public  Company limited by Shares   \n",
       "3                          Public  Company limited by Shares   \n",
       "4                          Public  Company limited by Shares   \n",
       "...                           ...                        ...   \n",
       "9428                      Private  Company limited by Shares   \n",
       "9429  Private(One Person Company)  Company limited by Shares   \n",
       "9430                      Private  Company limited by Shares   \n",
       "9431                      Private  Company limited by Shares   \n",
       "9432                      Private  Company limited by Shares   \n",
       "\n",
       "     Company_sub_category DATE_OF_REGISTRATION REGISTERED_STATE  \\\n",
       "0        Non-govt company             12-04-65              Goa   \n",
       "1        Non-govt company             21-09-66              Goa   \n",
       "2        Non-govt company             22-06-67              Goa   \n",
       "3        Non-govt company             29-07-63              Goa   \n",
       "4        Non-govt company             15-11-85              Goa   \n",
       "...                   ...                  ...              ...   \n",
       "9428     Non-govt company             06-09-02              Goa   \n",
       "9429     Non-govt company             20-02-20              Goa   \n",
       "9430     Non-govt company             09-02-01              Goa   \n",
       "9431     Non-govt company             24-01-85              Goa   \n",
       "9432     Non-govt company             31-07-91              Goa   \n",
       "\n",
       "      AUTHORIZED_CAP  PAIDUP_CAPITAL  Industrial_Class  \\\n",
       "0         1000000000             0.0                12   \n",
       "1           20000000             0.0               222   \n",
       "2          250000000      91510520.0             23109   \n",
       "3            5000000       2250000.0             24111   \n",
       "4          100000000      70810000.0             24233   \n",
       "...              ...             ...               ...   \n",
       "9428          100000        100000.0             94413   \n",
       "9429          100000        100000.0             95000   \n",
       "9430          500000        201000.0             99090   \n",
       "9431        50000000      37620000.0             99999   \n",
       "9432         4500000       4200000.0             99999   \n",
       "\n",
       "                 PRINCIPAL_BUSINESS_ACTIVITY_AS_PER_CIN  \\\n",
       "0                                          Unclassified   \n",
       "1                                          Unclassified   \n",
       "2     Manufacture of coke, refined petroleum product...   \n",
       "3        Manufacture of chemicals and chemical products   \n",
       "4        Manufacture of chemicals and chemical products   \n",
       "...                                                 ...   \n",
       "9428                                       Unclassified   \n",
       "9429  Activities of private households as employers ...   \n",
       "9430          Extraterritorial organizations and bodies   \n",
       "9431          Extraterritorial organizations and bodies   \n",
       "9432          Extraterritorial organizations and bodies   \n",
       "\n",
       "                              Registered_Office_Address  \\\n",
       "0     CHOWGULE HOUSE, MORMUGAO HARBOUR, HARBOUR , Un...   \n",
       "1     CHOWGULE HOUSE, MORMUGAO HARBOUR 403803. GOA. ...   \n",
       "2     DEMPO HOUSECAMPAL PANAJI GOA , Unclassified GA...   \n",
       "3     MEERA CLASSIC, PHASE II, GOGOL, BORDA, POST FA...   \n",
       "4     PLOT NO.25,26,29 & 30,PILERNE INDUSTRIAL ESTAT...   \n",
       "...                                                 ...   \n",
       "9428  GOMES HERITAGEGAURA VADDO CALANGUTE BARDEZ GOA...   \n",
       "9429  HOUSE NO-13F COTTAMOL, CUNCOLIM , South Goa Un...   \n",
       "9430  7TH FLOOR ROOM NO 703DEMPO TRADE CENTRE PANAJI...   \n",
       "9431  Plot no. 148 & I49, Kundaim lndustrial Estate,...   \n",
       "9432  CHOWGULE HOUSE MORMUGAO HARBOUR , Unclassified...   \n",
       "\n",
       "     REGISTRAR_OF_COMPANIES                   EMAIL_ADDR Latest_Year_AR  \\\n",
       "0                   RoC-Goa                          NaN            NaN   \n",
       "1                   RoC-Goa                          NaN            NaN   \n",
       "2                   RoC-Goa         pravin@goacarbon.com       31-03-20   \n",
       "3                   RoC-Goa  sglgoa@southerngasindia.com       31-03-20   \n",
       "4                   RoC-Goa            corp.sec@sandu.in       31-03-20   \n",
       "...                     ...                          ...            ...   \n",
       "9428                RoC-Goa                          NaN            NaN   \n",
       "9429                RoC-Goa       CLIENT@LEGALRAASTA.COM            NaN   \n",
       "9430                RoC-Goa        accounts@mediagoa.com       31-03-20   \n",
       "9431                RoC-Goa  info.india@mc-bauchemie.com       31-03-20   \n",
       "9432                RoC-Goa   mangoli.cil@chowgule.co.in       31-03-20   \n",
       "\n",
       "     Latest_Year_BS  \n",
       "0               NaN  \n",
       "1               NaN  \n",
       "2          31-03-20  \n",
       "3          31-03-20  \n",
       "4          31-03-20  \n",
       "...             ...  \n",
       "9428            NaN  \n",
       "9429            NaN  \n",
       "9430       31-03-20  \n",
       "9431       31-03-20  \n",
       "9432       31-03-20  \n",
       "\n",
       "[9433 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/Goa.csv\", encoding='ISO-8859-1',low_memory=False)\n",
    "\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "6dee4ff1",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "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                                1\n",
       "Company_Category                             1\n",
       "Company_sub_category                         1\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                                1973\n",
       "Latest_Year_AR                            4048\n",
       "Latest_Year_BS                            4046\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": [
    {
     "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>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>L00012GA1965PLC000199</td>\n",
       "      <td>MANDOVI PELLETS LIMITED</td>\n",
       "      <td>Amalgamated</td>\n",
       "      <td>Public</td>\n",
       "      <td>Company limited by Shares</td>\n",
       "      <td>Non-govt company</td>\n",
       "      <td>Goa</td>\n",
       "      <td>1000000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>12</td>\n",
       "      <td>Unclassified</td>\n",
       "      <td>CHOWGULE HOUSE, MORMUGAO HARBOUR, HARBOUR , Un...</td>\n",
       "      <td>RoC-Goa</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2065</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>L00222GA1966PLC000067</td>\n",
       "      <td>ARLEM BREWERIES LIMITED</td>\n",
       "      <td>Amalgamated</td>\n",
       "      <td>Public</td>\n",
       "      <td>Company limited by Shares</td>\n",
       "      <td>Non-govt company</td>\n",
       "      <td>Goa</td>\n",
       "      <td>20000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>222</td>\n",
       "      <td>Unclassified</td>\n",
       "      <td>CHOWGULE HOUSE, MORMUGAO HARBOUR 403803. GOA. ...</td>\n",
       "      <td>RoC-Goa</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2066</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>L23109GA1967PLC000076</td>\n",
       "      <td>GOA CARBON 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>Goa</td>\n",
       "      <td>250000000</td>\n",
       "      <td>91510520.0</td>\n",
       "      <td>23109</td>\n",
       "      <td>Manufacture of coke, refined petroleum product...</td>\n",
       "      <td>DEMPO HOUSECAMPAL PANAJI GOA , Unclassified GA...</td>\n",
       "      <td>RoC-Goa</td>\n",
       "      <td>31-03-20</td>\n",
       "      <td>31-03-20</td>\n",
       "      <td>2067</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>L24111GA1963PLC000562</td>\n",
       "      <td>THE SOUTHERN GAS 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>Goa</td>\n",
       "      <td>5000000</td>\n",
       "      <td>2250000.0</td>\n",
       "      <td>24111</td>\n",
       "      <td>Manufacture of chemicals and chemical products</td>\n",
       "      <td>MEERA CLASSIC, PHASE II, GOGOL, BORDA, POST FA...</td>\n",
       "      <td>RoC-Goa</td>\n",
       "      <td>31-03-20</td>\n",
       "      <td>31-03-20</td>\n",
       "      <td>2063</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>L24233GA1985PLC001587</td>\n",
       "      <td>SANDU PHARMACEUTICALS 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>Goa</td>\n",
       "      <td>100000000</td>\n",
       "      <td>70810000.0</td>\n",
       "      <td>24233</td>\n",
       "      <td>Manufacture of chemicals and chemical products</td>\n",
       "      <td>PLOT NO.25,26,29 &amp; 30,PILERNE INDUSTRIAL ESTAT...</td>\n",
       "      <td>RoC-Goa</td>\n",
       "      <td>31-03-20</td>\n",
       "      <td>31-03-20</td>\n",
       "      <td>1985</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>9428</th>\n",
       "      <td>U94413GA2002PTC003135</td>\n",
       "      <td>GOMES SPORTS ACADEMY 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>Goa</td>\n",
       "      <td>100000</td>\n",
       "      <td>100000.0</td>\n",
       "      <td>94413</td>\n",
       "      <td>Unclassified</td>\n",
       "      <td>GOMES HERITAGEGAURA VADDO CALANGUTE BARDEZ GOA...</td>\n",
       "      <td>RoC-Goa</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9429</th>\n",
       "      <td>U95000GA2020OPC014297</td>\n",
       "      <td>TRINETH SERVICES (OPC) PRIVATE LIMITED</td>\n",
       "      <td>Active</td>\n",
       "      <td>Private(One Person Company)</td>\n",
       "      <td>Company limited by Shares</td>\n",
       "      <td>Non-govt company</td>\n",
       "      <td>Goa</td>\n",
       "      <td>100000</td>\n",
       "      <td>100000.0</td>\n",
       "      <td>95000</td>\n",
       "      <td>Activities of private households as employers ...</td>\n",
       "      <td>HOUSE NO-13F COTTAMOL, CUNCOLIM , South Goa Un...</td>\n",
       "      <td>RoC-Goa</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9430</th>\n",
       "      <td>U99090GA2001PTC002951</td>\n",
       "      <td>MEDIA PROMOTIONS PRIVATE LIMITED</td>\n",
       "      <td>Active</td>\n",
       "      <td>Private</td>\n",
       "      <td>Company limited by Shares</td>\n",
       "      <td>Non-govt company</td>\n",
       "      <td>Goa</td>\n",
       "      <td>500000</td>\n",
       "      <td>201000.0</td>\n",
       "      <td>99090</td>\n",
       "      <td>Extraterritorial organizations and bodies</td>\n",
       "      <td>7TH FLOOR ROOM NO 703DEMPO TRADE CENTRE PANAJI...</td>\n",
       "      <td>RoC-Goa</td>\n",
       "      <td>31-03-20</td>\n",
       "      <td>31-03-20</td>\n",
       "      <td>2001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9431</th>\n",
       "      <td>U99999GA1985PTC004763</td>\n",
       "      <td>MC-BAUCHEMIE INDIA PVT LTD</td>\n",
       "      <td>Active</td>\n",
       "      <td>Private</td>\n",
       "      <td>Company limited by Shares</td>\n",
       "      <td>Non-govt company</td>\n",
       "      <td>Goa</td>\n",
       "      <td>50000000</td>\n",
       "      <td>37620000.0</td>\n",
       "      <td>99999</td>\n",
       "      <td>Extraterritorial organizations and bodies</td>\n",
       "      <td>Plot no. 148 &amp; I49, Kundaim lndustrial Estate,...</td>\n",
       "      <td>RoC-Goa</td>\n",
       "      <td>31-03-20</td>\n",
       "      <td>31-03-20</td>\n",
       "      <td>1985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9432</th>\n",
       "      <td>U99999GA1991PTC005564</td>\n",
       "      <td>SRI SANTHIPRIYA MINERALS PRIVATE LIMITED</td>\n",
       "      <td>Active</td>\n",
       "      <td>Private</td>\n",
       "      <td>Company limited by Shares</td>\n",
       "      <td>Non-govt company</td>\n",
       "      <td>Goa</td>\n",
       "      <td>4500000</td>\n",
       "      <td>4200000.0</td>\n",
       "      <td>99999</td>\n",
       "      <td>Extraterritorial organizations and bodies</td>\n",
       "      <td>CHOWGULE HOUSE MORMUGAO HARBOUR , Unclassified...</td>\n",
       "      <td>RoC-Goa</td>\n",
       "      <td>31-03-20</td>\n",
       "      <td>31-03-20</td>\n",
       "      <td>1991</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>9433 rows × 16 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     CORPORATE_IDENTIFICATION_NUMBER  \\\n",
       "0              L00012GA1965PLC000199   \n",
       "1              L00222GA1966PLC000067   \n",
       "2              L23109GA1967PLC000076   \n",
       "3              L24111GA1963PLC000562   \n",
       "4              L24233GA1985PLC001587   \n",
       "...                              ...   \n",
       "9428           U94413GA2002PTC003135   \n",
       "9429           U95000GA2020OPC014297   \n",
       "9430           U99090GA2001PTC002951   \n",
       "9431           U99999GA1985PTC004763   \n",
       "9432           U99999GA1991PTC005564   \n",
       "\n",
       "                                  Company_Name                 Company_status  \\\n",
       "0                      MANDOVI PELLETS LIMITED                    Amalgamated   \n",
       "1                      ARLEM BREWERIES LIMITED                    Amalgamated   \n",
       "2                           GOA CARBON LIMITED                         Active   \n",
       "3                     THE SOUTHERN GAS LIMITED                         Active   \n",
       "4                SANDU PHARMACEUTICALS LIMITED                         Active   \n",
       "...                                        ...                            ...   \n",
       "9428      GOMES SPORTS ACADEMY PRIVATE LIMITED  Under Process of Striking off   \n",
       "9429    TRINETH SERVICES (OPC) PRIVATE LIMITED                         Active   \n",
       "9430          MEDIA PROMOTIONS PRIVATE LIMITED                         Active   \n",
       "9431                MC-BAUCHEMIE INDIA PVT LTD                         Active   \n",
       "9432  SRI SANTHIPRIYA MINERALS PRIVATE LIMITED                         Active   \n",
       "\n",
       "                    Company_class           Company_Category  \\\n",
       "0                          Public  Company limited by Shares   \n",
       "1                          Public  Company limited by Shares   \n",
       "2                          Public  Company limited by Shares   \n",
       "3                          Public  Company limited by Shares   \n",
       "4                          Public  Company limited by Shares   \n",
       "...                           ...                        ...   \n",
       "9428                      Private  Company limited by Shares   \n",
       "9429  Private(One Person Company)  Company limited by Shares   \n",
       "9430                      Private  Company limited by Shares   \n",
       "9431                      Private  Company limited by Shares   \n",
       "9432                      Private  Company limited by Shares   \n",
       "\n",
       "     Company_sub_category REGISTERED_STATE  AUTHORIZED_CAP  PAIDUP_CAPITAL  \\\n",
       "0        Non-govt company              Goa      1000000000             0.0   \n",
       "1        Non-govt company              Goa        20000000             0.0   \n",
       "2        Non-govt company              Goa       250000000      91510520.0   \n",
       "3        Non-govt company              Goa         5000000       2250000.0   \n",
       "4        Non-govt company              Goa       100000000      70810000.0   \n",
       "...                   ...              ...             ...             ...   \n",
       "9428     Non-govt company              Goa          100000        100000.0   \n",
       "9429     Non-govt company              Goa          100000        100000.0   \n",
       "9430     Non-govt company              Goa          500000        201000.0   \n",
       "9431     Non-govt company              Goa        50000000      37620000.0   \n",
       "9432     Non-govt company              Goa         4500000       4200000.0   \n",
       "\n",
       "      Industrial_Class             PRINCIPAL_BUSINESS_ACTIVITY_AS_PER_CIN  \\\n",
       "0                   12                                       Unclassified   \n",
       "1                  222                                       Unclassified   \n",
       "2                23109  Manufacture of coke, refined petroleum product...   \n",
       "3                24111     Manufacture of chemicals and chemical products   \n",
       "4                24233     Manufacture of chemicals and chemical products   \n",
       "...                ...                                                ...   \n",
       "9428             94413                                       Unclassified   \n",
       "9429             95000  Activities of private households as employers ...   \n",
       "9430             99090          Extraterritorial organizations and bodies   \n",
       "9431             99999          Extraterritorial organizations and bodies   \n",
       "9432             99999          Extraterritorial organizations and bodies   \n",
       "\n",
       "                              Registered_Office_Address  \\\n",
       "0     CHOWGULE HOUSE, MORMUGAO HARBOUR, HARBOUR , Un...   \n",
       "1     CHOWGULE HOUSE, MORMUGAO HARBOUR 403803. GOA. ...   \n",
       "2     DEMPO HOUSECAMPAL PANAJI GOA , Unclassified GA...   \n",
       "3     MEERA CLASSIC, PHASE II, GOGOL, BORDA, POST FA...   \n",
       "4     PLOT NO.25,26,29 & 30,PILERNE INDUSTRIAL ESTAT...   \n",
       "...                                                 ...   \n",
       "9428  GOMES HERITAGEGAURA VADDO CALANGUTE BARDEZ GOA...   \n",
       "9429  HOUSE NO-13F COTTAMOL, CUNCOLIM , South Goa Un...   \n",
       "9430  7TH FLOOR ROOM NO 703DEMPO TRADE CENTRE PANAJI...   \n",
       "9431  Plot no. 148 & I49, Kundaim lndustrial Estate,...   \n",
       "9432  CHOWGULE HOUSE MORMUGAO HARBOUR , Unclassified...   \n",
       "\n",
       "     REGISTRAR_OF_COMPANIES Latest_Year_AR Latest_Year_BS  Registration_Year  \n",
       "0                   RoC-Goa            NaN            NaN               2065  \n",
       "1                   RoC-Goa            NaN            NaN               2066  \n",
       "2                   RoC-Goa       31-03-20       31-03-20               2067  \n",
       "3                   RoC-Goa       31-03-20       31-03-20               2063  \n",
       "4                   RoC-Goa       31-03-20       31-03-20               1985  \n",
       "...                     ...            ...            ...                ...  \n",
       "9428                RoC-Goa            NaN            NaN               2002  \n",
       "9429                RoC-Goa            NaN            NaN               2020  \n",
       "9430                RoC-Goa       31-03-20       31-03-20               2001  \n",
       "9431                RoC-Goa       31-03-20       31-03-20               1985  \n",
       "9432                RoC-Goa       31-03-20       31-03-20               1991  \n",
       "\n",
       "[9433 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": "iVBORw0KGgoAAAANSUhEUgAAAmEAAAGDCAYAAABjkcdfAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAAsTAAALEwEAmpwYAAA4K0lEQVR4nO3de5xdZX3v8c9vJwOTK8FkcjEhCZEoEuTWyEXFKtgWkSpVxFu1pbZUjxhatD3WWhVrz+mVKmKltCDiBQ+K5SBFqscbWEEMGMCACsYEArkRIJPb5Da/88daM+yZzEx2YPasmcnn/XrNK3vvtfZav733ZOY7z/Os54nMRJIkSUOrVnUBkiRJByJDmCRJUgUMYZIkSRUwhEmSJFXAECZJklQBQ5gkSVIFDGHSMBYRr4iI1YN4vLdFxDcH63jlMedHREbE2ME8boPnflavJyK+FxF/OJg1DZaI2BIRC/rZ9vsR8YOhrqkZBnqdDTx31LwPOjAZwqQmKH+5PxkRB+/n8zIijmhWXZn5xcz8zWYdvz8R8daIWFr+wl0TEd+IiJc92+P2fj3Nfv/2V11A3VJ+rYyIDzTy3MycmJkrml1jIyLi+RHxlYh4PCI2RcS9EXFRRIx5tseuf50RcXVEfPzZVyyNDIYwaZBFxHzgVCCB11ZbzdOqaKkqz3sR8AngfwEzgLnAvwCvq6KeikzJzInAW4APR8QZVRfUqIh4HvAj4BHgRZl5CPBGYDEwqcrapJHOECYNvncAdwBXA79Xv6F391d9d0pE3Fo+fE/ZavKmuv3eFxHry1ak8+oePyQiromIDRGxKiI+FBG1umP/d0T8c0Q8AXy01/n+vK6FZktE7IqIq+uOe2V5vkcj4uNdrR4RMSYi/rFsFVkBvKa/NyIiDgE+BrwnM7+WmVszc1dmfj0z/6zc58SIuD0inirPd1lEHFR3jIyIJRGxojznP/R6jf2+fxFxaETcVL4/T5a35+zrA4yI50bE9oh4Tt1jx5fnb4mIIyLi+2Wr0OMR8X/2dUyAzLwdWA4c3eDrPqK8PTUiboyI9oi4E3jePurv9/tsX+9pHy4GfpiZF2XmmvJ1/Dwz35qZT5XH+0pErC3fj1sjYlHdua6OiMsj4lsRsbl83+b1fp0RcT7wNqDr+/Lr5fYPRMQvy+feHxG/08h7LY0EhjBp8L0D+GL59VsRMaORJ2Xmy8ubx5ZdNF2/2GcChwCzgXcCn46IQ8ttnyq3LQB+vTz3eU8flZOAFcB04G96ne/vy/NMBF4IbACuKzd/DtgNHAEcD/wm0PVL/Y+As8rHFwPnDPCyTgFagf8YYJ89wJ8C08r9Twf+R699fqc81wkULWh/0Psg/bx/NeCzwDyKFrjtwGUD1NJ1rMeA24E31D38VuCrmbkL+Gvgm8ChwByKz2FAUXgpsAj4SYOvu8ungQ5gFsVr3+v1PwP7fE9LrwK+uo9jfQNYSPF9djfF9369t1G8Z9OAZX1sJzOvKB/v+r787XLTLylalg+hCIRfiIhZ+6hHGhFGZAiLiKvKVoGfNrDvvIj4dhRjGL7XyF/B0jMVxTinecB1mXkXxS+Qtz7Lw+4CPla2IN0MbAFeULZMvQn4i8zcnJkrgX8C3l733Mcy81OZuTszt/dT8zjgBuCTmXlzGRpfDfxJ2XK1Hvhn4M3lU84FPpGZj2TmE8D/HqD2qcDjmbm7vx0y867MvKOscSXwrxSBst7fZeYTmfkwRdfmWwY4Z/2xN2bm9Zm5LTM3UwTR3sfuz5e6zhMRQfH6v1Ru20XxOT83Mzsyc1+Dwx8HngD+HfhAZn67wddN+Tm/Afhw+Xn8lCIkP1uNvqdTgTUDHSgzryq/B3cAHwWOLVtBu/xnZt5abv9L4JSIOKyRIjPzK5n5WGZ2lsH6QeDERp4rDXcjMoRRdPM0OqbiH4FrMvMYim6RgX5hSM/W7wHfzMzHy/tfoleX5DOwsVeI2QZMpGhVOAhYVbdtFUWLWZdHGjj+lcDPM/PvyvvzgBZgTdlV9hRFQJhebn9ur+PWn3+v2oFpMcB4tCgGfd9Udme1U4wdm9Zrt97ne+4+XlPXscdHxL9G0VXbDtwKTInGBpR/lSIsPBd4OcUYv9vKbX8OBHBnRCyPiH21TE3LzEMz84WZeWlZWyOvG6ANGEs/73lEfDCe7lK+vIHX1aXR93QjRQtcn6Lonv7bssuwHVhZbqp/Ld3nyswtFIG00c/wHRGxrO578Wj6fp+kEWdEhrDMvJXiP3G3iHheRNwSEXdFxG0RcWS56Sjg2+Xt73JgDQbWECpblM4Ffr38xbqWorvp2Ig4ttxtKzC+7mkzn8UpH+fpFpkuc4FH6+7nPmr+APACim7OLo8AOyiCw5Tya3Jmdo3zWQPUt2LMHeAUt1N0o509wD6fAX4GLMzMycAHKQJOvd7ne2yA49V7H8XrO6k8dleXZe/j76Uc7/RNis/0rcC1mZnltrWZ+UeZ+Vzgj4F/if2/KrOR1w1FN/Fu+nnPM/N/dXUrZ+a7yocb+T5r9D39f/Tslu3trRQ/V19F0WU4v3y8/rV0nysiJgLP6ed8Pb5fy7Fj/wZcAEzNzCnAT2ng85NGghEZwvpxBfDezPw14P0UV18B3MPTP0B+B5gUEVMrqE+j39kU43yOAo4rv15I0XryjnKfZcDryxaaI+gZfgDWUYzv2qfM3EMxhutvImJS+QvrIuALjTw/Il4NLAHOru+qLAdffxP4p4iYHBG18o+crq6y64AlETGnHJvW75QLmbkJ+DDFOLazy9fdEhGvjoi/L3ebBLQDW8o/nt7dx6H+LIpB9ocBFwL9DYTv/f5NohgH9lQUg+w/MtB70ocvUXx2b+Dprkgi4o11QxuepAgPe/bz2I287q7P+WsUF1aMj4ij2Hfr6jIG/j6Dxt/TjwAvKQfvzwQoB9J/ISKmlK9jB0WL2XiKFr3ezoyIl0Vx4cFfAz/KzL5aaXt/fhMo3tsN5XnPo2gJk0aFURHCyr+sXgJ8JSKWUXSddDWfv5+iZeInFOMtHqX4q1IabL8HfDYzHy5bStZm5lqKgeBvK7vk/hnYSfHL5nPsPUD5o8Dnyq6Xcxs453spWj1WAD+gCApXNVjvmyi6uh7oozvrHRRdnfdThIyv8vT/qX8D/oviD5y7KQJCvzLzEopw+CGKX6aPULRs3FDu8n6K1pTN5bH7CgP/F7iLIlz8J0UXal8+Ss/37xPAOIpWwzuAWwaqtQ83Ugw4X5eZ99Q9/mLgRxGxpdznwsz81X4eu5HX3eUCii7otRTDMT67j2Pv6/sMGnxPM/OXFBcOzAeWR8Qm4HpgaVn7NRTdmY9SfL/c0cdhvkQR5p4Afo1ioH5frgSOKj+/GzLzfopxjreXr+VFwH/3/7KlkSXK1vURJ4q5mG7KzKMjYjLFmJYBr5gpw9rPMtPB+dIIERFJ0WX3UNW1jBZD+Z5GMe3J6sz8ULPPJY00o6IlLDPbgV9FxBuh+1LwY8vb0+Lp+W/+gsZbCSRJkppmRIawiLiWonn6BRGxOiLeSdG8/c6IuIdiMsSuAfivAH4eEb+gmK37b/o4pCRJ0pAasd2RkiRJI9mIbAmTJEka6ZoewsqJ/H4SETf1sS0i4tKIeCiKGe1PaHY9kiRJw0G/s1gPoguBB4DJfWx7NcXl3wsp1rj7TPlvv6ZNm5bz588f5BIlSZIG31133fV4Zrb1ta2pIayczPA1FIPhL+pjl9dRLCmUwB0RMSUiZpWTRfZp/vz5LF26tDkFS5IkDaKI6Hdpt2Z3R36CYo21zn62z6bn+mWr6bnunSRJ0qjUtBAWEWcB6zPzroF26+OxvS7XjIjzI2JpRCzdsGHDoNUoSZJUlWa2hL0UeG1ErAS+DJwWEb3XtFtNz0Vk59DHoq6ZeUVmLs7MxW1tfXarSpIkjShNC2GZ+ReZOScz5wNvBr6Tmb/ba7cbgXeUV0meDGwaaDyYJEnSaDEUV0f2EBHvAsjMy4GbgTOBh4BtwHlDXY8kSVIVhiSEZeb3gO+Vty+vezyB9wxFDZIkScOJM+ZLkiRVwBAmSZJUAUOYJElSBYZ8YL4k6cDT2Zms3LiVde0dzJjcyvypE6jV+poqUjpwGMIkSU3V2ZncsnwtF123jI5dnbS21Ljk3OM4Y9FMg5gOaHZHSpKaauXGrd0BDKBjVycXXbeMlRu3VlyZVC1DmCSpqda1d3QHsC4duzpZv7mjooqk4cEQJklqqhmTW2lt6fnrprWlxvRJrRVVJA0PhjBJUlPNnzqBS849rjuIdY0Jmz91QsWVSdVyYL4kqalqteCMRTM5csmprN/cwfRJXh0pgSFMkjQEarVgQdtEFrRNrLoUadiwO1KSJKkChjBJkqQKGMIkSZIqYAiTJEmqgCFMkiSpAoYwSZKkChjCJEmSKmAIkyRJqoAhTJIkqQKGMEmSpAoYwiRJkipgCJMkSaqAIUySJKkChjBJkqQKGMIkSZIqYAiTJEmqgCFMkiSpAoYwSZKkChjCJEmSKtC0EBYRrRFxZ0TcExHLI+LiPvZ5RURsiohl5deHm1WPJEnScDK2icfeAZyWmVsiogX4QUR8IzPv6LXfbZl5VhPrkCRJGnaaFsIyM4Et5d2W8iubdT5JkqSRpKljwiJiTEQsA9YD38rMH/Wx2ylll+U3ImJRP8c5PyKWRsTSDRs2NLNkSZKkIdHUEJaZezLzOGAOcGJEHN1rl7uBeZl5LPAp4IZ+jnNFZi7OzMVtbW3NLFmSJGlIDMnVkZn5FPA94Ixej7dn5pby9s1AS0RMG4qaJEmSqtTMqyPbImJKeXsc8CrgZ732mRkRUd4+saxnY7NqkiRJGi6aeXXkLOBzETGGIlxdl5k3RcS7ADLzcuAc4N0RsRvYDry5HNAvSZI0qjXz6sh7geP7ePzyutuXAZc1qwZJkqThyhnzJUmSKmAIkyRJqoAhTJIkqQKGMEmSpAoYwiRJkipgCJMkSaqAIUySJKkChjBJkqQKGMIkSZIqYAiTJEmqgCFMkiSpAoYwSZKkChjCJEmSKmAIkyRJqoAhTJIkqQKGMEmSpAoYwiRJkipgCJMkSaqAIUySJKkChjBJkqQKGMIkSZIqYAiTJEmqgCFMkiSpAoYwSZKkChjCJEmSKmAIkyRJqoAhTJIkqQKGMEmSpAoYwiRJkirQtBAWEa0RcWdE3BMRyyPi4j72iYi4NCIeioh7I+KEZtUjSZI0nIxt4rF3AKdl5paIaAF+EBHfyMw76vZ5NbCw/DoJ+Ez5ryRJ0qjWtJawLGwp77aUX9lrt9cB15T73gFMiYhZzapJkiRpuGjqmLCIGBMRy4D1wLcy80e9dpkNPFJ3f3X5mCRJ0qjW1BCWmXsy8zhgDnBiRBzda5fo62m9H4iI8yNiaUQs3bBhQxMqlSRJGlpDcnVkZj4FfA84o9em1cBhdffnAI/18fwrMnNxZi5ua2trVpmSJElDpplXR7ZFxJTy9jjgVcDPeu12I/CO8irJk4FNmbmmWTVJkiQNF828OnIW8LmIGEMR9q7LzJsi4l0AmXk5cDNwJvAQsA04r4n1SJIkDRtNC2GZeS9wfB+PX153O4H3NKsGSZKk4coZ8yVJkipgCJMkSaqAIUySJKkChjBJkqQKGMIkSZIqYAiTJEmqgCFMkiSpAoYwSZKkChjCJEmSKmAIkyRJqoAhTJIkqQKGMEmSpAo0bQFvqdl27+5k+ZpNrNnUwaxDxrFo1mTGjvXvCknSyGAI04i0e3cnN9zzKB+64ad07OqktaXGx88+mrOPnW0QkySNCP620oi0fM2m7gAG0LGrkw/d8FOWr9lUcWWSJDXGEKYRac2mju4A1qVjVydrN3VUVJEkSfvHEKYRadYh42ht6fnt29pSY+YhrRVVJEnS/jGEaURaNGsyHz/76O4g1jUmbNGsQyquTJKkxjgwXyPS2LE1zj52NgunT2Ttpg5mHtLKolmHOChfkjRiGMI0Yo0dW+PYww7l2MOqrkSSpP1ns4EkSVIFDGGSJEkVMIRJkiRVwDFh0jDW2Zms3LiVde0dzJjcyvypE6jVouqyJEmDwBAmDVOdnckty9dy0XXLupdmuuTc4zhj0UyDmCSNAnZHSsPUyo1buwMYFCsCXHTdMlZu3FpxZZKkwWAIk4apde19L820frNLM0nSaGAIk4apGZNb+1yaafokl2aSpNHAECYNU/OnTuCSc4/rsTTTJecex/ypEyquTJI0GByYLw1TtVpwxqKZHLnkVNZv7mD6JK+OlKTRpGktYRFxWER8NyIeiIjlEXFhH/u8IiI2RcSy8uvDzapHGolqtWBB20ROXjCNBW0TDWCSNIo0syVsN/C+zLw7IiYBd0XEtzLz/l773ZaZZzWxDkmSpGGnaS1hmbkmM+8ub28GHgBmN+t8kiRJI8mQDMyPiPnA8cCP+th8SkTcExHfiIhF/Tz//IhYGhFLN2zY0MxSJUmShkTTQ1hETASuB/4kM9t7bb4bmJeZxwKfAm7o6xiZeUVmLs7MxW1tbU2tV5IkaSg0NYRFRAtFAPtiZn6t9/bMbM/MLeXtm4GWiJjWzJokSZKGg2ZeHRnAlcADmXlJP/vMLPcjIk4s69nYrJokSZKGi2ZeHflS4O3AfRGxrHzsg8BcgMy8HDgHeHdE7Aa2A2/OzGxiTZIkScNC00JYZv4AGHBSo8y8DLisWTVIkiQNVy5bJEmSVAFDmCRJUgUMYZIkSRXod0xYRLx+oCf2NeWEJEmSGjPQwPzfHmBbAoYwSZKkZ6jfEJaZ5w1lIZIkSQeShqaoiIjXAIuA1q7HMvNjzSpKkiRptNvnwPyIuBx4E/Beinm/3gjMa3JdkiRJo1ojV0e+JDPfATyZmRcDpwCHNbcsSZKk0a2RELa9/HdbRDwX2AUc3rySJEmSRr9GxoTdFBFTgH8A7qa4MvLfm1mUJEnSaNdICPv7zNwBXB8RN1EMzu9oblmSJEmjWyPdkbd33cjMHZm5qf4xSZIk7b+BZsyfCcwGxkXE8RRXRgJMBsYPQW2SJEmj1kDdkb8F/D4wB7ik7vHNwAebWJM0LHR2Jis3bmVdewczJrcyf+oEarXY9xMlSWrAQDPmfw74XES8ITOvH8KapMp1dia3LF/LRdcto2NXJ60tNS459zjOWDTTICZJGhQDdUf+bmZ+AZgfERf13p6Zl/TxNGlUWLlxa3cAA+jY1clF1y3jyCWnsqBtYsXVSZJGg4EG5k8o/50ITOrjSxq11rV3dAewLh27Olm/2QuDJUmDY6DuyH8t/7146MqRhocZk1tpban1CGKtLTWmT2od4FmSJDWukbUjF0TE1yNiQ0Ssj4j/GxELhqI4qSrzp07gknOPo7Wl+C/SNSZs/tQJ+3imJEmNaWSy1i8BnwZ+p7z/ZuBa4KRmFSVVrVYLzlg0kyOXnMr6zR1Mn+TVkZKkwdVICIvM/Hzd/S9ExAXNKkgaLmq1YEHbRAfiS5KaopEQ9t2I+ADwZYp1I98E/GdEPAcgM59oYn2SJEmjUiMh7E3lv3/c6/E/oAhljg+TJEnaT/sMYZl5+FAUIkmSdCBppCWMiDgaOArovj4/M69pVlGSJEmj3T5DWER8BHgFRQi7GXg18APAECZJkvQM7XOeMOAc4HRgbWaeBxwLHNzUqiRJkka5RkLY9szsBHZHxGRgPQ7GlyRJelYaCWFLI2IK8G/AXcDdwJ37elJEHBYR342IByJieURc2Mc+ERGXRsRDEXFvRJywvy9AkiRpJGrk6sj/Ud68PCJuASZn5r0NHHs38L7MvDsiJgF3RcS3MvP+un1eDSwsv04CPoMz8UuSpANAvy1hEfFbEXFO/WOZuRJ4UUT8xr4OnJlrMvPu8vZm4AFgdq/dXgdck4U7gCkRMWs/X4MkSdKIM1B35MXA9/t4/NvAx/bnJBExHzge+FGvTbOBR+rur2bvoCZJkjTqDBTCxmfmht4PZuZaYEKjJ4iIicD1wJ9kZnvvzX08Jfs4xvkRsTQilm7YsFdJkiRJI85AIaw1IvYaMxYRLcC4Rg5e7ns98MXM/Fofu6wGDqu7Pwd4rPdOmXlFZi7OzMVtbW2NnFqSJGlYGyiEfQ34t4jobvUqb19ebhtQRARwJfBAZl7Sz243Au8or5I8GdiUmWsarl6SJGmEGujqyA8BHwdWRcSq8rG5FMHqrxo49kuBtwP3RcSy8rEPlscgMy+nmIH/TOAhYBtw3n7WL0mSNCL1G8IyczfwgYi4GDiifPihzNzeyIEz8wf0Pearfp8E3tNgrZIkSaNGI/OEbQfuG4JaJEmSDhiNzJgvSZKkQWYIkyRJqsA+uyMBIuL1wMso5vD6QWb+R1OrkiRJGuX2GcIi4l8oBuZfWz70xxHxqsx0QL2Gjc7OZOXGraxr72DG5FbmT51ArTbgdSGSJFWqkZawXweOLq9kJCI+hwP1NYx0dia3LF/LRdcto2NXJ60tNS459zjOWDTTICZJGrYaGRP2c8q5vUqHAfc2pxxp/63cuLU7gAF07OrkouuWsXLj1oorkySpf42EsKnAAxHxvYj4HnA/0BYRN0bEjU2tTmrAuvaO7gDWpWNXJ+s3d1RUkSRJ+9ZId+SHm16F9CzMmNxKa0utRxBrbakxfVJrhVVJkjSwRiZr/f5QFCI9U/OnTuCSc4/ba0zY/KkT9v1kSZIq0sjVkZsppqYAOAhoAbZm5uRmFiY1qlYLzlg0kyOXnMr6zR1Mn+TVkZKk4a+RlrBJ9fcj4mzgxGYVJD0TtVqwoG0iC9omVl2KJEkN2e8Z8zPzBuC0wS9FkiTpwNFId+Tr6+7WgMU83T0pSZKkZ6CRqyN/u+72bmAl8LqmVCNJknSAaGRM2HlDUYgkSdKBZL/GhEXE3c0qRJIk6UCyvwPzveZfkiRpEOxvCPvPplQhSZJ0gNmvEJaZH2pWIZIkSQeSfgfm95opfy/OmC9JkvTM9RvCumbKj4iPAWuBz1OMCXsbMKm/50mSJGnfGumO/K3M/JfM3JyZ7Zn5GeANzS5MkiRpNGskhO2JiLdFxJiIqEXE24A9zS5MkiRpNGskhL0VOBdYV369sXxMkiRJz1AjM+avxGWKpGesszNZuXEr69o7mDG5lflTJ1CrOeWeJB3oBro68s8z8+8j4lP0cZVkZi5pamXSKNDZmdyyfC0XXbeMjl2dtLbUuOTc4zhj0UyDmCQd4AZqCXug/HfpUBQijUYrN27tDmAAHbs6uei6ZRy55FQWtE2suDpJUpUGmqLi6+W/nxu6cqTRZV17R3cA69Kxq5P1mzsMYZJ0gNvnmLCIaAP+J3AU0Nr1eGae1sS6pFFhxuRWWltqPYJYa0uN6ZNaB3iWJOlA0MjVkV+k6Jo8HLgYWAn8eF9PioirImJ9RPy0n+2viIhNEbGs/PrwftQtjQjzp07gknOPo7Wl+K/WNSZs/tQJFVcmSaraPlvCgKmZeWVEXJiZ3we+HxHfb+B5VwOXAdcMsM9tmXlWA8eSRqRaLThj0UyOXHIq6zd3MH2SV0dKkgqNhLBd5b9rIuI1wGPAnH09KTNvjYj5z6I2aVSo1YIFbRMdAyZJ6qGREPbxiDgEeB/wKWAy8KeDdP5TIuIeimD3/sxc3tdOEXE+cD7A3LlzB+nUkiRJ1RlonrBW4F3AEcBs4MrMfOUgnvtuYF5mbomIM4EbgIV97ZiZVwBXACxevHivOcskSZJGmoEG5n8OWAzcB7wa+KfBPHG5GPiW8vbNQEtETBvMc0iSJA1XA3VHHpWZLwKIiCuBOwfzxBExE1iXmRkRJ1IEwo2DeQ5JkqThaqAQ1jUgn8zcHbF/V3NFxLXAK4BpEbEa+AjQUh7vcuAc4N0RsRvYDrw5M+1qlCRJB4SBQtixEdFe3g5gXHk/gMzMyQMdODPfso/tl1FMYSFJknTAGWjZojFDWYgkSdKBpJEZ8yVJkjTIDGGSJEkVMIRJkiRVwBAmSZJUAUOYJElSBQxhkiRJFTCESZIkVcAQJkmSVAFDmCRJUgUMYZIkSRUwhEmSJFXAECZJklQBQ5gkSVIFDGGSJEkVMIRJkiRVwBAmSZJUAUOYJElSBQxhkiRJFTCESZIkVcAQJkmSVAFDmCRJUgUMYZIkSRUwhEmSJFVgbNUFaHjp7ExWbtzKuvYOZkxuZf7UCdRqUXVZkiSNOoYwdevsTG5ZvpaLrltGx65OWltqXHLucZyxaKZBTJKkQWYIU7eVG7dy0XXLOHT8Qbz+hDlEwM/XtnPUrEnMnzax6vIkSRpVDGHqtq69g0PHH8TbT57Hpd95sLs1bN7UCcx9jt2SkiQNJgfmq9uMya28cfGc7gAG0LGrkw/+x32s3Li14uokSRpdmhbCIuKqiFgfET/tZ3tExKUR8VBE3BsRJzSrFjVm/tQJPH/6pO4A1qVjVyfrN3dUVJUkSaNTM1vCrgbOGGD7q4GF5df5wGeaWIsaUKsFL5w1mdaWnt8WrS01pk9qragqSZJGp6aFsMy8FXhigF1eB1yThTuAKRExq1n1qDGHT5vAJece1x3Euq6QnD91QsWVSZI0ulQ5MH828Ejd/dXlY2uqKUdQtIadsWgmRy45lfWbO5g+ybnCJElqhipDWF+/1bPPHSPOp+iyZO7cuc2sSRRBbEHbRBa0OS2FJEnNUuXVkauBw+ruzwEe62vHzLwiMxdn5uK2trYhKU6SJKmZqgxhNwLvKK+SPBnYlJl2RUqSpANC07ojI+Ja4BXAtIhYDXwEaAHIzMuBm4EzgYeAbcB5zapFkiRpuGlaCMvMt+xjewLvadb5JUmShjNnzJckSaqAIUySJKkChjBJkqQKVDlPmJqoszNZuXEr69o7mDHZCVclSRpuDGGjUGdncsvytVx03TI6dnV2Lz10xqKZBjFJkoYJuyNHoZUbt3YHMICOXZ1cdN0yVm7cWnFlkiSpiyFsFFrX3tEdwLp07Opk/eaOiiqSJEm9GcJGoRmTW2lt6fnRtrbUmD6ptaKKJElSb4awUWj+1Alccu5x3UGsa0zY/KkTKq5MkiR1cWD+KFSrBWcsmsmRS05l/eYOpk/y6khJkoYbQ9goVasFC9omsqBtYtWlSJKkPtgdKUmSVAFDmCRJUgUMYZIkSRUwhEmSJFXAgfkjkOtCSpI08hnCRhjXhZQkaXSwO3KEcV1ISZJGB0PYCOO6kJIkjQ52R44wXetC1gcx14Uc3hzDJ0nqiy1hI4zrQo4sXWP4zrz0Nt7ybz/izEtv45bla+nszKpLkyRVLDJH1i+DxYsX59KlS6suo1JdLSuuCzn8rdiwhTMvvW2vlsubl5zqklKSdACIiLsyc3Ff2+yOHCH66tLyl/jwN9AYPj8/STqwGcKGsa7gtXHrDh57qoP/ef29TksxwjiGT5LUH8eEDVP1Y4m+9/PHuwMYjPxpKTo7kxUbtnD7Lx9nxYYto3p8lGP4JEn9sSVsmKqfDyyCUdOldaBNNlurBWcsmsmRS051DJ8kqQdbwoap3mOJulpS6u+PxC6tA3Gy2VotWNA2kZMXTGNB20QDmCQJMIQNW11jiQCuv2s1S05bOCRdWs3uKnSyWUmSCnZHDjP1V0Fe+XuLWf7oJtp37GFsDf799xYzJqJpE34ORVehA9UlSSrYEjaM9J7Y852fW8qeLFrCLvl/D9K+fTcnHT61aV1aQ9FV6EB1SZIKTQ1hEXFGRPw8Ih6KiA/0sf0VEbEpIpaVXx9uZj3DXV8h6JPffpDXnzBnSMZODUVXYddA9ZuXnMqXzz+Jm5ecOmoH5UuSNJCmdUdGxBjg08BvAKuBH0fEjZl5f69db8vMs5pVx0jSXwiKePp2M6+IHKquwq6B6iPtyk5JkgZTM1vCTgQeyswVmbkT+DLwuiaeb8SrH4zfpbWlRtfKUs0eO2VXoSRJQ6eZA/NnA4/U3V8NnNTHfqdExD3AY8D7M3N57x0i4nzgfIC5c+c2odThoSsE1Q+Mv/D0hVxz+6ruQDT30PGs2LClx/JFg9WV55xWkiQNnWaGsL5+c/ee7+BuYF5mbomIM4EbgIV7PSnzCuAKKBbwHuQ6K9PZmTz8xFbWte9g687dzHvOBH7zhTO4uQxBbRNbGVOD4+dOYfqkVuYeOp5vPrCuqVcv2lUoSdLQaGYIWw0cVnd/DkVrV7fMbK+7fXNE/EtETMvMx5tY17DQ2Zl85+freHDdFj757Qf3ClX1IWj+tOL2ig1b+rx68cglpxqaJEkaYZo5JuzHwMKIODwiDgLeDNxYv0NEzIwohp1HxIllPRubWNOwsXLjVu5dvak7gMG+p4RwolNJkkaPprWEZebuiLgA+C9gDHBVZi6PiHeV2y8HzgHeHRG7ge3AmzNz1HQ3DmRdeweduX9rQo7WiU7rJ6ht1kS0kiQNN02dMT8zbwZu7vXY5XW3LwMua2YNw9WMya2MCfYrVPU1cH+kX714oC3oLUlSlxhpDU+LFy/OpUuXVl3Gs7avMWH9BZCuVqPRcvXiig1bOPPS2/YKojc7zk2SNApExF2Zubivba4dWZFaLTjtBTM4om0iJ8w9lG07dzP3ORM4fNrAoWq0Xb040Di30fIaJUnqiyGsQrVaMH/axO6rHw9Eo3WcmyRJ++IC3sNAZ2eyYsMWbv/l46zYsIXOzpHVRfxsOEu/JOlAZUtYk+3ryr8DfWC6s/RLkg5UhrAmaiRgrdy4taEJWEfzNA6jbZybJEmNMIQ10aqNW/nZ2nb+8NQFAFx/12ouum4ZL3jvqTxvehE41rV3cOj4g3j9CXOIMlNdf9fqHgPTD/TWMkmSRiNDWBPs3t3J/Ws28auN2wiKUPXktp0sOW0hn79jFQ8/sZXDp01g5catHDSmxjtOmddjmooLT1/IzMlPD0xvtLWsGUZzC5wkSVUyhA2y3bs7ueGeR/nQDT/tDlV/+qrnc/UPV3Lpdx7k/JcvYPxBY7tbti545RFc9t2HegSsT377QX7zqJndx6xqGgdb4CRJah6vjhxk96/Z1B3AoAhL//z/fsHbTppLx65O5j5nPBMOHtMdbDp2d/YIWLMOaeWdL1vAg+s3d18p2TWNQ72hmMahvxa4/ta2lCRJjTOEDbLHNvXdatU28WBaW2rMPKSV7bv27DUvFhQB7O0nz+PKH6zgXV+4mzMvvY1blq9l7qHjK5nGwQXDJUlqHrsjB8nOnXu4f207Ew4ay9+/4UVs2LKDL9zxMGs2ddDaUmPCwWP5uzccw8nzp/Lwk9u6Jyi9/q7VLDltIZd+50Fef8IcLv3Og3u1PN285NRKpnFwIlVJkprHEDYIOjp2862fr2f1k9t6DLD/01c9ny/duYo3v3gu86eO56jnHlLMkl+3EPeaTR38n6UPc8XbF7Nt5+4Bx34N9TQOo3HBcEmShgtD2LPU2ZncseoJHly/mStuXbHXWLB/POdYDm6pdQcw6H+C0pUbtw6rlicnUpUkqXkcE/YsrXx8C1s6djP7kHF9tmIl0Jm511JEXROUnrxgGgvaJvZoIRtOS/j0VackSXr2bAl7FrZu38GqJ7fzi/WbWTh9EvOmjmPVxu3d21tbajy4fjPjWsYwe0o7R8+e0uP5fc3Bta+WJ+ftkiRpdDCEPUPbtu/klgc28Jf/cV/3eKmP/PYiLv/+Q6zauL3H/GBPbtvJ0bMP6fH8gebg6m/sl/N2SZI0etgd+Qx0dibL127uDmBQdD1e/PXl/M/fOpJPvuk4LnjlEVz9w5WsKaes6Ni1p8cxnskcXCNl3q7OzmTFhi3c/svHu+c6kyRJPdkS9gys2riFDZt39DkGbMuO3ax+ajuXfvuh7sdbW2ocPnUCu3d3snzNJtZs6mDyuLEcOv4g1mzq6PH8gWbBr2rm/P1ha50kSY0xhO2njo7drNu8k07o80rGGZNb2d3Z2b2ttaXGP73xOOYeOn6v5YwuPH0h19y+qjuItbbUGNcyhs7O7DOw9DdvV9vE4TNvV5XrXEqSNJLYHbkfOjp284371/LDXz7O6ie3ceHpC3tcyXjh6Qt5avsOPvWdX/LOly3ggtOOKKeoCH62rn2v5Yw++e0HeePiOd3PX3LaQpZ8+Sfcsnxtn114fV09eeHpC/nVxuHT5ecs+5IkNcaWsAZ1dOxm2WNP8Rf/cR9/eOoCrr3zYf7gJYdz/ssX0JlQC5hz6DhWP7mdNZs6+PR3H6K1pcY7X7aAK3+wgk+86bg+w8nRsw5hyelHsKcTPn9H0SrWX8tRrRYcNWtS9zkz4ZrbV/Hktp3cPExampxlX5KkxhjCeuno2M19azaxtn0HMycfzItmHcLYsTVWPbWFde07upcaevvJ87jqh7/irGNmM6YGx82ZwudvX8mLDpsCPN2y9fk7VtGxq5PJ48b2GU4mtI7pMX4MBh7ntWZTx177A8NmXJiz7EuS1BhDWJ2Ojt3ceN8aPnzj0+O2PvbaozlpwSQ2bdvDig1baG2psWZTB5+/YxWvP2EOY2rwa/MOZdXGrdz+qyd4w68dxj++8RjWlvt0rR05a/I4Pn720T3GhH387KN57iHj9qvlaLi3NDnLviRJjYnM4TGWqFGLFy/OpUuXNuXYP/7VRt5+1Z09As5vHjWNs487jHEHjeG+R9tZOH0if3vLA6zauJ15U8fxkbMWcf+aduZPm0BnZyezp4zniW07ee+1P9nr6sDOzmT5mk2s3dTBzENaWTSrWMpof64m9OpDSZJGjoi4KzMX97nNEPa0r9/zGO+99ifd94+ZPZm/fM2RrHh8Oxd/fXl36Pmrs45iT2cnY2o1/vqm+/dasPuvzjqKw6dOZMOWxlqCumbBb7TlaH/3lyRJ1RgohHl1ZJ3pkw/uvvIQ4J/f9CKCGrWAfzjnWI6ZPZmOXZ389U3385zxB3cHMHh6we6zjpnNBV/6CRE0vN7i/q7P6HqOkiSNfI4JqzNz8sFc/NpFfOTG5XzrolO4/aHNPcaHfeSsRXDnKu59tJ2EPq92jBh4YP1Aaz+6LqQkSQcOQ1idww6dwKPP2cb33ncKDz+xpzuAQbks0U3L+ftzjuXPv3oPEX1P1prZ/0D5gcZzAd3bDh1/EG9cPIfnT5/EC2dN5vBphjFJkkYbuyPr1GrBUc+dzMNP7mH95h1cfd6Lufq8X2PWIUWg6tjVScfO3fzVWUdxxfd/yZLTek7WuuS0hdx076P9Tskw0NqPXdsOHX8Qbz95HlfcuoILrv0Jr/nUbf1O3ipJkvbfcFnjuKktYRFxBvBJYAzw75n5t722R7n9TGAb8PuZeXczaxrIU9s76NjRAQlJUovgyBmtfPS1R/Grx7dy7Z0Pc/i0CSxd9ST3PtrOhi07eefLFhABJx3+HHbv2cPfvv4Ydu7ewy83bOF5ZXdkVxfj9l17+p1NPrO4/foT5nDpdx7cK6i94L2n8rzp1c8DJknSSDacZhloWgiLiDHAp4HfAFYDP46IGzPz/rrdXg0sLL9OAj5T/luJjh0d3PpgOx++cXndPGGLePnCySx/rJ13/foRHDy2xpd//DBAj5nxJxw0hinjD+Ly79/Pqo3byzUjj+XglhoXfKmYruLC048YcI6v1pZa95iyHnXt6uSBte12S0qS9CwNpzWOm9kdeSLwUGauyMydwJeB1/Xa53XANVm4A5gSEbOaWNOAinFgy3t8MB++cTkPP7GHzoSLv76cDZt38qbFc3t0Q/7pq57PNbev4uKvL+esY2Z3P/d9X7mHe1dv6j7edUtX77XeZFfXZddM82PKsWb1Wltq/GLdZlZu3DpUb4UkSaPScFrjuJndkbOBR+rur2bvVq6+9pkNrKnfKSLOB84HmDt37qAX2mXd5h19fjDrNu/o7i58fMsOPn/HKt75sgW8cNYkxkTwsZvuZ82mjrLWns+t72Zes6mDa25fxefOO5Ek95rj64xFMzlq1iQOe874HjPrdy1/9JLnTR0WSxNJkjRSDaeVZ5rZEtZXv1nvkW+N7ENmXpGZizNzcVtb26AU15cZveYJg+KDmTH5YL5292paW2ps2LKDNZs6uPIHK5g+8eAeAazr6sj65/buPXxy207aJh3c5xxftVowf9pEFs87lPNfvoALTjuCd75sAZ+/o1ike7gsTSRJ0kjV1fPUV6/UUGtmS9hq4LC6+3OAx57BPkPm+TMn8LHXHr3X2pFzDx3Dk9t2ctFvPJ/P/vdKWltq/PXrjubJrR08uW0nUHyIH/ntRVz+/Ye673eNCetK3I1+0HOfM4EjZ052EWxJkgbZcFrjuGnLFkXEWOAXwOnAo8CPgbdm5vK6fV4DXEBxdeRJwKWZeeJAx23mskVQXCH5i7VbWde+gxmTD2buoWO477EODhnXwsFja6x+cjttkw5myvgxbNq+hyB4attOpow/iKSTjl1Jx849zJ82ocfVkfv7Qbs0kSRJI99AyxY1rSUsM3dHxAXAf1FMUXFVZi6PiHeV2y8HbqYIYA9RTFFxXrPqadSUca2ceHjPbr+ZU56+fexhh+73MRe0TdzvsVxdSxM5BkySpNGpqfOEZebNFEGr/rHL624n8J5m1iBJkjQcOWO+JElSBQxhkiRJFTCESZIkVcAQJkmSVAFDmCRJUgUMYZIkSRUwhEmSJFXAECZJklQBQ5gkSVIFmrZ2ZLNExAZg1RCcahrw+BCcR0PPz3b08rMd3fx8R6/R/NnOy8y2vjaMuBA2VCJiaX8Lbmpk87MdvfxsRzc/39HrQP1s7Y6UJEmqgCFMkiSpAoaw/l1RdQFqGj/b0cvPdnTz8x29DsjP1jFhkiRJFbAlTJIkqQKGsF4i4oyI+HlEPBQRH6i6Hg2OiDgsIr4bEQ9ExPKIuLDqmjT4ImJMRPwkIm6quhYNnoiYEhFfjYiflf+HT6m6Jg2OiPjT8mfyTyPi2ohorbqmoWQIqxMRY4BPA68GjgLeEhFHVVuVBslu4H2Z+ULgZOA9fraj0oXAA1UXoUH3SeCWzDwSOBY/41EhImYDS4DFmXk0MAZ4c7VVDS1DWE8nAg9l5orM3Al8GXhdxTVpEGTmmsy8u7y9meKH+Oxqq9Jgiog5wGuAf6+6Fg2eiJgMvBy4EiAzd2bmU5UWpcE0FhgXEWOB8cBjFdczpAxhPc0GHqm7vxp/UY86ETEfOB74UcWlaHB9AvhzoLPiOjS4FgAbgM+WXc3/HhETqi5Kz15mPgr8I/AwsAbYlJnfrLaqoWUI6yn6eMzLR0eRiJgIXA/8SWa2V12PBkdEnAWsz8y7qq5Fg24scALwmcw8HtgKOF53FIiIQyl6mw4HngtMiIjfrbaqoWUI62k1cFjd/TkcYE2jo1lEtFAEsC9m5teqrkeD6qXAayNiJcUwgtMi4gvVlqRBshpYnZldLddfpQhlGvleBfwqMzdk5i7ga8BLKq5pSBnCevoxsDAiDo+IgygGCN5YcU0aBBERFGNKHsjMS6quR4MrM/8iM+dk5nyK/7ffycwD6i/q0Soz1wKPRMQLyodOB+6vsCQNnoeBkyNifPkz+nQOsIsuxlZdwHCSmbsj4gLgvyiu0rgqM5dXXJYGx0uBtwP3RcSy8rEPZubN1ZUkqUHvBb5Y/nG8Ajiv4no0CDLzRxHxVeBuiivYf8IBNnO+M+ZLkiRVwO5ISZKkChjCJEmSKmAIkyRJqoAhTJIkqQKGMEmSpF4i4qqIWB8RP21g33kR8e2IuDcivlcuo7ZPhjBJTRERvxMRGRFHNrj/n0TE+Lr7W57l+V8bEc96ZvXyB+riPh5viYi/jYgHI+KnEXFnRLz6GZ7jXRHxjvL270fEcxt4ztURcc4zOZ+khlwNnNHgvv8IXJOZxwAfA/53I08yhElqlrcAP6CYPLURf0KxgO+zFhFjM/PGzPzbwTheP/4amAUcnZlHA78NTHomB8rMyzPzmvLu71Ms4SKpQpl5K/BE/WMR8byIuCUi7oqI2+r+yDwK+HZ5+7sUyzHtk5O1Shp05RqdLwVeSbHqxEfLx18BvD8zzyrvXwYsBSZTBI/vRsTjmfnKcvvfAGcB24HXZea6iJgHXAW0USzsfF5mPhwRV1P8wDweuDsi7gMWZ+YFdRP0AryA4q/bpcCngBdR/Cz8aGb+34gYB3yW4ofqA8C4Pl7feOCPgMMzcwdAZq4Driu3fwZ4cfncr2bmR8rHVwL/p3xfAN6amQ9FxEeBLcBKYDHFxKTbgVOAP6MIeOOAHwJ/nE7wKFXlCuBdmflgRJwE/AtwGnAP8Abgk8DvAJMiYmpmbhzoYLaESWqGs4FbMvMXwBMRMeBaf5l5KcU6ra/sCmDABOCOzDwWuJUi9ABcxtPN/l8ELq071POBV2Xm+3od/7jMPA74K4rw9UPgLymWN3oxRSj6h4iYALwb2FYe/2+AX+uj5COAhwdYBP4vM3MxcAzw6xFxTN229sw8sXwdn+hV51fL+t5W1rwduCwzX1y2to2jCKWShlj5x+VLgK+Uf9j9K0VrOMD7Kf6v/wT4deBRilUABmQIk9QMb6FYSJvy37c8g2PsBG4qb98FzC9vnwJ8qbz9eeBldc/5Smbu6etgEbEQ+AfgTeViwb8JfKD8Yfo9oBWYC7wc+AJAZt4L3PsMaj83Iu6mWIZlEUWrWpdr6/49pYFjvTIiflS27J1WHk/S0KsBT3X9UVd+vRAgMx/LzNdn5vEUf+CRmZv2dUC7IyUNqoiYShEWjo6IpFiHNSPizyn+Mqz/4691gEPtqut220P/P6/qu+a29lPTBIquwj/KzMe6HgbekJk/77Vv72P25SFgbkRMyszNvZ5/OMVfxS/OzCfLbtL615n93O6r7laK7o7FmflI2W050HsmqUkysz0ifhURb8zMr5SLjh+TmfdExDTgiczsBP6CYsjEPtkSJmmwnUPRXTgvM+dn5mHAryharFYBR0XEwRFxCHB63fM209jA9h/y9GD/t1EM/t+XzwKfzczb6h77L+C95Q9SIuL48vFby+MSEUdTdCn2kJnbgCuBS8tFpYmIWRHxuxTj27YCmyJiBtD7isk31f17ex+11r8PXYHr8bIrxKshpSESEddS/B99QUSsjoh3UvxseGdE3AMs5+kB+K8Afh4RvwBmUAxl2CdbwiQNtrcAva9KvJ5iEPq7I+I6ii6+Bym667pcAXwjItbUjQvryxLgqoj4M8qB+QMVUw7kPwd4fkT8QfnwH1Jc3fgJ4N4yiK2kGG/1GeCzEXEvsAy4s59Dfwj4OHB/RHRQBK8Pl38V/4TiB/QK4L97Pe/giPgRxR/BfXXTXg1cXjcw/9+A+8r6fjzQa5U0eDKzv2EUe01bUY7n/Or+niO8yEaShkZ5deTizHy86lokVc/uSEmSpArYEiZJklQBW8IkSZIqYAiTJEmqgCFMkiSpAoYwSZKkChjCJEmSKmAIkyRJqsD/B4Rcp09dZtMGAAAAAElFTkSuQmCC\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' 'Unlimited Company'\n",
      " 'Company Limited by Guarantee' nan]\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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\n",
      "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": {
      "image/png": "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\n",
      "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                                  673\n",
      "Hotels and restaurants                                     260\n",
      "Computer and related activities                            218\n",
      "Other community, social and personal service activities    145\n",
      "Transport, storage and communications                      125\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",
      "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"
     ]
    },
    {
     "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    56.103142\n",
      "2022-01-01    55.962950\n",
      "2023-01-01    55.941036\n",
      "2024-01-01    55.937611\n",
      "2025-01-01    55.937075\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 Hotels and restaurants for 2021-2025:\n",
      "2021-01-01    52.522446\n",
      "2022-01-01    54.627444\n",
      "2023-01-01    55.885383\n",
      "2024-01-01    56.637122\n",
      "2025-01-01    57.086358\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"
     ]
    },
    {
     "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    42.450653\n",
      "2022-01-01    42.652411\n",
      "2023-01-01    42.626137\n",
      "2024-01-01    42.629559\n",
      "2025-01-01    42.629113\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"
     ]
    },
    {
     "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 community, social and personal service activities for 2021-2025:\n",
      "2021-01-01    31.909506\n",
      "2022-01-01    21.768483\n",
      "2023-01-01    30.403631\n",
      "2024-01-01    23.050746\n",
      "2025-01-01    29.311776\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 Transport, storage and communications for 2021-2025:\n",
      "2021-01-01    24.346991\n",
      "2022-01-01    24.310167\n",
      "2023-01-01    24.314075\n",
      "2024-01-01    24.313660\n",
      "2025-01-01    24.313704\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",
    "    'Hotels and restaurants',\n",
    "    'Computer and related activities',\n",
    "    'Other community, social and personal service activities',\n",
    "    'Transport, storage and communications'\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": []
  }
 ],
 "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": "3.9.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}