Andhra_Pradesh_companies.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "5540954c",
   "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": "53a8b569",
   "metadata": {},
   "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_ANNUAL_RETURN</th>\n",
       "      <th>LATEST_YEAR_FINANCIAL_STATEMENT</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>F01537</td>\n",
       "      <td>UNIVERSAL ASIA LIMITED</td>\n",
       "      <td>ACTV</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13-10-1998</td>\n",
       "      <td>Andhra Pradesh</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Agriculture &amp; allied</td>\n",
       "      <td>4-5-3/1 LALITHANANDA NAGARVIDYA VIHAR</td>\n",
       "      <td>ROC DELHI</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>F01591</td>\n",
       "      <td>DILBURY DOGLAS CONSTRUCTION LIMITED</td>\n",
       "      <td>ACTV</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Andhra Pradesh</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Agriculture &amp; allied</td>\n",
       "      <td>205 ASHOKA BHOOPAL CHAMBERSSP ROAD SECUNDERABAD</td>\n",
       "      <td>ROC DELHI</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>F01617</td>\n",
       "      <td>ASSOCIATED TOBACCO COMPANY LIMITED</td>\n",
       "      <td>ACTV</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Andhra Pradesh</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Agriculture &amp; allied</td>\n",
       "      <td>D NO 1-2-52 1ST LANE 1ST RIGHTCROSS JKC NAGAR</td>\n",
       "      <td>ROC DELHI</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>F01626</td>\n",
       "      <td>WORLD EDUCATION INC</td>\n",
       "      <td>ACTV</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20-08-1999</td>\n",
       "      <td>Andhra Pradesh</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Agriculture &amp; allied</td>\n",
       "      <td>7-113, FLAT 103, BHAVANA RESIDENCY,MAHDHURAPUR...</td>\n",
       "      <td>ROC DELHI</td>\n",
       "      <td>WORLDED@YAHOO.CO.IN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>F01659</td>\n",
       "      <td>UNIVERSAL LEAF (ASIA) PTE LIMITED</td>\n",
       "      <td>NAEF</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Andhra Pradesh</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Agriculture &amp; allied</td>\n",
       "      <td>DOOR NO 3 28 244A NALANDANAGAR 3RD LANE RING R...</td>\n",
       "      <td>ROC DELHI</td>\n",
       "      <td>rodney@ualindia.com</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",
       "      <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>33045</th>\n",
       "      <td>U74999AP2020PTC114027</td>\n",
       "      <td>DUROTECH INDUSTRIES PRIVATE LIMITED</td>\n",
       "      <td>ACTV</td>\n",
       "      <td>Private</td>\n",
       "      <td>Company limited by Shares</td>\n",
       "      <td>Non-govt company</td>\n",
       "      <td>28-01-2020</td>\n",
       "      <td>Andhra Pradesh</td>\n",
       "      <td>100000.0</td>\n",
       "      <td>100000.0</td>\n",
       "      <td>74999.0</td>\n",
       "      <td>Real estate renting and business activities</td>\n",
       "      <td>43-17-11, BL# 87, BLOCK # 87,SINGH NAGAR, AZIT...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>durotechindustriespvtltd@gmail.com</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33046</th>\n",
       "      <td>U74999AP2020PTC114030</td>\n",
       "      <td>TUOJIANG TECHNOLOGY SERVICE PRIVATELIMITED</td>\n",
       "      <td>ACTV</td>\n",
       "      <td>Private</td>\n",
       "      <td>Company limited by Shares</td>\n",
       "      <td>Non-govt company</td>\n",
       "      <td>28-01-2020</td>\n",
       "      <td>Andhra Pradesh</td>\n",
       "      <td>1000000.0</td>\n",
       "      <td>100000.0</td>\n",
       "      <td>74999.0</td>\n",
       "      <td>Real estate renting and business activities</td>\n",
       "      <td>21, Srinivasa nagar,Revenue Ward No 25,</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tuojiangprivatelimited@gmail.com</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33047</th>\n",
       "      <td>U74999AP2020PTC114040</td>\n",
       "      <td>MOJO OVERSEAS CONSULTANCY PRIVATELIMITED</td>\n",
       "      <td>ACTV</td>\n",
       "      <td>Private</td>\n",
       "      <td>Company limited by Shares</td>\n",
       "      <td>Non-govt company</td>\n",
       "      <td>29-01-2020</td>\n",
       "      <td>Andhra Pradesh</td>\n",
       "      <td>1000000.0</td>\n",
       "      <td>100000.0</td>\n",
       "      <td>74999.0</td>\n",
       "      <td>Real estate renting and business activities</td>\n",
       "      <td>2/46, Near Annamaiah Temple,Thallapaka, Rajamp...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>sunandasamba@gmail.com</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33048</th>\n",
       "      <td>U74999AP2020PTC114048</td>\n",
       "      <td>PICK A BOOK PRIVATE LIMITED</td>\n",
       "      <td>ACTV</td>\n",
       "      <td>Private</td>\n",
       "      <td>Company limited by Shares</td>\n",
       "      <td>Non-govt company</td>\n",
       "      <td>30-01-2020</td>\n",
       "      <td>Andhra Pradesh</td>\n",
       "      <td>900000.0</td>\n",
       "      <td>100000.0</td>\n",
       "      <td>74999.0</td>\n",
       "      <td>Real estate renting and business activities</td>\n",
       "      <td>Dno.10-50-18/1(22), Flat No.302,Siripuram Towe...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>kvtramesh77@gmail.com</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33049</th>\n",
       "      <td>U74999AP2020PTC114066</td>\n",
       "      <td>HREEM CONSULTANCY CATALYST PRIVATELIMITED</td>\n",
       "      <td>ACTV</td>\n",
       "      <td>Private</td>\n",
       "      <td>Company limited by Shares</td>\n",
       "      <td>Non-govt company</td>\n",
       "      <td>31-01-2020</td>\n",
       "      <td>Andhra Pradesh</td>\n",
       "      <td>1000000.0</td>\n",
       "      <td>100000.0</td>\n",
       "      <td>74999.0</td>\n",
       "      <td>Real estate renting and business activities</td>\n",
       "      <td>D NO. 18-857, BALAJI NAGAR, COOPERATIVESUGAR F...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>svaddadi34@gmail.com</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>33050 rows × 17 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      CORPORATE_IDENTIFICATION_NUMBER  \\\n",
       "0                              F01537   \n",
       "1                              F01591   \n",
       "2                              F01617   \n",
       "3                              F01626   \n",
       "4                              F01659   \n",
       "...                               ...   \n",
       "33045           U74999AP2020PTC114027   \n",
       "33046           U74999AP2020PTC114030   \n",
       "33047           U74999AP2020PTC114040   \n",
       "33048           U74999AP2020PTC114048   \n",
       "33049           U74999AP2020PTC114066   \n",
       "\n",
       "                                       COMPANY_NAME COMPANY_STATUS  \\\n",
       "0                         UNIVERSAL ASIA LIMITED              ACTV   \n",
       "1            DILBURY DOGLAS CONSTRUCTION LIMITED              ACTV   \n",
       "2             ASSOCIATED TOBACCO COMPANY LIMITED              ACTV   \n",
       "3                            WORLD EDUCATION INC              ACTV   \n",
       "4              UNIVERSAL LEAF (ASIA) PTE LIMITED              NAEF   \n",
       "...                                             ...            ...   \n",
       "33045        DUROTECH INDUSTRIES PRIVATE LIMITED              ACTV   \n",
       "33046  TUOJIANG TECHNOLOGY SERVICE PRIVATELIMITED             ACTV   \n",
       "33047    MOJO OVERSEAS CONSULTANCY PRIVATELIMITED             ACTV   \n",
       "33048                PICK A BOOK PRIVATE LIMITED              ACTV   \n",
       "33049   HREEM CONSULTANCY CATALYST PRIVATELIMITED             ACTV   \n",
       "\n",
       "      COMPANY_CLASS           COMPANY_CATEGORY COMPANY_SUB_CATEGORY  \\\n",
       "0               NaN                        NaN                  NaN   \n",
       "1               NaN                        NaN                  NaN   \n",
       "2               NaN                        NaN                  NaN   \n",
       "3               NaN                        NaN                  NaN   \n",
       "4               NaN                        NaN                  NaN   \n",
       "...             ...                        ...                  ...   \n",
       "33045       Private  Company limited by Shares     Non-govt company   \n",
       "33046       Private  Company limited by Shares     Non-govt company   \n",
       "33047       Private  Company limited by Shares     Non-govt company   \n",
       "33048       Private  Company limited by Shares     Non-govt company   \n",
       "33049       Private  Company limited by Shares     Non-govt company   \n",
       "\n",
       "      DATE_OF_REGISTRATION REGISTERED_STATE  AUTHORIZED_CAP  PAIDUP_CAPITAL  \\\n",
       "0               13-10-1998   Andhra Pradesh             0.0             0.0   \n",
       "1                      NaN   Andhra Pradesh             0.0             0.0   \n",
       "2                      NaN   Andhra Pradesh             0.0             0.0   \n",
       "3               20-08-1999   Andhra Pradesh             0.0             0.0   \n",
       "4                      NaN   Andhra Pradesh             0.0             0.0   \n",
       "...                    ...              ...             ...             ...   \n",
       "33045           28-01-2020   Andhra Pradesh        100000.0        100000.0   \n",
       "33046           28-01-2020   Andhra Pradesh       1000000.0        100000.0   \n",
       "33047           29-01-2020   Andhra Pradesh       1000000.0        100000.0   \n",
       "33048           30-01-2020   Andhra Pradesh        900000.0        100000.0   \n",
       "33049           31-01-2020   Andhra Pradesh       1000000.0        100000.0   \n",
       "\n",
       "       INDUSTRIAL_CLASS       PRINCIPAL_BUSINESS_ACTIVITY_AS_PER_CIN  \\\n",
       "0                   NaN                         Agriculture & allied   \n",
       "1                   NaN                         Agriculture & allied   \n",
       "2                   NaN                         Agriculture & allied   \n",
       "3                   NaN                         Agriculture & allied   \n",
       "4                   NaN                         Agriculture & allied   \n",
       "...                 ...                                          ...   \n",
       "33045           74999.0  Real estate renting and business activities   \n",
       "33046           74999.0  Real estate renting and business activities   \n",
       "33047           74999.0  Real estate renting and business activities   \n",
       "33048           74999.0  Real estate renting and business activities   \n",
       "33049           74999.0  Real estate renting and business activities   \n",
       "\n",
       "                               REGISTERED_OFFICE_ADDRESS  \\\n",
       "0                4-5-3/1 LALITHANANDA NAGARVIDYA VIHAR     \n",
       "1      205 ASHOKA BHOOPAL CHAMBERSSP ROAD SECUNDERABAD     \n",
       "2        D NO 1-2-52 1ST LANE 1ST RIGHTCROSS JKC NAGAR     \n",
       "3      7-113, FLAT 103, BHAVANA RESIDENCY,MAHDHURAPUR...   \n",
       "4      DOOR NO 3 28 244A NALANDANAGAR 3RD LANE RING R...   \n",
       "...                                                  ...   \n",
       "33045  43-17-11, BL# 87, BLOCK # 87,SINGH NAGAR, AZIT...   \n",
       "33046          21, Srinivasa nagar,Revenue Ward No 25,     \n",
       "33047  2/46, Near Annamaiah Temple,Thallapaka, Rajamp...   \n",
       "33048  Dno.10-50-18/1(22), Flat No.302,Siripuram Towe...   \n",
       "33049  D NO. 18-857, BALAJI NAGAR, COOPERATIVESUGAR F...   \n",
       "\n",
       "      REGISTRAR_OF_COMPANIES                          EMAIL_ADDR  \\\n",
       "0                  ROC DELHI                                 NaN   \n",
       "1                  ROC DELHI                                 NaN   \n",
       "2                  ROC DELHI                                 NaN   \n",
       "3                  ROC DELHI                 WORLDED@YAHOO.CO.IN   \n",
       "4                  ROC DELHI                 rodney@ualindia.com   \n",
       "...                      ...                                 ...   \n",
       "33045                    NaN  durotechindustriespvtltd@gmail.com   \n",
       "33046                    NaN    tuojiangprivatelimited@gmail.com   \n",
       "33047                    NaN              sunandasamba@gmail.com   \n",
       "33048                    NaN               kvtramesh77@gmail.com   \n",
       "33049                    NaN                svaddadi34@gmail.com   \n",
       "\n",
       "      LATEST_YEAR_ANNUAL_RETURN LATEST_YEAR_FINANCIAL_STATEMENT  \n",
       "0                           NaN                             NaN  \n",
       "1                           NaN                             NaN  \n",
       "2                           NaN                             NaN  \n",
       "3                           NaN                             NaN  \n",
       "4                           NaN                             NaN  \n",
       "...                         ...                             ...  \n",
       "33045                       NaN                             NaN  \n",
       "33046                       NaN                             NaN  \n",
       "33047                       NaN                             NaN  \n",
       "33048                       NaN                             NaN  \n",
       "33049                       NaN                             NaN  \n",
       "\n",
       "[33050 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/Andhra_Pradesh.csv\", encoding='ISO-8859-1',low_memory=False)\n",
    "\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "c4bb668a",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\ritti\\AppData\\Local\\Temp/ipykernel_6008/348113690.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_6008/348113690.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": "08abc4c9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "CORPORATE_IDENTIFICATION_NUMBER               0\n",
       "COMPANY_NAME                                  0\n",
       "COMPANY_STATUS                                0\n",
       "COMPANY_CLASS                                62\n",
       "COMPANY_CATEGORY                             62\n",
       "COMPANY_SUB_CATEGORY                         65\n",
       "DATE_OF_REGISTRATION                          0\n",
       "REGISTERED_STATE                              0\n",
       "AUTHORIZED_CAP                                0\n",
       "PAIDUP_CAPITAL                                0\n",
       "INDUSTRIAL_CLASS                             61\n",
       "PRINCIPAL_BUSINESS_ACTIVITY_AS_PER_CIN        0\n",
       "REGISTERED_OFFICE_ADDRESS                   257\n",
       "REGISTRAR_OF_COMPANIES                    32890\n",
       "EMAIL_ADDR                                 6802\n",
       "LATEST_YEAR_ANNUAL_RETURN                 17593\n",
       "LATEST_YEAR_FINANCIAL_STATEMENT           17572\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": "07263a1e",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\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_ANNUAL_RETURN</th>\n",
       "      <th>LATEST_YEAR_FINANCIAL_STATEMENT</th>\n",
       "      <th>Registration_Year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>F01537</td>\n",
       "      <td>UNIVERSAL ASIA LIMITED</td>\n",
       "      <td>ACTV</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Andhra Pradesh</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Agriculture &amp; allied</td>\n",
       "      <td>4-5-3/1 LALITHANANDA NAGARVIDYA VIHAR</td>\n",
       "      <td>ROC DELHI</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>F01626</td>\n",
       "      <td>WORLD EDUCATION INC</td>\n",
       "      <td>ACTV</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Andhra Pradesh</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Agriculture &amp; allied</td>\n",
       "      <td>7-113, FLAT 103, BHAVANA RESIDENCY,MAHDHURAPUR...</td>\n",
       "      <td>ROC DELHI</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>F01747</td>\n",
       "      <td>TELECRUZ TECHNOLOGY INC</td>\n",
       "      <td>ACTV</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Andhra Pradesh</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Agriculture &amp; allied</td>\n",
       "      <td>10-1-98 3RD FL HCL TOWER44 DWARKADAS COLONY</td>\n",
       "      <td>ROC DELHI</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>F01765</td>\n",
       "      <td>TYCO HEALTHCARE PTE LTD</td>\n",
       "      <td>ACTV</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Andhra Pradesh</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Agriculture &amp; allied</td>\n",
       "      <td>145 RAJIV NAGARYUSUFGNDA HYDERABAD</td>\n",
       "      <td>ROC DELHI</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>F01901</td>\n",
       "      <td>QUANTUM CONSULTANTS INC</td>\n",
       "      <td>ACTV</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Andhra Pradesh</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Agriculture &amp; allied</td>\n",
       "      <td>502-A2 CYBER TOWERSHI-TEC CITY</td>\n",
       "      <td>ROC DELHI</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2002</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>33045</th>\n",
       "      <td>U74999AP2020PTC114027</td>\n",
       "      <td>DUROTECH INDUSTRIES PRIVATE LIMITED</td>\n",
       "      <td>ACTV</td>\n",
       "      <td>Private</td>\n",
       "      <td>Company limited by Shares</td>\n",
       "      <td>Non-govt company</td>\n",
       "      <td>Andhra Pradesh</td>\n",
       "      <td>100000.0</td>\n",
       "      <td>100000.0</td>\n",
       "      <td>74999.0</td>\n",
       "      <td>Real estate renting and business activities</td>\n",
       "      <td>43-17-11, BL# 87, BLOCK # 87,SINGH NAGAR, AZIT...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33046</th>\n",
       "      <td>U74999AP2020PTC114030</td>\n",
       "      <td>TUOJIANG TECHNOLOGY SERVICE PRIVATELIMITED</td>\n",
       "      <td>ACTV</td>\n",
       "      <td>Private</td>\n",
       "      <td>Company limited by Shares</td>\n",
       "      <td>Non-govt company</td>\n",
       "      <td>Andhra Pradesh</td>\n",
       "      <td>1000000.0</td>\n",
       "      <td>100000.0</td>\n",
       "      <td>74999.0</td>\n",
       "      <td>Real estate renting and business activities</td>\n",
       "      <td>21, Srinivasa nagar,Revenue Ward No 25,</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33047</th>\n",
       "      <td>U74999AP2020PTC114040</td>\n",
       "      <td>MOJO OVERSEAS CONSULTANCY PRIVATELIMITED</td>\n",
       "      <td>ACTV</td>\n",
       "      <td>Private</td>\n",
       "      <td>Company limited by Shares</td>\n",
       "      <td>Non-govt company</td>\n",
       "      <td>Andhra Pradesh</td>\n",
       "      <td>1000000.0</td>\n",
       "      <td>100000.0</td>\n",
       "      <td>74999.0</td>\n",
       "      <td>Real estate renting and business activities</td>\n",
       "      <td>2/46, Near Annamaiah Temple,Thallapaka, Rajamp...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33048</th>\n",
       "      <td>U74999AP2020PTC114048</td>\n",
       "      <td>PICK A BOOK PRIVATE LIMITED</td>\n",
       "      <td>ACTV</td>\n",
       "      <td>Private</td>\n",
       "      <td>Company limited by Shares</td>\n",
       "      <td>Non-govt company</td>\n",
       "      <td>Andhra Pradesh</td>\n",
       "      <td>900000.0</td>\n",
       "      <td>100000.0</td>\n",
       "      <td>74999.0</td>\n",
       "      <td>Real estate renting and business activities</td>\n",
       "      <td>Dno.10-50-18/1(22), Flat No.302,Siripuram Towe...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33049</th>\n",
       "      <td>U74999AP2020PTC114066</td>\n",
       "      <td>HREEM CONSULTANCY CATALYST PRIVATELIMITED</td>\n",
       "      <td>ACTV</td>\n",
       "      <td>Private</td>\n",
       "      <td>Company limited by Shares</td>\n",
       "      <td>Non-govt company</td>\n",
       "      <td>Andhra Pradesh</td>\n",
       "      <td>1000000.0</td>\n",
       "      <td>100000.0</td>\n",
       "      <td>74999.0</td>\n",
       "      <td>Real estate renting and business activities</td>\n",
       "      <td>D NO. 18-857, BALAJI NAGAR, COOPERATIVESUGAR F...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2020</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>32989 rows × 16 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      CORPORATE_IDENTIFICATION_NUMBER  \\\n",
       "0                              F01537   \n",
       "3                              F01626   \n",
       "5                              F01747   \n",
       "6                              F01765   \n",
       "7                              F01901   \n",
       "...                               ...   \n",
       "33045           U74999AP2020PTC114027   \n",
       "33046           U74999AP2020PTC114030   \n",
       "33047           U74999AP2020PTC114040   \n",
       "33048           U74999AP2020PTC114048   \n",
       "33049           U74999AP2020PTC114066   \n",
       "\n",
       "                                       COMPANY_NAME COMPANY_STATUS  \\\n",
       "0                         UNIVERSAL ASIA LIMITED              ACTV   \n",
       "3                            WORLD EDUCATION INC              ACTV   \n",
       "5                        TELECRUZ TECHNOLOGY INC              ACTV   \n",
       "6                        TYCO HEALTHCARE PTE LTD              ACTV   \n",
       "7                        QUANTUM CONSULTANTS INC              ACTV   \n",
       "...                                             ...            ...   \n",
       "33045        DUROTECH INDUSTRIES PRIVATE LIMITED              ACTV   \n",
       "33046  TUOJIANG TECHNOLOGY SERVICE PRIVATELIMITED             ACTV   \n",
       "33047    MOJO OVERSEAS CONSULTANCY PRIVATELIMITED             ACTV   \n",
       "33048                PICK A BOOK PRIVATE LIMITED              ACTV   \n",
       "33049   HREEM CONSULTANCY CATALYST PRIVATELIMITED             ACTV   \n",
       "\n",
       "      COMPANY_CLASS           COMPANY_CATEGORY COMPANY_SUB_CATEGORY  \\\n",
       "0               NaN                        NaN                  NaN   \n",
       "3               NaN                        NaN                  NaN   \n",
       "5               NaN                        NaN                  NaN   \n",
       "6               NaN                        NaN                  NaN   \n",
       "7               NaN                        NaN                  NaN   \n",
       "...             ...                        ...                  ...   \n",
       "33045       Private  Company limited by Shares     Non-govt company   \n",
       "33046       Private  Company limited by Shares     Non-govt company   \n",
       "33047       Private  Company limited by Shares     Non-govt company   \n",
       "33048       Private  Company limited by Shares     Non-govt company   \n",
       "33049       Private  Company limited by Shares     Non-govt company   \n",
       "\n",
       "      REGISTERED_STATE  AUTHORIZED_CAP  PAIDUP_CAPITAL  INDUSTRIAL_CLASS  \\\n",
       "0       Andhra Pradesh             0.0             0.0               NaN   \n",
       "3       Andhra Pradesh             0.0             0.0               NaN   \n",
       "5       Andhra Pradesh             0.0             0.0               NaN   \n",
       "6       Andhra Pradesh             0.0             0.0               NaN   \n",
       "7       Andhra Pradesh             0.0             0.0               NaN   \n",
       "...                ...             ...             ...               ...   \n",
       "33045   Andhra Pradesh        100000.0        100000.0           74999.0   \n",
       "33046   Andhra Pradesh       1000000.0        100000.0           74999.0   \n",
       "33047   Andhra Pradesh       1000000.0        100000.0           74999.0   \n",
       "33048   Andhra Pradesh        900000.0        100000.0           74999.0   \n",
       "33049   Andhra Pradesh       1000000.0        100000.0           74999.0   \n",
       "\n",
       "            PRINCIPAL_BUSINESS_ACTIVITY_AS_PER_CIN  \\\n",
       "0                             Agriculture & allied   \n",
       "3                             Agriculture & allied   \n",
       "5                             Agriculture & allied   \n",
       "6                             Agriculture & allied   \n",
       "7                             Agriculture & allied   \n",
       "...                                            ...   \n",
       "33045  Real estate renting and business activities   \n",
       "33046  Real estate renting and business activities   \n",
       "33047  Real estate renting and business activities   \n",
       "33048  Real estate renting and business activities   \n",
       "33049  Real estate renting and business activities   \n",
       "\n",
       "                               REGISTERED_OFFICE_ADDRESS  \\\n",
       "0                4-5-3/1 LALITHANANDA NAGARVIDYA VIHAR     \n",
       "3      7-113, FLAT 103, BHAVANA RESIDENCY,MAHDHURAPUR...   \n",
       "5          10-1-98 3RD FL HCL TOWER44 DWARKADAS COLONY     \n",
       "6                   145 RAJIV NAGARYUSUFGNDA HYDERABAD     \n",
       "7                       502-A2 CYBER TOWERSHI-TEC CITY     \n",
       "...                                                  ...   \n",
       "33045  43-17-11, BL# 87, BLOCK # 87,SINGH NAGAR, AZIT...   \n",
       "33046          21, Srinivasa nagar,Revenue Ward No 25,     \n",
       "33047  2/46, Near Annamaiah Temple,Thallapaka, Rajamp...   \n",
       "33048  Dno.10-50-18/1(22), Flat No.302,Siripuram Towe...   \n",
       "33049  D NO. 18-857, BALAJI NAGAR, COOPERATIVESUGAR F...   \n",
       "\n",
       "      REGISTRAR_OF_COMPANIES LATEST_YEAR_ANNUAL_RETURN  \\\n",
       "0                  ROC DELHI                       NaN   \n",
       "3                  ROC DELHI                       NaN   \n",
       "5                  ROC DELHI                       NaN   \n",
       "6                  ROC DELHI                       NaN   \n",
       "7                  ROC DELHI                       NaN   \n",
       "...                      ...                       ...   \n",
       "33045                    NaN                       NaN   \n",
       "33046                    NaN                       NaN   \n",
       "33047                    NaN                       NaN   \n",
       "33048                    NaN                       NaN   \n",
       "33049                    NaN                       NaN   \n",
       "\n",
       "      LATEST_YEAR_FINANCIAL_STATEMENT  Registration_Year  \n",
       "0                                 NaN               1998  \n",
       "3                                 NaN               1999  \n",
       "5                                 NaN               2001  \n",
       "6                                 NaN               2000  \n",
       "7                                 NaN               2002  \n",
       "...                               ...                ...  \n",
       "33045                             NaN               2020  \n",
       "33046                             NaN               2020  \n",
       "33047                             NaN               2020  \n",
       "33048                             NaN               2020  \n",
       "33049                             NaN               2020  \n",
       "\n",
       "[32989 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": 9,
   "id": "e90a2d40",
   "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']<=2018) & (df['Registration_Year']>=1989)])\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": 11,
   "id": "849ffde3",
   "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']<=2018) & (df['Registration_Year']>=1989)])\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": 25,
   "id": "53a53eb7",
   "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": [
    "# Drop rows where 'INDUSTRIAL_CLASS' is missing\n",
    "filtered_df = df.dropna(subset=['INDUSTRIAL_CLASS'])\n",
    "\n",
    "# EDA - Industrial Class Distribution\n",
    "plt.figure(figsize=(12, 6))\n",
    "sns.countplot(x='INDUSTRIAL_CLASS', data=filtered_df[(filtered_df['Registration_Year'] <= 2020) & (filtered_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()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "47b4b9aa",
   "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 - 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": 30,
   "id": "6aa102aa",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[nan 'Company limited by Shares' 'Company Limited by Guarantee'\n",
      " 'Unlimited Company']\n"
     ]
    }
   ],
   "source": [
    "# Print the unique values in the 'COMPANY_CATEGORY' column\n",
    "print(df['COMPANY_CATEGORY'].unique())\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "38f53e89",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "df['COMPANY_CATEGORY'] =df['COMPANY_CATEGORY'].replace(' ',np.nan)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "88295990",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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KtsDhVXVTVV0InA9slmR1YIWqOrmqCvgi8KyRcw7ut48CtpxopZMkSVqULZQxcb2b8+HAKb3oNUnOSPL5JPfsZWsCF4+cNquXrdlvz10+xzlVNRu4GlhlksffLclpSU674oorFsyTkiRJGqMpD3FJlgO+Cry+qq6hdY3eH9gYuBT4yMShk5xe8yif1zlzFlQdUFWbVtWmM2fOvGNPQJIkaRqa0hCXZElagPtSVX0NoKouq6qbq+oW4LPAZv3wWcDaI6evBVzSy9eapHyOc5LMAFYErpyaZyNJkjR9TOXs1AAHAr+tqo+OlK8+ctizgbP67WOBHfuM03VpExhOrapLgWuTbN6vuRNwzMg5O/fb2wHf6+PmJEmSFmkzpvDajwFeDJyZ5Fe97B3A85NsTOv2vAh4BUBVnZ3kSOA3tJmtu1fVzf28VwEHAcsCJ/QPaCHxkCTn01rgdpzC5yNJkjRtTFmIq6qfMPmYtW/O45y9gb0nKT8NePAk5TcC29+FakqSJA2SOzZIkiQNkCFOkiRpgAxxkiRJA2SIkyRJGiBDnCRJ0gAZ4iRJkgbIECdJkjRAhjhJkqQBMsRJkiQNkCFOkiRpgAxxkiRJA2SIkyRJGiBDnCRJ0gAZ4iRJkgbIECdJkjRAhjhJkqQBMsRJkiQNkCFOkiRpgAxxkiRJA2SIkyRJGiBDnCRJ0gAZ4iRJkgbIECdJkjRAhjhJkqQBMsRJkiQNkCFOkiRpgAxxkiRJA2SIkyRJGiBDnCRJ0gAZ4iRJkgbIECdJkjRAhjhJkqQBMsRJkiQNkCFOkiRpgAxxkiRJA2SIkyRJGiBDnCRJ0gAZ4iRJkgbIECdJkjRAhjhJkqQBMsRJkiQNkCFOkiRpgKYsxCVZO8n3k/w2ydlJXtfLV07y7STn9c/3HDnn7UnOT3Jukq1GyjdJcma/b98k6eVLJzmil5+SZJ2pej6SJEnTyVS2xM0G3lhVDwI2B3ZPsiHwNuC7VbU+8N3+Nf2+HYGNgK2B/ZIs0a+1P7AbsH7/2LqX7wpcVVXrAR8DPjiFz0eSJGnamLIQV1WXVtUv++1rgd8CawLbAgf3ww4GntVvbwscXlU3VdWFwPnAZklWB1aoqpOrqoAvznXOxLWOAracaKWTJElalC2UMXG9m/PhwCnAalV1KbSgB9yrH7YmcPHIabN62Zr99tzlc5xTVbOBq4FVJnn83ZKcluS0K664YgE9K0mSpPGZ8hCXZDngq8Drq+qaeR06SVnNo3xe58xZUHVAVW1aVZvOnDnz9qosSZI07U1piEuyJC3AfamqvtaLL+tdpPTPl/fyWcDaI6evBVzSy9eapHyOc5LMAFYErlzwz0SSJGl6mcrZqQEOBH5bVR8duetYYOd+e2fgmJHyHfuM03VpExhO7V2u1ybZvF9zp7nOmbjWdsD3+rg5SZKkRdqMKbz2Y4AXA2cm+VUvewfwAeDIJLsCfwS2B6iqs5McCfyGNrN196q6uZ/3KuAgYFnghP4BLSQekuR8WgvcjlP4fCRJkqaNKQtxVfUTJh+zBrDlbZyzN7D3JOWnAQ+epPxGegiUJElanLhjgyRJ0gAZ4iRJkgbIECdJkjRAhjhJkqQBMsRJkiQNkCFOkiRpgAxxkiRJA2SIkyRJGiBDnCRJ0gAZ4iRJkgbIECdJkjRAhjhJkqQBMsRJkiQNkCFOkiRpgAxxkiRJA2SIkyRJGiBDnCRJ0gAZ4iRJkgbIECdJkjRAhjhJkqQBMsRJkiQNkCFOkiRpgAxxkiRJA2SIkyRJGiBDnCRJ0gDNV4hL8pj5KZMkSdLCMb8tcZ+czzJJkiQtBDPmdWeS/wAeDcxM8oaRu1YAlpjKikmSJOm2zTPEAUsBy/Xjlh8pvwbYbqoqJUmSpHmbZ4irqh8CP0xyUFX9YSHVSZIkSbfj9lriJiyd5ABgndFzquo/p6JSkiRJmrf5DXFfAT4NfA64eeqqI0mSpPkxvyFudlXtP6U1kSRJ0nyb3yVGjkvy6iSrJ1l54mNKayZJkqTbNL8tcTv3z28eKSvgfgu2OpIkSZof8xXiqmrdqa6IJEmS5t98hbgkO01WXlVfXLDVkSRJ0vyY3+7UR47cXgbYEvglYIiTJEkag/ntTt1j9OskKwKHTEmNJEmSdLvmd3bq3P4OrL8gKyJJkqT5N79j4o6jzUaFtvH9g4Ajp6pSkiRJmrf5HRO3z8jt2cAfqmrWFNRHkiRJ82G+ulOr6ofAOcDywD2Bf0xlpSRJkjRv8xXikuwAnApsD+wAnJJku9s55/NJLk9y1kjZXkn+lORX/eOpI/e9Pcn5Sc5NstVI+SZJzuz37ZskvXzpJEf08lOSrHOHnrkkSdKAze/EhncCj6yqnatqJ2Az4F23c85BwNaTlH+sqjbuH98ESLIhsCOwUT9nvyRL9OP3B3ajTaRYf+SauwJXVdV6wMeAD87nc5EkSRq8+Q1xd6uqy0e+/uvtnVtVPwKunM/rbwscXlU3VdWFwPnAZklWB1aoqpOrqmjr0j1r5JyD++2jgC0nWukkSZIWdfMb4k5M8q0kL0nyEuAbwDfv5GO+JskZvbv1nr1sTeDikWNm9bI1++25y+c4p6pmA1cDq0z2gEl2S3JaktOuuOKKO1ltSZKk6WOeIS7JekkeU1VvBj4DPBR4GHAycMCdeLz9gfsDGwOXAh+ZeKhJjq15lM/rnFsXVh1QVZtW1aYzZ868QxWWJEmajm6vJe7jwLUAVfW1qnpDVf0XrRXu43f0warqsqq6uapuAT5LG1sHrYVt7ZFD1wIu6eVrTVI+xzlJZgArMv/dt5IkSYN2eyFunao6Y+7CqjoNWOeOPlgf4zbh2cDEzNVjgR37jNN1aRMYTq2qS4Frk2zex7vtBBwzcs7O/fZ2wPf6uDlJkqRF3u0t9rvMPO5bdl4nJjkM2AJYNcks4N3AFkk2pnV7XgS8AqCqzk5yJPAb2mLCu1fVzf1Sr6LNdF0WOKF/ABwIHJLkfFoL3I6381wkSZIWGbcX4n6R5OVV9dnRwiS7AqfP68Sqev4kxQfO4/i9gb0nKT8NePAk5TfS1q2TJEla7NxeiHs9cHSSF/Lv0LYpsBStO1SSJEljMM8QV1WXAY9O8kT+3Rr2jar63pTXTJIkSbfp9lriAKiq7wPfn+K6SJIkaT7N72K/kiRJmkYMcZIkSQNkiJMkSRogQ5wkSdIAGeIkSZIGyBAnSZI0QIY4SZKkATLESZIkDZAhTpIkaYAMcZIkSQNkiJMkSRogQ5wkSdIAGeIkSZIGyBAnSZI0QIY4SZKkATLESZIkDZAhTpIkaYAMcZIkSQNkiJMkSRogQ5wkSdIAGeIkSZIGyBAnSZI0QIY4SZKkATLESZIkDZAhTpIkaYAMcZIkSQNkiJMkSRogQ5wkSdIAGeIkSZIGyBAnSZI0QIY4SZKkATLESZIkDZAhTpIkaYAMcZIkSQNkiJMkSRogQ5wkSdIAGeIkSZIGyBAnSZI0QIY4SZKkAZqyEJfk80kuT3LWSNnKSb6d5Lz++Z4j9709yflJzk2y1Uj5JknO7PftmyS9fOkkR/TyU5KsM1XPRZIkabqZypa4g4Ct5yp7G/Ddqlof+G7/miQbAjsCG/Vz9kuyRD9nf2A3YP3+MXHNXYGrqmo94GPAB6fsmUiSJE0zUxbiqupHwJVzFW8LHNxvHww8a6T88Kq6qaouBM4HNkuyOrBCVZ1cVQV8ca5zJq51FLDlRCudJEnSom5hj4lbraouBeif79XL1wQuHjluVi9bs9+eu3yOc6pqNnA1sMpkD5pktySnJTntiiuuWEBPRZIkaXymy8SGyVrQah7l8zrn1oVVB1TVplW16cyZM+9kFSVJkqaPhR3iLutdpPTPl/fyWcDaI8etBVzSy9eapHyOc5LMAFbk1t23kiRJi6SFHeKOBXbut3cGjhkp37HPOF2XNoHh1N7lem2Szft4t53mOmfiWtsB3+vj5iRJkhZ5M6bqwkkOA7YAVk0yC3g38AHgyCS7An8EtgeoqrOTHAn8BpgN7F5VN/dLvYo203VZ4IT+AXAgcEiS82ktcDtO1XORJEmabqYsxFXV82/jri1v4/i9gb0nKT8NePAk5TfSQ6AkSdLiZrpMbJAkSdIdYIiTJEkaIEOcJEnSABniJEmSBsgQJ0mSNECGOEmSpAEyxEmSJA2QIU6SJGmADHGSJEkDZIiTJEkaIEOcJEnSABniJEmSBsgQJ0mSNECGOEmSpAEyxEmSJA2QIU6SJGmADHGSJEkDZIiTJEkaIEOcJEnSABniJEmSBsgQJ0mSNECGOEmSpAEyxEmSJA2QIU6SJGmADHGSJEkDZIiTJEkaIEOcJEnSABniJEmSBsgQJ0mSNECGOEmSpAEyxEmSJA2QIU6SJGmADHGSJEkDZIiTJEkaIEOcJEnSABniJEmSBsgQJ0mSNECGOEmSpAEyxEmSJA2QIU6SJGmADHGSJEkDZIiTJEkaIEOcJEnSAI0lxCW5KMmZSX6V5LRetnKSbyc5r3++58jxb09yfpJzk2w1Ur5Jv875SfZNknE8H0mSpIVtnC1xT6yqjatq0/7124DvVtX6wHf71yTZENgR2AjYGtgvyRL9nP2B3YD1+8fWC7H+kiRJYzOdulO3BQ7utw8GnjVSfnhV3VRVFwLnA5slWR1YoapOrqoCvjhyjiRJ0iJtXCGugJOSnJ5kt162WlVdCtA/36uXrwlcPHLurF62Zr89d/mtJNktyWlJTrviiisW4NOQJEkajxljetzHVNUlSe4FfDvJOfM4drJxbjWP8lsXVh0AHACw6aabTnqMJEnSkIylJa6qLumfLweOBjYDLutdpPTPl/fDZwFrj5y+FnBJL19rknJJkqRF3kIPcUnukWT5idvAU4CzgGOBnfthOwPH9NvHAjsmWTrJurQJDKf2Ltdrk2zeZ6XuNHKOJEnSIm0c3amrAUf31UBmAF+uqhOT/AI4MsmuwB+B7QGq6uwkRwK/AWYDu1fVzf1arwIOApYFTugfkiRJi7yFHuKq6gLgYZOU/xXY8jbO2RvYe5Ly04AHL+g6SpIkTXfTaYkRSZIkzSdDnCRJ0gAZ4iRJkgbIECdJkjRAhjhJkqQBMsRJkiQNkCFOkiRpgAxxkiRJA2SIkyRJGiBDnCRJ0gAZ4iRJkgbIECdJkjRAhjhJkqQBMsRJkiQNkCFOkiRpgAxxkiRJA2SIkyRJGiBDnCRJ0gAZ4iRJkgbIECdJkjRAhjhJkqQBMsRJkiQNkCFOkiRpgAxxkiRJA2SIkyRJGiBDnCRJ0gAZ4iRJkgbIECdJkjRAhjhJkqQBMsRJkiQNkCFOkiRpgAxxkiRJA2SIkyRJGiBDnCRJ0gAZ4iRJkgbIECdJkjRAhjhJkqQBMsRJkiQNkCFOkiRpgAxxkiRJA2SIkyRJGiBDnCRJ0gANPsQl2TrJuUnOT/K2cddHkiRpYRh0iEuyBPC/wDbAhsDzk2w43lpJkiRNvUGHOGAz4PyquqCq/gEcDmw75jpJkiRNuRnjrsBdtCZw8cjXs4BHzX1Qkt2A3fqX1yU5dyHUTf+2KvCXcVdiuss+O4+7Crpr/D3X4sDf84Xvvrd1x9BDXCYpq1sVVB0AHDD11dFkkpxWVZuOux7SVPL3XIsDf8+nl6F3p84C1h75ei3gkjHVRZIkaaEZeoj7BbB+knWTLAXsCBw75jpJkiRNuUF3p1bV7CSvAb4FLAF8vqrOHnO1dGt2ZWtx4O+5Fgf+nk8jqbrVEDJJkiRNc0PvTpUkSVosGeIkSZIGyBAnSZI0QIY4aRJJBj3pR4uPJOmf/X8uLWb8o5e6kRfDLYDtkyw71gpJ86GqKskjgWeDYU5anPjHLnX9xXBr4LPAxVV1w7jrJM2n+wB7J1m9qm4Zd2Wk6WzkDfsmSbZNcv8kS4y7XneGIU6itV4kWQV4J/DSqvpJkick2T2JW8xoWquqrwJfBTYHW+Okeelv2J8KHAo8FPgB8NSxVupOctyPBPTWi78m+RawZ5LLgKWB64CHJvl1Vf1zrJWURiTZnNaF+ouqOgr4HfA84Ghb46TJ9Va4mcAuwFNom8vvAJwyekwNZBFd361psTVXk/r2SdYHTgK+DvxvVT0POAK4J5CxVVTqJn5nu/OBy4AnJzkRuBDYLMkzxlI5aQCquRz4P+BNwEeAZ1bV5UmenWStoQQ4MMRpMdab1J8BHAQ8HPgicN+q2r+qTknyn8CHgEOq6h9jrKoE/Ot39slJXgc8rqo+WlWvAL4BbArcA3jCWCspTTMjb9hnJlmzFy8DPB7Yvaou7JOD3g+seRuXmZbcdkuLrT4G7n+B3YFHAPsAT+7vyNYFXgH8rKqOHVLzuhY9E79//YXmCNobjycBv6mqV44ct1m/f/uqOm0slZWmoSTb0lrergbOBg6njYG+AlgK2Ax4R1UdN7ZK3gmGOC2WkmwCXArsAaxIa4l7QX9H9mTgPOCKqrreAKfpoAe4FwA/rqqvJbkXbTLDGVW1+8hxnwJOqqpjx1RVaVpJ8nDgk8C2wIuA3apqoyT3Bh4ArAGcV1WnDe3/vd2pWuwkeSitBe7etDFFjwLe2QPcY4D9gFWq6npoXVhjq6wWeyPj4B4GbAM8MMkyfVzPc4BHJzmgH3tfYH3g3LFUVpoGkiw5cjvAjbTW62cAO/bP0P7P/7CqDptouR7a/3tb4rRY6ZMXjgX2qaoDe4vcrrTWuGtp44neXFXHj7Ga0mgX6mpVdVkv2w54FW3szo+q6h9JZgLrVdXJfaeRZavq2jFWXRqbHuAeT+s2XQp4CG3m9rto4+C2r6o/9R6X9wDbA5cMLbxNcIkRLW5m0Wb1vTnJF6vq9CRX0lrl1gI+28sG1aSuRU8PcE8HXp/kbOCUqvpyf5F6C7BUku9U1RXAFUnuVlWzaW9GpMXVkrRexn2A+wPbVNVZSR4PbAFs0gPcm4C3VdWfxlbTBcCWOC3SRloz1gaWrKoLevlBtOD2rKq6cZx1lCaT5HG0cTzPorW8rQt8tao+nGRn4KXAc6vqL+OrpTT9JNkQ+C5tGZGPVtV3evnrgFWB1YCjquqkob9hN8RpkdeXEXkf8Hvgn8BO/a5PABvRZqTeNKbqSXMY2W1hV+A02gvOfwP70xbz/T7wQWC1qrp0LJWUppmRN+zLVdV1SVYFnkgbR/rtqjqsr0hwM3D1kIPbKCc2aJGW5LG0F8CnAccA2wGHAEsAr6PNQn3o2CoodSMTGJaqqluq6rPAmcDOtBa3A4G/Aw8C1jHASf/WA9y2wDeTHAL8R1V9Bfg5bUHsfYCjgJmLSoADx8Rp0XcZrdvpIcArgXWAr9EmNzwHeNmi9Aet4eovQlsBr0jya+D8qvpSX0rk5UkOA5YH3j0xLEBS0yetvYI2Fm5J4KNJlqyqA5LMoi0t8tGqOm+c9VzQDHFaJCW5B0BVnZdkCeDjwMFVNSvJ54E3AGtV1W/HWE3pX5I8AngtcCSwMvDMJHendaseTJs5/dGq+vX4ailNP0keRBs/esbE+ohJrgE+leTuVXVokhOr6pahj4GbmyFOi4TeWnHfqvpFn9G3B1BJ9q6qHyf5HbB5H2/0NGBHA5ymiyTr0Lp6Dqyqg5MsB/wMeD1wHG1cz3J9N5FF6kVIuquq6rdJzgIeluQBtIV7v53k9cCnk3wf+HM/dpH623FigxYJSd4F3Af4Jm2s23uA9YAPA08BLgBeAjwZ+KTrwGm6SfJZ4OnAw3pYW4K2I8MHqurn462dNH2MTGJ4OLAS8MuqujrJR2kTgd5DG45wS5JVquqv46zvVDLEadCSrEFbwPHPtMUc1wKurapX9/tfCnwA2LYvhrp0Vd1ka4bGaa4XoXWBY6rq5iQfArYEdgOuB75O2w7ul+OrrTT9JHkmLaydCqwAfKEvGfIh2q4lb6uqRX7nEmenarCSPJDW8vY42rYqewN/AO6b5LFJZlTV54H/B3wnycq06eWLXJO6hqUHuCfRxr+9Gvh2X9vq7cDJwI9oC/oa4KS5JNkIeA2tl+Vk2ub1OyR5alW9BbgIWHZ8NVx4bInTICW5H62V4hN9+6yJlo1lgXfS3pkdTlvl/uYka1XVrDFWWRptgVuatt3POdU23f4IsDawF3AOLcA9Ddiqqv5uy7HU9EkMK9GW21kJ+BhtGZ6XAZsDH6yqr42rfgubLXEaqo2Br/cANwN4VJJdaetp7QlcQRsD9x/9+EtgjrW4pIVuZCutn9Am3zyjl7+R1nrwYdoC1PsAvwK+2n+/pcXWxP/tHuA+D/yxz9LeCDikqs6kTQQ6D1isJqz5z0FDtltfO+sdtKbzlYF79W6qXWmr2v8VoKpu6Z9tzdDYJNkAeAHwXmAV4LlJXlZVn6uqtyT5GG17uNl9i6BV+n6o0mKrv/l5NLAv8OGR/U7/CBzd9xPeCXj14rbqgN2pGqwke9PGRPwR+AhwOlDA0cAzAarq5rFVUOp6S8I6wJeA31bVrr3r/0nALsB3qmq/MVZRmtaSrEAbavB/VfW0kfJnAY+m/Q2dNKbqjY0hToOT5G4TLWtJ7l1Vfx6578m0GUvbAn+x5U3jNPdYtiSvAXYE3lRVP+9j455Gazl+JTDL31lpjvGjq9G2ors4yYrAGcDxVbX7yLFLLK5v2A1xGpSJP9a5/2iT3BPYlDam6J1V9Y2xVVJijhehxwIPBy6lLdz7ItqkhndX1Sk9yK1YVZePsbrStNP3Qn0DcBOtpe1DSZan7Yd6SlW9dKwVnAac2KDB6EuKfKrvhzca4AJsSGuBe1dVfcMJDBq3HuC2AT5FW79wa+AE2rIiRwEfSrJ5Vd1kgJPmlOSJwJ7Ac2mTFt6S5N1VdS1twtoWSTZa3P/XO7FB095Il9TSQOhvPibK+30/TbJdVV3icgwal77928yqOrsXbQO8p6qO7i827wb2rapdkqwOOGlBmtwStN13NqeNfX4R8PEkM2nb0a2/uHahjrIlTkOwfP/8O9paWu+AW880rapLJiuXFoa+/ME3gBeMtBCsSGslhvb/9nDaGxGq6n1VddpYKitNU0k2TXKfqvoObbLac4H3VtWJwNeARwBrGuAaQ5ymtSTrAocmeWFV3QDsDqyaZO0xV036l750yFdo+/K+s6rO7m8mPg7skuQl/UVnFeABSdZc3LuBpNuwC3B4krWr6ibaLjy7JHkO8DDgDVX1h7HWcBpxYoOmnT7m7Z/99j1o22rtAfyethbc3WldUj+w61TTQZLXA0tX1QdHypaqqn8keQxwKPBd4LHAG514I80pyUpV9bd+++O0hXx3pf2/fyFtOZ69q+r4cdVxOjLEadpIssZEl2iSrYFnAWcC36F1pa4JvBV4Im0R3+dW1V/GU1vp35LsSRsL97rRJXD6fSvQulDvRVvI9ze++dDiLskytNEvNyVZnxbYvlVV3+/370dbcWCHqrpoIuT5tzMnu1M1LUwM+k5yfJKH08La+cAatC2InldVs6pqD9o6W2cAq4+twtKczqMNxKaqbkkzMXHsTcA6VXVeVf2mH+OLkBZbffjB/sDOfR24JfrHk5I8DqCqXg3ck7YiwTLA1b3cv50RhjhNC/0P823An4EvAwdV1T60dd8+A2w9MQ6uqs6iTXDYckzVlYA59uL9DrBlkg9D+33uW2dtRtsf9Z/jqqM0nSTZEDgE+AVwUlVdVlXn0JbiKWCbJE/ox30PeH9V3Wh4m5zdqRq70ebxvmjvocDaVfXQXrYacADw2qr6Qx8ndwLwyomWDWlhSbIysGpV/a5/PaMHtjWAH9B+Ny+jtc69D3hLVR07rvpK00WSVYATgf2q6gsj5c8ALqJtofgq2tjRBwK7V9W3xlDVwTDEaWySrFBV1/Tbo0FueeBgWvP6zsC9ga8Dz5kIbUmWqaobx1JxLbZ6t87baWsWHlx9s+2JyTh9DavtgfWAG4AfV9WJjuORoP99fLCqXjqyo8mrgdfQxjnvVVXf7W/mV+stdJoHQ5zGIm3z77OBD1fV/r1sNMitSFvZfjPa2lpfq6pvj/zh+6KosUjyMOAFwPXAIVV1YS+fUVWzR47zd1QakeT+wEnAs6rqzCRLAXsDBwLrAC8FXlFVV42vlsPijg1a6PqL2w1JdgROSHJVVR0+Gs6q6uokOwAfBQ6tqp/Cvwe1+uKohW1k1ukKwAa0RXyXTnJoVf22d6nG31Hp1vrfxu+THA48NcmVVfWnJO/ordjr0nYwcReTO8CJDRqHicHgs4BjgS8keQH8a7/JiRXtr6a9K/upC6Nq3Pqs04cCn6Xt6fge4B7A9knu148xuEmTGPnb+DltuMGOSTboAe7RtC3pDqq2N6rmky1xWuj6i+GWwCeBNwDnAvv3xVEPmqtFbnY/xxdHjc1IC9uawAXV9kY9O8ks4APAikkOdKKNdGtJlqi+TVZVHZdkCeDRwDFJftxvv7OqThpnPYfIEKdxuR/wlWr74Z2Y5GTg60lmV9WhhjZNByPhbRnaRIXTgeuTPLeqvlpVP0pyKm09q5vGWVdpOupLhdyH9n9+qar6R1V9PclxtJUIZgMfqapzHUd6xxnitFBM8sd5LfDIiS+q6odJTgIOTPJd4M/+MWvceqvw1sCzkvwe+BXwU+BRSR5C20prE+C/qur346upNG1tAzwVOLHaNnQTY0tvqaozRg/0f/4d5+xUTbmRGaVPAdan/d59qoe2q4BXAw8GngZ8YWLZBmnckjwe+DTwYtoMum8B+9L2dXwBbV/HQ10HTprTaBdqkq8AR1TVUWOu1iLHljhNuR7gnkpb+PStwKf7GnFPSfJV4GPAw4F3jKy7ZbO6poNNadtmhdbts1+fUXddVZ2U5B5Vdb2/r9K/JdkEeHSSWVV1NPBD2hIiWsAMcZpSI7NKnw7sQGvB+DNwGEBVPbcfs1pV/XlkQoMviFqoktwdeERV/STJxrQxbucC7wSWBZ5eVZck2R5YN8mHq+p6sBtIGm15oy3UPgN4Xdpe2FcAr0ny46o6ZWyVXAS5xIgWuCTL9C2IoA1oXRK4BXgj8DrgpVV1YZIdkmzXXwAvA18MNVZLAy9Ncgxtc+6badsAXU7bQeT6JI8A3gWc5e+q1BZmT7JcVd2c5IlJXgOsXFUfA7YG/gYsD6wIbNHPMXssILbEaSo8DNg8ydLAS4CNge/TWt92qKrfJdmcts7Wy8HwpvHpq8g/qqq+nOQE2jpwJ9S/90b9CvAI4Ju0jezfVVXftAtVi7u0LRLfClyU5ELaslFfAj7Q/8d/vqo+2o+9BNgjyf7Vt1vUXefEBi0wSe4NPLSPFToM2Ja2+fen+v0voy2S+k3aukB7VtXxY6uwBCRZD5hJ2wZuJdqbkNcCZ1TVG/sxq9NaFFaoqssMcFKT5OW0zervDRxdVUcleQDtb+jiqvrAyLFfBz5VVd8ZS2UXQYY4LRB9XNvWtO6nC4BHAc+jzT49ETilqm7qA16vB2ZU1Vm+GGqcJpY7yL/38t2vqvZJsgFwAPAz2lpWb6AtI+Jq8hK3mn36QmBn2njn11XVVX13k0OAp/Q3PusCRwHbVd9vWHed/dJaIHoQOwn4E/AJ4D5V9SraWLgdgAckeSKwYVWdU1VnjZwnLXT9DcQtPcjdADwHeEmSN/Su1J2BzWnDAL5ugJMgyT0A+hi4Gf32l2jDEK6hbae1LPB34EbaawDApcCWBrgFy5Y43WWjrWlJVqS9GD4W+AZwDG3s271o3asvq6rjxlVXaVTf/u05tDFwx/duoGOAz1TVx/oA7DWr6uKxVlSaBvr/972An1fVEb1sRvXtEZO8GHgu7f/9lcDnqurr46nt4sGJDbrL+jpwj6dtPfSnqvpCkpuAZwA3V9WeSe4DfKyqfmsXqqaDvozIPrTQ9sY+Nu5TwDOB7yVZuo/nMcBJzbLAecAWSa6vquOravZEkKuqQ5LMBp4AfML/91PPljjdZX2c2wm08Q+PBj5dVQcn2ZHW+nZiVR08zjpKMMfuIWvTdg9ZraoOS/KftJnUv6QFufsD966qH46vttL0MfK3szX/bm3br6q+1e8fbZFbs6r+NMbqLjZsidOdMvIHvQawMvD8qvpukscB+yahB7kZwK/HW1tpjkkMT6a94fgtsFaSo6rqe0luBvagTbrZB3BDbqnr/++3Aj4MfIbW2rZ9kmWq6pi5WuQMcAuJIU532FzvyN4D3AM4JslpVfXjJHsAX+h/0AeOt7Za3PUXmRt7gHsQsCOtq/8M2r6oX0/ynKr6YR8Dd+XEuQY4qUmyBPA44P19TcXjaRvbvyDJP6vqmxMtcVp4nJ2qO6wHuEcB2wOvoS3FsDrwhL5y90+AXWlbFkljk2Rl2ni3lfqMubcDDwGWqaqbgFfRZlSflGSpqvp+VdlyLM2lLydyI7BTf2N0EW0R9/sBz0uy2jjrt7hyTJzmSx/0/ZCqOrpPMf8G7YVw837/HrSdGU4AvuVyDBq33pW/JG0R0n/Stv25EngfcCFwZFWdl2QZ2jZb+1XVL8ZVX2k6Gelx2Zw2RvS3tGVDdgJurKr39teFvWkLt583xuoutmyJ0/xaCrgsycrVNv1+PbBqkvcCVNUnaYulPhO4+9hqKfGvFrgDgXX6ulQvpm1kvxJtCMB6wHOTPKCqbqTt52uAk7oe4J4J7EcLcR+mjYP7NnC/JKfQZnZ/2QA3PrbEaZ76LL6Nq+q4tL1QzwE+XlWfSPIQ2gDXb1XVe/rx962qP4yxyhK9a+c1tO2A3kxbhHRXYAPgI7RdQz5Me+Pxkar6+5iqKk0rIy1wy9H+v+8OPJ725ueJwDV9fOkGwD+q6iInAI2PIU7zlORZwLuBvarqmCT/AXyBtubbZ5JsBHwZOK6q9hxjVaU5pO13+lJgE9q2WVcBrwTWpW3UfS2wUlWdMbZKStNEknv0XpZ/vRlP8r/AEsCDgZ2q6oI+oe2iqjpnnPVVY3eq5qmvtr038F9Jtquqk2ldU29O8vKqOht4EW1Te2mskmTidlVdCuwL/Ar4KG0x6k8DlwBvBP5qgJP+ZcskB/Y1Ez/b3wT9CngMbUbqBX1R932B5cZYT42wJU63aa7ttHYAXg18qqqOSrIpbXLDXlW1/zjrKY1K8jTgSbRJDB+m7d34dmAj4K29fJWqumBslZSmiT704MaqujrJ6bRWt8dX1Slpm9g/lxbkzgG2BN5UVd8YX401yhCneZprFe6JILdvVX0tyWbA3avqB+OsozShj9M8lLbszSa05Q+2AWbTxvRsBDyvT2aQFmu95fr9tMWvf0N7s7MV8M+qelI/ZjnaWNJVaa3Xp4+pupqEIU6TSvJw2riHqyZWuu/l2wFvAfapqiN7mYNaNRZJVgFWrapze+vwHsDPquoz/f5PAw8AnkZbZuS+VXX+2CosTTN9geu1gVfQ3qD/Ock3gBWr6rFJHkyb5X38WCuqSTkmTreSZEnaOLdtR8oCUFVH0cYX/XHiPgOcxqHPlt4DeGlfr+o6WmDbJMmKAFX1StoG9t8FbjbASXPqb9CvBh4GvCvJ8lX1NOCGJD8DjqS9AdI0ZEucbqUHttcCG1TV7qPlBjZNJ0keQ9tC6ybaxvUr0ZZF+CpwSFVd0497cFWdNa56StNRb71euqp+2nc0+Rwt0L25qq7vqxP8sap+Oc566rYZ4vQvfTzRalX1nd7K8S3gc1V16JirJv1L39rtupGvNwN2oK39ti+wBm0tuBNpv7/XjKWi0jSWZAtaaPsj8H+0cXHn0MaTzgbeUlV/GVf9NH/sThXwr3ERjwY+neSdwFNoLRvLjdwvjVWSuwPfTLLzRFlVnUrr8lkW2KWqzqRNYngWbVkRSfx7WExvdXs08Dza38mVtO20HkQbG3d3wL1QB8CWuMXYyMrc6wNXVdVfkqxJC3CPp00nnwFs7Xpami6SPBvYE/hQVR0xUv442pIiu1XVGUlWrKqrx1VPaTpKsi2wPbAh8I6qOjHJusDzaRMcPgf80qEzw2DrymJqJMBtBRwHHJ/k9bR5Cl+oql1o2xV9FXhOkiVsjdN0UFVHA+8C3pnkedBaiqvqx8BptBciaDsySOr6um+7A18Cvgd8Mcn9+v7ChwN/Bv5ugBuOGeOugMajB7hNgZcBT6c1nb8IeGGS46rqnKo6IsmfaF1UN4+zvtKoqvpm7xr6QJIlq+rQJJvTWo8P7MfcMtZKSmOWZC3gkVV1dJL7Am8CLq+qE4ATklwL/DDJllX1uyQfqqobxlpp3SGGuMVUkuWBXYBH9GUXzu8tbc8HnpvkqKo6l7bA4xOTrFJVfx1jlaU5VNU3+ovQoX1P38fQVpP/vzFXTZou7gv8PskKtAkMvwaelOQ5VfW1qnpPn8R2cpK1abO8NSCOiVuMzL1ESJIH0GbznQ/sUVW39BlLLwT+p6ouTHJ/YEk3O9Z01V98lgJm9DcekvjXRIZ7AEcAX6mqg5L8F3Af4AdVdUw/bv2qOm+MVdWdZIhbTIyMgXsy7Q84VfW5JBsAbwOuAd7Qg9w9+04NS9iNKknD1WeiPhl4CXAUcBhtkeyNgJOq6quju/JoWByovpjoAe5ptPWzZgHvTbJPVf0O+B/g3rQlRaAt9ogBTpKGI8naSZ6aZKmJsj7G7STgs8COtDUVPwmcC/y2H2OAGyjHxC0mkqwKvIb2B7wBcBGwfW912zXJu4GlwT9oSRqoTYD/ByyZ5ISq+gdAVd2Y5If9mP8Clqmqj46rklpwDHGLib4G3MuBlYH3Ao8A1gXOS3JDVb1mrBWUJN0lVfX1JDOA1wF3S/KNqvpH7y79e5ILaGspuhPDIsIQt4gaGQO3CbAiMKtPIZ8J/KKPfZtJ6149aayVlSTdJRP/86vqqL7SwB69/MSquqFPWvsgsLMT1RYdhrhFVA9wTwQOpu0huXWSNwN/AFZIsh/wNOD5VfUzN7eXpOHq//NnVNXsqjqy77D1WuCKPrnhQOD1BrhFi7NTF1FJNqSNfTikqn6U5Bm0MXF70VblfgBwQ1X98LavIkma7pI8HLioryrwr5mmSXYA3krbxeSVVfU137AvWmyJW8T0ZvS7AbvSFj/9dZKfVdVxSe4N7E3bC/XCcdZTknTXJVmSttvOmcBBvWyia/XIviD2dVX1YwPcosclRhYRfVFHgJWqajbwDtoCjxsAm/f7zqDtJ5lbX0GSNECzabsxPBLa6gK9azX96xP6vsIY4BY9dqcuQnqX6d7A94FTaCFub9of9++B9YBPTKzSLUkapiQPAVarqu/0rbO+BXyuqg4dc9W0ENmduohIsjKwDfAu4BZgZ9p2K2+nrRu0PgY4SRq8Pmzm0cCbk3yB1svyKdpe17gDw+LDELcI6Jt/PwGYXVXH9NW6r6FNZFgGeB/wfmCrJLOq6vTx1VaSdEeNLBu1PnBVVX0myfHAU4DnAFsCM/oY6DPGWlktNI6JG7ge4A4A1gKek2Srvkr3T4FP0/bMWwn4EHAVbcstSdJAjAS4rYDjgOOTvJ42zO0LVbUL8Gbgq7TXgSV6a50WcY6JG7AkD6QFuD37MiKvAp4N7FNVJ/WVu1eoqiv78c5MkqQBSrIpbbmQtwOr0WakXgAcN7H2W5LHArtU1a5jq6gWKpP6sK1Ia2V7JUBV7Q8cBeyVZOu+6OOVEwcb4CRpeJIsD+wCPKKqzq+qnwJfpm2d+NwkD+iHrgo8MckqY6qqFjJD3IBMTBlPslqSNarqFNof9j+S/A9AVR0AHErrOpUkDdDIslFU1bXAvsD5Sf63T1z4MXAksA7wj37omcBTq+qvC7u+Gg+7Uwcmyba0NeACnEpbRmQ2sBtwZVW9cYzVkyTdRSNj4J4M3If2Wv25JBsAb6NNXHtD3wP7nn2nhiWq6uaxVlwLnS1x01yfaTpxe13amIiX0GYiXUdbVuRC4DPAmv2PXJI0UD3APQ34CG0y2nuT7FNVvwP+B7g3bUkRgKv7OQa4xZBLjExjfZzDG5McBZxMW//tJuCaqro2yfuBY4DLquoTSV5RVVePscqSpLsoyaq0JaJ2oO26cxGwfW912zXJu4Gloe3QMLaKauwMcdNU38D+COBzwBk9tIU25uFxSb5fVZclOZA2UwkDnCQNX1X9JcnLgZWB9wKPoE1iOC/JDVX1mrFWUNOGIW4aSrIC8EngY1X1+YnyqromycnAFsDjk5xFWxtot7FUVJJ0l42MgduEturArKr6XZKZwC/62LeZtO7Vk8ZaWU0rhrjp6QbgT7SFG0myBHBLNYcluY42lXwjYNeq+t74qipJuit6gHsicDBwIrB1kjcDfwBWSLIf8DTg+VX1M9f81ARnp05DSVYCfgy8raq+0csmJqEsDzyqL+br/niSNHB9+Mx/AYf0hdufQRsTtxfwZ+ABwA1V9cPx1VLTkbNTp6Gq+hutO/W5STbuxemBbQvgRX3xRxO4JA1Ukrv1nXV2BR4DPDTJjKo6jrZw+97An6rqRAOcJmOIm76OBi4FXpnkP4FbkjyGtpH9YVV1rc3pkjQ8Iwv5rlRVs2lrfx5Bm4m6eb/vDOBa2pqg0qTsTp3GkqxGm2L+auCXwP2BD1TV1x0TIUnD1btM9wa+D5xCC3F7A48Efg+sB3yiqo4ZWyU17RniBqCHuVuApatqlgFOkoYrycrAfwPfov1v37nf/hzw/4D1ga8Y4HR7nJ06AFV12VxfG+AkaYCS/AfwBGB2VR3Td+W5hjaRYRngfbRhM1slmVVVp4+vtpruHBMnSdJC0APcAcBawHOSbFVV/wB+CnwaeDKwEvAh4CrallvSbbI7VZKkKZbkgbQAt2dfRuRVwLOBffqSUTOAFarqyn68w2Z0u+xOlSRp6q1Ia2V7JfCjqto/yc3AXn3NzxOBKycONsBpftidKknSAjaxjEiS1ZKsUVWnALsA/0jyPwBVdQBwKK3rVLrD7E6VJGkKJNmWtgZcgFNpy4jMpu13fWVVvXGM1dMiwJY4SZIWgD7TdOL2usBbgZcAWwLXAdsAFwKfAdZMssEYqqlFiCFOkqS7KMkDgE8leUrfFvEW4Cbgmqq6lrZsyKOB51XVz4FXVNXvxldjLQoMcZIk3QV9A/ujgLOBM3pouwo4E3hcktWq6mrgQGBJgP61dJc4Jk6SpDspyQq0va6/VFWfn+u+59MW9r0FOAt4M7BbVX17oVdUiySXGJEk6c67AfgT8FWAJEsAt1RzWJLrgFWBjYBdq+p746uqFjWGOEmS7rx7AA8HHgt8o6puTnK3vsTI8sBNVfWFvhbcLWOtqRY5jomTJOlOqqq/AZ8Enptk416cHti2AF7UJzo4dkkLnCFOkqS75mjgUuCVSf4TuCXJY2gzUg+rqmvdgUFTwYkNkiTdRUlWA3YAXg38Erg/8IGq+rr7oGqqGOIkSVpAepi7BVi6qmYZ4DSVDHGSJEkD5Jg4SZKkATLESZIkDZAhTpIkaYAMcZIkSQNkiJMkSRogQ5ykaSPJvZMcnuT3SX6T5JtJNhh3ve6oJEsm+UCS85KcleTUJNvczjmvT3L3hVVHScNniJM0LfS9Jo8GflBV96+qDYF3AKuNt2Z3yvuA1YEHV9WDgWfQ9tGcl9cDUxrikrhftrQIMcRJmi6eCPyzqj49UVBVv6qqH6f5cG/VOjPJ8wCSbJHkh0mOTPK73vr1wt7ydWaS+/fjDkry6SQ/7sc9vZev08t+2T8ePXLdHyQ5Ksk5Sb7U67BlkqMn6pfkyUm+Nvokemvay4E9quqm/jwuq6oj+/37JzktydlJ3tPLXgusAXw/yfd72VOSnNzr9ZUky/Xyp/Y6/STJvkmO7+UrJ/l6kjOS/DzJQ3v5XkkOSHIS8MX+fDceqe9PJ46VNCyGOEnTxYOB02/jvucAGwMPA54EfDjJ6v2+hwGvAx4CvBjYoKo2Az4H7DFyjXWAJwBPAz6dZBngcuDJVfUI4HnAviPHP5zWOrYhcD/gMcD3gAclmdmP2QX4wlx1XQ/4Y1VdcxvP5Z1VtSnwUOAJSR5aVfsClwBPrKonJlkV2BN4Uq/bacAbep0/A2xTVY8FZo5c9z3A/1XVQ2ktmF8cuW8TYNuqekH/vrwEoHdVL11VZ9xGXSVNY4Y4SUPwWNpG4jdX1WXAD4FH9vt+UVWX9lav3wMn9fIzacFtwpFVdUtVnQdcADwQWBL4bJIzga/QAtuEU6tqVlXdAvwKWKdvn3QI8KIkKwH/AZxwB5/LDkl+CfwfsNFcjzlh817+0yS/AnYG7tvrfEFVXdiPO2zknMf2ulFV3wNWSbJiv+/Yqrqh3/4K8PQkSwIvBQ66g/WXNE04PkLSdHE2sN1t3Jd5nHfTyO1bRr6+hTn/x829x2AB/wVcRmvNuxtw421c9+aRa30BOK4f+5Wqmj3Xdc8H7pNk+aq6do4nkawLvAl4ZFVdleQgYJlJnlOAb1fV8+c6/+GTHDt6ztwmnvP1/yqo+nuSbwPb0jZs33Qe15Q0jdkSJ2m6+B6wdJKXTxQkeWSSJwA/Ap6XZInelfl44NQ7eP3tk9ytj5O7H3AusCJwaW9tezGwxO1dpKouoXV97skkrVhV9XfgQGDfJEv157F6khcBK9AC1dV9o/TRGavX8u/JDz8HHpNkvX7+3XvX5znA/ZKs04973sj5PwJe2I/fAvjLPLp0P0frOv5FVV15e89Z0vRkiJM0LfSuymcDT+5LjJwN7EULTEcDZwC/poW9t1TVn+/gQ5xL64Y9AXhlVd0I7AfsnOTnwAaMtFjdji8BF1fVb27j/j2BK4DfJDkL+DpwRVX9mtaNejbweeCnI+ccAJyQ5PtVdQVt3NphSc6ghboH9i7RVwMnJvkJrRXx6n7+XsCm/fgP0LpgJ1VVpwPXcOvxfJIGJO3/piQtunq35fFVddQCut6naJMIDlwQ17uDj71cVV3Xl2T5X+C8qvrYHbzGGsAPaMHwlimopqSFwJY4SboDkpxOm1l66Jiq8PI+2eFsWnfwZ+7IyUl2Ak6hzZI1wEkDZkucJEnSANkSJ0mSNECGOEmSpAEyxEmSJA2QIU6SJGmADHGSJEkD9P8BNuP3pT6fHNkAAAAASUVORK5CYII=\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": 35,
   "id": "414355da",
   "metadata": {},
   "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": 36,
   "id": "1967475f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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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": 37,
   "id": "4bd0e9e7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Top 5 PRINCIPAL_BUSINESS_ACTIVITY_AS_PER_CIN from 2013 to 2020:\n",
      "Real estate renting and business activities                                                         7129\n",
      "Manufacturing                                                                                       2042\n",
      "Construction                                                                                        1676\n",
      "Agriculture & allied                                                                                1264\n",
      "Wholesale and retail trade repair of motor vehicles motorcycles and personal and household goods     982\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": "4bdbd48b",
   "metadata": {},
   "source": [
    "# Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "c8670637",
   "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: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 Real estate renting and business activities for 2021-2025:\n",
      "2021-01-01   -1203.627961\n",
      "2022-01-01   -2350.002450\n",
      "2023-01-01   -3362.753801\n",
      "2024-01-01   -4257.457327\n",
      "2025-01-01   -5047.872861\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 Manufacturing for 2021-2025:\n",
      "2021-01-01    419.348332\n",
      "2022-01-01    173.017164\n",
      "2023-01-01    332.973171\n",
      "2024-01-01    229.105177\n",
      "2025-01-01    296.552223\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 Construction for 2021-2025:\n",
      "2021-01-01    271.734508\n",
      "2022-01-01    198.997710\n",
      "2023-01-01    221.730229\n",
      "2024-01-01    214.625608\n",
      "2025-01-01    216.846024\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 Agriculture & allied for 2021-2025:\n",
      "2021-01-01    260.275497\n",
      "2022-01-01    102.690676\n",
      "2023-01-01    210.530964\n",
      "2024-01-01    136.732437\n",
      "2025-01-01    187.235108\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 Wholesale and retail trade repair of motor vehicles motorcycles and personal and household goods for 2021-2025:\n",
      "2021-01-01    150.054904\n",
      "2022-01-01    119.968107\n",
      "2023-01-01    127.092707\n",
      "2024-01-01    125.405591\n",
      "2025-01-01    125.805102\n",
      "Freq: AS-JAN, Name: predicted_mean, dtype: float64\n"
     ]
    }
   ],
   "source": [
    "# Assuming 'df' is your DataFrame\n",
    "# Convert 'LATEST_YEAR_ANNUAL_RETURN' to datetime format\n",
    "df['LATEST_YEAR_ANNUAL_RETURN'] = pd.to_datetime(df['LATEST_YEAR_ANNUAL_RETURN'], errors='coerce')\n",
    "\n",
    "# Define the top 5 categories for forecasting\n",
    "top_categories = ['Real estate renting and business activities', 'Manufacturing','Construction','Agriculture & allied','Wholesale and retail trade repair of motor vehicles motorcycles and personal and household goods']\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)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a0a4133c",
   "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
}