Haryana_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": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\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>L01111HR1994PLC032448</td>\n",
       "      <td>DOON VALLEY RICE LIMITED(PUBLIC CO. PART IX)</td>\n",
       "      <td>Active</td>\n",
       "      <td>Public</td>\n",
       "      <td>Company limited by Shares</td>\n",
       "      <td>Non-govt company</td>\n",
       "      <td>08-11-94</td>\n",
       "      <td>Haryana</td>\n",
       "      <td>6.000000e+07</td>\n",
       "      <td>54246000.0</td>\n",
       "      <td>1111</td>\n",
       "      <td>Agriculture, hunting and related service activ...</td>\n",
       "      <td>OUTSIDE JUNDLA GATE KARNAL    KARNAL ,   Uncl...</td>\n",
       "      <td>RoC-Delhi</td>\n",
       "      <td>dietknl@yahoo.co.in</td>\n",
       "      <td>31-03-13</td>\n",
       "      <td>31-03-14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>L01111HR2000PLC034479</td>\n",
       "      <td>REI AGRO LTD.</td>\n",
       "      <td>Not Available for eFiling</td>\n",
       "      <td>Public</td>\n",
       "      <td>Company limited by Shares</td>\n",
       "      <td>Non-govt company</td>\n",
       "      <td>02-05-00</td>\n",
       "      <td>Haryana</td>\n",
       "      <td>8.000000e+08</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1111</td>\n",
       "      <td>Agriculture, hunting and related service activ...</td>\n",
       "      <td>94 KM.MILE STONE, DELHI JAIPURROAD NH-8 BAWAL ...</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>L01115HR1994PLC032244</td>\n",
       "      <td>PICCADILY AGRO INDUSTRIES LIMITED</td>\n",
       "      <td>Active</td>\n",
       "      <td>Public</td>\n",
       "      <td>Company limited by Shares</td>\n",
       "      <td>Non-govt company</td>\n",
       "      <td>25-03-94</td>\n",
       "      <td>Haryana</td>\n",
       "      <td>1.010000e+09</td>\n",
       "      <td>946611800.0</td>\n",
       "      <td>1115</td>\n",
       "      <td>Agriculture, hunting and related service activ...</td>\n",
       "      <td>VILL BHADSON, UMRI-INDRI ROAD TEH.INDRI, DIST....</td>\n",
       "      <td>RoC-Delhi</td>\n",
       "      <td>PICCADILYGROUP34@REDIFFMAIL.COM</td>\n",
       "      <td>31-03-20</td>\n",
       "      <td>31-03-20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>L01122HR1994PLC033029</td>\n",
       "      <td>GENOMIC VALLEY BIOTECH 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>16-05-94</td>\n",
       "      <td>Haryana</td>\n",
       "      <td>9.000000e+07</td>\n",
       "      <td>30545000.0</td>\n",
       "      <td>1122</td>\n",
       "      <td>Agriculture, hunting and related service activ...</td>\n",
       "      <td>4 K.M.STONE, BERRI CHHARRA ROAD VILL. KHERKA,...</td>\n",
       "      <td>RoC-Delhi</td>\n",
       "      <td>genomicvalley@gmail.com</td>\n",
       "      <td>31-03-20</td>\n",
       "      <td>31-03-20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>L13203HR2006PLC049480</td>\n",
       "      <td>SOUTH WEST PINNACLE EXPLORATION 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>27-11-06</td>\n",
       "      <td>Haryana</td>\n",
       "      <td>3.100000e+08</td>\n",
       "      <td>279024000.0</td>\n",
       "      <td>13203</td>\n",
       "      <td>Mining of metal ores</td>\n",
       "      <td>Siddhartha House, 4th floor, Plot No.6, Sector...</td>\n",
       "      <td>RoC-Delhi</td>\n",
       "      <td>secretarial@southwestpinnacle.com</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>59459</th>\n",
       "      <td>U99999HR2001PTC035824</td>\n",
       "      <td>PARAS BUILD-CALL PRIVATE LIMITED</td>\n",
       "      <td>Amalgamated</td>\n",
       "      <td>Private</td>\n",
       "      <td>Company limited by Shares</td>\n",
       "      <td>Non-govt company</td>\n",
       "      <td>11-05-01</td>\n",
       "      <td>Haryana</td>\n",
       "      <td>1.000000e+07</td>\n",
       "      <td>1280000.0</td>\n",
       "      <td>99999</td>\n",
       "      <td>Extraterritorial organizations and bodies</td>\n",
       "      <td>9TH FLOOR, PARAS DOWNTOWN CENTER, SECTOR ROAD,...</td>\n",
       "      <td>RoC-Delhi</td>\n",
       "      <td>reena.gupta@parasbuildtech.com</td>\n",
       "      <td>31-03-08</td>\n",
       "      <td>31-03-08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59460</th>\n",
       "      <td>U99999HR2002PTC034585</td>\n",
       "      <td>MAMA BHANJA CHIT FUND PRIVATE LIMITED</td>\n",
       "      <td>Strike Off</td>\n",
       "      <td>Private</td>\n",
       "      <td>Company limited by Shares</td>\n",
       "      <td>Non-govt company</td>\n",
       "      <td>20-12-02</td>\n",
       "      <td>Haryana</td>\n",
       "      <td>6.599200e+07</td>\n",
       "      <td>801900.0</td>\n",
       "      <td>99999</td>\n",
       "      <td>Extraterritorial organizations and bodies</td>\n",
       "      <td>VILLAGE &amp; POST- BADAULITEHSIL PALWAL      FARI...</td>\n",
       "      <td>RoC-Delhi</td>\n",
       "      <td>pawankchaudhary@gmail.com</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59461</th>\n",
       "      <td>U99999HR2002PTC034660</td>\n",
       "      <td>RAJMAHAL ORCHIDS PRIVATE LIMITED</td>\n",
       "      <td>Strike Off</td>\n",
       "      <td>Private</td>\n",
       "      <td>Company limited by Shares</td>\n",
       "      <td>Non-govt company</td>\n",
       "      <td>09-04-02</td>\n",
       "      <td>Haryana</td>\n",
       "      <td>5.510100e+07</td>\n",
       "      <td>100000.0</td>\n",
       "      <td>99999</td>\n",
       "      <td>Extraterritorial organizations and bodies</td>\n",
       "      <td>RAJ MAHAL RAILWAY ROADKURUKSHETRA      HARYANA...</td>\n",
       "      <td>RoC-Delhi</td>\n",
       "      <td>vikas_ca35@yahoo.co.in</td>\n",
       "      <td>30-09-14</td>\n",
       "      <td>31-03-14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59462</th>\n",
       "      <td>U99999HR2006PTC146576</td>\n",
       "      <td>SWITZ LAB PRIVATE LIMITED</td>\n",
       "      <td>Not Available for eFiling</td>\n",
       "      <td>Private</td>\n",
       "      <td>Company limited by Shares</td>\n",
       "      <td>Non-govt company</td>\n",
       "      <td>20-02-06</td>\n",
       "      <td>Haryana</td>\n",
       "      <td>1.000000e+05</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>99999</td>\n",
       "      <td>Extraterritorial organizations and bodies</td>\n",
       "      <td>H-62 RESIDENCY GREEN ROSEWOODCITY SECTOR-46 GU...</td>\n",
       "      <td>RoC-Delhi</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59463</th>\n",
       "      <td>U74140HR1980PTC010889</td>\n",
       "      <td>K C J CONSULTANTS PVT LTD</td>\n",
       "      <td>Strike Off</td>\n",
       "      <td>Private</td>\n",
       "      <td>Company Limited by Guarantee</td>\n",
       "      <td>Non-govt company</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Haryana</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>74140</td>\n",
       "      <td>Other business activities</td>\n",
       "      <td>,   Unclassified HR</td>\n",
       "      <td>RoC-Delhi</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>59464 rows × 17 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      CORPORATE_IDENTIFICATION_NUMBER  \\\n",
       "0               L01111HR1994PLC032448   \n",
       "1               L01111HR2000PLC034479   \n",
       "2               L01115HR1994PLC032244   \n",
       "3               L01122HR1994PLC033029   \n",
       "4               L13203HR2006PLC049480   \n",
       "...                               ...   \n",
       "59459           U99999HR2001PTC035824   \n",
       "59460           U99999HR2002PTC034585   \n",
       "59461           U99999HR2002PTC034660   \n",
       "59462           U99999HR2006PTC146576   \n",
       "59463           U74140HR1980PTC010889   \n",
       "\n",
       "                                       Company_Name  \\\n",
       "0      DOON VALLEY RICE LIMITED(PUBLIC CO. PART IX)   \n",
       "1                                     REI AGRO LTD.   \n",
       "2                 PICCADILY AGRO INDUSTRIES LIMITED   \n",
       "3                    GENOMIC VALLEY BIOTECH LIMITED   \n",
       "4           SOUTH WEST PINNACLE EXPLORATION LIMITED   \n",
       "...                                             ...   \n",
       "59459              PARAS BUILD-CALL PRIVATE LIMITED   \n",
       "59460         MAMA BHANJA CHIT FUND PRIVATE LIMITED   \n",
       "59461              RAJMAHAL ORCHIDS PRIVATE LIMITED   \n",
       "59462                     SWITZ LAB PRIVATE LIMITED   \n",
       "59463                     K C J CONSULTANTS PVT LTD   \n",
       "\n",
       "                  Company_status Company_class              Company_Category  \\\n",
       "0                         Active        Public     Company limited by Shares   \n",
       "1      Not Available for eFiling        Public     Company limited by Shares   \n",
       "2                         Active        Public     Company limited by Shares   \n",
       "3                         Active        Public     Company limited by Shares   \n",
       "4                         Active        Public     Company limited by Shares   \n",
       "...                          ...           ...                           ...   \n",
       "59459                Amalgamated       Private     Company limited by Shares   \n",
       "59460                 Strike Off       Private     Company limited by Shares   \n",
       "59461                 Strike Off       Private     Company limited by Shares   \n",
       "59462  Not Available for eFiling       Private     Company limited by Shares   \n",
       "59463                 Strike Off       Private  Company Limited by Guarantee   \n",
       "\n",
       "      Company_sub_category DATE_OF_REGISTRATION REGISTERED_STATE  \\\n",
       "0         Non-govt company             08-11-94          Haryana   \n",
       "1         Non-govt company             02-05-00          Haryana   \n",
       "2         Non-govt company             25-03-94          Haryana   \n",
       "3         Non-govt company             16-05-94          Haryana   \n",
       "4         Non-govt company             27-11-06          Haryana   \n",
       "...                    ...                  ...              ...   \n",
       "59459     Non-govt company             11-05-01          Haryana   \n",
       "59460     Non-govt company             20-12-02          Haryana   \n",
       "59461     Non-govt company             09-04-02          Haryana   \n",
       "59462     Non-govt company             20-02-06          Haryana   \n",
       "59463     Non-govt company                  NaN          Haryana   \n",
       "\n",
       "       AUTHORIZED_CAP  PAIDUP_CAPITAL Industrial_Class  \\\n",
       "0        6.000000e+07      54246000.0             1111   \n",
       "1        8.000000e+08             0.0             1111   \n",
       "2        1.010000e+09     946611800.0             1115   \n",
       "3        9.000000e+07      30545000.0             1122   \n",
       "4        3.100000e+08     279024000.0            13203   \n",
       "...               ...             ...              ...   \n",
       "59459    1.000000e+07       1280000.0            99999   \n",
       "59460    6.599200e+07        801900.0            99999   \n",
       "59461    5.510100e+07        100000.0            99999   \n",
       "59462    1.000000e+05         10000.0            99999   \n",
       "59463    0.000000e+00             0.0            74140   \n",
       "\n",
       "                  PRINCIPAL_BUSINESS_ACTIVITY_AS_PER_CIN  \\\n",
       "0      Agriculture, hunting and related service activ...   \n",
       "1      Agriculture, hunting and related service activ...   \n",
       "2      Agriculture, hunting and related service activ...   \n",
       "3      Agriculture, hunting and related service activ...   \n",
       "4                                   Mining of metal ores   \n",
       "...                                                  ...   \n",
       "59459          Extraterritorial organizations and bodies   \n",
       "59460          Extraterritorial organizations and bodies   \n",
       "59461          Extraterritorial organizations and bodies   \n",
       "59462          Extraterritorial organizations and bodies   \n",
       "59463                          Other business activities   \n",
       "\n",
       "                               Registered_Office_Address  \\\n",
       "0       OUTSIDE JUNDLA GATE KARNAL    KARNAL ,   Uncl...   \n",
       "1      94 KM.MILE STONE, DELHI JAIPURROAD NH-8 BAWAL ...   \n",
       "2      VILL BHADSON, UMRI-INDRI ROAD TEH.INDRI, DIST....   \n",
       "3       4 K.M.STONE, BERRI CHHARRA ROAD VILL. KHERKA,...   \n",
       "4      Siddhartha House, 4th floor, Plot No.6, Sector...   \n",
       "...                                                  ...   \n",
       "59459  9TH FLOOR, PARAS DOWNTOWN CENTER, SECTOR ROAD,...   \n",
       "59460  VILLAGE & POST- BADAULITEHSIL PALWAL      FARI...   \n",
       "59461  RAJ MAHAL RAILWAY ROADKURUKSHETRA      HARYANA...   \n",
       "59462  H-62 RESIDENCY GREEN ROSEWOODCITY SECTOR-46 GU...   \n",
       "59463                              ,   Unclassified HR     \n",
       "\n",
       "      REGISTRAR_OF_COMPANIES                         EMAIL_ADDR  \\\n",
       "0                  RoC-Delhi                dietknl@yahoo.co.in   \n",
       "1                  RoC-Delhi                                NaN   \n",
       "2                  RoC-Delhi    PICCADILYGROUP34@REDIFFMAIL.COM   \n",
       "3                  RoC-Delhi            genomicvalley@gmail.com   \n",
       "4                  RoC-Delhi  secretarial@southwestpinnacle.com   \n",
       "...                      ...                                ...   \n",
       "59459              RoC-Delhi     reena.gupta@parasbuildtech.com   \n",
       "59460              RoC-Delhi          pawankchaudhary@gmail.com   \n",
       "59461              RoC-Delhi             vikas_ca35@yahoo.co.in   \n",
       "59462              RoC-Delhi                                NaN   \n",
       "59463              RoC-Delhi                                NaN   \n",
       "\n",
       "      Latest_Year_AR Latest_Year_BS  \n",
       "0           31-03-13       31-03-14  \n",
       "1                NaN            NaN  \n",
       "2           31-03-20       31-03-20  \n",
       "3           31-03-20       31-03-20  \n",
       "4           31-03-20       31-03-20  \n",
       "...              ...            ...  \n",
       "59459       31-03-08       31-03-08  \n",
       "59460            NaN            NaN  \n",
       "59461       30-09-14       31-03-14  \n",
       "59462            NaN            NaN  \n",
       "59463            NaN            NaN  \n",
       "\n",
       "[59464 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/Haryana.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_12340/348113690.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_12340/348113690.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                                 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                                 3586\n",
       "Latest_Year_AR                            23477\n",
       "Latest_Year_BS                            23495\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": {
      "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>L01111HR1994PLC032448</td>\n",
       "      <td>DOON VALLEY RICE LIMITED(PUBLIC CO. PART IX)</td>\n",
       "      <td>Active</td>\n",
       "      <td>Public</td>\n",
       "      <td>Company limited by Shares</td>\n",
       "      <td>Non-govt company</td>\n",
       "      <td>Haryana</td>\n",
       "      <td>6.000000e+07</td>\n",
       "      <td>54246000.0</td>\n",
       "      <td>1111</td>\n",
       "      <td>Agriculture, hunting and related service activ...</td>\n",
       "      <td>OUTSIDE JUNDLA GATE KARNAL    KARNAL ,   Uncl...</td>\n",
       "      <td>RoC-Delhi</td>\n",
       "      <td>31-03-13</td>\n",
       "      <td>31-03-14</td>\n",
       "      <td>1994</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>L01111HR2000PLC034479</td>\n",
       "      <td>REI AGRO LTD.</td>\n",
       "      <td>Not Available for eFiling</td>\n",
       "      <td>Public</td>\n",
       "      <td>Company limited by Shares</td>\n",
       "      <td>Non-govt company</td>\n",
       "      <td>Haryana</td>\n",
       "      <td>8.000000e+08</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1111</td>\n",
       "      <td>Agriculture, hunting and related service activ...</td>\n",
       "      <td>94 KM.MILE STONE, DELHI JAIPURROAD NH-8 BAWAL ...</td>\n",
       "      <td>RoC-Delhi</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>L01115HR1994PLC032244</td>\n",
       "      <td>PICCADILY AGRO INDUSTRIES LIMITED</td>\n",
       "      <td>Active</td>\n",
       "      <td>Public</td>\n",
       "      <td>Company limited by Shares</td>\n",
       "      <td>Non-govt company</td>\n",
       "      <td>Haryana</td>\n",
       "      <td>1.010000e+09</td>\n",
       "      <td>946611800.0</td>\n",
       "      <td>1115</td>\n",
       "      <td>Agriculture, hunting and related service activ...</td>\n",
       "      <td>VILL BHADSON, UMRI-INDRI ROAD TEH.INDRI, DIST....</td>\n",
       "      <td>RoC-Delhi</td>\n",
       "      <td>31-03-20</td>\n",
       "      <td>31-03-20</td>\n",
       "      <td>1994</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>L01122HR1994PLC033029</td>\n",
       "      <td>GENOMIC VALLEY BIOTECH 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>Haryana</td>\n",
       "      <td>9.000000e+07</td>\n",
       "      <td>30545000.0</td>\n",
       "      <td>1122</td>\n",
       "      <td>Agriculture, hunting and related service activ...</td>\n",
       "      <td>4 K.M.STONE, BERRI CHHARRA ROAD VILL. KHERKA,...</td>\n",
       "      <td>RoC-Delhi</td>\n",
       "      <td>31-03-20</td>\n",
       "      <td>31-03-20</td>\n",
       "      <td>1994</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>L13203HR2006PLC049480</td>\n",
       "      <td>SOUTH WEST PINNACLE EXPLORATION 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>Haryana</td>\n",
       "      <td>3.100000e+08</td>\n",
       "      <td>279024000.0</td>\n",
       "      <td>13203</td>\n",
       "      <td>Mining of metal ores</td>\n",
       "      <td>Siddhartha House, 4th floor, Plot No.6, Sector...</td>\n",
       "      <td>RoC-Delhi</td>\n",
       "      <td>31-03-20</td>\n",
       "      <td>31-03-20</td>\n",
       "      <td>2006</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>59458</th>\n",
       "      <td>U99999HR2001PTC034657</td>\n",
       "      <td>JAICO BIO-FUEL 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>Haryana</td>\n",
       "      <td>2.000000e+06</td>\n",
       "      <td>2000000.0</td>\n",
       "      <td>99999</td>\n",
       "      <td>Extraterritorial organizations and bodies</td>\n",
       "      <td>JAICO HOUSEGOHANA ROAD SONEPAT    HARYANA , So...</td>\n",
       "      <td>RoC-Delhi</td>\n",
       "      <td>31-03-09</td>\n",
       "      <td>31-03-09</td>\n",
       "      <td>2001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59459</th>\n",
       "      <td>U99999HR2001PTC035824</td>\n",
       "      <td>PARAS BUILD-CALL PRIVATE LIMITED</td>\n",
       "      <td>Amalgamated</td>\n",
       "      <td>Private</td>\n",
       "      <td>Company limited by Shares</td>\n",
       "      <td>Non-govt company</td>\n",
       "      <td>Haryana</td>\n",
       "      <td>1.000000e+07</td>\n",
       "      <td>1280000.0</td>\n",
       "      <td>99999</td>\n",
       "      <td>Extraterritorial organizations and bodies</td>\n",
       "      <td>9TH FLOOR, PARAS DOWNTOWN CENTER, SECTOR ROAD,...</td>\n",
       "      <td>RoC-Delhi</td>\n",
       "      <td>31-03-08</td>\n",
       "      <td>31-03-08</td>\n",
       "      <td>2001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59460</th>\n",
       "      <td>U99999HR2002PTC034585</td>\n",
       "      <td>MAMA BHANJA CHIT FUND PRIVATE LIMITED</td>\n",
       "      <td>Strike Off</td>\n",
       "      <td>Private</td>\n",
       "      <td>Company limited by Shares</td>\n",
       "      <td>Non-govt company</td>\n",
       "      <td>Haryana</td>\n",
       "      <td>6.599200e+07</td>\n",
       "      <td>801900.0</td>\n",
       "      <td>99999</td>\n",
       "      <td>Extraterritorial organizations and bodies</td>\n",
       "      <td>VILLAGE &amp; POST- BADAULITEHSIL PALWAL      FARI...</td>\n",
       "      <td>RoC-Delhi</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59461</th>\n",
       "      <td>U99999HR2002PTC034660</td>\n",
       "      <td>RAJMAHAL ORCHIDS PRIVATE LIMITED</td>\n",
       "      <td>Strike Off</td>\n",
       "      <td>Private</td>\n",
       "      <td>Company limited by Shares</td>\n",
       "      <td>Non-govt company</td>\n",
       "      <td>Haryana</td>\n",
       "      <td>5.510100e+07</td>\n",
       "      <td>100000.0</td>\n",
       "      <td>99999</td>\n",
       "      <td>Extraterritorial organizations and bodies</td>\n",
       "      <td>RAJ MAHAL RAILWAY ROADKURUKSHETRA      HARYANA...</td>\n",
       "      <td>RoC-Delhi</td>\n",
       "      <td>30-09-14</td>\n",
       "      <td>31-03-14</td>\n",
       "      <td>2002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59462</th>\n",
       "      <td>U99999HR2006PTC146576</td>\n",
       "      <td>SWITZ LAB PRIVATE LIMITED</td>\n",
       "      <td>Not Available for eFiling</td>\n",
       "      <td>Private</td>\n",
       "      <td>Company limited by Shares</td>\n",
       "      <td>Non-govt company</td>\n",
       "      <td>Haryana</td>\n",
       "      <td>1.000000e+05</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>99999</td>\n",
       "      <td>Extraterritorial organizations and bodies</td>\n",
       "      <td>H-62 RESIDENCY GREEN ROSEWOODCITY SECTOR-46 GU...</td>\n",
       "      <td>RoC-Delhi</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2006</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>59463 rows × 16 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      CORPORATE_IDENTIFICATION_NUMBER  \\\n",
       "0               L01111HR1994PLC032448   \n",
       "1               L01111HR2000PLC034479   \n",
       "2               L01115HR1994PLC032244   \n",
       "3               L01122HR1994PLC033029   \n",
       "4               L13203HR2006PLC049480   \n",
       "...                               ...   \n",
       "59458           U99999HR2001PTC034657   \n",
       "59459           U99999HR2001PTC035824   \n",
       "59460           U99999HR2002PTC034585   \n",
       "59461           U99999HR2002PTC034660   \n",
       "59462           U99999HR2006PTC146576   \n",
       "\n",
       "                                       Company_Name  \\\n",
       "0      DOON VALLEY RICE LIMITED(PUBLIC CO. PART IX)   \n",
       "1                                     REI AGRO LTD.   \n",
       "2                 PICCADILY AGRO INDUSTRIES LIMITED   \n",
       "3                    GENOMIC VALLEY BIOTECH LIMITED   \n",
       "4           SOUTH WEST PINNACLE EXPLORATION LIMITED   \n",
       "...                                             ...   \n",
       "59458                JAICO BIO-FUEL PRIVATE LIMITED   \n",
       "59459              PARAS BUILD-CALL PRIVATE LIMITED   \n",
       "59460         MAMA BHANJA CHIT FUND PRIVATE LIMITED   \n",
       "59461              RAJMAHAL ORCHIDS PRIVATE LIMITED   \n",
       "59462                     SWITZ LAB PRIVATE LIMITED   \n",
       "\n",
       "                  Company_status Company_class           Company_Category  \\\n",
       "0                         Active        Public  Company limited by Shares   \n",
       "1      Not Available for eFiling        Public  Company limited by Shares   \n",
       "2                         Active        Public  Company limited by Shares   \n",
       "3                         Active        Public  Company limited by Shares   \n",
       "4                         Active        Public  Company limited by Shares   \n",
       "...                          ...           ...                        ...   \n",
       "59458                     Active       Private  Company limited by Shares   \n",
       "59459                Amalgamated       Private  Company limited by Shares   \n",
       "59460                 Strike Off       Private  Company limited by Shares   \n",
       "59461                 Strike Off       Private  Company limited by Shares   \n",
       "59462  Not Available for eFiling       Private  Company limited by Shares   \n",
       "\n",
       "      Company_sub_category REGISTERED_STATE  AUTHORIZED_CAP  PAIDUP_CAPITAL  \\\n",
       "0         Non-govt company          Haryana    6.000000e+07      54246000.0   \n",
       "1         Non-govt company          Haryana    8.000000e+08             0.0   \n",
       "2         Non-govt company          Haryana    1.010000e+09     946611800.0   \n",
       "3         Non-govt company          Haryana    9.000000e+07      30545000.0   \n",
       "4         Non-govt company          Haryana    3.100000e+08     279024000.0   \n",
       "...                    ...              ...             ...             ...   \n",
       "59458     Non-govt company          Haryana    2.000000e+06       2000000.0   \n",
       "59459     Non-govt company          Haryana    1.000000e+07       1280000.0   \n",
       "59460     Non-govt company          Haryana    6.599200e+07        801900.0   \n",
       "59461     Non-govt company          Haryana    5.510100e+07        100000.0   \n",
       "59462     Non-govt company          Haryana    1.000000e+05         10000.0   \n",
       "\n",
       "      Industrial_Class             PRINCIPAL_BUSINESS_ACTIVITY_AS_PER_CIN  \\\n",
       "0                 1111  Agriculture, hunting and related service activ...   \n",
       "1                 1111  Agriculture, hunting and related service activ...   \n",
       "2                 1115  Agriculture, hunting and related service activ...   \n",
       "3                 1122  Agriculture, hunting and related service activ...   \n",
       "4                13203                               Mining of metal ores   \n",
       "...                ...                                                ...   \n",
       "59458            99999          Extraterritorial organizations and bodies   \n",
       "59459            99999          Extraterritorial organizations and bodies   \n",
       "59460            99999          Extraterritorial organizations and bodies   \n",
       "59461            99999          Extraterritorial organizations and bodies   \n",
       "59462            99999          Extraterritorial organizations and bodies   \n",
       "\n",
       "                               Registered_Office_Address  \\\n",
       "0       OUTSIDE JUNDLA GATE KARNAL    KARNAL ,   Uncl...   \n",
       "1      94 KM.MILE STONE, DELHI JAIPURROAD NH-8 BAWAL ...   \n",
       "2      VILL BHADSON, UMRI-INDRI ROAD TEH.INDRI, DIST....   \n",
       "3       4 K.M.STONE, BERRI CHHARRA ROAD VILL. KHERKA,...   \n",
       "4      Siddhartha House, 4th floor, Plot No.6, Sector...   \n",
       "...                                                  ...   \n",
       "59458  JAICO HOUSEGOHANA ROAD SONEPAT    HARYANA , So...   \n",
       "59459  9TH FLOOR, PARAS DOWNTOWN CENTER, SECTOR ROAD,...   \n",
       "59460  VILLAGE & POST- BADAULITEHSIL PALWAL      FARI...   \n",
       "59461  RAJ MAHAL RAILWAY ROADKURUKSHETRA      HARYANA...   \n",
       "59462  H-62 RESIDENCY GREEN ROSEWOODCITY SECTOR-46 GU...   \n",
       "\n",
       "      REGISTRAR_OF_COMPANIES Latest_Year_AR Latest_Year_BS  Registration_Year  \n",
       "0                  RoC-Delhi       31-03-13       31-03-14               1994  \n",
       "1                  RoC-Delhi            NaN            NaN               2000  \n",
       "2                  RoC-Delhi       31-03-20       31-03-20               1994  \n",
       "3                  RoC-Delhi       31-03-20       31-03-20               1994  \n",
       "4                  RoC-Delhi       31-03-20       31-03-20               2006  \n",
       "...                      ...            ...            ...                ...  \n",
       "59458              RoC-Delhi       31-03-09       31-03-09               2001  \n",
       "59459              RoC-Delhi       31-03-08       31-03-08               2001  \n",
       "59460              RoC-Delhi            NaN            NaN               2002  \n",
       "59461              RoC-Delhi       30-09-14       31-03-14               2002  \n",
       "59462              RoC-Delhi            NaN            NaN               2006  \n",
       "\n",
       "[59463 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": "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']<=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": "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']<=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": "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": [
    "# 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()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "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": 10,
   "id": "c1384edd",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['Company limited by Shares' 'Company Limited by Guarantee'\n",
      " 'Unlimited Company' 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": "38f53e89",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "df['Company_Category'] =df['Company_Category'].replace(' ',np.nan)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "88295990",
   "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": "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": 14,
   "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": 15,
   "id": "4bd0e9e7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Top 5 PRINCIPAL_BUSINESS_ACTIVITY_AS_PER_CIN from 2013 to 2020:\n",
      "Other business activities                                                         11931\n",
      "Computer and related activities                                                    3852\n",
      "Wholesale trade and commission trade, except of motor vehicles and motorcycles     1847\n",
      "Other community, social and personal service activities                            1842\n",
      "Real estate activities                                                             1782\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": 16,
   "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"
     ]
    },
    {
     "data": {
      "image/png": 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ek0pbfvAuYucDa83sUF2Ycc5tB34IXITX2rWW/YN3HY7xeBfEa/G6797obz8frz6fxGsB2onXIl1qGDDf71L5CHCRq/i+34qOYTVeS+udeAnjaryWthh/+o1/bJvxLrR/7q86APja3/dkvO6by8vZxbN4XVtz8eq87H3Dt+Cdj9/4+/grEOOc24U/UrHf1XdgBYfwIl4r8QuVHOar/usmMzvoXlbn3AR/vy/5XXnnAaXPVE3Ga73e4h/HJrz7wQ+pCufHL/Bat0tHNH8R7wuB8lwGrPDjuw7vdwH/HtMXgWV+PVX0TOxb8L5w2u4fz8tl5t8HjPO3cWGZ49iLN7L5mXi/O4/hJWtVub/1cOrvTaBLyDGch3eeXWUHPkO2nR/Xe8DfgI/9ba8E7oV9ra7X4t3rujZk3UtC9rcYL/FMx0umCziwt0uoa/C+BLjXyu/K/B8//rl458/bfhns77XyQ2BryPql95P3wxtEbifel3bz8P8G+McyANjpvEcJiYhUqHQkRhEREZEawcz+CrR2zl0RdCxBMbPRQDfn3E1Bx1JTmNnrwFjn3DtBxyIiNZuSXBEREQmU3224Hl7r3wC87rrXOOcmBhmXiIjUTnFBByAiIiJ1XiO8rsZpwHrgHxx8L6aIiEiVqCVXREREREREooYGnhIREREREZGooSRXREREREREokbU3pPbvHlzl5GREXQYIiIiIiIiEgEzZszY6JxrUbY8apPcjIwMsrOzgw5DREREREREIsDMVpZXru7KIiIiIiIiEjWU5IqIiIiIiEjUUJIrIiIiIiIiUSNq78kVEREREREpq7CwkJycHHbv3h10KFJFiYmJtGnThvj4+CotryRXRERERETqjJycHBo1akRGRgZmFnQ4cgjOOTZt2kROTg6ZmZlVWkfdlUVEREREpM7YvXs3zZo1U4JbS5gZzZo1O6yWdyW5IiIiIiJSpyjBrV0O9+elJFdERERERKQaNWzY8IDPzzzzDL/4xS8AeOKJJ3j22WcrXPeTTz7hyy+/POx9Tp48mQceeOCw1wPIyMhg48aN5Zb37NmTnj170q1bN+6++2727NlT6ba2bt3KY489dkRxVJWSXBERERERkQpMnJnLSQ98RObtb3PSAx8xcWZuRPd33XXXcfnll1c4/0iS3KKiIkaMGMHtt99+tOEd5OOPP2bu3LlMnz6dZcuWMXr06EqXV5IrIiJA9f+DFREREe//7x1vzCV3awEOyN1awB1vzI3o/+H77ruPv//97wA8+uijdOvWjV69enHRRRexYsUKnnjiCf75z3/Sp08fPv/8c1auXMmQIUPo1asXQ4YMYdWqVQBceeWV/PrXv+bUU0/ltttuO6C1eN26dZx33nn07t2b3r1770uaR44cSf/+/enevTtjxow5rLgbNmzIE088wcSJE9m8eTM7duxgyJAh9OvXj549ezJp0iQAbr/9dr7//nv69OnDrbfeWuFyR0OjK4uI1HCl/2ALCouB/f9gAUb2TQ8yNBERkVrt/jfnsyBvW4XzZ67ayt7ikgPKCgqL+e1rc3hx+qpy1+mWlsy9w7tXut+CggL69Omz7/PmzZsZMWLEQcs98MADLF++nISEBLZu3Urjxo257rrraNiwIbfccgsAw4cP5/LLL+eKK67gqaee4sYbb2TixIkALFmyhA8//JDY2FieeeaZfdu98cYbGTx4MBMmTKC4uJgdO3YA8NRTT9G0aVMKCgoYMGAAP/rRj2jWrFmlxxIqOTmZzMxMvvvuO/r378+ECRNITk5m48aNDBw4kBEjRvDAAw8wb948Zs2aBXitzOUtdzT3TaslV0SkhntwyuJ9CW6pgsJiHpyyOKCIRERE6oayCe6hyqsqKSmJWbNm7Zt+//vfl7tcr169uOSSS3juueeIiyu/fXLatGlcfPHFAFx22WVMnTp137wLLriA2NjYg9b56KOPuP766wGIjY0lJSUF8FqOe/fuzcCBA1m9ejXffffdYR+bc27f65133kmvXr04/fTTyc3NZd26deUuX5XlDodackVEari8rQXlluduLeDsRz+nVXIirZITaZ2cSKvkBFqllL5PpEn9eI0gKSIiUoFDtbie9MBH5Jbzfzi9cRIvX3tCpMLa5+233+azzz5j8uTJ/OEPf2D+/PmHXCf0/36DBg2qvK9PPvmEDz/8kGnTplG/fn1OOeWUw3psD8D27dtZsWIFnTp14vnnn2fDhg3MmDGD+Ph4MjIyyt1eVZc7HEpyRURquFbJiazddvAf+/r1YmnZKIG1+buZvXorm3buPWiZenExXuLbKDEk+U0ISYoTaZ2SSGL8wd/yioiI1HW3Du18wC1DAEnxsdw6tHPE911SUsLq1as59dRTGTRoEC+88AI7duygUaNGbNu2v4v1iSeeyEsvvcRll13G888/z6BBgw657SFDhvD4449z0003UVxczM6dO8nPz6dJkybUr1+fRYsW8dVXXx1WvDt27ODnP/85I0eOpEmTJuTn59OyZUvi4+P5+OOPWblyJQCNGjVi+/bt+9araLmjoSRXRKQG21tUQlK9g+8sSYqP5c/n9Tzgntw9RcVs2L6Hddt2szbfe123bTdr/dcFedv4aOH6g7o+A6QkxR+Q/LZOSaRl6Xs/MW7WMIHYGLUKi4hI3VH6f/bBKYvJ21pAWuMkbh3auVrGxCguLubSSy8lPz8f5xw333wzjRs3Zvjw4fz4xz9m0qRJ/Otf/+LRRx/l6quv5sEHH6RFixY8/fTTh9z2I488wujRoxk7diyxsbE8/vjjDBs2jCeeeIJevXrRuXNnBg4cWKU4Tz31VJxzlJSUcN555/G73/0OgEsuuYThw4eTlZVFnz596NKlCwDNmjXjpJNOokePHpx55pncdttt5S53NKy0z3S0ycrKctnZ2UGHISJyVH43cR7jv1rJZQPb8dGiDUf9D9Y5x/Y9RazLL01+S5Pi3QckxRu276GkzL+H2BijZaMEP/lNoHVySCKcsr+FuFFifJiOXkREJPwWLlxI165dgw5DDlN5Pzczm+Gcyyq7rFpyRURqqJemr2L8Vyu59gcduOOsrvwhDNs0M5IT40lOjOfYVo0qXK64xLFxx56Dkt/SpHjZhp1M+34T23YXHbRug3qx++8TTkmkpZ8Q70uKUxJp2SiB+FiNfSgiIiLhpyRXRKQGmrFyC/dMms/Jxzbnt8OOvtvO4YqNsX2JamV27S3al/jubxHesy8p/mbFZtZv23PQKJRm0KxBvX3do/e3CCcc0E26cTkDZ02cmRtItzERERGpHZTkiojUMOu27eb652bQOiWRf/20b42+D7Z+vTgym8eR2bzi0Rudc2zeufeA5Dc0KV6Tv5tZhxg4qzQR3rG7kC+WbqLI70utZwaLiIhIWUpyRURqkD1FxVw7fgY79hTx7KjjaFy/XtAhHTUzo1lDb+CqbmnJFS5X0cBZpYnxgrxtrNi4k7IjSZQ+M1hJroiIiEAEk1wzaws8C7QGSoAxzrlHzOxBYDiwF/geuMo5t9Vf5w5gFFAM3Oicm+KX9weeAZKAd4BfuWgdMUtE6iznHL+bOI9Zq7fy+CX96NK64oQwGiXExdKmSX3aNKlf4TKZt79dbnlFzxIWERGRuieSo34UAb9xznUFBgI3mFk34AOgh3OuF7AEuAPAn3cR0B0YBjxmZqUPbnwcGA0c60/DIhi3iEggnvtqJa9k5/DL0zpyZs/UoMOpkdIaJx1WuYiIiNQ9EUtynXNrnHPf+u+3AwuBdOfc+8650uE4vwLa+O/PBV5yzu1xzi0HlgLHmVkqkOycm+a33j4LjIxU3CIiQfh62Sbuf3MBQ7q05ObTOwUdTo1169DOJMXHHlAWG2PcOrRzQBGJiIgcntjYWPr06bNvWrFiRdAhAfDwww+za9euoMMIi2q5J9fMMoC+wNdlZl0NvOy/T8dLekvl+GWF/vuy5eXtZzReiy/t2rU72rBFRKpF3tYCfv78t7RrVp9/XtSHmBo80FTQSu+7LR1duX69WHYXFnNSx+YBRyYiIlFrzivwv99Dfg6ktIEh90CvC494c0lJScyaNeuw1ysqKiIuLnLp28MPP8yll15K/foV3zZUW0T8IYVm1hB4HbjJObctpPwuvC7Nz5cWlbO6q6T84ELnxjjnspxzWS1atDi6wEVEqsHuwmJGj89mT1EJYy7LIjkxPuiQaryRfdP54vbTWP7A2bz5y0GUAOO/Whl0WCIiEo3mvAJv3gj5qwHnvb55o1ceRrNmzWLgwIH06tWL8847jy1btgBwyimncOeddzJ48GAeeeQRZsyYweDBg+nfvz9Dhw5lzZo1ACxdupTTTz+d3r17069fP77//nt27NjBkCFD6NevHz179mTSpEkA7Ny5k7PPPpvevXvTo0cPXn75ZR599FHy8vI49dRTOfXUU8N6bEGIaEuumcXjJbjPO+feCCm/AjgHGBIygFQO0DZk9TZAnl/eppxyEZFazTnHHW/MZV7uNp68PIuOLRsGHVKt06FFQ4Z0acVzX63k56ccQ2KZrswiIiKVevd2WDu34vk530DxngPLCgtg0i9gxrjy12ndE858oMJNFhQU0KdPHwAyMzOZMGECl19+Of/6178YPHgw99xzD/fffz8PP/wwAFu3buXTTz+lsLCQwYMHM2nSJFq0aMHLL7/MXXfdxVNPPcUll1zC7bffznnnncfu3bspKSmhXr16TJgwgeTkZDZu3MjAgQMZMWIE7733Hmlpabz9tjeYY35+PikpKTz00EN8/PHHNG9e+3tHRXJ0ZQPGAgudcw+FlA8DbgMGO+dCO31PBl4ws4eANLwBpqY754rNbLuZDcTr7nw58K9IxS0iUl3GTl3OhJm5/PqMTpzerVXQ4dRa15ycyUVj1vHGt7lcfLxuVRERkTAqm+AeqrwKynZXzs/PZ+vWrQwePBiAK664ggsuuGDf/J/85CcALF68mHnz5nHGGWd4IRQXk5qayvbt28nNzeW8884DIDExEYDCwkLuvPNOPvvsM2JiYsjNzWXdunX07NmTW265hdtuu41zzjmHk08++YiPpaaKZEvuScBlwFwzm+WX3Qk8CiQAH3h5MF85565zzs03s1eABXjdmG9wzhX7613P/kcIvetPIiK11tTvNvLndxYyrHtrfnFqx6DDqdWOz2xKj/Rkxk5dxkUD2uqeZhERqbpKWlwB+GcPv6tyGSlt4aryH2sXbg0aNAC8HmDdu3dn2rRpB8zftm1beavx/PPPs2HDBmbMmEF8fDwZGRns3r2bTp06MWPGDN555x3uuOMOfvjDH3LPPfdE/DiqUyRHV57qnDPnXC/nXB9/esc519E51zak7LqQdf7knDvGOdfZOfduSHm2c66HP+8XekauiNRmqzfv4hcvfkvHlg35+4W9lZQdJTPjmkEd+H7DTj5dsiHocEREJJoMuQfiyzymLj7JKw+TlJQUmjRpwueffw7A+PHj97XqhurcuTMbNmzYl+QWFhYyf/58kpOTadOmDRMnTgRgz5497Nq1i/z8fFq2bEl8fDwff/wxK1d641fk5eVRv359Lr30Um655Ra+/fZbABo1asT27dvDdlxBqpbRlUVExLNrbxE/ezabkhLHmMuyaJigP8PhcFbPVB54dxFPTl3GqV1aBh2OiIhEi9JRlMM4unJ5xo0bx3XXXceuXbvo0KEDTz/99EHL1KtXj9dee40bb7yR/Px8ioqKuOmmm+jevTvjx4/n2muv5Z577iE+Pp5XX32VSy65hOHDh5OVlUWfPn3o0qULAHPnzuXWW28lJiaG+Ph4Hn/8cQBGjx7NmWeeSWpqKh9//HFYj6+6WbQ2imZlZbns7OygwxAR2cc5xy9emMm789bw9FXHMbiTRoEPp8c/+Z6/vreId248mW5pyUGHIyIiNdTChQvp2rVr0GHIYSrv52ZmM5xzWWWXjfgjhERExPP4p9/z9tw1/HZYFyW4EXDxce1Iio9l7NTlQYciIiIiAVKSKyJSDT5evJ4HpyxmeO80rv1Bh6DDiUop9eO5MKsNk2fnsn7b7qDDERERkYAoyRURibDlG3dy44sz6do6mb/9qBf+yPISAVedlElRiePZaSuDDkVEREQCoiRXRCSCduzxBpqKizH+c1l/kurFBh1SVMto3oAfdmvFc1+vpGBv8aFXEBGROilaxyWKVof781KSKyISISUljl+/PIvlG3fyfxf3o23T+kGHVCdcc3IHtu4q5PVvc4IORUREaqDExEQ2bdqkRLeWcM6xadMmEhMTq7yOnl0hIhIhj370He8vWMc953TjxI7Ngw6nzshq34TebVJ4aupyLj6unZ5DLCIiB2jTpg05OTls2KBnq9cWiYmJtGnTpsrLK8kVEYmA9+ev5eEPv+NH/dpw1UkZQYdTp5gZo07uwI0vzuTjxesZ0rVV0CGJiEgNEh8fT2ZmZtBhSASpu7KISJh9t247N788i95tUvjTeT000FQAzuzRmrSURJ78XI8TEhERqWuU5IqIhFF+QSGjx88gqV4sT1zWn8R4DTQVhPjYGK48KYNpyzYxLzc/6HBERESkGinJFREJk+ISx69emsnqzbt4/NL+pKYkBR1SnfaTAe1oUC+WsVPVmisiIlKXKMkVEQmTf7y/mE8Wb+C+Ed0ZkNE06HDqvJSkeC4c0JY3Z+exNn930OGIiIhINVGSKyISBm/NyeOxT77np8e15ZLj2wUdjviuOjGTEucYN21F0KGIiIhINVGSKyJylBau2catr86hX7vG3DeiuwaaqkHaNavP0O6tef6rlezcUxR0OCIiIlINlOSKiByFLTv3Mnp8NslJcTxxaX8S4jTQVE1zzcmZbNtdxOvf5gQdioiIiFQDJbkiIkeoqLiEX744k3X5e3ji0v60TE4MOiQpR792TejTtjFPTV1OcYkLOhwRERGJMCW5IiJH6K/vLWLq0o388bwe9G3XJOhwpAJmxs9O7sCKTbv438J1QYcjIiIiEaYkV0TkCEycmct/P1/OFSe058KstkGHI4cwtHsr0hsn8aQeJyQiIhL1lOSKiBymuTn53Pb6HI7LbMrd53QLOhypgrjYGK46KYPpyzczJ2dr0OGIiIhIBCnJFRE5DBt37OHa8dk0a1CPxy7pR3ys/ozWFj8Z0JaGCXGMVWuuiIhIVNPVmYhIFRUWl/Dz579l0869jLk8i+YNE4IOSQ5Do8R4LhrQlrfnrCFva0HQ4YiIiEiEKMkVEamiP761gOnLN/PXH/WiR3pK0OHIEbjypAxKnGPclyuCDkVEREQiREmuiEgVvPLNasZNW8nPTs5kZN/0oMORI9SmSX3O7JnKC9NXsWNPUdDhiIiISAQoyRUROYRvV23h7onzGNSxObcN6xJ0OHKUrhmUyfbdRbyavTroUERERCQClOSKiFRi/bbdXDd+Bq1SEvjXT/sSp4Gmar2+7ZrQv30TnvpiOcUlLuhwREREJMx0tSYiUoE9RcVc99wMtu8uYsxlWTRpUC/okCRMrhmUyerNBXywYG3QoYiIiEiYKckVESmHc457J83n21Vb+ceFvemamhx0SBJGP+zemrZNk3jycz1OSEREJNooyRURKcfzX6/ipW9Wc8Opx3BWz9Sgw5Ewi40xrjoxk+yVW5i5akvQ4YiIiEgYRSzJNbO2ZvaxmS00s/lm9iu/vKmZfWBm3/mvTULWucPMlprZYjMbGlLe38zm+vMeNTOLVNwiItOXb+a+yfM5tXMLfn1G56DDkQi5cEBbGiXGMXaqWnNFRESiSSRbcouA3zjnugIDgRvMrBtwO/A/59yxwP/8z/jzLgK6A8OAx8ws1t/W48Bo4Fh/GhbBuEWkDsvbWsDPn59B26b1efiivsTG6Du1aNUwIY6Lj2vHu/PWkrNlV9DhiIiISJhELMl1zq1xzn3rv98OLATSgXOBcf5i44CR/vtzgZecc3ucc8uBpcBxZpYKJDvnpjnnHPBsyDoiImGzu7CYa8fPYHdhCf+9vD8pSfFBhyQRdsWJGQCM+3JFoHGIiIhI+FTLPblmlgH0Bb4GWjnn1oCXCAMt/cXSgdCHFub4Zen++7Ll5e1ntJllm1n2hg0bwnoMIhLdnHPcOWEuc3Pz+edP+tCxZaOgQ5JqkNY4ibN7pvLS9NVs310YdDgiIiISBhFPcs2sIfA6cJNzbltli5ZT5iopP7jQuTHOuSznXFaLFi0OP1gRqbOe/mIFb3yby82nd+KMbq2CDkeq0TUnZ7J9TxGvZOccemERERGp8SKa5JpZPF6C+7xz7g2/eJ3fBRn/db1fngO0DVm9DZDnl7cpp1xEJCy+XLqRP72zkB92a8UvT+sYdDhSzXq1acxxGU15aupyiopLgg5HREREjlIkR1c2YCyw0Dn3UMisycAV/vsrgEkh5ReZWYKZZeINMDXd79K83cwG+tu8PGQdEZGjsnrzLm544Vs6NG/AQz/pQ4wGmqqTRp2cSe7WAqbMXxd0KCIiInKUItmSexJwGXCamc3yp7OAB4AzzOw74Az/M865+cArwALgPeAG51yxv63rgSfxBqP6Hng3gnGLSB2xa28Ro8fPoKjEMebyLBomxAUdkgTk9K6taN+sPk9OXRZ0KCIiInKUInZF55ybSvn30wIMqWCdPwF/Kqc8G+gRvuhEpK5zzvHb1+awaO02nr5yAJnNGwQdkgQoNsa4+qRM7p08nxkrt9C/fZNDryQiIiI1UrWMriwiUtP857NlvDVnDb8d2oVTOrc89AoS9X7cvw3JiXGMVWuuiIhIraYkV0TqnE8Wr+ev7y3i7F6pXDe4Q9DhSA3RICGOi49vz3vz1rJ6866gwxEREZEjpCRXROqUFRt3cuOLM+ncqhEP/rgX3nh2Ip4rTmxPjBlPf7Ei6FBERETkCCnJFZE6Y8eeIn72bDYxMcZ/L8+ifj0NNCUHSk1JYnjvNF7+ZhXbdhcGHY6IiIgcASW5IlInlJQ4fv3yLL7fsIP/u7gfbZvWDzokqaFGDcpk595iXp6+OuhQRERE5AgoyRWROuHfHy/l/QXruPOsrpzUsXnQ4UgN1iM9hYEdmvL0F8spKi4JOhwRERE5TEpyRSTqfbBgHQ99sITz+6YzalBm0OFILXDNoA7k5e/m3Xlrgw5FREREDpOSXBGJakvX7+Dml2fRMz2FP5/fUwNNSZWc1qUlmc0b8OTny3DOBR2OiIiIHAYluSIStbbtLmT0s9kkxMXwn8v6kxgfG3RIUkvExBhXD8pkdk4+M1ZuCTocEREROQxKckUkKhWXOG56aRarNu/isUv6kdY4KeiQpJb5Ub90GteP57+fLws6FBERETkMSnJFJCr984MlfLRoPfcO78bxHZoFHY7UQvXrxXHJ8e14f8E6Vm7aGXQ4IiIiUkVKckUk6rwzdw3//ngpP8lqy6UD2wcdjtRil5+QQVyM8fQXK4IORURERKpISa6IRJVFa7dxy6uz6duuMb8f2V0DTclRaZWcyPDeabySvZr8XYVBhyMiIiJVoCRXRKLG1l17Gf3sDBomxPHEpf1JiNNAU3L0Rg3KZNfeYl78ZlXQoYiIiEgVKMkVkahQVFzCL1+cydr83TxxWX9aJScGHZJEie5pKZx4TDOe+WIFhcUlQYcjIiIih6AkV0Siwt+mLObz7zby+3O7069dk6DDkShzzcmZrN22m3fmrgk6FBERETkEJbkiUutNmpXLmM+WcdnA9lx0XLugw5EodEqnlhzTogH//XwZzrmgwxEREZFKKMkVkVptXm4+v31tDsdlNuWe4d2CDkeiVEyMMWpQB+blbmP68s1BhyMiIiKVUJIrIrXWph17uHb8DJo2qMdjl/QjPlZ/0iRyzu+XTpP68Tw5dXnQoYiIiEgldEUoIrVSYXEJN7zwLRt37GHMZVk0b5gQdEgS5RLjY7lsYHs+XLiO5Rt3Bh2OiIiIVEBJrojUSn96eyFfLdvMX87vSc82KUGHI3XEpSe0Jz4mhqe/UGuuiIhITaUkV0RqnVeyV/PMlysYNSiT8/u1CTocqUNaNkrk3D5pvJqdw9Zde4MOR0RERMqhJFdEapWZq7Zw94R5nNSxGXec2SXocKQOGnVyJgWFxTz/9aqgQxEREZFyKMkVkVpj/fbdXPfcDFomJ/Dvn/YjTgNNSQC6tE7m5GObM+7LFewtKgk6HBERESlDV4giUivsLSrh+ue+ZVtBEWMuy6JJg3pBhyR12KhBmazfvoe35uQFHYqIiIiUoSRXRGqF+96cz4yVW3jwgl50S0sOOhyp4wZ3asGxLRvy5OfLcc4FHY6IiIiEiAs6ABGR8kycmcuDUxaTt7WAlKR4thYUcv0px3BOr7SgQxPBzBg1KJPb35jLtGWbOPGY5kGHJCIiIj615IpIjTNxZi53vDGX3K0FOGBrQSExBse2aBh0aCL7jOybTrMG9Rj7uR4nJCIiUpMoyRWRGufBKYspKCw+oKzEwT8+WBJQRCIHS4yP5bIT2vO/Rev5fsOOoMMRERERX8SSXDN7yszWm9m8kLI+ZvaVmc0ys2wzOy5k3h1mttTMFpvZ0JDy/mY215/3qJlZpGIWkZohb2vBYZWLBOXSge2pFxfDU1PVmisiIlJTRLIl9xlgWJmyvwH3O+f6APf4nzGzbsBFQHd/ncfMLNZf53FgNHCsP5XdpohEmdTGieWWpzVOquZIRCrXvGEC5/dN5/Vvc9i8c2/Q4YiIiAgRTHKdc58Bm8sWA6XDoqYApc9eOBd4yTm3xzm3HFgKHGdmqUCyc26a84avfBYYGamYRaRm6NK60UFlSfGx3Dq0cwDRiFTu6kGZ7C4s4YWvVwYdioiIiFD99+TeBDxoZquBvwN3+OXpwOqQ5XL8snT/fdnycpnZaL8bdPaGDRvCGbeIVJOXv1nFR4s2cNIxTUlvnIgB6Y2T+Mv5PRnZt8Jff5HAdGrViMGdWjBu2kr2FBUfegURERGJqOp+hND1wM3OudfN7EJgLHA6UN59tq6S8nI558YAYwCysrL04EKRWubL7zdy14R5nHxsc56+cgBxsRobT2qHa07O5LKx05k8K48LstoGHY6IiEidVt1XkFcAb/jvXwVKB57KAUKvCtrgdWXO8d+XLReRKLNsww6uf+5bMps34P8u6acEV2qVQR2b07lVI8ZOXY53d42IiIgEpbqvIvOAwf7704Dv/PeTgYvMLMHMMvEGmJrunFsDbDezgf6oypcDk6o5ZhGJsC0793L1M98QF2M8deUAkhPjgw5J5LCYGaNOzmTR2u18sXRT0OGIiIjUaZF8hNCLwDSgs5nlmNko4GfAP8xsNvBnvFGTcc7NB14BFgDvATc450pvbLoeeBJvMKrvgXcjFbOIVL+9RSVc99wM8vJ3M+by/rRtWj/okESOyLl90mjeMIEnpy4LOhQREZE6LWL35DrnflrBrP4VLP8n4E/llGcDPcIYmojUEM457pwwl6+Xb+aRi/rQv33ToEMSOWIJcbFcfkJ7HvpgCd+t286xrQ4eJVxEREQiTze9iUhgHv/0e16bkcOvhhzLuX00crLUfpcc346EuBie+mJ50KGIiIjUWUpyRSQQ785dw9/eW8yI3mncdPqxQYcjEhbNGiZwfr82vP5tLpt27Ak6HBERkTrpkEmumTUwsxj/fSczG2FmGhVGRI7YnJyt3PzKLPq1a8zfftwLb1w5kegwalAme4tKeO6rVUGHIiIiUidVpSX3MyDRzNKB/wFXAc9EMigRiV55WwsYNS6b5g0TGHN5FonxsUGHJBJWHVs25LQuLRn/1Qp2FxYfegUREREJq6okueac2wWcD/zLOXce0C2yYYlINNq5p4hR47LZvbeYp64cQPOGCUGHJBIR1wzKZOOOvUyepUe7i4iIVLcqJblmdgJwCfC2XxaxUZlFJDoVlzhufHEmS9Zt59+X9KOTRp6VKHbCMc3omprMk1OX4ZwLOhwREZE6pSpJ7q+AO4AJzrn5ZtYB+DiyYYlItPnzOwv536L13De8G4M7tQg6HJGIMjOuGZTJknU7+Py7jUGHIyIiUqccMsl1zn3mnBvhnPur/3mZc+7GyIcmItHi+a9XMnbqcq48MYPLTsgIOhyRajG8dxotGyXw5FQ9TkhERKQ6VWV05U5mNsbM3jezj0qn6ghORGq/z7/bwD2T5nNq5xb87hzdzi91R724GK44MYPPlmxg8drtQYcjIiJSZ1Slu/KrwEzgbuDWkElEpFJL12/n589/y7EtG/Kvi/sRG6NHBUndcvFx7UiMj2Hs1GVBhyIiIlJnVCXJLXLOPe6cm+6cm1E6RTwyEanVNu3Yw1XPfENCXCxjrxxAwwSNVyd1T5MG9fhx/zZMnJnHhu17gg5HRESkTqhKkvummf3czFLNrGnpFPHIRKTW2lNUzLXjZ7B+2x6evCKL9MZJQYckEpirT8pkb3EJ479aGXQoIiIidUJVktwr8LonfwnM8KfsSAYlIrWXc47bX59L9sotPHRhH/q0bRx0SCKB6tCiIad3bclzX61kd2Fx0OGIiIhEvaqMrpxZztShOoITkdrnXx8tZcLMXG75YSfO7pUadDgiNcKoQR3YvHMvE2bmBh2KiIhI1KvK6MrxZnajmb3mT78ws/jqCE5Eapc3Z+fx0AdLOL9fOjec2jHocERqjIEdmtIjPZmxU5dTUuKCDkdERCSqVaW78uNAf+Axf+rvl4mI7PPtqi385tXZHJfRlL+c3xMzjaQsUsrMuGZQB5au38Gn320IOhwREZGoVpUkd4Bz7grn3Ef+dBUwINKBiUjtsXrzLkY/m01qSiJPXNafhLjYoEMSqXHO6plK6+RExn6+POhQREREolpVktxiMzum9IOZdQA0coaIALB9dyHXjMtmb1EJY68YQNMG9YIOSaRGqhcXwxUnZjB16UYWrtkWdDgiIiJRqypJ7q3Ax2b2iZl9CnwE/CayYYlIbVBUXMIvXpjJ9xt28Pil/enYsmHQIYnUaBcf146k+FjGTlVrroiISKRUZXTl/wHHAjf6U2fn3MeRDkxEar4/vLWAT5ds4A8je3BSx+ZBhyNS46XUj+fCrDZMmpXL+m27gw5HREQkKlWY5JrZaf7r+cDZQEfgGOBsv0xE6rBxX65g3LSV/OzkTH56XLugwxGpNa46KZOiEsez01YGHYqIiEhUiqtk3mC8rsnDy5nngDciEpGI1HgfL17P/W/O5/Surbj9zK5BhyNSq2Q0b8AZXVvx3NcrueHUjiTV00BtIiIi4VRhkuucu9d/+3vn3AE3D5lZZkSjEpEaa/Ha7fzyhZl0aZ3MIxf1ITZGjwoSOVzXnNyB9xes4/Vvc7h0YPugwxEREYkqVRl46vVyyl4LdyAiUvNt2L6Hq5/5hgYJsYy9MosGCZV1BhGRigzIaEKvNik8NXU5JSUu6HBERESiSmX35HYxsx8BKWZ2fsh0JZBYbRGKSI2wu7CYnz2bzeade3ny8gGkpiQFHZJIrWVmjBqUybKNO/l48fqgwxEREYkqlbXkdgbOARrj3ZdbOvUDfhbxyESkxigpcdzy6mxm52zlnz/pQ882KUGHJFLrndUzldSURJ78XI8TEhERCafK7smdBEwysxOcc9OqMSYRqWEe/nAJb81Zw+1ndmFYj9ZBhyMSFeJjY7jyxAz+8u4i5uXm0yNdXx6JiIiEQ1XuyZ1pZjeY2WNm9lTpFPHIRKRGmDAzh0c/WsqFWW249gcdgg5HJKpcdFw7GtSL5ampas0VEREJl6okueOB1sBQ4FOgDbA9kkGJSM3wzYrN3PbaXE7o0Iw/juyJmUZSFgmnlKR4LhzQlsmz81ibvzvocERERKJCVZLcjs653wE7nXPjgLOBnodayW/xXW9m88qU/9LMFpvZfDP7W0j5HWa21J83NKS8v5nN9ec9arrKFqkWqzbt4trxM2jTJInHL+1Hvbiq/LkQkcN11YmZlDjHs9NWBB2KiIhIVKjKVWuh/7rVzHoAKUBGFdZ7BhgWWmBmpwLnAr2cc92Bv/vl3YCLgO7+Oo+ZWay/2uPAaOBYfzpgmyISfvkFhVz1zHRKnGPslQNoXL9e0CGJRK12zeoztHtrnv96Fbv2FgUdjoiISK1XlSR3jJk1Ae4GJgMLgL8eaiXn3GfA5jLF1wMPOOf2+MuUPjfhXOAl59we59xyYClwnJmlAsnOuWnOOQc8C4ysQswicoQKi0u44flvWbV5F09c2p/M5g2CDkkk6l1zcib5BYW8PiMn6FBERERqvUqTXDOLAbY557Y45z5zznVwzrV0zv3nCPfXCTjZzL42s0/NbIBfng6sDlkuxy9L99+XLa8o3tFmlm1m2Rs2bDjCEEXqLucc906ez9SlG/nzeT0Z2KFZ0CGJ1An92jWhT9vGjJ26nJISF3Q4IiIitVqlSa5zrgT4RRj3Fwc0AQYCtwKv+PfYlnefraukvFzOuTHOuSznXFaLFi3CEa9InTJ26nJe+HoV159yDBdktQ06HJE6w8y45uRMVmzaxYcL1wUdjoiISK1Wle7KH5jZLWbW1syalk5HuL8c4A3nmQ6UAM398tAr6jZAnl/eppxyEQmzDxes40/vLOTMHq259Yedgw5HpM4Z1r016Y2TeFKPExIRETkqVUlyrwZuAD4DZvhT9hHubyJwGoCZdQLqARvx7vW9yMwSzCwTb4Cp6c65NcB2Mxvot/heDkw6wn2LSAXm5+Vz40sz6ZmewkMX9iEmRoOYi1S3uNgYrjopg+nLNzMnZ2vQ4YiIiNRaVUlyuzrnMkMnoNuhVjKzF4FpQGczyzGzUcBTQAf/sUIvAVf4rbrzgVfwBrV6D7jBOVfsb+p64Em8wai+B949zGMUkUqs37aba8Zlk5IUz5OXZ5FUL/bQK4lIRFw4oC0NE+IYq9ZcERGRIxZXhWW+BPpVoewAzrmfVjDr0gqW/xPwp3LKs4Eehw5TRA5Xwd5irnk2m/yCQl677kRaJicGHZJInZacGM9PBrRl3JcruG1YF9IaJwUdkoiISK1TYUuumbU2s/5Akpn1NbN+/nQKUL+6AhSRyCgpcdz88izm5ubz6EV96ZaWHHRIIgJceWIGJc4xbtqKoEMRERGplSpryR0KXIk32NM/2D/S8XbgzsiGJSKR9uD7i3lv/lruPrsrp3drFXQ4IuJr27Q+Z/ZM5YWvV3HjacfSIKEqna5ERESkVIUtuc65cc65U4ErnXOnOedO9acRzrk3qjFGEQmzV7JX8/gn33Px8e0YNSgz6HBEpIxrBmWyfXcRr2avPvTCIiIicoCqDDzVxsySzfOkmX1rZj+MeGQiEhFfLdvEXRPmcvKxzbl/RHe8gctFpCbp264J/ds34akvVlBcUuHj4UVERKQcVXqEkHNuG/BDoCVwFfBARKMSkYhYvnEn1z03g/bNGvDvi/sRH1uVPwEiEoRrBmWyavMuPliwLuhQREREapWqXOGWNvOcBTztnJsdUiYitcTWXXu5+plviDHjqSsGkJIUH3RIIlKJH3ZvTdumSYyduizoUERERGqVqiS5M8zsfbwkd4qZNQJKIhuWiITT3qISrntuBrlbChhzWX/aNdMA6SI1XWyMcdWJmXyzYguzVm8NOhypjea8Av/sAfc19l7nvBJ0RCIi1aIqSe4o4HZggHNuF1APr8uyiNQCzjnunjiXr5Zt5m8/7kVWRtOgQxKRKrpwQFsaJcTx5OdqzZXDNOcVePNGyF8NOO/1zRuV6IpInVDhcwnMrItzbhHQxy/qoAFqRGqf/3y2jFeyc7jxtI6M7JsedDgichgaJsTx0+PbMXbqcnK27KJNE/XCkCr63++hsODAssICePe3EF8fGrSABs29KSEZdI0nIlGksofv/RoYjfeM3LIccFpEIhKRsHlv3lr++t4izumVys1ndAo6HBE5AlecmMHYqcsZ9+UK7jq7W9DhSG2Rn1N+ecEWePmSA8ti4vcnvPWbH5gA1/dfG7SA+s2814RGSopFpEarMMl1zo32X0+tvnBEJFzm5uRz08sz6dO2MX+/oLceFSRSS6U3TuKsnqm8NH01Nw45lkaJGjROqiCljd9VuYxGqfDTF2HnJti1EXZugJ0bvWmX/7p5GezaBHt3lL/t2HohyW9pAty8nETZT4rrNVRSLCLVqrKWXADM7PxyivOBuc659eEPSUSO1pr8AkaN+4ZmDRIYc1kWifGxQYckIkdh1KBM3pydxyvZOYwalBl0OFIbDLnHuwc3tMtyfBKc8XtI61u1bRQWHJj87vST4tDPuzbCpqVe0ly4s/ztxCbsT3qr0lJcr4GS4uow5xWvW3t+jvelyJB7oNeFQUcVDNXFgaKgPg6Z5OINPHUC8LH/+RTgK6CTmf3eOTc+QrGJyBHYuaeIUc9ks2tvMa9ffzwtGiUEHZKIHKU+bRszIKMJT3+xnCtOaE+cnnEth1J6QXo0F6rxSdC4rTdVxd5dByfApS3Fuzbtf7/xO29e4a7ytxOXGJL0lkmAD2g5DkmKqyIKLtzDpnRgstIvQUoHJoO6VyeqiwNFSX2Yc67yBczeBK5xzq3zP7cCHgeuAT5zzvWIeJRHICsry2VnZwcdhki1Ki5xXDt+Bh8tWsdTVw7glM4tgw5JRMJkyvy1XDt+Bo9d0o+zeqYGHY7I0du78+CW4n2J8aaDW42LCsrfTlxSOS3FzUKS4RawZiZ8/hAU7d6/XnwSnPV36DYSXAm4YigpfS32Xl2J/75kf9kB88osX7rsYW2rguX3zTvcfVdh+RWfQdGeg+syNgHaHQ+EtKQf0Kpuh1d2QHlVyyraZiXLHc1+Fr9T/hcu8fWhy9kHlx/KIXKrKm4kDJs4wm0seffgQesAUtrCzfOOLqYIMLMZzrmssuVVacnNKE1wfeuBTs65zWZWGLYIReSoPfDuQj5cuI77R3RXgisSZU7v2or2zerz5OfLlORKdKjXwJuatK/a8nt3VpAAbwhpKd4AGxZ5r6EJbXkKC2DSDd5UKxjExILF+q8x/vuYkDK/vGzZvuVjvPflJbgAxXugaG9IQUiitC9pqmpZSHlVyw54G+n9+O8r6lFQuAtyZ5Q/75DC0N0+LF32j2Ab5SW4UPFgdjVUVZLcz83sLeBV//OPgc/MrAGwNVKBicjheXH6Kv77udeV8YoTM4IOR0TCLDbGuPqkTO6dPJ8ZK7fQv32ToEMSqV77kuKMQy/r3P6keNcmePJ0KmwdO+P3Iclh6GvZxLG8eZUlmuFYPrQsjPcp/7NH+QOTpbSFUVPCt5/aoLK6uHFm9ccTtArro031x3IUqpLk3gCcDwzC+zpgHPC68/o5a+RlkRrgi6Ub+d3EeZzSuQW/O0ePGBGJVj/u34Z/vL+Yp6YuV5IrUhkzSGjoTU0zKx5tOqUtnPSr6o8vaBUNTDbknuBiCorq4kBRUh+HHLnCT2azgbedczcB7wANIxyXiFTR0vU7uO65GRzToiH/+mlfDUgjEsUaJMRx8fHteXfeGlZvrqCLnYgcbMg93oV6qFp44R42vS6E4Y96ST7mvQ5/tFYNLBQ2qosDRUl9VGXgqZ8Bo4GmzrljzOxY4Ann3JDqCPBIaeApqQs279zLyP/7gl17i5h4w0m0aVI/6JBEJMLW5Bdw8l8/5ooTM9RzQ+RwaHRlkahzNANP3QAcB3wN4Jz7zsw0oo1IwPYUFXPt+GzWbtvNS6MHKsEVqSNSU5I4p1cqL3+zml+dfizJifFBhyRSO/S6UEmtSB1RlX6Ne5xz+4ZZM7M4wjKutYgcKeccd7w+l29WbOEfF/SmXzvdmydSl4wa1IEde4p4eXo59xiKiIjUcVVJcj81szuBJDM7A2+U5TcjG5aIVOb/Pl7KGzNz+fUZnRjeOy3ocESkmvVsk8LxmU15+ovlFBWXBB2OiIhIjVKVJPd2YAMwF7gWeMc5d1dEoxKRCr01J4+/v7+E8/qm88vTOgYdjogE5JqTO5CXv5t3560NOhQREZEapSqjK5c45/7rnLvAOfdjYKWZfVANsYlIGTNXbeE3r8wmq30THvhRTyycz8wTkVplSJeWZDSrz5OfL+NQg0iKiIjUJRUmuWZ2mpktMbMdZvacmXUzs2zgL8Dj1ReiiADkbNnFz56dQavkRP5zWX8S4mKDDklEAhQTY4walMnsnHxmrNwSdDgiIiI1RmUtuf/Ae3RQM+A14CtgvHOuv3PujeoITkQ823cXcs24bPYUFfPUlVk0a5gQdEgiUgP8qH8bkuJjuHTs12Te/jYnPfARE2fmBh2WiIhIoCp7hJBzzn3iv59oZhucc49UQ0wiEqKouIQbX5zJd+t3MO6q4+jYslHQIYlIDfH+/HUUFjuKSrzuyrlbC7jjjbkAjOybHmRoIiIigaksyW1sZueHfLbQz2rNFakef3x7IR8v3sCfzuvBoGObBx2OiNQgD05ZvC/BLVVQWMyDUxYryRURkTqrsiT3U2B4BZ8doCRXJMLGT1vBM1+uYNSgTC45vn3Q4YhIDZO3taDc8tytBewuLCYxXvfui4hI3VNhkuucu+poNmxmTwHnAOudcz3KzLsFeBBo4Zzb6JfdAYwCioEbnXNT/PL+wDNAEvAO8CunYSSlDvh0yQbue3MBp3dtyZ1ndQ06HBGpgdIaJ5FbQaI74I8fMrRHa0b0TuPEY5oRF1uVpwaKiIjUfpW15B6tZ4B/A8+GFppZW+AMYFVIWTfgIqA7kAZ8aGadnHPFeCM5j8Yb+OodYBjwbgTjFgnMxJm5PDhl8b7WmdSURB65qC+xMXpUkIgc7NahnbnjjbkUFBbvK0uMj+HKEzPYtGMv781by2szcmjesB5n90xlRJ80+rVrosePiYhIVItYkuuc+8zMMsqZ9U/gt8CkkLJzgZecc3uA5Wa2FDjOzFYAyc65aQBm9iwwEiW5EoUmzsw96GJ10869fLBgne6tE5Fylf5tKP1yLK1xErcO7byv/A8je/DJ4g1Mnp3LS9+sZty0lbRpksTw3mmM6J1Gl9aNlPCKiEjUqTDJNbMLnHOvmlmmc255OHZmZiOAXOfc7DL/VNPxWmpL5fhlhf77suUVbX80Xqsv7dq1C0fIItXmwSmLD0hwAfYUlWgAGRGp1Mi+6RX+jUiMj2VYj9YM69Ga7bsL+WDBOibNymPMZ8t4/JPv6dSqISN6pzGidzrtmtWv5shFREQio7KW3DuAV4HXgX5HuyMzqw/cBfywvNnllLlKysvlnBsDjAHIysrSfbtSq1Q0gExF5SIih6NRYjzn92vD+f3asGnHHt6Zu4bJs/P4+/tL+Pv7S+jTtjEjeqdxTq9UWiYnBh2uiIjIEassyd1kZh8DmWY2uexM59yIw9zXMUAmUNqK2wb41syOw2uhbRuybBsgzy9vU065SNRp0SiB9dv3HFSe1jgpgGhEJJo1a5jAZSdkcNkJGeRuLeDN2XlMnpXH799awB/fXsAJxzRjRO80hnVPJaV+fNDhioiIHJbKktyz8VpwxwP/ONodOefmAi1LP/v322Y55zb6SfQLZvYQ3sBTxwLTnXPFZrbdzAYCXwOXA/862lhEahrnHClJcQcluUnxsdw6tHNAUYlIXZDeOInrBh/DdYOPYen67Uyelcfk2Xnc9vpcfjdxPoM7t2BE7zRO79qKpHp6JJGIiNR8lT1CaC/wlZmd6JzbYGaNvGK3oyobNrMXgVOA5maWA9zrnBtbwb7mm9krwAKgCLjBH1kZ4Hr2P0LoXTTolEShCTNz+W79Tn7cvw3Tvt9U7gAyIiKR1rFlI379w87cfEYn5uTkM3l2Hm/NyeODBeuoXy+WH3Zrxbl90hl0bHPi9UgiERGpoexQj5w1sx54rblN8e6R3QBc4ZybF/nwjlxWVpbLzs4OOgyRQ9qycy9DHvqU9s3q8/p1JxKjxwWJSA1SXOL4evkm3pydxztz15JfUEiT+vGc2TOVc3unMSCjqf5uiYhIIMxshnMu66DyKiS5XwJ3Oec+9j+fAvzZOXdiBOIMGyW5Ulvc9tocXvs2h7d+OYiuqclBhyMiUqG9RSV8tmQDk2d7rbsFhcWkpiRyTq9Uzu2TTve0ZD2SSEREqk1FSW5VnpPboDTBBXDOfWJmDcIanUgdNX35Zl7OXs21gzsowRWRGq9eXAynd2vF6d1asWtvER8sWMfkWXk8/cUK/vv5cjo0b+A9g7dPGse0aBh0uCIiUkdVpSV3AvAtXpdlgEvxBowaGdnQjo5acqWm21tUwlmPfs7uwmLev/kH1K9Xle+cRERqnq279vLuvLVMmpXL18s34xz0SE/m3N7pnNM7ldQUjRIvIiLhdzTdlZsA9wOD/KLPgPudc1vCHmUYKcmVmu7fH33H399fwtNXDuDULi0PvYKISC2wNn83b83xRmiek5OPGQzIaMq5fdI4q0cqTRrUCzpEERGJEkec5NZWSnKlJluxcSdDH/6M07u24v8u6Rd0OCIiEbF8407/kUS5fL9hJ3Exxg86eY8kOqNbKxokqAeLiIgcOSW5IjWEc47Ln5rOrFVb+fA3g2mVnBh0SCIiEeWcY8GabUyelcebs/PIy99NYnwMp3dtxYjeaQzu3IKEOD2DV0REDs/RDDwlImE0eXYen3+3kd+f210JrojUCWZG97QUuqelcNuwLmSv3MLk2bm8M3ctb81ZQ3JiHGf2SGVEnzQGdmhGrB5JJCIiR6Eq9+Se5Jz74lBlNY1acqUmyt9VyJCHPiG9cRJv/PwkXciJSJ1WWFzC1KUbeXNWHlPmr2Xn3mJaNErgnF6pjOidRp+2jfVIIhERqdDRtOT+Cyh702B5ZSJyCH+dsogtuwoZd/VxSnBFpM6Lj43h1M4tObVzSwr2FvPRovVMnp3L81+t4ukvVtCuaX1G+I8k6tSqUdDhiohILVFhkmtmJwAnAi3M7Nchs5IB3TgjcphmrNzMC1+v4ppBmXRPSwk6HBGRGiWpXixn90rl7F6p5BcUMmX+Wt6cncdjnyzl3x8vpUvrRozok8bwXmm0bVo/6HBFRKQGq6wltx7Q0F8m9OvTbcCPIxmUSLQpLC7hzjfmkZaSyM1ndAo6HBGRGi0lKZ4Ls9pyYVZb1m/fzTtz1jBpdh5/e28xf3tvMf3bN2FE7zTO7pVK84YJQYcrIiI1TFXuyW3vnFtZTfGEje7JlZrk8U++56/vLeK/l2dxRrdWQYcjIlIrrd68i8mz85g8K4/F67YTG2OceEwzRvROY2iP1iQnxjNxZi4PTllM3tYC0honcevQzozsmx506CIiEgFH/AghM+sE3AJkENLy65w7LcwxhpWSXKkpVm/exRn//JTBnVrwn8sO+h0UEZEjsGjtNv8ZvHnkbCmgXlwMXVo1ZNHa7ewt3n9tkxQfy1/O76lEV0QkCh3NwFOvAk8ATwLF4Q5MJJo55/jdpHnEmnHfiO5BhyMiEjW6tE6my7Bkbh3amZmrtzJ5Vh7PTltBSZnv7gsKi3lwymIluSIidUhVktwi59zjEY9EJAq9M3ctnyzewD3ndCM1JSnocEREoo6Z0a9dE/q1a8K4L1eUu0ze1oLqDUpERAIVU4Vl3jSzn5tZqpk1LZ0iHplILbdtdyH3vTmfHunJXHFiRtDhiIhEvbTG5X+ZWFG5iIhEp6okuVcAtwJfAjP8STe7ihzC36csZtOOPfzlvF56Jq6ISDW4dWhnkuIPfMphUnwstw7tHFBEIiIShEN2V3bOZVZHICLRZNbqrYz/aiVXnJBBzzZ6Jq6ISHUove9WoyuLiNRth0xyzezy8sqdc8+GPxyR2q+ouIQ73phLq0aJ/OaHeiauiEh1Gtk3XUmtiEgdV5WBpwaEvE8EhgDfAkpyRcrx9BcrWLhmG09c2o9GifFBhyMiIiIiUqdUpbvyL0M/m1kKMD5iEYnUYjlbdvHQB0s4vWtLhnZvHXQ4IiIiIiJ1TlUGniprF3BsuAMRqe2cc9w3eT4A943ojpkGmxIRERERqW5VuSf3TaD00eqxQFfglUgGJVIbTZm/jg8Xrueus7rSpkn9oMMREREREamTqnJP7t9D3hcBK51zORGKR6RW2rGniPsmz6drajJXnZQRdDgiIiIiInXWIbsrO+c+BRYBjYAmwN5IByVS2/zj/cWs276bP5/Xg7jYI7kLQEREREREwuGQV+NmdiEwHbgAuBD42sx+HOnARGqLuTn5jPtyBZce356+7ZoEHY6IiIiISJ1Wle7KdwEDnHPrAcysBfAh8FokAxOpDYqKS7hjwhyaNUzg1mGdgw5HRERERKTOq0q/ypjSBNe3qYrriUS9Z6etZF7uNu4d3o1kPRNXRERERCRwVWnJfc/MpgAv+p9/ArwbuZBEaoc1+QX84/3FnNK5BWf3TA06HBERERERoWoDT90K/AfoBfQGxjjnfnuo9czsKTNbb2bzQsoeNLNFZjbHzCaYWeOQeXeY2VIzW2xmQ0PK+5vZXH/eo6aHj0oNcd/k+RQ7xx/O7aFn4oqIiIiI1BAVJrlm1tHMTgJwzr3hnPu1c+5mYJOZHVOFbT8DDCtT9gHQwznXC1gC3OHvqxtwEdDdX+cxM4v113kcGA0c609ltylS7T5YsI4p89fxqyGdaNtUz8QVEREREakpKmvJfRjYXk75Ln9epZxznwGby5S975wr8j9+BbTx358LvOSc2+OcWw4sBY4zs1Qg2Tk3zTnngGeBkYfat0gk7dxTxL2T5tG5VSOuOTkz6HBERERERCREZffkZjjn5pQtdM5lm1lGGPZ9NfCy/z4dL+ktleOXFfrvy5aLBObhD5eQl7+b1y/uS7yeiSsiIiIiUqNUdoWeWMm8pKPZqZndBRQBz5cWlbOYq6S8ou2ONrNsM8vesGHD0YQoUq55ufk89cUKfnpcO/q3bxp0OCIiIiIiUkZlSe43ZvazsoVmNgqYcaQ7NLMrgHOAS/wuyOC10LYNWawNkOeXtymnvFzOuTHOuSznXFaLFi2ONESRchWXOO6aMJcm9eO5fViXoMMREREREZFyVNZd+SZggpldwv6kNguoB5x3JDszs2HAbcBg59yukFmTgRfM7CEgDW+AqenOuWIz225mA4GvgcuBfx3JvkWO1vNfr2R2Tj6PXNSHlPp6Jq6IiIiISE1UYZLrnFsHnGhmpwI9/OK3nXMfVWXDZvYicArQ3MxygHvxRlNOAD7wH7nylXPuOufcfDN7BViA1435Budcsb+p6/FGak7Cez6vntEr1W7dtt387b3FnHxsc0b0Tgs6HBERERERqYDt7zEcXbKyslx2dnbQYUiUuOH5b/lg4Trev+kHZDRvEHQ4IiIiIiJ1npnNcM5llS3X0LAih/DxovW8PXcNN57WUQmuiIiIiEgNpyRXpBK79hZx98R5dGzZkNE/OCbocERERERE5BAqG3hKpM575H/fkbu1gJdHD6RenL4TEhERERGp6XTVLlKBRWu3Mfbz5VyY1YbjOzQLOhwREREREakCJbki5SgpcdzxxlySk+K548yuQYcjIiIiIiJVpCRXpBwvfrOKmau2ctdZXWnSoF7Q4YiIiIiISBUpyRUpY/323Tzw7iJO6NCM8/ulBx2OiIiIiIgcBiW5ImX88a2F7Cks4Y/n9cDMgg5HREREREQOg5JckRCfLdnA5Nl5/PzUYzimRcOgwxERERERkcOkJFfEt7uwmLsnzqND8wZcf4qeiSsiIiIiUhvpObkivn999B2rNu/ihZ8dT0JcbNDhiIiIiIjIEVBLrgiwZN12xny2jPP7pXPiMc2DDkdERERERI6Qklyp80pKHHdNmEuDhDjuOkvPxBURERERqc2U5Eqd9+qM1XyzYgt3ntmVZg0Tgg5HRERERESOgpJcqdM27tjDn99ZxHGZTbkgq03Q4YiIiIiIyFFSkit12p/fXsiuvUX8Wc/EFRERERGJCkpypc76YulG3piZy3WDj6Fjy0ZBhyMiIiIiImGgJFfqpNJn4rZvVp8bTu0YdDgiIiIiIhImek6u1EmPffI9yzfuZPyo40iM1zNxRURERESihVpypc5Zun4HT3zyPef2SePkY1sEHY6IiIiIiISRklypU5zznombGB/D3Wd3CzocEREREREJMyW5Uqe8/m0uXy/fzO1ndqVFIz0TV0REREQk2ijJlTpj8869/OntBfRv34SLBrQNOhwREREREYkAJblSZ/zlnYVs313En8/rSUyMnokrIiIiIhKNlORKnfDVsk28OiOHn/2gA51b65m4IiIiIiLRSkmuRL09RcXcNWEubZsmceNpxwYdjoiIiIiIRJCekytR7z+fLuP7DTt5+qoBJNXTM3FFRERERKKZWnIlqi3fuJN/f7yUs3ulcmrnlkGHIyIiIiIiEaYkV6KWc467J84lITaGe8/RM3FFREREROqCiCW5ZvaUma03s3khZU3N7AMz+85/bRIy7w4zW2pmi81saEh5fzOb68971Mw0LK5UycRZuXyxdBO/HdaZlsmJQYcjIiIiIiLVIJItuc8Aw8qU3Q78zzl3LPA//zNm1g24COjur/OYmZXePPk4MBo41p/KblPkIFt37eWPby2kT9vGXHx8+6DDERERERGRahKxJNc59xmwuUzxucA4//04YGRI+UvOuT3OueXAUuA4M0sFkp1z05xzDng2ZB2RCj3w7iK2FhTy5/N6Eqtn4oqIiIiI1BnVfU9uK+fcGgD/tXQkoHRgdchyOX5Zuv++bLlIhb5ZsZmXvlnNqEGZdEtLDjocERERERGpRjVl4KnymtpcJeXlb8RstJllm1n2hg0bwhac1B57i0q48425pDdO4qbT9UxcEREREZG6prqT3HV+F2T81/V+eQ7QNmS5NkCeX96mnPJyOefGOOeynHNZLVq0CGvgUjv89/NlfLd+B78/tzv16+kx0CIiIiIidU11J7mTgSv891cAk0LKLzKzBDPLxBtgarrfpXm7mQ30R1W+PGQdkQOs3LSTR//3HcO6t2ZI11ZBhyMiIiIiIgGIWFOXmb0InAI0N7Mc4F7gAeAVMxsFrAIuAHDOzTezV4AFQBFwg3Ou2N/U9XgjNScB7/qTyAGcc/xu0nziY2O4b0T3oMMREREREZGARCzJdc79tIJZQypY/k/An8opzwZ6hDE0iUJvzlnDZ0s2cO/wbrRO0TNxRURERETqqpoy8JTIEcsvKOT3by6gZ3oKl5+QEXQ4IiIiIiISII3MI7Xe395bxOade3jmqgF6Jq6IiIiISB2nllyp1Was3MIL01dx5YmZ9EhPCTocEREREREJmJJcqbUKi0u4a8JcWicn8usfdgo6HBERERERqQHUXVlqraemLmfR2u3857L+NEzQqSwiIiIiImrJlVpq9eZd/PPDJZzetRVDu7cOOhwREREREakhlORKreOc455J84gx4/5z9UxcERERERHZT0mu1DrvzlvLx4s38OszOpHeOCnocEREREREpAZRkiu1yrbdhdw3eT7dUpO58sSMoMMREREREZEaRqP1SK3yjymL2bBjD2MuzyIuVt/RiIiIiIjIgZQlSK0xe/VWnv1qJZcPbE+fto2DDkdERERERGogJblSKxQVl3DHG3Np2SiB3wztHHQ4IiIiIiJSQynJlVrhmS9XsGDNNu4d3p3kxPigwxERERERkRpKSa7UeLlbC3jogyWc1qUlZ/bQM3FFRERERKRiSnKlxrtv8nxKnOP+Ed0xs6DDERERERGRGkxJrtRoU+av5YMF67j59E60bVo/6HBERERERKSGU5IrNdaOPUXcN3k+XVo34upBmUGHIyIiIiIitYCekys11kPvL2Httt38++J+xOuZuCIiIiIiUgXKHKRGmpebzzNfLufi49rRv32ToMMREREREZFaQkmu1DjFJY47J8ylaYMEfjusS9DhiIiIiIhILaIkV2qc8dNWMCcnn3uGdyMlSc/EFRERERGRqlOSKzXKmvwC/v7+En7QqQXDe6UGHY6IiIiIiNQySnKlRrl/8gIKi0v447k99ExcERERERE5bEpypcb4cME63pu/lhuHHEu7ZnomroiIiIiIHD4luVIj7NpbxL2T53Nsy4b87OQOQYcjIiIiIiK1lJ6TK4GaODOXB6csJndrAQA3DulIvTh99yIiIiIiIkdG2YQEZuLMXO54Y+6+BBfgv58tZ+LM3ACjEhERERGR2kxJrgTmz+8spKCw+ICygsJiHpyyOKCIRERERESktlN3ZalWG7bv4a05eUycmcv67XvKXSYvpGVXRERERETkcASS5JrZzcA1gAPmAlcB9YGXgQxgBXChc26Lv/wdwCigGLjROTel+qOWI7VzTxHvL1jLxJl5TF26keISR7fUZJIT49i2u+ig5dMaJwUQpYiIiIiIRINqT3LNLB24EejmnCsws1eAi4BuwP+ccw+Y2e3A7cBtZtbNn98dSAM+NLNOzrniCnYhNUBRcQmfL93IpJm5TJm/joLCYtIbJ3HtDzowsm86nVo12ndPbmiX5aT4WG4d2jnAyEVEREREpDYLqrtyHJBkZoV4Lbh5wB3AKf78ccAnwG3AucBLzrk9wHIzWwocB0yr5pjlEJxzzM7JZ+LMXN6ak8fGHXtJSYrnvH7pjOyTTlb7JsTE2L7lR/ZNB+DBKYvJ21pAWuMkbh3aeV+5iIiIiIjI4ar2JNc5l2tmfwdWAQXA+865982slXNujb/MGjNr6a+SDnwVsokcv0xqiBUbdzJxVi4TZ+ayYtMu6sXFcHrXlozsk87gzi1IiIutcN2RfdOV1IqIiIiISNgE0V25CV7rbCawFXjVzC6tbJVyylwF2x4NjAZo167d0QUqldq4Yw9vzc5j4qw8Zq3eihkMzGzGz0/pyLCerUlOjA86RBERERERqYOC6K58OrDcObcBwMzeAE4E1plZqt+Kmwqs95fPAdqGrN8Gr3vzQZxzY4AxAFlZWeUmwnLkdu0t4oMF65gwM5fPv/MGkOqamswdZ3ZhRJ80UlM0YJSIiIiIiAQriCR3FTDQzOrjdVceAmQDO4ErgAf810n+8pOBF8zsIbyBp44Fpld30HVVUXEJU5duZNKsPKbMX8uuvcWkpSQy+gcdGNknnc6tGwUdooiIiIiIyD5B3JP7tZm9BnwLFAEz8VpfGwKvmNkovET4An/5+f4IzAv85W/QyMqR5ZxjTk4+E2fl8uZsbwCp5MQ4zu2Txsg+6QzIaHrAAFIiIiIiIiI1hTkXnb16s7KyXHZ2dtBh1CorN+1k4sw8Js3KZdnGndSLjWFI15ac2yedU7tUPoCUiIiIiIhIdTKzGc65rLLlQT1CSGqITTv28PbcNUyYmcvMVVsBGNihKdcO7sCwHqmkJGkAKRERERERqT2U5NZBBXuLeX/BWibNyuOzJRsoKnF0ad2I28/swojeaaQ11gBSIiIiIiJSOynJrSOKikv48vtNTJyZy5T5a9m5t5jUlERGnZzJyD7pdE1NDjpEERERERGRo6YkN4o555ibm8/EmXlMnp3Hxh17aJQYx/DeaZzbJ53jMzWAlIiIiIiIRBcluVFo1aZdTJqVy4RZuSzb4A0gdWqXFpzXN51TOrckMV4DSImIiIiISHRSkhslNu/cy9tz8pg4K48ZK7cAcHxmU352cgfO6pFKSn0NICUiIiIiItFPSW4tVrC3mA8XrmPizFw+9QeQ6tSqIb8d1plz+6STrgGkRERERESkjlGSW8sUlzi+/H4jE2fm8d68NezcW0zr5ERGDcrk3D7pdE1thJnusxURERERkbpJSW4t4Jxjft42JszM5c3ZeazfvodGCXGc3SuVkX3SOb5DM2I1gJSIiIiIiIiS3Jps9WZ/AKmZuXy/YSfxscYpnVtyXt90TuuiAaRERERERETKUpJbw2zZuZe3565h4sxcsv0BpI7LaMrVgzI5u2cqjevXCzhCERERERGRmktJbjWbODOXB6csJm9rAWmNk7h1aGeG9WjtDyCVx6dL1lNY7Di2ZUNuHdqZEb3TaNu0ftBhi4iIiIiI1ArmnAs6hojIyspy2dnZQYdxgIkzc7njjbkUFBbvK4s1Iy4G9hQ7WiUnMKJ3GiP7ptMtNVkDSImIiIiIiFTAzGY457LKlqsltxo9OGXxAQkuQLFzJMTG8vxVWQzUAFIiIiIiIiJHRUluNcrbWlBuecHeYk7q2LyaoxEREREREYk+MUEHUJekNU46rHIRERERERE5PEpyq9GtQzuTVOaxP0nxsdw6tHNAEYmIiIiIiEQXdVeuRiP7pgMcNLpyabmIiIiIiIgcHSW51Wxk33QltSIiIiIiIhGi7soiIiIiIiISNZTkioiIiIiISNRQkisiIiIiIiJRQ0muiIiIiIiIRA0luSIiIiIiIhI1lOSKiIiIiIhI1FCSKyIiIiIiIlFDSa6IiIiIiIhEDSW5IiIiIiIiEjWU5IqIiIiIiEjUMOdc0DFEhJltAFYGHUclmgMbgw6iBlF9HEj1sZ/q4kCqj/1UFwdSfRxI9bGf6uJAqo8DqT72U10cqDbUR3vnXIuyhVGb5NZ0ZpbtnMsKOo6aQvVxINXHfqqLA6k+9lNdHEj1cSDVx36qiwOpPg6k+thPdXGg2lwf6q4sIiIiIiIiUUNJroiIiIiIiEQNJbnBGRN0ADWM6uNAqo/9VBcHUn3sp7o4kOrjQKqP/VQXB1J9HEj1sZ/q4kC1tj50T66IiIiIiIhEDbXkioiIiIiISNRQkhsmZtbWzD42s4VmNt/MfuWXNzWzD8zsO/+1iV/ezF9+h5n9u8y23jOz2f52njCz2CCO6WiEsz5CtjnZzOZV53GES5jPj0/MbLGZzfKnlkEc05EKc13UM7MxZrbEzBaZ2Y+COKajEa76MLNGIefELDPbaGYPB3RYRyTM58ZPzWyumc3x/6Y2D+KYjkaY6+Mnfl3MN7O/BXE8R+sI6uMMM5vhnwczzOy0kG3198uXmtmjZmZBHdeRCHNd/MnMVpvZjqCO52iFqz7MrL6Zve3/P5lvZg8EeVxHKsznR62+Jg1nXYRssy5dj1Z2btTs61HnnKYwTEAq0M9/3whYAnQD/gbc7pffDvzVf98AGARcB/y7zLaS/VcDXgcuCvr4gqwPf/75wAvAvKCPLej6AD4BsoI+phpSF/cDf/TfxwDNgz6+IOujzHZnAD8I+viCqAsgDlhfej74698X9PEFWB/NgFVAC//zOGBI0MdXDfXRF0jz3/cAckO2NR04Ae//7LvAmUEfX4B1MdDf3o6gjyvo+gDqA6f67+sBn9e2cyMC50etviYNZ134ZXXterSyc+MTavD1aOABROsETALOABYDqX5ZKrC4zHJXUsGFKhAPvAn8JOjjCbI+gIbAVP+XsFb+UQlzfdToPyrVXBergQZBH0NNqY+Qecf6dWNBH08QdeH/7dwAtMe7MHsCGB308QRYHwOAD0M+XwY8FvTxVFd9+OUGbAIS/GUWhcz7KfCfoI8niLooU15rk9xI1Ic/7xHgZ0EfT02oD6LkmvRo6oI6fD1aQX18Qg2+HlV35Qgwswy8bz6+Blo559YA+K9Vaso3syl4LRHbgdciE2n1CEN9/AH4B7ArUjFWp3CcH8DTfteQ39W2bnahjqYuzKyx//YPZvatmb1qZq0iGG7EhencAO+i/WXn/xeqjY6mLpxzhcD1wFwgD++CZGwk4420ozw3lgJdzCzDzOKAkUDbyEUbeUdQHz8CZjrn9gDpQE7IvBy/rFY6yrqIOuGqD/9/zHDgf5GMN9LCUR/Rck0ahrqo69ej5f2u1NjrUSW5YWZmDfG6c9zknNt2pNtxzg3F+yYlATjofoDa4mjrw8z6AB2dcxPCHVsQwnR+XOKc6wmc7E+XhSu+6hSGuogD2gBfOOf6AdOAv4cxxGoVrr8dvouAF48+qmCE4e9GPF6S2xdIA+YAd4Q1yGp0tPXhnNuCVx8v43W/XAEUhTPG6nS49WFm3YG/AteWFpWzWK38QigMdRFVwlUf/pdBLwKPOueWRSLW6hCu+oiGa9KjrYu6fj1awblRo69HleSGkX9h9TrwvHPuDb94nZml+vNT8b4JqxLn3G5gMnBuuGOtDmGqjxOA/ma2Aq+LSCcz+yQyEUdWuM4P51yu/7od776Q4yITceSEqS424X2bWvoP51WgXwTCjbhw/u0ws95AnHNuRkSCjbAw1UUfAOfc935r9ivAiZGJOLLC+HfjTefc8c65E/C6pX0XqZgj6XDrw8za4P2NuNw5971fnIP3BVmpNngt/rVKmOoiaoS5PsYA3znnHo544BES7vOjNl+Thqku6uz1aEXnRk2/HlWSGyZ+E/1YYKFz7qGQWZOBK/z3V+D1fa9sOw1DTrI44CxgUfgjjqxw1Ydz7nHnXJpzLgNvQJUlzrlTwh9xZIXx/Igzf5RY/4/UOUCtGuEvjOeGw7s/6BS/aAiwIKzBVoNw1UeIn1JLW3HDWBe5QDcza+F/PgNYGM5Yq0M4z43SUS/NGzHz58CT4Y028g63Pvzupm8Ddzjnvihd2O+Kt93MBvrbvJyq/37VCOGqi2gRzvowsz8CKcBNkY06csJVH9FwTRrGvxt18nq0knOj5l+PugBuBI7GCe+Ed3jd4mb501l4o1r+D+9b8/8BTUPWWQFsBnbgfbPcDWgFfONvZz7wL7xWmcCPMYj6KLPNDGrpjf5hPD8a4I2aW3p+PALEBn18QZ0beAMLfeZv639Au6CPL8j68OctA7oEfVxB1wXeCMML/W29CTQL+vgCro8X8b4EWkAtGx31SOsDuBvYGbLsLKClPy8L74Lse+Df1LJB2sJcF3/zz5US//W+oI8vqPrAa9V3/t+O0vJrgj6+AOuj1l+ThvN3JWSbGdSR69FKzo0afz1q/gGIiIiIiIiI1HrqriwiIiIiIiJRQ0muiIiIiIiIRA0luSIiIiIiIhI1lOSKiIiIiIhI1FCSKyIiIiIiIlFDSa6IiEgNZp6pZnZmSNmFZvZekHGJiIjUVHqEkIiISA1nZj2AV4G+QCzeswqHOee+P4JtxTrnisMboYiISM2hJFdERKQWMLO/ATuBBv5re6AnEAfc55ybZGYZwHh/GYBfOOe+NLNTgHuBNUAf51y36o1eRESk+ijJFRERqQXMrAHwLbAXeAuY75x7zswaA9PxWnkdUOKc221mxwIvOuey/CT3baCHc255EPGLiIhUl7igAxAREZFDc87tNLOXgR3AhcBwM7vFn50ItAPygH+bWR+gGOgUsonpSnBFRKQuUJIrIiJSe5T4kwE/cs4tDp1pZvcB64DeeINL7g6ZvbOaYhQREQmURlcWERGpfaYAvzQzAzCzvn55CrDGOVcCXIY3SJWIiEidoiRXRESk9vkDEA/MMbN5/meAx4ArzOwrvK7Kar0VEZE6RwNPiYiIiIiISNRQS66IiIiIiIhEDSW5IiIiIiIiEjWU5IqIiIiIiEjUUJIrIiIiIiIiUUNJroiIiIiIiEQNJbkiIiIiIiISNZTkioiIiIiISNRQkisiIiIiIiJR4/8BX1ZmueTfrmoAAAAASUVORK5CYII=\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    1522.765058\n",
      "2022-01-01    1493.062812\n",
      "2023-01-01    1496.987904\n",
      "2024-01-01    1496.469211\n",
      "2025-01-01    1496.537755\n",
      "Freq: AS-JAN, Name: predicted_mean, dtype: float64\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\ritti\\anaconda3\\lib\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:471: ValueWarning: No frequency information was provided, so inferred frequency AS-JAN will be used.\n",
      "  self._init_dates(dates, freq)\n",
      "C:\\Users\\ritti\\anaconda3\\lib\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:471: ValueWarning: No frequency information was provided, so inferred frequency AS-JAN will be used.\n",
      "  self._init_dates(dates, freq)\n",
      "C:\\Users\\ritti\\anaconda3\\lib\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:471: ValueWarning: No frequency information was provided, so inferred frequency AS-JAN will be used.\n",
      "  self._init_dates(dates, freq)\n",
      "C:\\Users\\ritti\\anaconda3\\lib\\site-packages\\statsmodels\\tsa\\statespace\\sarimax.py:978: UserWarning: Non-invertible starting MA parameters found. Using zeros as starting parameters.\n",
      "  warn('Non-invertible starting MA parameters found.'\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Forecasted registrations for Computer and related activities for 2021-2025:\n",
      "2021-01-01    1052.428966\n",
      "2022-01-01    1121.809738\n",
      "2023-01-01    1158.158972\n",
      "2024-01-01    1177.202676\n",
      "2025-01-01    1187.179850\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 trade and commission trade, except of motor vehicles and motorcycles for 2021-2025:\n",
      "2021-01-01    543.080407\n",
      "2022-01-01    607.145410\n",
      "2023-01-01    661.092604\n",
      "2024-01-01    706.519901\n",
      "2025-01-01    744.772848\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    283.929192\n",
      "2022-01-01    276.110801\n",
      "2023-01-01    269.371904\n",
      "2024-01-01    263.563455\n",
      "2025-01-01    258.556985\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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Hxc1bHdZn/Lp3tjhGvMX06TbiOjWcv7PF9k6JW+YTBMfrDoLruQe2qI/aFuteH847g6a/XRsJWn/jBzbLJjh+hnXk33NNmjRpavxnIyIiInJIzOxcgmTr8P0u3E2Z2USCng3Hu06yADCz/yS4DOGbUcciIt2LklkRERE5KOFgQqcTdEUeRjDK9avu/tUo4xIRkZ5ByayIiIgcFDPrTdAF9yiCbrJPAF/xxG8pJSIictCUzIqIiIiIiEjK0WjGIiIiIiIiknKUzIqIiIiIiEjKyYg6gEMxePBgHzVqVNRhiIiIiIiISBIsXLhws7sPaW1eSiezo0aNYsGCBVGHISIiIiIiIklgZu+1NU/djEVERERERCTlKJkVERERERGRlKNkVkRERERERFJOSl8zKyIiIiIi0tKePXtYt24du3btijoUSVB2djYjRowgMzMz4XWUzIqIiIiISLeybt06+vXrx6hRozCzqMOR/XB3tmzZwrp16xg9enTC66mbsYiIiIiIdCu7du1i0KBBSmRThJkxaNCgA25JVzIrIiIiIiLdjhLZ1HIwn5eSWRERERERkQ7Wt2/fZq9///vfc9VVVwFw55138oc//KHNdV988UX++c9/HvB7zpkzh5tvvvmA1wMYNWoUmzdvbrV8ypQpTJkyhYkTJ/Kd73yH2tradrdVWVnJL3/5y4OK40AomRURERERkR7tsTfKOPnm5xl97ROcfPPzPPZGWVLf74tf/CKXXnppm/MPJpmtq6ujpKSEa6+99lDD28cLL7zA0qVLmT9/Pu+++y5XXHFFu8srmU1xnf2FEBERERGRA/fYG2Vc98hSyiprcKCssobrHlma1PP3G264gZ/85CcA3H777UycOJHCwkIuvvhi1qxZw5133snPf/5ziouL+dvf/sZ7773HtGnTKCwsZNq0afz73/8G4NOf/jT/9V//xemnn863vvWtZq2/GzZs4IILLqCoqIiioqK9yfH555/Psccey6RJk7jrrrsOKO6+ffty55138thjj7F161a2b9/OtGnTOOaYY5gyZQqzZ88G4Nprr+Wdd96huLiYa665ps3lDpVGM06Cxi9EzZ56oOkLAXD+0QVRhiYiIiIi0qP8YG4pb5ZXtzn/jX9Xsru+oVlZzZ56vvnwEh6Y/+9W15kYy+X7Mye1+741NTUUFxfvfb1161ZKSkr2We7mm29m9erV9OrVi8rKSvr3788Xv/hF+vbtyze+8Q0AZs6cyaWXXspll13G3XffzdVXX81jjz0GwNtvv82zzz5Leno6v//97/du9+qrr+bUU0/l0Ucfpb6+nu3btwNw9913M3DgQGpqajjuuOP46Ec/yqBBg9rdl3i5ubmMHj2alStXcuyxx/Loo4+Sm5vL5s2bOfHEEykpKeHmm29m2bJlLFq0CAhajVtb7lCva1bLbBLcMm/F3kS2Uc2eem6ZtyKiiEREREREpDUtE9n9lScqJyeHRYsW7Z1uvPHGVpcrLCzkkksu4b777iMjo/W2xldeeYVPfOITAHzqU5/i73//+955F154Ienp6fus8/zzz/OlL30JgPT0dPLy8oCgJbioqIgTTzyRtWvXsnLlygPeN3ff+3j99ddTWFjImWeeSVlZGRs2bGh1+USWO1BqmU2C8sqaAyoXEREREZHk2F8L6sk3P09ZK+fpBf1z+NMXTkpWWHs98cQTvPzyy8yZM4cf/vCHlJaW7ned+BbNPn36JPxeL774Is8++yyvvPIKvXv35rTTTjvg2+Fs27aNNWvWMG7cOO6//342bdrEwoULyczMZNSoUa1uL9HlDpRaZpMg1j/ngMpFRERERCQa10wfT05m85bNnMx0rpk+Punv3dDQwNq1azn99NP58Y9/TGVlJdu3b6dfv35s27Zt73If+MAHePDBB4EgMfzgBz+4321PmzaNO+64A4D6+nqqq6upqqpiwIAB9O7dm7feeotXX331gOLdvn07X/7ylzn//PMZMGAAVVVVDB06lMzMTF544QXee+89gH3ib2u5Q6VkNgmi/EKIiIiIiEjizj+6gB99ZAoF/XMwghbZH31kSqeMdVNfX88nP/lJpkyZwtFHH83XvvY1+vfvz8yZM3n00Uf3DgB1++2387vf/Y7CwkLuvfdebrvttv1u+7bbbuOFF15gypQpHHvssZSWlnLOOedQV1dHYWEh3/3udznxxBMTivP0009n8uTJHH/88Rx22GH86le/AuCSSy5hwYIFTJ06lfvvv5+jjjoKgEGDBnHyySczefJkrrnmmjaXO1TW2N85FU2dOtUXLFgQdRiteuyNMm6Zt4Kyyhqy0tP48X8UavAnEREREZFOsHz5ciZMmBB1GHKAWvvczGyhu09tbXm1zCbJ+UcX8I9rz+Ca6ePZXd/AcaMHRh2SiIiIiIhIt6FkNslKimIAzF1cHnEkIiIiIiIi3YeS2SQbObA3Rx/Wn9mLlMyKiIiIiIh0FCWznWBWUYzlFdWs3LBt/wuLiIiIiIjIfiU1mTWzNWa21MwWmdmCsGygmT1jZivDxwFxy19nZqvMbIWZTU9mbJ3pvMIYaQZz1NVYRERERESkQ3RGy+zp7l4cNwLVtcBz7j4WeC58jZlNBC4GJgHnAL80s/TWNphqhvTrxcljBjNncTmpPHq0iIiIiIhIVxFFN+NZwD3h83uA8+PKH3T3WndfDawCju/88JJjZlGM97bsZPG6qqhDERERERGRJEtPT6e4uHjvtGbNmqhDAuDWW29l586dUYfRIZKdzDrwVzNbaGZXhGXD3L0CIHwcGpYXAGvj1l0XljVjZleY2QIzW7Bp06Ykht6xzpk8nKyMNGYvKos6FBERERERibfkIfj5ZLihf/C45KFD3mROTg6LFi3aO40aNSqh9erq6g75vdujZDZxJ7v7McC5wJVm9qF2lrVWyvbpk+vud7n7VHefOmTIkI6KM+lyszM5Y/xQHl9SQX2DuhqLiIiIiHQJSx6CuVdD1VrAg8e5V3dIQtvSokWLOPHEEyksLOSCCy7g/fffB+C0007j+uuv59RTT+W2225j4cKFnHrqqRx77LFMnz6diooKAFatWsWZZ55JUVERxxxzDO+88w7bt29n2rRpHHPMMUyZMoXZs2cDsGPHDs477zyKioqYPHkyf/rTn7j99tspLy/n9NNP5/TTT+/w/etsGcncuLuXh48bzexRgm7DG8ws390rzCwf2Bguvg4YGbf6CKBbjZhUUhzj6dL1vPruFk4eMzjqcEREREREur+nroX1S9uev+41qK9tXranBmZfBQvvaX2d4VPg3JvbfduamhqKi4sBGD16NI8++iiXXnopv/jFLzj11FP53ve+xw9+8ANuvfVWACorK3nppZfYs2cPp556KrNnz2bIkCH86U9/4tvf/jZ33303l1xyCddeey0XXHABu3btoqGhgaysLB599FFyc3PZvHkzJ554IiUlJTz99NPEYjGeeOIJAKqqqsjLy+NnP/sZL7zwAoMHp34+krRk1sz6AGnuvi18fjZwIzAHuAy4OXycHa4yB/ijmf0MiAFjgfnJii8KZxw1lL69MpizqFzJrIiIiIhIV9Aykd1feYIauxk3qqqqorKyklNPPRWAyy67jAsvvHDv/I997GMArFixgmXLlnHWWWcFYdTXk5+fz7Zt2ygrK+OCCy4AIDs7G4A9e/Zw/fXX8/LLL5OWlkZZWRkbNmxgypQpfOMb3+Bb3/oWM2bM4JRTTjmk/emKktkyOwx41Mwa3+eP7v60mb0GPGRmlwP/Bi4EcPdSM3sIeBOoA6509/okxtfpsjPTOXvSMJ5cVsGN50+iV0a3GKxZRERERKTr2k8LKj+fHHYxbiFvJHzmieTE1Io+ffoA4O5MmjSJV155pdn86urqVte7//772bRpEwsXLiQzM5NRo0axa9cuxo0bx8KFC3nyySe57rrrOPvss/ne976X9P3oTEm7Ztbd33X3onCa5O43heVb3H2au48NH7fGrXOTux/p7uPd/alkxRalWcUFbNtVx0srUmfwKhERERGRbmva9yAzp3lZZk5Q3oHy8vIYMGAAf/vb3wC4995797bSxhs/fjybNm3am8zu2bOH0tJScnNzGTFiBI899hgAtbW17Ny5k6qqKoYOHUpmZiYvvPAC7733HgDl5eX07t2bT37yk3zjG9/g9ddfB6Bfv35s27atQ/ctKkm9Zlb2dfKRgxjUJ4vZi8s5e9LwqMMREREREenZCi8KHp+7EarWQd6IIJFtLO9A99xzD1/84hfZuXMnRxxxBL/73e/2WSYrK4uHH36Yq6++mqqqKurq6vjqV7/KpEmTuPfee/nCF77A9773PTIzM/nzn//MJZdcwsyZM5k6dSrFxcUcddRRACxdupRrrrmGtLQ0MjMzueOOOwC44oorOPfcc8nPz+eFF17o8H3sTOaeuiPrTp061RcsWBB1GAfse7OX8afX1rLwu2fRt5d+TxARERER6UjLly9nwoQJUYchB6i1z83MFrr71NaWT/ateaQVs4pj1NY18Myb66MORUREREREJCUpmY3AMYcNoKB/DrMXdas7D4mIiIiIiHQaJbMRMDNKimP8beVmtmw/tCG/RUREREREeiIlsxEpKYpR3+A8uUxdjUVEREREOloqjw3UEx3M56VkNiJHDe/HuGF9mauuxiIiIiIiHSo7O5stW7YooU0R7s6WLVvIzs4+oPU0lG5EzIySohg/+evblFXWUNA/Z/8riYiIiIjIfo0YMYJ169axadOmqEORBGVnZzNixIgDWkfJbIRKigr4yV/fZu7icr546pFRhyMiIiIi0i1kZmYyevToqMOQJFM34wgdNqg3xSP7M0ddjUVERERERA6IktmIzSqO8WZFNas2bos6FBERERERkZShZDZi5xXmk2aodVZEREREROQAKJmN2NB+2XzgyMHMXlyu0dZEREREREQSpGS2CygpjvHelp0sWVcVdSgiIiIiIiIpQclsFzB90nCy0tOYra7GIiIiIiIiCVEy2wXk5WRy+lFDmLuknPoGdTUWERERERHZHyWzXURJUQGbttXyr3e3RB2KiIiIiIhIl6dktouYNmEofbLS1dVYREREREQkAUpmu4jszHSmTx7OU8sqqK2rjzocERERERGRLk3JbBdSUhSjelcdL63YFHUoIiIiIiIiXZqS2S7k5DGDGdQnizmL1dVYRERERESkPUpmu5DM9DQ+PCWfZ5dvYHttXdThiIiIiIiIdFlKZruYWcUxdu1p4Jk310cdioiIiIiISJelZLaLOeawART0z2GORjUWERERERFpk5LZLiYtzZhZFONvKzezdcfuqMMRERERERHpkpTMdkGzimPUNThPLq2IOhQREREREZEuSclsF3TU8H6MHdpXXY1FRERERETaoGS2CzIzZhXHmL9mK+WVNVGHIyIiIiIi0uUome2iZhbFAJire86KiIiIiIjsI+nJrJmlm9kbZvZ4+PoGMyszs0Xh9OG4Za8zs1VmtsLMpic7tq7s8EF9KB7Zn9nqaiwiIiIiIrKPzmiZ/QqwvEXZz929OJyeBDCzicDFwCTgHOCXZpbeCfF1WSVFMd6sqGbVxm1RhyIiIiIiItKlJDWZNbMRwHnAbxJYfBbwoLvXuvtqYBVwfDLj6+pmFOaTZmggKBERERERkRaS3TJ7K/BNoKFF+VVmtsTM7jazAWFZAbA2bpl1YVmPNTQ3mw8cOZg5i8tx96jDERERERER6TKSlsya2Qxgo7svbDHrDuBIoBioAH7auEorm9kngzOzK8xsgZkt2LRpUwdG3DWVFMVYs2UnS9ZVRR2KiIiIiIhIl5HMltmTgRIzWwM8CJxhZve5+wZ3r3f3BuDXNHUlXgeMjFt/BLBP/1p3v8vdp7r71CFDhiQx/K5h+uThZKWnMUejGouIiIiIiOyVtGTW3a9z9xHuPopgYKfn3f2TZpYft9gFwLLw+RzgYjPrZWajgbHA/GTFlyrycjI5bfwQ5i4up75BXY1FREREREQgmvvM/tjMlprZEuB04GsA7l4KPAS8CTwNXOnu9RHE1+XMKi5g47Za/vXulqhDERERERER6RIyOuNN3P1F4MXw+afaWe4m4KbOiCmVTJswlD5Z6cxZXM4HxgyOOhwREREREZHIRdEyKwcoOzOd6ZOG8+TSCmrr1FgtIiIiIiKiZDZFlBTHqN5Vx8tvb446FBERERERkcgpmU0RJ48ZzMA+WcxeVBZ1KCIiIiIiIpFTMpsiMtPTOG9KPs8u38CO2rqowxEREREREYmUktkUUlIcY9eeBp55c0PUoYiIiIiIiERKyWwKOfawART0z1FXYxERERER6fGUzKaQtDRjRlE+f1u5ma07dkcdjoiIiIiISGSUzKaYWUUF1DU4Ty6tiDoUERERERGRyCiZTTET8vsxdmhf5iwujzoUERERERGRyCiZTTFmRklRjPmrt1JeWRN1OCIiIiIiIpFQMpuCSopjAMxV66yIiIiIiPRQSmZT0OGD+lA0sr+6GouIiIiISI+lZDZFzSqKUVpezaqN26MORUREREREpNMpmU1RMwrzSTPUOisiIiIiIj2SktkUNTQ3m5OOHMScRWW4e9ThiIiIiIiIdColsymspCjGmi07WVpWFXUoIiIiIiIinUrJbAo7Z1I+WelpzF6krsYiIiIiItKzKJlNYXm9Mzlt/BDmLi6nvkFdjUVEREREpOdQMpviSopjbNxWy79Wb4k6FBERERERkU6jZDbFTTtqGH2y0pmjrsYiIiIiItKDKJlNcTlZ6Zw9aThPLVtPbV191OGIiIiIiIh0CiWz3UBJcYyqmj28/PbmqEMRERERERHpFEpmu4EPjhnMgN6ZzFmsrsYiIiIiItIzKJntBjLT0zivMJ9n3lzPjtq6qMMRERERERFJOiWz3cSs4gJ27WngmTc3RB2KiIiIiIhI0imZ7SaOPWwAsbxsdTUWEREREZEeQclsN5GWZswsjvHy25t4f8fuqMMRERERERFJKiWz3UhJUYy6BufJZRVRhyIiIiIiIpJUSma7kYn5uYwZ2pfZi9TVWEREREREujcls92ImVFSFOO1NVspr6yJOhwREREREZGkSXoya2bpZvaGmT0evh5oZs+Y2crwcUDcsteZ2SozW2Fm05MdW3dUUhTDHR5fotZZERERERHpvjqjZfYrwPK419cCz7n7WOC58DVmNhG4GJgEnAP80szSOyG+bmXU4D4UjeyvrsYiIiIiItKtJTWZNbMRwHnAb+KKZwH3hM/vAc6PK3/Q3WvdfTWwCjg+mfF1VyVFMUrLq1m1cXvUoYiIiIiIiCRFsltmbwW+CTTElQ1z9wqA8HFoWF4ArI1bbl1Y1oyZXWFmC8xswaZNm5ISdKqbWZiPGbrnrIiIiIiIdFtJS2bNbAaw0d0XJrpKK2W+T4H7Xe4+1d2nDhky5JBi7K6G5mZz0hGDmLu4HPd9qlBERERERCTlJbNl9mSgxMzWAA8CZ5jZfcAGM8sHCB83hsuvA0bGrT8CUNPiQZpVHGP15h0sLauKOhQREREREZEOl7Rk1t2vc/cR7j6KYGCn5939k8Ac4LJwscuA2eHzOcDFZtbLzEYDY4H5yYqvuztnUj6Z6cYcDQQlIiIiIiLdUBT3mb0ZOMvMVgJnha9x91LgIeBN4GngSnevjyC+biGvdyanjR/K3CXl1Deoq7GIiIiIiHQvnZLMuvuL7j4jfL7F3ae5+9jwcWvccje5+5HuPt7dn+qM2LqzWcUxNlTX8q/VW6IORUREREREpENF0TIrnWTaUcPok5XOXI1qLCIiIiIi3cx+k1kz62NmaeHzcWZWYmaZyQ9NDlVOVjpnTxrOk0vXs7uuYf8riIiIiIiIpIhEWmZfBrLNrAB4DvgM8PtkBiUdp6QoRlXNHl5+W/fkFRERERGR7iORZNbcfSfwEeAX7n4BMDG5YUlH+eDYwQzonclsdTUWEREREZFuJKFk1sxOAi4BngjLMpIXknSkzPQ0Pjwln2ff3MCO2rqowxEREREREekQiSSzXwGuAx5191IzOwJ4IblhSUeaVVxAzZ56nl2+IepQREREREREOsR+k1l3f9ndS9z9f8PX77r71ckPTTrK1MMHEMvLZvYidTUWEREREZHuYb/dhc1sHPANYFT88u5+RvLCko6UlmbMLIrx27+v5v0duxnQJyvqkERERERERA5JIt2M/wy8AXwHuCZukhRSUhyjrsF5cllF1KGIiIiIiIgcskQGcqpz9zuSHokk1cT8XI4c0oc5i8q55ITDow5HRERERETkkCTSMjvXzL5sZvlmNrBxSnpk0qHMjFnFBcxfs5WKqpqowxERERERETkkiSSzlxF0K/4nsDCcFiQzKEmOkqIY7vD4YnU1FhERERGR1JbIaMajW5mO6IzgpGONGtyHohF5zF5cFnUoIiIiIiIih2S/yayZZZrZ1Wb2cDhdZWaZnRGcdLyS4gKWlVXzzqbtUYciIiIiIiJy0BLpZnwHcCzwy3A6NiyTFDSjMB8zmKN7zoqIiIiISApLZDTj49y9KO7182a2OFkBSXINy83mpCMGMWdxOV89cyxmFnVIIiIiIiIiByyRltl6Mzuy8YWZHQHUJy8kSbaSohirN+9gWVl11KGIiIiIiIgclESS2WuAF8zsRTN7CXge+Hpyw5JkOndyPpnpxuxFGghKRERERERSUyKjGT8HjAWuDqfx7v5CsgOT5Mnrncmp44Yyd0k59Q0edTgiIiIiIiIHrM1k1szOCB8/ApwHjAGOBM4LyySFzSqOsaG6lvmrt0YdioiIiIiIyAFrbwCoUwm6FM9sZZ4DjyQlIukUZ04YRu+sdOYsLuOkIwdFHY6IiIiIiMgBaTOZdffvh09vdPfV8fPMbHRSo5Kky8lK5+yJw3hy6Xp+UDKZrIxELp8WERERERHpGhLJYP7SStnDHR2IdL5ZxQVU1ezh5bc3RR2KiIiIiIjIAWmzZdbMjgImAXktrpHNBbKTHZgk3wfHDmZA70zmLC7nzInDog5HREREREQkYe1dMzsemAH0p/l1s9uAzycxJukkmelpfHhKPo+8XsaO2jr69GrvcBAREREREek62rtmdjYw28xOcvdXOjEm6UQlRTHu/9e/eXb5BmYVF0QdjoiIiIiISEISaYp7w8yuJOhyvLd7sbt/NmlRSac5btRA8vOymbOoXMmsiIiIiIikjEQGgLoXGA5MB14CRhB0NZZuIC3NmFkU46W3N/H+jt1RhyMiIiIiIpKQRJLZMe7+XWCHu98DnAdMSW5Y0plKimLUNThPLVsfdSgiIiIiIiIJSSSZ3RM+VprZZCAPGLW/lcws28zmm9liMys1sx+E5TeYWZmZLQqnD8etc52ZrTKzFWY2/SD2Rw7CpFguRw7pw+xFZVGHIiIiIiIikpBErpm9y8wGAN8B5gB9ge8msF4tcIa7bzezTODvZvZUOO/n7v6T+IXNbCJwMcG1uTHgWTMb5+71Ce6LHCQzo6SogFufe5uKqhry83KiDklERERERKRd7bbMmlkaUO3u77v7y+5+hLsPdfdf7W/DHtgevswMJ29nlVnAg+5e6+6rgVXA8YnthhyqkuIY7vD44oqoQxEREREREdmvdpNZd28ArjrYjZtZupktAjYCz7j7v8JZV5nZEjO7O2z1BSgA1satvi4sk04wenAfCkfkMXuxuhqLiIiIiEjXl8g1s8+Y2TfMbKSZDWycEtm4u9e7ezHBCMjHh9fc3gEcCRQDFcBPw8WttU20LDCzK8xsgZkt2LRpUyJhSIJKimIsK6vmnU3b97+wiIiIiIhIhBJJZj8LXAm8DCwMpwUH8ibuXgm8CJzj7hvCJLcB+DVNXYnXASPjVhsBlLeyrbvcfaq7Tx0yZMiBhCH7MbMohhnMWbRPtYuIiIiIiHQpiSSzE9x9dPwETNzfSmY2xMz6h89zgDOBt8wsP26xC4Bl4fM5wMVm1svMRgNjgfkHsC9yiIblZnPi6EHMXVyOe3uXN4uIiIiIiEQrkWT2nwmWtZQPvGBmS4DXCK6ZfRz4sZktDctPB74G4O6lwEPAm8DTwJUaybjzzSqO8e7mHSwrq446FBERERERkTa1eWseMxtOMABTjpkdTdM1rblA7/1t2N2XAEe3Uv6pdta5Cbhpf9uW5Dl3cj7fnb2MOYvLmDIiL+pwREREREREWtXefWanA58muHb1pzQls9uA65MblkQlr3cmp44bypzF5Vx77gTS01obl0tERERERCRabSaz7n4PcI+ZfdTd/9KJMUnESopjPLt8A/NXb+WkIwdFHY6IiIiIiMg+ErlmdoSZ5VrgN2b2upmdnfTIJDJnThhK76x05izWqMYiIiIiItI1JXRrHnevBs4GhgKfAW5OalQSqd5ZGZw1cRhPLq1gd11D1OGIiIiIiIjsI5FktvGiyQ8Dv3P3xXFl0k3NKo5RVbOHv63cFHUoIiIiIiIi+0gkmV1oZn8lSGbnmVk/QM113dwpY4cwoHcmsxepq7GIiIiIiHQ97Y1m3OhyoBh41913mtkggq7G0o1lpqdx7pR8Hn29jJ276+idlcihIiIiIiIi0jnabJk1s6PCp8Xh4xFmdgxwOIklwZLiZhXFqNlTzzNvbog6FBERERERkWbaS0r/C7iC4B6zLTlwRlIiki7juFEDyc/LZs6icmYVF0QdjoiIiIiIyF7t3Wf2ivDx9M4LR7qStDRjZlGMu/++mvd37GZAn6yoQxIREREREQESGADKzD7SyjTNzIZ2RoASrZKiGHUNzlPL1kcdioiIiIiIyF6JjGZ8OfAb4JJw+jVBF+R/mNmnkhibdAGTYrkcMaQPcxaXRR2KiIiIiIjIXokksw3ABHf/qLt/FJgI1AInAN9KZnASPTNjVlEB/1q9lfVVu6IOR0REREREBEgsmR3l7vHD2W4Exrn7VmBPcsKSrqSkOIY7PL5E95wVEREREZGuIZFk9m9m9riZXWZmlwFzgJfNrA9QmdTopEsYPbgPhSPymL1IyayIiIiIiHQNiSSzVwK/I7jf7NHAPcCV7r5DIx33HCVFMZaWVfHupu1RhyIiIiIiIrL/ZNbdHVgAPOHuXwWeBPomOS7pYmYUxjCDOYvVOisiIiIiItFL5NY8nwceBn4VFhUAjyUxJumChudlc8LogcxZVE7w+4aIiIiIiEh0Eu1mfDJQDeDuKwHdY7YHmlVcwLubd1BaXh11KCIiIiIi0sMlkszWuvvuxhdmlgGoaa4HOnfycDLTjdmLdM9ZERERERGJViLJ7Etmdj2QY2ZnAX8G5iY3LOmK+vfO4tRxQ5i7uIKGBv2eISIiIiIi0Ukkmb0W2AQsBb4APOnu305qVNJllRQXsL56F/PXbI06FBERERER6cESGc24wd1/7e4Xuvt/AO+Z2TOdEJt0QWdOGEpOZrruOSsiIiIiIpFqM5k1szPM7G0z225m95nZRDNbAPwIuKPzQpSupHdWBmdPGsZTyyrYXdcQdTgiIiIiItJDtdcy+1PgCmAQwa15XgXudfdj3f2RzghOuqaSohiVO/fwt5Wbog5FRERERER6qPaSWXf3F9291t0fAza5+22dFJd0YaeMHUL/3pnMWayuxiIiIiIiEo2Mdub1N7OPxL22+Ndqne25sjLS+PCUfB59vYydu+vondXeYSQiIiIiItLx2muZfQmYGTfFv56R/NCkKyspilGzp55nl2+MOhQREREREemB2mxSc/fPdGYgklqOHzWQ4bnZzFlURklRLOpwRERERESkh0nkPrMi+0hLM2YW5fPS25uo3Lk76nBERERERKSHSVoya2bZZjbfzBabWamZ/SAsH2hmz5jZyvBxQNw615nZKjNbYWbTkxWbdIxZxQXsqXeeWrY+6lBERERERKSHae8+sxeGj6MPctu1wBnuXgQUA+eY2YnAtcBz7j4WeC58jZlNBC4GJgHnAL80s/SDfG/pBJNiuRwxuA+zF5VFHYqIiIiIiPQw7bXMXhc+/uVgNuyB7eHLzHByYBZwT1h+D3B++HwW8GB4K6DVwCrg+IN5b+kcZkZJcYx/rd7K+qpdUYcjIiIiIiI9SHvJ7BYzewEYbWZzWk6JbNzM0s1sEbAReMbd/wUMc/cKgPBxaLh4AbA2bvV1YVnLbV5hZgvMbMGmTZsSCUOSqKQohjs8vkT3nBURERERkc7T3g1CzwOOAe4FfnowG3f3eqDYzPoDj5rZ5HYWt9Y20co27wLuApg6deo+86VzHTGkL1MK8pizuJzPnXJE1OGIiIiIiEgP0WbLrLvvdvdXgQ+4+0vA68BCd38pfJ0wd68EXiS4FnaDmeUDhI+NNypdB4yMW20EoOa+FDCrOMaSdVW8u2n7/hcWERERERHpAImMZjzMzN4AlgFvmtnC/bSwAmBmQ8IWWcwsBzgTeAuYA1wWLnYZMDt8Pge42Mx6hYNOjQXmH8jOSDRmFMYwgzmL9duDiIiIiIh0jkSS2buA/3L3w939MODrYdn+5AMvmNkS4DWCa2YfB24GzjKzlcBZ4WvcvRR4CHgTeBq4MuymLF3c8LxsThg9kDmLy3FXz28REREREUm+9q6ZbdTH3V9ofOHuL5pZn/2t5O5LgKNbKd8CTGtjnZuAmxKISbqYkqICrn90KaXl1UwuyIs6HBERERER6eYSaZl918y+a2ajwuk7wOpkByap5dzJw8lMN3U1FhERERGRTpFIMvtZYAjwSDgNBj6TzKAk9Qzok8WHxg5h7uJyGhrU1VhERERERJJrv92M3f194OpOiEVSXElxjOfe2shra7ZywhGDog5HRERERES6sURaZkUSctbEYeRkpjNbXY1FRERERCTJlMxKh+mdlcFZE4fx5NIKdtc1RB2OiIiIiIh0Y/tNZs3s5ETKRABmFceo3LmHv6/aFHUoIiIiIiLSjSXSMvuLBMtEOGXsEPJyMpm9SF2NRUREREQkedocAMrMTgI+AAwxs/+Km5ULpCc7MElNWRlpfHhKPrMXlbFzdx29sxK5lbGIiIiIiMiBaa9lNgvoS5Dw9oubqoH/SH5okqpKimLs3F3Ps8s3Rh2KiIiIiIi0ZslD8PPJcEP/4HHJQ1FHdMDabDZz95eAl8zs9+7+XifGJCnu+NEDGZ6bzZxFZZQUxaIOR0RERERE4i15COZcDXU1weuqtTA3vBtr4UXRxXWAEukD2svM7gJGxS/v7mckKyhJbelpxsyifH7/zzVU7txN/95ZUYckIiIiItIz1O2G7euhugK2lTc9bosr27oa8Obr7amB527sdsnsn4E7gd8A9ckNR7qLkqICfv231Ty1bD0fP/6wqMMREREREUlt7lDzPmyraCNRLQ/m7WjlriLpvSA3H/rFIHY0bH239feoWpfcfehgiSSzde5+R9IjkW5lckEuRwzuw5xF5UpmRURERETaU7c7SES3VTQlpY2P8Ylq3a591+09uClRLTgmeGx8nZsP/fIhZwCYNa2zdn7QtbilvBHJ28ckSCSZnWtmXwYeBWobC919a9KikpRnZswsinH78ytZX7WL4XnZUYckIiIiItK5GltTWyao1WFramPr6s7N+66bkR0korkxKDi2RYIaPvYdBhm9Djyuad8LrpHdU9NUlpkTlKeQRJLZy8LHa+LKHDii48OR7qSkOMZtz63k8SXlfO4UHS4iIiIi0o3U1bbS5Te+RTVsVW2tNbXPkDBRLYCCqUHC2i+/eaKa3b95a2pHarwu9rkbg67FeSOCRDaFrpeFBJJZdx/dGYFI93PkkL5MLshlzmIlsyIiIiISsSUPJZa8ucPOrc2vSW2ZsG6rgJ1b9l03I6cpIR1xXFPLavxj32GQ0QUGSC28KOWS15b2m8ya2aWtlbv7Hzo+HOluZhUVcNOTy1m9eQejB/eJOhwRERER6YmWPNS8W23VWph9Jbw9L0gumyWq66G+tsUGLGhNzc2HvJEw8vjm16TmxqDf8OS2pso+EulmfFzc82xgGvA6oGRW9mtGUT7/89Ry5iwq5ytnjo06HBERERHpzhrqg26+le/B++81PZY+AvW7my9bvxuWPQyZvZsS0pEntH1tanpmNPskbUqkm/F/xr82szzg3qRFJN1Kfl4Ox48ayOzFZVw9bQymX6pERERE5GC5B917338PKtcEj++vaUpaq9ZBw564FSzoUtwykY2ff325WlNTVCItsy3tBNTEJgmbVVzA9Y8upbS8mskFeVGHIyIiIiJdWe225q2qLR/37Gi+fO/BMODw4P6pk86H/ocHr/sfHnQJzsiCn09u+1Y0SmRTViLXzM4lGL0YIB2YADyUzKCkezl38nC+/ehSLr7rVXbU1hHrn8M108dz/tEFUYcmIiIiIp2tbneQWMa3qDY+vr8GalrcATSrb5igjoLRpwaPjclq/8OgV9/9v2c3uRWNNJdIy+xP4p7XAe+5+7okxSPd0Etvb8IMttfWAVBWWcN1jywFUEIrIiIi0t00NAQDKbWWrFa+F1zTuretDEjPClpQBxwO+bOaEtUBh0P/UdB74KG3nnaTW9FIc4lcM/uSmQ2jaSColckNSbqbW+atoMGbl9XsqeeWeSuUzIqIiIikmsZb1zRes9oyYa1a2+IaVQsGV+p/OIz+UPNuwAMODwZfSktPftzd4FY00lwi3YwvAm4BXgQM+IWZXePuDyc5NukmyitrDqhcRERERDpAovdVbc3uHa0kqmuanu/e3nz5nIFBYjp8CkyYEXQFbuwanDcCMnp18M6JJNbN+NvAce6+EcDMhgDPAkpmJSGx/jmUtZK4xvrnRBCNiIiISA/Q2n1V514dPC+8qOm61bYGWdq5ufn2Mvs0taaOPmXf1tVe/Tp3/0RILJlNa0xkQ1uAtCTFI93QNdPHc90jS6nZU9+s/EPjBkcUkYiIiEg399yNzQc7guD17KuCedVl4A1N89Iymq5bPeq8uER1VPDYZ7BG/ZUuJ5Fk9mkzmwc8EL7+GPBU8kKS7qbxuthb5q2gvLKG/Lxs+vbK4MHX1nL0yAFcdNzIiCMUERERSVHusG09bF4Bm1fCphXB89ZuQwNQXwuHfyCuG3CYtObGOue6VZEOlMgAUNeY2UeADxJcM3uXuz+a9MikWzn/6IJmgz3t2lPP5/+wgG/+ZQkN7lx8/GERRiciIiLSxdXXBdesbl4Bm9+GTW83JbC11U3L9cqFwWMhszfs2bnvdvJGwkfu6rSwRZKpzWTWzMYAw9z9H+7+CPBIWP4hMzvS3d/prCCl+8nOTOfXl07lC/cu5NpHltLg8IkTlNCKiIhID7d7R5Cgbl4ZJKubwuR1yzvQsKdpuX75QdJa+DEYMj54Png89BsedAduec0s6L6q0u201zJ7K3B9K+U7w3kz29uwmY0E/gAMBxoIWnRvM7MbgM8Dm8JFr3f3J8N1rgMuB+qBq919XqI7IqknOzOdX33qWL5030Kuf3QpDe588sTDow5LREREJPl2bG5KVDe/HT5fCVX/blrG0mDA6CBZHXcODB7XlLhm57W/fd1XVXoAc/fWZ5gtc/fJbcxb6u5T2t2wWT6Q7+6vm1k/YCFwPnARsN3df9Ji+YkE1+UeD8QIRkwe5+7NRw2KM3XqVF+wYEF7YUgKqK2r50v3vc7zb23kh7Mm8amTRkUdkoiIiMiha2gIktNNYcK6eUXT85qtTctl9oZBY8JENUxWh4yHgUfoljbS45nZQnef2tq89lpms9uZt997qrh7BVARPt9mZsuBgnZWmQU86O61wGozW0WQ2L6yv/eS1NYrI507PnkMV97/Ot+dXUqDw2UfGBV1WCIiIiKJqauFLataXMv6NmxeBXVx3Xx7Dw5aVyeWhEnrOBgyDnJHQJpuFiJyoNpLZl8zs8+7+6/jC83scoJW1oSZ2SjgaOBfwMnAVWZ2KbAA+Lq7v0+Q6L4at9o62k9+pRvplZHOLy85liv/+Drfn1NKfYPz2Q+OjjosERERkSY1lS26BYfP318Td5sbg/4jg2R19KlN17IOGQ+9B0YYvEj3014y+1XgUTO7hKbkdSqQBVyQ6BuYWV/gL8BX3b3azO4Afgh4+PhT4LMEIyW3tE8faDO7ArgC4LDDNGBQd5KVkcb/+8Qx/OcDr3Pj42/S4M7nTjki6rBERESkJ3GH6vLWk9btG5qWS88KugYPL4QpFwatrIPHBWVZvaOLX6QHaTOZdfcNwAfM7HSg8drZJ9z9+UQ3bmaZBIns/eGIyI3bbZz/a+Dx8OU6IP6GoyOA8lbiugu4C4JrZhONRVJDVkYa//eJY7j6gTf47yeW4w6f/5ASWhEREUnQkocSG/Sofg9sXb3vtaybV8LubU3L9coLugKPOSt4bExaB4zSfVlFIpbIfWZfAF440A2bmQG/BZa7+8/iyvPD62khaOFdFj6fA/zRzH5GMADUWGD+gb6vpL7M9DRu//jRfPXBRdz05HIa3PnCqUdGHZaIiIh0dS1vR1O1FuZcHXQD7n943K1uVsLWd1vc6iYWJKvFn2gagGnweOg7NLjVjYh0OftNZg/BycCngKVmtigsux74uJkVE3QhXgN8AcDdS83sIeBNoA64sr2RjKV7y0xP47aLizGDHz31FvXufPm0MVGHJSIiIl1VfR389bvN76sKwQBML9wUPLf0YITgIePhqPOaBmAaPA569ev8mEXkkCQtmXX3v9P6dbBPtrPOTcBNyYpJUktGehq3fqyYNDN+/PQK3OHK05XQioiI9Hh1tbBxOVQsbpo2LIO6XW2vc+X84J6tGVmdF6eIJFUyW2ZFDllGeho/u6iININb5q2gvsG5etrYqMMSERGRzrJ7J2wohYpFTYnrxuVNXYR75UJ+ERz3OVj0x+b3b22UNzJojRWRbkXJrHR5Gelp/PSioIX2Z8+8TYM7Xz1zXNRhiYiISEer3QbrlzYlreWLgutcG297kzMQYsXwgauCBDa/CPqParpHa35R82tmATJzgkGgRKTbUTIrKSE9zbjlwiLS0oxbn11Jg8PXzhyLaUAGERGR1LRzK6xf0ryr8JZVTfP7Dg+S0wkzg8dYMeQWtD8YU+OoxYmMZiwiKU/JrKSM9DTjxx8tJM3g9udW4u7811njlNCKiIh0dds3hgnroqbEtfLfTfPzDoP8Qii8OGxxLYR+ww/uvQovUvIq0kMomZWUkpZm3PyRQtLM+MXzq2hw5xtnj1dCKyIi0hW4Q3V589bWisWwrbxpmYFHQMGxMPXypq7CvQdGF7OIpCwls5Jy0tKM/7lgCmbG/3vhHeob4FvnKKEVERHpVO7B/VtbJq47NwfzLS245c3oU5qS1uFTIDsv0rBFpPtQMispKS3NuOn8yaQZ3PnSO7g71557lBJaERGRZGhogK3vBAMyNXYVXr8EdlUF89MyYOgEGH8O5BcHieuwSZDVJ8KgRaS7UzIrKSstzfjv8yeTZsavXn6X+gbn2+dNUEIrIiJyKOrrghGE41tb1y+F3duD+em9gkR10keaBmYaOhEyekUatoj0PEpmJaWZGTfOmkR6mvGbv6+mweG7M5TQioiIJKSuFja+2Txx3VAKdbuC+Zl9gq7BxZc0dRUeMh7SM6ONW0QEJbPSDZgZ3585ETO4+x+raXAPXyuhFRGRHmDJQ4ndimb3ziBRrVjU1FV443JoqAvm98oLRhE+7nNNXYUHHQlp6Z24MyIiiVMyK92CmfG9GRNJM+O3f1+Nu3NDySQltCIi0r0teQjmXg17aoLXVWubXg8a07zFdfMK8IZgud6DgmT1A2c2tbgOGN3+PVxFRLoYJbPSbZgZ3zlvAmkGv/7baurdubFkMmlp+scsIiLd1HM3NiWyjfbUBAlto375QbI6saQpcc0tUOIqIilPyax0K2bG9R+eQFqa8auX3qXB4b9nKaEVEZFuqmpd2/MueRiGF0K/YZ0Xj4hIJ1IyK92OmXHtOUeRZsYdLwa37bnp/ClKaEVEpPvJGxF0Ld6nfCSMPavz4xER6URpUQcgkgxmxjenj+eq08fwwPy1XPfIUhoaPOqwREREOta070FmTvOyzJygXESkm1PLrHRbZsbXzx5HmsHtz6+iwZ2bP1pIulpoRUSku2gctTiR0YxFRLoZJbPSrZkZ/3X2eNLSjFufXUmDw4//QwmtiIh0I4UXKXkVkR5Jyaz0CF89cxyG8fNn38bdueXCIiW0IiIiIiIpTMms9BhfOXMsaQY/feZt6t356YVFZKTrsnERERERkVSkZFZ6lP+cNpa0NOOWeStwh59dpIRWRERERCQVKZmVHufK08eQZsb/Pv0WDe7c+rFiJbQiIiIiIilGyaz0SF867UjS0+B/nnwLd7j14mIyldCKiIiIiKQMJbPSY13xoSNJM+O/n1hOgzu3f/xoJbQiIiIiIilCZ+7So33ulCP47oyJPLVsPVf98XV21zVEHZKIiIiIiCRAyaz0eJd/cDQ3zJzIvNINXKmEVkREREQkJSiZFQE+ffJobpw1iWfe3MCX719IbV191CGJiIiIiEg7dM2sSOjSk0ZhZnz3sWV86b7XueOTx9ArIz3qsEREpIXH3ijjlnkrKK+sIdY/h2umj+f8owuiDktERDqZWmZF4nzqxMO56YLJPP/WRr5w70J27VELrYhIV/LYG2Vc98hSyiprcKCssobrHlnKY2+URR2aiIh0MiWzIi1ccsLh/OgjU3hxxSauUEIrItIlbKzexTNvbuC7jy2jpsXf5Zo99dwyb0VEkYmISFTUzVikFR8//jDSzfjWI0v4/B8W8OtLp5KdqS7HIiKd4f0du1lSVsWStZXB47pKNlTXtrtOeWVNJ0UnIiJdRdKSWTMbCfwBGA40AHe5+21mNhD4EzAKWANc5O7vh+tcB1wO1ANXu/u8ZMUnsj8XHTcSM/jmX5bwuXuChDYnSwmtiEhHqt61h2VlVSxdV8WSdVUsKatk7damxPSIIX046YhBFI7oT+GIPK5+4A3Kq3bts51Y/5zODFtERLqAZLbM1gFfd/fXzawfsNDMngE+DTzn7jeb2bXAtcC3zGwicDEwCYgBz5rZOHdXH0+JzIVTR5JmxjceXszl97zGby87TgmtiMhBqtldT2l5mLSuC1pd3920Y+/8kQNzKCzozydPOJwpI/KYXJBHbnZms21885yjuO6Rpc26GudkpnPN9PGdth8iItI1JC2ZdfcKoCJ8vs3MlgMFwCzgtHCxe4AXgW+F5Q+6ey2w2sxWAccDryQrRpFEfPTYEaSlwdcfWsxnfj+fuz99HL2z1ENfRKQ9tXX1rFi/jcXrqli6rpIl66p4e8M2GjyYPyy3F4Uj+nNBcQGFI/szpSCPgX2y9rvdxlGLNZqxiIh0yhm5mY0Cjgb+BQwLE13cvcLMhoaLFQCvxq22Lixrua0rgCsADjvssCRGLdLkgqNHkGbG1/60iE//7jV+9+nj6NNLCa2ICEBdfQMrN24PWlvXVbG0rIrlFdXsqQ8y14F9sphSkMfZE4cxJewuPCw3+6Df7/yjC5S8iohI8pNZM+sL/AX4qrtXm1mbi7ZS5vsUuN8F3AUwderUfeaLJMus4gLMjK8++Aaf+d1r3P2Z4+irhFZEepiGBufdzTtYWlbJ4rVB4lpaXsWuPQ0A9OuVwZQReVz+wSMoHJHHlII8RgzIoZ3//yIiIgclqWfiZpZJkMje7+6PhMUbzCw/bJXNBzaG5euAkXGrjwDKkxmfyIEqKYqRZvCVBxfx6bvn8/vPHq+EVkS6LXdn3fs1LF5XydJ1VSxeV8mysmq219YBwbWqkwty+cTxh1M0MkhcRw3qQ1qaElcREUm+ZI5mbMBvgeXu/rO4WXOAy4Cbw8fZceV/NLOfEQwANRaYn6z4RA7WjMIYaWb85wNvcNnd8/n9Z46jX4sBSkREUo27s6G6dm/iuqQsuNb1/Z17AMhKT2NCLJcLji6gcEQehSP6c+SQPmSk65b1IiISjWQ2KZ0MfApYamaLwrLrCZLYh8zscuDfwIUA7l5qZg8BbxKMhHylRjKWrurDU/JJM7jqj29w6d3zueezx+8z4qaISFe2ZXtteC/XqqDL8LoqNm0L7uWanmaMG9aP6ZOGM2VEHkUj+jNuWD+yMpS4iohI12HuqXvZ6dSpU33BggVRhyE92LzS9Vx5/+tMKsjjD589nrwcJbQi0vVU1QT3ct17S5x1VZRVBvdyNYMjh/SlsCAvuMZ1RH8mxXLJztRtyEREJHpmttDdp7Y6T8msyKF55s0NfPn+hUzMz+UPl5+ghFZEIrVzdx3LyqqbjSy8enPTvVwPH9SbKWHiWhgmrrpUQkREuiolsyJJ9tzyDXzpvtcZP7wf911+Anm9dWIoIh3rsTfK9rm36jmTh/PW+m17E9cl6ypZtXH73nu55udl701aG0cW7t97//dyFRER6SqUzIp0guff2sAX732dccP7ct/lJ+iEUUQ6zGNvlHHdI0uoCW9/A0H3YIO9ieugPlnNE9cReQztd/D3chUREekKlMyKdJIXVmzkC/cuZMyQvtz/uRMY0EcJrYgcvIYG542173PZ3fPZXrvvmIh9e2XwkwsLmTKiP7G8bN3LVUREup32klndIFOkA50+fii/vnQqn//DAj7xm39x/+dOYKASWhE5AHvqG3j13S08vWw9f31zw94Rhluzo7aOcybnd2J0IiIiXYeSWZEOduq4Ifz2sql87p4FfOLXr3L/505gUN9eUYclIl1Yze56Xl65iXnL1vPs8g1U76ojJzOd048awvRJw7n5qbeoqNq1z3qx/jkRRCsiItI1KJkVSYJTxg7h7k8fx+X3vMYnfv0v7v/8CQxWQisicapq9vD8WxuYt2wDL769kV17GsjLyeSsicM5Z/JwThk7eO/tcdzhukeWUrOnqatxTmY610wfH1X4IiIikdM1syJJ9M9Vm/nsPa8xckBv/vj5ExnSTwmtSE+2cdsunnlzA/NKN/DPVZupa3CG5fbi7DCBPX70QDLT01pdt7XRjM8/uqCT90BERKRzaQAokQi98s4WPvv71ygYkMMfP3+CRhcV6WHWbt3JvNL1zCtdz4L33scdRg3qzfTJw5k+aTjFI/qTlqaBm0RERFqjZFYkYv96dwuf+f1r5Odl88DnT2RorhJake7K3Vm5cTtPL1vP08vW82ZFNQAT8nM5Z9Jwpk8exvhh/TTysIiISAKUzIp0AfNXb+Uzv5tP76x00tPS2FC9S10FRbqJhgZnSVlVMAJx6Xre3bwDgGMPHxAksJOGc9ig3hFHKSIiknp0ax6RLuD40QO5/JTR3P7cqr1lZZU1XPfIUgAltCIppq6+gflrtjJv2XrmlW5gffUuMtKMk44cxGc/OJqzJw5TLwwREZEkUjIr0on+srBsn7KaPfXcMu8tJbMiKWDXnnr+vnIz80qDW+i8v3MP2ZlpfGjsEL45eTzTjhpGXu/MqMMUERHpEZTMinSi8sqaVsvLKnfxoyeXM6MwxuSCXF1LJ9KFbNu1hxdWbGJe6XpefGsjO3bX0y87g2lHDeWcycP50Lgh9M7Sv1MREZHOpv++Ip0o1j+HslYS2l4Zafz276v51cvvMmpQb2YUxphZFGP88H4RRCkiW7bX8uzy4BY6f1+5md31DQzu24tZRxcwfdJwTjpiEFkZrd9CR0RERDqHklmRTnTN9PFc98hSavbU7y3LyUznRx+ZwmnjhzCvdD1zF1fwyxdX8X8vrGLs0L5hYpvPEUP6Rhi5SPdXXlnDvNJgBOLX1mylwWHEgBwuPelwpk8ezjGHDSBdt9ARERHpMjSasUgne+yNMm6Zt4Lyypo2RzPetK2Wp5dVMHdJBa+t2Yo7TMzPZWZRjBmF+YwcqFFRRTrCO5u27x2BePG6KgDGDesb3kJnOBPz1e1fREQkSro1j0gKW1+1iyeWVvD4knLe+HclAMUj+zOjMJ8ZhTGG52m0VJFEuTul5dXBPWBL17Nq43YAikb2D2+hM0y9IERERLoQJbMi3cTarTt5YmkFcxeXU1pejRkcd/hAZhTlc+7kfIb06xV1iCJdTn2Ds2DNVuaVbmBe6XrKKmtITzOOHzWQcyYP5+xJw8jPy4k6TBEREWmFklmRbujdTdt5fEnQYvv2hu2kGZx05CBmFsY4Z/Jw+vfOijpEkcjU1tXzz3e28NfS9fy1dANbduwmKyONU8YMZvrk4Zw5YRgD++g7IiIi0tUpmRXp5las38bjS8p5fEkFqzfvICPNOGXsYGYUxjhr0jBys3XfS+n+dtTW8dLbwS10nl++kW21dfTJSueMCcOYPmkYp40fSt9eGvdQREQklSiZFekhGq8HnLuknMcXV1BWWUNWRhqnjRvCjKIYZ04YqvthSrdSuXM3zy7fyLzS9bz89iZq6xoY2CeLsyYMY/rkYXzgyMFkZ6ZHHaaIiIgcJCWzIj2Qu/PG2krmLi7nyaUVbKiuJScznTMmDGVmYYzTxg/RSb50aW2N/L2hehd/LQ0GcHr13a3UNzj5edlMnzSccyYPZ+rhA8hI1z1gRUREugMlsyI9XEOD89qarcxdUs5TS9ezZcdu+vbK4OyJw5hRlM8HxwwhK0Mn/9J1PPZG2T73ZM5IMwr6Z/Pe1hoAjhjSJxyBeDiFI/J0Cx0REZFuSMmsiOxVV9/AK+9u4fHFFTy1rILqXXXk5WRyzqThzCyKceIRA9WqJZE7+ebnKaus2ac8M934yrSxnDN5OGOG9osgMhEREelMSmZFpFW76xr4+6pNPL64gr++uYHttXUM6pPFuVOGM7MwxnGjBpKWptYu6Twbt+3iiSUV/GDum63ON2D1zed1blAiIiISmfaSWY0EI9KDZWWkccZRwzjjqGHs2lPPiys2MXdJOQ8vXMd9r/6bYbm9OG9KjBlF+Rw9sr+6cUpSbNu1h3mlG5i9qIx/rNpMgwddiusa9v2xNdZf94MVERGRgJJZEQEgOzOdcyYHA+jsqK3jubc28vjicu579T3u/sdqRgzI4bzCfGYWxpgUy1ViK4ekti748WTOonKeXb6B2roGRg7M4cunjWFWcYzS8up9rpnNyUznmunjI4xaREREuhJ1MxaRdlXv2sMzpRt4fEk5f1u5mboGZ/TgPswozGdmUYxxw3TdoiSmvsH51+otzFkUjLBdvSvo1j6jMJ+S4gKOOax5639boxmLiIhIzxHJNbNmdjcwA9jo7pPDshuAzwObwsWud/cnw3nXAZcD9cDV7j5vf++hZFakc72/YzfzStczd0k5r7yzhQaHccP6MrMwxoyiGKMH94k6ROliGu99PHtRGXMXV7C+ehd9stKZPmk4JcUxPjhmsAYcExERkTZFlcx+CNgO/KFFMrvd3X/SYtmJwAPA8UAMeBYY5+71tEPJrEh0Nm2r5allFTy+uIL5a7YCMLkglxmFMc6bks/Igb0jjlCi9N6WHcxeVM7sRWW8s2kHmenGqeOGMqs4xpkThpGTpXsci4iIyP5FMgCUu79sZqMSXHwW8KC71wKrzWwVQWL7SrLiE5FDM6RfLy49aRSXnjSKiqoanlhSweNLKrj5qbe4+am3OPqw/swsjHFeYT7DcrOjDlc6QeNIxLMXlbNobSUAJ4weyOUfPIIPTxlO/95Z0QYoIiIi3UoUA0BdZWaXAguAr7v7+0AB8GrcMuvCMhFJAfl5OXzulCP43ClHsHbrTh5fUsHcxeXc+Pib/PCJNzlu1EBmFsU4d/JwBvftFXW40oFaG4l4Yn4u1517FDOLYhp9WERERJImqQNAhS2zj8d1Mx4GbAYc+CGQ7+6fNbP/B7zi7veFy/0WeNLd/9LKNq8ArgA47LDDjn3vvfeSFr+IHJp3Nm3n8cUVzF1SzqqN20kzOHnMYGYU5jN9UtBSp0F+Uk9bIxHPKipgVnGMsRoUTERERDpIJNfMhm88irhktq154eBPuPuPwnnzgBvcvd1uxrpmViQ1uDsrNmzj8cUVPL6knDVbdpKZbowd2peVG7ezp77p71BOZjo/+sgUJbRdzIGORCwiIiLSESK5ZraNQPLdvSJ8eQGwLHw+B/ijmf2MYACoscD8zoxNRJLHzDhqeC5HDc/l62ePY1lZNY8vKec3f1tNfYsf1Gr21PM/Ty5nRmG+RrmNmEYiFhERka4sacmsmT0AnAYMNrN1wPeB08ysmKCb8RrgCwDuXmpmDwFvAnXAlfsbyVhEUpOZMWVEHlNG5HHXy++2uszGbbVM+v48JuTnMimWy+SCPCbFchk3rB/ZmRoFN9naGon42+dN0EjEIiIi0mUktZtxsqmbsUhqO/nm5ymrrNmnfEDvTD56zAiWlVdRWl7Ntl11AGSkGWOG9t2b3E4uyGNCfi59e0Uxll330tZIxLOKCzh38nAG9NFIxCIiItL5ukw3YxGReNdMH891jyylZk9TR4yczHS+P3PS3mtm3Z21W2soLa9iWXkVy8qqeXHFRh5euA4AMxg9qA+TGhPcWPCo5Gv/WhuJeIJGIhYREZEUoZZZEYnUwYxm7O5s3FYbJLhl1Xsf41t5C/rnMDEuuZ1ckMew3F49fpCi9kYiLimOMU4jEYuIiEgXEtloxsmmZFZE4lXu3E1peVNyu6y8itWbd9D4Z25QnywmFeQxOZbLpFgekwtyOWxg726f4GokYhEREUlV6mYsIj1C/95ZnDxmMCePGby3bEdtHcsrqiktr2ZZWXAN7l0vv0tdQ5Dh9uuVwcS45HZSLI8jh/RJ+VF69zcS8cljBpOZ4vsoIiIiPZuSWRHp1vr0ymDqqIFMHTVwb1ltXT0rN2xnWVnV3kGm/jj/PXbtaQCgV0Zayo6k3HIk4ow047TxQzQSsYiIiHQ76mYsIgLU1TewevOOILkNuyinykjKrY1EfPzogZyvkYhFREQkxemaWRGRg9A4knKQ2DYNNrV5+24g2pGU2xqJ+PzimEYiFhERkW5DyayISAdpOZJy43W4nTGSskYiFhERkZ5GA0CJiHQQM2NYbjbDcrM546hhe8vf37GbNyuakttl5VU8u3zD3pGUB/fNYmKs/ZGUW7tN0cyi2D4jEQ/sk8XHjhvJLI1ELCIiIj2YWmZFRJKkcSTlpgS3mpUbtrU6knJtXR0PLyyjtq5h7/oZaUbvrHSqd9XROxyJeJZGIhYREZEeRC2zIiIRaGsk5bfXbw+6KYddleNHUo5X1+DsrmvgFx8/WiMRi4iIiLSgZFZEpBP1ykhnyog8pozI21tWV9/A2G8/RWv9ZGrrGphZFOu8AEVERERShPqpiYhELCM9rc3RhzUqsYiIiEjrlMyKiHQB10wfT05m827EOZnpXDN9fEQRiYiIiHRt6mYsItIFnH90AcA+oxk3louIiIhIc0pmRUS6iPOPLlDyKiIiIpIgdTMWERERERGRlKNkVkRERERERFKOklkRERERERFJOUpmRUREREREJOUomRUREREREZGUo2RWREREREREUo6SWREREREREUk5SmZFREREREQk5SiZFRERERERkZSjZFZERERERERSjrl71DEcNDPbBLwXdRz7MRjYHHUQXYjqo4nqojnVRxPVRXOqj+ZUH01UF82pPppTfTRRXTSn+miuq9fH4e4+pLUZKZ3MpgIzW+DuU6OOo6tQfTRRXTSn+miiumhO9dGc6qOJ6qI51Udzqo8mqovmVB/NpXJ9qJuxiIiIiIiIpBwlsyIiIiIiIpJylMwm311RB9DFqD6aqC6aU300UV00p/poTvXRRHXRnOqjOdVHE9VFc6qP5lK2PnTNrIiIiIiIiKQctcyKiIiIiIhIylEye4DMbKSZvWBmy82s1My+EpYPNLNnzGxl+DggLB8ULr/dzP6vxbaeNrPF4XbuNLP0KPbpUHRkfcRtc46ZLevM/egIHXxsvGhmK8xsUTgNjWKfDkUH10eWmd1lZm+b2Vtm9tEo9ulgdVRdmFm/uGNikZltNrNbI9qtg9bBx8bHzWypmS0J/6YOjmKfDkUH18fHwrooNbMfR7E/h+Ig6uIsM1sYHgMLzeyMuG0dG5avMrPbzcyi2q+D1cH1cZOZrTWz7VHtz6HqqPows95m9kT4/6TUzG6Ocr8ORgcfGz3xfLTN+ojbZkqej0KHHx9d+5zU3TUdwATkA8eEz/sBbwMTgR8D14bl1wL/Gz7vA3wQ+CLwfy22lRs+GvAX4OKo9y/K+gjnfwT4I7As6n2L+Nh4EZga9T51ofr4AfDf4fM0YHDU+xdVXbTY7kLgQ1HvX1T1AWQAGxuPh3D9G6LevwjrYxDwb2BI+PoeYFrU+5fkujgaiIXPJwNlcduaD5xE8D/2KeDcqPcv4vo4Mdze9qj3K+r6AHoDp4fPs4C/pdrx0cHHRk88H22zPsKylD0fTcLx8SJd+Jw08gBSfQJmA2cBK4D8uANoRYvlPk0bJ6VAJjAX+FjU+xNlfQB9gb+HX7aU/OPRgXXRpf9wRFAfa4E+Ue9DV6iLuHljw3qxqPcnqvoI/3ZuAg4nOAm7E7gi6v2JsD6OA56Ne/0p4JdR709n1EVYbsAWoFe4zFtx8z4O/Crq/YmqPlqUp2wym4z6COfdBnw+6v2Jui7ogeejrdUH3ex8tAPq40W68DmpuhkfAjMbRfBLxr+AYe5eARA+JtQEb2bzCFoWtgEPJyfSztEB9fFD4KfAzmTF2Fk64tgAfhd25/huKnaPi3co9WFm/cOnPzSz183sz2Y2LInhJlUHHRsQnJz/ycP/NKnqUOrD3fcAXwKWAuUEJx6/TWa8yXaIx8cq4CgzG2VmGcD5wMjkRZtcB1EXHwXecPdaoABYFzdvXViWsg6xPrqdjqqP8H/MTOC5ZMabTB1RFz38fLRlfXSb81HosO9Klz0nVTJ7kMysL0FXjK+6e/XBbsfdpxP8MtIL2Ke/fqo41Pows2JgjLs/2tGxdbYOOjYucfcpwCnh9KmOiq+zdUB9ZAAjgH+4+zHAK8BPOjDETtNRfzdCFwMPHHpU0emAvxuZBMns0UAMWAJc16FBdqJDrQ93f5+gPv5E0G1yDVDXkTF2lgOtCzObBPwv8IXGolYWS9kffjqgPrqVjqqP8EefB4Db3f3dZMSabB1VFz31fLRlfXSn81HosOOjS5+TKpk9COEJ1F+A+939kbB4g5nlh/PzCX7dSoi77wLmALM6OtbO0EH1cRJwrJmtIejaMc7MXkxOxMnTUceGu5eFj9sIrtk4PjkRJ1cH1ccWgl9HG/+x/Bk4JgnhJlVH/t0wsyIgw90XJiXYTtBB9VEM4O7vhC3UDwEfSE7EydWBfzvmuvsJ7n4SQXeylcmKOVkOtC7MbATB34dL3f2dsHgdwY9gjUYQtN6nnA6qj26jg+vjLmClu9+a9MCToKOPjZ52PtpGfXSL81HouOOjq5+TKpk9QGHT+m+B5e7+s7hZc4DLwueXEfRNb287feMOpgzgw8BbHR9xcnVUfbj7He4ec/dRBAObvO3up3V8xMnTgcdGhoUjsoZ/iGYAKTeaXgceG05wDc9pYdE04M0ODTbJOqou4nycFG6V7cD6KAMmmtmQ8PVZwPKOjLUzdOTx0TjKpAUjVH4Z+E3HRptcB1oXYRfRJ4Dr3P0fjQuH3ee2mdmJ4TYvJfHvV5fRUfXRXXRkfZjZfwN5wFeTG3VydFRd9NTz0Xb+dqT8+Sh06PHR9c9JPYILdVN5IjiwnaA726Jw+jDBKJLPEfwK/hwwMG6dNcBWYDvBr8UTgWHAa+F2SoFfELS0RL6PUdRHi22OIgUvuO/AY6MPwSi1jcfGbUB61PsX5bFBMMDPy+G2ngMOi3r/oqqLcN67wFFR71dXqA+CEX2Xh9uaCwyKev8iro8HCH7seZPUHJH0gOoC+A6wI27ZRcDQcN5UgpOud4D/IwUHS+vg+vhxeKw0hI83RL1/UdUHQUu9h387Gss/F/X+RVQXPfJ8tL3vStw2R5GC56MdfHx0+XNSC3dAREREREREJGWom7GIiIiIiIikHCWzIiIiIiIiknKUzIqIiIiIiEjKUTIrIiIiIiIiKUfJrIiIiIiIiKQcJbMiIiIRs8DfzezcuLKLzOzpKOMSERHpynRrHhERkS7AzCYDfwaOBtIJ7vN3jru/cxDbSnf3+o6NUEREpGtRMisiItJFmNmPCW5c3yd8PByYAmQAN7j7bDMbBdwbLgNwlbv/08xOA74PVADF7j6xc6MXERHpXEpmRUREuggz6wO8DuwGHgdK3f0+M+sPzCdotXWgwd13mdlY4AF3nxoms08Ak919dRTxi4iIdKaMqAMQERGRgLvvMLM/AduBi4CZZvaNcHY2cBhQDvyfmRUD9cC4uE3MVyIrIiI9hZJZERGRrqUhnAz4qLuviJ9pZjcAG4AigoEcd8XN3tFJMYqIiEROoxmLiIh0TfOA/zQzAzCzo8PyPKDC3RuATxEMFiUiItLjKJkVERHpmn4IZAJLzGxZ+Brgl8BlZvYqQRdjtcaKiEiPpAGgREREREREJOWoZVZERERERERSjpJZERERERERSTlKZkVERERERCTlKJkVERERERGRlKNkVkRERERERFKOklkRERERERFJOUpmRUREREREJOUomRUREREREZGU8/8BUfa+RMjnPuAAAAAASUVORK5CYII=\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 activities for 2021-2025:\n",
      "2021-01-01    227.125022\n",
      "2022-01-01    244.298043\n",
      "2023-01-01    258.258391\n",
      "2024-01-01    269.607081\n",
      "2025-01-01    278.832695\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",
    "    'Computer and related activities',\n",
    "    'Wholesale trade and commission trade, except of motor vehicles and motorcycles',\n",
    "    'Other community, social and personal service activities',\n",
    "    'Real estate activities'\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": "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
}