Maharashtra_Companies.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "b3fca835",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "88711888",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CORPORATE_IDENTIFICATION_NUMBER</th>\n",
       "      <th>Company_Name</th>\n",
       "      <th>Company_status</th>\n",
       "      <th>Company_class</th>\n",
       "      <th>Company_Category</th>\n",
       "      <th>Company_sub_category</th>\n",
       "      <th>DATE_OF_REGISTRATION</th>\n",
       "      <th>REGISTERED_STATE</th>\n",
       "      <th>AUTHORIZED_CAP</th>\n",
       "      <th>PAIDUP_CAPITAL</th>\n",
       "      <th>Industrial_Class</th>\n",
       "      <th>PRINCIPAL_BUSINESS_ACTIVITY_AS_PER_CIN</th>\n",
       "      <th>Registered_Office_Address</th>\n",
       "      <th>REGISTRAR_OF_COMPANIES</th>\n",
       "      <th>EMAIL_ADDR</th>\n",
       "      <th>Latest_Year_AR</th>\n",
       "      <th>Latest_Year_BS</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>374140MH1900PLC903811</td>\n",
       "      <td>TEKSONS 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>12-02-00</td>\n",
       "      <td>Maharashtra</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>74140</td>\n",
       "      <td>Other business activities</td>\n",
       "      <td>A ,   Unclassified MH</td>\n",
       "      <td>RoC-Mumbai</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>L00000MH1946PLC197474</td>\n",
       "      <td>QUADRANT TELEVENTURES 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>02-08-46</td>\n",
       "      <td>Maharashtra</td>\n",
       "      <td>1.500000e+10</td>\n",
       "      <td>2.860715e+09</td>\n",
       "      <td>0</td>\n",
       "      <td>Unclassified</td>\n",
       "      <td>AUTOCARS COMPOUND ADALAT ROAD    AURANGABAD , ...</td>\n",
       "      <td>RoC-Mumbai</td>\n",
       "      <td>secretarial@infotelconnect.com</td>\n",
       "      <td>31-03-20</td>\n",
       "      <td>31-03-20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>L00305MH1973PLC174201</td>\n",
       "      <td>ALKEM LABORATORIES 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>08-08-73</td>\n",
       "      <td>Maharashtra</td>\n",
       "      <td>5.000000e+08</td>\n",
       "      <td>2.391300e+08</td>\n",
       "      <td>305</td>\n",
       "      <td>Unclassified</td>\n",
       "      <td>ALKEM HOUSE,  SENAPATI BAPAT MARG LOWER PAREL ...</td>\n",
       "      <td>RoC-Mumbai</td>\n",
       "      <td>investors@alkem.com</td>\n",
       "      <td>31-03-20</td>\n",
       "      <td>31-03-20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>L01100MH1990PLC055860</td>\n",
       "      <td>WHITE ORGANIC AGRO 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>19-03-90</td>\n",
       "      <td>Maharashtra</td>\n",
       "      <td>3.500000e+08</td>\n",
       "      <td>3.500000e+08</td>\n",
       "      <td>1100</td>\n",
       "      <td>Agriculture, hunting and related service activ...</td>\n",
       "      <td>312A, KAILAS PLAZA, VALLABH BAUG LANE, GHATKOP...</td>\n",
       "      <td>RoC-Mumbai</td>\n",
       "      <td>info@whiteorganicagro.com</td>\n",
       "      <td>31-03-20</td>\n",
       "      <td>31-03-20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>L01100MH1992PLC068417</td>\n",
       "      <td>MARDIA FARMS LIMITED</td>\n",
       "      <td>Strike Off</td>\n",
       "      <td>Public</td>\n",
       "      <td>Company limited by Shares</td>\n",
       "      <td>Non-govt company</td>\n",
       "      <td>04-09-92</td>\n",
       "      <td>Maharashtra</td>\n",
       "      <td>5.000000e+06</td>\n",
       "      <td>1.600000e+04</td>\n",
       "      <td>1100</td>\n",
       "      <td>Agriculture, hunting and related service activ...</td>\n",
       "      <td>MARDIA HOUSE96 C P TANK ROAD      MUMBAI ,   U...</td>\n",
       "      <td>RoC-Mumbai</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>426258</th>\n",
       "      <td>U99999MH9999PLC042961</td>\n",
       "      <td>BAJAJ AUTO FINANCE 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>NaN</td>\n",
       "      <td>Maharashtra</td>\n",
       "      <td>1.000000e+07</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>99999</td>\n",
       "      <td>Extraterritorial organizations and bodies</td>\n",
       "      <td>,   Unclassified MH</td>\n",
       "      <td>RoC-Pune</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>426259</th>\n",
       "      <td>U99999MH9999PLC045103</td>\n",
       "      <td>JALAKUMBHI INVESTMENT AND FINANCE LTD.</td>\n",
       "      <td>Not Available for eFiling</td>\n",
       "      <td>Public</td>\n",
       "      <td>Company Limited by Guarantee</td>\n",
       "      <td>Non-govt company</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Maharashtra</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>99999</td>\n",
       "      <td>Extraterritorial organizations and bodies</td>\n",
       "      <td>,   Unclassified MH</td>\n",
       "      <td>RoC-Pune</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>426260</th>\n",
       "      <td>U99999MH9999PLC045104</td>\n",
       "      <td>JALAKAMAL INVESTMENT AND FINANCE 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>NaN</td>\n",
       "      <td>Maharashtra</td>\n",
       "      <td>9.500000e+07</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>99999</td>\n",
       "      <td>Extraterritorial organizations and bodies</td>\n",
       "      <td>,   Unclassified</td>\n",
       "      <td>RoC-Pune</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>426261</th>\n",
       "      <td>U99999MH9999PLC045105</td>\n",
       "      <td>STARFLOWER INVESTMENT AND FINANCE LTD.</td>\n",
       "      <td>Not Available for eFiling</td>\n",
       "      <td>Public</td>\n",
       "      <td>Company Limited by Guarantee</td>\n",
       "      <td>Non-govt company</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Maharashtra</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>99999</td>\n",
       "      <td>Extraterritorial organizations and bodies</td>\n",
       "      <td>,   Unclassified MH</td>\n",
       "      <td>RoC-Pune</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>426262</th>\n",
       "      <td>U99999MH9999PLC909183</td>\n",
       "      <td>HOECHST INDIA LTD.</td>\n",
       "      <td>Active</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Maharashtra</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>99999</td>\n",
       "      <td>Extraterritorial organizations and bodies</td>\n",
       "      <td>,   Unclassified MH</td>\n",
       "      <td>Unclassified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>426263 rows × 17 columns</p>\n",
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      ],
      "text/plain": [
       "       CORPORATE_IDENTIFICATION_NUMBER  \\\n",
       "0                374140MH1900PLC903811   \n",
       "1                L00000MH1946PLC197474   \n",
       "2                L00305MH1973PLC174201   \n",
       "3                L01100MH1990PLC055860   \n",
       "4                L01100MH1992PLC068417   \n",
       "...                                ...   \n",
       "426258           U99999MH9999PLC042961   \n",
       "426259           U99999MH9999PLC045103   \n",
       "426260           U99999MH9999PLC045104   \n",
       "426261           U99999MH9999PLC045105   \n",
       "426262           U99999MH9999PLC909183   \n",
       "\n",
       "                                  Company_Name             Company_status  \\\n",
       "0                                 TEKSONS LTD.  Not Available for eFiling   \n",
       "1                QUADRANT TELEVENTURES LIMITED                     Active   \n",
       "2                   ALKEM LABORATORIES LIMITED                     Active   \n",
       "3                   WHITE ORGANIC AGRO LIMITED                     Active   \n",
       "4                         MARDIA FARMS LIMITED                 Strike Off   \n",
       "...                                        ...                        ...   \n",
       "426258                 BAJAJ AUTO FINANCE LTD.  Not Available for eFiling   \n",
       "426259  JALAKUMBHI INVESTMENT AND FINANCE LTD.  Not Available for eFiling   \n",
       "426260   JALAKAMAL INVESTMENT AND FINANCE LTD.  Not Available for eFiling   \n",
       "426261  STARFLOWER INVESTMENT AND FINANCE LTD.  Not Available for eFiling   \n",
       "426262                      HOECHST INDIA LTD.                     Active   \n",
       "\n",
       "       Company_class              Company_Category Company_sub_category  \\\n",
       "0             Public     Company limited by Shares     Non-govt company   \n",
       "1             Public     Company limited by Shares     Non-govt company   \n",
       "2             Public     Company limited by Shares     Non-govt company   \n",
       "3             Public     Company limited by Shares     Non-govt company   \n",
       "4             Public     Company limited by Shares     Non-govt company   \n",
       "...              ...                           ...                  ...   \n",
       "426258        Public     Company limited by Shares     Non-govt company   \n",
       "426259        Public  Company Limited by Guarantee     Non-govt company   \n",
       "426260        Public     Company limited by Shares     Non-govt company   \n",
       "426261        Public  Company Limited by Guarantee     Non-govt company   \n",
       "426262           NaN                           NaN                  NaN   \n",
       "\n",
       "       DATE_OF_REGISTRATION REGISTERED_STATE  AUTHORIZED_CAP  PAIDUP_CAPITAL  \\\n",
       "0                  12-02-00      Maharashtra    0.000000e+00    0.000000e+00   \n",
       "1                  02-08-46      Maharashtra    1.500000e+10    2.860715e+09   \n",
       "2                  08-08-73      Maharashtra    5.000000e+08    2.391300e+08   \n",
       "3                  19-03-90      Maharashtra    3.500000e+08    3.500000e+08   \n",
       "4                  04-09-92      Maharashtra    5.000000e+06    1.600000e+04   \n",
       "...                     ...              ...             ...             ...   \n",
       "426258                  NaN      Maharashtra    1.000000e+07    0.000000e+00   \n",
       "426259                  NaN      Maharashtra    0.000000e+00    0.000000e+00   \n",
       "426260                  NaN      Maharashtra    9.500000e+07    0.000000e+00   \n",
       "426261                  NaN      Maharashtra    0.000000e+00    0.000000e+00   \n",
       "426262                  NaN      Maharashtra    0.000000e+00    0.000000e+00   \n",
       "\n",
       "       Industrial_Class             PRINCIPAL_BUSINESS_ACTIVITY_AS_PER_CIN  \\\n",
       "0                 74140                          Other business activities   \n",
       "1                     0                                       Unclassified   \n",
       "2                   305                                       Unclassified   \n",
       "3                  1100  Agriculture, hunting and related service activ...   \n",
       "4                  1100  Agriculture, hunting and related service activ...   \n",
       "...                 ...                                                ...   \n",
       "426258            99999          Extraterritorial organizations and bodies   \n",
       "426259            99999          Extraterritorial organizations and bodies   \n",
       "426260            99999          Extraterritorial organizations and bodies   \n",
       "426261            99999          Extraterritorial organizations and bodies   \n",
       "426262            99999          Extraterritorial organizations and bodies   \n",
       "\n",
       "                                Registered_Office_Address  \\\n",
       "0                                 A ,   Unclassified MH     \n",
       "1       AUTOCARS COMPOUND ADALAT ROAD    AURANGABAD , ...   \n",
       "2       ALKEM HOUSE,  SENAPATI BAPAT MARG LOWER PAREL ...   \n",
       "3       312A, KAILAS PLAZA, VALLABH BAUG LANE, GHATKOP...   \n",
       "4       MARDIA HOUSE96 C P TANK ROAD      MUMBAI ,   U...   \n",
       "...                                                   ...   \n",
       "426258                              ,   Unclassified MH     \n",
       "426259                              ,   Unclassified MH     \n",
       "426260                               ,   Unclassified       \n",
       "426261                              ,   Unclassified MH     \n",
       "426262                              ,   Unclassified MH     \n",
       "\n",
       "       REGISTRAR_OF_COMPANIES                      EMAIL_ADDR Latest_Year_AR  \\\n",
       "0                  RoC-Mumbai                             NaN            NaN   \n",
       "1                  RoC-Mumbai  secretarial@infotelconnect.com       31-03-20   \n",
       "2                  RoC-Mumbai             investors@alkem.com       31-03-20   \n",
       "3                  RoC-Mumbai       info@whiteorganicagro.com       31-03-20   \n",
       "4                  RoC-Mumbai                             NaN            NaN   \n",
       "...                       ...                             ...            ...   \n",
       "426258               RoC-Pune                             NaN            NaN   \n",
       "426259               RoC-Pune                             NaN            NaN   \n",
       "426260               RoC-Pune                             NaN            NaN   \n",
       "426261               RoC-Pune                             NaN            NaN   \n",
       "426262           Unclassified                             NaN            NaN   \n",
       "\n",
       "       Latest_Year_BS  \n",
       "0                 NaN  \n",
       "1            31-03-20  \n",
       "2            31-03-20  \n",
       "3            31-03-20  \n",
       "4                 NaN  \n",
       "...               ...  \n",
       "426258            NaN  \n",
       "426259            NaN  \n",
       "426260            NaN  \n",
       "426261            NaN  \n",
       "426262            NaN  \n",
       "\n",
       "[426263 rows x 17 columns]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv(\"C:/Users/ritti/Downloads/internal_skill_stuff/set_project_2/data/Maharashtra.csv\", encoding='ISO-8859-1',low_memory=False)\n",
    "\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "6dee4ff1",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\ritti\\AppData\\Local\\Temp/ipykernel_15724/348113690.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_15724/348113690.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": 20,
   "id": "5038868a",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "CORPORATE_IDENTIFICATION_NUMBER                0\n",
       "Company_Name                                   0\n",
       "Company_status                                 1\n",
       "Company_class                                 11\n",
       "Company_Category                              11\n",
       "Company_sub_category                          11\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                                 82861\n",
       "Latest_Year_AR                            179450\n",
       "Latest_Year_BS                            179400\n",
       "Registration_Year                              0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Check for missing values\n",
    "df.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "2fdfc540",
   "metadata": {},
   "outputs": [
    {
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       "  <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>374140MH1900PLC903811</td>\n",
       "      <td>TEKSONS 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>Maharashtra</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>74140</td>\n",
       "      <td>Other business activities</td>\n",
       "      <td>A ,   Unclassified MH</td>\n",
       "      <td>RoC-Mumbai</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>L00000MH1946PLC197474</td>\n",
       "      <td>QUADRANT TELEVENTURES 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>Maharashtra</td>\n",
       "      <td>1.500000e+10</td>\n",
       "      <td>2.860715e+09</td>\n",
       "      <td>0</td>\n",
       "      <td>Unclassified</td>\n",
       "      <td>AUTOCARS COMPOUND ADALAT ROAD    AURANGABAD , ...</td>\n",
       "      <td>RoC-Mumbai</td>\n",
       "      <td>31-03-20</td>\n",
       "      <td>31-03-20</td>\n",
       "      <td>2046</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>L00305MH1973PLC174201</td>\n",
       "      <td>ALKEM LABORATORIES 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>Maharashtra</td>\n",
       "      <td>5.000000e+08</td>\n",
       "      <td>2.391300e+08</td>\n",
       "      <td>305</td>\n",
       "      <td>Unclassified</td>\n",
       "      <td>ALKEM HOUSE,  SENAPATI BAPAT MARG LOWER PAREL ...</td>\n",
       "      <td>RoC-Mumbai</td>\n",
       "      <td>31-03-20</td>\n",
       "      <td>31-03-20</td>\n",
       "      <td>2073</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>L01100MH1990PLC055860</td>\n",
       "      <td>WHITE ORGANIC AGRO 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>Maharashtra</td>\n",
       "      <td>3.500000e+08</td>\n",
       "      <td>3.500000e+08</td>\n",
       "      <td>1100</td>\n",
       "      <td>Agriculture, hunting and related service activ...</td>\n",
       "      <td>312A, KAILAS PLAZA, VALLABH BAUG LANE, GHATKOP...</td>\n",
       "      <td>RoC-Mumbai</td>\n",
       "      <td>31-03-20</td>\n",
       "      <td>31-03-20</td>\n",
       "      <td>1990</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>L01100MH1992PLC068417</td>\n",
       "      <td>MARDIA FARMS LIMITED</td>\n",
       "      <td>Strike Off</td>\n",
       "      <td>Public</td>\n",
       "      <td>Company limited by Shares</td>\n",
       "      <td>Non-govt company</td>\n",
       "      <td>Maharashtra</td>\n",
       "      <td>5.000000e+06</td>\n",
       "      <td>1.600000e+04</td>\n",
       "      <td>1100</td>\n",
       "      <td>Agriculture, hunting and related service activ...</td>\n",
       "      <td>MARDIA HOUSE96 C P TANK ROAD      MUMBAI ,   U...</td>\n",
       "      <td>RoC-Mumbai</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1992</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>426126</th>\n",
       "      <td>U99999PN2006PTC128357</td>\n",
       "      <td>BALAJI SOURCINGS 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>Maharashtra</td>\n",
       "      <td>5.000000e+06</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>99999</td>\n",
       "      <td>Extraterritorial organizations and bodies</td>\n",
       "      <td>BALAJI BHAVAN, 165A, RAILWAYLINES SOLAPUR - 41...</td>\n",
       "      <td>RoC-Pune</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>426127</th>\n",
       "      <td>U99999PN2006PTC128373</td>\n",
       "      <td>FOUR SQUARE PROPERTIES 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>Maharashtra</td>\n",
       "      <td>1.000000e+05</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>99999</td>\n",
       "      <td>Extraterritorial organizations and bodies</td>\n",
       "      <td>1641, SADASHIV PETH,MADHAV HERITAGE, PUNE - 41...</td>\n",
       "      <td>RoC-Pune</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>426128</th>\n",
       "      <td>U99999PN2006PTC128390</td>\n",
       "      <td>SAHYADHRI AVIATION 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>Maharashtra</td>\n",
       "      <td>5.000000e+05</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>99999</td>\n",
       "      <td>Extraterritorial organizations and bodies</td>\n",
       "      <td>45/1 TO 10/1, KATRAJ DEHUBYPASS, BANER PUNE - ...</td>\n",
       "      <td>RoC-Pune</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>426129</th>\n",
       "      <td>U99999PN2006PTC128391</td>\n",
       "      <td>PATNI HYDRO-POWER 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>Maharashtra</td>\n",
       "      <td>1.000000e+05</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>99999</td>\n",
       "      <td>Extraterritorial organizations and bodies</td>\n",
       "      <td>S.NO.1A, F-1, IRANI MARKETCOMPOUND YERAWADA PU...</td>\n",
       "      <td>RoC-Pune</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>426130</th>\n",
       "      <td>U99999PN2006PTC128406</td>\n",
       "      <td>PATIL PROMOTORS 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>Maharashtra</td>\n",
       "      <td>1.000000e+05</td>\n",
       "      <td>1.000000e+05</td>\n",
       "      <td>99999</td>\n",
       "      <td>Extraterritorial organizations and bodies</td>\n",
       "      <td>PATIL PALACE, SURVEY NO. 2,NDA PASHAN ROAD BAW...</td>\n",
       "      <td>RoC-Pune</td>\n",
       "      <td>31-03-20</td>\n",
       "      <td>31-03-20</td>\n",
       "      <td>2006</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>426131 rows × 16 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       CORPORATE_IDENTIFICATION_NUMBER  \\\n",
       "0                374140MH1900PLC903811   \n",
       "1                L00000MH1946PLC197474   \n",
       "2                L00305MH1973PLC174201   \n",
       "3                L01100MH1990PLC055860   \n",
       "4                L01100MH1992PLC068417   \n",
       "...                                ...   \n",
       "426126           U99999PN2006PTC128357   \n",
       "426127           U99999PN2006PTC128373   \n",
       "426128           U99999PN2006PTC128390   \n",
       "426129           U99999PN2006PTC128391   \n",
       "426130           U99999PN2006PTC128406   \n",
       "\n",
       "                                  Company_Name             Company_status  \\\n",
       "0                                 TEKSONS LTD.  Not Available for eFiling   \n",
       "1                QUADRANT TELEVENTURES LIMITED                     Active   \n",
       "2                   ALKEM LABORATORIES LIMITED                     Active   \n",
       "3                   WHITE ORGANIC AGRO LIMITED                     Active   \n",
       "4                         MARDIA FARMS LIMITED                 Strike Off   \n",
       "...                                        ...                        ...   \n",
       "426126        BALAJI SOURCINGS PRIVATE LIMITED  Not Available for eFiling   \n",
       "426127  FOUR SQUARE PROPERTIES PRIVATE LIMITED  Not Available for eFiling   \n",
       "426128      SAHYADHRI AVIATION PRIVATE LIMITED  Not Available for eFiling   \n",
       "426129       PATNI HYDRO-POWER PRIVATE LIMITED  Not Available for eFiling   \n",
       "426130         PATIL PROMOTORS PRIVATE LIMITED                     Active   \n",
       "\n",
       "       Company_class           Company_Category Company_sub_category  \\\n",
       "0             Public  Company limited by Shares     Non-govt company   \n",
       "1             Public  Company limited by Shares     Non-govt company   \n",
       "2             Public  Company limited by Shares     Non-govt company   \n",
       "3             Public  Company limited by Shares     Non-govt company   \n",
       "4             Public  Company limited by Shares     Non-govt company   \n",
       "...              ...                        ...                  ...   \n",
       "426126       Private  Company limited by Shares     Non-govt company   \n",
       "426127       Private  Company limited by Shares     Non-govt company   \n",
       "426128       Private  Company limited by Shares     Non-govt company   \n",
       "426129       Private  Company limited by Shares     Non-govt company   \n",
       "426130       Private  Company limited by Shares     Non-govt company   \n",
       "\n",
       "       REGISTERED_STATE  AUTHORIZED_CAP  PAIDUP_CAPITAL Industrial_Class  \\\n",
       "0           Maharashtra    0.000000e+00    0.000000e+00            74140   \n",
       "1           Maharashtra    1.500000e+10    2.860715e+09                0   \n",
       "2           Maharashtra    5.000000e+08    2.391300e+08              305   \n",
       "3           Maharashtra    3.500000e+08    3.500000e+08             1100   \n",
       "4           Maharashtra    5.000000e+06    1.600000e+04             1100   \n",
       "...                 ...             ...             ...              ...   \n",
       "426126      Maharashtra    5.000000e+06    0.000000e+00            99999   \n",
       "426127      Maharashtra    1.000000e+05    0.000000e+00            99999   \n",
       "426128      Maharashtra    5.000000e+05    0.000000e+00            99999   \n",
       "426129      Maharashtra    1.000000e+05    0.000000e+00            99999   \n",
       "426130      Maharashtra    1.000000e+05    1.000000e+05            99999   \n",
       "\n",
       "                   PRINCIPAL_BUSINESS_ACTIVITY_AS_PER_CIN  \\\n",
       "0                               Other business activities   \n",
       "1                                            Unclassified   \n",
       "2                                            Unclassified   \n",
       "3       Agriculture, hunting and related service activ...   \n",
       "4       Agriculture, hunting and related service activ...   \n",
       "...                                                   ...   \n",
       "426126          Extraterritorial organizations and bodies   \n",
       "426127          Extraterritorial organizations and bodies   \n",
       "426128          Extraterritorial organizations and bodies   \n",
       "426129          Extraterritorial organizations and bodies   \n",
       "426130          Extraterritorial organizations and bodies   \n",
       "\n",
       "                                Registered_Office_Address  \\\n",
       "0                                 A ,   Unclassified MH     \n",
       "1       AUTOCARS COMPOUND ADALAT ROAD    AURANGABAD , ...   \n",
       "2       ALKEM HOUSE,  SENAPATI BAPAT MARG LOWER PAREL ...   \n",
       "3       312A, KAILAS PLAZA, VALLABH BAUG LANE, GHATKOP...   \n",
       "4       MARDIA HOUSE96 C P TANK ROAD      MUMBAI ,   U...   \n",
       "...                                                   ...   \n",
       "426126  BALAJI BHAVAN, 165A, RAILWAYLINES SOLAPUR - 41...   \n",
       "426127  1641, SADASHIV PETH,MADHAV HERITAGE, PUNE - 41...   \n",
       "426128  45/1 TO 10/1, KATRAJ DEHUBYPASS, BANER PUNE - ...   \n",
       "426129  S.NO.1A, F-1, IRANI MARKETCOMPOUND YERAWADA PU...   \n",
       "426130  PATIL PALACE, SURVEY NO. 2,NDA PASHAN ROAD BAW...   \n",
       "\n",
       "       REGISTRAR_OF_COMPANIES Latest_Year_AR Latest_Year_BS  Registration_Year  \n",
       "0                  RoC-Mumbai            NaN            NaN               2000  \n",
       "1                  RoC-Mumbai       31-03-20       31-03-20               2046  \n",
       "2                  RoC-Mumbai       31-03-20       31-03-20               2073  \n",
       "3                  RoC-Mumbai       31-03-20       31-03-20               1990  \n",
       "4                  RoC-Mumbai            NaN            NaN               1992  \n",
       "...                       ...            ...            ...                ...  \n",
       "426126               RoC-Pune            NaN            NaN               2006  \n",
       "426127               RoC-Pune            NaN            NaN               2006  \n",
       "426128               RoC-Pune            NaN            NaN               2006  \n",
       "426129               RoC-Pune            NaN            NaN               2006  \n",
       "426130               RoC-Pune       31-03-20       31-03-20               2006  \n",
       "\n",
       "[426131 rows x 16 columns]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df=df.drop(['DATE_OF_REGISTRATION','EMAIL_ADDR'],axis=1)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "3d70e98a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1512x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# EDA - Trends over time\n",
    "plt.figure(figsize=(21, 9))\n",
    "sns.countplot(x='Registration_Year', data=df[(df['Registration_Year']<=2020) & (df['Registration_Year']>=1990)])\n",
    "plt.title('Company Registrations Over Time')\n",
    "plt.xlabel('Registration Year')\n",
    "plt.ylabel('Count')\n",
    "plt.xticks(rotation=90)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "b6a291e5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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mZmZmViMO0M3MzMzMasQBupmZmZlZjThANzMzMzOrkW4N0CWdK+k9SU81bfuTpDclPVZ+Vmi6b29J/SQ9J2nZpu3zSHqy3HeiJJXto0i6rGx/QNJUTc/ZWNIL5Wfj7txPMzMzM7Ou0t096OcDy3Wy/biImLP83AQgaRagLzBrec6pknqVx58GbAlMX34ar7k58HFETAccBxxZXmt84ABgAWB+4ABJ43X97pmZmZmZda1uDdAj4h7goyF8+KrApRHRPyJeBvoB80v6BTB2RNwfEQFcCKzW9JwLyu9XAkuW3vVlgdsi4qOI+Bi4jc4vFMzMzMzMaqWqHPTtJD1RUmAaPduTAa83PeaNsm2y8nvH7T96TkQMAD4FJviJ1zIzMzMzq7UqAvTTgGmBOYG3gT+X7erksfET24f1Of9D0paSHpb08Pvvvz+4h5mZmZmZdbsRHqBHxLsR8X1EDATOInPEIXu5p2h66OTAW2X75J1s/9FzJPUGxiFTagb3WoNr05kRMW9EzDvRRBMN666ZmZmZmQ23ER6gl5zyhtWBRoWX64C+pTLL1ORk0Acj4m3gc0kLlvzyjYBrm57TqNCyFnBnyVO/BVhG0nglhWaZss3MzMzMrNZ6d+eLS/orsBgwoaQ3yMoqi0mak0w5eQXYCiAinpZ0OfAMMADYNiK+Ly+1DVkRZjTg5vIDcA5wkaR+ZM953/JaH0k6GHioPO6giBjSyapmZmZmZpXp1gA9ItbtZPM5P/H4Q4FDO9n+MDBbJ9u/AX43mNc6Fzh3iBtrZmZmZlYDXknUzMzMzKxGHKCbmZmZmdWIA3QzMzMzsxpxgG5mZmZmViMO0M3MzMzMasQBupmZmZlZjThANzMzMzOrEQfoZmZmZmY14gDdzMzMzKxGHKCbmZmZmdWIA3QzMzMzsxpxgG5mZmZmViNDHKBLWmhItpmZmZmZ2bAbmh70k4Zwm5mZmZmZDaPeP/cASb8GfgNMJGmXprvGBnp1V8PMzMzMzHqinw3QgZGBMctjx2ra/hmwVnc0yszMzMysp/rZAD0i7gbulnR+RLw6AtpkZmZmZtZjDUkPesMoks4Epmp+XkQs0dWNMjMzMzPrqYYmQL8COB04G/i+e5pjZmZmZtazDU2APiAiTuu2lpiZmZmZ2VCVWbxe0h8k/ULS+I2fbmuZmZmZmVkPNDQ96BuXf3dv2hbANF3XHDMzMzOznm2IA/SImLo7G2JmZmZmZkMRoEvaqLPtEXFh1zXHzMzMzKxnG5oUl/mafh8VWBL4D+AA3czMzMysiwxNisv2zbcljQNc1OUtMjMzMzPrwYamiktHXwHTd1VDzMzMzMxs6HLQryertgD0AmYGLu+ORpmZmZmZ9VRDk4N+TNPvA4BXI+KNLm6PmZmZmVmPNsQpLhFxN/BfYCxgPODb7mqUmZmZmVlPNcQBuqS1gQeB3wFrAw9IWqu7GmZmZmZm1hMNTYrLvsB8EfEegKSJgNuBK7ujYWZmZmZmPdHQVHEZqRGcFx8O5fPNzMzMzOxnDE0P+t8l3QL8tdxeB7ip65tkZmZmZtZz/WyALmk6YJKI2F3SGsDCgID7gUu6uX1mZmZmZj3KkKSoHA98DhARV0fELhGxM9l7fnz3Nc3MzMzMrOcZkgB9qoh4ouPGiHgYmKrLW2RmZmZm1oMNSYA+6k/cN1pXNcTMzMzMzIZskuhDkraIiLOaN0raHHike5plNuLdcO7yVTdhuK202c1VN8HMzMyG05AE6DsB10hanx8C8nmBkYHVu6ldZmZmZmY90s8G6BHxLvAbSYsDs5XNN0bEnd3aMjMzMzOzHmiI66BHxD+Af3RjW8zMzMzMejyvBGpmZmZmViMO0M3MzMzMasQBupmZmZlZjThANzMzMzOrEQfoZmZmZmY10q0BuqRzJb0n6ammbeNLuk3SC+Xf8Zru21tSP0nPSVq2afs8kp4s950oSWX7KJIuK9sfkDRV03M2Lv/HC5I27s79NDMzMzPrKt3dg34+sFyHbXsBd0TE9MAd5TaSZgH6ArOW55wqqVd5zmnAlsD05afxmpsDH0fEdMBxwJHltcYHDgAWAOYHDmi+EDAzMzMzq6tuDdAj4h7gow6bVwUuKL9fAKzWtP3SiOgfES8D/YD5Jf0CGDsi7o+IAC7s8JzGa10JLFl615cFbouIjyLiY+A2/vdCwczMzMysdqrIQZ8kIt4GKP9OXLZPBrze9Lg3yrbJyu8dt//oORExAPgUmOAnXqtTkraU9LCkh99///1h3C0zMzMzs+FXp0mi6mRb/MT2YX3O/94RcWZEzBsR80400UQ/21AzMzMzs+5SRYD+bklbofz7Xtn+BjBF0+MmB94q2yfvZPuPniOpNzAOmVIzuNcyMzMzM6u1KgL064BGVZWNgWubtvctlVmmJieDPljSYD6XtGDJL9+ow3Mar7UWcGfJU78FWEbSeGVy6DJlm5mZmZlZrfXuzheX9FdgMWBCSW+QlVWOAC6XtDnwGvA7gIh4WtLlwDPAAGDbiPi+vNQ2ZEWY0YCbyw/AOcBFkvqRPed9y2t9JOlg4KHyuIMiouNkVTMzMzOz2unWAD0i1h3MXUsO5vGHAod2sv1hYLZOtn9DCfA7ue9c4NwhbqyZmZmZWQ3UaZKomZmZmVmP5wDdzMzMzKxGHKCbmZmZmdWIA3QzMzMzsxpxgG5mZmZmViMO0M3MzMzMasQBupmZmZlZjThANzMzMzOrEQfoZmZmZmY14gDdzMzMzKxGHKCbmZmZmdWIA3QzMzMzsxpxgG5mZmZmViMO0M3MzMzMasQBupmZmZlZjThANzMzMzOrEQfoZmZmZmY14gDdzMzMzKxGHKCbmZmZmdWIA3QzMzMzsxpxgG5mZmZmViMO0M3MzMzMasQBupmZmZlZjThANzMzMzOrEQfoZmZmZmY14gDdzMzMzKxGHKCbmZmZmdWIA3QzMzMzsxpxgG5mZmZmViMO0M3MzMzMasQBupmZmZlZjThANzMzMzOrEQfoZmZmZmY14gDdzMzMzKxGHKCbmZmZmdWIA3QzMzMzsxpxgG5mZmZmViMO0M3MzMzMasQBupmZmZlZjThANzMzMzOrEQfoZmZmZmY14gDdzMzMzKxGHKCbmZmZmdWIA3QzMzMzsxpxgG5mZmZmViMO0M3MzMzMaqSyAF3SK5KelPSYpIfLtvEl3SbphfLveE2P31tSP0nPSVq2afs85XX6STpRksr2USRdVrY/IGmqEb6TZmZmZmZDqeoe9MUjYs6ImLfc3gu4IyKmB+4ot5E0C9AXmBVYDjhVUq/ynNOALYHpy89yZfvmwMcRMR1wHHDkCNgfMzMzM7PhUnWA3tGqwAXl9wuA1Zq2XxoR/SPiZaAfML+kXwBjR8T9ERHAhR2e03itK4ElG73rZmZmZmZ1VWWAHsCtkh6RtGXZNklEvA1Q/p24bJ8MeL3puW+UbZOV3ztu/9FzImIA8CkwQTfsh5mZmZlZl+ld4f+9UES8JWli4DZJ//2Jx3bW8x0/sf2nnvO/L54XCFsC/PKXv/yJZpiZmZmZda/KetAj4q3y73vANcD8wLslbYXy73vl4W8AUzQ9fXLgrbJ98k62/+g5knoD4wAfDaYtZ0bEvBEx70QTTTT8O2dmZmZmNowqCdAljSFprMbvwDLAU8B1wMblYRsD15bfrwP6lsosU5OTQR8saTCfS1qw5Jdv1OE5jddaC7iz5KmbmZmZmdVWVSkukwDXlDmbvYG/RMTfJT0EXC5pc+A14HcAEfG0pMuBZ4ABwLYR8X15rW2A84HRgJvLD8A5wEWS+pE9531HxI6ZmZmZmQ2PSgL0iHgJmKOT7R8CSw7mOYcCh3ay/WFgtk62f0MJ8M3MzMzMWkXdyiyamZmZmfVoDtDNzMzMzGrEAbqZmZmZWY04QDczMzMzqxEH6GZmZmZmNeIA3czMzMysRhygm5mZmZnViAN0MzMzM7MacYBuZmZmZlYjDtDNzMzMzGrEAbqZmZmZWY04QDczMzMzqxEH6GZmZmZmNeIA3czMzMysRhygm5mZmZnViAN0MzMzM7MacYBuZmZmZlYjDtDNzMzMzGrEAbqZmZmZWY04QDczMzMzqxEH6GZmZmZmNeIA3czMzMysRhygm5mZmZnViAN0MzMzM7MacYBuZmZmZlYjDtDNzMzMzGrEAbqZmZmZWY04QDczMzMzqxEH6GZmZmZmNeIA3czMzMysRhygm5mZmZnViAN0MzMzM7MacYBuZmZmZlYjDtDNzMzMzGrEAbqZmZmZWY04QDczMzMzqxEH6GZmZmZmNeIA3czMzMysRhygm5mZmZnViAN0MzMzM7MacYBuZmZmZlYjDtDNzMzMzGrEAbqZmZmZWY04QDczMzMzq5HeVTfAzGxEWv7aratuwnC7edXTh+rxK151Rje1ZMS5cc2tqm6CmdkI4x50MzMzM7MaafsedEnLAScAvYCzI+KIiptkZmZmXeDyqz6ougnDZe01J6y6CVZTbd2DLqkXcAqwPDALsK6kWaptlZmZmZnZ4LV7D/r8QL+IeAlA0qXAqsAzQ/tC7592cRc3bcSaaJsNqm6CmZl1o99d9VTVTRguV6w5W9VNMKuNdg/QJwNeb7r9BrBARW0xq53j/rJs1U0Ybjuvd0vVTbAaWuXKa6tuwnC7bq1Vq26C1cx/T3236iYMt5n+MEnVTWgJioiq29BtJP0OWDYifl9ubwjMHxHbd3jclsCW5eaMwHMjtKFpQqC1k+mGnve5Z+hp+9zT9he8zz2F97ln8D6POFNGxESd3dHuPehvAFM03Z4ceKvjgyLiTODMEdWozkh6OCLmrbINI5r3uWfoafvc0/YXvM89hfe5Z/A+10NbTxIFHgKmlzS1pJGBvsB1FbfJzMzMzGyw2roHPSIGSNoOuIUss3huRDxdcbPMzMzMzAarrQN0gIi4Cbip6nYMgUpTbCrife4Zeto+97T9Be9zT+F97hm8zzXQ1pNEzczMzMxaTbvnoJuZmZmZtRQH6GZdRNKCksapuh1mXU3SxJL+r+p2mJn1FA7QzbqApIWAa4FxJKnq9lj3kNSn6jaMaJJmAG4HRq26LSOSpEkl9Zh9lrSIpNZfuWwoSJpZ0hySJqy6LSOCpIUkzV11O0YkSVNKOrfqdgwLB+gjiKRpJM1cdTtGhJ4WoEoaHZgKOBaYE9j+px7fDhrvsaTpJY0raayq29TdJE0MnNhTvscw6H2eB+gHTCJpxYqbNEJImhzYG9iwBwXpkwMXS1oc2v84LmkF4FLgNOCgdr84Kft3Pk3FQdr9PQaIiFeBhSRdXHVbhpYD9G7UFMTMAxwE/F7S1NW2qntJUpSZxz0h3UPSSsAmwAvA1sAptEbVoGHWeI8lLQP8AzgZOEDSVNW2rHtFxHvkyW1nSTNW3Z7uVi5E9gD+DYwO3Ah8X+5r9xP7W8CjwAzA2mUdjbYkaSSAiPgLefw6W9Jy0cYVJEpwfgKwArAK8DGwXKWN6kaSFiYvRLaNiAcljVHuGq3CZnW7pu/tisAyks6usj1DywF6NypBzArA8eQB4Ndkj8xMlTasGzUF538ATpB0sKSlGieBdiJpCvKE9k/gQ7Le/hvArJLGrLJt3al8rhcAfgusRX6+Pwf2btcgXVKj1+kMcpTkTEnTVdei7iVpXOBs8jM9EJgAuBuYTtLo5TPQdt9pGHQBOhAYAMwE/AFYq1170su+No7ZkwGPAVdKWr5sb8eLsbmAMYCvI+ID4BJgJknjVdusrtX03v0GeAJ4uhy3zpJ0PnCspF9X1b7uFhHfSloVOAw4FVhW0uUVN2uIucxiNypB2rnAqRFxl6RFgdWBL4GzI+LlShvYTSStB2wDrAPcBVwWEftX2qhuIKkXcCgwHTBNRMxd3uODgHOAyyPimyrb2NXKPvcCngW+iYhZy/Y5gFXJv8UB7fjZLiMGfyQvSLYH3gX2i4jnq2xXdygTQm8FrgSmBo4GxgXWBd4BjomI/pJGagR47UTS+sBOwBbAZkAAjwCXRsS3FTaty5UgbnrgKmCViHhZ0tpk58NGEXFzpQ3sJpL2AtYge9A3AWYHNminkQNJE0XE++Viel/y+LwAcBLwNDAr2XG4HfBpO+07gKRRyLlhZ0XEVaWj5QHgiYjYtNrW/by27AGpi4j4AvgWWLTcvpv8cKwMrNrGebu/JA8GSwKvkAEr7TYRJyK+J4f8VwDuLNvuBg4HNgI2apdet+ZetBKg/AYYXdIxZdvjwA3Aq2TPVNto2vdVgOsj4sqIWBT4hOyJmqHdehkj4h3gcmB/4M2IeAb4D/B3sjd9H0mjtFtwrjQSMDMZjD8G7A68BGwKrN8O3+kO3+cgU3oeB0JSn4i4nOxculE5Ab5tNPY9Io4A/kYGqitExPrtNDIkaTngLyVIH0h2Jr0AHB8Rp0TEXWSKooCv2i04B4iI/sBrwGfl9gBgZzKT4aIq2zYk2uKDWBdNOedTSpqtbD4fGFPS6uX2Y+SEq5WBKUd0G7uTpIXL8NlLwInAxhGxTER8J2lXYONWD2Qk/VbSHyRtWSbdXA6sR57Y/ihp1Ij4O7n/KwOjVNnertCUc74YcISkHYAxyWHi1SUdCRAR/wGOioinKmtsN2g6cT1FVulpDINvA0xD5mmPXkXbutnzwF7A9pLWK6NBt5GjYhOQkwpbXsdjUglmHgYWljRrRPSPiBOAkckeyJb+TneYJzStpGlKZ9JAcsSg8fe4n5xE+XY1Le06ymoti0nq3RyIRsRhwDFkZ0PbdCCV1Nr9gCMbPegRMTAiDgHOafrMzwr8gjbpVGmKwWYrn+0JyQpU50iapDzsG7Lj4byKmjnEev/8Q2xIlSBmReDPwPeSbiaHhmcmr9g2J4cSlyOHT2ckT/otrwQtGwFXA/8ie85vKznJCwLr0+LDh+WgdwpwOjl5bA3g/YjYUNInwNrkBMLjI+I6SXdExJfVtbhrlM/14uQB7SgyB3t28uQ9H9BPUq+I2C0iPq+upV2n6aJkAWBishfmYXK05LeSHiEvUu4kh09b/n1u2uc5gPGBRyPickn/Aa6VNKDcvgW4PyLer7bFw69DsLoeML2kR4FPyR7lvpJuJwOYD4GTIuLTyhrcBZr2d0cyLe1zSe+RIwWXAqeVXuTZgdUj4vXKGtt11gMmBQZK+ldEDGjqST+8/P6ApGUi4sVKWzocyn5MQo5m7hIRtysrEs0qaTTgjsYxunS0bEKmMX1cVZu7Ujl+LU+epy4mU3dmIi9Ebpd0B5lmvF5E3Nf8/a+liPDPcPwAIzX9PiOZ7zQjeUC/F/gTMDb5pVmF7HFbhBxqmrrq9nfx32ILMogZC1iaHFK7DbgemL3q9g3nvv0SeBJYrNwWGaA9CJxXti1JDgvv2nhM1e0ejv2dDJi26fbOwObl94nJ+QWnNT12iarb3A1/g2WB/5LVeQYAC5X9Pp8cGn8KWK7qdnbxPi9PjoCdXfZvy7J9SbKHdd2q29hN+70NOdl7beDl8j7PT841+AfZC9fSx7AO+7sCOcegF3AwcG/ZPnY5dm8OzFB1O7twf3sDB5AdLIsCvcv2xjy8ickOprY4J5fP82tkMHoHcBx5wXkoMEl5zNHArFW3tQv3WWRWwr9KnLVOOWePX+6fv8Rev666rUO8T1U3oJV/ypf6YKAPOYHqtBKgTl/un6gc3E9ues4cZdtsVbd/OPZ7tqbfFwR+13T7cPKKnPJ3GRMYo+o2d8E+T0PmHzduNw7wY5N5uQuUk8DSjQNgK/8AOwCzAaOU29uVAKZxsPu/8jmesek5LXtB0mHfVb7PfyN7XxYqwerETe/5FMBMVbe1i/d5HHKi4G/LtuXIUZNVy+3lgWWrbms37PuYZHWesUuQdkdT4Na4EB+r6nZ28T4vSPae70MG6n3K9t9U3bZu2NeRy7+9yflQpwCLN+3zVmRn2uhVt3U493NOYMKm21uRF9W7lNuTlf3cqOq2duE+9wFGbbzPwHhkWt46ZHnYRiy2UvPfplV+nIM+fL4hyzNNQvawnUFOOFlN0tSRQ8BrA3OpLG4SOZlu7WjRPN0y9LmrcunvUYHFgFUk3awsH/kpeRFCRHwXEV9EGwz/A+8B46qUpIocIu0DfEWWGJw2IgZExG0R8W6VDR0eTcO+J5LVOq6Q9Cty6PseYE9lffsxyZUlBzSeG+VI2IokjapciAgyJ/NrsqzghmTK2qoR8Z6kjYHJI+L1iPhvRc3tcpE+JSdTzVq2/Z3sjdpZ0mgRcXNE3NLq80ialc/2d2R51BuA9SNiyYgISdsCC5djWLukbm0oaRWgP1nJY5H4YZ7QZvzw/W5pkhaUtDcMKrXXJ3KC4EFkqtJawLSStiZTe7aLiK+qa/HwkTQR8BD5/k0OEBFnAHNGxLElleNNMiWvd3lOS3+Py/l3cWAOSesCR5AX1GsCZ5Lf3RdKmuKeZNpeS3GAPgyUS0CfGhGflZP07mRPUz/y6nwKcvLctCVIXywinlWWqCNaNHdTP5RU24ycLHViRBwRERuSQ0mbkasO7ixpk+pa2rXKRcm3ZJm130r6BQy6ABlADon3Ko9t2YOeckXU6cvvC5AXHy+RPRKTkgHMqORw/8Vkqb2WzddsKO/vr8hJzDuSZRQnJL/H65FB24slN3sPspemraggJwZOWt5/yJP+m2SZQaC1L8SaKReN24kc6XyO7G08rtzXl0xtaukJkp0cjwaS3+enyBSHmSStJemP5N9i32jxHPuiP1lxZ3fIY3WHIP09ciL/AcCapeOslX1LVlmaH9i2KUh/ovwbpXNhDbIXveW/xxHxHXnePY5M3bk3Ij4Cfkd2Lh1Zjuenk+eqliuH6zrow0BZHvFq4K2I2Lj0vO1JVjbYjpwUuiWZZ34S0D9avBxZuULvHxGfSfoNeeL+F/BwRGxTHjMl2fu2LzmM1vLBWzNJ85Ozv+8DHoyIO8tBb38yF7lfpQ0cTpKmJZc3/5Cc1LtERDwv6WhyePSwiHiqHPwHRMQ7tZ9kM4TKRdeJ5IjQvhFxpnIdgyvJIC2AuYE/RsR1lTW0i3R83xoX38r657uSF2QiJwoeEBFXV9TULtPJPgu4BngmIvaRtB+Z1jUueYG2SauOdA5O2ecjgb+X49c25HlrPODMiHiu0gZ2oXJBfQbwt8iSikgaufSozwisBlzV6sfthjIa8DyZ2vIUOT/qM7Jj6TdkLNI3Ip6urJFdpPFdLp0rfyU/w0eQ9c3fK8exHYAPgMcj4o5WPFc5QB8KJYBZIyKOVlYtOQ/4LCI2Upbz2ZecILkTGah+Hlk/uOVJWhrYkazjvkZEzFV6XG8lT3BbNj12lMj6oy1pMCfyRi/E/GQvxOJk4PZL8mKkLU7kZWb/kcAREXFg0/ajyGBtj4h4sqr2dbXm91rSPuQE7/eBKyPi32X7imQP1ccR8XArHug7o6xvPVZJZUFZied7SWOTn+sZgFcj4pFW32dJ40WpVKFMN1REPFNO5KeSk/n/S+bhTwy816ojnTAoOF05Ig6RtCY5N+Y8MljbmJzsu1SVbRwRJM1J9qBeGxGHl207khfim0bEJ5U1ros0BasHk1XFTpR0Lzl35neRC/RMAPSKiPeqbe3wa9rfSSPiLWV1mqWAvsB1EXFZic/6tPr+OkAfQuVAPgaZb/5yRLxdetIv4ocgfQLgEDI/d+NW7zWH/wlgLiN7HRaPiH+VbaOTkyTfiIj1Oj6n1XTY3z5klZ7+yvq5AxqPIWshjw18Fy1eoqrDPk9FXnz0JauV3BgRn5X7DgBuiIhHKmpql2o60M9Mjho05krsTgZpR5GB+VwRcWNFzexSTfv8K7KnfAmyOs+t5XM9UuQCXG2h7NP/kaN9W5Mjf4cBU5G951eQHSpPRS7O0xYkLUx+ju8kK/LsT56/JiZHeS8CLomI2i/WMryagvSzgY/I7/Xakes2tI2SsrUs2Wl2J/A6mc5yXCtfbDZrGulbgZzgfDfZUXYaOel5DTIlbzNg+Yh4uLLGdgEH6EOgDIfdQvaU3iPpVbKe6Galt+lCsndt09KTPlFEPFtlm7tCh8BtdnJUYH5yaeANGiksysmifwG2jYiWztlskLQLMAtZtumAxgVJua9tljdvCtgWIasAPBQR95cRk32BY8m882XJknttE7zBoNr2R5PVSxYkJ4V+RwYxC5J/k3UjV4htC8oVBo8kJ7/OASwD7BMR11fasG6knAC5O9l7/DB5HDuKPK6vQKZwLdkuaXmlc2E+YDfgzog4uWw7gtzXhcggbrNW/0531iHU8RhdRhSuJS/W5o+Sm91OSoB+DzmKv2ZJ67iYLPvbsoUL4Mej8uVcdQo5GXQ3MvXwDjJgn49cQK9fRNxWUXO7jAP0nyFpVvLDcEFEnFe2jUWW8Lk9InYst68ih5fWr6613aMEq/MAu5chpaPInrelydnwRMRZFTaxS0naFFiXrFv/D+CFiNio2lZ1n5LCcSR5obkyWbv+WDJA3Yy8SDkxIi6rrJHdQNLc5CjB6uRneW+yCtHyEfFmORF8HxH3VdfKridpX+DtiDhXOXF9TTLFY4eIuL3SxnWhRmoaDEpP24y86NymjBj8HzA1ORF4RbKiyRvVtHb4DSZQ/Q25hsFjEXFo2TYzGcQ8Hi2ej9yhE2kRstTeCxHxaiePnQ34Jlo453xwo9NNHS0rAd9GxK1l+6CR31ZVOj23BO6OXFxobTId7f/I0bBDgN8DzwKHRJnk3Moj+Q0O0H9COXk9BHwdEQuVA/6N5BK6r5A9MX+LiF1KT/r07TL831B62w4EVoyID5q2H0ke5Ccge2FadhZ8J70t25BDZyuQC7SsXO4aO3KWeEsrB7xJIuJp5eTIE8ieiJmBk8neiHfIJbC/BcaNnHjT8ge8ZmVkrDeZtnYMGaQfQ44QrdhGvakd51QcTK5lsHq5/QsyBWBiYOcoufetrEPgNg3wTkR8JWl18uJzq0YQUx4zYfPxrdV02N91yUmf/YELyDUatiPTeA6trpXdR1kScxtyAv8i5PHsZkoF0Srb1lU6vMdzkEUoBkbEN8rJktF0/6B5U5U1uIuUC8otyHLGV0QWKhiZTFk6PLJC3iVkVcKD2iF7ocFlFn9CGfpbHfhlOan9FXg6Iv5TArV5gA0lnRxZcrHlg3NJk3TYNAm55PcHknpL6g0QEXuSV63LtnJwDtAIziWtLWk+8sr8IjK9YaXSA7EtsFu5aGtZ5f3bE9hS0uwlJWlPsnLFocDCZA/6RmQ5tkETi1r9YN84aUmaUFnX+7nSg7g4cEpEfEhedL9CVjFpC6Vn7deSVlFWnDoIGF3SmeUhvyTrgP+TrGLS8poClZ3Imsh/k7Q/mZO7A3BS6XxoPL5lg3P40f5uTo4EfUnm1u9Nlv89kSwRu2tVbewukqYgRzyXi4ityA6lXcka4C19zGroEJz/gZw/cR55HP+/jimXUVTQ1C5V9vtZcg7JdMAfynnrW/K4tYJyPs0kwMHtFJyDA/SfpKxq8CoZtGxALvW8e7lvjMjJgTOQ6S0tT7nQ0NuSjpXUqMryJjBQOWN6QOQCPetK6hsRr7XyiU3SEh1OWBuQFTz+DIwOvEouTrQZeQV/YbRwvmY52A0ga/+OAqwjabqIeJkcCXmj5Cq+RI4cXRwRX1fX4q5VAtVVydGR00qqB+SiRPMoa/f3BXaKiHubUyRaUdMFyULkBec25EXY8uR+Ti3pWnKxtVPIz/401bS265X0jk3JNLw/k0Hr/pG59kcDhyknubespve4l7Is6IrAjhFxAVnZYkFytOB+8nt/aWWN7SKSxldW6Wj0rn5KXlRPVVI6LgXuIkcN2kJTcL46WU3r18Bl5HyCTSVN0g4BebOmtJ3lyfkjL5CdZutJ+iX5/q5Flo88LdqkYl6z3lU3oI6arlankEREvKJcuOM/kvaPiIMj4kvlxIWPgX+0yfD/l+RCJe8Ca5be5PvIK9e1JX1NpjzsTZ7kW9075ElaEXEMWX1novJ+L0umexxGXqmvHe2zcuScwOTk8seTl3Sl+4GzS8A2C7myXlvsb9OBfnTyYnsnsmrL8ZK+JRcm2pMMaI5t7Herfp9LkDKg0XNOlkddMSKek7QVmcozICKWVim/Rr7nG5GLfLSkTo7BY5P5yJ8At0h6FzhQ0lwRcbakK6K1V49s3t9eEfGFpH7AdJIejIh3SwfEseUz8UCFze0SZQRzNrJz4SPy2Lw3WZ3lN+RI0CtkBZOxKmpmtyjf1YOBN0tHytWS+pMpPdtJOilavKwgQOkMfKscv0Ylj0mHRMT15fy0Hnm8Ppg8no8VEZ+0SQz2I+5B70T5YKxG5u8dJulE4BvyqnXzEtAQTbW+2+GDERGvk4sbzE32xNwF/JbsVZuCTAWYC1g9Wjg/V7kM9KrlintOYC/lxNDbgV7K2fBvkAeBncgZ8S1/dV4+1zOT+cY7kfn135MTQcch3/fLgA0j4paq2tnVyn4vSvYgjgP8J7LE2pbkROBdIuIAcr+vaeWec+WCYudLGqVsmp3sZZqu3L6CXPV3TUnrl7Se0ch5Fuu16hBxhxSARZWpeg8B40naECAiHgM+IS9GIHNaW1bT/u5AlpmDTGdZDJizBDezkef5lk7NaygjmI+Qn+etyeINb5G9qHOTF2CXANuTk95bljKvfNDv5bu6GTnytRdAZPnXxpyRlh3d7WA/SbMARMQ35Pd0OeVKsI+ScwtWIM9hY5YL8LaIwTryJNFOKCePnU2Wltud7HFaNSI+LEMrD5NXbi+0y4eiqZdxZPLAthMwE3mRcjVZyeNlcgGblq6pWnoVXyMXMnilHAzuIPPYTgemBQaQk6w2ixZezEI5AfAkcsGKkDQPOdy/QuSkuSnIfMaXgD+1w4VIR2WfTyFPZL8ll4b+e+S8ilmBc8je47b4Pkuavvz6Xfl870Hu3yaRCy2ND6xDVkV4pjxntHZIZyrB6mZkJ8LLyooPS5OlMx8gL7pXiIhXqmtl1yn725esZf9s2bY9MC8wPpm6tnW0QVlBlYW0yu/7kyMkk5MTBZ9QVlObg9znJ0rqXsuTtB5Z4vgVsizo2OQKqddGxFHlMWNExJeDfZEWo1yP48iIWKeM5K9LdqxcrJz0fTRZGrZtVr7tjAP0TihnSDdK+WxD1vx+SdK85QQ3armyayul53BkclGLacgeib0i4m/K/PR3o4UX5enQyzYt2Zt4ahnunoqsIXt6RBxWHjNxmwwZzkQuVf96CcrPBa4jA7SPlVVrVibTWl6qsq1dTVm//yJgt4i4XdIGZMB2K3BLCdLb4uTWSG0p3+P9yaB8yYh4tQRyG5Hv8b+bHttONf2XIet8LxYRn5WOlknJlL2tgK+Av0QLr4Tb4RgmchXUI8g5M4uSoyX7kSke4wIfRYuvTSFppkbaWelF/a78Pg7ZUz43OUdoerI61bWVNbaLKSf97kxWl1qZzMP+Gzlv5gpycvsJlTWwGzQdm+4jSyfuRC5AtBz5fZ6YPJ7fVF0rRwwH6E2aepF/Qealzkoua/+8csb//mQ+1Nvt0NM2OOXEdi9wUkQcXHV7ukKHE1ujZNPXZEWHiyPivBLIPkMu7HBcq+e06cern55LLkgzDXmgXxb4DHiCPLntETmRrK1ImpxMXXohIlYu29YjD/jXAX9tnPBbVXOQXUaH5o+IE0oq3lJkitYrknYDNiEXqfm81QPzjt/PcjG2ITnUL/KE/l/yovuuVr8Y6XAMmzsi/iPpFLLX+BOyd3UqcrRzvchKFy1NuYz7DeTCM1uVbc3HtUnJEZO1gD7kSHcr1zmfnyyH+VVJUzseuDwi/iFpSnKhLUXEgcoVUj9tl5ECGNQ5ui5waER8LulWcrR7G/I7vQDwYTuO9HbGOehFh4P9u2TJsXvJySjrkGkBR0SZvFBVO0eEMmy0J5mP3dJVDhqaTmxrkPmL95eelqOAjSVtXHppZiJr3bd8TlvphfiVcjLzZmTu3gNkYHo6eVJfAjisXYLz0qvYKKU4ceTCM0sAo0k6HSAi/kKuKvh4GwTnkwJ7KxfdgQy++8CgUqi3AZdKmiZyIvSKEfFpKweq8D/B6rbKxbY+IysvTUH2Mi5dbk8KP5RTbVVN+7sjmWs9fkRsS66guGlEnEQeu8Yg5xW0tHJB9TUZsM0g6VAYdFxrlPt9KyIOIQO4FVs5OC9WAcYp6Tz9yWP0epLGjawodw2wRHnvH2un4Lz4hJw3saeksSJiGfL7e3lEfBsR9/aU4Bzcgw4MGhpdiFxNTxExULks8nLkxNBe5HLJt7R6r+qQKr3JRwPrRGtXOmjOW+xF5lp/HBFzNj1maXJfj46ISyppaBdrGg36G3kh/ruI6C/pPOBXwMIR8XUJ3vu3w+e6aZ9XAfYgqxLdGxGHSJqMzNv8MCI2rrShXUQ5X2RM8qT9T7Li0J5kucwzmx53LDl6Mm+0WWpeCVbXJwPUpzvc9zvy77FeRDxfRfu6QglUPi+/r0oG5MtExKfKybAfRcR3knYnK1xsHG2Qc96gLC24BDnyd1m58PxRT3qr63DBORs5D2xRcqXbjciUpTPJif3bkcfzlp7k3KyM2n8bOW9kSrLj7GXggHJ+uo0c5X200oaOYD0+QC8fjGOAvSPiqbKt49DpoCCvJ5E0eosH5+OQB7KzleXlPiYr0zxKprXs2fTYJYAXo5MloluRpDEj4ovy+xXksP/G5WD3F3KocHryGNA2n21JS5IXWyuSJ7ZDgKMiYl/lhNhzydUyn6qwmcNNuRrsBhFxfOk9Px34BzmBbCQyP3VMcjTwTWCKduhtkzQvuVz7U8pFly4GNidrYS8L/IIcNZiMLL+3U7R2zvks5EjAaRHxraStyUpaZ5O9rUuT7/nsZJ79ndEm5VFhUDravuQaFdOR6XhPR8TO5f6WTlsCKBdZo5U0tJUi4gZJl5KjIBuTnYSrAzOSnYXbRVYkagsljekgcuTnqPJ3mBK4HngM2D4iPq2wiZXp0QF6GR7ejyy1t3RkbfOW70m0H6pSSPoTeeJ6nazs8GYJaB4kg/R9qmxndygXneuSs/wfLduuJRcnWqWc6Gdv5cClWYfep6XIYG0Ssvd0DzJYvSoidmyMGFTX2q5RLjb6kPMoxidr+p9B1oJ+kEz3GJvM2zw0Ih6sqKldpowYrE4uNNU/coLzVWQN7HH5oYTiheQqi2NFlqZrSU3phaOQ1Uogj2PXkO/7hWRKy1nkEudtN/QvaWNg7Ig4qYyAzkgutnRHI0hvdSWX/GSy42hh4LeRNe3/Ql5krx+Zjz0N8EnkKuZtoez7M+RIwcbkZ/3UiHhRuWLqhuT+t1XxgiHV43LQGzmqkPlr5AHufWATSeOUIfKWrYNsUPJRj1Qu7HAJOclEEfEmQES8Q/YgbyvpkOpa2vWUE4uCnOm+onIZZMgeqPmBM5T1dVu6B7lZ+c4uXPIybycP+OsCx0Tm1l8IrCJpqjYJzhW5ZkGQubdbAxOSq2beS06M3DMiVgM2aofgHKDkoF5GXnj8TVlO8o/kIlv7RcQWZFnYhYHvWzw4n55MuZwzsnLWTuRIwQQRsXhErBC5YuaSZMraJxU1tcsM5rz7CbCLpAkj4vtyEfIvss77xCO0gV2ssb+lN/wecl2GIxsjnxGxHnmhfaey0tRL7RCcN/Zb0gxk+duryHSWc8nSxocrq9esTo529sjgHHpYgF5y1kLSUpJ2k7QPORx6Djk5cO1GkF5tS21YSVqJzMW9s5ygX46IBYB/SrpfuZALZMrHZGRPW0trOuDNAvyVPKgfC4xHBqYzkT3KVwLnRMTAdviMdzjQnwA8UoL0L8m5Boso62BPC6wVbVL7uhzDFiODttuBD4Dfk72sWwPzADuXC7HPqmll15E0vaRfS1pCOVnuebKyx9HkWgbnAs+Xk/oOZF3sVk/bGom8AFuuBOu7ldvbSJpLUh9JawFHkqscv1VhW7tE0yjYVpKOknQwOan9DOB2SfMoF5Qbnfw+t2wJ3A6jfvOTa6vsQE7+XbrxuIjYgExdm7CShnaDcvxamSwRejuZ2nI1OTr0Z3K9ipWA4yLi34N9oR6gR6S4lKvvD8rvSwAnkif0FckhpDXJoeG1yNXnzmqDA3yPU1JX/kpOJnlIuZJeH6B3GQ4/jFyo5noykJm31XskGgf6clBfk9y/J8kFtvqQgdu8ZJC6VWQt8LZJ45K0ApnKcg65YMtMZI7uVOX20uQCTDdU1caupiwnuDFwfUTcXS5QNiDXMLiAzDufOiIeqbCZXaKMhh1MVmMZk0xxWAl4nvwOL0nmrz5DHtOPbeVUjw6B21ZkoYJPyL/BB+XfL8gqNa8Bo0TEa5U0thtI2g5YjSxpfDxwe5k/si9Z3WMCsgZ2W0yClbQrufLrDpETJDch027XI49j00XE7tW1sGso58yMHbmezEhkmtKFJd9+HPJie0JyQvc3KhOj2+lcNUwioq1/yAP6g8DM5fbh5LBJ4/6zyAVLIKsBzFJ1m/0zzO/1eOQCNLMDo5JDxLcD95GTrCBP6oe2+vtM9hw2fp+FDGDmIyfK7Uf2SExW7p+OHCqvvN1dsN+TAIs03T4D2KLp9snkBcpY5faE5V9V3fbhea+BUcvvY5ITI58EVgV6Nb3HR5IjJ2NU3eYu2u/lyN60RZu2HVA+67OV2zuQ6QEzNH8nWv0H2Jac0L4tWd/8yHIuG4dMBTgQGLnqdnbBfo7U4fZhZB7yTmRZ2JGb97Md9rlpXxYh07PG7bB9o/Ke390Ox+1yLt6RzDNvHMcuJ1fphpz4ugTwNNl5Nnpje9Vtr/qnN22sTCpZmzygfSxpUTLffFBt74jYQtJV5YqtLUrs9WCfkAe2Y8hFpm4nr9SfBLaXtFxEnK4WL8+lXEhrRUmXRNYJ7gM8EBEPlfufI4P14yX9MX5YAryleyOUtY9XBRZXrih4BzlBcLxyv8iqLYsBt0laJsrIWavudzmGLQl8WiaJzUCe7I4hFyF6CHgrIvpJOofc1XZYFXV84CZyUvPdKqs3Ry7QIuBa5aImF5N5q19Hi9e0b5A0JjkStlvkytV3kSNhu5Ll53Yiq3609EJEZY7QKMBbkpaIiDvJmtf3kcvarxhZ8nhrSZ8ClwFt8R4XowCvRcQn5XtOZJ79hcpJ/UQbVC+J7BE/l0xl2VvSGWTu+fmS3oqIv0v6hgzaJydz7hcv57Yera1z0CPTVJ4nh8DvAvqRX/61Ja0iaZyS/zUd2TNhLawEYWeQPee7kCkdZ0fEA+RJfOLyuFYOznuR+fP/BMaWNB2Zbz2LsgQbkbnWj5CrpR6krKvbskFqQ3nfbiO/w30lzUemdOwhqW/Zv6nIE/nL5Kq/LUvSWGTecX+yZ/xg4InIuRU7kqMJuykruhARz0fEC1W1tytFpp6tTE4Ym6Cc5Ecp9/2JTO+YoTzu7MhJsy2naR7FoHNx5CTBD8gFakaLrO9+HXnhuS5ZZvLdCprb1WYFDpB0NFkmFDIHuRe5fsHAkvKxI/BQtPDcmcb7XH4fufz6BjBA0rSQ8Yqk9SVtD3zRDsG5cj0ZImu2T0mmsfweeIEczT5X0slkR9o9kRO9/wlM1Pkr9ixtn4NeehvvIr/0c0XmNa1KDh2+Tea1/Skirq+uldad9MOCJetExItVt2dYlTy+zYEbIuJp5aJD75FzKqYjJ5I9DtxBDhXvASxO9rpuBnzXyie4RtslTUXmqf4KOILsmbmETIdYkgzsViKXwT6livYOL+WE3wPJPNyHyRz7icme8yci4h1lGb5LyZSP3aINKtR0JGl5Mm1p3sh5JH0iF+W5lqzc0tKlQiVNHaU+fQnSI2LQJOAVyCXuzyxzTDYGdokWnhwJ//NdPoNM6VgnIq4rHRALkz2sT5FpEZtGC88raKZcWGtqskPwT+Qxuw85QfILchGiFaOFF9aC/FyTC2h92jxiXTpV1iYXkTuRrMg0IUBEPFwe09IjvV2pJwToo5An8K2BdcjZ3y8oC+H3B8aJiOf8oWg/5eJsHXJxi3Wi9RenmYvcl7fJgG1kclXBV8jcvQHkhLnPgesi4m/KibPfRWuXnGtMhJ2F7Fn8lhxF2IKcb3Ak8BY5gWwAebFyLLButOCiLZJmJktDnh0RZzRtX50cFbg+Iv4qaWyyF32MaKOFSzrqJEjfiOxgWblVg9XSozo6eXF1akT8sWzvVXpSRyUnfS9H9jyOQ06ge3pwr9kK1LSwkKT1gYFkT/qMwHHA/eW7PkZ5yqitfOxqpqzpvjG5wNSL5P4eSU7wnpo8fp3eSElsZcr1KK4gJ6t/ImnkRkqWpAWANcj3/uLGZ9ox2P9q6wBdHVYAlXQoOYlu3XYZCrbBU65QtgTwXET0q7o9XUG5kuI65EIlpwO9yYlzL5MlFN9uxwOdsprHYcC15IjAfuQQ8VZkTfvzIuI2Sb8sjzs6Ih6vqr3DqvSingI8WnpOe5GL8ExCpjItTI6GvEFeoCzWivs5tEqQfhRZmm1DYMtWvuBuCsQnI9PRDo+IE8p9vSNiQAnie5GVid5r1YuRzkhamHwfd4+IzyTtR36P9yLP0WNGxEFVtnF4NXUsjFTSdQ4kU5UWIEf5Vo+Ib5oe39JzozqStBx5LGtcWI8CfFv+JsuRk2TPbZdzc3doqwC94xeiafugQF3SMeQBYH5PQrBW0WFYuDFM+BWZc9+L7Il5gVwqueUnCTYrIwfnkmkt65C9UO+SvaivkqNjt0XEkyWgHSUivqqoucOlBOgXAv+KiFMlHUSm4c1ITipbmKzfPxfwSuTCTD2Cco2Dq8lUxZbuSW6QtBCwCZnmsW9EHFO2/6hzqV2U7+cU5BLud5KrRH5d7tuPvPiejazw8VhFzRxuHY7Xk0WuYL07Wfb1C3JE9ztJfyQX1Tq0TTtWGqNf85X5IkhaBFieLGfdYxchGhJtE6A3BedLkysmvkcO879b7m8eWpuh1XO8rGdRhyXqm4L0L4CzySB9nFbPye1MCdC/44cc7PXJShZzkDn5z5YeqrY4wZUh4CvJVKXXydr+V5CjBhNExJYdHt8W+z0kJI3eqhdfHUnakFyvYD0yKD0BOD4iDi/3t8X72tl+lCDtXHLuxN+atk8GfBW5emrLk7QNObm3L9ljfAY54nknObq7F5m61PJpLYNTgvRTImIaSbOScwK3jIhrqm1Z/bVFmcWm4cLGIkTbkCV7JpV0aEQMKCfwRq+E01usZZTP9dSSLqYMEUYuxBRkz9s2wMHRJguWNF1sTwy8HxGPlu0HAYdExLOSXiLnlozZuPBu1WCm7Kci4t1yjHqg9KzOSK4iqNLb9gwwd8fnt+p+D4t2Cc6LUYDzS6rOU5KeBe4qH/8j2uV9bepJ3pwc+XmVPD9vBZwlaWBEXFce+2ZlDe1ikn5PpqOtU/4Gd0vaDNiZnF8wDrBhOwfnABFxs6RtJX0NfEquW/G3drkA7U4tXWZR0hTKpZ+/L/nGK5IlfL4ky3CdXXL5RoJBZRd71AnNWptylci+wCMR0b/5sxs56/1icqJN21TwKMH5SmS5rZMk7VnuGgn4XZksuSZwZGQJzZZV3t/byMU8GqXWRoqI1yLittK58J2kecgT+61VtteGTckn7+hbYPXGjTKX4GpgW0njD+Y5LUnStuTI19XkPm8euY7B9sBFZY5J21CWF5yV/M72krSTcn2KKcnjeaNyTcvOoxgaEXEzGZ/9wcH5kGvpAB3YEviHpPFKHtvz5ND3KcCaJe9rQ/ILYdYyJPVSVqG5k+xpebbkb/5IRDwYLVippDONgETSuGR5yB3IE/rsJX/zAHJy5GrAEW2SzrMEOaI3cZk4RYf5M6NL2gL4C3BA6Y1qm8CtJ+iQj7yFpP0krRwRFwKvS7pH0myStiJ7GOeOiI9aOYDp5DP6C3Ji5PRk6tYhysWnbiQvtp8bwU3sVpGLZj0DXEXOD/qGrLi1A/CLyEW3PqmuhSNeRNwZEVc7OB9yrZ7icjDZ83SNpFXIL8RWwIER8aqkX5H1r3epsI1mQ6xx8CqjPW9L2o4sGbhYRNxScfO6Vek5/y0ZnI9DLnX9HZlnvxOwV0Ts3pQC0w4H+mvJHsWbyB7GHwV0EfGVciXJxyPiwTbZ5x6lKThfmkxHuxlYVdLsEbGepMPI+tczA9tFxPvVtbZrNO3zUmSaVi+yWs0LEbFsuW8rSZ9ExGXVtXT4dbgA61OCcyLiLEkPkVXEvlauZN6fPJ71WD5+DbmWnCTaYcKnyMk1M5HLgK9HTsqYmCyCf0REXFtRU82GWFPguQQ52/85MnD7DbnC3u8j4h9VtrE7NO33gsBpwC1ksLoz2YMOWZpsJ3JxmraZQyJpUrKX7T1yv8+NXDXzR5WorLWV/Ot1yCH+fuVCtC9Zv/+oksbUNhNgAZS1zE8jV/Z9laz7fUtEHKOsCb4nsFq0cMGGDrHIpuT3+Gb4n5GwPchj2oYR8UQVbbXW01IBupoqWUiaiexle4hM1TkUmJPsjfqeLPz/XUS86F4naxWSVgAOAY4mJxg9HRE7KRf1OJYsS9Z2pfXK9/ls4NCSxtGXrPN9KtCY7T9WtMfy140LkrHJoe/RgGnI0b9XgWNKwOYgvUV1POdIWpKca7BXRBwlqTewIFmF6BVygbG26l0sedi7kN/b/SQtSwblX5J1/TeN9imXuTh5wfXHKJXjOty/IvBSu08Ita7VMikuymXOfy/pajKf7WzgTXLBlpOAw4F9yeG0FZrzctvpoGftRdL4wMCmfMQFyRzrGcgFav4MEBGXKKu2tEVtZEkzkhUd7ouI1wEBAWwv6e8RcamkgeQJfaSIuILMz215JThfDtiDXGDqg4jYU9KlZD7uPpIOawyVW2vpkPLwf8A3EXFHCdJvkPR2RFwk6d/kyrcvt9M5StJiwJeRlabOAe6U9J+Sf3wrubT7d+2Qg13mBU0N3EEuFPeuOpTEBSi59mZDpWUCdDIon4xcfWxmcmjsaUk7kZNP+pX81BPJiShtsTywta/Sw3Qq8JqkIyOXtO4DXETmbK4REa+X3pfRIuIv5XktPSJU0tK2JCdMXSHpDeBP5faGwCmSto2Iy8sJ8PXKGtsNJM1N1nPfjZz0eqakCyNiI2U1qpXJxVy8iEcLagrOdwMWAsaTdHRE3KisCX11CeLOBv5dZVu7QocLktHJfd5a0uHAPeRF9pySRgX6t3qOfYc5It8D/ST9DvirpIsi4h6PfllXaLUUl7nIYaSVgH0aueXlKp2I2LzC5pkNsaY0h/HIUon3kCksM5J5mzdGxBHKJbHPBbZqp/xzScsAfyRXBT2WrGTyPZmHvRLQJyK2r66F3UfS/GSq0o5N2/5JpundDozb6kFMTydpS2DtiFhK0m1k59Lhped8KeAcYHbg81a/2G4Kzhur234saU4y3XRqskOtN/n3aOn5Ix32dwNy7tvTZBreyuT7unJE3O0g3YZX7csslt42ACIXLDmZHE76tXLFPchJKN+XHkmzVjI1ObN/XzJQ/ZScTLWspOvIHvZd2ik4B4iIW4EPyFX0VgWeJHOwjyYneK8oafoKm9idRgaWLBNEG+4hL0q+c3DeFgYCW0jaBfgKOAI4QtLWZQ7JTBHxWRsF538gV7y9XlkW9GVyVGxHsnpL0ALxxs9p2t/tyTkyTwF7kxP4r+CH0s8LOzi34VXrHvSmXsZlgRXIXrbryYPfDsA85BDhkuTksusqa6zZUCo9ThcBawNjkSfxO4Djyc/4ZMCAiHi51dNamjV6lkpP8srksvaXkBcmL5EVbG6NiLuqa2XX6xDQ/AnYhDzJjwocBmwTEf+srIE23DpU9ZiEHP3qGxGfS7oF+Ihc5vzzKtvZlSStSlao2ZT87q5EBq7XR8Sr5TFjRkTLlheUNG1EvFh+H5ss8bwruc+/Ixfh6RVZgWlN4KmIaKva7jbi1TpAh0Gznw8ih383IJf33hl4lwxoRgJOi4iH2ymIsfZX0ld2i4jVyu2pyJ7Uv5PVHj6qrnXdT7nE/SXAwsBOEXFG2T5qRHxTaeO6QFMHw2TAO5GrhDYH6TuSw/+TkKseeyJZi5E0Mzki8mZEfFC2Nd73XmT62vPAi+TF6G6NoLUdlIuQ04HJImL+sm0FYBWgH3B5RLxWYROHSxnBHxV4mEw73KNsP4Gc0P9hRKxQtm1F1jy/q6LmWpup3ZCTpEmUNVKRNArZO742uSzy5MC/yB7GicghtKMilzx3tRartUa6VlPa1qtAf0lzKWsgv0KmcM1D9qi3tYh4j0zteRy4Dgb1QLZTcL4yOTIwHQyq4NKn/H5CRGxNLvl9Y3M6n9VfCUQvJeeMHFRGepvPQwOB88gLsG2AP7V6cN7xMxpZUvBQ4BPlgktExE3kXJLJyVVDW9lIkauULwwsL2mvsv0WslzkBTAoH30HctK3WZeoXQ+6ckXQdYB/RMTZyjJ045E9bRuSX/iby7/LR8SXlTXWbCiVEaElyaHuI4BtyUV47inbNiJXwn2oskaOQCVYPZ084V3ZTnmbkhYCzgA2iIjHSofDwMga570jYkDFTbRhVILzE8hF8fqTo7qjR8TOHR7XuFAbJ9qghn+DclGeack6/heQwfiWwBsRsX95zBjtcn4u1Xc2ItNZjiQvSjYG1iD/BpOT3/O2qOtu9VCbHnRJU5TZ7beRM6IXlPT7Mszfn6wV+wL5Rfgnma/ZFl9+6xkkzU7mGr9IntxuIHvMrwCmIleaO7WnBOcAkbW+zyBP7G0TnBdzknMK3pW0Ldnbem0ZLXFw3trmItMtvy6pLZcAM5WqTP+jzYLzjcgFiO6jlFQsd51CllPcr9xui1VRJa1BBuW7AouSleR2jYjTyHULdgOWdnBuXa02PeiSFiUrWPy3TLRYC1gWeKD0pN9a7v8NsEUZRjOrLUkTABNGxHOS5gW2B/7VlGt9FvBLsqb/140eJ8+laE1NvaWzk0t+j0NW4ZmA7GV8DFgXOCMi/lNZQ61LlHSHNch8603IsokbtNt3V9I85LoMr0XEO5LOAG6PiCskjQMcAPSOiB2UNf7fiYi3qmxzV5K0OvDbiNil3J6SnAR7ZkTsWmnjrK3VaaGie4AxyUUc/hpZLxZgBUkfksH6zGRO2FMVttPsZ5V0hu2B0Uog/gVZ47x/Y7g7IraQdCFwt6Rfk0OlnkvRokpw3kh9WDsiHi0pTWNExEelas8i5X5rUY0Lsch1CkYi62A/HRGLlPvbpv51+fweRq5o/DHwDjnpdQFJ90SunHkgOTI0XqtfeA6mc+RDYJayfx9HxKuSzgaWljR+u0/mt+pUHqA3HexC0gByUs0Gkr6NiMuUy32vTfZEnlVta82GTET0Vy5QsjI5d+Lk8u8Z5Of7osg6yBtJmi1yRTprYZJmI+u4rx4RT0maBhgNeFHSgmRJzZ0j4pkq22lDr1RrmQT4Z3N6UkQcJimANSVN2Kjk0g7KqPYJ5KJaDzTd9Ri5Wvfyku4iRw56AS2dttWhwtJ2wDTkRP6TgUfJlULPIlf5nQBYzsG5dadKA/SmIeG5yDzzb8uw2QDg95IGltu9gP9W2VazIaGmer8RcZ+k78gLzO2AE8mFO/4MjCLp7BKke0SoPXwC3EqO+q0JLE9WdbgBeBDYKCLur655NhzWAyYFBkr6V0QMaFQ0iYjDy+8PSFomSr3sNjAPcFJEPNA8qTki7ijpe/OQ82Z6A9tFi9d2bwrOFyUnhJ4NzF3+/T05KXReYBZyJfO2SeOxeqo0QG8aEj6G7DlfR9L2EXFN6TnfSVKviLi0ynaaDQlJowM3STonIi4AiIgHy3l8LWDTiDimDAkfDlwFfFZZg224NHUwTEoeS78gF1pagjyenU9enI3mXvOWdyBZEnQd8q2/rzlIJ4O4N8jSii2tqSd5anLeF8D35b5G+s4TwP1k+eMBEfFhJY3tYpLWJy869oyIf5Tv9l7AOcD2kQtOjRwR31baUOsRKq3iImkm4BByFa4PyFnxf5G0eERcC5xEVrwwq72I+Iqseb2DpHWatj9IroC7lqRfRcR9wMrR4jWRe7oSnK8GXEYOg+9G9pavFbmq8QTkpNB+lTXShlsJyAaQpfU+JC+6fiupT/kMbEVebF8ZES9X2dau0JSD3aimNk/Zz+Z4YQUy7fTdNgrOe5EXHjMDywGUXvLDyfSdk8vfoKVTeax1VBagl9nfX5BXq5OTRf7nJ3udrpS0RERcHT2o5Jy1voi4Btgf2LcRpJdep3vJ1eimKA9t6eFgG5RzvjOZyvJPYBkygEPSAuTI4EERcVtljbRhImlBSXsDRMS3JRgfQK5q/SE5IjatpK2B3ckUj7YoK9jkAfJzvU4J0gdGxMByXFuX8llvB5IWI0dIGiu+rlneWyLibWA/YI/G36CqdlrPUkmKi6RpgaPIklRvlAkZF5bhoxeAmwBXsrCWFBE3laHvI8qJ/eIySXBJcqgUH+TbQi/yWNUXWI2s3PJZmVD4FLBZRLwymMoQVm/9gfUlDYiIoyMXl+pT/j2IDOZOJCdILhcRj1fa2m4QWfL1LGBz4FhJD5GVptYiR4leq7SBw6GT72QfMqXnD+Ro2JrApZJGi4jjIuKdKtppPVtlddAlXQO8FBG7SvoDWX7sPmAzcjLVkz6xWSuTtAhwMZneshCwb0TcWG2rbFg15ZwvQKatjE8Of08JrBsR/SQtR/ayruKTemuTNAdZdelvEXFE2TZy6VGfkbwouyoi2jqFSdJo5ITQpYC3yVW+n6+2VV1D0sIR8c/y+6LkyMDLZAfiPOT7v2REfFJZI63HGiEBepno+X2Z+f1Z6YWYibxa3ZvsrdgFGA+4v+RvmrU8SVMAI5MLeTxXdXts+JQA/BSy9Ny/Je1GnsjvIVdO3IOcYHZDhc20LiJpTuB04NqIOLxs2xFYjJz0/UlljbPhUuKRk4EPI2K7sm1Jch7RTcCfyJT8/pU10nq0bg3QS5755yVvbVLgb8CNQL+IuETSdcANEXFmh+e559zMaqUcw64HdipzChrbNyF70ccnj2e3+RjWPpqC9LOBj8je1bWjxRfl6enKhM85gG2AL+KHlULPAATsFa5zbhXqtgBd0mTA1cAr5Af9ZUkzADORSwNfVR66Ljkc3PKz382s/TSltkwGnBYRq5Tto0fEV01pD4NqRVvr6OxiSh1WAy3pLtcC/wfMHxFPjOBm2nDo+H42bwd+Ra5TMR5wMzmnZHNX2bKqdWcVl6/ISVSLAHtJOheYqqSvLEZOAp0CmLU8zsysNppqXI8GEBFvAqOWSYKU4Hwp4ExJfWiDGtg9TXNwLmkRSUtJmrJjMFcmga4EzObgvLVIGpd875C0dKnYAgyarP84sA+5auhvyREyB+dWuW7pQW9crUpaBZgRuIOsCXwJcCVwS6lzjqRZI+LpLm+EmdlwkrQ0sBXwGlmZ5RFgV7Lqw3XAnsABjeOZtSZJ25KpDveRnUq7kb2p4VSl1lZyzbcCVic7BheJiG8G89hRnHNuddEtPehNvQ/vkSWZXi+1gL8li/xvL+m2sjDAM/Cj3iozs8pJmg84i6zE8xy5zPcmZPD2NvBLMn3vWh+/WleZyL0uWS5xK3LV0F2BOR2ct76ykNJHwLTk/LdvYNDCRDT/7uDc6qTbq7iUKgerkrl7p0fEn8v2+bwIkZnVSVO++STAXMACEXGgpFHJE/w+wP4R8VKlDbVhJml8smf841Kz/k3gVHIi6L8jYoCkP5IpmZtV2VYbNh3nFZTv78zABsDYwI4lRW1Kp7NYXXVJD3pnvUf6YVngy4DvgDMi4s8lVxMH52ZWJyU1LyQtTtYynxDYXNJsEfFNScXrA0xVZTtt2JWe0tmAQyQdDOwFjEn2sP6GXNUa4HXaaKXMnqZpXsH2kk4D/hgRj5KLSw0Ajpf0e2AfSWNW2FSzwRruAL1cmU5dfp+xlFYclOYSEa8D/wXmLLe/G97/08ysq5V5M3MBKwKXRMTFwPHA0ZIWLpU8pgM+qa6VNjwi4ntyHsF0wNbABRHxFnASMDdwoKRLgO2BCytrqA03SSsDG5PV5JaSdGXpLf8T8AW5QuqJEfFFda00G7zhTnEpJ7TlgVHJ4aMlIuKVcl9juHhCcnLo5uTqoc7rM7PKldKvywKjR8SRki4A5iMXHLoRGIs8yfcFPgbOjYirq2qvDbvGgnnl9/3JVIfJgcMj4glJY5F1sScAnnDp39ZVqittAtwYEX8t2x4AXo2ItcvtsSLi8+paafbTuiQHXdKx5KqgB0TEkR3uE9AbGC8i3hvu/8zMrAuU1Yz/AlxDVnh4EtiCXF3wG+CQxjGrBG8DIuJrL0LUWiTNFBH/Lb/3aYziltHe7cme8y2A6YFJXJGn9XSSc74iWdv8v8BxEfFa2f4c8GhE9PX32OpumAP0DvVj5yCHhScH/g7cFRGfeeEOM6sjSRMDtwNXRcSBZdvT5PD3reSqka8Cx0fEG1W104aPpNGAG8jqHVuVbYPOS2V12M3IamN9gFUjol9V7bWh1yEWmRt4EfiMrLq0E3AX8PeSboukqRqj/GZ1NkwBelPqymLkyqADI+JMSeuTw8XnAWOQeedHOu/czOqkVO/YmSyfeGdEPCrpcDK14a+ld/UvwAvAHhHxbYXNtWHQtB7HxGSxgn9FxL7lvh91Hkn6NfC2A7fWJWkHYG3gQaA/cARZueUPwMPkxfib1bXQbOgM0yTREpwvDZxA5ustIekR4AqyV2odcnLVMw7OzaxuIuJZssb5JMDSkg4hF6i5u9z/KbA+cKGD89bUtB7HQuQiU+tLOrLcN0BS76bH3u/gvHVJWh1YE1icLOm8KHAMmeJyNjA78GVlDTQbBkPcg14mek4aZZljSScB/4mI88rtU4HJImLVUkN4lIh4zXleZlYnHYbE5ycXqVkB2CEibiklYkdyel7rk7QesC9ZwGA6Mtf86YjYudw/UlMgby2iaRS/UeJ5WeBpYBVyPslewCFk+cztgK9iMKuHmtVV759/CEgamazAMoWk8yLiEeArYPymh+0FnCRp9Ih4t7HRwbmZ1czI5BA4EfGgpK/J2sizSno/Iv4DOGhrD33IBfIelfQEGcRdKum4iNjZwXnr6dDpN0lEvEPOfWvkoK8XEe9JeoPsNR8lIj6qqLlmw2yIUlzKEO9dwPvAOpKmAy4li/yvWh72K2BWYNyub6aZ2fCTtASwgaRRGr1vEfEkcDm5ANFqXrikNXW2YB5Zs34XSRNGxPcR8QzwL2DOkptuLaZp9GtH4DZJR0rqW+6eAjhc0kZkVZ4jIuLtippqNlx+sgdd0hTAzBFxa0Q8IOldcohwKzK/axXgLEkrAb8G9iyLPpiZ1Uqped4XODUi+jffFxEPlQDvMy9c0pqaAretgGnJUZJTgDOA2yVtTnYkjQ6sFRFeKbSFdEhNm54sQrF5+XdxSV+R6S0nkWuz7ODg3FrZYAP0ktbyTzKt5SzgPXJFrhuA3wI7AMcBi5EHvNEj4hnnnJtZnSiXd58YuBO4D3i2edGahoh4sIr2WdeRtB2wGrA/WahgpIjYt3wGdiOLGuzm4Ly1dAjOVyOrx31UUtReJlcGXRkYIyI2c4lnaweDTXEpaS2rAK+TlQ4eAk4H1iMnZExP9qKPExGvlKFD55ybWS00pbB8X3rStiNXCV2sY3BuralM6G02KbkmxwLkBMEDJY0cEYdGxLrASo1CB9Y6moLzdYGDyAutLSTNGxHvAzcD9wMLShrHwbm1g5/MQY+Ix8kgfVGy4ssCZK9EP2A8YCNglG5uo5nZUGmq8rCEpMMlbULmHu8CnCpp8WpbaMNL0gRkSb3G3ALIAP0+YGFgxdLRtJmkdUsw77K/LaR5XoGkuYBtgDUjYndylOQSSQtExMfkCP/+pUSqWcv72UmiJUhfFrhA0jYR8SKwTUQsDUwbEU91dyPNzIZGCc5XIEf5niBrmu8TEX8D/khW8liqwiba8JsVOEDS0eToLsCfgV7AvWWRok2AHYGHImKgR3hbR4e0lnXJ0a+RyTlwRMQJZL75DaUn/ZOI+KyyBpt1sSEqs1jyvJYCbpI0SkQcX+56Bf6n7JGZ2QgnaXxyVeNPyqYFyXzkGcjqUn8GiIhLJAXgNJcW1DjfRMQ9ZfXq7cjF8QCeIZd3P6WsDjo12ePar5rW2rBqCs7XADYEtgXeApaTtHNEHBcRJ0v6Dvi4wqaadYshXqgIQNIC5EqhswKvOyg3szqQ1Ae4CHgNODIiPpR0OPAbskd13Yh4XdKKwGgRcWV5njsXWkjzwkIlOB9Ino9mJIsW3F9GT8YoTxnVE0JbV6lrfgxwZkRcKmkcYElyxdC3I+KwShto1o2GqA56Q0Q8QK4W+ppPamZWByXI/o7MT50V+H0J2C8hj3E3lOB8YTKIGxSw+TjWWpqC84WBRYAbI2I/4HFgb2AWSbsAu0bElw7OW0sntexHItdf2UzS1CW//BZyPsn4ZdTMrC0NVQ86/HiJXZ/czKxqTcekuYH9gKWAC4CjyLzV7YHPyYWI9omIG6pqqw2fUi5xCuAxsmzm+hHxdblvPzKdaTZgs4h4rKJm2jDokHM+f9n8NDA5OYdkTOCEiHi1jJCMFBGfV9Nas+431AG6mVndlAoPFwFrA2MBRwB3kFWnBgKTAQMi4mV3LrSWzt4vSYsA55I1zf/WtH0y4KtS1cNakKTtyQURnycvxnYCAliJXM/g4Ih4vbIGmo0gQzRJ1Mys5sYA+jXWY5C0KXAP8Etgr4h4ofFAB+etpalXdXNgLuBV4HKymsdZkgZGxHXlsW9W1lAbbpJmISf8LhkR70vaEdgH2Bq4jJz0/W11LTQbcYYqB93MrA4auapNOauvAv0lzSVp9Ih4BTgZmIfsUbcWJmlbMs3hanI5980j4g4yfemiMvnXWoykcSWNIWmSsulN4B1yxKtRSvFNYOeIeBI4OiLeraa1ZiOWe9DNrOWUnPMVgSUlfUSmtPwL2B24p2xbBNg6Il6tsKk2DDpJa/kFuZT7BuR8gkMkjRoRN0pak1Ly11pHWadgK2B0YDRJNwFHkyvALijpvYh4C3iUsiBVRHxTVXvNRjQH6GbWciTNDhwGnAnMC9xALvH+GrnM+/LAqRHxUGWNtGHWlNayFPAPslTmI8ALEbFsuW8rSZ9ExGXVtdSGhaRlyEncOwDvkSlq1wADyCD9SGB+Sd+T3+f1KmqqWWUcoJtZ7ZVl3SeMiOckzUumNpwaEWeU+88CbgJWi4hrJI0REV96QmjrKpU6NgJGIUtmzgvcXe7bmFwhdLWq2mfDRtISwFXAnBHxoqQ+EfGdpN8C9wPvApuQFZimAQ6PiJcqa7BZRZyDbma1JmkUMiDfTNJ0wBfkwjTzlIVLiIgtyBP73aUU3zdlu4Pz1vUtWWbv1xHxFLlgzQqSridXlfxdRDxfZQNtmHxAprXMXW4PkDRyRLwI9CXTmAZGxB0RcZaDc+upHKCbWa1FRH/gNrLU2obkQkMbAtMBG0gauzxuI7L+9fcR8X1V7bXhI2kxSfOVxafOAVaRtEZE3EKuIrkZsExEPF1pQ22YRMQTZNrKmZK2KRfRA8qF9VfA1+XHrEdzgG5mtSRpzMbvEXEfWcFjDGA7ciLZjsCq5MqhjSD9qQqaasOhefVISaMDCwFXS/oDOTlwT2BGSaMCRMT7EfFJFW21rhERDwNLA4dJ+kNEDCwX1TMBXwIjV9pAsxrwQkVmVjslUPs7cE5EXNC0fX5gLeC9iDhG0kLA4cCGrtbSejqsHjkX8EpEfCxpTrKc4tTAzOR8qbWb69lb6yvzSW4DtgQ+JtOYNvCFtpkDdDOrKUmrA/sBRzVX6iiTyY4GtoyIJySNExGfVtVOGzYdgvM/kBU9PgAuIBci+gwYl7wAmx9YNyKeq6a11l1KkP4gWc1l8Yh4tuImmdWCq7iYWS2Vaiz9gSMkERGXSRopIu6V9DC5DPgTZF1sazFNwfmqwMLAHGTaw0pk5Zbry6jI1pLGjIgvKmusdZuIeFjSbMD3vgAz+4EDdDOrrYi4qeQoH1HKsV0saUFysuA55TEDK22kDbOyguQmwGRlMvANkgYCqwCjSro8Il5zcN7eIuKZqttgVjdOcTGz2pO0CHAxcD05iXDfiLix2lbZ0OqsLn1JcTgMeDgi9inbVgcWBQ6MiI9HfEvNzKrlAN3MWoKkKcjqDr09FN7aJG0KTEvWq78AmJycKPhGROxfHjNGRHxZXSvNzKrjMotm1hIi4vWIeNHBeWuTtBGwC3AfORqydbnrFGBOSfuV219V0Dwzs1pwD7qZmXUbSfMAvYDXIuIdSWcAt0fEFWUl2APIUZEdJM0NvBMRb1XZZjOzqrkH3czMuoWkFYFzyQVoxiqbnwcWkDRJKY95IPArSeNFxH8cnJuZuYqLmZl1A0mLAicA60fEA013PQZMDywv6S5gdrKHfcCIbqOZWV05QDczs+4wD3BSRDwgqXdEDACIiDskTVDuX588D20XEa5nb2ZWOEA3M7Mu01RKcWqgscLr9+W+kUrd+ieA+4FvgQER8WEljTUzqynnoJuZWZdpqnN+DbCgpHkiIiQ1n29WACaMiHcdnJuZ/S8H6GZm1h0eAP4JrFOC9IERMVDSOsC6gANzM7PBcJlFMzPrFpImAzYHlgQeIhcmWgtYKyKeqrJtZmZ15gDdzMy6jaTRyAmhSwFvA/+IiOerbZWZWb05QDczMzMzqxHnoJuZmZmZ1YgDdDMzMzOzGnGAbmZmZmZWIw7QzczMzMxqxAG6mZmZmVmNOEA3M6s5Sf8n6VJJL0p6RtJNkmaoul1DS9JKkh6V9HjZj63K9tUkzTIEzx+ix5mZtToH6GZmNSZJwDXAXRExbUTMAuwDTFJty4aOpD7AmcDKETEHMBdwV7l7NWBIAu8hfZyZWUtzgG5mVm+LA99FxOmNDRHxWETcq3S0pKckPSlpHQBJi0m6W9Llkp6XdISk9SU9WB43bXnc+ZJOl3RvedxKZftUZdt/ys9vml73LklXSvqvpEtKG5aUdE2jfZKWlnR1h/0YC+gNfFj2oX9EPFdeexXgaEmPSZpW0haSHio97VdJGn0wj7tL0rzl/5xQ0ivl91nLvj4m6QlJ03fD+2Jm1m16V90AMzP7SbMBjwzmvjWAOYE5gAmBhyTdU+6bA5gZ+Ah4CTg7IuaXtCOwPbBTedxUwKLAtMA/JE0HvAcsHRHflOD2r8C85fFzAbMCbwH3AQsBdwKnSJooIt4HNgXOa25oRHwk6TrgVUl3ADcAf42If5XtN0TElQCSPomIs8rvhwCbR8RJnTxucH+zrYETIuISSSMDvQb3QDOzOnIPuplZ61qYDHK/j4h3gbuB+cp9D0XE2xHRH3gRuLVsf5IMyhsuj4iBEfECGcjPBPQBzpL0JHAFP04reTAi3oiIgcBjwFSRS1JfBGwgaVzg18DNHRsbEb8HlgQeBHYDzh3Mfs1WevCfBNYnLwiGxv3APpL2BKaMiK+H8vlmZpVygG5mVm9PA/MM5r7BdiED/Zt+H9h0eyA/Hj2NDs8LYGfgXbIXfl5g5MG87vdNr3UesAGwLnBFRAzorFER8WREHAcsDaw5mLafD2wXEbMDBwKjDuZxA/jhPDboMRHxFzId5mvgFklLDOb5Zma15ADdzKze7gRGkbRFY4Ok+SQtCtwDrCOpl6SJgEXI3umh8TtJI5W89GmA54BxgLdLL/mGDEGKSES8Raa97EcG2D8iaUxJizVtmhN4tfz+OZmj3jAW8HaZWLp+0/aOj3uFHy5e1mr6v6YBXoqIE4HrgF/9XPvNzOrEAbqZWY2V9JHVgaVLmcWngT+RwfA1wBPA42Qgv0dEvDOU/8VzZGrMzcDWEfENcCqwsaR/AzMAXw7ha10CvB4Rz3Ryn4A9JD0n6TGyZ3yTct+lwO6lBOO0wP7AA8BtwH+bXqPj444BtpH0LzIHv2Ed4Kny/8wEXDiE7TczqwXlsd/MzHoaSefTNOmyC17vZODRiDinK17PzKynchUXMzMbbpIeIXvad626LWZmrc496GZmZmZmNeIcdDMzMzOzGnGAbmZmZmZWIw7QzczMzMxqxAG6mZmZmVmNOEA3MzMzM6sRB+hmZmZmZjXy/8RZASfZUKt5AAAAAElFTkSuQmCC\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": 24,
   "id": "b2471ccc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# EDA - Industrial Class Distribution\n",
    "plt.figure(figsize=(12, 6))\n",
    "sns.countplot(x='Industrial_Class', data=df[(df['Registration_Year']<=2020) & (df['Registration_Year']>=1990)].head(10))\n",
    "plt.title('Distribution of Industrial Classes')\n",
    "plt.xlabel('Industrial Class')\n",
    "plt.ylabel('Count')\n",
    "plt.xticks(rotation=45, ha='right')  # Rotate x-axis labels for better readability\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "2b429180",
   "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": 26,
   "id": "ca165418",
   "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": 27,
   "id": "e3e13691",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "df['Company_Category'] =df['Company_Category'].replace(' ',np.nan)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "f5074284",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# EDA - Distribution of Company Categories\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.countplot(x='Company_Category', data=df[(df['Registration_Year']<=2020) & (df['Registration_Year']>=1990)])\n",
    "plt.title('Distribution of Company Categories')\n",
    "plt.xlabel('Company Category')\n",
    "plt.ylabel('Count')\n",
    "plt.xticks(rotation=45)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "b016e779",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# EDA - Distribution of Principal Business Activities\n",
    "plt.figure(figsize=(14, 6))\n",
    "sns.countplot(x='PRINCIPAL_BUSINESS_ACTIVITY_AS_PER_CIN', data=df[(df['Registration_Year']<=2020) & (df['Registration_Year']>=1990)], order=df['PRINCIPAL_BUSINESS_ACTIVITY_AS_PER_CIN'].value_counts().index)\n",
    "plt.title('Distribution of Principal Business Activities')\n",
    "plt.xlabel('Principal Business Activity')\n",
    "plt.ylabel('Count')\n",
    "plt.xticks(rotation=90, ha='right')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "1ddc1124",
   "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": 31,
   "id": "f9788d9f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Top 5 PRINCIPAL_BUSINESS_ACTIVITY_AS_PER_CIN from 2013 to 2020:\n",
      "Other business activities                                  55169\n",
      "Computer and related activities                            14076\n",
      "Construction                                                8628\n",
      "Agriculture, hunting and related service activities         8369\n",
      "Other community, social and personal service activities     6207\n",
      "Name: PRINCIPAL_BUSINESS_ACTIVITY_AS_PER_CIN, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "# Filter companies registered between 2013 and 2020\n",
    "filtered_df = df[(df['Registration_Year'] >= 2013) & (df['Registration_Year'] <= 2020)]\n",
    "\n",
    "# Get the top 5 business activities\n",
    "top_business_activities = filtered_df['PRINCIPAL_BUSINESS_ACTIVITY_AS_PER_CIN'].value_counts().head(5)\n",
    "\n",
    "# Print the result\n",
    "print(\"Top 5 PRINCIPAL_BUSINESS_ACTIVITY_AS_PER_CIN from 2013 to 2020:\")\n",
    "print(top_business_activities)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "192b0d19",
   "metadata": {},
   "source": [
    "# Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "6baaf1f1",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\ritti\\anaconda3\\lib\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:471: ValueWarning: No frequency information was provided, so inferred frequency AS-JAN will be used.\n",
      "  self._init_dates(dates, freq)\n",
      "C:\\Users\\ritti\\anaconda3\\lib\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:471: ValueWarning: No frequency information was provided, so inferred frequency AS-JAN will be used.\n",
      "  self._init_dates(dates, freq)\n",
      "C:\\Users\\ritti\\anaconda3\\lib\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:471: ValueWarning: No frequency information was provided, so inferred frequency AS-JAN will be used.\n",
      "  self._init_dates(dates, freq)\n",
      "C:\\Users\\ritti\\anaconda3\\lib\\site-packages\\statsmodels\\tsa\\statespace\\sarimax.py:966: UserWarning: Non-stationary starting autoregressive parameters found. Using zeros as starting parameters.\n",
      "  warn('Non-stationary starting autoregressive parameters'\n",
      "C:\\Users\\ritti\\anaconda3\\lib\\site-packages\\statsmodels\\tsa\\statespace\\sarimax.py:978: UserWarning: Non-invertible starting MA parameters found. Using zeros as starting parameters.\n",
      "  warn('Non-invertible starting MA parameters found.'\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Forecasted registrations for Other business activities for 2021-2025:\n",
      "2021-01-01    4051.640723\n",
      "2022-01-01    3914.891003\n",
      "2023-01-01    3859.128460\n",
      "2024-01-01    3836.390123\n",
      "2025-01-01    3827.118093\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    2617.170411\n",
      "2022-01-01    2641.893209\n",
      "2023-01-01    2638.251320\n",
      "2024-01-01    2638.787803\n",
      "2025-01-01    2638.708774\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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aAO677z4ee+yxBvd97733+Oijj/b4PV955RVuvfXWPd4PoE+fPmzYsKHe8sGDBzN48GAGDhzIr371K8rLyxs9VlFREffcc89exREuJbkiIiIiIiINmDpnNWNvfZe+k19j7K3vMnXO6qi+3xVXXMGFF17Y4Pq9SXIrKys5+eSTmTx58r6Gt5tp06Yxf/58Pv30U7755hsuu+yyRrdXkhuHmvuXRERERERE9s7UOau54cX5rC4qxQGri0q54cX5Uf0Mf8stt/DXv/4VgClTpjBw4ECGDBnCOeecw7Jly7jvvvv4xz/+wbBhw5g+fTrLly9n4sSJDBkyhIkTJ7JixQoALr74Yq699lqOPPJIfvGLX9RqLV63bh2nnXYaQ4cOZejQoTuT5lNPPZWRI0dy8MEH88ADD+xR3O3ateO+++5j6tSpbNq0iZKSEiZOnMiIESMYPHgwL7/8MgCTJ09myZIlDBs2jOuvv77B7faFZlduRjW/JKUVVcCuXxKAU4f3CDI0EREREZFW5zevLuDLNVsaXD9nRRE7qqprlZVWVPHzF+bx9Kcr6t1nYPcMfn3SwY2+b2lpKcOGDdv5etOmTZx88sm7bXfrrbeydOlSUlNTKSoqIjMzkyuuuIJ27dpx3XXXAXDSSSdx4YUXctFFF/HQQw8xadIkpk6dCsCiRYt4++23SUxM5JFHHtl53EmTJjFhwgReeuklqqqqKCkpAeChhx6iU6dOlJaWcsghh3DGGWfQuXPnRs8lVEZGBn379qWgoICRI0fy0ksvkZGRwYYNGxg9ejQnn3wyt956K1988QVz584FvFbm+rbbl3HTasltRre9uXBnglujtKKK295cGFBEIiIiIiLSkLoJblPl4UpPT2fu3Lk7l9/+9rf1bjdkyBDOO+88nnjiCZKS6m+fnDFjBueeey4AF1xwAR988MHOdWeeeSaJiYm77fPuu+9y5ZVXApCYmEiHDh0Ar+V46NChjB49mpUrV1JQULDH5+ac2/l44403MmTIEI4++mhWr17NunXr6t0+nO32hFpym9GaotI9KhcRERERkehpqsV17K3vsrqez+o9MtN59vLDoxXWTq+99hr5+fm88sor/O53v2PBggVN7hPaAtq2bduw3+u9997j7bffZsaMGbRp04Yjjjhij27bA7B161aWLVtGbm4uTz75JIWFhcyaNYvk5GT69OlT7/HC3W5PqCW3GXXPTN+jchERERERCc71xw0gPbl2S2h6ciLXHzcg6u9dXV3NypUrOfLII/nLX/5CUVERJSUltG/fnq1bt+7cbsyYMTzzzDOAlzCOGzeuyWNPnDiRe++9F4Cqqiq2bNlCcXExHTt2pE2bNnz99dd8/PHHexRvSUkJV111FaeeeiodO3akuLiYLl26kJyczLRp01i+fDnAbvE3tN2+UJLbjIL8JRERERERkT1z6vAe/On0wfTITMfwWnD/dPrgZplPp6qqivPPP5/BgwczfPhwfvrTn5KZmclJJ53ESy+9tHPiqSlTpvDwww8zZMgQHn/8ce64444mj33HHXcwbdo0Bg8ezMiRI1mwYAHHH388lZWVDBkyhJtuuonRo0eHFeeRRx7JoEGDOPTQQ+nduzf3338/AOeddx4zZ85k1KhRPPnkkxx44IEAdO7cmbFjxzJo0CCuv/76BrfbF1bTZzrejBo1ys2cOTPoMHYzdc5qbntzIauLSkkw+NuZQzltRM+gwxIRERERaRW++uorDjrooKDDkD1U38/NzGY550bV3VYtuc3s1OE9+HDyUfzljCFUOzioe0bQIYmIiIiIiMQNJbkBGZ+bBUD+osKAIxEREREREYkfSnID0q1DOrld25G/aEPQoYiIiIiIiMQNJbkBGp+TzafLNlG6o6rpjUVERERERKRJSnIDlJebzY7Kaj5ZujHoUEREREREROKCktwAHda3E6lJCeqyLCIiIiIiEiFKcgOUlpzIoX07kV+gyadERERERFqDxMREhg0btnNZtmxZ0CEBcPvtt7N9+/agw4gIJbkBm5CbzeL1JawpKg06FBERERERqWvec/CPQXBLpvc477l9Olx6ejpz587dufTp0yes/SorK/fpfZuiJFciJi83G9CthEREREREWpx5z8Grk6B4JeC8x1cn7XOiW9fcuXMZPXo0Q4YM4bTTTmPz5s0AHHHEEdx4441MmDCBO+64g1mzZjFhwgRGjhzJcccdx9q1awFYvHgxRx99NEOHDmXEiBEsWbKEkpISJk6cyIgRIxg8eDAvv/wyANu2bePEE09k6NChDBo0iGeffZYpU6awZs0ajjzySI488siInlsQkoIOoLXL6dKO/TLSyC8o5JxDewcdjoiIiIhI6/H6ZPh2fsPrV30GVeW1yypK4eVrYNaj9e+z32A44dYGD1laWsqwYcMA6Nu3Ly+99BIXXnghd955JxMmTODmm2/mN7/5DbfffjsARUVFvP/++1RUVDBhwgRefvllsrOzefbZZ/nlL3/JQw89xHnnncfkyZM57bTTKCsro7q6mpSUFF566SUyMjLYsGEDo0eP5uSTT+aNN96ge/fuvPbaawAUFxfToUMH/v73vzNt2jSysrLCrb0WS0luwMyM8TlZvLngW6qqHYkJFnRIIiIiIiICuye4TZWHoaa7co3i4mKKioqYMGECABdddBFnnnnmzvVnn302AAsXLuSLL77gmGOO8UKoqqJbt25s3bqV1atXc9pppwGQlpYGQEVFBTfeeCP5+fkkJCSwevVq1q1bx+DBg7nuuuv4xS9+wXe/+13Gjx+/1+fSUinJbQHycrN5ftYqPl9VxIjeHYMOR0RERESkdWikxRXwxuAWr9y9vEMvuOS16MRUR9u2bQFwznHwwQczY8aMWuu3bNlS735PPvkkhYWFzJo1i+TkZPr06UNZWRm5ubnMmjWL//73v9xwww0ce+yx3HzzzVE/j+akMbktwLj+WZhpXK6IiIiISIsy8WZITq9dlpzulUdIhw4d6NixI9OnTwfg8ccf39mqG2rAgAEUFhbuTHIrKipYsGABGRkZ9OzZk6lTpwJQXl7O9u3bKS4upkuXLiQnJzNt2jSWL18OwJo1a2jTpg3nn38+1113HbNnzwagffv2bN26NWLnFSS15LYAHdumMKRnJvmLCvnJ0blBhyMiIiIiIgBDzvIe3/ktFK+CDj29BLemPEIeffRRrrjiCrZv306/fv14+OGHd9smJSWFF154gUmTJlFcXExlZSU/+clPOPjgg3n88ce5/PLLufnmm0lOTub555/nvPPO46STTmLUqFEMGzaMAw88EID58+dz/fXXk5CQQHJyMvfeey8Al112GSeccALdunVj2rRpET2/5mbOuaBjiIpRo0a5mTNnBh1G2P7+v4XcNW0xc246lg5tkoMOR0REREQkLn311VccdNBBQYche6i+n5uZzXLOjaq7rbortxDjc7OpdvDhkg1BhyIiIiIiIhKzlOS2EMN6ZdI+NYnpBRqXKyIiIiIisreU5LYQyYkJjOnfmfxFG4jXLuQiIiIiIiLRpiS3BcnLzWZ1USlLCrcFHYqIiIiISNxSo1Js2dOfl5LcFiQvJxvQrYRERERERKIlLS2NjRs3KtGNEc45Nm7cSFpaWtj76BZCLUivTm3ol9WW/IJCfjCub9DhiIiIiIjEnZ49e7Jq1SoKC9WwFCvS0tLo2bNn2NsryW1hxudk8ezMlZRVVJGWnBh0OCIiIiIicSU5OZm+fdWgFM/UXbmFycvNpqyimlnLNwcdioiIiIiISMxRktvCjO7XmeRE07hcERERERGRvaAkt4Vpm5rEqP078b6SXBERERERkT2mJLcFysvN5utvt7J+S1nQoYiIiIiIiMQUJbktUF5uFgD5BRsCjkRERERERCS2KMltgQ7aL4OsdikalysiIiIiIrKHlOS2QAkJxvicbD5YvIHqat2kWkREREREJFxKcluovNwsNm3bwYI1W4IORUREREREJGYoyW2hxudkA5BfoC7LIiIiIiIi4VKS20JltUvl4O4ZupWQiIiIiIjIHlCS24Ll5WYze/lmtpZVBB2KiIiIiIhITFCS24KNz8mistoxY8nGoEMRERERERGJCUpyW7BR+3eiTUoi03W/XBERERERkbAoyW3BUpISOLxfZ00+JSIiIiIiEiYluS1cXm42yzduZ/nGbUGHIiIiIiIi0uJFLck1s4fMbL2ZfVGn/MdmttDMFpjZX0LKbzCzxf6640LKR5rZfH/dFDOzaMXcEuXl+rcS0izLIiIiIiIiTYpmS+4jwPGhBWZ2JHAKMMQ5dzDwV798IHAOcLC/zz1mlujvdi9wGZDjL7WOGe/6dG5Dr07pvL9I43JFRERERESaErUk1zmXD2yqU3wlcKtzrtzfZr1ffgrwjHOu3Dm3FFgMHGpm3YAM59wM55wDHgNOjVbMLZGZMT4nmxlLNrCjsjrocERERERERFq05h6TmwuMN7NPzOx9MzvEL+8BrAzZbpVf1sN/Xre8VcnLyWbbjirmrNgcdCgiIiIiIiItWnMnuUlAR2A0cD3wnD/Gtr5xtq6R8nqZ2WVmNtPMZhYWxs8Y1jH9O5OYYJplWUREREREpAnNneSuAl50nk+BaiDLL+8Vsl1PYI1f3rOe8no55x5wzo1yzo3Kzs6OePBByUhLZkTvTPI1LldERERERKRRzZ3kTgWOAjCzXCAF2AC8ApxjZqlm1hdvgqlPnXNrga1mNtpv8b0QeLmZY24R8nKy+WJNMRtLyoMORUREREREpMWK5i2EngZmAAPMbJWZ/RB4COjn31boGeAiv1V3AfAc8CXwBnC1c67KP9SVwIN4k1EtAV6PVswtWV5uNs7BB4vVmisiIiIiItKQpGgd2Dn3/QZWnd/A9n8A/lBP+UxgUARDi0mDenQgs00y7y8q5JRhrW7uLRERERERkbA0d3dl2UuJCca4/llML9iAdzclERERERERqUtJbgzJy82mcGs5X3+7NehQREREREREWiQluTEkL8ebMTp/kW4lJCIiIiIiUh8luTFkvw5pDOjaXvfLFRERERERaYCS3BiTl5vFZ0s3s31HZdChiIiIiIiItDhKcmPM+JxsdlRV88k3m4IORUREREREpMVRkhtjDu3bidSkBHVZFhERERERqYeS3BiTlpzIYf06a/IpERERERGReijJjUF5OVksKdzG6qLSoEMRERERERFpUZTkxqAJubqVkIiIiIiISH2U5Mag/l3a0a1DmpJcERERERGROpTkxiAzY3xOFh8s3kBlVXXQ4YiIiIiIiLQYSnJjVF5uNlvLKvl8VXHQoYiIiIiIiLQYSnJj1Lj+WSSYxuWKiIiIiIiEUpIbozLbpDCkZ6bulysiIiIiIhJCSW4My8vN5vOVRRRvrwg6FBERERERkRZBSW4Mm5CbRbWDDxZvCDoUERERERGRFkFJbgwb2jOT9mlJGpcrIiIiIiLiU5Ibw5ISExh7QBbTCwpxzgUdjoiIiIiISOCU5Ma4vNxs1hSXsaSwJOhQREREREREAqckN8bl5WYB8P4ijcsVERERERFRkhvjenZsQ7/sthqXKyIiIiIigpLcuJCXk80nSzdSVlEVdCgiIiIiIiKBUpIbB/JysyirqOazZZuCDkVERERERCRQSnLjwOh+nUlJTGB6gcblioiIiIhI66YkNw60SUliVJ+OGpcrIiIiIiKtnpLcOJGXm83X325l3ZayoEMREREREREJjJLcOJGXkw2g1lwREREREWnVlOTGiYO6tSerXSr5GpcrIiIiIiKtmJLcOGFm5OVk8UFBIVXVLuhwREREREREAqEkN47k5WazeXsFC9YUBx2KiIiIiIhIIJTkxpFxOVmAxuWKiIiIiEjrpSQ3jmS1S2VQjwzyF2lcroiIiIiItE5KcuNMXk42s1dsZmtZRdChiIiIiIiINDsluXEmLzebymrHR0s2Bh2KiIiIiIhIs1OSG2dG9O5I25REjcsVEREREZFWSUlunElJSuDwAzozXffLFRERERGRVkhJbhzKy81mxabtLNuwLehQREREREREmpWS3DiUl5MNQH6BuiyLiIiIiEjroiQ3DvXJakvvTm00LldERERERFodJblxKi83ixlLNrKjsjroUERERERERJqNktw4NT4nm207qpi1fHPQoYiIiIiIiDQbJblxaswBnUlKMKZrXK6IiIiIiLQiSnLjVPu0ZEb07qjJp0REREREpFVRkhvH8nKz+GL1FjaUlAcdioiIiIiISLNoMsk1s7ZmluA/zzWzk80sOfqhyb7Ky/VuJfRBwYaAIxEREREREWke4bTk5gNpZtYDeAe4BHgkmkFJZAzq3oGObZJ1KyEREREREWk1wklyzTm3HTgduNM5dxowMLphSSQkJBjjcrLJL9hAdbULOhwREREREZGoCyvJNbPDgfOA1/yypOiFJJGUl5PFhpJyvv52a9ChiIiIiIiIRF04Se7/ATcALznnFphZP2BadMOSSKkZl6tZlkVEREREpDVoMsl1zuU75052zv3Zf/2Nc25S9EOTSOiakcaB+7XXuFwREREREWkVmux2bGa5wHVAn9DtnXNHRS8siaS83Gwe+XAZ23dU0iZFPc1FRERERCR+hZPxPA/cBzwIVEU3HImGvJxsHsj/ho+/2chRB3YNOhwREREREZGoCSfJrXTO3Rv1SCRqRvXpSFpyAvmLNijJFRERERGRuBbOxFOvmtlVZtbNzDrVLFGPTCImLTmRw/p21uRTIiIiIiIS98JJci8Crgc+Amb5y8ymdjKzh8xsvZl9Uc+668zMmVlWSNkNZrbYzBaa2XEh5SPNbL6/boqZWTgnJrXl5WbzTeE2Vm3eHnQoIiIiIiIiURPO7Mp961n6hXHsR4Dj6xaaWS/gGGBFSNlA4BzgYH+fe8ws0V99L3AZkOMvux1TmjYh1/s+IX/RhoAjERERERERiZ4mk1wzSzazSWb2gr9cY2bJTe3nnMsHNtWz6h/AzwEXUnYK8Ixzrtw5txRYDBxqZt2ADOfcDOecAx4DTm36tKSuA7Lb0b1Dmm4lJCIiIiIicS2c7sr3AiOBe/xlpF+2x8zsZGC1c+7zOqt6ACtDXq/yy3r4z+uWN3T8y8xsppnNLCxUMhfKzMjLzebDJRuorKoOOhwREREREZGoCCfJPcQ5d5Fz7l1/uQQ4ZE/fyMzaAL8Ebq5vdT1lrpHyejnnHnDOjXLOjcrOzt7TEOPe+JxstpZVMndlUdChiIiIiIiIREU4SW6VmR1Q88LM+rF398s9AOgLfG5my4CewGwz2w+vhbZXyLY9gTV+ec96ymUvjOufRYJBfoHG5YqIiIiISHwKJ8m9HphmZu+Z2fvAu8DP9vSNnHPznXNdnHN9nHN98BLYEc65b4FXgHPMLNXM+uJNMPWpc24tsNXMRvuzKl8IvLyn7y2eDm2SGdorU+NyRUREREQkbiU1tYFz7h0zywEG4HUf/to5V97Ufmb2NHAEkGVmq4BfO+f+1cB7LDCz54AvgUrgaudcTWvxlXgzNacDr/uL7KW8nGzufLeAou07yGyTEnQ4IiIiIiIiEdVgkmtmRznn3jWz0+usOsDMcM692NiBnXPfb2J9nzqv/wD8oZ7tZgKDGjuWhC8vN5s73ingg8Ub+O6Q7kGHIyIiIiIiElGNteROwOuafFI96xzQaJIrLdPQnh3ISEsif1GhklwREREREYk7DSa5zrlf+09/69+7did/3KzEoKTEBMb2zyJ/0Qacc3hDnUVEREREROJDOBNP/bueshciHYg0n7zcbL7dUsbi9SVBhyIiIiIiIhJRjY3JPRA4GOhQZ1xuBpAW7cAkevJyvXsIv7+okJyu7QOORkREREREJHIaa8kdAHwXyMQbl1uzjAAujXpkEjU9MtM5ILut7pcrIiIiIiJxp7ExuS8DL5vZ4c65Gc0YkzSDvNxsnvpkBWUVVaQlJwYdjoiIiIiISESEMyZ3jpldbWb3mNlDNUvUI5OoysvNpryymk+Xbgo6FBERERERkYgJJ8l9HNgPOA54H+gJbI1mUBJ9h/XtREpiAvmLCoMORUREREREJGLCSXL7O+duArY55x4FTgQGRzcsibY2KUkc0rcj0zUuV0RERERE4kg4SW6F/1hkZoOADkCfqEUkzSYvJ5uF67bybXFZ0KGIiIiIiIhERDhJ7gNm1hH4FfAK8CXw56hGJc2i5lZC+QXqsiwiIiIiIvGh0STXzBKALc65zc65fOdcP+dcF+fc/c0Un0TRgfu1p0v7VI3LFRERERGRuNFokuucqwauaaZYpJmZGeNzsvlg8Qaqql3Q4YiIiIiIiOyzcLorv2Vm15lZLzPrVLNEPTJpFnm5WRRtr2D+6uKgQxEREREREdlnSWFs8wP/8eqQMgf0i3w40tzG9c/CDKYvKmRYr8ygwxEREREREdkn4bTkHuSc6xu6AAOjHZg0j87tUhnUvYMmnxIRERERkbgQTpL7UZhlEqPycrOYvaKILWUVTW8sIiIiIiLSgjWY5JrZfmY2Ekg3s+FmNsJfjgDaNFeAEn15OdlUVTs+Wrwx6FBERERERET2SWNjco8DLgZ6An8DzC/fCtwY3bCkOY3YvyNtUxLJLyjk+EH7BR2OiIiIiIjIXmswyXXOPQo8amZnOOf+3YwxSTNLTkzg8AOyyF9UiHMOM2t6JxERERERkRYonDG5Pc0swzwPmtlsMzs26pFJs5qQm8WqzaUs27g96FBERERERET2WjhJ7g+cc1uAY4EuwCXArVGNSppdXm42APmLNMuyiIiIiIjErnCS3Jq+q98BHnbOfR5SJnFi/85t2b9zGyW5IiIiIiIS08JJcmeZ2f/wktw3zaw9UB3dsCQIeTnZzPhmIzsq9eMVEREREZHYFE6S+0NgMnCIc247kILXZVniTF5uNtt3VDFz+aagQxEREREREdkrjd0n90D/6TD/sZ+ZjQD2p/FbD0mMGt2vE0kJRv6iDUGHIiIiIiIislcaS1avBS7Du0duXQ44KioRSWDapyUzYv+OTC8oZPIJBza9g4iIiIiISAvT2H1yL/Mfj2y+cCRoE3Kzue3NhRRuLSe7fWrQ4YiIiIiIiOyRJsfkmtnp9SwTzaxLcwQozSsvx7uV0AeLNcuyiIiIiIjEnnAnnnoQOM9f/onXlflDM7sgirFJAA7unkHntikalysiIiIiIjEpnAmkqoGDnHPrAMysK3AvcBiQDzwevfCkuSUkGONyspheUEh1tSMhQbdEFhERERGR2BFOS26fmgTXtx7Idc5tAiqiE5YEaXxONhtKdvDl2i1BhyIiIiIiIrJHwmnJnW5m/wGe919/D8g3s7ZAUbQCk+Dk5WQBML1gA4N6dAg4GhERERERkfCF05J7NfAw3v1yhwOPAlc757Zp5uX41CUjjQP3a0/+Ik0+JSIiIiIisaXJllznnDOzmUCxc+5tM2sDtAO2Rj06CcyE3Gwe+nAp28oraZsaToO/iIiIiIhI8MK5hdClwAvA/X5RD2BqFGOSFiAvN5uKKsfH32wMOhQREREREZGwhdtdeSywBcA5VwDoHrlxblSfjqQlJ6jLsohICzd1zmrG3voufSe/xthb32XqnNVBhyQiIhKocPqhljvndph5t5IxsyTARTUqCVxqUiKj+3Umv0D3yxURaammzlnNDS/Op7SiCoDVRaVMfnEe1dWO00f2DDg6ERGRYIST5L5vZjcC6WZ2DHAV8Gp0w5KWIC8nm98u/JKVm7bTq1OboMMREZE6bntz4c4Et0ZZRTXXPv85v351AR3Sk2stGWnJdGjjP99ZllR7m/RkkhPD6eglIiLSMoWT5E4GfgjMBy4H/uuc+2dUo5IWIS83G4D8gkLOO2z/gKMREZG61hSVNrjujBE9KS6t2LksXl+y83l5ZXWjx22bkrgrCa6bJKcn0yE9aWeyHFqekZ5MWnJipE9TRERkj4Qzu3I18E9/wcyONbO3nHPHRDs4CdYB2W3pkZlO/iIluSIiLVFGejLFpRW7lffITOeWkw9ucL+yiiq2+AnvlrJdiXDx9gqKSyt3K1+5aTtflFawpbSCbTuqGjwuQGpSwm7JcWgrcd2W4w5tdiXJbVISqRketbemzlnNbW8uZE1RKd0z07n+uAGcOrzHPh1T4sS85+Cd30LxKujQEybeDEPOCjoqaQl0bcSdBpNcMzsKuA/ojjeb8h+BxwAD/tAcwUmwzIy83Cz+8/laKqqq1X1NRKQF+XTpJraUVpBgUB0yU0Z6ciLXHzeg0X3TkhNJS06kS0baHr9vRVX1zgS5eGei7CfGtZJlL1Fet6WMReu2UlxawdayykaPnZRgO5Pf9rUS5KR6WpOTa7U2t09N4pXP1+w2RvmGF+cDKNFt7eY9B69Oggq/90PxSu81KJlp7XRtxKXGWnL/BlwGzABOAD4GbnLO3dEcgUnLkJeTzdOfrmTuyiIO6dMp6HBERAT4triMq56cTZ+stlya15e7313SbC2XyYkJdG6XSud2qXu8b1W1Y2tZBVv81uLaiXKd16UVFG3fwYqN23Ym0lXVDc97mWDerJiuzialFVXc9uZCJbnxrKIMyrdC+Rb/MXTZ4i0f/GNXErNzv1J47Too3Qyp7b0lpR2kZux6ndoOkttCgr7oj1nOwY5tsKMEyktgR821UeKVvf7z+q+N138OCYmQ4l8HKW3968O/TpLTYR97nkj0NJbkOufce/7zqWZWqAS39RlzQBYJBvmLCpXkioi0AOWVVVz55Cy276jkqUsPI7dre849NDaGlCQmGJltUshsk7LH+zrnKCmvDEmC67Qel1Zw17TF9e7b2NhlCYhzUOknp2VbGklQ60te67yu2rH3cZQXe8lMoywkAQ5JflPb70qIa61rXydpDtkuKVWJUTiqq/ykNCQZLd8S8tx/vTNxLdl1PdTdb0cJuMbnIahX6WZ44QcNr7dE/+fbzntMaes/b7+rrNbrOknyzm3ae+uS0nRtRFBjSW6mmZ0e8tpCXzvnXoxeWNJSdGiTzLBemeQXbOBnxzbe/U1ERKLvt69+yZwVRdx97ghyu7YPOpxmY2a0T0umfVoyPTvWv81Lc1azup6EtntmepSja6GiMc7QOajYXjvhLGssQW3keXXj3dcBSEytkzhmQEZPSMvYvbze1/7jXaO8bqh1degJl+Xviis0WQpddiZZIa2AW9f56/yycBKphKSQBDg03j1NmttDYvKe//xCRfr6qNzRdDK6s75K6iSjW0PWl3jXWDhq6jMlpA7TMr3zCS0PrbeaBLNm/aMnwdY1ux+7fTe4YOquOEMT6lrJdUntc9q+qfb2VeXhn0tK23qS5DrP6ybSDa1L2vPeNjvFwRjlxpLc94GTGnjtACW5rURebjZ3vFPA5m076Nh2z799FxGRyHjus5U8+ckKLs/rx4lDugUdTotz/XEDao3JhfDGKMel+sYZvjLJa53qd0TthLOsoYS0gRbVcJK5pPTdE7TM/f0kJJwENWPfP6iHmnhz7foAr7vpxF9D287esi92Jv8lteuq0aTZ3277Bti8bNe6im3hvWdSekhy3FDSXLfcX5Z/CNP+6LWmg399XAOFC6HnIQ0ko1vrJKt1ysNtUa+Je2eymQHt9oPO9SWjNclcyDmFtoZGomX8mN/Uf20c81vocuC+HRugqmJXHe3YtntSXPN657o6SXXJ+tpJdbj1nJAcZpLctnbyv3o2fHzvruQ8Rscom6s7eCVOjBo1ys2cOTPoMOLC7BWbOf2ej7jz+8M5aWj3oMMREWmVPl9ZxJn3zeCQvh159JJDSdJkgPXS7Mq+fwyqv+WyKclt629BrElEayWodZPTkLJ9bWWMhlhpnarbVXdPk+bQ/cJtRWxKvd1sM+q0kjaSjIauTwznDqbNLFauDQhpMW+sdTl03bZ6kuqQbcLpUQHQoRf89IvontteMLNZzrlRu5UryZWmVFU7RvzuLY4d2JXbzhwadDgiIq3OhpJyTrrzAxLMePXH4+ikXjXSlFsy8Tre1eN7D9WfoLbUBET2Xq0uxCHJ71NnNrCDwaXvhLT+auKtuFdZXrt1+b5x1P+3w+CWomYOrmkNJbn6SyZNSkwwxvXPIr+gEOfcPt/DUEREwldZVc01T81m07Yd/PvKMUpwJTwdejYwBrUXDDqj+eORYCSlQFInaFNn8tAOvRoeo9xjZPPEJi1DUqq31HTZb/BvR8/mjWsfNfi1jJmd6T/2bb5wpKUan5PFui3lLFpXEnQoIiKtyq2vf83H32ziD6cNZlCPDkGHI7Fi4s3euMJQyeleuYiuD2lInFwbjfU9uMF//HdzBCItW15uNgDTCwoDjkREpPV4ee5qHvxgKRcevj/fGxlb36JLwIacBSdN8VrsMO/xpCktd5yhNC9dH9KQOLk2GhyTa2Zv4XVnHgZMr7veOXdyVCPbRxqTG3lH//19unVI4/EfHhZ0KCIice+rtVs47Z4PGdS9A09dOpqUJI2JExERCbU3Y3JPBEYAjwN/i1ZgEjvycrJ58pPllFVUkZacGHQ4IiJxq3h7BZc/PouMtGTuOX+EElwREZE90OB/TefcDufcx8AY59z7wGxglnPuff+1tDJ5uVmUV1bzydJNQYciIhK3qqod//fsHNYWl3Lv+SPp0j4t6JBERERiSjhfDXc1sznAF8CXZjbLzAY1tZOZPWRm683si5Cy28zsazObZ2YvmVlmyLobzGyxmS00s+NCykea2Xx/3RTT1L6BOaxvZ1KSEshfpHG5IiLRcvvbi3hvYSE3n3QwI/fvGHQ4IiIiMSecJPcB4Frn3P7Oud7Az/yypjwCHF+n7C1gkHNuCLAIf3IrMxsInAMc7O9zj5nV9Ie9F7gMyPGXuseUZpKeksihfTopyRURiZL/LfiWO99dzJkje3L+Yb2DDkdERCQmhZPktnXOTat54Zx7D2jb1E7OuXxgU52y/znnKv2XHwM1U0WeAjzjnCt3zi0FFgOHmlk3IMM5N8N5M2Q9BpwaRswSJXm5WRSsL2FtcWnQoYiIxJUlhSVc+9znDOnZgd+dOkj3JBcREdlL4SS535jZTWbWx19+BSyNwHv/AHjdf94DCL3r8Cq/rIf/vG65BGTnrYQWbQg4EhGR+FFSXsnlj88iJSmBe88fqcn9RERE9kE4Se4PgGzgRX/JAi7Zlzc1s18ClcCTNUX1bOYaKW/ouJeZ2Uwzm1lYqC610TCga3u6ZqTyvu6XKyISEc45rnvuc74pLOGu7w+nR2Z60CGJiIjEtMZuIQSAc24zMClSb2hmFwHfBSa6XTfpXQX0CtmsJ7DGL+9ZT3lDsT6AP1541KhRDSbDsvfMjPE52bz15Tqqqh2JCepOJyKyL+59fwlvLPiWX37nIMb0zwo6HBERkZjXrDfeM7PjgV8AJzvntoesegU4x8xSzawv3gRTnzrn1gJbzWy0P6vyhcDLzRmz7C4vN5vi0grmrSoKOhQRkZiWv6iQv765kJOGdudH4/sGHY6IiEhciFqSa2ZPAzOAAWa2ysx+CNwFtAfeMrO5ZnYfgHNuAfAc8CXwBnC1c67KP9SVwIN4k1EtYdc4XgnIuP5ZmEG+xuWKiOy1lZu28+On55DTpT1/PmOwJpoSERGJkCa7K5vZWOfch02V1eWc+349xf9qZPs/AH+op3wm0OR9eaX5dGqbwuAeHZheUMj/HZ0TdDgiIjGndEcVlz0+C+cc918wkjYpTf47FhERkTCF05J7Z5hl0ork5WQzZ2URW8oqgg5FRCSmOOe44cV5fP3tFu44Zzh9spq8K5+IiIjsgQa/Ojazw4ExQLaZXRuyKgPQvQ1aubzcbO6atpiPFm/g+EHdgg5HRCRmPPLRMqbOXcO1x+Ry5IFdgg5HREQk7jTWkpsCtMNLhNuHLFuA70U/NGnJhvfOpF1qEu9rXK6ISNg++WYjv3/tK44+qCvXHNk/6HBERETiUoMtuc6594H3zewR59zyZoxJYkByYgJjDuhM/qJCnHOaMEVEpAlri0u5+qnZ7N+pDX8/eygJugWbiIhIVIQz00WqmT0A9And3jl3VLSCktgwPjeb/325jm82bOOA7HZBhyMi0mKVV1Zx5ROzKd1RxdOXjiYjLTnokEREROJWOEnu88B9eLfxqWpiW2lFJuRkAzB9UaGSXBGRRtzyypfMXVnEveeNIKdr+6DDERERiWvhJLmVzrl7ox6JxJzendvQp3Mb8gs2cPHYvkGHIyLSIj3z6Qqe/nQFVx5xACcM1kR9IiIi0RbOLYReNbOrzKybmXWqWaIemcSEvNxsZizZSHmlGvlFROqas2IzN7+8gPE5WVx37ICgwxEREWkVwklyLwKuBz4CZvnLzGgGJbEjLyeb0ooqZi3bHHQoIiItSuHWcq58YjZdMlKZcs5wEjXRlIiISLNosruyc079UKVBhx/QmeRE4/2CQsb0zwo6HBGRFqGiqpprnprN5u07+PeVY+jYNiXokERERFqNJpNcM7uwvnLn3GORD0diTdvUJEb07kj+og3ccELQ0YiItAx/+u/XfLJ0E/84eyiDenQIOhwREZFWJZzuyoeELOOBW4CToxiTxJi83Gy+WruF9VvLgg5FRCRwL89dzUMfLuXiMX04bXjPoMMRERFpdZpMcp1zPw5ZLgWGA+p3JTtNyPVuJfRBwYaAIxERCdaCNcX84t/zOLRPJ3554kFBhyMiItIqhdOSW9d2ICfSgUjsGtgtg85tU8hfVBh0KCIigSnavoMrnphFh/Rk7jpvOMmJe/MvVkRERPZVOGNyXwWc/zIROAh4LppBSWxJSDDG52QxvWAD1dWOBM0gKiKtTFW1Y9Izc/m2uIxnLz+cLu3Tgg5JRESk1WoyyQX+GvK8EljunFsVpXgkRuXlZjN17hq+XLtFk6yISKvz97cWkr+okD+eNpgRvTsGHY6IiEirFs6Y3PeBr4H2QEdgR7SDktgzLse7fdD76rIsIq3MG198y93TlnDOIb0497DeQYcjIiLS6jWZ5JrZWcCnwJnAWcAnZva9aAcmsaVL+zQO6pbB9AIluSLSeixeX8LPnpvL0J4duOXkg4MOR0RERAivu/IvgUOcc+sBzCwbeBt4IZqBSezJy83ioQ+Wsq28krap4VxaIiKxa2tZBZc9PpO05ETuPX8kacmJQYckIiIihDe7ckJNguvbGOZ+0spMyMmmosoxY8nGoEMREYmq6mrHz577nOUbt3P3eSPonpkedEgiIiLiCydZfcPM3jSzi83sYuA14PXohiWxaGSfjqQnJ5KvLssiEufueW8x//tyHTd+5yBG9+scdDgiIiISosk+pc65683sdGAcYMADzrmXoh6ZxJzUpEQOP6Cz7pcrInHtvYXr+dtbizhlWHd+MLZP0OGIiIhIHQ225JpZfzMbC+Cce9E5d61z7qfARjM7oNkilJgyPieLZRu3s2Lj9qBDERGJuBUbt/N/z8xlQNf23Hr6EMx0X3AREZGWprHuyrcDW+sp3+6vE9lNXm42gLosi0jc2b6jkssenwnAAxeMIj1FE02JiIi0RI0luX2cc/PqFjrnZgJ9ohaRxLR+WW3pkZmuLssiElecc0z+93wWrtvKHecMo3fnNkGHJCIiIg1oLMlNa2SdppGUepkZebnZfLRkIxVV1UGHIyISEQ99uIxXPl/DdccO4IgBXYIOR0RERBrRWJL7mZldWrfQzH4IzIpeSBLrJuRmUVJeyZwVRUGHIiKyz2Ys2cgf//sVxw7sypUTNCWFiIhIS9fY7Mo/AV4ys/PYldSOAlKA06Icl8Swww/IIjHByF9UyKF9OwUdjojIXltTVMo1T82mT+c2/O2soSQkaKIpERGRlq7Bllzn3Drn3BjgN8Ayf/mNc+5w59y3zROexKIO6ckM65WpyadEJKaVVVRx5ROzKK+s5v4LRtE+LTnokERERCQM4dwndxowrRlikTiSl5PN7e8sYtO2HXRqmxJ0OCIie+yWVxbw+api7jt/JP27tAs6HBEREQlTY2NyRfZaXm4WzsEHizcEHYqIyB576pMVPPPZSq4+8gCOH7Rf0OGIiIjIHlCSK1ExpGcmmW2SdSshEYk5s1ds5tevfEFebjbXHjMg6HBERERkDynJlahITDDG9s9iekEhzrmgwxERCcv6rWVc+cQsunVIZ8o5w0jURFMiIiIxR0muRM2EnGzWbSln4bqtQYciItKkiqpqrnlyDsWlFdx3/kgy22g+ARERkVikJFeiZnxuFoC6LItITPjDa1/x6bJN/PmMIQzsnhF0OCIiIrKXlORK1HTrkE5Ol3ZML9DkUyLSsr00ZxWPfLSMH4ztyynDegQdjoiIiOwDJbkSVXm52XyydBOlO6qCDkVEpF5frC5m8r/nc1jfTtzwnQODDkdERET2kZJciaq83Gx2VFbzydKNQYciIrKbzdt2cMUTs+jUNoW7zxtBcqL+LYqIiMQ6/TeXqDqsbydSkxLIX6QuyyLSslRVOyY9M4f1W8q59/yRZLVLDTokERERiYCkoAOQ+JaWnMihfTuRX6DJp0SkZfnr/xYyvWADt54+mGG9MoMOR0RERCJELbkSdXk52SxeX8KaotKgQxERAeD1+Wu5970lfP/Q3pxzaO+gwxEREZEIUpIrUZeXmw3AdLXmikgLULBuK9c9/znDe2dyy8kDgw5HREREIkxJrkRdbtd27JeRpnG5IhK4LWUVXP74LNJTErn3vJGkJiUGHZKIiIhEmJJciTozY3xOFh8s3kBVtQs6HBFppaqrHdc++zkrNm3n7nNHsF+HtKBDEhERkShQkivNIi83m+LSCj5fVRR0KCLSSt01bTFvf7WOX554EIf16xx0OCIiIhIlSnKlWYzrn4UZ5C/SuFwRaX7Tvl7PP95exGnDe3DxmD5BhyMiIiJRpCRXmkXHtikM6dFBSa6INLtlG7bxf8/M4aD9MvjjaYMxs6BDEhERkShSkivNJi83m7kriygurQg6FBFpJbbvqOSKJ2aRkGDcf8FI0lM00ZSIiEi8U5IrzSYvN5tqBx8t1izLIhJ9zjl+/sI8Fq3bypRzhtOrU5ugQxIREZFmoCRXms2wXpm0T00iX/fLFZFm8OD0pfxn3lquO27Azvt1i4iISPxTkivNJjkxgTH9O5O/aAPO6VZCIhI9Hy3ewJ9e/4oTBu3HlRMOCDocERERaUZKcqVZ5eVms7qolCWF24IORUTi1OqiUq55eg79sttx25lDNdGUiIhIK6MkV5pVXo7XZVCzLItINJRVVHHlE7OoqKzm/gtG0i41KeiQREREpJkpyZVm1atTG/pmtWW6xuWKSIQ557hp6hfMW1XM388exgHZ7YIOSURERAKgJFeaXV5OFh9/s4nyyqqgQxGROPLkJyt4ftYqJh3Vn2MGdg06HBEREQlI1JJcM3vIzNab2RchZZ3M7C0zK/AfO4asu8HMFpvZQjM7LqR8pJnN99dNMQ2uinl5udmUVlQxc9nmoEMRkTgxa/lmfvPqAo4ckM1Pjs4NOhwREREJUDRbch8Bjq9TNhl4xzmXA7zjv8bMBgLnAAf7+9xjZon+PvcClwE5/lL3mBJjRvfrTHKiaVyuiETE+i1lXPnELLpnpnP72cNJSNB3oSIiIq1Z1JJc51w+sKlO8SnAo/7zR4FTQ8qfcc6VO+eWAouBQ82sG5DhnJvhvHvOPBayj8SotqlJjNq/E+8ryRWRfbSjspqrnpzN1rJK7r9gJB3aJAcdkoiIiASsuaed7OqcWwvgnFtrZl388h7AxyHbrfLLKvzndcvrZWaX4bX60rt37wiGLZE2PjeLv7yxkPVbyuiSkRZ0OCISQ6bOWc1tby5kTVEpbVIS2bajiinfH86B+2UEHZqIiIi0AC1l4qn6+pa5Rsrr5Zx7wDk3yjk3Kjs7O2LBSeTV3EpoesGGgCMRkVgydc5qbnhxPquLSnHAth1VJCUY1dUN/msQERGRVqa5k9x1fhdk/Mf1fvkqoFfIdj2BNX55z3rKJcYN7JZBVrsU8nUrIRHZA7e9uZDSitozs1dWO257c2FAEYmIiEhL09xJ7ivARf7zi4CXQ8rPMbNUM+uLN8HUp37X5q1mNtqfVfnCkH0khiUkGONzsplesEEtMCIStjVFpXtULiIiIq1PNG8h9DQwAxhgZqvM7IfArcAxZlYAHOO/xjm3AHgO+BJ4A7jaOVfzVf2VwIN4k1EtAV6PVszSvPJys9i0bQcL1mwJOhQRiQHOOdql1T+VRPfM9GaORkRERFqqqE085Zz7fgOrJjaw/R+AP9RTPhMYFMHQpIUY198bl5tfUMjgnh0CjkZEWrKKqmp++dJ8tpZVkmhGldvVAyQ9OZHrjxsQYHQiIiLSkrSUiaekFcpun8rAbhm6lZCINGprWQU/eOQznpu5iklH9eevZw6hR2Y6BvTITOdPpw/m1OENTrwvIiIirUxz30JIpJZuHdJ45+v19J38Gt0z07n+uAH6sCoiO60tLuWShz+jYH0JfzljCGcd4s1ReNqInk3sKSIiIq2VklwJzNQ5q5m+2LuFkANWF5Vyw4vzAZToighfrd3CJQ9/Rkl5JQ9ffAh5ubo1nIiIiDRN3ZUlMLe9uZAdldW1ykorqnQrEBFhekEhZ943A4DnLj9cCa6IiIiETS25EhjdCkRE6vPczJXc+OJ8+ndpx8OXHEK3Dpo5WURERMKnllwJTEO3/OjYNqWZIxGRlsA5x9/fWsTPX5jH6H6dee6Kw5XgioiIyB5TkiuBuf64AaQnJ9YqM4NN23bwh9e+pKKquoE9RSTe7Kis5mfPf86Udwr43siePHzJIWSkJQcdloiIiMQgdVeWwNRMLnXbmwtZU1RK98x0fnp0DvNWF/PP6UuZvaKIu84drpYckTi3payCKx6fxUdLNnLtMbn8+Kj+mFnQYYmIiEiMMudc0DFExahRo9zMmTODDkP20qufr2Hyv+eRmpzI7WcP06QzInFqTZF3i6AlhSXcesYQvjdStwYSERGR8JjZLOfcqLrl6q4sLdJJQ7vzyo/H0aV9Khc9/Cl//99Cqqrj8wsZkdbqi9XFnHr3h6wpKuXRHxyqBFdEREQiQkmutFgHZLfjpavG8r0RPZny7mIufOgTCreWBx2WiETAtIXrOfv+GSQlGM9feThj+2cFHZKIiIjECSW50qKlpyRy25lD+cv3hjBz2WZOnDKdT77ZGHRYIrIPnv50BT96dCb7d27LS1eP5cD9MoIOSUREROKIklyJCWeN6sXUq8fSLjWJcx/8hHvfW0K1ui+LxBTnHLe9+TU3vDifcf2zeO6Kw+makRZ0WCIiIhJnlORKzDioWwYvXzOW4wftx5/f+JpLH5tJ0fYdQYclImEor6ziJ8/O5e5pSzjnkF48eNEo2qVqgn8RERGJPCW5ElPapyVz1/eH85uTDya/oJATp3zA3JVFQYclIo0o3l7Bhf/6lJfnruH64wbwp9MHk5yofz8iIiISHfqUITHHzLhoTB9euGIMAGfe9xGPfrSMeL0dlkgsW7lpO2fc9xGzV2zmjnOGcfWRugeuiIiIRJeSXIlZQ3tl8tqkceTlZPPrVxZwzdNz2FpWEXRYIuKbv6qY0+75iPVbynjsB4dxyrAeQYckIiIirYCSXIlpmW1S+OeFo5h8woG88cW3nHzXh3y1dkvQYYm0eu98tY6z7p9BalIC/75yDIcf0DnokERERKSVUJIrMS8hwbhiwgE89aPD2FZeyal3f8hzn60MOiyRVuvxj5dz6WMzOaBLW166egw5XdsHHZKIiIi0IkpyJW4c1q8z//2/8Yzq05Gf/3se1z3/OaU7qoIOS6TVqK52/On1r7hp6hccMaALz152OF3a6xZBIiIi0ryU5EpcyWqXymM/OIxJE3P49+xVnHr3hywpLAk6LJG4V1ZRxaRn5nD/+99w/ujePHDBSNrqFkEiIiISACW5EncSE4xrj8nl0UsOpbCknJPv/IBXP18TdFgicWvzth1c8K9P+M+8tUw+4UB+d8ogknSLIBEREQmIPoVI3MrLzea1SeM4sFsGP356DjdN/YLySnVfFomkFRu3c8a9H/H5ymLu/P5wrphwgG4RJCIiIoFSkitxrVuHdJ65bDSXju/L4x8v58z7ZrBy0/agwxKJC3NXFnHaPR+ycdsOnvjRYZw0tHvQIYmIiIgoyZX4l5yYwC9PHMgDF4xk6YZtnDhlOm99uS7osERi2v8WfMs5D8ygTWoiL141hkP7dgo6JBERERFASa60IscevB+v/Xg8vTu34dLHZvKn/35FRVV10GGJxJxHPlzK5U/MYkDX9rx45VgOyG4XdEgiIiIiOynJlVald+c2vHDFGM4f3Zv787/h3H9+zLfFZUGHJRITqqsdv//Pl9zy6pdMPLArT182muz2qUGHJSIiIlKLklxpddKSE/n9qYO545xhLFizhROnTGd6QWHQYYm0aGUVVVz91Gwe/GApF4/pw/0XjKRNim4RJCIiIi2PklxptU4Z1oNXrhlH53YpXPjQp9z+9iKqql3QYYm0OJu27eDcf37MGwu+5VcnHsSvTxpIYoJmUBYREZGWSUmutGr9u7Rj6tVjOW14D25/u4CLH/6UDSXlQYcl0mIs27CN0+/5kC/WbOHuc0fwo/H9dIsgERERadGU5Eqr1yYlib+dOZQ/nzGYT5du4sQp0/ls2aagwxIJ3Kzlmzntng8pLq3g6UsP4zuDuwUdkoiIiEiTlOSKAGbG2Yf05qWrxpKenMg5D3zM/e8vwTl1X5bW6fX5azn3nx+TkZ7Mi1eNZeT+ukWQiIiIxAYluSIhBnbP4JUfj+PYgV350+tfc+ljsyjeXhF0WCLN6l8fLOWqp2YzsHsGL145hr5ZbYMOSURERCRsSnJF6shIS+ae80bw65MG8v6i9Zx453TmrSoKOiyRqKuqdtzyygJ+958vOW7gfjx96Wg6t9MtgkRERCS2KMkVqYeZccnYvjx3+eFUVzu+d+8MHp+xTN2XJW6V7qjiyidm8chHy/jhuL7cfd4I0pITgw5LREREZI8pyRVpxPDeHXlt0njG9u/MTS8vYNIzcykprww6LJGI2lBSzjn//Ji3vlrHr08ayE3f1S2CREREJHYpyRVpQse2KfzrokO4/rgBvDZvDSff9QFff7sl6LBEImJJYQmn3/MRC7/dwn3nj+SSsX2DDklERERknyjJFQlDQoJx9ZH9eerS0Wwtq+TUuz/khVmrgg5LZJ98tmwTZ9z7EdvKK3n60tEcd/B+QYckIiIiss+U5IrsgdH9OvPapHEM79WR657/nF+8MI+yiqqgwxLZY/+Zt4bzHvyEjm1SePGqMQzv3THokEREREQiQkmuyB7q0j6NJ350GD8+qj/PzlzJqXd/yDeFJUGHJRIW5xz3v7+Ea56aw5AeHXjxyjHs31m3CBIREZH4oSRXZC8kJhg/O3YAj1xyCOu2lHHyXR/y2ry1QYcl0qjKqmpufnkBf3r9a04c0o0nfnQYHdumBB2WiIiISEQpyRXZB0cM6MJrk8aT07UdVz81m1teWcCOyuqgwxLZzfYdlVz++Cwe/3g5l+f1485zhusWQSIiIhKXlOSK7KPumek8e9nh/HBcXx75aBln3j+DVZu3Bx2WyE7rt5ZxzgMfM23hen53ysHc8J2DSNAtgkRERCROKckViYCUpARu+u5A7jt/BN+sL+HEKR/w7tfrgg5LhMXrt3La3R9RsK6EBy4YxQWH9wk6JBEREZGoUpIrEkHHD+rGfyaNo2fHdH7wyEz+/MbXVFap+7IE4+NvNnL6PR9RXlnNs5eP5uiBXYMOSURERCTqlOSKRNj+ndvy7yvHcO5hvbn3vSWc++AnrNtSFnRY0sq8PHc1F/7rU7Lbp/LSVWMY0jMz6JBEREREmoWSXJEoSEtO5I+nDeYfZw9l/qpiTpwynY8Wbwg6LGkFnHPcPW0x//fMXIb1zuTFK8fSq1OboMMSERERaTZKckWi6LThPXnlmrFktknh/H99wpR3CqiudkGHJXGqsqqaG1+az21vLuTkod15/IeH0qFNctBhiYiIiDQrJbkiUZbTtT0vXz2Wk4d25+9vLeLiRz5jY0l50GFJnCkpr+RHj83k6U9XctURB3D72cNITdItgkRERKT1UZIr0gzapibxj7OH8cfTBvPxNxs5ccoHzFq+KeiwJE6s21LG2ffPYHrBBv542mB+fvyBukWQiIiItFpKckWaiZlx7mG9efHKMaQmJ3D2/R/z4PRvcE7dl2XvLfx2K6fd/SFLN2zjwYtGce5hvYMOSURERCRQSnJFmtmgHh149cfjmHhQF37/2ldc/vgsiksrgg6rxZk6ZzVjb32XvpNfY+yt7zJ1zuqgQ2pxPlq8ge/d+xEV1Y7nLj+cIwd0CTokERERkcBZvLYijRo1ys2cOTPoMEQa5JzjoQ+X8af/fkW3zDTuOXckSwpLuO3NhawpKqV7ZjrXHzeAU4f3CDrUZjd1zmpueHE+pRVVO8vSkxP50+mDW2V91OfF2av4xb/n0TerLQ9fcig9MtODDklERESkWZnZLOfcqN3KleSKBGvW8s1c89Rs1m8pIyHBqKja9TsZRGJXVe2oqKqmstpRWVVNRZVruKy6msoqv6zaUVXtrausclRW12xXU+btX6vM33/nc//4r36+tlaCW6NNSiJnH9KLlKQEUhMTSE1OJCUxgZQkb0n1H2uXJe5WvvO1X2bW8sevTp2zeucXIO3SkthaVsnh/Tpz3wUj6ZCuGZRFRESk9WkoyU0KKJifAj8CHDAfuARoAzwL9AGWAWc55zb7298A/BCoAiY5595s/qhFomPk/h15bdJ4Dv/TO5RXVtdaV1pRxU0vf8E3G7aFJInVO5NI77FOWbXzE8ddSePOspCktLK6/n2b83uvxAQjKcFITkwgKdFISkggKcHqTXABtu+o4oWZqyivqmZHnbraFymJdRJfP/lNTQ5NmBN3lqUm1rddYq39U2uS6ToJd91ku27CnZS4+yiSui3bW8sqSTTjjBE9lOCKiIiI1NHsSa6Z9QAmAQOdc6Vm9hxwDjAQeMc5d6uZTQYmA78ws4H++oOB7sDbZpbrnKv/U7BIDOrUNqXBpG1rWSVT3ikgOdFITDCSE/yEMDGB5AQjMTGkLCFh53ZJiQmkJSeQlJpEsr/O29bft6Yswbzn/vGSEkPK/OPVW7bzeN571z6eX7YzVj+BrRWrNdiCOvbWd1ldVLpbeY/MdD6cfBTgdffe4Se7Oyqrdz4vr6z9uKOqmvKKqt22La/wHyt3lZdXVtU6Vuhxiksr/LKqWseu2a4yQvc/TjB2JcN+4rtuS9lux69yjn+8XcD3RvWKyPuKiIiIxItAWnL99003swq8Ftw1wA3AEf76R4H3gF8ApwDPOOfKgaVmthg4FJjRzDGLRFX3zPR6E7vumWl8+IujYqJLbaRcf9yAesfkXn/cgJ2vzczvitwy7gVbVe12JcZVVbUT7VpJeFU9SXh1PUl41c4k/MXZ9U+6taae60VERESktWv2JNc5t9rM/gqsAEqB/znn/mdmXZ1za/1t1ppZzTShPYCPQw6xyi8TiSsNJXY/P+7AVpXgAjvHIMfSJFyJCUZ6SiLpKYlAZLsQf/LNpga+ANFkUyIiIiJ1BdFduSNe62xfoAh43szOb2yXesrq7RdoZpcBlwH07q17RUpsicXELppOHd6j1Z57XeG0bIuIiIiIJ4juykcDS51zhQBm9iIwBlhnZt38VtxuwHp/+1VA6KCznnjdm3fjnHsAeAC82ZWjFL9I1Cixk/roCxARERGR8AWR5K4ARptZG7zuyhOBmcA24CLgVv/xZX/7V4CnzOzveBNP5QCfNnfQIiJB0hcgIiIiIuEJYkzuJ2b2AjAbqATm4LW+tgOeM7Mf4iXCZ/rbL/BnYP7S3/5qzawsIiIiIiIi9THXnDfFbEajRo1yM2fODDoMERERERERiQIzm+WcG1W3PCGIYERERERERESiQUmuiIiIiIiIxA0luSIiIiIiIhI3lOSKiIiIiIhI3FCSKyIiIiIiInFDSa6IiIiIiIjEDSW5IiIiIiIiEjeU5IqIiIiIiEjcMOdc0DFEhZkVAsuDjqMRWcCGoINoQVQftak+dlFd1Kb62EV1UZvqozbVxy6qi9pUH7WpPnZRXdQWC/Wxv3Muu25h3Ca5LZ2ZzXTOjQo6jpZC9VGb6mMX1UVtqo9dVBe1qT5qU33sorqoTfVRm+pjF9VFbbFcH+quLCIiIiIiInFDSa6IiIiIiIjEDSW5wXkg6ABaGNVHbaqPXVQXtak+dlFd1Kb6qE31sYvqojbVR22qj11UF7XFbH1oTK6IiIiIiIjEDbXkioiIiIiISNxQkhshZtbLzKaZ2VdmtsDM/s8v72Rmb5lZgf/Y0S/v7G9fYmZ31TnWG2b2uX+c+8wsMYhz2heRrI+QY75iZl8053lESoSvj/fMbKGZzfWXLkGc096KcF2kmNkDZrbIzL42szOCOKd9Ean6MLP2IdfEXDPbYGa3B3RaeyXC18b3zWy+mc3z/6ZmBXFO+yLC9XG2XxcLzOwvQZzPvtqL+jjGzGb518EsMzsq5Fgj/fLFZjbFzCyo89obEa6LP5jZSjMrCep89lWk6sPM2pjZa/7/kwVmdmuQ57W3Inx9xPRn0kjWRcgxW9Pn0caujZb9edQ5pyUCC9ANGOE/bw8sAgYCfwEm++WTgT/7z9sC44ArgLvqHCvDfzTg38A5QZ9fkPXhrz8deAr4IuhzC7o+gPeAUUGfUwupi98Av/efJwBZQZ9fkPVR57izgLygzy+IugCSgPU114O//y1Bn1+A9dEZWAFk+68fBSYGfX7NUB/Dge7+80HA6pBjfQocjvd/9nXghKDPL8C6GO0fryTo8wq6PoA2wJH+8xRgeqxdG1G4PmL6M2kk68Iva22fRxu7Nt6jBX8eDTyAeF2Al4FjgIVAN7+sG7CwznYX08AHVSAZeBU4O+jzCbI+gHbAB/4vYUz+UYlwfbToPyrNXBcrgbZBn0NLqY+QdTl+3VjQ5xNEXfh/OwuB/fE+mN0HXBb0+QRYH4cAb4e8vgC4J+jzaa768MsN2Aik+tt8HbLu+8D9QZ9PEHVRpzxmk9xo1Ie/7g7g0qDPpyXUB3HymXRf6oJW/Hm0gfp4jxb8eVTdlaPAzPrgffPxCdDVObcWwH8MqynfzN7Ea4nYCrwQnUibRwTq43fA34Dt0YqxOUXi+gAe9ruG3BRr3exC7UtdmFmm//R3ZjbbzJ43s65RDDfqInRtgPeh/Vnn/xeKRftSF865CuBKYD6wBu8Dyb+iGW+07eO1sRg40Mz6mFkScCrQK3rRRt9e1McZwBznXDnQA1gVsm6VXxaT9rEu4k6k6sP/H3MS8E404422SNRHvHwmjUBdtPbPo/X9rrTYz6NKciPMzNrhdef4iXNuy94exzl3HN43KanAbuMBYsW+1oeZDQP6O+deinRsQYjQ9XGec24wMN5fLohUfM0pAnWRBPQEPnTOjQBmAH+NYIjNKlJ/O3znAE/ve1TBiMDfjWS8JHc40B2YB9wQ0SCb0b7Wh3NuM159PIvX/XIZUBnJGJvTntaHmR0M/Bm4vKaons1i8guhCNRFXIlUffhfBj0NTHHOfRONWJtDpOojHj6T7mtdtPbPow1cGy3686iS3AjyP1j9G3jSOfeiX7zOzLr567vhfRMWFudcGfAKcEqkY20OEaqPw4GRZrYMr4tIrpm9F52IoytS14dzbrX/uBVvXMih0Yk4eiJUFxvxvk2t+YfzPDAiCuFGXST/dpjZUCDJOTcrKsFGWYTqYhiAc26J35r9HDAmOhFHVwT/brzqnDvMOXc4Xre0gmjFHE17Wh9m1hPvb8SFzrklfvEqvC/IavTEa/GPKRGqi7gR4fp4AChwzt0e9cCjJNLXRyx/Jo1QXbTaz6MNXRst/fOoktwI8Zvo/wV85Zz7e8iqV4CL/OcX4fV9b+w47UIusiTgO8DXkY84uiJVH865e51z3Z1zffAmVFnknDsi8hFHVwSvjyTzZ4n1/0h9F4ipGf4ieG04vPFBR/hFE4EvIxpsM4hUfYT4PjHaihvBulgNDDSzbP/1McBXkYy1OUTy2qiZ9dK8GTOvAh6MbLTRt6f14Xc3fQ24wTn3Yc3Gfle8rWY22j/mhYT/+9UiRKou4kUk68PMfg90AH4S3aijJ1L1EQ+fSSP4d6NVfh5t5Npo+Z9HXQADgeNxwbvgHV63uLn+8h28WS3fwfvW/B2gU8g+y4BNQAneN8sDga7AZ/5xFgB34rXKBH6OQdRHnWP2IUYH+kfw+miLN2tuzfVxB5AY9PkFdW3gTSyU7x/rHaB30OcXZH34674BDgz6vIKuC7wZhr/yj/Uq0Dno8wu4Pp7G+xLoS2JsdtS9rQ/gV8C2kG3nAl38daPwPpAtAe4ixiZpi3Bd/MW/Vqr9x1uCPr+g6gOvVd/5fztqyn8U9PkFWB8x/5k0kr8rIcfsQyv5PNrItdHiP4+afwIiIiIiIiIiMU/dlUVERERERCRuKMkVERERERGRuKEkV0REREREROKGklwRERERERGJG0pyRUREREREJG4oyRUREWnBzPOBmZ0QUnaWmb0RZFwiIiItlW4hJCIi0sKZ2SDgeWA4kIh3r8LjnXNL9uJYic65qshGKCIi0nIoyRUREYkBZvYXYBvQ1n/cHxgMJAG3OOdeNrM+wOP+NgDXOOc+MrMjgF8Da4FhzrmBzRu9iIhI81GSKyIiEgPMrC0wG9gB/AdY4Jx7wswygU/xWnkdUO2cKzOzHOBp59woP8l9DRjknFsaRPwiIiLNJSnoAERERKRpzrltZvYsUAKcBZxkZtf5q9OA3sAa4C4zGwZUAbkhh/hUCa6IiLQGSnJFRERiR7W/GHCGc25h6EozuwVYBwzFm1yyLGT1tmaKUUREJFCaXVlERCT2vAn82MwMwMyG++UdgLXOuWrgArxJqkRERFoVJbkiIiKx53dAMjDPzL7wXwPcA1xkZh/jdVVW662IiLQ6mnhKRERERERE4oZackVERERERCRuKMkVERERERGRuKEkV0REREREROKGklwRERERERGJG0pyRUREREREJG4oyRUREREREZG4oSRXRERERERE4oaSXBEREREREYkb/w/5NVnRfGXFTgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Forecasted registrations for Construction for 2021-2025:\n",
      "2021-01-01    1233.885483\n",
      "2022-01-01    1245.632589\n",
      "2023-01-01    1234.241751\n",
      "2024-01-01    1245.287127\n",
      "2025-01-01    1234.576737\n",
      "Freq: AS-JAN, Name: predicted_mean, dtype: float64\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\ritti\\anaconda3\\lib\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:471: ValueWarning: No frequency information was provided, so inferred frequency AS-JAN will be used.\n",
      "  self._init_dates(dates, freq)\n",
      "C:\\Users\\ritti\\anaconda3\\lib\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:471: ValueWarning: No frequency information was provided, so inferred frequency AS-JAN will be used.\n",
      "  self._init_dates(dates, freq)\n",
      "C:\\Users\\ritti\\anaconda3\\lib\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:471: ValueWarning: No frequency information was provided, so inferred frequency AS-JAN will be used.\n",
      "  self._init_dates(dates, freq)\n",
      "C:\\Users\\ritti\\anaconda3\\lib\\site-packages\\statsmodels\\tsa\\statespace\\sarimax.py:966: UserWarning: Non-stationary starting autoregressive parameters found. Using zeros as starting parameters.\n",
      "  warn('Non-stationary starting autoregressive parameters'\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Forecasted registrations for Agriculture, hunting and related service activities for 2021-2025:\n",
      "2021-01-01    4098.841501\n",
      "2022-01-01    5157.598707\n",
      "2023-01-01    6030.733608\n",
      "2024-01-01    6750.789679\n",
      "2025-01-01    7344.604845\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    825.241069\n",
      "2022-01-01    794.874800\n",
      "2023-01-01    788.032135\n",
      "2024-01-01    786.490224\n",
      "2025-01-01    786.142773\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",
    "    'Construction',\n",
    "    'Agriculture, hunting and related service activities',\n",
    "    'Other community, social and personal service 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": "9fd5d426",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}