Karnataka_companies.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "b3fca835",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "88711888",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CORPORATE_IDENTIFICATION_NUMBER</th>\n",
       "      <th>Company_Name</th>\n",
       "      <th>Company_status</th>\n",
       "      <th>Company_class</th>\n",
       "      <th>Company_Category</th>\n",
       "      <th>Company_sub_category</th>\n",
       "      <th>DATE_OF_REGISTRATION</th>\n",
       "      <th>REGISTERED_STATE</th>\n",
       "      <th>AUTHORIZED_CAP</th>\n",
       "      <th>PAIDUP_CAPITAL</th>\n",
       "      <th>Industrial_Class</th>\n",
       "      <th>PRINCIPAL_BUSINESS_ACTIVITY_AS_PER_CIN</th>\n",
       "      <th>Registered_Office_Address</th>\n",
       "      <th>REGISTRAR_OF_COMPANIES</th>\n",
       "      <th>EMAIL_ADDR</th>\n",
       "      <th>Latest_Year_AR</th>\n",
       "      <th>Latest_Year_BS</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>L00019KA1994PLC016202</td>\n",
       "      <td>JAIN FARMS AND RESORTS 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>08-09-94</td>\n",
       "      <td>Karnataka</td>\n",
       "      <td>30000000.0</td>\n",
       "      <td>30000000.0</td>\n",
       "      <td>19</td>\n",
       "      <td>Unclassified</td>\n",
       "      <td>NO.59/1, NAKODA ARCADE,III FLOOR,DVG ROAD BANG...</td>\n",
       "      <td>RoC-Bangalore</td>\n",
       "      <td>acjainfarms1991@gmail.com</td>\n",
       "      <td>31-03-19</td>\n",
       "      <td>31-03-20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>L00219KA1991PLC012579</td>\n",
       "      <td>GREAT WESTERN INDUSTRIES LIMITED</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>04-12-91</td>\n",
       "      <td>Karnataka</td>\n",
       "      <td>60000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>219</td>\n",
       "      <td>Unclassified</td>\n",
       "      <td>NO. 419, WEST MINISTER, 13,CUNNINGHAM ROAD BAN...</td>\n",
       "      <td>RoC-Bangalore</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>L00309KA1982PLC004960</td>\n",
       "      <td>PAN ELECTRONICS (INDIA) 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>20-09-82</td>\n",
       "      <td>Karnataka</td>\n",
       "      <td>100000000.0</td>\n",
       "      <td>40000000.0</td>\n",
       "      <td>309</td>\n",
       "      <td>Unclassified</td>\n",
       "      <td>16B, 1st Phase, Peenya Industrial Area Peenya ...</td>\n",
       "      <td>RoC-Bangalore</td>\n",
       "      <td>accounts@geminidyeing.com</td>\n",
       "      <td>31-03-19</td>\n",
       "      <td>31-03-20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>L00349KA1993PLC014245</td>\n",
       "      <td>SOUTHERN FUELS LIMITED</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>23-04-93</td>\n",
       "      <td>Karnataka</td>\n",
       "      <td>40000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>349</td>\n",
       "      <td>Unclassified</td>\n",
       "      <td>NO. 4BC, 304, 4TH B CROSS,3RD BLOCK, HRBR LAYO...</td>\n",
       "      <td>RoC-Bangalore</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>L00363KA1982PLC005084</td>\n",
       "      <td>ELECTREX (INDIA) LIMITED</td>\n",
       "      <td>Active</td>\n",
       "      <td>Public</td>\n",
       "      <td>Company limited by Shares</td>\n",
       "      <td>Non-govt company</td>\n",
       "      <td>22-12-82</td>\n",
       "      <td>Karnataka</td>\n",
       "      <td>150000000.0</td>\n",
       "      <td>94612000.0</td>\n",
       "      <td>363</td>\n",
       "      <td>Unclassified</td>\n",
       "      <td>21-DI, 2ND PHASE, PEENYA INDULAREA, BANGALORE-...</td>\n",
       "      <td>RoC-Bangalore</td>\n",
       "      <td>info@electrex.com</td>\n",
       "      <td>31-03-17</td>\n",
       "      <td>31-03-17</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",
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       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139287</th>\n",
       "      <td>U99999KA9999PTC999991</td>\n",
       "      <td>TEST CPY DCDR</td>\n",
       "      <td>Active</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Karnataka</td>\n",
       "      <td>500000.0</td>\n",
       "      <td>1589455.0</td>\n",
       "      <td>99999</td>\n",
       "      <td>Extraterritorial organizations and bodies</td>\n",
       "      <td>, Unclassified DL</td>\n",
       "      <td>RoC-Delhi</td>\n",
       "      <td>test@testing.com</td>\n",
       "      <td>31-03-08</td>\n",
       "      <td>31-03-16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139288</th>\n",
       "      <td>U99999KA9999PTC999992</td>\n",
       "      <td>Test Company DRSWITCH</td>\n",
       "      <td>Active</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Karnataka</td>\n",
       "      <td>500000.0</td>\n",
       "      <td>1589455.0</td>\n",
       "      <td>99999</td>\n",
       "      <td>Extraterritorial organizations and bodies</td>\n",
       "      <td>, Unclassified DL</td>\n",
       "      <td>Unclassified</td>\n",
       "      <td>dcdrtestcompany1@test.com</td>\n",
       "      <td>31-03-08</td>\n",
       "      <td>31-03-16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139289</th>\n",
       "      <td>U99999KA9999PTC999994</td>\n",
       "      <td>Test Company DCDR DRILl</td>\n",
       "      <td>Active</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Karnataka</td>\n",
       "      <td>500000.0</td>\n",
       "      <td>1589455.0</td>\n",
       "      <td>99999</td>\n",
       "      <td>Extraterritorial organizations and bodies</td>\n",
       "      <td>, Unclassified DL</td>\n",
       "      <td>RoC-Bangalore</td>\n",
       "      <td>NaN</td>\n",
       "      <td>31-03-08</td>\n",
       "      <td>31-03-16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139290</th>\n",
       "      <td>U99999KA9999PTC999996</td>\n",
       "      <td>Test Company DCDR4</td>\n",
       "      <td>Active</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Karnataka</td>\n",
       "      <td>500000.0</td>\n",
       "      <td>1589455.0</td>\n",
       "      <td>99999</td>\n",
       "      <td>Extraterritorial organizations and bodies</td>\n",
       "      <td>, Unclassified DL</td>\n",
       "      <td>Unclassified</td>\n",
       "      <td>dcdrtestcompany@test.com</td>\n",
       "      <td>31-03-08</td>\n",
       "      <td>31-03-16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139291</th>\n",
       "      <td>U99999KA9999PTC999997</td>\n",
       "      <td>Test Company DCDR7</td>\n",
       "      <td>Active</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Karnataka</td>\n",
       "      <td>500000.0</td>\n",
       "      <td>1589455.0</td>\n",
       "      <td>99999</td>\n",
       "      <td>Extraterritorial organizations and bodies</td>\n",
       "      <td>, Unclassified</td>\n",
       "      <td>Unclassified</td>\n",
       "      <td>dcdrtestcompany1@test.com</td>\n",
       "      <td>31-03-08</td>\n",
       "      <td>31-03-16</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>139292 rows × 17 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       CORPORATE_IDENTIFICATION_NUMBER                      Company_Name  \\\n",
       "0                L00019KA1994PLC016202    JAIN FARMS AND RESORTS LIMITED   \n",
       "1                L00219KA1991PLC012579  GREAT WESTERN INDUSTRIES LIMITED   \n",
       "2                L00309KA1982PLC004960   PAN ELECTRONICS (INDIA) LIMITED   \n",
       "3                L00349KA1993PLC014245            SOUTHERN FUELS LIMITED   \n",
       "4                L00363KA1982PLC005084          ELECTREX (INDIA) LIMITED   \n",
       "...                                ...                               ...   \n",
       "139287           U99999KA9999PTC999991                     TEST CPY DCDR   \n",
       "139288           U99999KA9999PTC999992             Test Company DRSWITCH   \n",
       "139289           U99999KA9999PTC999994           Test Company DCDR DRILl   \n",
       "139290           U99999KA9999PTC999996                Test Company DCDR4   \n",
       "139291           U99999KA9999PTC999997                Test Company DCDR7   \n",
       "\n",
       "                   Company_status Company_class           Company_Category  \\\n",
       "0                          Active        Public  Company limited by Shares   \n",
       "1       Not Available for eFiling        Public  Company limited by Shares   \n",
       "2                          Active        Public  Company limited by Shares   \n",
       "3       Not Available for eFiling        Public  Company limited by Shares   \n",
       "4                          Active        Public  Company limited by Shares   \n",
       "...                           ...           ...                        ...   \n",
       "139287                     Active           NaN                        NaN   \n",
       "139288                     Active           NaN                        NaN   \n",
       "139289                     Active           NaN                        NaN   \n",
       "139290                     Active           NaN                        NaN   \n",
       "139291                     Active           NaN                        NaN   \n",
       "\n",
       "       Company_sub_category DATE_OF_REGISTRATION REGISTERED_STATE  \\\n",
       "0          Non-govt company             08-09-94        Karnataka   \n",
       "1          Non-govt company             04-12-91        Karnataka   \n",
       "2          Non-govt company             20-09-82        Karnataka   \n",
       "3          Non-govt company             23-04-93        Karnataka   \n",
       "4          Non-govt company             22-12-82        Karnataka   \n",
       "...                     ...                  ...              ...   \n",
       "139287                  NaN                  NaN        Karnataka   \n",
       "139288                  NaN                  NaN        Karnataka   \n",
       "139289                  NaN                  NaN        Karnataka   \n",
       "139290                  NaN                  NaN        Karnataka   \n",
       "139291                  NaN                  NaN        Karnataka   \n",
       "\n",
       "        AUTHORIZED_CAP  PAIDUP_CAPITAL Industrial_Class  \\\n",
       "0           30000000.0      30000000.0               19   \n",
       "1           60000000.0             0.0              219   \n",
       "2          100000000.0      40000000.0              309   \n",
       "3           40000000.0             0.0              349   \n",
       "4          150000000.0      94612000.0              363   \n",
       "...                ...             ...              ...   \n",
       "139287        500000.0       1589455.0            99999   \n",
       "139288        500000.0       1589455.0            99999   \n",
       "139289        500000.0       1589455.0            99999   \n",
       "139290        500000.0       1589455.0            99999   \n",
       "139291        500000.0       1589455.0            99999   \n",
       "\n",
       "           PRINCIPAL_BUSINESS_ACTIVITY_AS_PER_CIN  \\\n",
       "0                                    Unclassified   \n",
       "1                                    Unclassified   \n",
       "2                                    Unclassified   \n",
       "3                                    Unclassified   \n",
       "4                                    Unclassified   \n",
       "...                                           ...   \n",
       "139287  Extraterritorial organizations and bodies   \n",
       "139288  Extraterritorial organizations and bodies   \n",
       "139289  Extraterritorial organizations and bodies   \n",
       "139290  Extraterritorial organizations and bodies   \n",
       "139291  Extraterritorial organizations and bodies   \n",
       "\n",
       "                                Registered_Office_Address  \\\n",
       "0       NO.59/1, NAKODA ARCADE,III FLOOR,DVG ROAD BANG...   \n",
       "1       NO. 419, WEST MINISTER, 13,CUNNINGHAM ROAD BAN...   \n",
       "2       16B, 1st Phase, Peenya Industrial Area Peenya ...   \n",
       "3       NO. 4BC, 304, 4TH B CROSS,3RD BLOCK, HRBR LAYO...   \n",
       "4       21-DI, 2ND PHASE, PEENYA INDULAREA, BANGALORE-...   \n",
       "...                                                   ...   \n",
       "139287                                  , Unclassified DL   \n",
       "139288                                  , Unclassified DL   \n",
       "139289                                  , Unclassified DL   \n",
       "139290                                  , Unclassified DL   \n",
       "139291                                     , Unclassified   \n",
       "\n",
       "       REGISTRAR_OF_COMPANIES                 EMAIL_ADDR Latest_Year_AR  \\\n",
       "0               RoC-Bangalore  acjainfarms1991@gmail.com       31-03-19   \n",
       "1               RoC-Bangalore                        NaN            NaN   \n",
       "2               RoC-Bangalore  accounts@geminidyeing.com       31-03-19   \n",
       "3               RoC-Bangalore                        NaN            NaN   \n",
       "4               RoC-Bangalore          info@electrex.com       31-03-17   \n",
       "...                       ...                        ...            ...   \n",
       "139287              RoC-Delhi           test@testing.com       31-03-08   \n",
       "139288           Unclassified  dcdrtestcompany1@test.com       31-03-08   \n",
       "139289          RoC-Bangalore                        NaN       31-03-08   \n",
       "139290           Unclassified   dcdrtestcompany@test.com       31-03-08   \n",
       "139291           Unclassified  dcdrtestcompany1@test.com       31-03-08   \n",
       "\n",
       "       Latest_Year_BS  \n",
       "0            31-03-20  \n",
       "1                 NaN  \n",
       "2            31-03-20  \n",
       "3                 NaN  \n",
       "4            31-03-17  \n",
       "...               ...  \n",
       "139287       31-03-16  \n",
       "139288       31-03-16  \n",
       "139289       31-03-16  \n",
       "139290       31-03-16  \n",
       "139291       31-03-16  \n",
       "\n",
       "[139292 rows x 17 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv(\"C:/Users/ritti/Downloads/internal_skill_stuff/set_project_2/data/Karnataka.csv\", encoding='ISO-8859-1',low_memory=False)\n",
    "\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "6dee4ff1",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\ritti\\AppData\\Local\\Temp/ipykernel_6100/348113690.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_6100/348113690.py:10: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df['Registration_Year'] = df['DATE_OF_REGISTRATION'].dt.year\n"
     ]
    }
   ],
   "source": [
    "# Assuming df is your DataFrame\n",
    "\n",
    "# Filter out rows with unknown or invalid values in 'DATE_OF_REGISTRATION'\n",
    "df = df[pd.to_datetime(df['DATE_OF_REGISTRATION'], errors='coerce', dayfirst=True).notna()]\n",
    "\n",
    "# Convert 'DATE_OF_REGISTRATION' to datetime format\n",
    "df['DATE_OF_REGISTRATION'] = pd.to_datetime(df['DATE_OF_REGISTRATION'], errors='coerce', dayfirst=True)\n",
    "\n",
    "# Extract year from the registration date\n",
    "df['Registration_Year'] = df['DATE_OF_REGISTRATION'].dt.year"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "5038868a",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "CORPORATE_IDENTIFICATION_NUMBER               0\n",
       "Company_Name                                  0\n",
       "Company_status                                0\n",
       "Company_class                                31\n",
       "Company_Category                             34\n",
       "Company_sub_category                         34\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                                20030\n",
       "Latest_Year_AR                            61417\n",
       "Latest_Year_BS                            61436\n",
       "Registration_Year                             0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Check for missing values\n",
    "df.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "2fdfc540",
   "metadata": {},
   "outputs": [
    {
     "data": {
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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>L00019KA1994PLC016202</td>\n",
       "      <td>JAIN FARMS AND RESORTS 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>Karnataka</td>\n",
       "      <td>30000000.0</td>\n",
       "      <td>30000000.0</td>\n",
       "      <td>19</td>\n",
       "      <td>Unclassified</td>\n",
       "      <td>NO.59/1, NAKODA ARCADE,III FLOOR,DVG ROAD BANG...</td>\n",
       "      <td>RoC-Bangalore</td>\n",
       "      <td>31-03-19</td>\n",
       "      <td>31-03-20</td>\n",
       "      <td>1994</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>L00219KA1991PLC012579</td>\n",
       "      <td>GREAT WESTERN INDUSTRIES LIMITED</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>Karnataka</td>\n",
       "      <td>60000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>219</td>\n",
       "      <td>Unclassified</td>\n",
       "      <td>NO. 419, WEST MINISTER, 13,CUNNINGHAM ROAD BAN...</td>\n",
       "      <td>RoC-Bangalore</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1991</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>L00309KA1982PLC004960</td>\n",
       "      <td>PAN ELECTRONICS (INDIA) 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>Karnataka</td>\n",
       "      <td>100000000.0</td>\n",
       "      <td>40000000.0</td>\n",
       "      <td>309</td>\n",
       "      <td>Unclassified</td>\n",
       "      <td>16B, 1st Phase, Peenya Industrial Area Peenya ...</td>\n",
       "      <td>RoC-Bangalore</td>\n",
       "      <td>31-03-19</td>\n",
       "      <td>31-03-20</td>\n",
       "      <td>1982</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>L00349KA1993PLC014245</td>\n",
       "      <td>SOUTHERN FUELS LIMITED</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>Karnataka</td>\n",
       "      <td>40000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>349</td>\n",
       "      <td>Unclassified</td>\n",
       "      <td>NO. 4BC, 304, 4TH B CROSS,3RD BLOCK, HRBR LAYO...</td>\n",
       "      <td>RoC-Bangalore</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1993</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>L00363KA1982PLC005084</td>\n",
       "      <td>ELECTREX (INDIA) 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>Karnataka</td>\n",
       "      <td>150000000.0</td>\n",
       "      <td>94612000.0</td>\n",
       "      <td>363</td>\n",
       "      <td>Unclassified</td>\n",
       "      <td>21-DI, 2ND PHASE, PEENYA INDULAREA, BANGALORE-...</td>\n",
       "      <td>RoC-Bangalore</td>\n",
       "      <td>31-03-17</td>\n",
       "      <td>31-03-17</td>\n",
       "      <td>1982</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>139274</th>\n",
       "      <td>U99999KA2006PTC038125</td>\n",
       "      <td>LINEART TRADING PRIVATE LIMITED</td>\n",
       "      <td>Strike Off</td>\n",
       "      <td>Private</td>\n",
       "      <td>Company limited by Shares</td>\n",
       "      <td>Non-govt company</td>\n",
       "      <td>Karnataka</td>\n",
       "      <td>200000.0</td>\n",
       "      <td>100000.0</td>\n",
       "      <td>99999</td>\n",
       "      <td>Extraterritorial organizations and bodies</td>\n",
       "      <td>FLAT NO. 005, # 274, V. R. MANOR 100 FEET ROAD...</td>\n",
       "      <td>RoC-Bangalore</td>\n",
       "      <td>31-03-10</td>\n",
       "      <td>31-03-10</td>\n",
       "      <td>2006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139275</th>\n",
       "      <td>U99999KA2006PTC038200</td>\n",
       "      <td>HEJJALA CONSTRUCTIONS PRIVATE LIMITED</td>\n",
       "      <td>Strike Off</td>\n",
       "      <td>Private</td>\n",
       "      <td>Company limited by Shares</td>\n",
       "      <td>Non-govt company</td>\n",
       "      <td>Karnataka</td>\n",
       "      <td>1000000.0</td>\n",
       "      <td>100000.0</td>\n",
       "      <td>99999</td>\n",
       "      <td>Extraterritorial organizations and bodies</td>\n",
       "      <td>NO.204/C , 6TH MAIN , 27TH CROSS III BLOCK , J...</td>\n",
       "      <td>RoC-Bangalore</td>\n",
       "      <td>31-03-19</td>\n",
       "      <td>31-03-19</td>\n",
       "      <td>2006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139276</th>\n",
       "      <td>U99999KA2006PTC072228</td>\n",
       "      <td>DIAMOND MANAGEMENT &amp; TECHNOLOGYCONSULTANTS PRI...</td>\n",
       "      <td>Amalgamated</td>\n",
       "      <td>Private</td>\n",
       "      <td>Company limited by Shares</td>\n",
       "      <td>Non-govt company</td>\n",
       "      <td>Karnataka</td>\n",
       "      <td>480000000.0</td>\n",
       "      <td>333416200.0</td>\n",
       "      <td>99999</td>\n",
       "      <td>Extraterritorial organizations and bodies</td>\n",
       "      <td>Hulkul Brigade Center 2nd and 3rd FLoor, South...</td>\n",
       "      <td>RoC-Bangalore</td>\n",
       "      <td>31-03-17</td>\n",
       "      <td>31-03-17</td>\n",
       "      <td>2006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139277</th>\n",
       "      <td>U99999KA9999PTC991111</td>\n",
       "      <td>DRDR DRILL Company</td>\n",
       "      <td>Active</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Karnataka</td>\n",
       "      <td>500000.0</td>\n",
       "      <td>1589455.0</td>\n",
       "      <td>99999</td>\n",
       "      <td>Extraterritorial organizations and bodies</td>\n",
       "      <td>eoirheioh djdjo , Unclassified 30 110091</td>\n",
       "      <td>Unclassified</td>\n",
       "      <td>31-03-08</td>\n",
       "      <td>31-03-16</td>\n",
       "      <td>2000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139278</th>\n",
       "      <td>U99999KA9999PTC999999</td>\n",
       "      <td>Test company-p4</td>\n",
       "      <td>Active</td>\n",
       "      <td>Private</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Karnataka</td>\n",
       "      <td>500000.0</td>\n",
       "      <td>1589455.0</td>\n",
       "      <td>99999</td>\n",
       "      <td>Extraterritorial organizations and bodies</td>\n",
       "      <td>, Unclassified KA</td>\n",
       "      <td>Unclassified</td>\n",
       "      <td>31-03-08</td>\n",
       "      <td>31-03-16</td>\n",
       "      <td>2015</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>139279 rows × 16 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       CORPORATE_IDENTIFICATION_NUMBER  \\\n",
       "0                L00019KA1994PLC016202   \n",
       "1                L00219KA1991PLC012579   \n",
       "2                L00309KA1982PLC004960   \n",
       "3                L00349KA1993PLC014245   \n",
       "4                L00363KA1982PLC005084   \n",
       "...                                ...   \n",
       "139274           U99999KA2006PTC038125   \n",
       "139275           U99999KA2006PTC038200   \n",
       "139276           U99999KA2006PTC072228   \n",
       "139277           U99999KA9999PTC991111   \n",
       "139278           U99999KA9999PTC999999   \n",
       "\n",
       "                                             Company_Name  \\\n",
       "0                          JAIN FARMS AND RESORTS LIMITED   \n",
       "1                        GREAT WESTERN INDUSTRIES LIMITED   \n",
       "2                         PAN ELECTRONICS (INDIA) LIMITED   \n",
       "3                                  SOUTHERN FUELS LIMITED   \n",
       "4                                ELECTREX (INDIA) LIMITED   \n",
       "...                                                   ...   \n",
       "139274                    LINEART TRADING PRIVATE LIMITED   \n",
       "139275              HEJJALA CONSTRUCTIONS PRIVATE LIMITED   \n",
       "139276  DIAMOND MANAGEMENT & TECHNOLOGYCONSULTANTS PRI...   \n",
       "139277                                 DRDR DRILL Company   \n",
       "139278                                    Test company-p4   \n",
       "\n",
       "                   Company_status Company_class           Company_Category  \\\n",
       "0                          Active        Public  Company limited by Shares   \n",
       "1       Not Available for eFiling        Public  Company limited by Shares   \n",
       "2                          Active        Public  Company limited by Shares   \n",
       "3       Not Available for eFiling        Public  Company limited by Shares   \n",
       "4                          Active        Public  Company limited by Shares   \n",
       "...                           ...           ...                        ...   \n",
       "139274                 Strike Off       Private  Company limited by Shares   \n",
       "139275                 Strike Off       Private  Company limited by Shares   \n",
       "139276                Amalgamated       Private  Company limited by Shares   \n",
       "139277                     Active           NaN                        NaN   \n",
       "139278                     Active       Private                        NaN   \n",
       "\n",
       "       Company_sub_category REGISTERED_STATE  AUTHORIZED_CAP  PAIDUP_CAPITAL  \\\n",
       "0          Non-govt company        Karnataka      30000000.0      30000000.0   \n",
       "1          Non-govt company        Karnataka      60000000.0             0.0   \n",
       "2          Non-govt company        Karnataka     100000000.0      40000000.0   \n",
       "3          Non-govt company        Karnataka      40000000.0             0.0   \n",
       "4          Non-govt company        Karnataka     150000000.0      94612000.0   \n",
       "...                     ...              ...             ...             ...   \n",
       "139274     Non-govt company        Karnataka        200000.0        100000.0   \n",
       "139275     Non-govt company        Karnataka       1000000.0        100000.0   \n",
       "139276     Non-govt company        Karnataka     480000000.0     333416200.0   \n",
       "139277                  NaN        Karnataka        500000.0       1589455.0   \n",
       "139278                  NaN        Karnataka        500000.0       1589455.0   \n",
       "\n",
       "       Industrial_Class     PRINCIPAL_BUSINESS_ACTIVITY_AS_PER_CIN  \\\n",
       "0                    19                               Unclassified   \n",
       "1                   219                               Unclassified   \n",
       "2                   309                               Unclassified   \n",
       "3                   349                               Unclassified   \n",
       "4                   363                               Unclassified   \n",
       "...                 ...                                        ...   \n",
       "139274            99999  Extraterritorial organizations and bodies   \n",
       "139275            99999  Extraterritorial organizations and bodies   \n",
       "139276            99999  Extraterritorial organizations and bodies   \n",
       "139277            99999  Extraterritorial organizations and bodies   \n",
       "139278            99999  Extraterritorial organizations and bodies   \n",
       "\n",
       "                                Registered_Office_Address  \\\n",
       "0       NO.59/1, NAKODA ARCADE,III FLOOR,DVG ROAD BANG...   \n",
       "1       NO. 419, WEST MINISTER, 13,CUNNINGHAM ROAD BAN...   \n",
       "2       16B, 1st Phase, Peenya Industrial Area Peenya ...   \n",
       "3       NO. 4BC, 304, 4TH B CROSS,3RD BLOCK, HRBR LAYO...   \n",
       "4       21-DI, 2ND PHASE, PEENYA INDULAREA, BANGALORE-...   \n",
       "...                                                   ...   \n",
       "139274  FLAT NO. 005, # 274, V. R. MANOR 100 FEET ROAD...   \n",
       "139275  NO.204/C , 6TH MAIN , 27TH CROSS III BLOCK , J...   \n",
       "139276  Hulkul Brigade Center 2nd and 3rd FLoor, South...   \n",
       "139277           eoirheioh djdjo , Unclassified 30 110091   \n",
       "139278                                  , Unclassified KA   \n",
       "\n",
       "       REGISTRAR_OF_COMPANIES Latest_Year_AR Latest_Year_BS  Registration_Year  \n",
       "0               RoC-Bangalore       31-03-19       31-03-20               1994  \n",
       "1               RoC-Bangalore            NaN            NaN               1991  \n",
       "2               RoC-Bangalore       31-03-19       31-03-20               1982  \n",
       "3               RoC-Bangalore            NaN            NaN               1993  \n",
       "4               RoC-Bangalore       31-03-17       31-03-17               1982  \n",
       "...                       ...            ...            ...                ...  \n",
       "139274          RoC-Bangalore       31-03-10       31-03-10               2006  \n",
       "139275          RoC-Bangalore       31-03-19       31-03-19               2006  \n",
       "139276          RoC-Bangalore       31-03-17       31-03-17               2006  \n",
       "139277           Unclassified       31-03-08       31-03-16               2000  \n",
       "139278           Unclassified       31-03-08       31-03-16               2015  \n",
       "\n",
       "[139279 rows x 16 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df=df.drop(['DATE_OF_REGISTRATION','EMAIL_ADDR'],axis=1)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "3d70e98a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1512x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# EDA - Trends over time\n",
    "plt.figure(figsize=(21, 9))\n",
    "sns.countplot(x='Registration_Year', data=df[(df['Registration_Year']<=2020) & (df['Registration_Year']>=1990)])\n",
    "plt.title('Company Registrations Over Time')\n",
    "plt.xlabel('Registration Year')\n",
    "plt.ylabel('Count')\n",
    "plt.xticks(rotation=90)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "b6a291e5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# EDA - Company Status\n",
    "plt.figure(figsize=(12, 5))\n",
    "sns.countplot(x='Company_status', data=df[(df['Registration_Year']<=2020) & (df['Registration_Year']>=1990)])\n",
    "plt.title('Distribution of Company Status')\n",
    "plt.xlabel('Company Status')\n",
    "plt.ylabel('Count')\n",
    "plt.xticks(rotation=45,ha='right')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "b2471ccc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# EDA - Industrial Class Distribution\n",
    "plt.figure(figsize=(12, 6))\n",
    "sns.countplot(x='Industrial_Class', data=df[(df['Registration_Year']<=2020) & (df['Registration_Year']>=1990)].head(10))\n",
    "plt.title('Distribution of Industrial Classes')\n",
    "plt.xlabel('Industrial Class')\n",
    "plt.ylabel('Count')\n",
    "plt.xticks(rotation=45, ha='right')  # Rotate x-axis labels for better readability\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "2b429180",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# EDA - Relationship between Authorized Capital and Paid-up Capital\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.scatterplot(x='AUTHORIZED_CAP', y='PAIDUP_CAPITAL', data=df[(df['Registration_Year']<=2020) & (df['Registration_Year']>=1990)])\n",
    "plt.title('Authorized Capital vs Paid-up Capital')\n",
    "plt.xlabel('Authorized Capital')\n",
    "plt.ylabel('Paid-up Capital')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "ca165418",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['Company limited by Shares' nan 'Company Limited by Guarantee'\n",
      " 'Unlimited Company']\n"
     ]
    }
   ],
   "source": [
    "# Print the unique values in the 'Company_Category' column\n",
    "print(df['Company_Category'].unique())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "e3e13691",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "df['Company_Category'] =df['Company_Category'].replace(' ',np.nan)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "f5074284",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# EDA - Distribution of Company Categories\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.countplot(x='Company_Category', data=df[(df['Registration_Year']<=2020) & (df['Registration_Year']>=1990)])\n",
    "plt.title('Distribution of Company Categories')\n",
    "plt.xlabel('Company Category')\n",
    "plt.ylabel('Count')\n",
    "plt.xticks(rotation=45)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "b016e779",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# EDA - Distribution of Principal Business Activities\n",
    "plt.figure(figsize=(14, 6))\n",
    "sns.countplot(x='PRINCIPAL_BUSINESS_ACTIVITY_AS_PER_CIN', data=df[(df['Registration_Year']<=2020) & (df['Registration_Year']>=1990)], order=df['PRINCIPAL_BUSINESS_ACTIVITY_AS_PER_CIN'].value_counts().index)\n",
    "plt.title('Distribution of Principal Business Activities')\n",
    "plt.xlabel('Principal Business Activity')\n",
    "plt.ylabel('Count')\n",
    "plt.xticks(rotation=90, ha='right')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "1ddc1124",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Hjh3TrFmzdO7cOaP98OHDVbdu3SyPIys988wz+uGHH/T2229Lko4ePaqqVauqQ4cOat68ucqVKydHR0eFhYXp/PnzOnTokDZs2KDQ0NAcibdbt2767rvvJEkTJkzQ3LlzVbVqVePjIZI0dOhQvfzyyzkSX1YoXbq0li1bptatWysuLk6XLl3Sc889p1atWql169aqUKGCXFxcFB4ersuXL8vX11cbNmzQ9evXJSUmymfWzJkzdfDgQQUEBMhkMmnMmDFatGiRunXrpjp16ih//vwKCwuTv7+/tmzZoh07dqhx48YaMGBApvcNAAAAAAAAAAAAAAAAAAAAICmSwQHgP6Zu3bqaOHGixo0bJ0m6deuWJkyYkGzbTp06aezYsTmaDC5JP/74oxo2bKigoCBJ0ooVK7RixYok7bp27apPP/00y5OVbWxstHjxYr344osKDw+XyWTS0qVLk000K1WqlFatWmV1MoyXl5fWrl2rTp06KTIyUgkJCVq9erVWr16d7jinTp0qX19fXb16VVJi9erTp09btBk+fHiS7XL6/Jpzc3PTrl271KlTJ23dulWSdPbsWU2cODHb9mnOyclJW7duVYsWLXT8+HFJ0rZt21Ksdu3g4KDFixerefPmjyS+3MjZ2VlLlixRq1atFBMTo9jYWM2aNUuzZs1K0rZatWpavHix6tevb1Xf/fr1k62trd555x3FxcUpJiZGixYtytZ78HEzb948FS1aVJMnT5Yk3b59O9Wq9o9So0aNVLVqVZ08eVKS5OjoqJ49e2b5frJzjM4u3377ra5evWqM9WfPntXIkSOTtHN3d9fy5cs1YsSILI+hVq1a2rt3r1577TWjQvDOnTu1c+fODPfZoEEDLV68WN26dVN8fLyio6P1ww8/6IcffkjS9uOPP1aFChWsSgZ3d3fXzz//rA4dOiguLk5RUVGaPHmycd8/YGtrq2nTpsnFxSVbksHd3Nw0e/ZsNW/eXIGBgca7VHLeeOMNff3111keQ3Z466235OLior59+yoqKkpxcXFauXKlVq5cmdOhJeHt7a2tW7cav9GXL1/W5cuXLdq8/vrrORBZ1mrRooW2bNmijh07KiQkRCaTSevXr9f69esfyf7d3Ny0c+dOtW3b1vjozokTJ1K95wEAAAAAAAAAAAAAAAAAAABkH5LBgf+YEiX+zOkQkAt8/PHHKlGihMaMGaObN28mWV+8eHF99NFHGjZsmJEglpM8PDy0e/duDRw40EgQNle4cGGNHTtW77//frbFW716de3fv1/9+/fX7t27k6x3cHBQhw4dNHPmTBUuXDhdfbdq1UonT56Ut7e3li5dqqioqGTbubu764033lDTpk2TXV+uXDkdO3ZMc+bM0YYNGxQQEKCwsDDFxMSkuv/ccH7NFShQQJs2bdKvv/6qL7/80qj2mxxHR0c1atRIXbp0UefOnbNk/yVKlNCBAwf09ddfa/r06bp9+3aSNra2tvLy8tI333zzn6lCnZqXX35ZPj4+euedd+Tn55dkfd68edWrVy9NnjxZLi4u6er7rbfeUsOGDTVu3DitXbtWsbGxybYrWrSounbtqpo1a2boGB5Xtra2+uabb9SxY0d99tln2rx5s+Li4pJta2Njo9q1a+uNN95Q7969H0l8derUMZLB27dvr4IFC2bLfrJzjM4O9vb2WrVqlb799lt98cUXCgsLS9LG09NTP//8sypUqJBtcdT8f+zdd1QU198G8GfpCAgoNiygYkEUey9gF3v8GRNFI9bEmERjjImJRo0pJpYkamKLEbvRqNEYS2zYCxqs2FAQBYkiVelw3z8I8+7AlgF2WTTP55w9zOzeuXOn3bkzzHduo0a4du0ali5diiVLliAqKkprWmdnZ3Tv3h0jRozQ+QKMIUOGwM3NDW+99ZbG+rtatWr48ssv8cYbbyAwMFBxWfv164d9+/ZhwoQJCAsLK/B7vXr1sHTpUnTr1q1Q+RZWixYtEBwcjHHjxiEoKKjA705OTpg5cyYmT54MMzMzo5XD0F577TW0a9cOX331FTZu3Ijk5GStad3d3dG3b1+MHDlS1iN3SXB0dMT58+exevVq7N69G9euXUN8fDzS0tJKtBwlwdfXF7du3cKCBQuwatUqPH36VGvaypUrw8/PD2+88Qbq1atnkPlXqFABJ0+exKpVq/DNN9/g/v37GtOZm5ujffv2mDJlikHmS0RERERERERERERERERERERERERERAWphBCmLgPRf4ZKpfICcC1v/Nq1a/Dy8lI8fVZWFu7cuSP7rk6dOrCw4HsdqGjS0tJw4sQJXL9+HampqahYsSI8PDzQoUMHmJubm7p4Gt2+fRsnT57EP//8g7Jly6JWrVro2rUrrKysSqwM169fx+nTpxEbGwsHBwdUrVoVPj4+BglyTEtLw8mTJ3Hv3j3ExsbCwsICFStWhJeXF5o2bWr04700rN/8oqOjcfr0acTExCAxMRE2NjZwcXFBvXr10LhxY9ja2hpt3llZWTh9+jRu3ryJp0+fws7ODq6urvD19S0VAaWljRACFy5cwIULFxAfHw9nZ2dUr14dvr6+sLe3L3b+ycnJOH78OCIjIxEXFwdra2tUqVIFDRs2hLe3N1QqlQGW4sWWnJyMkydPSuvI3NwcTk5O8PDwgLe3d4nut8nJyahSpQqeP38OADh06BC6du1q9Pkas442hvT0dBw+fBhhYWFIT0+Hq6srWrduDQ8PjxIvy/Xr1xESEoInT57g+fPnsLe3h6urKzw9PeHl5VXo4ObLly8jODgYT548Qfny5VG3bl106tRJyicwMBCjRo0CAPj4+GgMrs4vJycH586dQ0hICBITE6VzZJs2bQq9vEroKmNYWBjOnj2L6Oho2NjYwMPDA127doW1tbVRylJSsrKycO7cOdy6dQuxsbHIzs5G2bJl4ebmhoYNG8Ld3d3URfzPycnJQUhICK5evYrY2Fikp6fDwcEB1atXR4MGDQwWAK7LtWvXEBISgn/++QcZGRlwdHSEh4cHWrZsWWrrVyIiIiIiotKK/+8jIiIiIiIiIiIiMq4LLVoV+K7FhfMmKAkZA7fvy43b9+WxcuXKAt+NHz/eBCUhY/gvb9/r16+jYcOG6l81FEJcL4l58z/KRET/YTY2NujevbvOHj5Lm7p166Ju3bomLYOXl1ehXuRQGDY2NujWrZtR8laiNKzf/FxdXTF48GCTzNvCwgKdOnVCp06dTDL/F41KpULLli3RsmVLo+Tv4OCAPn36GCXvl4WDgwP8/PxMXQwAwObNm6VA8Nq1a6NLly4lMl9j1tHGYG1tjd69e5u6GAAMv+4aN26Mxo0bGyw/ADAzM0Pbtm3Rtm1bg+ZbFB4eHiYJ2jc2CwsLtG/fHu3btzd1UehfZmZmaN68OZo3b26yMjRs2DD/jSsiIiIiIiIiIiIiIiIiIiIiIiIiIiIqIYXr2o2IiIiIiEiP7OxsLFq0SBp/66232HM7ERERERERERERERERERERERERERERERFRETAYnIiIiIiIDCY7OxuffPIJbt26BQBwcnLCuHHjTFwqIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiKiF5OFqQtAREREREQvtq1bt2Lr1q1IT0/H1atXcf/+fem3Tz/9FI6OjiYsHRERERERERERERERERERERERERERERGZ0oUWrQp81+LCeROUhOjFxGBwIiIiIiIqltDQUGzfvr3A9z179sT7779vghIRERERERERERERERERERERERERERERERG9HMxMXQAiIiIiInp52NjYwNvbG99++y3++OMPmJubm7pIRERERERERERERERERERERERERERERERELywGgxMRERERUbHMnj0bQggIIZCamorLly/jww8/hKWlpamLRqVYQECAtN8EBQWZujgavQhlJCIiIiIiIiIiIiIiIiIiIiIiIiIiIqKXG4PBiYiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiISiEGgxMREREREREREREREREREREREREREREREREREREREZVCDAYnIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIqhRgMTkREREREREREREREREREREREREREREREREREREREVAoxGJyIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiKgUYjA4ERERERERERERERERERERERERERERERERERERERFRKWRh6gLoo1KpflEbnSqEiCtiPuUBzP93VAghxhS7cEREREREREREREREREREREREREREREREREREREREREZS6oPBAQQAEP8OzwZQpGBwAPb58mIwOBERERERERERERERERERERERERERERERERERERERlVpmpi6AQqpSmhcREREREREREREREREREREREREREREREREREREREZFRvCjB4ERERERERERERERERERERERERERERERERERERERERP8p/6VgcPVlzTZZKYiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiBT4LwWDO6sNPzdZKYiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiBT4LwWDt/73rwDw2JQFISIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIi0sfC1AUoJFHYCVQqlTmAzgA+Vfv6msFKREREREREREREREREREREREREREREREREREREREREZASlIhhcpVLdU5j0lEqlyipE1tYAXFBwOfcXIg8iIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIqISVyqCwQG4I7fXb5WONCoA1Yoxj7xexaMAbC5GPkREREREREREREREREREREREREREREREREREREREREZnZuoC5CM0fPT9ru+TRwXgIYBXhBDPjLcIRERUEtzd3aFSqaBSqRAUFKQxTVBQkJTG3d29RMv3slGyvokoV0REBKZOnYqmTZvCyckJZmZm0vHz/fffm7p4RHoZ6/wZEREh5atS6XoPmOHMnj1bml9AQECJzJOMJyAgQNqes2fPNnVxiAwiMDBQ2q99fX1NXRx6SfyXroXZ9iZT8/X1lfa5wMBAUxen1DPGeU/9GiMiIsIgeZLhvEhtHWNes3I/NT3W10RERERERERERERERERE9KIrLT2DR6Jg4Hcet3//CgDRALIU5ikApANIAHADwFEA24QQaUUvJhGRYQUEBGDt2rVaf7e0tISjoyOqVauG5s2bY+DAgfDz84O5uXkJlpKIiJQ6dOgQXnnlFTx7xncPEREREREZE9veRERERERERERERERERERERERE9F9RKoLBhRDu2n5TqVQ5+P9A8fZCiMgSKRTRS2qZf1tTF6HUmbDxjKmLoFVmZiZiY2MRGxuLS5cuYfXq1ahfvz7WrVuHli1blnh53N3dcf/+fQDA0aNHS31vLsbg6+uLY8eOAQDWrFnDXkaJjEC996Xw8PAXpjfD1NRU+Pv7S8EoFhYWaNy4McqXLy8t04uyLCUlKCgInTt3BgC4ubmxdywiIgMJDAzEqFGjAAA+Pj4ICgoybYGIiAyMbW8iIiIiIiIiIiIiIiIiIiIiIiL6LykVweAKqKC953AiopeCs7MzWrVqJfsuPT0dDx8+RFhYmPTdzZs30blzZxw9etQkAeFERKTZH3/8gcePHwMAHBwccPHiRdSpU8fEpSIiIiIievmw7U1ERERERERERERERERERERERET/JS9CMPhateFnJisFEZGReXt7Y//+/Rp/u3fvHqZNm4bt27cDAJ4/f45Ro0bhypUrMDMzK8lilhrsPZaISpuLFy9Kw4MGDWIwClE+7u7uEILv+CIiIjI2X1/fl/6cy7Y3ERERERERERERERERERERERER/ZeU+ghCIcQotU+cqctDRGQKtWrVwrZt29C3b1/pu+vXr+PAgQMmLBUREamLi/v/pmr16tVNWBIiIiIiopcb295ERERERERERERERERERERERET0X1Lqg8GJiCiXSqXCnDlzZN8dOXLERKUhIqL8MjMzpWFzc3MTloSIiIiI6OXGtjcRERERERERERERERERERERERH9lzAYnIjoBdK0aVPY2dlJ4+Hh4Yqmi4+Px5IlS+Dn5wd3d3fY2trC0dERnp6emDBhAs6cOaN12oiICKhUKqhUKty/f1/6vnPnztL36h9fX1+N+URGRmLFihUYNmwYGjVqBCcnJ1haWqJcuXJo0KABxo4dW6iezt3d3aV5BgUFKZ6uqPLmdezYMem7UaNGaVwH7u7usmnV16FKpZK+j4yMxOeff45WrVqhcuXKMDc3l/2eJysrCwcPHsRHH32ELl26oGrVqrC1tYWtrS2qVauGbt264auvvsKTJ08KvVwxMTGYNWsWmjRpAkdHR5QtWxYNGjTAxIkTceXKlULnp+7OnTuYPXs22rVrB1dXV1hbW6NChQpo2bIlZsyYIdufTC0rKwtbtmyBv78/6tatC0dHR5QpUwY1a9bEkCFDsHXrVgghtE6/cuVKafuamZkp2pc3bdok2y927typM/2DBw8wb948dO3aFTVq1JD2gRo1aqBXr16YN28ewsLCFC1vVFQUvvnmG3Tu3BnVq1eHjY0NypUrB29vb0yZMgXXrl1TlI96+SMiIgDk7lNz585F8+bNUaFCBZQpUwZ169bFhAkTcPnyZa15BQUFFThGAKBmzZoaj7OAgABFZdRHCIFdu3bhjTfeQJ06dVC2bFnY2dmhVq1a+N///od169YhKytL6/QBAQFSmdauXSt9P2fOHIOVWVsdEhERgU8++QSNGzeGs7MzbGxs4OXlhRkzZiAxMbFAPs+ePcOCBQvQrl07ODo6wtraGu7u7hg7dizu3LlTqDIVd73Nnj0bKpUKnTt3lr67f/++xm2tUqkQGBioNa/U1FSsWLECffr0gZubG2xtbeHk5ARPT0+MHz8ehw8fVrRMeWXKv62OHDmCgIAA1K9fH46OjkXalvHx8bC2tpbyP3TokOJpT58+LU1naWmJx48f60wfEhKCjz76CM2bN0elSpVgZWWFypUro0OHDkU+V+SJiIjA9OnT4e3tDScnJ9jb26N+/fp45513cPfuXUXTa9qX9blw4QI++ugjtGzZElWqVIGVlRXs7e1Rr149DBkyBCtXrkR8fHyRlyu/4p4T8jt06BBGjx6Nhg0bwsnJCRYWFrCzs0P16tXh6+uLGTNm4MSJEzqPmcIKCQnBvHnz0K9fP9SuXRv29vawsrJCpUqV0KpVK0ydOhXXr19XlJd6/azexinu/qAuPT0dy5Ytg4+PDypWrAhbW1vUrl0bgwcPxr59+wqVV2FoW7br16/j3XffRYMGDaT6rVmzZpg/fz7S0tIK5BMbG4vZs2ejWbNmcHBwgK2tLerWrYvJkycjJiamUGXKysrChg0bMHjwYNSqVQt2dnZwcHCAh4cHhg8fjp07d+rc//LOS6NGjZK+O3bsmNb6VVc7Oj4+HosWLULXrl1RrVo1WFtbo3z58vD29sakSZMQHBysaJnUz5WzZ88GAOTk5GDXrl149dVXUadOHdjb28t+zy8zMxObNm3C8OHDUa9ePTg7O8PS0hLly5dH69at8d577+Gvv/5CTk6ONE1OTo6sHbFs2TJF5QVyz0lmZmbStCEhITrT37x5E7Nnz0aHDh1QrVo12NjYSOfFAQMG4IcffkB0dLTi+SuxZ88ejB07Fp6enihXrhxsbGxQo0YN9OvXD6tXr5YFyupz/vx5vPPOO2jWrBnKlSsHCwsLlClTBq6urmjfvj0++OAD/PXXXxr3f2MzxP5jqHpdU1mys7Px66+/onfv3nBzc4ONjQ1cXV3h5+eHjRs3yvZJXYQQOHXqFGbPno2ePXvCzc0NdnZ2sLa2RpUqVdCxY0fMnDkTkZGRivLTVr/l5+vrW6C9lZGRgY0bN6Jv376oVasWbG1t9bbHlHqR29737t3DRx99BG9vbzg7O8PBwQFeXl748MMPce/evULPJzU1FatXr8Yrr7winavz6vuRI0di//79ivIp7jYMDQ3Fhx9+iDZt2sDFxQWWlpawtbWV2gxvv/02du3aheTkZEXlOXr0KN588000aNAAzs7OsLW1hZubG3r37o1ly5YhJSVFbx7atsHjx4/x1VdfoUWLFihfvjzKlCmDWrVqYfTo0bh06ZKi8uXls3btWgQEBEj1nqWlJZycnFC3bl0MHz4c27ZtU3z8Gouh76Npun5PSkrC4sWL0a5dO1SqVEk6lwwdOrRI99r++OMPDBo0SLrPUK1aNXTp0gWrV69GampqofMrDkMv261bt/Dpp5+iZcuWqFSpklQ/t2vXDnPnzsWDBw8U5aNpO+iitD4HctvU69evx6BBg1CrVi3Y29vDwsICZcuWRZ06ddC3b18sWrRI8XUAkNuOfPfdd+Ht7Q0XFxdYW1ujatWq6NatG3744Qc8e/ZMcV75Xb9+He+88w48PT1hb2+PsmXLwtvbGx999BH++eefQuVV3PNLcdy9exdTp05FgwYNYG9vD2dnZ2k5inJ+KIq865d69erBzs5OaxkKu/8Z6n6LuuJe72iSlJSE+fPno3Xr1ihfvjzs7OxQt25djBw5EqdOnSp0GQHDnx+JiIiIiIiIiIiIiIiIiIgMQgjBDz/8lNAHgBcAkfe5du2aKIzMzEwRGhoq+2RmZhYqj5+GteEn38eURo4cKe0PPj4+iqZxdXWVpunWrZve9CtWrBDlypUT6vueps/QoUPF8+fPC0wfHh6ud1r1j6blGDRokFCpVIqm79ixo4iJidG7XG5ubtI0R48e1Zjm6NGjUho3Nze9eepSmHWQf17516EQQgQGBgo7OzuN0+dfBhcXF0XztbOzEytXrlS8TDt37tS5b5ibm4t58+YJIZSt7zxpaWnivffeExYWFjrLa2NjI+VvSsePHxeenp5612+zZs3E3bt3teYzYMAAKW3lypXFkydPtKa9f/++cHR0lNKPHj1aa9qMjAzx4YcfCmtra71lVKlUYvv27VrzysnJEXPnzhVlypTRmY+5ubmYPHmyyMrK0rnu1KcJDw8X+/fv17lPWVhYiDlz5mjMS/14VfIZOXKkzrIpERYWJtq2bat3XvXr1xfnzp3TmId6PW6sMmuqQzZt2qS1DgEgatasKR4+fCjlERwcLKpXr67zeNy9e3eJrbdZs2YVanuvWbNGYz779u3TuVx5n169eol//vlH53Kpl2nkyJEiKSlJvP766wbblgMHDpSmDwgIUDzdxIkTpen8/Py0pouPjxfDhg3Te751dHQUgYGBOuep6fy5du1anXWHtbW12Lx5s858Ne3Lujx69EhWt+r62NjYiOjo6AJ55N+u+hjqnCBE7jbp2bOn4v18woQJesunz9OnT0XdunUVzU+lUokJEyaIjIwMnXkaa3/IExoaKry8vHSW9bXXXhPPnj2T1bmzZs0q5trSvGyLFi3S2YZp0aKFSExMlPLYt2+fznOfk5OTOH/+vKLyBAcHK9r/WrduLW7fvq0xj8KclwDt7bp169Ypuobw9/cXz54907lc+bdbTEyM6Nq1q8b8NG3XPXv2iFq1ailangEDBsimnTt3rvRb8+bNlWwGIYQQn332mTRd06ZNtaZLSkoSo0aNEubm5nrLZmFhoXFfWLNmjZRGyTXh1atXRevWrfXOz8PDQwQHB+vMKy0tTbzxxhuK9xdd5yFjKe7+Y8h6PX9ZHj9+LDp37qwz344dO4pHjx7pzPfGjRuiWrVqiraBpaWlmDNnjsjJydGZp9JrYR8fHyndmjVrxO3bt0XTpk01zltbe0ypF7ntvW7dOmFra6t1XmXKlCnUtfiOHTsUbfNu3brpvK4UoujbMCcnR3z44YfCzMxM0fr09PTUWY7Hjx+L3r17682nWrVq4s8//9SZl6ZtsH//fp33RszMzMSCBQv0rvtJkyYpqrMBiIYNG4pbt27pzTP/NjAEY9xHU58mPDxcBAcHC3d3d515T5o0SVF5k5KSRP/+/XXm5e3tLcLCwgp93lPCmMuWlZUlpk6dqvcel62traJ7XPnLqo/S+vzSpUuKrwMAiF9//VXnfCMjI4Wfn5/efCpXriz27dunMy9N23zevHk612nZsmVFUFCQ3vUjhGHOL3kKe826fPlynecHW1tbsW7dOiFE4be9Ul9++aWwtLQ0eBkMeb8ljyGud/I7efKk3nJOmjRJZGZmKqqvDX1+1MUQ/+8jIiIiIiIiIiIiIu2Cm7cs8KGXB7fvy43b9+WxYsWKAh9u35eHpu37X3Ht2rX8/z/2EiUUm2qBF4xKpaoFoDOApgAqAnAEYFnIbIQQoquhy0ZEZGxCCCQkJEjjDg4OOtN/8MEHWLRokey72rVro1q1asjIyMD169eRlJQEANi8eTMiIyNx+PBhWFtbS+ltbW3Rs2dPALm9weT1BteyZUuUK1euwDy9vb0LfHf58uW8FyLA3NwctWvXRsWKFWFlZYWnT5/ixo0byMjIAACcOHEC7du3x99//42yZcvqWyUlJm8dnD9/Xup9tGHDhqhatWqBtJUqVdKZ17Zt26ReyszNzdGwYUM4OzsjJiYGt27dkqV9+PAhYmNjpXFnZ2fUrl0bZcuWRUZGBu7evYtHjx4BAJ4/f47x48cjIyMDEydO1FmGPXv24NVXX5X1ilOpUiXUrVsXqampuHr1KtLT0/Hxxx/D3t5eZ17qkpOT0b9/f1kvSxYWFmjQoAFcXFyQkJCAq1evIjMzE2lpafj444/x5MkTLFiwQPE8DOm3336Dv7+/tP8Bueuhdu3asLS0xJ07d6ReHP/++2+0b98eJ06cgIeHR4G8fv75Z5w/fx6PHj1CTEwMxo4di99//71AupycHIwYMULqubl27dr44YcfNJbv2bNnGDBgAI4cOSL7vmrVqnBzc4OlpSUePXqEO3fuSI27vGM6v8zMTIwYMQK//vqr9J1KpUL9+vVRuXJlPH/+HFevXkVqaiqys7Px/fff4+HDh9i6dauiHnz//vtvDB06FBkZGVCpVGjQoAEqVKiABw8eSD3EZmVlYdasWcjMzMTcuXNl05crV046ztR7N+vUqRNsbW0LzK9Ro0Z6y6TLjRs30KVLF1mPrfb29mjQoAGsrKxw48YNPH36FEBub59du3bFnj174OPjU6AceeW+evWqtL/Url27wH5S3DLn2bt3L/z9/SGEQJkyZdCoUSPY2Njgxo0bUq/R4eHh6NmzJy5duoTbt2+jW7duSExMhJmZGby8vODi4oIHDx5IvcmnpaVhyJAhuH79OmrVqqV13oZabx4eHujZsyfi4uKknmVtbGwKpMujqa7dtm0bhg0bprUeu3btmnTO2r9/Pzp27IijR4/C1dVV7zoWQmDYsGHYs2cPgNy6t379+jAzM5PWWWH5+/tLdcKOHTuwbNky2NjY6JwmKysLW7duleWhyaNHj9CjRw9cu3ZN+s7a2hpeXl5wcnLCkydPcP36deTk5CAxMREBAQFISkrCu+++q6js69evx8iRIwHktgsaNmwIOzs73Lt3T+qhND09HcOHD4eHhwdatGihKF9dbt68iZ49e8p6QFWpVKhbty6qVKmCjIwM3L9/H1FRUQBy9+H09PRizdOQ5wQhBPr164eTJ09K39nY2KB+/fooX748MjMz8eTJE9y5c0fahw3R+2RKSgpu374tjdva2qJOnTpwdnaGSqVCdHS07JyxbNkyPHnyBNu2bVM8D0PuD+Hh4ejatavUlgEAOzs7eHl5wdLSEjdu3EBcXBx+/fVXZGdnw87OrrCrpFCWLVuGKVOmAAAcHR3RoEEDWFhY4MqVK9J5+8KFC3j11Vdx4MABHD16FAMGDEBGRgYsLS3RqFEjODo6IiwsTOodMiEhAX379sWtW7fg5OSkdd4nTpxA7969Zb0rOjs7w9PTEzk5OQgNDZXO8efOnUPHjh1x+PBheHl5yfLJOy9FRUVJdYKzszNatWqlcb6a2vPfffedtB7y1KhRAzVr1kRSUhKuXr0q7bcbN27EvXv3cODAAb3XJkDuvtG7d2/8/fffAHKPsTp16iArK6tAOxgAli5dikmTJsmODzs7O9SrVw9OTk5ITEzEzZs38fz5cwCQXSsBwJgxYzBnzhxkZWXh4sWLuHz5Mho3bqyzjDk5ObLec8eOHasx3aNHj9CrVy9cuXJF9n3NmjVRvXp15OTkICoqCuHh4QBy6/S8chbViRMn0K9fP2l/BHK3b7169WBjY4P79+9L8wsLC0Pnzp3x119/oW3bthrzGzVqFDZv3iyNW1hYoF69eqhYsSKEEHj69Clu374t1a+66qnAwEBZj/RHjx6Fr69vcRa3gMLuP4as1/PLyspC//79cfbsWQBA5cqVUbduXalNrX5926NHDxw/flxrHRAbG4uHDx9K43m9Yzo5OSE7OxuRkZFS752ZmZmYNWsWkpOTMX/+fP0rrRCePn2Kbt26SXV59erVUbNmTaSkpODmzZvFyvtFbnvv2bMHb7zxBoDcY6Rhw4ZwdHTEvXv3pLo+JSUF48ePh0ql0lpn5Pnhhx/w/vvvS/dIgNx17e7uDiEEbt68Kd0DOHToEDp06ICTJ0/CxcVFb1kLsw0//fRT2T6kUqlQp04duLq6QqVSIT4+Hrdv35Z68tZ1/MfExKBz586yeVhbW0tthDt37kjn+ocPH2LAgAFYv349Xn/9db3LBOTWJ3379kVWVhYsLCykXrIfPnyIO3fuSOWbOnUqatWqhVdeeUVrXteuXUN2dra0zO7u7qhSpQpsbW2RkJCAGzduSMt87do1tG3bFiEhIahRo4aishqKse+jhYaG4vXXX0dycjLMzMyk6/fHjx8jNDRUmvcPP/wANzc3vP/++1rzSk9PR79+/XDs2DHpu7x7XU5OTggPD0dkZCSuXLmCHj16YNKkSUVdLSW+bNnZ2RgyZAh27NghfadSqeDp6YmKFSsiOjpaanunpqbi448/xsOHD7FkyRKjLmN+jx49QteuXaV6FACcnJxQr149ODg4ICUlBVFRUbh//770u65j+saNG+jRo4fs3JTXRre3t0dUVJR03o2JiUH//v3x66+/6jz21M2dOxefffYZAKBs2bJo0KABrK2tcfPmTalH8KSkJPTt2xfXr1/XefwZ6vxSFMuXL8eECRNk31WvXh21atVCYmKidI/tjTfegLOzc7Hnp8mcOXMwe/Zs2Xfu7u5wd3eX2u1FKYMx7rcY6npH3YULF+Dn5yfrndvZ2RkNGjRAVlYWQkNDkZycjB9++AGWlsr+jWzI8yMREREREREREREREREREZHBlVTUeXE/ABoCOAggC0B2MT45ALJNvTz8/Dc/YM/gpfJjSoXtGTw4OFj29pCZM2dqTbts2TJZ2tGjRxfo8SMjI0OsWrVK1rvs5MmTteZZmN6h1TVq1EiMGTNG7N+/X6Smphb4/dmzZ+Knn36S9ZQ8fvx4nXmWdM/geYrS41P+XmUcHBykXkliY2NlacPCwmTj69evF97e3uKHH37Q2lPdpUuXZL312NjYiHv37mktz5MnT2Q9Pbq4uIht27aJ7OxsKU18fLyYMmWKlJ+9vb2iba/ei25ez9/qvWfmzzvvs3PnTq15GsulS5dkvW136NBBnD59ukC6I0eOCA8PDyldy5Yttda9+/fvl/XepentRl999ZX0u7m5uThz5ozWMg4dOlS2nvr06SNCQkIKpEtISBCBgYGidevWWvfLjz76SMrHzMxMTJs2rUDPPSkpKeLrr7+W9c70/fffay2fetnyemnr0aNHgf3vwoULwtvbW5ZeVw9P6ukM2VtSnvT0dFl5rKysxLfffitSUlKkNJmZmWLt2rWyeqlSpUoFjll1hu6xNk/+OqRcuXLCwsJCfP3117IyZ2dniwULFsjS/vzzz6JRo0YCgBg2bJiIioqS5X3w4EFRtmxZKf2wYcO0lsMY662o9XRYWJjs3FWlShXx+++/y+qxxMREMX36dNkx2b17d609aar3IJ1XT1eqVEls2bJFdsxnZ2frrGO1SU1Nla2Xbdu26Z1m7969UvoyZcpo7H03KytLtG/fXkrn7OwsVqxYUeB8Gx0dLYYPHy6ls7S01NpjrPp2sbOzEzY2NsLa2losXLhQtr2FEOLPP/+ULVenTp20Lo/SXtaSk5NlvdqZm5uL999/v8D+K4QQ9+/fF99++62oXr26xvpCac/ghj4n/Pbbb7Jj5fvvvxfPnz8vkC41NVXs27dPjBw5Urz33ntay6fUgwcPROXKlcWnn34qLly4ILKysgqkiYqKElOmTJEdG5s2bdKap7H2ByGE6NSpk2w7z507V7af57VV89oh6j2CGrpncDs7O2FtbS3s7OzEqlWrZD2mp6WlFWi77Nq1S1SuXFkAEO+//76Ii4uT5b1hwwZZD32ffPKJ1nLExcUJV1dXKW3ZsmXF6tWrZWVITU0VixYtku2nXl5eIi0tTWOeRe1189SpU7Je8OrWrSuOHTsmS/P48WMxevRo2foYM2aM1jzVz4959auHh4c4cOCArE7OyMgQkZGR0nj+dlX16tXFxo0bCyxzVlaWOHHihBgzZozo0aNHgfkPGDBAyuOdd97Ruw72798vpbe1tRUJCQkF0mRlZYmOHTvK1sEbb7wh7ty5UyDtP//8I3766Sfh6empsR2tdFtFRUWJ8uXLS2kbNmwo9u/fLzv3CSHExYsXRcuWLWXnV03LcOHCBVn5Z8yYIeLj4wuky8zMFMeOHRPvvPOOGDx4sNbyqS8HULjrRV2Kuv8Yo62vXpa8+qhSpUpi586dsrLExcWJd955R7Y+Ro0apXUZT5w4IWrVqiW++uorcf36dY1tlbCwMFkv7iqVSpw6dUprnkXpGTxv/TZv3lycPXtWlu758+d6ezjX5kVve+dt6+HDhxfoffngwYOyexPW1tY6e5Let2+frF4bMGCAuHr1qixNdna22LFjh6hYsaKUbuDAgVrzLMo2fPTokewcNW7cOI3bNzs7WwQHB4uPP/5YdOjQQWsZevXqJds3p02bJqt3cnJyxB9//CE715UpU0Zrr6/5t0H58uWFSqUSH3/8cYF66syZM7Je1t3d3QvUi/nLOmTIELFjxw6RlJRU4Pf09HSxadMmWVk1nVvUGaNncGPcR8u/TvPO3/m3fWhoqHQNCUDY29sXuK+jbsaMGbK8hwwZIqKjo2VpgoKCRO3atQu054zRM7ghl+3rr7+W5e3n51fg3tzVq1dFmzZtZOnWr1+vqKyG6hlc/Zzj6uoq9uzZo/E4ePr0qdiwYYPo2rWr2LJli8a8kpOTZefF6tWri19//bXAufH27duiZ8+eUjpHR0cRERGhMU/1NkK5cuWESqUSTk5OYs2aNbL2bk5OjggMDBRWVlay9pU2xji/KL1mvXHjhqyc7u7u4tChQ7I0MTExYtiwYQX2e6XbXp9Tp07JzileXl4F2jpxcXHi3XffLVQZjHG/xRjXO2lpaaJOnTqy88ry5ctFenq6lEb9PqdKpZLdD9dUXxv6/KgPewYnIiIiIiIiIiIiMi72PPty4/Z9uXH7vjzYM/jLjT2DQ/1TYj2Dmzw4VlEhgaEA0vD/wdw5YDA4Py/gBwwGL5UfUypMMHhOTo4s4BeAxqBQIYR4+PChsLW1ldJ99913OvM+ceKEFPxpbm6u9WGwogaDawpe0yQ4OFh64MrGxkY8efJEa9oXORgcgPjyyy8VTat03WVnZ4tBgwZJ+X/wwQda006cOFFKZ2trK/7++2+tafM/1Ktrfe/YsUOWr67gBCGEmDdvnpTew8ND6wODxtK4cWNp/oMGDdIYMJfn8ePHonr16lL6devWaU07adIk2YOI6sEAFy5ckD1UqCto4ffff5etd10valCXnJxc4LsLFy5IgV1mZmbit99+05nH5s2bZQ/0aspTCFFg3+jWrZvW81JcXJzsIU1vb2+t8zf0A7L5fffdd7J5bN26VWvaU6dOyR7wffvtt7WmLamAFOh5uHzUqFGyh6EBiLFjx2pNr/5gtq2trdbtbYz1VtR6Wj2wz9nZWWfQTf4AeW3lVg8aBnKDaW7cuKG4TEqob5tXXnlFb3p/f38pvbZA/UWLFklpXFxctAbV5Hnrrbek9F26dNGYRn27ALlBPXv37tWa5/bt22Xptb28ROmD9ZMnT5bSmJmZie3bt+tcJiFyAwHUH/rOozQY3NDnBPVA2RkzZugtvxBC5zyVysjI0LgeNPn++++lMjZv3lxrOmPtD9u2bZOlW758udY8//rrL1mAsqHq2fzLZm5urvNlJV26dClQv37xxRda06vvf9WrV9eaTr3tYGVlJU6ePKk1bf719u2332pMV9Rg8CZNmkjT1axZs8CLY9SptykBiPPnz2tMp35+zFsX+oJKU1NTpWB7AKJ+/fqKAlE1ncP+/PNP2TlDU1CduldffVVKP2LECI1p1I8fQPfLc/JkZ2drfCmE0m3Vv39/KV3btm015pXn+fPnolmzZlL6zz//vECazz//XPp9+PDhessvhO56qiSCwZXuP0IYp62fvyz29vYFAnnVTZ06VVZ3Xrx4UWO6lJQUncGr6tTPkf/73/+0pitKMDgA0bRpU61twaJ6GdreAQEBOtNXqFBBStu/f3+N6VJSUmT12qRJk3SW49atW7KXNh0/flxjuqJsw3Xr1knplQaxaTuGdu7cqei8lLdM6oF4vXv31phO0zbQ1U4IDg6WBSQeOXJEa1ql91jCw8OFk5OTlKeuY90YweDGuI+Wf51+/PHHWtNGRkaKMmXKSGl/+eUXjekePnwoO2aHDh2q9d5O3kuL1MtgjGBwQy1bTEyMLCi1X79+Wo+D58+fi1atWklpy5cvX+ClSZrKaqhg8Fq1aklp8gcka6NtWd577z0pLw8PD/H48WOdefTp00dKP3r0aI3p8rcR9N2LXLhwoZRW20vRhDDO+UXpNav6clesWFHcv39fa9oRI0YU2EcNca9L/SUEtWvX1vkClY8//lhxGYxxv8UY1zvz58+XtbN0XaP+/PPPBZZfU31tyPOjEgwGJyIiIiIiIiIiIjIuBhu+3Lh9X27cvi8PBoO/3BgMLvs/dIkFg5uhlFOpVK0ABAKwAqBC7grCv8NF+RARvXDu3buH//3vf9i3b5/03dChQ9GkSRON6ZcuXYrU1FQAQPfu3TF58mSd+Xfo0AHjx48HAGRnZ2PFihUGKXceOzs7RelatGiB119/HQCQlpaGv/76y6DlKC28vb3x8ccfK0qrdN2ZmZlh/vz50vju3bs1pktJScH69eul8alTp6Jp06Za8501axbq1q2rqAzffvutNDxz5ky0a9dOZ/pp06bBy8sLABAWFlai2/vAgQO4fPkyAMDFxQVr1qyBubm51vQVKlTAwoULpfGffvpJa9p58+ahYcOGAHLXt7+/PzIzM5GSkoLhw4cjMzMTANCmTRvMmDFDaz7q67N169ZYsGCBomWzt7cv8N2CBQuQk5MDABg7diz+97//6czj9ddfR+/evQEAiYmJ2Lhxo975WllZYdWqVbCwsND4u7OzM5YuXSqNX7lyBWfOnNGbr6EJIWTbb/DgwXj11Ve1pm/Xrp2sDl23bh2SkpKMWUS9evXqheHDh2v9/c0335SGMzIyUL58eXz//fda0w8bNgwODg4AgNTUVISEhBRIU5rWW2RkJPbs2SONz507V2c9NWXKFLRu3VoaV98Pdfnss89Qv379ohdUA39/f2l47969SEhI0Jo2JSUFu3bt0jhtnqysLHz33XfS+OLFi1GnTh2dZVi4cCFcXFwAAEeOHMGtW7f0lnvUqFHw8/PT+vugQYPg5uYmjZ8+fVpvntrEx8dj1apV0viUKVMwaNAgvdNZWVnBysqqSPM0xjnh4cOH0nD79u0VlUPXPJWytLRUvB7ee+891KhRAwBw8eJFREdHK5rOUPuDenuzY8eOsrorv+7du2PkyJGKylcc48aNg4+Pj9bf89rLQG796uXlhenTp+tMr1Ll3oZ48OABHjx4UCBNSkoKAgMDpfH33ntP5z4zePBgDBkyRBr/6aefpHN8cZ06dQqXLl2SxpcsWYKKFStqTb9gwQLZtlZavy5atAiVK1fWmWb9+vWIiYkBAFhYWGDLli16pwE0t4N69eol7evx8fHYuXOn1umfPn0qq3vHjh1bIE1WVhYWLVokjQ8ePBiTJk3SWzYzMzOUKVNGbzpNbt68iT/++AMAYG1tjY0bN+rMq0yZMli+fLk0vnz58rwX1ElMVU8Vl5L9x5htfXXTp0+X2v2afPHFF6hZsyaA3LaUtutsW1tbmJkpu0U7d+5c2NraAshtS2RlZSmaTqmVK1dqPI6KqjS1IYvKxcUFP/zwg9bf3d3d8cUXX0jjf/75p+z4yrNu3TqpXvP09JTtc5rUrVtXdr2odL9Usg0Nefz/+OOP0nDLli0xdepUrXnUrVtXtq727duHu3fv6p13ly5ddLYTWrRogY4dO0rjp06d0ppW6T0Wd3d3vPvuu9K4tnssxmLs+2h169bF3Llztf5evXp1DB48WBrXtk4DAwORkZEBAHBycsLSpUultk9+1apVwzfffKOofMVhqGX7+eefkZ6eDiC3fbFy5Uqtx0GZMmWwevVq6fenT59iy5YtRV2EQjPUMR0XF4eff/5ZGl+7di0qVKigM48VK1ZI1x+bNm1CYmKi3nlPnz5d573IN998U2rnpKSklLp7FA8ePJDdo//666+ltqYmixcvRrly5Yo0L22uXbuGs2fPSuPfffcdypcvrzX9nDlz4O7urjdfY9xvMdb1zsqVK6Xh4cOH67xGHTNmDLp06aL19zwvavuYiIiIiIiIiIiIiIiIiIj+O0p9MDiA+QAs8f9B4M8ALADgC6ASACshhFkhP/zvPBGVOleuXEGvXr1kny5duqBu3bqoXbu2LGihW7duskCp/NSDfZUEJgC5wYB5jhw5UoQlMAz1B8iCg4NNVg5jGjNmjOKH/QujVq1aUoBfWFiYxiDDo0ePSg87mpmZYcKECTrztLCw0PnQdZ6wsDDpIURLS0u89dZbeqdRqVQYOnSoNF6S+536MRIQEICyZcvqnWbgwIHSw6jBwcF49uyZxnQ2NjbYtGkTrK2tAQAXLlzArFmz8MEHH+DmzZsAch8k3rBhg9bA6QcPHsiC5z755JMiP1yYkpKC7du3S+PvvfeeoukKWyf07t1b74OlPXr0kD1E+vvvvysqiyHduHEDd+7ckcaV1JHvvfeedMw+e/bMpHUkkFuH6NK0aVPZvvX666/rDCawsrKSvVwkbz9VV5rW2549e5CdnQ0AcHBwwOjRo3WmV6lUsvKeOHEC8fHxOqexsLDAqFGjil/YfDp37gxXV1cAQHp6uuzYzG/Xrl1SPePi4oIePXoUSBMUFCQFl1aqVAmvvfaa3jKUKVMGAwcOlMaVbBf1AFht1B+UvnHjht702uzZswfPnz8HkLtvTps2rch5KWWMc4KNjY00nBeQWNqoVCq0atVKGlfa7jLE/pCcnCzb9yZOnKg3z3feeUdR+YpDX/3asmVL2XhAQIDONp2rqyuqVasmjWuqX4OCgqSgGZVKJQs800Y9kCUiIgJXrlzRO40S6kHQtWvXRp8+fXSmt7GxkbUTd+/eXSDgOL8KFSrI6iBt1AOo+vXrh8aNG+udRhszMzPZtl29erXWtOvXr5eC2urWrYtOnToVSHPmzBlERkZK4zNnzixy2ZTasGGDtG779esnBRjr0rJlS3h4eAAAoqOjC+x/hq6nAgICZG+f9PX1LXae+Sndf4zZ1s9jYWGhtz60traWvVDAEG1fe3t76YVaqampuH79erHzzNO0aVO0aNHCYPkBpasNWVTDhw/Xuw+98cYbUprs7Gzp5Q3q1PfLiRMnKrq+U38Z0NGjR/WmV7oNDXX8598+7733ntZA4DyjRo2Co6MjgNxgTk3rKj8lbY8OHTpIw8Vpi6p7Ue5PFaWco0eP1no/Io+Sdaper73++ut6A16HDh2qM2DVEAy1bOrtotdee03vi0gaNmyIrl27apze2Ax1TO/YsQMpKSkAcl80oO8ljwBQtWpVqb2Ulpam6MVg48aN0/m7nZ2d7B6Fpm1kyvPL7t27peBkR0dHjS9uU+fk5KQ3TWHt3btXGq5ataredruVlRUCAgL05muM+y3GuN65fv26bPsruZ5UkuZFuI4nIiIiIiIiIiIiIiIiIqL/Nt1PxZiYSqWqCqAjcgPBVQDuAOgmhCjYnRYR0QsuPj4eBw4c0JmmTp06mDlzJvz9/bUGnoSHhyMqKkoa19W7oTr1Hs0uXboEIYTeh3gLKycnBydPnsTZs2dx69YtJCQkICUlRRY0ol529eGXifpDp4Xxzz//SL3cPXr0CMnJyVIv03nyghaEEIiOjoaTk5Psd/UHgxs1aoQqVarona+fnx8++OADnWlOnDghDTdu3BjOzs568wXk+93ff/+taBpDUC+v0kAVS0tL1K1bF5cuXUJ2djYuX76stZeYRo0aYd68eXj//fcBAN98842sF5sffvgBtWvXVlQ+W1tbnb3b6HPu3DlpP3FxcZGCR/Qp7Lbp2bOnonx79eqF27dvAzDNA/Xnzp2ThsuWLauop5+qVauiSZMm0no4d+6cokAkY1F/2F8TKysrODs748mTJwBye6HXR/3Bdk0vkihN6029LD4+PlLvmLr06dMHKpVKClA7f/68zn3W09PTKEEKZmZmGDp0qNQT5KZNm7QGn27cuFEafu211zQGNKjXFR07dlT8opHCHN9WVlZo3ry53jyrVq0qDevq8Vwf9WXq1KmTzp7oDMUY54QWLVpIPUjOmTMHlStXxrBhw2BpaWnQsuuSkpKCv/76C3///TciIiKQlJSE9PR0Wbvr6tWr0rCSdpeh9oeLFy/KzotKziHNmjVDxYoV8fjxY71piyL/izE0yR8EpLR+zXtpg7761cvLS2evgnnatm2L8uXL4+nTp1Ie+squhHpZlLY9+vbti08++QRA7vLdvn0b9erV05q+TZs2egO0srKyZD0d/u9//1NUFl3GjBmDzz//HNnZ2Thy5AjCw8M1BlT/8ssvsmk0Ua8zPDw84O3tXezy6VOUegrIre/DwsIA5Nb3np6e0m/qAaMrV66Eh4cHJkyYUOTey0uCkv0HMH5bHwCaN28uvYhLFz8/P3z66acAgMePHyMyMlLncZ6QkIADBw4gJCQEDx8+RFJSkvSCgjzqPSlHRUUV62UJ6op6napLaWpDFpWSc5SNjQ18fX2lc39wcLDsxWvp6em4cOGCNK50v3R1dYWTkxMSEhLwzz//ICoqSnaOzU/pNlQ//vfv349p06Zh+vTpiq/j8wQHB8vO50rOHTY2NujatSt27NgBQL6PaNO2bVu9aYrSFg0ODsapU6cQGhqK+Ph4PH/+XLY8cXFx0rCp7k8Z6z6aIdZpRkaGLEBTybFiaWmJrl27YuvWrYrKWRSGWLb09HRZIGhh2kV5vbMr2bcNpUWLFlJgs7+/P1avXq34frC64rQ3Dh06BCC3vaFrfdWsWVNvYD2gfxuZ8vyifi/L19dXehmkLn5+fliyZEmh56WN+jmlU6dOiu4FKNmmxrjfYozrHfVt4OTkpPc+GZBbR+WVUxtDnR+JiIiIiIiIiIiIiIiIiIiMpVQHgwPIe4JNhdyAcH8GghPRf1l4eDhCQ0N1PuB17do1adjCwgKDBw8u9HwyMjKQlJQk9dZkCOvWrcOMGTOkYBgl8noNednoCgLWJCoqClOmTMH27dul3lmU0LT+8oJBAHkwoC5169aFpaVlgcBzder7XWRkJHr16qUob/WHq2NjYxVNU1zJycmy3hy/+uorxQ9k3r9/XxrWV95JkyZh7969OHjwoOyB8ldeeUVvzzq3bt2Shr29vYsVPKi+bdLT0xVvm9TUVGlYybZRuj+pB6Or9+JTUtSDZ7y8vBS/9MLb21t6YFg9D1OoVKmS3jTqgVwVK1YsVPq8nsDUlab1pp5Po0aNFE1TtmxZuLm5ISIiQlFZCltPF4a/v78UDB4UFITo6Gipt/A8T58+lYII8qbRRP34Dg4OVnx8qweJ6Du+y5cvryjwTt8+pJR6/ack6Li4jHVOGDNmDObPn4/k5GSkpqYiICAAU6ZMQe/eveHr64uOHTuibt26hlmIfFJTUzF37lwsXboUycnJiqdT0u4y1P6g3h6pWrVqgZfXaOPl5WW0YHAly5Y/SNbQ9avSOi0vbVBQUIE8iqMoZfH09ISFhQWysrKkPHQFgyupXx88eCBbV4aoC6pWrYrevXvjjz/+gBACv/zyC+bOnStLc/78eekFCRYWFhg5cqTGvEq6ngLk9f3q1asV9aQLyF/4kL+eGjx4MD799FM8ePAAOTk5mDp1KmbPno2ePXuic+fO6NixIxo1amTwF4QVh5L9p6Ta+krbvg0aNJAFHt25c0djEFR8fDymT5+OwMBApKenK8obMOw1szHaP6WpDVlUhbnOyQsGz3+dc/v2bdl2nTRpkqLzKZDb026e2NhYncHgSrdhhw4d0KJFCymYcP78+Vi8eDG6du2KLl26oGPHjmjevLne3svVt02VKlUUv0zJ29tbCgZXsn2VBI4Wpi26d+9efPDBB7h586befPOY4v6UMe+jGWKdRkZGyl5WUZR7AsZgiGV78OCBbNmUtovUXxATExODlJSUEnnJyvvvvy8Fg9+9exe+vr6oXbs2/Pz84OPjg44dOyq6j6De3tizZ4+sHaGLette3/lTyfYBSvc9iqLcWzX0fq/eZqlfv76iaZSkM8b9FmNc76hvA6Xr1s7ODu7u7ggPD9eaxlDnRyIiIiIiIiIiIiIiIiIiImMp7cHgeU+GCAChQogLuhITEb3IfHx8pAecgNwe8aKionDp0iUsWLAAJ0+eRFZWFubNm4fMzEwsWLBAYz55PWbk5aGvt3FtEhMTDRYM/u6772Lp0qWFnq4wD8G/SBwcHBSnDQ0Nha+vr9TDb2FoWn/x8fHSsNIHtc3NzeHo6KjzgU71/e7x48dF2u9K6uFq9bICwOnTp4uUj77yqlQqLFy4UPYwsL29PVatWqU3b/Ug+eL2iqu+vMnJyUbbNkr3J/V0xek9uKjU56mkN0dNadWPI1OwsrIyanpNvSSVpvVWnLLkPZysryyFqacLq2nTpvD09MSNGzeQk5ODLVu2YMqUKbI0W7dulV7AUbNmTa2926kf3/fv35c9EK6UvuO7sPsPoHkfUsqQ9Z8SxjonuLq6YseOHXj11VelfTYuLg4bNmzAhg0bAADVqlXDgAEDMG7cOIP16pqcnIwePXrIelVWSkm7y1D7Q1HaI4VNW1hFWTbWr7lB005OTlI70RD1q3o9ABiuLhg/frwURB0YGIg5c+bIXrK1evVqabhfv35ag6ZKup7KycmRbZuQkJAi5ZO/nrK1tcUff/yBPn36SC8JefbsGbZv347t27cDyN0P+vTpgzFjxqBjx45FWwADUrL/lFRbX2l9ZG1tDTs7Ozx79gyA5vbvo0eP4OPjU6QXJRnymtkY7Z/SVMcVlSGuc/Lvl4cPHy5SWfTtl0q3oUqlwvbt2+Hn54fQ0FAAufvS3r17sXfvXgC5wX09evRAQEAA+vTpozGfktq+hjjf5lmwYAE+/PDDQuUHlPz9KWPfRzPEOs2/7YpyrBiDodtngPL9O3+6+Pj4EgkG79u3L7755htMnz5dehnh3bt3sXTpUmk/atSoEV599VWMHTsWVapU0ZiPel118+bNQr0wIU9JXV+a8vxSlGsZQ+/36utZ6Yu1lNznN8b9FmNsq+JcT+oKBjfU+ZGIiIiIiIiIiIiIiIiIiMhYtHctWzqoPxlyw2SlICIyAQsLC7i5uWHAgAE4fvw4xo0bJ/22cOFC7Nu3T+N0z58/N8j81XsyLo4tW7bIHmD18vLCokWLcPbsWTx69AgpKSnIycmBEAJCCKxZs8Yg8y3NdPXsri47OxtDhgyRAsGtra0xZswY7Ny5Ezdv3kRiYiIyMjKkdSeEgJubm8481Xs2KswDmNbW1jp/N8R+Z6h9Tp+SPEZmzZolG3/27Jmst19t1B/g1rfu9THE8ioJ7FS6P6kvjyle+KA+z6IeAy/riyp0KU3rrSTKorSeLir1nr43bdpU4Hf177T1Cg68WHWvUoas/5Qw5jmhW7duuHXrFj766KMCvb8DwMOHD/Hjjz+iadOmGDVqVLF6VM/z4YcfygLBe/XqhTVr1uDy5ct4+vQp0tLSZO0GbT0fG5ux2iMvItavusuRP//i8PPzQ/Xq1QHkHn/qL8hJSUnBli1bpPGxY8cqKl9J7JOpqakGqas15dG4cWPcuHEDX375JTw8PAr8Hhsbi7Vr16JTp07o27ev3t4+jU3J/lNSbX1DHiOjR4+WAsHNzMwwZMgQbN68GdeuXUN8fDzS09NldbePj4/ieReGMdo/pamOKypDXOeU1H5ZmG1Yo0YNhISEYMmSJbIXmOVJSkrCb7/9hr59+6Jt27Yag+detO179uxZTJs2TRp3c3PDl19+iePHj+Phw4d4/vy57P7U0aNHS6xs6l6U+2jq7TmgaMdKaZV/vyzqspXk/j1t2jSEhIRgxIgRsLe3L/D71atX8dlnn8HDwwMLFy7UmMeLdH1pyvqnKNcypWG/L2w73FDr1Rh5GvN60hDnRyIiIiIiIiIiIiIiIiIiImMp7T2DR6sNZ5usFEREJqZSqfDjjz/i3LlzuHLlCgDg7bffxq1btwo88KTeG4i7u7vJH0iaN2+eNDxw4EBs3boVlpaWWtMnJyeXRLFeCH/88QeuX78OALC0tMSRI0fQrl07ndPoW39ly5ZVnLYw+arvdwEBAaU6qD9/jzkRERF6g+iLYvXq1di5c2eB799++2106NBBCkbSRL2Mxe0xXT0vX19foz3QrnR/Uk+nvj+WFPWekApzDCQlJUnDSntdepmUpvVWmspSVP7+/pg5cyaEELh48SJu3bqFevXqAQAiIyNx6tQpKe2wYcO05qO+HLNnzy7wAooXkSHrv8LODzD8OaFixYqYN28e5s2bh9DQUAQFBeHYsWM4cuSIFFQphEBgYCDi4uKwa9euIs/r6dOn+Pnnn6Xx+fPnY+rUqTqnMVW7y1jtkRdRaarTHB0dpR4hTVmW/HkkJiZqDGoqLHNzc4wePRpz5swBAPz888/w8/MDAGzbtk1ajmrVqqFnz56KylcS9ZSdnR0sLS2RmZkJAAgKCjJoMLCDgwM++eQTfPLJJ7h3755UTx0+fFjqMRwA/vzzT/Tq1Qtnz56FhUXpvZ1YUm39otZd+du/ly5dwv79+6XxX3/9FYMHDzbYvE2tNNVxRZWcnKyoDLq2s/r0FhYWSE1NLRXHkZWVFd555x288847iI6OxtGjR6V2yt27d6V0Z8+eRefOnRESEgJnZ2fp+xdt+86bN0960VmbNm1w8OBBnecXUx1rL8p9tPz7eXJyMuzs7PRO9yLUYfl7UE5OTlbUFlHftwHD7N+FCa729vbGunXrkJmZieDgYOmcfvz4caSlpQHIfQHO1KlTYWZmhvfff79AefOuUQIDA0324iglTFn/FOVaxtD7vfryK22PKukJ3Rjr1Rh5Gvt6srjnRyIiIiIiIiIiIiIiIiIiImMp7T2D31EbrmqyUhARlQKWlpZYvHixNB4REYFly5YVSFexYkVp+MGDB9LDfqbw+PFjXL58WRr/7rvvdD7ACkAWcPBfd/DgQWnY399fbyB4SkoKEhISdKZR3z8iIiIUlSMuLq7AA6268s3r1a60cnFxkfWGY4zy3r17F5MnT5bGR48ejZo1awIAEhIS8MYbb+h8oLdy5coGK19JbRul+5P6CyrUy1ZSKlSooLEs+qg/7Kmex39FaVpvRSmLEEKW1tTb0N3dXVanq/cEvmnTJilIpVmzZvD09NSaz4tU9yplyPpPiZI4J+Rp0KAB3n77bfz666+IiYnB3r17ZT2N7d69GydOnChy/keOHEF2du471GrWrIkPPvhA7zSmanflb68qDXIx9UuOjOFFr19jY2NlQRWGKIt6PQAY9rgcM2YMzM3NAeS+eOnx48cAcl/ik2fUqFFSGn3lK6m6V329GnOetWrVwujRo7F27Vo8ePAAJ06ckAWeX7x4EZs3bzba/A2hpOp1pW3f6OhoWe+V+du/6td8vr6+egPB8/J8UZSmOq6oDHGdoz6elZWlOM+S5OrqCn9/f6xcuRJhYWEICQnBoEGDpN/v378v660akG+byMhIqR2ijym2rxAChw4dksbnzZunN7jXFO2kF+k+Wv79vCjHSmmVf79UWmb1fdvS0rJAUHne93nyXvSii5IAXk3zaNeuHT755BMcOHAAsbGxWLFiBVxcXKQ0s2bNKtAT+It0fWnK80tR7q0aer+vUaOGNHzz5k1F0yhJZ4z7LcbYVkXZBoVNm6co50ciIiIiIiIiIiIiIiIiIiJjKdXB4EKI8wDCAagAtFCpVLYmLhIRkUn5+PigW7du0vjXX3+N1NRUWZqWLVtKD79nZ2fj2LFjBpu/+kP1eYFqujx48EAadnFxgbu7u95pzpw5U6SylZTCroPiiIyMlIZbtGihN/25c+f0BlM1bdpUGr548aKi4Kvz58/rTdOmTRtpODg4uFT39GRtbY0mTZpI44cPHzZo/tnZ2Rg+fDiePXsGIDf4b+nSpVi/fr0UWBQUFISFCxdqzaN169bS8P3792X7QmGpb5uoqCjcunWryHnpomQ/yZ+uWbNmGtOoVCpp2NDHmfo87969K/WAqkt2djYuXLigMY//CmOtt6LUqer5nDt3TtE0165dk45JbWUpaf7+/tKwemDdxo0bNabRRP34Pnr0qNHPSyVBvf4rTmC0UsY+J2hjbm4OPz8/HD58WBaU8ddffxU5T/VzRfPmzWV1qSapqam4dOlSkedXHOrtkZSUFFy7dk3vNMnJyYoDHV4k6vXRxYsXkZWVpXeahIQE2fnclPWretvdzMwMjRs3VjSdLuXKlYOHh4c0fvz48WLnmad69ero1asXgNwArPXr1+POnTtSfaNSqTB69GideajXUxcuXChwPWYM6vV9SdVTKpUKHTp0wP79+1G/fn3p++LUUyWhpOr14OBgRceWetvXwsICjRo1kv1e2Gu+8PBwxMTEFKKkpvUytL0NcZ3j4eEhO9+X1HFcHE2aNMFvv/2Gzp07S9/lP/7VlzMtLQ1XrlxRlPfZs2c15mFMcXFxssBXJcebKe5PvUj30SpVqoQqVapI40U5VkqrSpUqwdXVVRpX2i5S37cbN26s8eUyDg4O0rCSQG8l7WR97OzsMH78eGzbtk36Ljk5WVZewDTtjaIy5flF/VrGVPu9eh127NgxRW0SJf8jMMb9FmNc76hvgzt37ig6lm7evKn3ZadKKDk/EhERERERERERERERERERGUupDgb/14///rUGMMGUBSEiKg1mzpwpDf/zzz9YuXKl7HcnJye0atVKGl++fLnB5m1nZycNKwl6UO/hRl9AEpD78F5JBH4VR2HXQXEUdv0FBgbqTdOxY0dpODY2FkeOHNE7zZYtW/Sm6dSpE6ytrQEAGRkZ+OWXX/ROY0o9evSQhteuXYu0tDSD5T137lzpgVorKyts3LgRtra2aN++PT7++GMp3YwZM2Q9fqlr2bKlrAepVatWFbk8DRs2lD2gbcg6Qd1vv/2m9+HThIQEHDhwQBrv0KGDxnTGPM5atWoFKysrAEBOTo6i/fvgwYNSz6GA/Dj6rzDWeivKtlbP58qVK7h+/breadQDrMuXL6+zt+2SMmTIEKlXuDt37iA4OBhXrlyRHvY3MzPD66+/rjOP7t27S8PR0dHYvXu38QpcQtSX6d69eyUShGDMc4I+Li4uaN++vTT+zz//FDmvwrYbtmzZgvT09CLPrzjq1KmDSpUqSeNbt27VO8327dsV9Z74olGv0+Li4mTnSW22bNki9b5qYWEhC9zJU9z69cCBA4qCatTr18aNG6Ns2bKK5qWPel0QGBioKGhEqfHjx0vDq1evlvUK3q1bN72Bd507d5aCu54/f45NmzYZrGzaqNdTv//+e4kGA9vY2KBnz57SeHHqqZJSEvV6dHQ0Tp06pTedepupefPmsLWVv+fSGNd8pcnL0PZWco66efOm7Nou/3WOSqWSvdhvxYoVhiugEalUKvTv318az3/816lTB5UrV5bGldSHN27cwN9//y2Nl9T2LWwbIikpCTt27DBSabR70e6jqW8/JcdKeHj4CxEMDsiXTcm+nZmZKVsH2vZt9R6dr169qjffXbt26U2jlK+vL5ycnKTx/Me0+vnz7NmzJntxlBKmPL+oTxcSEqKoF3Ul5SuM3r17S8NRUVH4888/dabPyMgo9H1jQ91vMcb1Tv7tv337dkV5Goq+8yMREREREREREREREREREZGxvAjB4N8BOI7c3sE/V6lUpu/Gj4jIhDp16oROnTpJ499++22BQJ7JkydLw7t27cLvv/9ukHmrP+QbFhamN716AOqTJ09w+/ZtneknTZpU6ns1Lew6KA719Xfy5Emdac+dO4cNGzbozdPT0xPNmzeXxj/77DOdvYPfuHFD9lCfNo6Ojhg1apQ0/vnnnyM8PFzvdEpERERApVJJn9mzZxc7z4kTJ0pBmI8ePcL06dOLnSeQ+7DsF198IY3PnTtX1jPhrFmzpN57MjIy4O/vrzE4xcrKShaotHDhwiL3hqpSqTBp0iRpfNmyZUZ5+PrOnTt6HyydO3eutLw2NjZ47bXXNKYz5nHm6OiI//3vf9L4V199pbNnoKysLHzyySfSeIsWLeDt7W3QMr0IjLXe1Ld1bGwsEhMT9Zale/fuqF69ujSu/pIFTR48eIClS5dK46NGjZL1mGsq5cuXlwXXbdy4URZk0LlzZ1lvdJrUr19f6uEWAKZMmaKoR6zSrFWrVmjZsqU0/t577xn95SvGOCcUpj2TnJwsDZcrV67I81RvN5w9e1Z6eF6ThIQE2QuGSppKpcLw4cOl8SVLluh8gD4tLQ1z584tiaKVuPr166Nt27bS+IwZM3QGPicnJ8vWxcCBA1G+fPkC6dTr13v37inaJ19//XWUKVMGAJCeno5Zs2bpTH/hwgVZD5NjxozROw+lJk6cKA2Hh4fjyy+/NFjeffr0QdWqVQHktnUXL14s/aZkGVxdXTFo0CBp/JNPPpEFFhnD8OHDpV6F09LS8Pbbbxf7usnQ9VRgYKCszR4UFFSs8hWHsdr6+c2cOVPnerx06ZLsGAkICCiQpjDXfBEREVi0aFHhC2pCL0Pb+/Dhwzh69KjONJ9++qk07OrqKnuhRR71+zQhISH44YcfDFbGwjLk8a9+H+Cnn36S9XavyUcffSQNV6lSBX5+forLUhzly5eX6gUAel/mMH36dFlPtyXlRbuPNmLECGn41KlT2Ldvn870M2bMKPX3/fKMHj1aGr5w4QJ+++03nekXL16Mhw8fapxenXqPxvry3L59O0JCQnSmKcz6TE9PR0ZGhjSe/5ju0aMHGjRoII2/9dZbJnt5lD6mPL90795d1taeMWOGzvQHDx5U1Ct3YTRq1EgWID158mSdL3KaNWuWovu0xrjfYozrHScnJ/Tr108a//LLL3XeN3jy5Imi864pruOJiIiIiIiIiIiIiIiIiIgKw/RREHqI3P++vwogGEAZAEEqlWq0SqUq9WUnIjIW9YfMoqOjC/TC/Oqrr0oPWQkhMGzYMKxfv15vvqGhoXjzzTe1BnQ2a/b/7+NYs2aN3qA9Nzc3uLm5SePvvfee7KHDPJmZmXj77bf19mJSGqivg61btyI6Otpo8/Lx8ZHNS1vvqH///Tf69++vM6hbnfqDfGfOnMHEiRM1Bow9fPgQAwYMUNwT46effio9/BYXF4fOnTvjwoULOqfJycnB4cOH0atXL9y6dUvRfAyhWrVqeP/996Xx77//Hh988IHeh1wfP36ML7/8Eu+9916B3549e4bhw4dL69LHxwdTp06VpbG0tMSGDRukQKvr16/LHoZX98EHH6BChQoAcnv07Nq1q971uX//fo1BJBMnTkTt2rUB5D7827t3b0U98Zw/fx6vv/46Dh48qDctALz77rs4fvy4xt/Wrl2L7777Thp/88034ezsrDGt+nG2bNkygz98PG3aNFhYWADIrUMHDRqk8aHhjIwMjBo1Svbwtb6HfF9mxlhvVatWRcWKFQHknq+UPJxrbm4uO2727NmDjz/+WGMdGBMTg759++L58+cAAAcHB43Hr6moB8P++uuv2Lx5szTu7++vKI+vvvoK1tbWAHIDPrt06aL3JQqZmZn4/fff0bZt2xLtBVupr7/+WuoJMTQ0FL169dLZC25GRgaWL19e5GBMY5wTunbtimXLlukMSACAP//8UxYwqf7Cn8JSn/bBgweyl5Ooe/LkCXr37o2oqKgiz8sQ3nvvPel8mJSUhAEDBiAuLq5AurS0NPj7++PevXslXcQSox5EeOnSJQQEBGhsMyclJWHQoEFS+9Pc3FxrgEajRo2kOvvp06dYt26d3nI4OTnh7bfflsZ//PFH/PjjjxrT3r59G6+88opU91arVg0jR47UOw+lvLy88MYbb0jjc+bMwbx583S+5OD+/ftYuXKl3rzNzc1lAVp5gSPly5fHK6+8oqh8s2fPho2NDYDcuqBz58466968HitDQ0MV5Z+fnZ0dPv/8c2l8586d8Pf3lwWhaJKYmIilS5fi9ddfL/Db0KFDMW/ePDx58kRnHhcvXpT1pFiceqqkGKNe1yQoKAjvv/++xjbI/fv3MWjQINkxon7ez6N+zXfmzBmsXbtW47zCw8PRs2dPkwSnFtfL0PYeOnSo1uN37ty5sh6kP/zwQ5ibmxdI17p1awwZMkQa/+CDD7BgwQKd9RqQuy9NmzYNX331VRFLX9DkyZMxffp0PHjwQGe68PBw/PTTT9K4puP/nXfegaOjIwAgJSUFffv21dhuE0Jg+vTp+OOPP6TvPvroI1mAtjFZWlqiXbt20vi0adM07odCCHz11Vey5S5JL9p9ND8/P1lA7YgRI3DlyhWNaefPn6+oh+3Sonv37mjVqpU0PmbMGJw5c0Zj2l27dslePDJw4EA0bNhQY1r1tsb+/fu19mh84sQJRS+puX//Pjp27Ig//vhD7/27WbNmISUlBUDuSwjz97asUqkwf/586Vrs3Llz6NOnj95ej1NTU7Fu3Tp07dpVb3kNyVTnFwsLC3zwwQfS+NatW7XW0deuXVN8bV9YCxculLbV3bt34evri7Nnz8rSxMfHY9KkSZg3b570YiFdjHW/xRjXO9OmTZMCzyMiIvD6669rDAhPSEjAwIEDkZCQoGWp/58hz49ERERERERERERERERERETGYGHqAuijUqnynv5dA6AmABcAqwDMVqlUBwCEAogHoCwC7l9CCP1PQhMRlVLdu3dHmzZtpAe85s2bh7Fjx0oP0ZqZmWHbtm1o2bIlHj16hNTUVLzxxhv47rvvMHjwYDRu3BiOjo5ISUlBTEwMQkJCcOjQIVy7dg2AvJcadUOHDsX8+fMhhMClS5dQtWpVNGvWDM7OztLDZw0bNpQFH02aNAlTpkwBABw4cADNmzfHhAkT4OXlhYyMDFy+fBmrV6/GzZs3YW5ujhEjRujtXdiUBg0ahPfffx/p6emIiopCrVq10KxZM7i4uEgPoFWsWFFRIIo+r732GqZPn46YmBhkZ2fDz88PY8eORa9eveDs7IxHjx5h79692LhxI7KystCjRw/cuHFD7wNrgwcPRv/+/bF7924AwPLly3H27FmMHz8e9evXR2pqKk6ePIlly5YhISEB7dq1Q2RkpKyHI02qVauGzZs3o0+fPsjKysL9+/fRqlUr+Pn5oU+fPqhduzbs7OyQmJiIyMhIXLhwAfv27cOjR48AFK73FUP48ssvceHCBRw5cgQAsGjRImzZsgXDhg1DmzZtUKFCBWRlZSE2NhbXrl3DyZMncfz4cWRnZ2vs0XrSpEm4e/cugNweitatW6ex9+F69ephwYIFUrDVkiVL0KdPH/To0UOWrlKlSli3bh369euHrKwsREdHo3Xr1hgwYAD69OkDd3d3mJubIyYmBsHBwfj9999x7949rFmzBh06dJDlZW9vjx07dqB9+/Z49uwZnj59il69eqFTp04YMGAAPD094eDggGfPniEqKgoXL17EgQMHpMA7Tb0Y5jdkyBBs3boVXbp0wYgRI9C3b19UqFABDx8+xJYtW2QP/bu5uens4XXYsGHYunUrgNyHo6tUqYImTZqgbNmyUpouXboUOai3SZMmmDlzptTj6eHDh+Hl5YW33noLLVq0gKWlJa5evYoVK1bgxo0b0nQjRozAgAEDijTPl4Gx1tuwYcPw/fffA8h9OH316tXw9PSUguyA3CCILl26SONvv/02du7cKb0k45tvvsGRI0cwevRo1KtXD2lpaTh16hSWL18u6x3r+++/l/VyZWr9+/eHg4MDkpOTZUEzNjY2sl5ndWnatCl++uknKVDg0qVL8PT0xKBBg9C9e3e4u7vD2toaCQkJuHfvHoKDg7Fv3z6NQbelRdeuXfHJJ59IPQEfP34cderUgb+/Pzp37ozKlSsjMzMT9+/fx6lTp/D7778jPj5e1kt6YRn6nHDv3j28/fbbmDJlCnr06IG2bdvC09MT5cqVQ3Z2NiIiIrB3715s375derC+RYsWst7iC6tmzZqy8/vs2bNx/vx5+Pv7o3r16khMTMTJkyexatUqxMXFwdXVFY0bN9bbg6Ox1KhRA3PnzpUCKc6dOwcvLy+8/fbbaNWqFSwsLHDlyhUsX74ct2/fRrly5dCsWTMcOnTIJOU1pj59+mDUqFFYs2YNAGDjxo24ePEixo8fj0aNGiEnJwcXL17E8uXLZT2ufvLJJ2jevLnGPMuWLYu+ffvi999/B5B7Lv/qq69Qu3ZtWFlZSem++OILWbDS3LlzsXfvXino8Z133sHOnTsxfPhw1KxZE0lJSThy5AhWrlwpBROZmZnhl19+gb29vUHXy9KlS3H+/HncvHlTCiJcv349hg0bhiZNmsDR0REJCQm4fv06Dh48iKNHj6Jjx44YP3683rzHjBmDL7/8UhbYMmLECNm60aVBgwZYsmQJxo0bByD3xRVeXl547bXX0KNHD1SrVg05OTmIiorC2bNnsXPnTjx69AhHjx6V9bhZGBMmTMDZs2elwP7Nmzdj//79GDZsGDp06CD1UBkXF4fQ0FCcOXMGhw4dQkZGBlq3bl0gv5iYGEyfPh0zZ85E586d0aFDBzRs2BDly5eHSqVCVFQUDh48iI0bN0rBOjVq1JD1AluaGbpez2/AgAHYv38/fvjhB5w6dQpjx45FvXr18Pz5cxw/fhzLly+XAtJUKhV+/PFHjceIj48PmjRpgkuXLgHI7VHzr7/+wqBBg1CpUiXExsbi0KFDWLNmDVJSUtCoUSPY2tri/PnzhltZRvait73zrnNatGiBcePGoWvXrnB0dMTdu3exdu1a2cuwWrZsiXfffVdrXj///DOuX7+O69evIzs7Gx9++CFWrFiBoUOHonnz5ihfvjzS0tLw+PFjXL58GceOHcO5c+cAQOtLxIoiMTERixcvxjfffIN27drBx8cHjRs3RoUKFWBpaYmYmBgcP34cgYGB0ksnypYtq3HZXF1dsXjxYumFIFevXoWXlxfefPNNdOjQAWXKlMHt27fxyy+/SMsC5O77utaVMUyaNEnqnffy5cvw9vbGO++8g+bNm0MIgRs3bmDt2rUIDg4GAIwdOxY///xziZYxr5wvyn00c3NzrFy5Eh07dkRmZiaePn2KVq1aYcyYMejZsyccHR0RHh6O9evX48iRI1CpVBg8eDC2bdtmkvIWhkqlQmBgIFq0aIGUlBQkJSWhY8eOsvsdjx49wvbt22XLU6FCBSxbtkxrvn5+fmjQoIHU1nrttdcwZswY9OvXD2XLlkVUVBT++OMP/Prrr8jJycGIESP0vuDz5MmTOHnyJFxcXNCnTx+0bNkSNWvWhKOjI1JTU3Hjxg1s2rRJFig8ceJEODk5Fcird+/emDFjhnTP5vDhw6hVqxZee+01dO7cGVWrVoWFhQXi4+Nx69YtnDt3DgcOHMDz589RqVKlwqziYjPl+WXy5MnYvHkz/v77bwC5wc4HDhxAQEAAatWqhcTERBw6dAirVq1CWlqadC4xpHbt2mHWrFmYPXs2gNzA87Zt26JmzZpwc3NDcnIyrl69KrXjfvnlF/Tv31+aXlu71xj3W4xxvdOqVStMnDgRS5YsAQDs3r0b3t7eeOutt9C4cWPk5OQgODgYP/30E6Kjo+Hh4YGyZctK20wTQ54fiYiIiIiIiIiIiIiIiIiIjKHUB4MDCASgHh0mAKgAVAMwWtMECjEYnIheaDNmzEDfvn0BAJGRkVi3bp2sx5iqVavi7NmzGDBggPRgeUhIiKwXlMJq0qQJPv30UynY+/nz5zhx4oQsTf5eNt577z0cOHBA6oX42rVrmDhxYoG8zczM8N1338HBwaFUB4NXqlQJixcvxoQJE5CTk4P09PQCPQOp9+JUHLa2tti4cSP8/PyQkZGBzMxMLFu2TONDpQ0aNMCGDRvQsmVLRXlv3LgRPXr0kMp+6dIlWU+QeapVq4ZNmzbJeqzTpUePHjh48CAGDx6Mp0+fQgiBvXv3Yu/evYqm1yR/T6/qvU4Vh4WFBf7880+MHTsWGzduBJDbk9CCBQsKndfOnTvxyy+/SOM//fQTatSooTX9hAkTsGfPHuzduxdCCAQEBODq1asoX768LF2vXr2we/duDBkyBM+ePUNOTg527tyJnTt3FrqM3t7eOH36NPr374+IiAgAuQGW2nryLqwvvvgCT548wdGjRxEYGKj1OK5UqRL++usvODg4aM1rwIABGD58ODZs2AAgtyejo0ePytJoemi5MD777DMkJSVh4cKFAICHDx/q7Bnq1VdfxerVq4s1z5eBMdbb7NmzZS8kiYyMlD38C+T2rKZOpVJh586d6N+/v9SrcnBwsBS4kZ9KpcLChQtlPcGWBra2tnjllVcK9Njbt29fqYdFJUaPHg07OzuMGjUKqampyMrKwtatWw3+sHlJ+uKLL2BlZSU92P/s2TOsWLECK1asMMr8DHlOUJeWlobdu3dLAdra1KlTB9u3b9fYk2hhLF++HCEhIdKLYbSdgx0dHbF161asWrWqWPMrrilTpiAiIkJ6gD8mJgafffZZgXTW1tZYt27dCxE4VFQrVqxAamqq1APzzZs3pUAwTSZPnow5c+bozPO7777DhQsXpBf63L59G7dv3y6QjzobGxscOnQIPXr0kOrlw4cPS8Eg+VlaWmLDhg3o3r27zrIUhYODA44fP45+/fpJAYShoaEG6SnYzc0NPXr0wP79+6Xvxo4dW6g8xo4dCzMzM7z55pvIyspCRkYG1q9frzdgqzjWrFmDihUrSnVTfHy8zh7clcjKysLBgwdx8OBBnekqVqyIXbt2aW3DqbfZra2tUa9evSKXyRCMVa/nadKkCfr06YO33noLFy5cwIULF7Sm/e6772TBV+pUKhU2bNiA9u3bIzExEUIIbNq0SWPvuVWrVsVvv/2m6IUHpc2L3PZeuXIlQkNDce3aNSxevBiLFy/WmK5evXrYs2ePznO5g4MDTpw4gSFDhkgvNwkLC9P5oixjEkLg1KlTOHXqlM50dnZ2+O2337QG+b3xxhtISEjA5MmTIYRAXFwcvv76a635dezYEbt379b48jRjeuWVV2QB3vfv38eHH36oMe3UqVPRp08fkwSDv2j30Vq3bo0NGzZg2LBhyM7ORnp6On766SeNvat/+umnqF279gvTpvP09MSBAwfQt29fJCYmIjs7W+f9DldXVxw8eFB6QYsmFhYWCAwMRJcuXfDs2TNkZ2dj5cqVGl8qOW3aNPj5+SluW8TGxmLt2rVYu3atznT9+vXTeYx+/vnnKFeuHKZOnYrs7GykpKRgzZo1UiBvaWKq80teO6NTp064c+cOAO332Bo2bIiVK1ca5fp81qxZsLCwwJw5c5CZmQkgt9fq8PBwKY2trS2WL19eoL2u7Z6Dse63GON6Z9GiRXj48KF0nzQsLAxTp04tkM7JyQlbtmyR9eiui6HOj0RERERERERERERERERERAYnhCjVH+T2+J2t9jf/J6cQHykfUy8XP//NDwAv5L7QQAAQ165dE4WRmZkpQkNDZZ/MzMxC5UGly8iRI6X9wcfHp9DTN2vWTJq+du3aGveHjIwMsXz5clGnTh2hvv/l/9jb24t+/fqJzZs3i9TUVJ3zPXLkiBg+fLioV6+esLe3FyqVSudypKeniylTpghra2uN827YsKE4ePCgEEKINWvWKFonbm5uUrqjR49qTHP06FEpjZubm85lKqwLFy6I8ePHi4YNG4qyZcsKMzMzrfMKDw+XLW9hnT59WjRq1EjjuitTpox46623xLNnz4QQytZLntTUVPHRRx8JW1vbAvmam5uLgQMHin/++afQ+QohRGxsrPj4449F+fLlde53lStXFqNGjRJHjx4VOTk5GvNasGCBlN7T01NkZ2cXav0psX//ftGxY0fZdtS0Ttq1aycWLVoknjx5Ik0bHR0tW86hQ4cqmmdMTIyoUKGCNN2gQYO0pn3w4IEYM2aMxm2V93FychJjxowREREROuf77NkzMW/ePFG1alWd28bZ2VkMGTJE/PHHHyIrK0tjXurpw8PDRUZGhvjwww+Fvb19gfzMzMzEoEGDRHR0tKL1I4QQO3bsEIMHDxa1atUSdnZ2srpm5MiRivPRZe/evaJJkyZa10PNmjXF2rVrte6f6tTr9FmzZhmkfEIUrQ4p7DFb2LIbcr0JIURKSopYsmSJ6N69u6hSpYqwsbGR5bdmzRqN02VmZooffvhBVKlSRWtZ2rdvL06dOqW3DLNmzTL4/qXEgQMHCpR5x44dRcorMjJSvPXWW8LBwUHn8e3u7i7eeecdERwcrDGfopw/lay/ouzL586dE926ddNZP7u5uYmZM2dqbL8UZbsW55yQZ9OmTWLgwIHC0dFR57ZwcXERH3/8sUhOTlZUNiWio6NFv379NM7PzMxM9OzZU9y7d08IoezYN9b+oG7t2rWicuXKGsvcrFkzaV81dD1blGXLf+7Tx8fHR29dlicnJ0ds2LBB1K5dW+s+06hRI/HHH38oKqsQQjx9+lR8/fXXolOnTqJixYrCyspKlp+2c8Tz58/FrFmzhLOzs9Z9qXfv3uL69et6y1Dc7ZaZmSl++ukn2blN0zHZqVMnsWvXLsX5Tp8+XZq+TZs2hS5Xnhs3boj//e9/wtLSUmv5KlasKCZNmiRiY2MLTK/0+kfd2bNnRe/evYWFhYXWeapUKtGkSRMxd+5cERkZWSCPvXv3iqFDh8rao5o+Dg4O4q233hKPHz/WWaa+fftK07z55puKlkMJQxz3hqjXtZVl3759Wq+1PTw8xL59+xSV8caNG6JDhw4a87G0tBSvvfaaVC4l9YrS+q0wdZQhvKht7+TkZDF69GiN9zQsLS3FuHHjREJCguJ5ZGdniy1btuhcFwCEtbW16Nq1q1i1apVISkrSmFdRtuGpU6fE6NGjRbVq1XTO38bGRgwbNkzR+U4IIc6cOSM6duyoNb9KlSqJ7777TmRkZOjMpyhtRqV1aU5Ojvj6669F2bJlNZaxVq1aYtOmTUII0x5HxriPpj69km1a2HbS2bNnte7T1apVE2vXri1UeQvD2Mv24MEDMWLEiALtqLxPmTJlxMSJEzWe57W5ePGiaN68ucb8qlevLjZu3KiorCkpKeLbb78VHTt21Fq+vE+9evXEqlWrFF+nh4aGitdff73A9Xn+T/369cVHH30kbty4oTGfomxzU92jKGz9k5CQIMaOHauxHWhtbS1Gjx4tXesVdj8tjGvXromJEyeKOnXqiDJlyghHR0fRqFEj8eGHH4qwsDAhhBD379+X1e/6GPJ+Sx5jXO9kZ2eL+fPnCycnJ435+fr6SutAX31trPOjNvx/HxEREREREREREZFxBTdvWeBDLw9u35cbt+/LY8WKFQU+3L4vD03b97/i2rVr+f+X7CVKKDZVJXIDVEstlUqVY4RshRCieF2uERWBSqXyAnAtb/zatWvw8vJSPH1WVpbU00SeOnXqwMLCwmBlpJfbvXv3cO7cOTx+/BjJycmws7NDpUqVUL9+fTRq1AiWlpZGnf/Tp09x9OhRqXeSKlWqwNvb22A9Pb/MhBBSj3Px8fFwdnZG9erV4evrC3t7+2LlnZycjEOHDiE8PBxCCFSrVg0dOnRA1apVi13unJwchISE4OrVq4iNjUV6ejocHBxQvXp1NGjQQFGPga+88gp+//13AMC6deswYsSIYpdLm6dPn+LkyZOIiopCfHw8rKysUK5cOdStWxeNGzdG2bJljTZvJdLS0nDy5Encu3cPsbGxsLCwQMWKFeHl5YWmTZsW+nxw/fp1hISE4MmTJ3j+/Dns7e3h6uoKT09PeHl56e2pTaVSScPh4eFwd3cHkNuD75EjR3D//n2kpKSgatWq6NKlC1xdXQu9zCXl7t27OHPmDP755x9kZ2ejQoUKaNasGRo3bmzqopVqpWW9CSEQHByMq1ev4smTJ7C2tkblypXRsWNHVKtWrUTLUhpkZWXh3LlzuHXrFmJjY5GdnY2yZcvCzc0NDRs2lI7VF8nTp09x/PhxREVFISEhAWXKlEHVqlXRpEkTo/U+a4hzQk5ODkJDQ3Hr1i08fPgQycnJsLKyQvny5dGoUSM0bdrUaO2ve/fu4fjx43j06BFsbW1RtWpVtGvXziDnd2PIzs7GsWPHcOPGDSQnJ6NKlSpo2rTpf7adePXqVfz99994/PgxVCoVKlWqhDZt2qBOnTolWo6srCycPn0aN2/exNOnT2FnZwdXV1f4+vrCxcWlRMsC5F5Dh4SE4J9//kFGRgYcHR3h4eGBli1boly5corzEUKgVq1aiIiIAAD8/PPPGDNmTLHKlpycjOPHjyMyMhJxcXGwtrZGlSpV0LBhQ3h7e8vaTYaSnJyMkydPSvM0NzeHk5MTPDw84O3trXgb3blzB6GhoYiMjERycjLMzMzg7OyMBg0aoEWLFrC1tdU5vRACLi4uiIuLg4WFBW7fvo2aNWsaYhENqrj1ekBAgNTb6qxZszB79mzpt7NnzyI0NBT//PMPypUrB29vb7Rp06bQ2/369es4ffo0YmNj4eDggKpVq8LHx6dQ+/eLoLS0ITWJiIiQ7b/q987j4uJw9OhRPHjwAFlZWahevTq6deuG8uXLF3l+0dHROH36NGJiYpCYmAgbGxu4uLigXr16aNy4sd7jr7giIyNx9epV3L9/HwkJCVCpVHB0dES9evXQsmXLIl0DR0VF4cSJE3j06BHS09NRoUIFNGzYEC1btizx3sC1SU5ORlBQEO7cuYOMjAxUrlwZnp6eaN26tamLJvMi3ke7fPkygoOD8eTJE5QvXx5169ZFp06dSs22L468/SYyMhKJiYlwdnZGrVq14OPjAxsbmyLleenSJZw/fx5Pnz6Vzkk+Pj5FWl9paWm4fPky7ty5g5iYGKSmpsLOzg6VK1dG06ZN4enpWaQypqWl4dSpU7h37x6ePn0KILdX6Vq1aqFRo0al6l6Pqc4vT58+xaFDhxAZGQlLS0tUr14dnTt3LlXn7+3bt2Pw4MEAgNatW+Ps2bOKpjPW/RZDX++kp6fj8OHDCAsLQ3p6OlxdXdG6dWt4eHgUKT9jnB/z4//7iIiIiIiIiIiIiIzrQotWBb5rceG8CUpCxsDt+3Lj9n15rFy5ssB3zVb+XOA7bt8Xk6btO378eBOUpORdv34dDRs2VP+qoRDieknM+0UIBh9pjHyFEGuNkS+RLgwGJyIqvAoVKiA2NhY1a9bE7du3WeeVItqCwYmIiIhKs7/++gs9e/YEADg4OCA6OrrYL1j6L7t27RoaNWoEABgxYgTWrVtn4hIZh65gcHp56AoGJyIielH16dMHe/fuBQC8//77WLRokYlLRPx/HxEREREREREREZFxMZj05cbt+3Lj9n15MBj85cZgcNMEg5f6/ygzaJuIiOi/68aNG4iNjQUAfPTRR3wYjoiIiIiK7dtvv5WG33jjDQaCF9OJEycA5L4o6OOPPzZxaYiIiIj+G4QQshc1arNu3TopEBzIfcENERERERERERERERERERERvXjMTF0AIiIiIm3yAkuqVKnCBxWJiIiIqNh+/PFHHD58GABgYWGB999/38QlevHltdlfeeUVNGjQwMSlISIiIvpvmDVrFsaPH4+goCBkZWUV+P3hw4eYMmWK7J7qgAED4O3tXYKlJCIiIiIiIiIiIiIiIiIiIkNh95pERERUao0fPx7jx483dTGIiIiI6AUVFBSEpUuXIjMzE7du3cKtW7ek3958803Url3bhKV7OWzatAmbNm0ydTGIiIiI/lNSUlKwatUqrFq1CjY2NqhXrx7Kly+PrKwsREVF4e7du7L0bm5uWLFihYlKS0RERERERERERERERERERMXFYHAiIiIiIiIiInopRUREYPv27QW+b9KkCb7++msTlIiIiIiIqPjMzMyk4bS0NFy+fFlr2s6dO2PTpk2oVKlSSRSNiIiIiIiIiIiIiIiIiIiIjIDB4ERERERERERE9NKzsrKCu7s7Bg8ejOnTp8Pe3t7URSIiIiIiKpIvv/wSPj4+OHDgAEJCQvD48WM8efIEycnJcHJygqurK9q3b4/BgwejS5cupi4uERERERERERERERERERERFRODwYmIiIioSIQQpi4CERERkU4BAQEICAgwdTHoJRAYGIjAwEBTF4OMzN3dndc5RET0QrC0tESfPn3Qp08fUxeFiIiIiIiIiIiIiIiIiIiISkCpDwZXqVQ1jJGvECLSGPkSEREREREREREREREREREREREREREREREREREREREZQqkPBgcQAcDQ3bEIvBjLTkRERERERERERERERERERERERERERERERERERERE/1EvUkC0ytQFICIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiKikvUjB4YeXvTZzB5ERERERERERERERERERERERERERERERERERERERE9MJ4EYLB1xYyvTkAZwBeANz//U4AiAPwh+GKRUREREREREREREREREREREREREREREREREREREREZDylPhhcCDGqqNOqVKr6AGYBeA25AeIWAAKEENkGKh4REREREREREREREREREREREREREREREREREREREZFRmJm6AMYkhLgphBgKYBIAFYBhAH42bamIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIj0e6mDwfMIIZYA+AW5AeFvqFSqwSYuEhERERERERERERERERERERERERERERERERERERERkU7/iWDwf80GIP4dnmbCchAREREREREREREREREREREREREREREREREREREREen1nwkGF0I8BHAZub2DN1epVHVNXCQiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiKt/jPB4P+6pzbc2GSlICIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIi0uO/FgyerjZc1WSlICIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIi0uO/FgxeQ23YwmSlICIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIi0uM/EwyuUqmqAGgNQPz71RMTFoeIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiEin/0QwuEqlMgOwErm9gav+/fqC6UpERERERERERERERERERERERERERERERERERERERESk20sdDK5SqcxVKpUfgDMAeuP/ewW/K4S4brqSERERERERERERERERERERERERERERERERERERERER6WZh6gLoo1KpjhRhMgsATgDqALDC//cGDuQGhH9W/JIREREREREREREREREREREREREREREREREREREREREZz4vQM7gvAJ9CftoDaAjAGrmB4AL/3yv4j0KILSVXfCIi0mX27NlQqVRQqVQICAgwdXGITCYgIEA6FmbPnl1i8zXmMRgUFCTl7e7ubtC8iYiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiP4LSn3P4MWQF/yt+veTBGC6EGKZ6YpEZHr//HDU1EUodSpN6myyeQcEBGDt2rVaf7e0tISjoyOqVauG5s2bY+DAgfDz84O5uXkJlpKIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIhM4UXoGRz4/4BupZ8cAAkAbgPYDGAsgKoMBCeiF01mZiZiY2Nx6dIlrF69Gv369UPDhg0RHBxs6qJREZWmntBN1RP1yy4wMFBar76+vqYujsHkLZNKpUJERISpi0NERERERERERERERERERERERERERERERET0n1DqewYXQrwoAetERMXi7OyMVq1ayb5LT0/Hw4cPERYWJn138+ZNdO7cGUePHkXLli1LuphERERERERERERERERERERERERERERERERERERUQkp9MDgR0X+Ft7c39u/fr/G3e/fuYdq0adi+fTsA4Pnz5xg1ahSuXLkCMzO+M4PoZRAYGIjAwMASn+/s2bON1jO8r68vhBBGyZuIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIjov4ARhEREL4BatWph27Zt6Nu3r/Td9evXceDAAROWioiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIyJweBERC8IlUqFOXPmyL47cuSIiUpDRERERERERERERERERERERERERERERERERERExsZgcCKiF0jTpk1hZ2cnjYeHhyuaLj4+HkuWLIGfnx/c3d1ha2sLR0dHeHp6YsKECThz5oziMqSmpmL37t2YNGkSOnbsiMqVK8Pa2hp2dnaoUaMG+vbti8WLF+PZs2eFXj5jyMrKwpYtW+Dv74+6devC0dERZcqUQc2aNTFkyBBs3boVQgjF+R06dAijR49Gw4YN4eTkBAsLC9jZ2aF69erw9fXFjBkzcOLECWRlZcmm8/X1LRDQv3btWqhUKo2fiIiIAvM21Lp3d3eHSqXC2rVrpe/mzJmjtSy6GHr9KiWEwKlTpzB79mz07NkTbm5usLOzg7W1NapUqYKOHTti5syZiIyMLFL+Dx48wLx589C1a1fUqFEDtra2sLW1RY0aNdCrVy/MmzcPYWFhsmkCAgKgUqkwatQo6btjx45pXa9BQUEap1epVJg9e7bst/j4eFhbW0u/Hzp0SPGynD59WprO0tISjx8/lv0+e/Zs6feAgADZb0FBQRr3g5o1a2pcJl3Tu7u7Ky7zsWPH8O6778Lb2xsuLi6wtrZG1apV0a1bN/zwww+Fql9CQ0Px4Ycfok2bNnBxcYGlpSVsbW1RqVIltGrVCm+//TZ27dqF5ORkxXkSERERERERERERERERERERERERERERERERlRQLUxeguFQqlQOAigDKARAA4gE8EUIkmbRgRERGoFKp4OjoiOfPnwMAEhMT9U6zcuVKTJ8+HXFxcbLv09LSkJSUhJs3b2L58uUYOnQofv75Z5QpU0ZrXps3b8abb76pMWgyIyMDKSkpePDgAf7880/MmTMHgYGB6NevXyGX0nBOnDiBN998Ezdu3CjwW0REBCIiIrBt2zZ888032LZtG2rVqqU1r4SEBLz++us4cOBAgd9SUlKQkpKChw8f4tixY/jyyy8xYcIE/PTTTwZbltK47g25fgvj5s2b6N69Ox4+fKjx95iYGMTExODkyZP45ptvMGPGDMycOVNvYDsAZGZm4tNPP8XixYuRnp5e4PcHDx7gwYMHOHDgAD755BP89ttvGDRoULGXSR9nZ2f07t0bv//+OwBg48aN6Natm6JpN23aJA13794dFStWNEYRDeLBgwd48803sW/fvgK/RUdHIzo6GocPH8a8efOwZs0a9OrVS2teQgh89NFHWLhwIXJycmS/ZWVlIS0tDY8fP0ZwcDCWLVsGT09PhIaGGnyZiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIrjhQwGV6lUHQAEAOgAoI6WNHcAnASwVghxouRKR0RkPEIIJCQkSOMODg4603/wwQdYtGiR7LvatWujWrVqyMjIwPXr15GUlPvujM2bNyMyMhKHDx+GtbW1xvzu3r0rC0auWLEi3N3d4eDggNTUVNy+fRuxsbEAgLi4OAwcOBA7d+5E//79i7K4xfLbb7/B398fGRkZ0neVKlVC7dq1YWlpiTt37iA6OhoA8Pfff6N9+/Y4ceIEPDw8CuQlhEC/fv1w8uRJ6TsbGxvUr18f5cuXR2ZmJp48eYI7d+5IPYLnDz5t1aoVbGxsEBYWhrt37wIAXF1d0ahRI43lt7W1lY0bct37+Pjgn3/+wdWrV6V1ULt2bY3Lro0h129hxcbGygLBHRwc4OHhAScnJ2RnZyMyMlLqWT0zMxOzZs1CcnIy5s+frzPfZ8+eYcCAAThy5Ijs+6pVq8LNzQ2WlpZ49OgR7ty5AyEEhBDS8QMAjRo1Qs+ePREVFYVr164ByA3ibtWqlcb5lStXrlDL7e/vLwWD79ixA8uWLYONjY3OabKysrB161ZZMV0glgABAABJREFUHoVRrlw59OzZEwBkL0Lo1KlTgX0UgNb9WYkbN26gR48esm1rZ2cHLy8v2NvbIyoqCrdu3QKQG/Dfv39//Prrr3jllVc05vfpp5/KtrlKpUKdOnXg6uoKlUqF+Ph43L59GykpKQAKHrNEREREREREREREREREREREREREREREREREpcELFQyuUqkaAvgZQMu8r3Qkr4vcQPFRKpXqAoCxQoirRi4iEZFRXbx4UQpcBICGDRtqTbt8+XJZIPjo0aMxc+ZMuLu7S99lZmZi7dq1mDx5Mp4/f45Tp07h448/xnfffacxT5VKhfbt22PkyJHo06cPXF1dC6Q5efIkpk6dinPnziEnJwdjxozBvXv39AauG9Lly5cxfPhwKVC5Q4cO+Pbbb9G2bVtZuqNHj2L8+PEICwtDTEwMhg0bhtOnT8PCQn563LFjhxQIbmVlhW+//Rbjxo0r0It6WloagoKCsGXLlgIB9d9++y0AYPbs2ZgzZw6A3F6aAwMDFS2TIdf92rVrAQABAQHS8PDhwzF79mxFZTH0+i2KWrVqYezYsRgwYAA8PT0L9Pp99+5dfP7551i3bh0AYOHChXjllVfQrl07rXmOHz9eFgjep08ffPHFF2jSpIksXWJiIn7//XcsW7ZM9v0HH3yADz74AIGBgRg1ahQAwNvbG/v37y/Ookr69u0LR0dHJCYmIikpCXv27MHgwYN1TnPw4EE8efIEAFCmTBkMHDiwUPNUL7/6Ol67dq2sLimuZ8+eoX///lIgePXq1bFgwQIMGjRItr/cuXMH7777Lg4cOIDMzEyMGjUKzZo1g5ubmyy/mJgYLFiwQBofN24cPv/8c1SuXFmWLicnB3///Te2b98ue9kDERERERERERERERERERERERERERERERERUWlhZuoCKKVSqYYDOIfcQPC8aCSh9oGW71T/TnNOpVKNLJnSEhEZnhACn332mey7QYMGaUwbFRWFKVOmSOPfffcdVq9eXSB409LSEmPHjsX+/fulgMslS5ZIvSrnN3nyZJw8eRLjxo3TGIwM5AYGBwUFoU2bNgBye3HOCzguKSNHjkR6ejqA3HUUFBRUIFAZADp37ozTp0+jevXqAIDg4GBs3ry5QLq9e/dKw9OmTcOkSZMKBIIDub2F9+rVC4GBgQV6ZC+u0rTuDb1+C6t58+a4c+cOpk+fjgYNGhQIBAdyezrPe9EBkHv86Nomu3btkpVt8uTJ2LNnT4FAcABwdHTEyJEjcfbsWb3B2IZkY2MjO+Y3bdqkd5qNGzdKwwMHDoSdnZ1RylZcn376KcLCwgAAHh4euHjxIoYMGVLgxQF16tTBn3/+iT59+gDIDcz//PPPC+R38OBBZGZmAsg9LlauXFkgEBwAzMzM0KJFC3z99dcICgoy8FIRERERERERERERERERERERERERERERERERFd8LEQyuUqn6AlgDwPbfrwRyg7xVAJIBXARw+N/PRQBJar/nBYbbAPhZpVL1K9HCExEZwL179/C///0P+/btk74bOnSoxkBVAFi6dClSU1MB5PY+nRcQq02HDh0wfvx4AEB2djZWrFihMZ3SQFIbGxt8+eWX0vju3bsVTWcIBw4cwOXLlwEALi4uWLNmDczNzbWmr1ChAhYuXCiN//TTTwXS5PVWDADt27dXVA5d8yyK0rLujbF+C8vW1hZmZsqaMHPnzoWtbW7zYe/evcjKytKYLq/ndgBo3bq1rFdpXezt7RWlMxR/f39peO/evUhISNCaNiUlBbt27dI4bWkSFxeHn3/+WRpfu3YtKlSooDW9ubk5VqxYASsrKwC5QfGJiYmyNKXhmCUiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIyhFIfDK5SqcoBWA/AHP8fBJ4CYAEAbyGEkxCilRCi+7+fVkIIZwCNAMwH8Bz/HxRuDmDdv3kSEZUqV65cQa9evWSfLl26oG7duqhduzZ27twppe3WrRtWrVqlNa/169dLw5MmTVI0/2HDhknDR44cKcISyLVu3VoaDg4OLnZ+Sqkve0BAAMqWLat3moEDB0o9fQcHB+PZs2ey321sbKThvEDo0syY694Y69eY7O3t4eXlBQBITU3F9evXC6R58OABTp8+LY1/8sknpTYwuHPnzlLP8Onp6di+fbvWtLt27ZLWtYuLC3r06FEiZSysHTt2ICUlBQDQokULtGvXTu80VatWRadOnQAAaWlpsu0HvHjHLBEREREREREREREREREREREREREREREREZE2FqYugALTATji/wPBzwJ4TQjxQNdEQojrAD5SqVRLAPwKoO2/P5X9N88PjVZiIqIiiI+Px4EDB3SmqVOnDmbOnAl/f3+tPSOHh4cjKipKGvfx8VE0/4YNG0rDly5dghACKpVKa/rw8HAcPnwYV65cwZMnT5CcnKy11+WEhASkpKRIAcHGdOLECWnY19dX0TSWlpaoW7cuLl26hOzsbFy+fFnWm3CLFi2kHrbnzJmDypUrY9iwYbC0tDRo2ZUy5bo3xvotjoSEBBw4cAAhISF4+PAhkpKSkJGRIUtz9+5daTgqKgqNGzeW/a6+TLa2tvDz8zNI2YzBzMwMQ4cOlXpb37RpE8aMGaMx7caNG6Xh1157DRYWpbPZV5R9Csitsw4dOgQA+Pvvv2XbrUWLFtLw/v37MW3aNEyfPh3Ozs7FLzARERERERERERERERERERERERERERERERFRCSqdUUFyI5AbCA4AVwB0E0KkKJ1YCPFQpVJ1B3AKgDdyA8pHgMHgRPQCCg8PR2hoqNZAcAC4du2aNGxhYYHBgwcXej4ZGRlISkqCo6Njgd9u3ryJSZMm4eDBgxBCaJhas8TERKMHgycnJyMyMlIa/+qrr7BkyRJF096/f18ajo2Nlf02ZswYzJ8/H8nJyUhNTUVAQACmTJmC3r17w9fXFx07dkTdunUNsxA6mHrdG2v9FkV8fDymT5+OwMBApKenK54uMTGxwHe3bt2Shr29vU0W5K+Uv7+/FAweFBSE6OhoqbfwPE+fPsVff/0lm6a0Uq+z9uzZg6tXryqaLiwsTBrOv0916NABLVq0wIULFwAA8+fPx+LFi9G1a1d06dIFHTt2RPPmzUttD/BEREREREREREREREREREREREREREREREREeUp1MLhKpWoKoOK/owLAhMIEgucRQqSoVKq3kRsQDgAVVCpVMyHE3wYqKhFRsfn4+CAoKEgaz8rKQlRUFC5duoQFCxbg5MmTyMrKwrx585CZmYkFCxZozOfp06eyPPT1Nq5NYmJigWDw48ePw8/PDykpha6KCxWwW1Tqyw4Ap0+fLlI++QOGXV1dsWPHDrz66qtISEgAAMTFxWHDhg3YsGEDAKBatWoYMGAAxo0bV6DnaUMoDeveWOu3sB49egQfHx/cuXOn0NNqWhdxcXHScIUKFYpVtpLQtGlTeHp64saNG8jJycGWLVswZcoUWZqtW7ciMzMTAFCzZk20bdvWFEVVRH2/unnzJm7evFnoPPLvUyqVCtu3b4efnx9CQ0MB5G77vXv3Yu/evQCAsmXLokePHggICECfPn2KsQRERERERERERERERERERERERERERERERERExqO9a9nSwfPfvwLAXSHEmaJm9O+0YWpfeWpLS0RUGlhYWMDNzQ0DBgzA8ePHMW7cOOm3hQsXYt++fRqne/78uUHmn5OTIxtPSkrCq6++KgUjOzg4YNKkSdi7dy/CwsKQnJyMrKwsCCGkT0kz1rIDQLdu3XDr1i189NFHBXphBoCHDx/ixx9/RNOmTTFq1KgiBW1rU1rWvTHXb2GMHj1aCgQ3MzPDkCFDsHnzZly7dg3x8fFIT0+XrQsfHx+d+akHiFtbWxerbCVFvafvTZs2Ffhd/bvS3Cs4YJj9StM+VaNGDYSEhGDJkiXw9vYu8HtSUhJ+++039O3bF23btkV4eHixy0FERERERERERERERERERERERERERERERERkaKW6Z3D8f6/gABBqgPyuA/D4d7j0d/1JRPQvlUqFH3/8EefOncOVK1cAAG+//TZu3boFKysrWVonJydp2N3d3WABjr/88gseP34MAHB2dsa5c+dQp04dremTk5MNMt/CUF92AIiIiICbm5vB8q9YsSLmzZuHefPmITQ0FEFBQTh27BiOHDmC2NhYAIAQAoGBgYiLi8OuXbsMMt/Ssu6NvX6VuHTpEvbv3y+N//rrrxg8eLDOafStD/XlKm6v5SXF398fM2fOhBACFy9exK1bt1CvXj0AQGRkJE6dOiWlHTZsmKmKqYiTk5N0/AQGBmLkyJEGy9vKygrvvPMO3nnnHURHR+Po0aPSMXv37l0p3dmzZ9G5c2eEhITA2dnZYPMnIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiKq7S3jO4evecqQbIL01L3kREpZ6lpSUWL14sjUdERGDZsmUF0lWs+P/v0Xjw4AHS0tIKpCmKgwcPSsOTJk3SGYwMAFFRUQaZb2G4uLjAzOz/T215vUcbQ4MGDfD222/j119/RUxMDPbu3SvrfXj37t04ceKEQeZVWtZ9Sa5fbdTXha+vr95AcACIjo7W+XvlypWlYVMsU1G4u7ujXbt20rh6T+CbNm2Seodv1qwZPD09S7x8haFeZxlz/bu6usLf3x8rV65EWFgYQkJCMGjQIOn3+/fvY+nSpUabPxEREREREREREREREREREREREREREREREVFRlPZg8Cdqw9UNkF81teFYA+RHRFSifHx80K1bN2n866+/Rmqq/F0ZLVu2lAJ2s7OzcezYMYPMOzIyUhpu0aKF3vRnzpwxyHwLw9raGk2aNJHGDx8+XCLzNTc3h5+fHw4fPgwXFxfp+7/++qtAWvVg6ryAXX2Mte4LWxZTrV91hV0X4eHhiImJ0ZmmdevW0vD9+/dl8yiKomzjovD395eGN2/eLA1v3LhRY5riUqlU0rAhl6tNmzbScEnuU02aNMFvv/2Gzp07S99pOmaJiIiIiIj+j737Do+iatg4/ExIg5AQamgi0rvSVECkSZMmSBNQQDAKFop+IEXFhkqVIggoTYpgAVGRTkSqgID03ntoCZCQNt8fIfPupm7qrvq7r4vLKWfOOTN7Znd4eZ85AAAAAAAAAAAAAAAAAAA4k6uHweOmNjUk1TQMI29aKzIMI4+kx2w2Zf2UtQCQAd555x1r+fLly5o+fbrdfn9/fz366KPW+pd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      "text/plain": [
       "<Figure size 4800x2400 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Find the top 5 business activities for each year\n",
    "top_activities = df.loc[(df['Registration_Year']>=1990) & (df['Registration_Year'] <= 2020)].groupby('Registration_Year')['PRINCIPAL_BUSINESS_ACTIVITY_AS_PER_CIN'].apply(lambda x: x.value_counts().nlargest(5).index.tolist())\n",
    "\n",
    "# Filter the dataframe to include only the top activities\n",
    "df_top_activities = df[df.apply(lambda x: x['Registration_Year'] in top_activities.index and x['PRINCIPAL_BUSINESS_ACTIVITY_AS_PER_CIN'] in top_activities.loc[x['Registration_Year']], axis=1)]\n",
    "\n",
    "plt.figure(figsize=(16, 8),dpi=300)\n",
    "sns.countplot(x='Registration_Year', hue='PRINCIPAL_BUSINESS_ACTIVITY_AS_PER_CIN', data=df_top_activities, palette='Set1')\n",
    "plt.title('Top 5 Principal Business Activities Over Time')\n",
    "plt.xlabel('Registration Year')\n",
    "plt.ylabel('Count')\n",
    "plt.xticks(rotation=90)\n",
    "plt.legend(title='Principal Business Activity', fontsize='small')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "f9788d9f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Top 5 PRINCIPAL_BUSINESS_ACTIVITY_AS_PER_CIN from 2013 to 2020:\n",
      "Other business activities                                                                         21968\n",
      "Computer and related activities                                                                   15397\n",
      "Construction                                                                                       3203\n",
      "Other community, social and personal service activities                                            2439\n",
      "Retail trade, except of motor vehicles and motorcycles; repair of personal and household goods     2196\n",
      "Name: PRINCIPAL_BUSINESS_ACTIVITY_AS_PER_CIN, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "# Filter companies registered between 2013 and 2020\n",
    "filtered_df = df[(df['Registration_Year'] >= 2013) & (df['Registration_Year'] <= 2020)]\n",
    "\n",
    "# Get the top 5 business activities\n",
    "top_business_activities = filtered_df['PRINCIPAL_BUSINESS_ACTIVITY_AS_PER_CIN'].value_counts().head(5)\n",
    "\n",
    "# Print the result\n",
    "print(\"Top 5 PRINCIPAL_BUSINESS_ACTIVITY_AS_PER_CIN from 2013 to 2020:\")\n",
    "print(top_business_activities)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "192b0d19",
   "metadata": {},
   "source": [
    "# Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "6baaf1f1",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\ritti\\anaconda3\\lib\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:471: ValueWarning: No frequency information was provided, so inferred frequency AS-JAN will be used.\n",
      "  self._init_dates(dates, freq)\n",
      "C:\\Users\\ritti\\anaconda3\\lib\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:471: ValueWarning: No frequency information was provided, so inferred frequency AS-JAN will be used.\n",
      "  self._init_dates(dates, freq)\n",
      "C:\\Users\\ritti\\anaconda3\\lib\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:471: ValueWarning: No frequency information was provided, so inferred frequency AS-JAN will be used.\n",
      "  self._init_dates(dates, freq)\n",
      "C:\\Users\\ritti\\anaconda3\\lib\\site-packages\\statsmodels\\tsa\\statespace\\sarimax.py:966: UserWarning: Non-stationary starting autoregressive parameters found. Using zeros as starting parameters.\n",
      "  warn('Non-stationary starting autoregressive parameters'\n",
      "C:\\Users\\ritti\\anaconda3\\lib\\site-packages\\statsmodels\\tsa\\statespace\\sarimax.py:978: UserWarning: Non-invertible starting MA parameters found. Using zeros as starting parameters.\n",
      "  warn('Non-invertible starting MA parameters found.'\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Forecasted registrations for Other business activities for 2021-2025:\n",
      "2021-01-01    2420.205697\n",
      "2022-01-01    2449.548791\n",
      "2023-01-01    2454.519858\n",
      "2024-01-01    2455.362016\n",
      "2025-01-01    2455.504687\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    2893.980340\n",
      "2022-01-01    2893.897497\n",
      "2023-01-01    2893.904497\n",
      "2024-01-01    2893.903906\n",
      "2025-01-01    2893.903956\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 Construction for 2021-2025:\n",
      "2021-01-01    460.024596\n",
      "2022-01-01    454.497084\n",
      "2023-01-01    453.442625\n",
      "2024-01-01    453.241470\n",
      "2025-01-01    453.203097\n",
      "Freq: AS-JAN, Name: predicted_mean, dtype: float64\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\ritti\\anaconda3\\lib\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:471: ValueWarning: No frequency information was provided, so inferred frequency AS-JAN will be used.\n",
      "  self._init_dates(dates, freq)\n",
      "C:\\Users\\ritti\\anaconda3\\lib\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:471: ValueWarning: No frequency information was provided, so inferred frequency AS-JAN will be used.\n",
      "  self._init_dates(dates, freq)\n",
      "C:\\Users\\ritti\\anaconda3\\lib\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:471: ValueWarning: No frequency information was provided, so inferred frequency AS-JAN will be used.\n",
      "  self._init_dates(dates, freq)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Forecasted registrations for Other community, social and personal service activities for 2021-2025:\n",
      "2021-01-01    257.933757\n",
      "2022-01-01    245.333475\n",
      "2023-01-01    243.807840\n",
      "2024-01-01    243.623117\n",
      "2025-01-01    243.600751\n",
      "Freq: AS-JAN, Name: predicted_mean, dtype: float64\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\ritti\\anaconda3\\lib\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:471: ValueWarning: No frequency information was provided, so inferred frequency AS-JAN will be used.\n",
      "  self._init_dates(dates, freq)\n",
      "C:\\Users\\ritti\\anaconda3\\lib\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:471: ValueWarning: No frequency information was provided, so inferred frequency AS-JAN will be used.\n",
      "  self._init_dates(dates, freq)\n",
      "C:\\Users\\ritti\\anaconda3\\lib\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:471: ValueWarning: No frequency information was provided, so inferred frequency AS-JAN will be used.\n",
      "  self._init_dates(dates, freq)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Forecasted registrations for Retail trade, except of motor vehicles and motorcycles; repair of personal and household goods for 2021-2025:\n",
      "2021-01-01    432.628166\n",
      "2022-01-01    427.012406\n",
      "2023-01-01    432.615788\n",
      "2024-01-01    427.024757\n",
      "2025-01-01    432.603464\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",
    "    'Other community, social and personal service activities',\n",
    "    'Retail trade, except of motor vehicles and motorcycles; repair of personal and household goods'\n",
    "]\n",
    "\n",
    "# Loop through each category for forecasting\n",
    "for category_to_forecast in top_categories:\n",
    "    # Filter data for the specific category and the specified time range\n",
    "    category_df = df[(df['PRINCIPAL_BUSINESS_ACTIVITY_AS_PER_CIN'] == category_to_forecast) & \n",
    "                     (df['Registration_Year'] >= 2013) & (df['Registration_Year'] <= 2020)]\n",
    "\n",
    "    # Extract relevant features and target variable\n",
    "    X = category_df[['Registration_Year']]\n",
    "    y = category_df.groupby('Registration_Year').size()\n",
    "\n",
    "    # Convert 'Registration_Year' to DateTime format\n",
    "    y.index = pd.to_datetime(y.index, format='%Y')\n",
    "\n",
    "    # Fit ARIMA model\n",
    "    model = ARIMA(y, order=(1, 1, 1))  # Adjust order as needed\n",
    "    fit_model = model.fit()\n",
    "\n",
    "    # Forecast registrations for the next 5 years (2021-2025)\n",
    "    forecast_steps = 5\n",
    "    forecast_values = fit_model.forecast(steps=forecast_steps)\n",
    "\n",
    "    # Plot the forecast\n",
    "    plt.figure(figsize=(16, 6))\n",
    "    plt.plot(y.index.year, y.values, marker='o', label='Historical Data')\n",
    "    plt.plot(range(y.index.year.max() + 1, y.index.year.max() + 1 + forecast_steps), forecast_values, marker='o', label='Forecast')\n",
    "    plt.title(f'Forecast of {category_to_forecast} registrations (2021-2025)')\n",
    "    plt.xticks(np.arange(2013, 2026, 1))\n",
    "    plt.xlabel('Year')\n",
    "    plt.ylabel('Count of Registrations')\n",
    "    plt.legend()\n",
    "    plt.show()\n",
    "\n",
    "    # Display the forecasted values\n",
    "    print(f\"Forecasted registrations for {category_to_forecast} for 2021-2025:\")\n",
    "    print(forecast_values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9fd5d426",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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