{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "id": "2tDuJALC9Nyz"
   },
   "outputs": [],
   "source": [
    "import yfinance as yf\n",
    "# import numpy_financial as npf\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "# Specify the ticker symbol\n",
    "ticker = \"ITC.NS\"\n",
    "\n",
    "# Get the income statement data\n",
    "income_statement = yf.Ticker(ticker).financials\n",
    "\n",
    "# Get the last 5 quarters of data\n",
    "last_5_quarters = income_statement.iloc[:, -6:]\n",
    "\n",
    "# print(last_5_quarters)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "collapsed": true,
    "id": "2FZWPRFM9Zwv",
    "outputId": "a3ef8fc7-4616-4687-bb60-c9f847294df3"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>2024-03-31</th>\n",
       "      <th>2023-03-31</th>\n",
       "      <th>2022-03-31</th>\n",
       "      <th>2021-03-31</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Tax Effect Of Unusual Items</th>\n",
       "      <td>2093461821.496632</td>\n",
       "      <td>802467131.157409</td>\n",
       "      <td>1569449273.232477</td>\n",
       "      <td>2905550654.999925</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tax Rate For Calcs</th>\n",
       "      <td>0.235392</td>\n",
       "      <td>0.248442</td>\n",
       "      <td>0.252518</td>\n",
       "      <td>0.253944</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Normalized EBITDA</th>\n",
       "      <td>281128800000.0</td>\n",
       "      <td>274443300000.0</td>\n",
       "      <td>218907200000.0</td>\n",
       "      <td>184841700000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Total Unusual Items</th>\n",
       "      <td>8893500000.0</td>\n",
       "      <td>3230000000.0</td>\n",
       "      <td>6215200000.0</td>\n",
       "      <td>11441700000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Total Unusual Items Excluding Goodwill</th>\n",
       "      <td>8893500000.0</td>\n",
       "      <td>3230000000.0</td>\n",
       "      <td>6215200000.0</td>\n",
       "      <td>11441700000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Net Income From Continuing Operation Net Minority Interest</th>\n",
       "      <td>204587800000.0</td>\n",
       "      <td>191916600000.0</td>\n",
       "      <td>152426600000.0</td>\n",
       "      <td>131611900000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Reconciled Depreciation</th>\n",
       "      <td>18163900000.0</td>\n",
       "      <td>18090100000.0</td>\n",
       "      <td>17324100000.0</td>\n",
       "      <td>16455900000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Reconciled Cost Of Revenue</th>\n",
       "      <td>277003100000.0</td>\n",
       "      <td>294605200000.0</td>\n",
       "      <td>267464400000.0</td>\n",
       "      <td>204051500000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EBITDA</th>\n",
       "      <td>290022300000.0</td>\n",
       "      <td>277673300000.0</td>\n",
       "      <td>225122400000.0</td>\n",
       "      <td>196283400000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EBIT</th>\n",
       "      <td>271858400000.0</td>\n",
       "      <td>259583200000.0</td>\n",
       "      <td>207798300000.0</td>\n",
       "      <td>179827500000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Net Interest Income</th>\n",
       "      <td>16304500000.0</td>\n",
       "      <td>14562300000.0</td>\n",
       "      <td>10226400000.0</td>\n",
       "      <td>12399400000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Interest Expense</th>\n",
       "      <td>459600000.0</td>\n",
       "      <td>432000000.0</td>\n",
       "      <td>393600000.0</td>\n",
       "      <td>445800000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Interest Income</th>\n",
       "      <td>17105100000.0</td>\n",
       "      <td>15340000000.0</td>\n",
       "      <td>10826300000.0</td>\n",
       "      <td>12979100000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Normalized Income</th>\n",
       "      <td>197787761821.496643</td>\n",
       "      <td>189489067131.15741</td>\n",
       "      <td>147780849273.232483</td>\n",
       "      <td>123075750654.999924</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Net Income From Continuing And Discontinued Operation</th>\n",
       "      <td>204587800000.0</td>\n",
       "      <td>191916600000.0</td>\n",
       "      <td>152426600000.0</td>\n",
       "      <td>131611900000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Total Expenses</th>\n",
       "      <td>458972300000.0</td>\n",
       "      <td>463485200000.0</td>\n",
       "      <td>411859100000.0</td>\n",
       "      <td>335216700000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Rent Expense Supplemental</th>\n",
       "      <td>3052900000.0</td>\n",
       "      <td>2664600000.0</td>\n",
       "      <td>2137700000.0</td>\n",
       "      <td>2328500000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Diluted Average Shares</th>\n",
       "      <td>12489150656.0</td>\n",
       "      <td>12414327109.0</td>\n",
       "      <td>12322019118.0</td>\n",
       "      <td>12302481408.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Basic Average Shares</th>\n",
       "      <td>12461058425.0</td>\n",
       "      <td>12381512709.0</td>\n",
       "      <td>12316571748.0</td>\n",
       "      <td>12301207984.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Diluted EPS</th>\n",
       "      <td>16.38</td>\n",
       "      <td>15.46</td>\n",
       "      <td>12.37</td>\n",
       "      <td>10.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Basic EPS</th>\n",
       "      <td>16.42</td>\n",
       "      <td>15.5</td>\n",
       "      <td>12.37</td>\n",
       "      <td>10.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Diluted NI Availto Com Stockholders</th>\n",
       "      <td>204587800000.0</td>\n",
       "      <td>191916600000.0</td>\n",
       "      <td>152426600000.0</td>\n",
       "      <td>131611900000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Net Income Common Stockholders</th>\n",
       "      <td>204587800000.0</td>\n",
       "      <td>191916600000.0</td>\n",
       "      <td>152426600000.0</td>\n",
       "      <td>131611900000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Otherunder Preferred Stock Dividend</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Net Income</th>\n",
       "      <td>204587800000.0</td>\n",
       "      <td>191916600000.0</td>\n",
       "      <td>152426600000.0</td>\n",
       "      <td>131611900000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Minority Interests</th>\n",
       "      <td>-2925800000.0</td>\n",
       "      <td>-2850600000.0</td>\n",
       "      <td>-2604700000.0</td>\n",
       "      <td>-2216900000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Net Income Including Noncontrolling Interests</th>\n",
       "      <td>207513600000.0</td>\n",
       "      <td>194767200000.0</td>\n",
       "      <td>155031300000.0</td>\n",
       "      <td>133828800000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Net Income Continuous Operations</th>\n",
       "      <td>207513600000.0</td>\n",
       "      <td>194767200000.0</td>\n",
       "      <td>155031300000.0</td>\n",
       "      <td>133828800000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tax Provision</th>\n",
       "      <td>63885200000.0</td>\n",
       "      <td>64384000000.0</td>\n",
       "      <td>52373400000.0</td>\n",
       "      <td>45552900000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pretax Income</th>\n",
       "      <td>271398800000.0</td>\n",
       "      <td>259151200000.0</td>\n",
       "      <td>207404700000.0</td>\n",
       "      <td>179381700000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Other Non Operating Income Expenses</th>\n",
       "      <td>1552900000.0</td>\n",
       "      <td>1531300000.0</td>\n",
       "      <td>1311600000.0</td>\n",
       "      <td>1309300000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Special Income Charges</th>\n",
       "      <td>560100000.0</td>\n",
       "      <td>652400000.0</td>\n",
       "      <td>511800000.0</td>\n",
       "      <td>-559700000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Other Special Charges</th>\n",
       "      <td>-560700000.0</td>\n",
       "      <td>-666600000.0</td>\n",
       "      <td>-511800000.0</td>\n",
       "      <td>606400000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Write Off</th>\n",
       "      <td>600000.0</td>\n",
       "      <td>14200000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-46700000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Net Non Operating Interest Income Expense</th>\n",
       "      <td>16304500000.0</td>\n",
       "      <td>14562300000.0</td>\n",
       "      <td>10226400000.0</td>\n",
       "      <td>12399400000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Total Other Finance Cost</th>\n",
       "      <td>341000000.0</td>\n",
       "      <td>345700000.0</td>\n",
       "      <td>206300000.0</td>\n",
       "      <td>133900000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Interest Expense Non Operating</th>\n",
       "      <td>459600000.0</td>\n",
       "      <td>432000000.0</td>\n",
       "      <td>393600000.0</td>\n",
       "      <td>445800000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Interest Income Non Operating</th>\n",
       "      <td>17105100000.0</td>\n",
       "      <td>15340000000.0</td>\n",
       "      <td>10826300000.0</td>\n",
       "      <td>12979100000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Operating Income</th>\n",
       "      <td>244182600000.0</td>\n",
       "      <td>238967000000.0</td>\n",
       "      <td>188954500000.0</td>\n",
       "      <td>154311400000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Operating Expense</th>\n",
       "      <td>181969200000.0</td>\n",
       "      <td>168880000000.0</td>\n",
       "      <td>144394700000.0</td>\n",
       "      <td>131165200000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Other Operating Expenses</th>\n",
       "      <td>77754500000.0</td>\n",
       "      <td>74181700000.0</td>\n",
       "      <td>62242100000.0</td>\n",
       "      <td>52189600000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Depreciation And Amortization In Income Statement</th>\n",
       "      <td>18163900000.0</td>\n",
       "      <td>18090100000.0</td>\n",
       "      <td>17324100000.0</td>\n",
       "      <td>16455900000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Depreciation Income Statement</th>\n",
       "      <td>18163900000.0</td>\n",
       "      <td>18090100000.0</td>\n",
       "      <td>17324100000.0</td>\n",
       "      <td>16455900000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Research And Development</th>\n",
       "      <td>2421500000.0</td>\n",
       "      <td>2047200000.0</td>\n",
       "      <td>1992400000.0</td>\n",
       "      <td>1684700000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Selling General And Administration</th>\n",
       "      <td>24888000000.0</td>\n",
       "      <td>21450500000.0</td>\n",
       "      <td>17660200000.0</td>\n",
       "      <td>17072900000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Selling And Marketing Expense</th>\n",
       "      <td>15462500000.0</td>\n",
       "      <td>12710100000.0</td>\n",
       "      <td>10677000000.0</td>\n",
       "      <td>11366200000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>General And Administrative Expense</th>\n",
       "      <td>9425500000.0</td>\n",
       "      <td>8740400000.0</td>\n",
       "      <td>6983200000.0</td>\n",
       "      <td>5706700000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Rent And Landing Fees</th>\n",
       "      <td>3052900000.0</td>\n",
       "      <td>2664600000.0</td>\n",
       "      <td>2137700000.0</td>\n",
       "      <td>2328500000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Gross Profit</th>\n",
       "      <td>426151800000.0</td>\n",
       "      <td>407847000000.0</td>\n",
       "      <td>333349200000.0</td>\n",
       "      <td>285476600000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cost Of Revenue</th>\n",
       "      <td>277003100000.0</td>\n",
       "      <td>294605200000.0</td>\n",
       "      <td>267464400000.0</td>\n",
       "      <td>204051500000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Total Revenue</th>\n",
       "      <td>703154900000.0</td>\n",
       "      <td>702452200000.0</td>\n",
       "      <td>600813600000.0</td>\n",
       "      <td>489528100000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Operating Revenue</th>\n",
       "      <td>703154900000.0</td>\n",
       "      <td>702452200000.0</td>\n",
       "      <td>600813600000.0</td>\n",
       "      <td>489528100000.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                             2024-03-31  \\\n",
       "Tax Effect Of Unusual Items                           2093461821.496632   \n",
       "Tax Rate For Calcs                                             0.235392   \n",
       "Normalized EBITDA                                        281128800000.0   \n",
       "Total Unusual Items                                        8893500000.0   \n",
       "Total Unusual Items Excluding Goodwill                     8893500000.0   \n",
       "Net Income From Continuing Operation Net Minori...       204587800000.0   \n",
       "Reconciled Depreciation                                   18163900000.0   \n",
       "Reconciled Cost Of Revenue                               277003100000.0   \n",
       "EBITDA                                                   290022300000.0   \n",
       "EBIT                                                     271858400000.0   \n",
       "Net Interest Income                                       16304500000.0   \n",
       "Interest Expense                                            459600000.0   \n",
       "Interest Income                                           17105100000.0   \n",
       "Normalized Income                                   197787761821.496643   \n",
       "Net Income From Continuing And Discontinued Ope...       204587800000.0   \n",
       "Total Expenses                                           458972300000.0   \n",
       "Rent Expense Supplemental                                  3052900000.0   \n",
       "Diluted Average Shares                                    12489150656.0   \n",
       "Basic Average Shares                                      12461058425.0   \n",
       "Diluted EPS                                                       16.38   \n",
       "Basic EPS                                                         16.42   \n",
       "Diluted NI Availto Com Stockholders                      204587800000.0   \n",
       "Net Income Common Stockholders                           204587800000.0   \n",
       "Otherunder Preferred Stock Dividend                                 0.0   \n",
       "Net Income                                               204587800000.0   \n",
       "Minority Interests                                        -2925800000.0   \n",
       "Net Income Including Noncontrolling Interests            207513600000.0   \n",
       "Net Income Continuous Operations                         207513600000.0   \n",
       "Tax Provision                                             63885200000.0   \n",
       "Pretax Income                                            271398800000.0   \n",
       "Other Non Operating Income Expenses                        1552900000.0   \n",
       "Special Income Charges                                      560100000.0   \n",
       "Other Special Charges                                      -560700000.0   \n",
       "Write Off                                                      600000.0   \n",
       "Net Non Operating Interest Income Expense                 16304500000.0   \n",
       "Total Other Finance Cost                                    341000000.0   \n",
       "Interest Expense Non Operating                              459600000.0   \n",
       "Interest Income Non Operating                             17105100000.0   \n",
       "Operating Income                                         244182600000.0   \n",
       "Operating Expense                                        181969200000.0   \n",
       "Other Operating Expenses                                  77754500000.0   \n",
       "Depreciation And Amortization In Income Statement         18163900000.0   \n",
       "Depreciation Income Statement                             18163900000.0   \n",
       "Research And Development                                   2421500000.0   \n",
       "Selling General And Administration                        24888000000.0   \n",
       "Selling And Marketing Expense                             15462500000.0   \n",
       "General And Administrative Expense                         9425500000.0   \n",
       "Rent And Landing Fees                                      3052900000.0   \n",
       "Gross Profit                                             426151800000.0   \n",
       "Cost Of Revenue                                          277003100000.0   \n",
       "Total Revenue                                            703154900000.0   \n",
       "Operating Revenue                                        703154900000.0   \n",
       "\n",
       "                                                            2023-03-31  \\\n",
       "Tax Effect Of Unusual Items                           802467131.157409   \n",
       "Tax Rate For Calcs                                            0.248442   \n",
       "Normalized EBITDA                                       274443300000.0   \n",
       "Total Unusual Items                                       3230000000.0   \n",
       "Total Unusual Items Excluding Goodwill                    3230000000.0   \n",
       "Net Income From Continuing Operation Net Minori...      191916600000.0   \n",
       "Reconciled Depreciation                                  18090100000.0   \n",
       "Reconciled Cost Of Revenue                              294605200000.0   \n",
       "EBITDA                                                  277673300000.0   \n",
       "EBIT                                                    259583200000.0   \n",
       "Net Interest Income                                      14562300000.0   \n",
       "Interest Expense                                           432000000.0   \n",
       "Interest Income                                          15340000000.0   \n",
       "Normalized Income                                   189489067131.15741   \n",
       "Net Income From Continuing And Discontinued Ope...      191916600000.0   \n",
       "Total Expenses                                          463485200000.0   \n",
       "Rent Expense Supplemental                                 2664600000.0   \n",
       "Diluted Average Shares                                   12414327109.0   \n",
       "Basic Average Shares                                     12381512709.0   \n",
       "Diluted EPS                                                      15.46   \n",
       "Basic EPS                                                         15.5   \n",
       "Diluted NI Availto Com Stockholders                     191916600000.0   \n",
       "Net Income Common Stockholders                          191916600000.0   \n",
       "Otherunder Preferred Stock Dividend                                0.0   \n",
       "Net Income                                              191916600000.0   \n",
       "Minority Interests                                       -2850600000.0   \n",
       "Net Income Including Noncontrolling Interests           194767200000.0   \n",
       "Net Income Continuous Operations                        194767200000.0   \n",
       "Tax Provision                                            64384000000.0   \n",
       "Pretax Income                                           259151200000.0   \n",
       "Other Non Operating Income Expenses                       1531300000.0   \n",
       "Special Income Charges                                     652400000.0   \n",
       "Other Special Charges                                     -666600000.0   \n",
       "Write Off                                                   14200000.0   \n",
       "Net Non Operating Interest Income Expense                14562300000.0   \n",
       "Total Other Finance Cost                                   345700000.0   \n",
       "Interest Expense Non Operating                             432000000.0   \n",
       "Interest Income Non Operating                            15340000000.0   \n",
       "Operating Income                                        238967000000.0   \n",
       "Operating Expense                                       168880000000.0   \n",
       "Other Operating Expenses                                 74181700000.0   \n",
       "Depreciation And Amortization In Income Statement        18090100000.0   \n",
       "Depreciation Income Statement                            18090100000.0   \n",
       "Research And Development                                  2047200000.0   \n",
       "Selling General And Administration                       21450500000.0   \n",
       "Selling And Marketing Expense                            12710100000.0   \n",
       "General And Administrative Expense                        8740400000.0   \n",
       "Rent And Landing Fees                                     2664600000.0   \n",
       "Gross Profit                                            407847000000.0   \n",
       "Cost Of Revenue                                         294605200000.0   \n",
       "Total Revenue                                           702452200000.0   \n",
       "Operating Revenue                                       702452200000.0   \n",
       "\n",
       "                                                             2022-03-31  \\\n",
       "Tax Effect Of Unusual Items                           1569449273.232477   \n",
       "Tax Rate For Calcs                                             0.252518   \n",
       "Normalized EBITDA                                        218907200000.0   \n",
       "Total Unusual Items                                        6215200000.0   \n",
       "Total Unusual Items Excluding Goodwill                     6215200000.0   \n",
       "Net Income From Continuing Operation Net Minori...       152426600000.0   \n",
       "Reconciled Depreciation                                   17324100000.0   \n",
       "Reconciled Cost Of Revenue                               267464400000.0   \n",
       "EBITDA                                                   225122400000.0   \n",
       "EBIT                                                     207798300000.0   \n",
       "Net Interest Income                                       10226400000.0   \n",
       "Interest Expense                                            393600000.0   \n",
       "Interest Income                                           10826300000.0   \n",
       "Normalized Income                                   147780849273.232483   \n",
       "Net Income From Continuing And Discontinued Ope...       152426600000.0   \n",
       "Total Expenses                                           411859100000.0   \n",
       "Rent Expense Supplemental                                  2137700000.0   \n",
       "Diluted Average Shares                                    12322019118.0   \n",
       "Basic Average Shares                                      12316571748.0   \n",
       "Diluted EPS                                                       12.37   \n",
       "Basic EPS                                                         12.37   \n",
       "Diluted NI Availto Com Stockholders                      152426600000.0   \n",
       "Net Income Common Stockholders                           152426600000.0   \n",
       "Otherunder Preferred Stock Dividend                                 0.0   \n",
       "Net Income                                               152426600000.0   \n",
       "Minority Interests                                        -2604700000.0   \n",
       "Net Income Including Noncontrolling Interests            155031300000.0   \n",
       "Net Income Continuous Operations                         155031300000.0   \n",
       "Tax Provision                                             52373400000.0   \n",
       "Pretax Income                                            207404700000.0   \n",
       "Other Non Operating Income Expenses                        1311600000.0   \n",
       "Special Income Charges                                      511800000.0   \n",
       "Other Special Charges                                      -511800000.0   \n",
       "Write Off                                                           0.0   \n",
       "Net Non Operating Interest Income Expense                 10226400000.0   \n",
       "Total Other Finance Cost                                    206300000.0   \n",
       "Interest Expense Non Operating                              393600000.0   \n",
       "Interest Income Non Operating                             10826300000.0   \n",
       "Operating Income                                         188954500000.0   \n",
       "Operating Expense                                        144394700000.0   \n",
       "Other Operating Expenses                                  62242100000.0   \n",
       "Depreciation And Amortization In Income Statement         17324100000.0   \n",
       "Depreciation Income Statement                             17324100000.0   \n",
       "Research And Development                                   1992400000.0   \n",
       "Selling General And Administration                        17660200000.0   \n",
       "Selling And Marketing Expense                             10677000000.0   \n",
       "General And Administrative Expense                         6983200000.0   \n",
       "Rent And Landing Fees                                      2137700000.0   \n",
       "Gross Profit                                             333349200000.0   \n",
       "Cost Of Revenue                                          267464400000.0   \n",
       "Total Revenue                                            600813600000.0   \n",
       "Operating Revenue                                        600813600000.0   \n",
       "\n",
       "                                                             2021-03-31  \n",
       "Tax Effect Of Unusual Items                           2905550654.999925  \n",
       "Tax Rate For Calcs                                             0.253944  \n",
       "Normalized EBITDA                                        184841700000.0  \n",
       "Total Unusual Items                                       11441700000.0  \n",
       "Total Unusual Items Excluding Goodwill                    11441700000.0  \n",
       "Net Income From Continuing Operation Net Minori...       131611900000.0  \n",
       "Reconciled Depreciation                                   16455900000.0  \n",
       "Reconciled Cost Of Revenue                               204051500000.0  \n",
       "EBITDA                                                   196283400000.0  \n",
       "EBIT                                                     179827500000.0  \n",
       "Net Interest Income                                       12399400000.0  \n",
       "Interest Expense                                            445800000.0  \n",
       "Interest Income                                           12979100000.0  \n",
       "Normalized Income                                   123075750654.999924  \n",
       "Net Income From Continuing And Discontinued Ope...       131611900000.0  \n",
       "Total Expenses                                           335216700000.0  \n",
       "Rent Expense Supplemental                                  2328500000.0  \n",
       "Diluted Average Shares                                    12302481408.0  \n",
       "Basic Average Shares                                      12301207984.0  \n",
       "Diluted EPS                                                        10.7  \n",
       "Basic EPS                                                          10.7  \n",
       "Diluted NI Availto Com Stockholders                      131611900000.0  \n",
       "Net Income Common Stockholders                           131611900000.0  \n",
       "Otherunder Preferred Stock Dividend                                 0.0  \n",
       "Net Income                                               131611900000.0  \n",
       "Minority Interests                                        -2216900000.0  \n",
       "Net Income Including Noncontrolling Interests            133828800000.0  \n",
       "Net Income Continuous Operations                         133828800000.0  \n",
       "Tax Provision                                             45552900000.0  \n",
       "Pretax Income                                            179381700000.0  \n",
       "Other Non Operating Income Expenses                        1309300000.0  \n",
       "Special Income Charges                                     -559700000.0  \n",
       "Other Special Charges                                       606400000.0  \n",
       "Write Off                                                   -46700000.0  \n",
       "Net Non Operating Interest Income Expense                 12399400000.0  \n",
       "Total Other Finance Cost                                    133900000.0  \n",
       "Interest Expense Non Operating                              445800000.0  \n",
       "Interest Income Non Operating                             12979100000.0  \n",
       "Operating Income                                         154311400000.0  \n",
       "Operating Expense                                        131165200000.0  \n",
       "Other Operating Expenses                                  52189600000.0  \n",
       "Depreciation And Amortization In Income Statement         16455900000.0  \n",
       "Depreciation Income Statement                             16455900000.0  \n",
       "Research And Development                                   1684700000.0  \n",
       "Selling General And Administration                        17072900000.0  \n",
       "Selling And Marketing Expense                             11366200000.0  \n",
       "General And Administrative Expense                         5706700000.0  \n",
       "Rent And Landing Fees                                      2328500000.0  \n",
       "Gross Profit                                             285476600000.0  \n",
       "Cost Of Revenue                                          204051500000.0  \n",
       "Total Revenue                                            489528100000.0  \n",
       "Operating Revenue                                        489528100000.0  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "last_5_quarters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 363
    },
    "id": "JJP0ZMYSzppf",
    "outputId": "8550fbb9-d375-4950-bd2f-7b38b2ebeef9"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Tax Rate For Calcs</th>\n",
       "      <th>Total Unusual Items</th>\n",
       "      <th>Total Unusual Items Excluding Goodwill</th>\n",
       "      <th>Reconciled Depreciation</th>\n",
       "      <th>Reconciled Cost Of Revenue</th>\n",
       "      <th>EBITDA</th>\n",
       "      <th>EBIT</th>\n",
       "      <th>Net Interest Income</th>\n",
       "      <th>Interest Expense</th>\n",
       "      <th>Interest Income</th>\n",
       "      <th>...</th>\n",
       "      <th>Depreciation And Amortization In Income Statement</th>\n",
       "      <th>Depreciation Income Statement</th>\n",
       "      <th>Research And Development</th>\n",
       "      <th>Selling General And Administration</th>\n",
       "      <th>Selling And Marketing Expense</th>\n",
       "      <th>General And Administrative Expense</th>\n",
       "      <th>Rent And Landing Fees</th>\n",
       "      <th>Gross Profit</th>\n",
       "      <th>Cost Of Revenue</th>\n",
       "      <th>Total Revenue</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2024-03-31</th>\n",
       "      <td>0.235392</td>\n",
       "      <td>8893500000.0</td>\n",
       "      <td>8893500000.0</td>\n",
       "      <td>18163900000.0</td>\n",
       "      <td>277003100000.0</td>\n",
       "      <td>290022300000.0</td>\n",
       "      <td>271858400000.0</td>\n",
       "      <td>16304500000.0</td>\n",
       "      <td>459600000.0</td>\n",
       "      <td>17105100000.0</td>\n",
       "      <td>...</td>\n",
       "      <td>18163900000.0</td>\n",
       "      <td>18163900000.0</td>\n",
       "      <td>2421500000.0</td>\n",
       "      <td>24888000000.0</td>\n",
       "      <td>15462500000.0</td>\n",
       "      <td>9425500000.0</td>\n",
       "      <td>3052900000.0</td>\n",
       "      <td>426151800000.0</td>\n",
       "      <td>277003100000.0</td>\n",
       "      <td>703154900000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-03-31</th>\n",
       "      <td>0.248442</td>\n",
       "      <td>3230000000.0</td>\n",
       "      <td>3230000000.0</td>\n",
       "      <td>18090100000.0</td>\n",
       "      <td>294605200000.0</td>\n",
       "      <td>277673300000.0</td>\n",
       "      <td>259583200000.0</td>\n",
       "      <td>14562300000.0</td>\n",
       "      <td>432000000.0</td>\n",
       "      <td>15340000000.0</td>\n",
       "      <td>...</td>\n",
       "      <td>18090100000.0</td>\n",
       "      <td>18090100000.0</td>\n",
       "      <td>2047200000.0</td>\n",
       "      <td>21450500000.0</td>\n",
       "      <td>12710100000.0</td>\n",
       "      <td>8740400000.0</td>\n",
       "      <td>2664600000.0</td>\n",
       "      <td>407847000000.0</td>\n",
       "      <td>294605200000.0</td>\n",
       "      <td>702452200000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-03-31</th>\n",
       "      <td>0.252518</td>\n",
       "      <td>6215200000.0</td>\n",
       "      <td>6215200000.0</td>\n",
       "      <td>17324100000.0</td>\n",
       "      <td>267464400000.0</td>\n",
       "      <td>225122400000.0</td>\n",
       "      <td>207798300000.0</td>\n",
       "      <td>10226400000.0</td>\n",
       "      <td>393600000.0</td>\n",
       "      <td>10826300000.0</td>\n",
       "      <td>...</td>\n",
       "      <td>17324100000.0</td>\n",
       "      <td>17324100000.0</td>\n",
       "      <td>1992400000.0</td>\n",
       "      <td>17660200000.0</td>\n",
       "      <td>10677000000.0</td>\n",
       "      <td>6983200000.0</td>\n",
       "      <td>2137700000.0</td>\n",
       "      <td>333349200000.0</td>\n",
       "      <td>267464400000.0</td>\n",
       "      <td>600813600000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-03-31</th>\n",
       "      <td>0.253944</td>\n",
       "      <td>11441700000.0</td>\n",
       "      <td>11441700000.0</td>\n",
       "      <td>16455900000.0</td>\n",
       "      <td>204051500000.0</td>\n",
       "      <td>196283400000.0</td>\n",
       "      <td>179827500000.0</td>\n",
       "      <td>12399400000.0</td>\n",
       "      <td>445800000.0</td>\n",
       "      <td>12979100000.0</td>\n",
       "      <td>...</td>\n",
       "      <td>16455900000.0</td>\n",
       "      <td>16455900000.0</td>\n",
       "      <td>1684700000.0</td>\n",
       "      <td>17072900000.0</td>\n",
       "      <td>11366200000.0</td>\n",
       "      <td>5706700000.0</td>\n",
       "      <td>2328500000.0</td>\n",
       "      <td>285476600000.0</td>\n",
       "      <td>204051500000.0</td>\n",
       "      <td>489528100000.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>4 rows × 45 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           Tax Rate For Calcs Total Unusual Items  \\\n",
       "2024-03-31           0.235392        8893500000.0   \n",
       "2023-03-31           0.248442        3230000000.0   \n",
       "2022-03-31           0.252518        6215200000.0   \n",
       "2021-03-31           0.253944       11441700000.0   \n",
       "\n",
       "           Total Unusual Items Excluding Goodwill Reconciled Depreciation  \\\n",
       "2024-03-31                           8893500000.0           18163900000.0   \n",
       "2023-03-31                           3230000000.0           18090100000.0   \n",
       "2022-03-31                           6215200000.0           17324100000.0   \n",
       "2021-03-31                          11441700000.0           16455900000.0   \n",
       "\n",
       "           Reconciled Cost Of Revenue          EBITDA            EBIT  \\\n",
       "2024-03-31             277003100000.0  290022300000.0  271858400000.0   \n",
       "2023-03-31             294605200000.0  277673300000.0  259583200000.0   \n",
       "2022-03-31             267464400000.0  225122400000.0  207798300000.0   \n",
       "2021-03-31             204051500000.0  196283400000.0  179827500000.0   \n",
       "\n",
       "           Net Interest Income Interest Expense Interest Income  ...  \\\n",
       "2024-03-31       16304500000.0      459600000.0   17105100000.0  ...   \n",
       "2023-03-31       14562300000.0      432000000.0   15340000000.0  ...   \n",
       "2022-03-31       10226400000.0      393600000.0   10826300000.0  ...   \n",
       "2021-03-31       12399400000.0      445800000.0   12979100000.0  ...   \n",
       "\n",
       "           Depreciation And Amortization In Income Statement  \\\n",
       "2024-03-31                                     18163900000.0   \n",
       "2023-03-31                                     18090100000.0   \n",
       "2022-03-31                                     17324100000.0   \n",
       "2021-03-31                                     16455900000.0   \n",
       "\n",
       "           Depreciation Income Statement Research And Development  \\\n",
       "2024-03-31                 18163900000.0             2421500000.0   \n",
       "2023-03-31                 18090100000.0             2047200000.0   \n",
       "2022-03-31                 17324100000.0             1992400000.0   \n",
       "2021-03-31                 16455900000.0             1684700000.0   \n",
       "\n",
       "           Selling General And Administration Selling And Marketing Expense  \\\n",
       "2024-03-31                      24888000000.0                 15462500000.0   \n",
       "2023-03-31                      21450500000.0                 12710100000.0   \n",
       "2022-03-31                      17660200000.0                 10677000000.0   \n",
       "2021-03-31                      17072900000.0                 11366200000.0   \n",
       "\n",
       "           General And Administrative Expense Rent And Landing Fees  \\\n",
       "2024-03-31                       9425500000.0          3052900000.0   \n",
       "2023-03-31                       8740400000.0          2664600000.0   \n",
       "2022-03-31                       6983200000.0          2137700000.0   \n",
       "2021-03-31                       5706700000.0          2328500000.0   \n",
       "\n",
       "              Gross Profit Cost Of Revenue   Total Revenue  \n",
       "2024-03-31  426151800000.0  277003100000.0  703154900000.0  \n",
       "2023-03-31  407847000000.0  294605200000.0  702452200000.0  \n",
       "2022-03-31  333349200000.0  267464400000.0  600813600000.0  \n",
       "2021-03-31  285476600000.0  204051500000.0  489528100000.0  \n",
       "\n",
       "[4 rows x 45 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create a DataFrame\n",
    "df = pd.DataFrame(last_5_quarters)\n",
    "\n",
    "# Transpose the DataFrame\n",
    "df_transposed = df.T\n",
    "\n",
    "\n",
    "\n",
    "# Drop the specified columns\n",
    "df_transposed = df_transposed.drop(columns=[\"Diluted NI Availto Com Stockholders\", \"Tax Effect Of Unusual Items\", \"Diluted EPS\", \"Diluted Average Shares\", \"Normalized EBITDA\", \"Tax Effect Of Unusual Items\", \"Operating Revenue\" , \"Net Income From Continuing Operation Net Minority Interest\"])\n",
    "df_transposed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "krCPuXfD8DUi",
    "outputId": "c1b42a5e-1524-4511-bdf9-399697351cd1"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Tax Rate For Calcs', 'Total Unusual Items',\n",
       "       'Total Unusual Items Excluding Goodwill', 'Reconciled Depreciation',\n",
       "       'Reconciled Cost Of Revenue', 'EBITDA', 'EBIT', 'Net Interest Income',\n",
       "       'Interest Expense', 'Interest Income', 'Normalized Income',\n",
       "       'Net Income From Continuing And Discontinued Operation',\n",
       "       'Total Expenses', 'Rent Expense Supplemental', 'Basic Average Shares',\n",
       "       'Basic EPS', 'Net Income Common Stockholders',\n",
       "       'Otherunder Preferred Stock Dividend', 'Net Income',\n",
       "       'Minority Interests', 'Net Income Including Noncontrolling Interests',\n",
       "       'Net Income Continuous Operations', 'Tax Provision', 'Pretax Income',\n",
       "       'Other Non Operating Income Expenses', 'Special Income Charges',\n",
       "       'Other Special Charges', 'Write Off',\n",
       "       'Net Non Operating Interest Income Expense', 'Total Other Finance Cost',\n",
       "       'Interest Expense Non Operating', 'Interest Income Non Operating',\n",
       "       'Operating Income', 'Operating Expense', 'Other Operating Expenses',\n",
       "       'Depreciation And Amortization In Income Statement',\n",
       "       'Depreciation Income Statement', 'Research And Development',\n",
       "       'Selling General And Administration', 'Selling And Marketing Expense',\n",
       "       'General And Administrative Expense', 'Rent And Landing Fees',\n",
       "       'Gross Profit', 'Cost Of Revenue', 'Total Revenue'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_transposed.columns\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "4z_WySaBHl1I",
    "outputId": "cccc39ee-40f8-47d5-cab1-82c6490a70f8"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\TEJA\\AppData\\Local\\Temp\\ipykernel_5500\\3691970024.py:2: FutureWarning: Downcasting object dtype arrays on .fillna, .ffill, .bfill is deprecated and will change in a future version. Call result.infer_objects(copy=False) instead. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`\n",
      "  df_filled = df_transposed.T.fillna(0)  # Replace 0 with your desired value\n"
     ]
    }
   ],
   "source": [
    "# Fill missing values with appropriate method (e.g., 0, mean, etc.)\n",
    "df_filled = df_transposed.T.fillna(0)  # Replace 0 with your desired value\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 460
    },
    "id": "AKl2UvZtyTl1",
    "outputId": "ac50d044-4249-444c-f045-12c823a4eaf8"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Total Revenue          object\n",
       "Cost Of Revenue        object\n",
       "Gross Profit           object\n",
       "Operating Income       object\n",
       "Operating Expense      object\n",
       "EBIT                   object\n",
       "EBITDA                 object\n",
       "Pretax Income          object\n",
       "Tax Provision          object\n",
       "Net Interest Income    object\n",
       "Net Income             object\n",
       "Basic EPS              object\n",
       "dtype: object"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "PL_statement = df_transposed[['Total Revenue', 'Cost Of Revenue', 'Gross Profit', 'Operating Income', 'Operating Expense', 'EBIT', 'EBITDA', 'Pretax Income','Tax Provision','Net Interest Income','Net Income', 'Basic EPS' ]]\n",
    "\n",
    "PL_statement.T\n",
    "\n",
    "PL_statement.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 640
    },
    "id": "PVSYizNJnlJp",
    "outputId": "c88069f6-54fe-432e-a85d-b44495641545"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\TEJA\\AppData\\Local\\Temp\\ipykernel_5500\\3943053291.py:6: FutureWarning: Downcasting object dtype arrays on .fillna, .ffill, .bfill is deprecated and will change in a future version. Call result.infer_objects(copy=False) instead. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`\n",
      "  df_pct_change = PL_statement.T.pct_change(axis=1) * 100\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "# Horizontal Analysis: Percentage Change\n",
    "new_index = ['2021-03-31 00:00:00', '2022-03-31 00:00:00', '2023-03-31 00:00:00', '2024-03-31 00:00:00']\n",
    "PL_statement = PL_statement.reindex(new_index)\n",
    "df_pct_change = PL_statement.T.pct_change(axis=1) * 100\n",
    "\n",
    "# Horizontal Analysis\n",
    "sns.heatmap(df_pct_change, annot=True, fmt='.2f', cmap='coolwarm')\n",
    "plt.title('Horizontal Analysis: Percentage Change')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "id": "jqUaypjVF8j6"
   },
   "outputs": [],
   "source": [
    "for col in PL_statement.columns:\n",
    "    PL_statement[col] = PL_statement[col].astype('int64')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 175
    },
    "id": "aP06zFQBk1Jv",
    "outputId": "771ca398-fa2b-4557-ca00-87487984935f"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Total Revenue</th>\n",
       "      <th>Cost Of Revenue</th>\n",
       "      <th>Gross Profit</th>\n",
       "      <th>Operating Income</th>\n",
       "      <th>Operating Expense</th>\n",
       "      <th>EBIT</th>\n",
       "      <th>EBITDA</th>\n",
       "      <th>Pretax Income</th>\n",
       "      <th>Tax Provision</th>\n",
       "      <th>Net Interest Income</th>\n",
       "      <th>Net Income</th>\n",
       "      <th>Basic EPS</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2021-03-31 00:00:00</th>\n",
       "      <td>100.0</td>\n",
       "      <td>41.68</td>\n",
       "      <td>58.32</td>\n",
       "      <td>31.52</td>\n",
       "      <td>26.79</td>\n",
       "      <td>36.73</td>\n",
       "      <td>40.10</td>\n",
       "      <td>36.64</td>\n",
       "      <td>9.31</td>\n",
       "      <td>2.53</td>\n",
       "      <td>26.89</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-03-31 00:00:00</th>\n",
       "      <td>100.0</td>\n",
       "      <td>44.52</td>\n",
       "      <td>55.48</td>\n",
       "      <td>31.45</td>\n",
       "      <td>24.03</td>\n",
       "      <td>34.59</td>\n",
       "      <td>37.47</td>\n",
       "      <td>34.52</td>\n",
       "      <td>8.72</td>\n",
       "      <td>1.70</td>\n",
       "      <td>25.37</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-03-31 00:00:00</th>\n",
       "      <td>100.0</td>\n",
       "      <td>41.94</td>\n",
       "      <td>58.06</td>\n",
       "      <td>34.02</td>\n",
       "      <td>24.04</td>\n",
       "      <td>36.95</td>\n",
       "      <td>39.53</td>\n",
       "      <td>36.89</td>\n",
       "      <td>9.17</td>\n",
       "      <td>2.07</td>\n",
       "      <td>27.32</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-03-31 00:00:00</th>\n",
       "      <td>100.0</td>\n",
       "      <td>39.39</td>\n",
       "      <td>60.61</td>\n",
       "      <td>34.73</td>\n",
       "      <td>25.88</td>\n",
       "      <td>38.66</td>\n",
       "      <td>41.25</td>\n",
       "      <td>38.60</td>\n",
       "      <td>9.09</td>\n",
       "      <td>2.32</td>\n",
       "      <td>29.10</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     Total Revenue  Cost Of Revenue  Gross Profit  \\\n",
       "2021-03-31 00:00:00          100.0            41.68         58.32   \n",
       "2022-03-31 00:00:00          100.0            44.52         55.48   \n",
       "2023-03-31 00:00:00          100.0            41.94         58.06   \n",
       "2024-03-31 00:00:00          100.0            39.39         60.61   \n",
       "\n",
       "                     Operating Income  Operating Expense   EBIT  EBITDA  \\\n",
       "2021-03-31 00:00:00             31.52              26.79  36.73   40.10   \n",
       "2022-03-31 00:00:00             31.45              24.03  34.59   37.47   \n",
       "2023-03-31 00:00:00             34.02              24.04  36.95   39.53   \n",
       "2024-03-31 00:00:00             34.73              25.88  38.66   41.25   \n",
       "\n",
       "                     Pretax Income  Tax Provision  Net Interest Income  \\\n",
       "2021-03-31 00:00:00          36.64           9.31                 2.53   \n",
       "2022-03-31 00:00:00          34.52           8.72                 1.70   \n",
       "2023-03-31 00:00:00          36.89           9.17                 2.07   \n",
       "2024-03-31 00:00:00          38.60           9.09                 2.32   \n",
       "\n",
       "                     Net Income  Basic EPS  \n",
       "2021-03-31 00:00:00       26.89        0.0  \n",
       "2022-03-31 00:00:00       25.37        0.0  \n",
       "2023-03-31 00:00:00       27.32        0.0  \n",
       "2024-03-31 00:00:00       29.10        0.0  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Vertical Analysis: Percentage of Total Revenue\n",
    "df_pct_vertical = PL_statement.T.div(PL_statement['Total Revenue'], axis=1) *100\n",
    "\n",
    "# Round the values to 2 decimal places\n",
    "df_pct_vertical = df_pct_vertical.round(2)\n",
    "\n",
    "df_pct_vertical.T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 584
    },
    "id": "SSOvfLdcHqdt",
    "outputId": "fe21163d-78ee-43c0-c4bc-5840c83b1ea7"
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# vertical Analysis\n",
    "sns.heatmap(df_pct_vertical, annot=True, fmt='.2f', cmap='coolwarm')\n",
    "plt.title('Vertical Analysis: Percentage Change')\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "id": "Z_C0IMU0hdiW"
   },
   "outputs": [],
   "source": [
    "# Calculate YoY growth\n",
    "PL_statement['YoY_Revenue_Growth'] = PL_statement['Total Revenue'].pct_change() * 100\n",
    "\n",
    "# Calculate margins and ratios\n",
    "PL_statement['Gross_Profit_Margin'] = (PL_statement['Gross Profit'] / PL_statement['Total Revenue']) * 100\n",
    "PL_statement['Operating_Profit_Margin'] = (PL_statement['Operating Income'] / PL_statement['Total Revenue']) * 100\n",
    "PL_statement['Net_Profit_Margin'] = (PL_statement['Net Income'] / PL_statement['Total Revenue']) * 100\n",
    "PL_statement['Interest_Coverage_Ratio'] = PL_statement['EBIT'] / abs(PL_statement['Net Interest Income'])\n",
    "PL_statement['Effective_Tax_Rate'] = (PL_statement['Tax Provision'] / PL_statement['Pretax Income']) * 100\n",
    "# Calculate Operating Expense as a percentage of Total Revenue\n",
    "PL_statement['Operating_Expense_Ratio'] = (PL_statement['Operating Expense'] / PL_statement['Total Revenue']) * 100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 616
    },
    "id": "f2qkDhSYrami",
    "outputId": "ae1e0749-490c-4c65-fef2-0edfc84850fc"
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Profit_Margins = PL_statement[['Gross_Profit_Margin', 'Operating_Profit_Margin','Operating_Expense_Ratio', 'Interest_Coverage_Ratio','Effective_Tax_Rate', 'Net_Profit_Margin', 'YoY_Revenue_Growth']]\n",
    "sns.heatmap(Profit_Margins, annot=True, fmt='.2f', cmap='coolwarm')\n",
    "plt.title('Margins and Ratios: Percentage Changes')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 863
    },
    "id": "1nmtHt82FHf2",
    "outputId": "dcdab5d5-e003-4c25-cdf1-52908100feba"
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 3. Heatmap for correlation matrix\n",
    "corr_matrix = Profit_Margins.corr()\n",
    "plt.figure(figsize=(12, 8))\n",
    "sns.heatmap(corr_matrix, annot=True)\n",
    "plt.title('Correlation Matrix of Margins & Ratios')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 368
    },
    "id": "Qm0wJR72tGXy",
    "outputId": "aec5f764-b57d-48bd-86e8-aafc77be9a07"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Total Revenue</th>\n",
       "      <th>Cost Of Revenue</th>\n",
       "      <th>Gross Profit</th>\n",
       "      <th>Operating Income</th>\n",
       "      <th>Operating Expense</th>\n",
       "      <th>EBIT</th>\n",
       "      <th>EBITDA</th>\n",
       "      <th>Pretax Income</th>\n",
       "      <th>Tax Provision</th>\n",
       "      <th>Net Interest Income</th>\n",
       "      <th>Net Income</th>\n",
       "      <th>Basic EPS</th>\n",
       "      <th>YoY_Revenue_Growth</th>\n",
       "      <th>Gross_Profit_Margin</th>\n",
       "      <th>Operating_Profit_Margin</th>\n",
       "      <th>Net_Profit_Margin</th>\n",
       "      <th>Interest_Coverage_Ratio</th>\n",
       "      <th>Effective_Tax_Rate</th>\n",
       "      <th>Operating_Expense_Ratio</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2021-03-31 00:00:00</th>\n",
       "      <td>489528100000</td>\n",
       "      <td>204051500000</td>\n",
       "      <td>285476600000</td>\n",
       "      <td>154311400000</td>\n",
       "      <td>131165200000</td>\n",
       "      <td>179827500000</td>\n",
       "      <td>196283400000</td>\n",
       "      <td>179381700000</td>\n",
       "      <td>45552900000</td>\n",
       "      <td>12399400000</td>\n",
       "      <td>131611900000</td>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>58.316693</td>\n",
       "      <td>31.522481</td>\n",
       "      <td>26.885464</td>\n",
       "      <td>14.502919</td>\n",
       "      <td>25.394396</td>\n",
       "      <td>26.794213</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-03-31 00:00:00</th>\n",
       "      <td>600813600000</td>\n",
       "      <td>267464400000</td>\n",
       "      <td>333349200000</td>\n",
       "      <td>188954500000</td>\n",
       "      <td>144394700000</td>\n",
       "      <td>207798300000</td>\n",
       "      <td>225122400000</td>\n",
       "      <td>207404700000</td>\n",
       "      <td>52373400000</td>\n",
       "      <td>10226400000</td>\n",
       "      <td>152426600000</td>\n",
       "      <td>12</td>\n",
       "      <td>22.733220</td>\n",
       "      <td>55.482965</td>\n",
       "      <td>31.449771</td>\n",
       "      <td>25.370032</td>\n",
       "      <td>20.319790</td>\n",
       "      <td>25.251790</td>\n",
       "      <td>24.033194</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-03-31 00:00:00</th>\n",
       "      <td>702452200000</td>\n",
       "      <td>294605200000</td>\n",
       "      <td>407847000000</td>\n",
       "      <td>238967000000</td>\n",
       "      <td>168880000000</td>\n",
       "      <td>259583200000</td>\n",
       "      <td>277673300000</td>\n",
       "      <td>259151200000</td>\n",
       "      <td>64384000000</td>\n",
       "      <td>14562300000</td>\n",
       "      <td>191916600000</td>\n",
       "      <td>15</td>\n",
       "      <td>16.916827</td>\n",
       "      <td>58.060463</td>\n",
       "      <td>34.018970</td>\n",
       "      <td>27.320948</td>\n",
       "      <td>17.825701</td>\n",
       "      <td>24.844184</td>\n",
       "      <td>24.041493</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-03-31 00:00:00</th>\n",
       "      <td>703154900000</td>\n",
       "      <td>277003100000</td>\n",
       "      <td>426151800000</td>\n",
       "      <td>244182600000</td>\n",
       "      <td>181969200000</td>\n",
       "      <td>271858400000</td>\n",
       "      <td>290022300000</td>\n",
       "      <td>271398800000</td>\n",
       "      <td>63885200000</td>\n",
       "      <td>16304500000</td>\n",
       "      <td>204587800000</td>\n",
       "      <td>16</td>\n",
       "      <td>0.100035</td>\n",
       "      <td>60.605679</td>\n",
       "      <td>34.726715</td>\n",
       "      <td>29.095694</td>\n",
       "      <td>16.673826</td>\n",
       "      <td>23.539235</td>\n",
       "      <td>25.878964</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     Total Revenue  Cost Of Revenue  Gross Profit  \\\n",
       "2021-03-31 00:00:00   489528100000     204051500000  285476600000   \n",
       "2022-03-31 00:00:00   600813600000     267464400000  333349200000   \n",
       "2023-03-31 00:00:00   702452200000     294605200000  407847000000   \n",
       "2024-03-31 00:00:00   703154900000     277003100000  426151800000   \n",
       "\n",
       "                     Operating Income  Operating Expense          EBIT  \\\n",
       "2021-03-31 00:00:00      154311400000       131165200000  179827500000   \n",
       "2022-03-31 00:00:00      188954500000       144394700000  207798300000   \n",
       "2023-03-31 00:00:00      238967000000       168880000000  259583200000   \n",
       "2024-03-31 00:00:00      244182600000       181969200000  271858400000   \n",
       "\n",
       "                           EBITDA  Pretax Income  Tax Provision  \\\n",
       "2021-03-31 00:00:00  196283400000   179381700000    45552900000   \n",
       "2022-03-31 00:00:00  225122400000   207404700000    52373400000   \n",
       "2023-03-31 00:00:00  277673300000   259151200000    64384000000   \n",
       "2024-03-31 00:00:00  290022300000   271398800000    63885200000   \n",
       "\n",
       "                     Net Interest Income    Net Income  Basic EPS  \\\n",
       "2021-03-31 00:00:00          12399400000  131611900000         10   \n",
       "2022-03-31 00:00:00          10226400000  152426600000         12   \n",
       "2023-03-31 00:00:00          14562300000  191916600000         15   \n",
       "2024-03-31 00:00:00          16304500000  204587800000         16   \n",
       "\n",
       "                     YoY_Revenue_Growth  Gross_Profit_Margin  \\\n",
       "2021-03-31 00:00:00                 NaN            58.316693   \n",
       "2022-03-31 00:00:00           22.733220            55.482965   \n",
       "2023-03-31 00:00:00           16.916827            58.060463   \n",
       "2024-03-31 00:00:00            0.100035            60.605679   \n",
       "\n",
       "                     Operating_Profit_Margin  Net_Profit_Margin  \\\n",
       "2021-03-31 00:00:00                31.522481          26.885464   \n",
       "2022-03-31 00:00:00                31.449771          25.370032   \n",
       "2023-03-31 00:00:00                34.018970          27.320948   \n",
       "2024-03-31 00:00:00                34.726715          29.095694   \n",
       "\n",
       "                     Interest_Coverage_Ratio  Effective_Tax_Rate  \\\n",
       "2021-03-31 00:00:00                14.502919           25.394396   \n",
       "2022-03-31 00:00:00                20.319790           25.251790   \n",
       "2023-03-31 00:00:00                17.825701           24.844184   \n",
       "2024-03-31 00:00:00                16.673826           23.539235   \n",
       "\n",
       "                     Operating_Expense_Ratio  \n",
       "2021-03-31 00:00:00                26.794213  \n",
       "2022-03-31 00:00:00                24.033194  \n",
       "2023-03-31 00:00:00                24.041493  \n",
       "2024-03-31 00:00:00                25.878964  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "PL_statement"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 411
    },
    "id": "nephak-L-4cd",
    "outputId": "d0b9bbbf-cd8a-4da5-aa43-3a469d89e3aa"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Ordinary Shares Number</th>\n",
       "      <th>Share Issued</th>\n",
       "      <th>Total Debt</th>\n",
       "      <th>Tangible Book Value</th>\n",
       "      <th>Invested Capital</th>\n",
       "      <th>Working Capital</th>\n",
       "      <th>Net Tangible Assets</th>\n",
       "      <th>Capital Lease Obligations</th>\n",
       "      <th>Common Stock Equity</th>\n",
       "      <th>Total Capitalization</th>\n",
       "      <th>...</th>\n",
       "      <th>Raw Materials</th>\n",
       "      <th>Other Receivables</th>\n",
       "      <th>Accounts Receivable</th>\n",
       "      <th>Allowance For Doubtful Accounts Receivable</th>\n",
       "      <th>Gross Accounts Receivable</th>\n",
       "      <th>Cash Cash Equivalents And Short Term Investments</th>\n",
       "      <th>Other Short Term Investments</th>\n",
       "      <th>Cash And Cash Equivalents</th>\n",
       "      <th>Cash Equivalents</th>\n",
       "      <th>Cash Financial</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2024-03-31</th>\n",
       "      <td>12484721471.0</td>\n",
       "      <td>12484721471.0</td>\n",
       "      <td>3034300000.0</td>\n",
       "      <td>710395200000.0</td>\n",
       "      <td>745182800000.0</td>\n",
       "      <td>273751400000.0</td>\n",
       "      <td>710395200000.0</td>\n",
       "      <td>2921500000.0</td>\n",
       "      <td>745070000000.0</td>\n",
       "      <td>745087600000.0</td>\n",
       "      <td>...</td>\n",
       "      <td>93767300000.0</td>\n",
       "      <td>13744500000.0</td>\n",
       "      <td>40258200000.0</td>\n",
       "      <td>-1881300000.0</td>\n",
       "      <td>42139500000.0</td>\n",
       "      <td>198931600000.0</td>\n",
       "      <td>192672700000.0</td>\n",
       "      <td>6258900000.0</td>\n",
       "      <td>1386600000.0</td>\n",
       "      <td>4872300000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-03-31</th>\n",
       "      <td>12428017741.0</td>\n",
       "      <td>12428017741.0</td>\n",
       "      <td>3060400000.0</td>\n",
       "      <td>656296200000.0</td>\n",
       "      <td>691940700000.0</td>\n",
       "      <td>259314800000.0</td>\n",
       "      <td>656296200000.0</td>\n",
       "      <td>2672300000.0</td>\n",
       "      <td>691552600000.0</td>\n",
       "      <td>691587500000.0</td>\n",
       "      <td>...</td>\n",
       "      <td>76659800000.0</td>\n",
       "      <td>13207200000.0</td>\n",
       "      <td>29561700000.0</td>\n",
       "      <td>-1975500000.0</td>\n",
       "      <td>31537200000.0</td>\n",
       "      <td>218736200000.0</td>\n",
       "      <td>214102700000.0</td>\n",
       "      <td>4633500000.0</td>\n",
       "      <td>50800000.0</td>\n",
       "      <td>4582700000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-03-31</th>\n",
       "      <td>12323255931.0</td>\n",
       "      <td>12323255931.0</td>\n",
       "      <td>2494400000.0</td>\n",
       "      <td>596356500000.0</td>\n",
       "      <td>624611600000.0</td>\n",
       "      <td>220687400000.0</td>\n",
       "      <td>596356500000.0</td>\n",
       "      <td>2438500000.0</td>\n",
       "      <td>624555700000.0</td>\n",
       "      <td>624604200000.0</td>\n",
       "      <td>...</td>\n",
       "      <td>70758800000.0</td>\n",
       "      <td>12148600000.0</td>\n",
       "      <td>24619000000.0</td>\n",
       "      <td>-1968700000.0</td>\n",
       "      <td>26587700000.0</td>\n",
       "      <td>166942100000.0</td>\n",
       "      <td>164228400000.0</td>\n",
       "      <td>2713700000.0</td>\n",
       "      <td>31200000.0</td>\n",
       "      <td>2682500000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-03-31</th>\n",
       "      <td>12308844231.0</td>\n",
       "      <td>12308844231.0</td>\n",
       "      <td>2711800000.0</td>\n",
       "      <td>575497100000.0</td>\n",
       "      <td>603575000000.0</td>\n",
       "      <td>243023100000.0</td>\n",
       "      <td>575497100000.0</td>\n",
       "      <td>2610200000.0</td>\n",
       "      <td>603473400000.0</td>\n",
       "      <td>603529200000.0</td>\n",
       "      <td>...</td>\n",
       "      <td>70947000000.0</td>\n",
       "      <td>9096600000.0</td>\n",
       "      <td>25017000000.0</td>\n",
       "      <td>-1947400000.0</td>\n",
       "      <td>26964400000.0</td>\n",
       "      <td>192961200000.0</td>\n",
       "      <td>190057000000.0</td>\n",
       "      <td>2904200000.0</td>\n",
       "      <td>274700000.0</td>\n",
       "      <td>2629500000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-03-31</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 85 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           Ordinary Shares Number   Share Issued    Total Debt  \\\n",
       "2024-03-31          12484721471.0  12484721471.0  3034300000.0   \n",
       "2023-03-31          12428017741.0  12428017741.0  3060400000.0   \n",
       "2022-03-31          12323255931.0  12323255931.0  2494400000.0   \n",
       "2021-03-31          12308844231.0  12308844231.0  2711800000.0   \n",
       "2020-03-31                    NaN            NaN           NaN   \n",
       "\n",
       "           Tangible Book Value Invested Capital Working Capital  \\\n",
       "2024-03-31      710395200000.0   745182800000.0  273751400000.0   \n",
       "2023-03-31      656296200000.0   691940700000.0  259314800000.0   \n",
       "2022-03-31      596356500000.0   624611600000.0  220687400000.0   \n",
       "2021-03-31      575497100000.0   603575000000.0  243023100000.0   \n",
       "2020-03-31                 NaN              NaN             NaN   \n",
       "\n",
       "           Net Tangible Assets Capital Lease Obligations Common Stock Equity  \\\n",
       "2024-03-31      710395200000.0              2921500000.0      745070000000.0   \n",
       "2023-03-31      656296200000.0              2672300000.0      691552600000.0   \n",
       "2022-03-31      596356500000.0              2438500000.0      624555700000.0   \n",
       "2021-03-31      575497100000.0              2610200000.0      603473400000.0   \n",
       "2020-03-31                 NaN                       NaN                 NaN   \n",
       "\n",
       "           Total Capitalization  ...  Raw Materials Other Receivables  \\\n",
       "2024-03-31       745087600000.0  ...  93767300000.0     13744500000.0   \n",
       "2023-03-31       691587500000.0  ...  76659800000.0     13207200000.0   \n",
       "2022-03-31       624604200000.0  ...  70758800000.0     12148600000.0   \n",
       "2021-03-31       603529200000.0  ...  70947000000.0      9096600000.0   \n",
       "2020-03-31                  NaN  ...            NaN               NaN   \n",
       "\n",
       "           Accounts Receivable Allowance For Doubtful Accounts Receivable  \\\n",
       "2024-03-31       40258200000.0                              -1881300000.0   \n",
       "2023-03-31       29561700000.0                              -1975500000.0   \n",
       "2022-03-31       24619000000.0                              -1968700000.0   \n",
       "2021-03-31       25017000000.0                              -1947400000.0   \n",
       "2020-03-31                 NaN                                        NaN   \n",
       "\n",
       "           Gross Accounts Receivable  \\\n",
       "2024-03-31             42139500000.0   \n",
       "2023-03-31             31537200000.0   \n",
       "2022-03-31             26587700000.0   \n",
       "2021-03-31             26964400000.0   \n",
       "2020-03-31                       NaN   \n",
       "\n",
       "           Cash Cash Equivalents And Short Term Investments  \\\n",
       "2024-03-31                                   198931600000.0   \n",
       "2023-03-31                                   218736200000.0   \n",
       "2022-03-31                                   166942100000.0   \n",
       "2021-03-31                                   192961200000.0   \n",
       "2020-03-31                                              NaN   \n",
       "\n",
       "           Other Short Term Investments Cash And Cash Equivalents  \\\n",
       "2024-03-31               192672700000.0              6258900000.0   \n",
       "2023-03-31               214102700000.0              4633500000.0   \n",
       "2022-03-31               164228400000.0              2713700000.0   \n",
       "2021-03-31               190057000000.0              2904200000.0   \n",
       "2020-03-31                          NaN                       NaN   \n",
       "\n",
       "           Cash Equivalents Cash Financial  \n",
       "2024-03-31     1386600000.0   4872300000.0  \n",
       "2023-03-31       50800000.0   4582700000.0  \n",
       "2022-03-31       31200000.0   2682500000.0  \n",
       "2021-03-31      274700000.0   2629500000.0  \n",
       "2020-03-31              NaN            NaN  \n",
       "\n",
       "[5 rows x 85 columns]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Get the income statement data\n",
    "balance_sheet = yf.Ticker(ticker).balance_sheet\n",
    "\n",
    "# Get the last 5 quarters of data\n",
    "balance_sheet_data = balance_sheet.iloc[:, -5:]\n",
    "BS = balance_sheet_data.T\n",
    "BS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 515
    },
    "id": "eRPKXkoQbeGO",
    "outputId": "376c5317-11c3-46e1-fa1b-1005e09cd7cc"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\TEJA\\AppData\\Local\\Temp\\ipykernel_5500\\1009015662.py:1: FutureWarning: Downcasting object dtype arrays on .fillna, .ffill, .bfill is deprecated and will change in a future version. Call result.infer_objects(copy=False) instead. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`\n",
      "  BS = BS.fillna(0)  # Replace NaN with 0\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Ordinary Shares Number                              int64\n",
       "Share Issued                                        int64\n",
       "Total Debt                                          int64\n",
       "Tangible Book Value                                 int64\n",
       "Invested Capital                                    int64\n",
       "                                                    ...  \n",
       "Cash Cash Equivalents And Short Term Investments    int64\n",
       "Other Short Term Investments                        int64\n",
       "Cash And Cash Equivalents                           int64\n",
       "Cash Equivalents                                    int64\n",
       "Cash Financial                                      int64\n",
       "Length: 85, dtype: object"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "BS = BS.fillna(0)  # Replace NaN with 0\n",
    "BS = BS.astype('int64')\n",
    "BS.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "U7DrJ_hYqzYQ",
    "outputId": "92aab6f0-976e-46d2-f540-02410f0eda1c"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Ordinary Shares Number', 'Share Issued', 'Total Debt',\n",
       "       'Tangible Book Value', 'Invested Capital', 'Working Capital',\n",
       "       'Net Tangible Assets', 'Capital Lease Obligations',\n",
       "       'Common Stock Equity', 'Total Capitalization',\n",
       "       'Total Equity Gross Minority Interest', 'Minority Interest',\n",
       "       'Stockholders Equity', 'Other Equity Interest', 'Retained Earnings',\n",
       "       'Additional Paid In Capital', 'Capital Stock', 'Common Stock',\n",
       "       'Total Liabilities Net Minority Interest',\n",
       "       'Total Non Current Liabilities Net Minority Interest',\n",
       "       'Other Non Current Liabilities',\n",
       "       'Non Current Pension And Other Postretirement Benefit Plans',\n",
       "       'Non Current Deferred Revenue',\n",
       "       'Non Current Deferred Taxes Liabilities',\n",
       "       'Long Term Debt And Capital Lease Obligation',\n",
       "       'Long Term Capital Lease Obligation', 'Long Term Debt',\n",
       "       'Long Term Provisions', 'Current Liabilities',\n",
       "       'Other Current Liabilities', 'Current Deferred Taxes Liabilities',\n",
       "       'Current Debt And Capital Lease Obligation',\n",
       "       'Current Capital Lease Obligation', 'Current Debt',\n",
       "       'Pensionand Other Post Retirement Benefit Plans Current',\n",
       "       'Current Provisions', 'Payables', 'Other Payable', 'Dividends Payable',\n",
       "       'Total Tax Payable', 'Accounts Payable', 'Total Assets',\n",
       "       'Total Non Current Assets', 'Other Non Current Assets',\n",
       "       'Non Current Prepaid Assets', 'Non Current Deferred Taxes Assets',\n",
       "       'Investmentin Financial Assets', 'Held To Maturity Securities',\n",
       "       'Available For Sale Securities',\n",
       "       'Financial Assets Designatedas Fair Value Through Profitor Loss Total',\n",
       "       'Trading Securities', 'Long Term Equity Investment',\n",
       "       'Investmentsin Joint Venturesat Cost',\n",
       "       'Investmentsin Associatesat Cost', 'Investment Properties',\n",
       "       'Goodwill And Other Intangible Assets', 'Other Intangible Assets',\n",
       "       'Goodwill', 'Net PPE', 'Accumulated Depreciation', 'Gross PPE',\n",
       "       'Construction In Progress', 'Other Properties',\n",
       "       'Machinery Furniture Equipment', 'Buildings And Improvements',\n",
       "       'Land And Improvements', 'Properties', 'Current Assets',\n",
       "       'Other Current Assets', 'Restricted Cash', 'Prepaid Assets',\n",
       "       'Inventory', 'Other Inventories', 'Finished Goods', 'Work In Process',\n",
       "       'Raw Materials', 'Other Receivables', 'Accounts Receivable',\n",
       "       'Allowance For Doubtful Accounts Receivable',\n",
       "       'Gross Accounts Receivable',\n",
       "       'Cash Cash Equivalents And Short Term Investments',\n",
       "       'Other Short Term Investments', 'Cash And Cash Equivalents',\n",
       "       'Cash Equivalents', 'Cash Financial'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "BS.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 718
    },
    "id": "O97iDmsn02EE",
    "outputId": "d8dd2345-ec1a-48a3-fde2-1486a6c44a70"
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA/MAAAK9CAYAAABo2TwLAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy80BEi2AAAACXBIWXMAAA9hAAAPYQGoP6dpAACGYUlEQVR4nOzdd3hUZd7G8XvSe0JCCiWQIKF3pEVpCgLKqlyIKCjiKr66uIq8roprQ1fKKva6+0qRBVFUwAYsojSpgjRFOoKYQAIkIQmpc94/hgyZNFImmZzk+7muucic85xzfnMSJrnnec5zLIZhGAIAAAAAAKbh5uoCAAAAAABAxRDmAQAAAAAwGcI8AAAAAAAmQ5gHAAAAAMBkCPMAAAAAAJgMYR4AAAAAAJMhzAMAAAAAYDKEeQAAAAAATIYwDwAAAACAyRDmAQB13oABAzRgwABXl1EhMTExGj9+fIW3O3bsmCwWi+bOnev0mqpi7ty5slgsOnbsmKtLqRPGjx+vmJgYV5cBAHAhwjwAoMIKgtmPP/7osDw1NVU9e/aUj4+PVqxYUWP1WCyWEh9RUVE1VoPZrFmzxuFcubu7KyIiQrfccov27dtX6f1OmzZNS5cudV6hTvDVV19p6NChCgsLk4+Pj1q1aqVHH31UZ86ccXVpDkr7OS76WLNmjatLBQDUAh6uLgAAUDekpaXpuuuu0+7du7VkyRINHTq0Ro8/ePBgjRs3zmGZr6+vJOm///1vjdbiDPv375ebW/V/5v7QQw+pR48eys3N1e7du/Xee+9pzZo12rt3b6U+DJk2bZpuueUW3XzzzQ7L77zzTt12223y9vZ2UuXl8+ijj2rWrFnq3LmzHn/8cYWGhmrHjh166623tGjRIq1evVqtW7eu0ZpKM3/+fIfnH374oVatWlVsedu2bfXvf/9bVqu1JssDANQyhHkAQJWdP39eQ4YM0c6dO/X5559r2LBhNV5Dq1atdMcdd5S4zsvLq4arqbqaCr19+/bVLbfcYn/eunVrPfDAA/rwww/12GOPOe047u7ucnd3d9r+yuOjjz7SrFmzNHr0aC1YsMDh+OPHj9fAgQM1atQo7dixQx4eNfcnUUZGhvz9/YstL/rzu3nzZq1atarUn2sAQP3GMHsAQJWkp6dr6NCh2rFjhz777DPdcMMNDutPnjypP//5z4qMjJS3t7fat2+v2bNnO2zv7++vhx9+uNi+f//9d7m7u2v69OlVqrHoNfMFQ8w/+eQTvfjii2ratKl8fHx07bXX6tChQw7brl+/XqNGjVKzZs3k7e2t6OhoPfLII7pw4YJDu/HjxysgIEAnT57UzTffrICAAIWHh+vRRx9Vfn6+Q1ur1arXX39dHTt2lI+Pj8LDwzV06FCHyxaKXjN/9uxZPfroo+rYsaMCAgIUFBSkYcOGadeuXVU6N0X17dtXknT48GGH5S+//LLi4+MVFhYmX19fde/eXZ9++qlDG4vFooyMDM2bN88+JLzgNZR2zfw777yj9u3by9vbW40bN9bEiROVkpLi0ObgwYMaOXKkoqKi5OPjo6ZNm+q2225Tampqma9l6tSpatCggf71r38V+yChZ8+eevzxx7Vnzx7763jwwQcVEBCgzMzMYvu6/fbbFRUV5fC9XL58ufr27St/f38FBgbqhhtu0M8//+ywXcHPxeHDh3X99dcrMDBQY8eOLbPu8ih6zXzBXAkvv/yy3n77bbVo0UJ+fn667rrrdOLECRmGoRdeeEFNmzaVr6+vbrrpJp09e7bYfsvzmgAAtQNhHgBQaRkZGRo2bJi2bdumxYsXa/jw4Q7rT506pd69e+vbb7/Vgw8+qNdff10tW7bUPffco9dee02SFBAQoBEjRujjjz8uFno/+ugjGYZRrvCTlZWl5ORkh0d2dnaZ28yYMUNLlizRo48+qilTpmjz5s3FjrV48WJlZmbqgQce0JtvvqkhQ4bozTffLDakX5Ly8/M1ZMgQhYWF6eWXX1b//v01a9Ys/etf/3Jod88992jSpEmKjo7WzJkz9cQTT8jHx0ebN28utdYjR45o6dKlGj58uF555RX97W9/0549e9S/f3/98ccflz0/5VUQths0aOCw/PXXX1fXrl31/PPPa9q0afLw8NCoUaP09ddf29vMnz9f3t7e6tu3r+bPn6/58+frf/7nf0o91nPPPaeJEyeqcePGmjVrlkaOHKn3339f1113nXJzcyVJOTk5GjJkiDZv3qy//vWvevvtt3XffffpyJEjxUJ/YQcPHtT+/ft10003KSgoqMQ2Bd/Dr776SpI0evRoZWRkOLwmScrMzNSXX36pW265xf6hwPz583XDDTcoICBAM2fO1NNPP61ffvlFV199dbEPLPLy8jRkyBBFRETo5Zdf1siRI0utu6oWLFigd955R3/961/1v//7v1q7dq1uvfVWPfXUU1qxYoUef/xx3Xffffryyy/16KOPOmxbkdcEAKgFDAAAKmjOnDmGJKN58+aGp6ensXTp0hLb3XPPPUajRo2M5ORkh+W33XabERwcbGRmZhqGYRgrV640JBnLly93aNepUyejf//+l61HUomPOXPmGIZhGP3793fYz/fff29IMtq2bWtkZ2fbl7/++uuGJGPPnj32ZQU1FjZ9+nTDYrEYv/32m33ZXXfdZUgynn/+eYe2Xbt2Nbp3725//t133xmSjIceeqjYfq1Wq/3r5s2bG3fddZf9eVZWlpGfn+/Q/ujRo4a3t7fDMY8ePerw2ktTcA5mz55tJCUlGX/88YexYsUKo2XLlobFYjG2bt3q0L7oecjJyTE6dOhgXHPNNQ7L/f39HeouUPAzc/ToUcMwDOP06dOGl5eXcd111zm8rrfeestel2EYxk8//WRIMhYvXlzm6ylq6dKlhiTj1VdfLbNdUFCQ0a1bN8MwbOe/SZMmxsiRIx3afPLJJ4YkY926dYZhGMb58+eNkJAQY8KECQ7tEhMTjeDgYIflBT8XTzzxRIXqNwzDmDhxolHan2p33XWX0bx5c/vzgu97eHi4kZKSYl8+ZcoUQ5LRuXNnIzc317789ttvN7y8vIysrKwKvyYAQO1AzzwAoNJOnTolHx8fRUdHF1tnGIY+++wz/elPf5JhGA495kOGDFFqaqp27NghSRo0aJAaN26sBQsW2Lffu3evdu/eXe7rhW+66SatWrXK4TFkyJAyt7n77rsdrqcvGGJ+5MgR+7KCSfQk20iE5ORkxcfHyzAM/fTTT8X2ef/99zs879u3r8P+PvvsM1ksFj377LPFtrVYLKXW6u3tbZ8QLz8/X2fOnFFAQIBat25tP4+V8ec//1nh4eFq3Lixhg4dqtTUVM2fP189evRwaFf4PJw7d06pqanq27dvpY/97bffKicnR5MmTXKY6G/ChAkKCgqy944HBwdLklauXFni8PfSnD9/XpIUGBhYZrvAwEClpaVJsp3/UaNG6ZtvvlF6erq9zccff6wmTZro6quvliStWrVKKSkpuv322x1+rt3d3dWrVy99//33xY7zwAMPlLv2qhg1apT9nElSr169JNmuxy88L0CvXr2Uk5OjkydPSqrcawIAuBYT4AEAKu3999/X5MmTNXToUK1fv95hVvCkpCSlpKToX//6V7Fh5gVOnz4tSXJzc9PYsWP17rvvKjMzU35+flqwYIF8fHw0atSoctXStGlTDRo0qEL1N2vWzOF5wdDyc+fO2ZcdP35czzzzjL744guH5ZKKXbNdcP170X0W3u7w4cNq3LixQkNDK1RrwXX277zzjo4ePepwSUJYWFiF9lXYM888o759+yo9PV1LlizRokWLSpxF/6uvvtI//vEP7dy50+HyhbI+gCjLb7/9JknFZpL38vJSixYt7OtjY2M1efJkvfLKK1qwYIH69u2rG2+8UXfccYdDaC2qIMQXhPrSnD9/XhEREfbno0eP1muvvaYvvvhCY8aMUXp6ur755hv9z//8j/21Hjx4UJJ0zTXXlLjPosP6PTw81LRp0zLrcJaiP9MF56joB24Fywt+Niv6mgAArkeYBwBUWrt27fTNN9/o2muv1eDBg/XDDz/YQ0PBbbPuuOMO3XXXXSVu36lTJ/vX48aN00svvaSlS5fq9ttv18KFCzV8+PAyA1tVlTa7umEYkmw94IMHD9bZs2f1+OOPq02bNvL399fJkyc1fvz4YrcGq87Z2qdNm6ann35af/7zn/XCCy8oNDRUbm5umjRpUpVuUdaxY0f7hyA333yzMjMzNWHCBF199dX27+X69et14403ql+/fnrnnXfUqFEjeXp6as6cOVq4cKFTXl9ZZs2apfHjx2vZsmX673//q4ceekjTp0/X5s2bSw3Jbdu2lSTt3r271P3+9ttvSktLU7t27ezLevfurZiYGH3yyScaM2aMvvzyS124cEGjR4+2tyk43/Pnzy/x9n1FZ8YvPKqiupX2M3i5n/WKviYAgOvxzgwAqJKePXtq6dKluuGGGzR48GCtX79e4eHhCg8PV2BgoPLz88vVY96hQwd17dpVCxYsUNOmTXX8+HG9+eabNfAKSrdnzx4dOHBA8+bNc5jwbtWqVZXe5xVXXKGVK1fq7NmzFeqd//TTTzVw4EB98MEHDstTUlLUsGHDStdTVMGkgC+++KLee+89SbZLA3x8fLRy5UqHW+bNmTOn2Pbl7alv3ry5JGn//v1q0aKFfXlOTo6OHj1a7GemY8eO6tixo5566ilt3LhRV111ld577z394x//KHH/rVq1UqtWrbR06VK9/vrrJQ63//DDDyWp2MSNt956q15//XWlpaXp448/VkxMjHr37m1ff8UVV0iSIiIiKjwapLaqi68JAOo6rpkHAFTZtddeq48++kiHDh3S0KFDlZaWJnd3d40cOVKfffaZ9u7dW2ybpKSkYsvuvPNO/fe//9Vrr72msLAwl9yvvrCC3syC3suCr19//fVK73PkyJEyDENTp04ttq7wcUqqpej6xYsX2695dpYrrrhCI0eO1Ny5c5WYmGg/tsVicRjaf+zYMS1durTY9v7+/mXOMl9g0KBB8vLy0htvvOHwuj744AOlpqbab3GYlpamvLw8h207duwoNze3y96t4JlnntG5c+d0//33F7tTwvbt2zVz5kx16NCh2Ozyo0ePVnZ2tubNm6cVK1bo1ltvdVg/ZMgQBQUFadq0afZZ9wsr6We7tquLrwkA6jp65gEATjFixAj9+9//1p///GfdeOONWrFihWbMmKHvv/9evXr10oQJE9SuXTudPXtWO3bs0LffflvsPtdjxozRY489piVLluiBBx6Qp6eni16NTZs2bXTFFVfo0Ucf1cmTJxUUFKTPPvus2LXzFTFw4EDdeeedeuONN3Tw4EENHTpUVqtV69ev18CBA/Xggw+WuN3w4cP1/PPP6+6771Z8fLz27NmjBQsWOPRqO8vf/vY3ffLJJ3rttdc0Y8YM3XDDDXrllVc0dOhQjRkzRqdPn9bbb7+tli1bFhvG3r17d3377bd65ZVX1LhxY8XGxtonYSssPDxcU6ZM0dSpUzV06FDdeOON2r9/v9555x316NHDPvHhd999pwcffFCjRo1Sq1atlJeXp/nz59s/LCrL2LFjtW3bNr3++uv65ZdfNHbsWDVo0EA7duzQ7NmzFRYWpk8//bTYz1m3bt3UsmVL/f3vf1d2drbDEHvJdv34u+++qzvvvFPdunXTbbfdpvDwcB0/flxff/21rrrqKr311luVOfUuUxdfEwDUdYR5AIDT3H333Tp79qweffRRjRo1SkuWLNHWrVv1/PPP6/PPP9c777yjsLAwtW/fXjNnziy2fWRkpK677jp98803uvPOO13wChx5enrqyy+/tF+j7ePjoxEjRujBBx9U586dK73fOXPmqFOnTvrggw/0t7/9TcHBwbryyisVHx9f6jZPPvmkMjIytHDhQn388cfq1q2bvv76az3xxBOVrqM0V155pQYMGKB3331XU6ZM0TXXXKMPPvhAM2bM0KRJkxQbG6uZM2fq2LFjxcL8K6+8ovvuu09PPfWULly4oLvuuqvEMC/Z7jMfHh6ut956S4888ohCQ0N13333adq0afaA3blzZw0ZMkRffvmlTp48KT8/P3Xu3FnLly93GPpemtdee00DBw7U22+/rWnTpikzM1PR0dGaOHGinnjiiVIvURg9erRefPFFtWzZUt26dSu2fsyYMWrcuLFmzJihl156SdnZ2WrSpIn69u2ru++++7J11UZ18TUBQF1mMcoa0wcAQA0bMWKE9uzZo0OHDrm6FAAAgFqLa+YBALVGQkKCvv7661rRKw8AAFCbMcweAOByR48e1Q8//KD/+7//k6enp/7nf/7H1SUBAADUavTMAwBcbu3atbrzzjt19OhRzZs3r8T7XAMAAOASrpkHAAAAAMBk6JkHAAAAAMBkCPMAAAAAAJhMvZsAz2q16o8//lBgYKAsFourywEAAAAA1HGGYej8+fNq3Lix3Nyc06de78L8H3/8oejoaFeXAQAAAACoZ06cOKGmTZs6ZV/1LswHBgZKsp3EoKAgF1cDAAAAAKjr0tLSFB0dbc+jzlDvwnzB0PqgoCDCPAAAAACgxjjzUm8mwAMAAAAAwGQI8wAAAAAAmAxhHgAAAAAAkyHMAwAAAABgMoR5AAAAAABMhjAPAAAAAIDJEOYBAAAAADAZwjwAAAAAACZDmAcAAAAAwGQI8wAAAAAAmAxhHgAAAAAAkyHMAwAAAABgMoR5AAAAAABMhjAPAAAAAIDJEOYBAAAAADAZwjwAAAAAACZDmAcAAAAAwGQI8wAAAAAAmAxhHgAAAAAAkyHMAwAAAABgMoR5AAAAAABMhjAPAAAAAIDJEOYBAAAAADAZwnwtdSw5Q5/8eEKn0rJcXQoAAAAAoJbxcHUBKNnXexL00sr9kqQ2UYHq3ypc/VqF68qYBvL2cHdxdQAAAAAAVyLM11IRgd7q3DRYu0+m6tfE8/o18bzeX3dEvp7u6nNFmD3cx4T5yWKxuLpcAAAAAEANshiGYbi6iJqUlpam4OBgpaamKigoyNXlXNbZjBytP5iktQeStO5AspLTsx3WNwv1U79WDdW/VYT6XBGmAG8+nwEAAACA2qQ6cihh3kSsVkP7EtO07kCy1h1I0o+/nVVu/qVvn6e7Rd2bN1C/VuHq3ypc7RoF0WsPAAAAAC5GmHcCM4f5otKz87T58BmtPWDruT9+NtNhfcMA74u99uG6umVDhQV4u6hSAAAAAKi/CPNOUJfCfFHHkjMuDsdP0qYjZ5SZk29fZ7FIHZsE26+17xodIg93bmYAAAAAANWNMO8EdTnMF5adl6/tx85p7cEkrd2fpF8TzzusD/Tx0FVXNFT/1rZw3yTE10WVAgAAAEDdRph3gvoS5os6lZaldQeStO5gstYfTFJKZq7D+pYRAeoXF67+rcPVKzZUPp7c/g4AAAAAnIEw7wT1NcwXlm81tOdkqtbuT9K6g0n66fg5WQv9FHh7uKlXizD1i7Ndb98yIoCJ9AAAAACgkgjzTkCYLy41M1c/HE62h/uE1CyH9Y2Dfewz5Me3bKhgX08XVQoAAAAA5kOYdwLCfNkMw9DB0+lad3GG/C1Hzyonz2pf7+5mUdfoEHu479gkWG5u9NoDAAAAQGkI805AmK+YCzn52nz0jD3cH0nKcFjfwM9TfeNsk+j1a9VQEYE+LqoUAAAAAGonwrwTEOar5sTZTK07aLv93cZDZ3Q+O89hfdtGQRdvf9dQVzYPlZcHt78DAAAAUL8R5p2AMO88uflW/XQ8xd5rv+dkqsN6fy939bkizH5v++Zh/i6qFAAAAABchzDvBIT56pOcnq0NB5Mv3gIvScnpOQ7rY8L87Nfa924RJn9vDxdVCgAAAAA1hzDvBIT5mmG1GvolIU1rD9iG5G//7ZzyCt3/ztPdoh4xofZw3yYqkNvfAQAAAKiTCPNOQJh3jfNZudp0+IzWXhyS//u5Cw7rIwK9L06iF66+LRuqgb+XiyoFAAAAAOcizDsBYd71DMPQ0eQM+7X2m4+c1YXcfPt6i0Xq1DRE/VuFq3+rhurcNEQe7kykBwAAAMCcCPNOQJivfbJy8/XjsXNadzBJa/cnaf+p8w7rg3w8dHVcQ/W7eAu8xiG+LqoUAAAAACqOMO8EhPnaLyH1gtYfSNbag0nacDBZqRdyHdbHRQTYeu1bh6tHTKh8PN1dVCkAAAAAXB5h3gkI8+aSbzW06/cUrd1vmyF/14kUFZpHTz6ebuoVe+n2d1eE+zORHgAAAIBahTDvBIR5c0vJzNGGQ8n26+1PpWU7rG8S4mufIT++ZZiCfDxdVCkAAAAA2BDmnYAwX3cYhqEDp9K19sBprTuQrK1Hzyon32pf7+5mUfdmDdSvVUP1bxWh9o2D5OZGrz0AAACAmkWYdwLCfN2VmZOnLUfO2u9tfyQ5w2F9mL+X+sY1tN3+Li5c4YHeLqoUAAAAQH1CmHcCwnz9ceJspv2+9hsPJSsjJ99hffvGQfZr7bs3byBPbn8HAAAAoBoQ5p2AMF8/5eRZteP4Ofu19j//keawPsDbQ32uCLt4b/twRYf6uahSAAAAAHUNYd4JCPOQpKTz2Vp/0DYcf93BZJ3NyHFY36Khv30ivV4tQuXn5eGiSgEAAACYHWHeCQjzKMpqNfTzH2n2ifS2Hz+n/EL3v/Nyd1PP2FD7RHqtIgO4/R0AAACAciPMOwFhHpeTlpWrjYfO2CfSO5lywWF9VJCP+rWyTaR3dcuGCvHzclGlAAAAAMyAMO8EhHlUhGEYOpyUYb/WfvORM8rOu3T7OzeL1Dk6RP3iwtW/dbg6Nw2RO7e/AwAAAFAIYd4JCPOoiqzcfG09evbitfZJOnAq3WF9sK+nro5rqP5xtlnyo4J9XFQpAAAAgNqCMO8EhHk40x8pF7T+oK3XfsPBZKVl5Tmsbx0ZqP6tw9UvLlw9YhvI28PdRZUCAAAAcBXCvBMQ5lFd8vKt2vV7itYeSNbaA0na/XuKCv/v8vV0V+8WofZ728c29GciPQAAAKAeIMw7AWEeNeVcRo7WH0q2X2+fdD7bYX10qK/tWvtW4Ypv2VAB3tz+DgAAAKiLCPNOQJiHKxiGoV8Tz9tnyN927Kxy8y/91/Nws6h78wb2e9u3axQkNybSAwAAAOoEwrwTEOZRG2Rk52nzkUu3vzt2JtNhfcMAL/W7OIle37iGCgvwdlGlAAAAAKqKMO8EhHnURr+duXT7u42HzygzJ9++zmKROjQOtl9r37VZiDzd3VxYLQAAAICKIMw7AWEetV1OnlU//nZW6w7Yrrf/JSHNYX2gt4fiW4apf6sI9WvVUE0b+LmoUgAAAADlQZh3AsI8zOb0+SytvzhD/vqDSTqXmeuw/opwf/W72GvfOzZMvl7c/g4AAACoTQjzTkCYh5nlWw3tPZlqv9b+pxMpyrde+i/s5eGmXrGXbn8XFxHA7e8AAAAAFyPMOwFhHnVJ6oVcbTyUrHUHk7R2f5L+SM1yWN8o2Md2+7vW4bqqZUMF+3q6qFIAAACg/iLMOwFhHnWVYRg6nJSuNfuTtO5gsrYcOaPsPKt9vbubRV2iQ+zhvmOTYLlz+zsAAACg2hHmnYAwj/oiKzdfW46e1dr9SVp3MEmHTqc7rA/x81TfuHD1i2uo/q3CFRHk46JKAQAAgLqNMO8EhHnUVydTLthuf7c/ST8cStb57DyH9W2iAtW/dbj6x4Wre0wDeXswkR4AAADgDHUuzL/77rt69913dezYMUlS+/bt9cwzz2jYsGGlbrN48WI9/fTTOnbsmOLi4jRz5kxdf/315T4mYR6QcvOt2nkixX5v+z0nU1X4ncDPy119WoSpf+tw9YsLV0xDf9cVCwAAAJhcnQvzX375pdzd3RUXFyfDMDRv3jy99NJL+umnn9S+ffti7Tdu3Kh+/fpp+vTpGj58uBYuXKiZM2dqx44d6tChQ7mOSZgHijuTnq0Nh5IvzpKfrOT0bIf1zcP8bNfatwpXnyvC5O/t4aJKAQAAAPOpc2G+JKGhoXrppZd0zz33FFs3evRoZWRk6KuvvrIv6927t7p06aL33nuvXPsnzANls1oN7UtMs9/+bvtv55Sbf+ltwtPdoiubh6pfK1u4b9sokNvfAQAAoFoZhqH07DylXshVSmau0i7kKuVCrlIv2L6+r1+LWv03aXXk0FrTvZafn6/FixcrIyNDffr0KbHNpk2bNHnyZIdlQ4YM0dKlS0vdb3Z2trKzL/UypqWlOaVeoK5yc7OofeNgtW8crL8MaKn07DxtOnxGaw+c1toDSTpx9oI2HTmjTUfOaOaKXxUe6K1+ceHq16qh+saFK9Tfy9UvAQAAALVUVm6+PZCnXgzjKZk59q+Lriv8yLeW3g89rk+MfL3q15xPLg/ze/bsUZ8+fZSVlaWAgAAtWbJE7dq1K7FtYmKiIiMjHZZFRkYqMTGx1P1Pnz5dU6dOdWrNQH0S4O2hwe0iNbhdpAzD0LEzmfZr7TcdPqOk89n6bMfv+mzH77JYpE5NgtW/Vbj6tQpXl+gQebi7ufolAAAAwIny8q2Xgneh3vGCEH4pjOcUC+iFb51cGV4ebgrx9VSwr6dC/Gz/Bvt6Kc9qlUSYr1GtW7fWzp07lZqaqk8//VR33XWX1q5dW2qgr6gpU6Y49OanpaUpOjraKfsG6huLxaLYhv6Kbeivu+JjlJ2Xr+3HzmntxXD/a+J57fo9Vbt+T9Ub3x1SoI+Hrm7Z0B7uG4f4uvolAAAAQLZLK9Nz8pRaJICnFArgRdcVPNKL3BWpotzdLBdDuKeCfD1LCOeXHiF+Xg7rfDzrV2Avi8vDvJeXl1q2bClJ6t69u7Zt26bXX39d77//frG2UVFROnXqlMOyU6dOKSoqqtT9e3t7y9vb27lFA5AkeXu4K75lQ8W3bKgp17fVqbQse6/9hkPJSsnM1fK9iVq+1zZ6Ji4iQP0uBvtesaG8GQMAAFSBYRjKyrVeCuCZl3rKUwsPY7cvy7E/T7uQqzJGrZdLoLeHgv1KCuJeZYRzTwV4e9Tq69vNwuVhviir1epwjXthffr00erVqzVp0iT7slWrVpV6jT2AmhUZ5KNRV0Zr1JXRyrca2v17itYdSNbaA6e180SKDp5O18HT6fpgw1F5e7ipV4sw9W8Vrv6tGuqK8ADe1AEAQL2Ue3HYekEPeFpBD/llw3mucvKrNmzdx9PNFrIvBvDgQgE8pOjzi73kwb6eCvLx4HJKF3PpbPZTpkzRsGHD1KxZM50/f95+q7mVK1dq8ODBGjdunJo0aaLp06dLst2arn///poxY4ZuuOEGLVq0SNOmTePWdIAJpGbmasOhZHvPfWJalsP6JiG+6tfKNiQ/vmVDBfl4uqhSAACAirNaDZ3Pyis2VN1hiHpm4XV59p7yjJz8Kh3bo9CwdXtPuf25V7FwXrAuiGHrNabOzWZ/+vRpjRs3TgkJCQoODlanTp3sQV6Sjh8/Lje3S5/2xMfHa+HChXrqqaf05JNPKi4uTkuXLi13kAfgOsF+nrqhUyPd0KmRDMPQwdPpWrs/SesOJmnL0bM6mXJBH209oY+2npC7m0XdmoXY7m3fOlwdGgfLzY1eewAAUL0Mw9CF3PxyTeRW9HlaVq6q2k0a5ONxMWx7lR7OCy+7GNT9vdwZ4VgP1br7zFc3euaB2udCTr42Hz1jD/dHkjIc1of6e6lvXEP1iwtX31YNFRHo46JKAQCAGWTn5duHqztM7lbCLc+K3hYtN79q8cjX073Ua8UL95SHFFkX6OMpdzov6qzqyKGEeQC1zomzmVp3MElr9ydp4+EzxWZMbdcoSP1bh6tfXLi6N28gLw+u1wIAoK7Jtxo6n1XkfuRFJ3IrMZzn6kJu1Yate7pbigRxr1LDeeHbowX5esjbg2HrKI4w7wSEecBccvOt+ul4itYeOK11B5K152Sqw3p/L3f1uaKh+rcOV/+4cDUL83NRpQAAoCjDMJSRk+/YA17KRG4O15pn5up8dl6Vhq1bLFKQT+kzqpc283qIn6d8PRm2DucizDsBYR4wt+T0bG04mKy1B5K0/mCSktNzHNbHNvRXvzhbuO/dIkx+XrXuph0AAJhOVm7+pSHrRW+BVuSWZ0UDe14V73/m7+VeaHi6x6WZ1/1KDucF15sH+ngw5w5qDcK8ExDmgbrDajX0S0Ka1l6cIX/Hb+cc/mDwcndTj9gG9on0WkcG8ik7AKDeysu3Ku3ibOvFrhUvFs4de8qzcqt2+zMvd7cSZlkvfgu0EF8vBRUK50E+nlxOhzqBMO8EhHmg7jqflauNh8/Yb3/3+7kLDusjg7zVLy5c/VqF6+qWDdXA38tFlQIAUDmGYSg9O6/Ua8VLnXn94rD1qnCzyHG4epGJ3EL8bLc6KxrOg3095ePpxgfqqNcI805AmAfqB8MwdDQ5Q2sPJGndgSRtOnLGoVfBYpE6Nw1R/1a2cN8lOoQZZAEANSYrN98hbBedUd1hXaFZ2VMv5Cq/isPWA7w9Spll3XGYetF1AV4MWwcqizDvBIR5oH7Kys3Xj8fO2SfS23/qvMP6YF9PXd2yoT3cRwVz+zsAQNny8q2lTuRWUk954d707LyqDVv39nArNpN6SbOsBxW5BVqQr6c83Rm2DtQ0wrwTEOYBSFJC6gWtP3BpIr20LMehh60iA+zBvkdMqHw8uc0MANRFVquh89l5xe9HfqGEmdeLDG0veuvUinJ3c7z9mUMQ9y00ZN3Pq0hw9+T3EmAyhHknIMwDKCov36pdv6far7Xf9XuKw61wfDzd1LtFmD3ct2joz3V/AFCLGIahrFyrPYA7hG6HcJ6nlMwch1nZ0y7kqoqj1hXo43HZ250VDugFywK8Pfh9AtQThHknIMwDuJxzGTnacCjZHu5Pn892WN+0ga/6tQpX/1bhir8iTIE+ni6qFADqltyLw9aLTeSWWdL9yB0De05+1Yat+3i6XbpWvOgs64WHrPt5OawL9PGQB8PWAVwGYd4JCPMAKsIwDO0/dd4e7LcdPefwB6OHm0XdmjdQ/4vhvl2jICYHAlAvGYahnHyrLuTkKyMnXxdy8pSRna+0rOLD023h/FIvetrFcJ6Zk1+lGjwKhq37FQ3iXo6zrJcw6Zu3B8PWAVQfwrwTEOYBVEVmTp42HzmjdRevtz+anOGwvmGAl/rGhatfq4bqGxeuhgHeLqoUAEpmtRrKzM1XZk6eMrPzlZmTrwu5tuBd+GtbKM/ThRzb8sJfZ+bkXfzX8euqzrIu2e42Eujt4dADXjycX5rMLcTX6+It0Dzl5+XOsHUAtRJh3gkI8wCc6fiZTK09aLv93cZDycoo0qvUoUmQ7Vr7uHB1a96AGYQBlEtpvdwlhe3MnOLBuyBgF2xbOHgXvk1ndfHycJOfl7v8PN3tPeKOs6x7FZtlvWBdoI8ntwoFUOcQ5p2AMA+guuTkWbXj+Dn7ve1//iPNYX2At4firwizX28fHernokoBOEtt7+Uui8Ui+Xm6y8/bwxa8vQr+dS/23NfLQ/5Fvvb1cpe/t4d8PW3L/b095HsxwHMNOQA4Isw7AWEeQE05fT5LGw4W3P4uWWczchzWtwj3V7+4cPVvHa7esWHy9eJ6TaA6FPRyZ2bnKzPXvL3c/l4Xw3KhsO3r5X4xZBcP3r4Xl5cWvL093BiSDgA1hDDvBIR5AK5gtRra+8el29/tOJ7i0Ovm5eGmXrGh9nAfFxHAH9mody7Xy51ZStgu+LqksF2berkLgje93ABQ/xDmnYAwD6A2SMvK1cZDyVp7wHYLvJMpFxzWRwX5qF+rhurfKkJXt2yoYD9uf4faoaxe7qJhu2jwLhy2Xd3L7Ri86eUGAFQvwrwTEOYB1DaGYehwUob9WvvNR84oO+9SqHGzSF2iQ+zX2ndqGsLkULisfKuhC0V6uUu6NtsxbBdeVkIv98UAb4Ze7sLb0MsNAHA1wrwTEOYB1HZZufnaevSsPdwfPJ3usD7Ez1NXt2xoD/eRQT4uqhRVVbSXOzO79LBdfFnxXu6M7Hx7gK9NvdxFg3fRXu6iwZtebgBAXUOYdwLCPACz+SPlgtYdSNK6g7aJ9M5n5TmsbxMVaLv9XatwXRnTQN4eTKTnbHWpl9vX0xaY6eUGAKDmEOadgDAPwMzy8q3a9XuK1u5P0tqDydr9e4oKv4v7erqrzxVh9nAfE+ZXb3o46eWmlxsAgNqKMO8EhHkAdcnZjBxtOJSstfttPfdJ57Md1jcL9bNPpNfnijAFeHu4qNJL7L3cJYRtx69Lm0yteNiurb3cfqUEb4f7eHvTyw0AQF1HmHcCwjyAusowDO1LOK91B5O0dn+SfvztrHLzL73Fe7pb1L15A/u19u0aBZXaY2sYhrLzrLZbf5UavEvr+S40w3lu7enlLgje9HIDAICaRph3AsI8gPoiIztPmw6fsYX7A0n67Uymw/qGAd5q2yhQWbn59HIDAABUI8K8ExDmAdRXx5IztO6gbYb8jYfPKDMnv1zbVaaXu3DALi14+3jSyw0AAOqH6sihrr94EgBQI2Ia+iumob/G9YlRdl6+tv92Tn+kZDn2bNPLDQAAYAqEeQCoh7w93BV/RUNXlwEAAIBKorsFAAAAAACTIcwDAAAAAGAyhHkAAAAAAEyGMA8AAAAAgMkQ5gEAAAAAMBnCPAAAAAAAJkOYBwAAAADAZAjzAAAAAACYDGEeAAAAAACTIcwDAAAAAGAyhHkAAAAAAEyGMA8AAAAAgMkQ5gEAAAAAMBnCPAAAAAAAJkOYBwAAAADAZAjzAAAAAACYDGEeAAAAAACTIcwDAAAAAGAyhHkAAAAAAEyGMA8AAAAAgMkQ5gEAAAAAMBnCPAAAAAAAJkOYBwAAAADAZAjzAAAAAACYDGEeAAAAAACTIcwDAAAAAGAyhHkAAAAAAEyGMA8AAAAAgMkQ5gEAAAAAMBnCPAAAAAAAJkOYBwAAAADAZAjzAAAAAACYDGEeAAAAAACTIcwDAAAAAGAyhHkAAAAAAEyGMA8AAAAAgMkQ5gEAAAAAMBnCPAAAAAAAJkOYBwAAAADAZAjzAAAAAACYDGEeAAAAAACTIcwDAAAAAGAyhHkAAAAAAEyGMA8AAAAAgMkQ5gEAAAAAMBnCPAAAAAAAJkOYBwAAAADAZFwa5qdPn64ePXooMDBQERERuvnmm7V///4yt5k7d64sFovDw8fHp4YqBgAAAADA9Vwa5teuXauJEydq8+bNWrVqlXJzc3XdddcpIyOjzO2CgoKUkJBgf/z22281VDEAAAAAAK7n4cqDr1ixwuH53LlzFRERoe3bt6tfv36lbmexWBQVFVXd5QEAAAAAUCvVqmvmU1NTJUmhoaFltktPT1fz5s0VHR2tm266ST///HOpbbOzs5WWlubwAAAAAADAzGpNmLdarZo0aZKuuuoqdejQodR2rVu31uzZs7Vs2TL95z//kdVqVXx8vH7//fcS20+fPl3BwcH2R3R0dHW9BAAAAAAAaoTFMAzD1UVI0gMPPKDly5drw4YNatq0abm3y83NVdu2bXX77bfrhRdeKLY+Oztb2dnZ9udpaWmKjo5WamqqgoKCnFI7AAAAAAClSUtLU3BwsFNzqEuvmS/w4IMP6quvvtK6desqFOQlydPTU127dtWhQ4dKXO/t7S1vb29nlAkAAAAAQK3g0mH2hmHowQcf1JIlS/Tdd98pNja2wvvIz8/Xnj171KhRo2qoEAAAAACA2selPfMTJ07UwoULtWzZMgUGBioxMVGSFBwcLF9fX0nSuHHj1KRJE02fPl2S9Pzzz6t3795q2bKlUlJS9NJLL+m3337Tvffe67LXAQAAAABATXJpmH/33XclSQMGDHBYPmfOHI0fP16SdPz4cbm5XRpAcO7cOU2YMEGJiYlq0KCBunfvro0bN6pdu3Y1VTYAAAAAAC5VaybAqynVMfEAAAAAAAClqY4cWmtuTQcAAAAAAMqHMA8AAAAAgMkQ5gEAAAAAMBnCPAAAAAAAJkOYBwAAAADAZAjzAAAAAACYDGEeAAAAAACTIcwDAAAAAGAyhHkAAAAAAEyGMA8AAAAAgMkQ5gEAAAAAMBnCPAAAAAAAJkOYBwAAAADAZAjzAAAAAACYDGEeAAAAAACTIcwDAAAAAGAyhHkAAAAAAEyGMA8AAAAAgMkQ5gEAAAAAMBnCPAAAAAAAJkOYBwAAAADAZAjzAAAAAACYDGEeAAAAAACTIcwDAAAAAGAyhHkAAAAAAEyGMA8AAAAAgMkQ5gEAAAAAMBnCfG2VfV7KSnN1FQAAAACAWsjD1QWgFHs+lb6eLEW0l5r1kqJ72/4NjpYsFldXBwAAAABwIcJ8bZV8QDKs0qk9tse2/7MtD2x8KdxH95SiOknufBsBAAAAoD6xGIZhuLqImpSWlqbg4GClpqYqKCjI1eWULS1BOrFZOrFVOr5ZStwtWfMc23j6SU26S816Xwz4PSSfYNfUCwAAAAAopjpyKGHeTHIypJM7bAH/+BZbyM9OLdLIIkW0cxyaH9KcofkAAAAA4CKEeScwdZgvymqVkn4tFO43S+eOFW8XEGUbkl/Qe9+ok+TuWePlAgAAAEB9RJh3gjoV5kty/pR0YovtcXyzlLBLsuY6tvHwvTg0v9elofm+DVxTLwAAAADUcYR5J6jzYb6o3AtFhuZvkbJSircLb+s4NL9BLEPzAQAAAMAJCPNOUO/CfFFWq22m/MLh/uzh4u38I4oMze8seXjVfL0AAAAAYHKEeSeo92G+JOlJF4fmXwz4CTul/BzHNh4+UuNujrfF8wt1SbkAAAAAYCaEeScgzJdDbpb0x0+OvfcXzhZv17CVFN3rUu992BUMzQcAAACAIgjzTkCYrwTDkJIPOvbenzlYvJ1fw4vh/mLvfeMukod3jZcLAAAAALUJYd4JCPNOknHGMdz/8ZOUn+3Yxt1batz1Yri/+PBv6Jp6AQAAAMBFCPNOQJivJnnZ0h87beH+xFbbbfEyk4u3C2t5acb86N5SwziG5gMAAACo0wjzTkCYryGGIZ09Ygv1Bb33yfuLt/MNLTI0v6vk6VPz9QIAAABANSHMOwFh3oUyz9p67e1D83dIeVmObdw8bdfaF55YLyDcJeUCAAAAgDMQ5p2AMF+L5OVIibsde+8zThdvF9qiyND8VpKbW83XCwAAAACVQJh3AsJ8LWYY0rmjF2+HdzHcJ+0r3s4npNDQ/F5S426Sl1+NlwsAAAAA5UGYdwLCvMlcOCed2HYp3J/cLuVdcGzj5iE16uzYex8Y6Zp6AQAAAKAIwrwTEOZNLj/34tD8Qr336YnF2zWIcQz34W0Ymg8AAADAJQjzTkCYr2MMQ0r5zTHcn/5FUpEfa+9gKbrHpYDfpLvk5e+SkgEAAADUL4R5JyDM1wMXUqSTP14K+L9vl3IzHNu4eUhRHR1774MauaRcAAAAAHUbYd4JCPP1UH6edGqPY+/9+T+KtwtpVijc95Ii2klu7jVfLwAAAIA6hTDvBIR5yDCk1BOXwv2JLdKpnyXD6tjOO0hqemWhoflXSt4BrqkZAAAAgGkR5p2AMI8SZaUVGZr/o5ST7tjG4i5FdXAcmh/cxDX1AgAAADANwrwTEOZRLvl50umfHYfmp/1evF1wtBTd81LAj+zA0HwAAAAADgjzTkCYR6Wl/m4bkl8Q8BP3FB+a7xXgODS/aQ/JO9A19QIAAACoFQjzTkCYh9NkpzsOzT+xTco579jG4iZFtr8Y7nvbevGDoyWLxTU1AwAAAKhxhHknIMyj2ljzbfe4P75ZOrHVFvBTjhdvF9j40jX3zXpJkR0ld4+arxcAAABAjSDMOwFhHjUqLeHSNfcnNksJuyUj37GNp7/UtLvj0HyfYNfUCwAAAMDpCPNOQJiHS+VkSCe3Ow7Nz04t0shiu8d94d77kOYMzQcAAABMijDvBIR51CpWq5T0q2Pv/bljxdsFRDmG+6hOkrtnjZcLAAAAoOII805AmEetdz7Rcdb8hF2SNc+xjaef1KT7pdviRfeQfBu4pl4AAAAAZSLMOwFhHqaTkyn9saPQxHpbpKyU4u3C2zr23jeIZWg+AAAAUAsQ5p2AMA/Ts1ql5AOOQ/PPHinezj+iULjvbRua7+FV8/UCAAAA9Rxh3gkI86iT0k9fHJq/2fbvHzsla65jGw8fqXG3SwE/uqfkF+qScgEAAID6hDDvBIR51Au5F2yB3t57v0W6cLZ4u4atHXvvQ1swNB8AAABwMsK8ExDmUS8ZhpR80HFo/plDxdv5NbSF+oKJ9Rp3kTy8a7xcAAAAoC4hzDsBYR64KCPZ1mNfMHP+Hzuk/BzHNu7eUuOuhYbm95L8w1xTLwAAAGBShHknIMwDpcjLLjI0f7OUeaZ4u7A4x6H5YS0Zmg8AAACUgTDvBIR5oJwMQzpz+GK4vzixXvKB4u18Q2099gUBv3FXydOn5usFAAAAainCvBMQ5oEqyDx78V73my8Nzc/Lcmzj7iU16uI4ND8g3CXlAgAAALUBYd4JCPOAE+XlSAm7HHvvM5KKtwu9wnFivYatJDe3mq8XAAAAcAHCvBMQ5oFqZBjS2SOF7nm/VUraV7ydbwOpac9LvfdNukmevjVfLwAAAFADCPNOQJgHatiFc9KJbZeG5p/cLuVdcGzj5ik16nyx976X7d+ACNfUCwAAADgZYd4JCPOAi+XnSgm7HYfmp58q3q5BzMUZ8y/23oe3YWg+AAAATIkw7wSEeaCWMQwp5bdLt8M7vkU6/YukIm9NPsFFhuZ3l7z8XFIyAAAAUBGEeScgzAMmcCFF+v3HS733J7dLuZmObdw8pKhOjhPrBTVySbkAUK8YhpR9XspKsb1fZ6UW+rrIsqw02/u1l59tbhTPov/6Sp7+Ja/z8nNc5ubuwhcNAFVT58L89OnT9fnnn+vXX3+Vr6+v4uPjNXPmTLVu3brM7RYvXqynn35ax44dU1xcnGbOnKnrr7++XMckzAMmlJ8rJe5xvC3e+T+Ktwtp5jg0P6Itf/wBQEms+RcDdxlB3GHZxeUF6438mq/Z3atQ2Pcr8oFAKR8AFPu3hA8TvAp9mODuWfOvC0C9UOfC/NChQ3XbbbepR48eysvL05NPPqm9e/fql19+kb+/f4nbbNy4Uf369dP06dM1fPhwLVy4UDNnztSOHTvUoUOHyx6TMA/UAYYhpZ4oMjT/Z8mwOrbzDpKa9rg0sV7TK21/tAFAXZCfWyhgpxQK3SllBPEU6UKqlJ2mYpczVZS7l+QTIvmGOP7rE1zo6yDbBwe5F2wjrHIvXHxklLDs4tc5mYWWZ1a9zopw8yhl1ECRDwVKHWlQ1ocJFz84cPeSLJaae00AaoU6F+aLSkpKUkREhNauXat+/fqV2Gb06NHKyMjQV199ZV/Wu3dvdenSRe+9995lj0GYB+qorDTp922Xbov3+4+2PxYLs7hLUR0vzph/sfc+uIlr6gUAScrNqkCPeJF1Rd/jKsPTr/Qg7vBvcPFlNXFLUcOQ8rIvhvvMIh8AFPogIKfohwOF/y3hA4PczIsfGlz8YKHoh8HVyeJWwqiCUkYaVOWDAz4wAGqV6sihHk7Zi5OkpqZKkkJDQ0tts2nTJk2ePNlh2ZAhQ7R06dIS22dnZys7O9v+PC0treqFAqh9fIKkltfaHpKUn2frrS/ce5/2u5Sw0/bY+r6tXXD0pdvhRfeSItszNB9A+RmGLRiWFLbLE87zsqpeg3dQkSBeuGc8pOxw7uFV9eNXJ4tF8vSxPVT634dVYhi2UQ4lfgBQ5N+iowYcPiQo5YODgm2suRePZ5Vy0m2P6lTm/ATlmKOgPB8Y8PsScKlaE+atVqsmTZqkq666qszh8omJiYqMjHRYFhkZqcTExBLbT58+XVOnTnVqrQBMwN3Ddu/6Rp2lXvfZlqX+ful2eMc3S6f22obrp56Q9n5qa+MVYBuOX3DtfdMekneg614HgOpntUo55ysexAvaFYS0SrOU3CN+2V7yBrYg715r/pwzJ4vF9qGGh5ft/FaX/NySRwhU+IODMi5RKPzhUMG+dab6XpOHTwkfGDh5pAE/30Cpas3/jokTJ2rv3r3asGGDU/c7ZcoUh578tLQ0RUdHO/UYAEwiuKnU8RbbQ7LNxvz7j5cm1juxzfYH/ZE1todkGw4Z2f5iuL/Yex/CewhQ6xRM6HbhXMWGqxdMAlfVYdZuHpUfru4VKLm5Ve34qP3cPW0Pn2q8zNM+P0E5PzBwuNygrA8OiqwvkJdle1w4V32vyc2zlFEDl5sMsYxRCEU/OHD35LIEmFKtCPMPPvigvvrqK61bt05NmzYts21UVJROnTrlsOzUqVOKiooqsb23t7e8vb2dViuAOsQ7ULpioO0h2f4IOv1Lod77LVLqcdtM+ol7pG3/trULalJkaH4Heg4AZ8jLKSOIF11W0O7iv9lOuIzOw6fksF2ecO7lTxiA67m5S94Btkd1MYxSPjC43AcHJc1tUMolCjkZsk98aM299KFbdbG4X2bUwOUmQyxlFELhrz28eY+A07l0AjzDMPTXv/5VS5Ys0Zo1axQXF3fZbUaPHq3MzEx9+eWX9mXx8fHq1KkTE+ABcL60Py6F+xNbpITdxW/J5OkvNe3uODTfJ9g19QKulnuhksPVUxx7/CrL078Sw9UvLvP0qfrxAVSdYUj5OZcZOVCVuQ0ufmBQo7dYtFzmcoOqXKJw8YMGDx9G+dRidW42+7/85S9auHChli1b5nBv+eDgYPn62mZIHTdunJo0aaLp06dLst2arn///poxY4ZuuOEGLVq0SNOmTePWdABqRk6GdHL7pYn1TmyTsov2FlguDs0v1Hsf0oxP5GEOhmGbmKuiQbxgWX52KTuuAO9gyTe49CDuE2y7XrxoOPcOqv0TugGoPQpPfJhTyiUFZX1wUOyDhsJfX9xffk7NviaPopcblHaJgn8pHyaUdYmCHxMfVkGdC/OWUv6wnTNnjsaPHy9JGjBggGJiYjR37lz7+sWLF+upp57SsWPHFBcXp3/+85+6/vrry3VMwjwAp7JapaR9jhPrpfxWvF1gI1uoL7gtXlQn2zV6QHWwWm3Dziszu3pWqmTNq9rxLW6VH67uE8wfigDqjvw8Ka+UOxw45RKFC7b91yR373KMGijvSINS1tXBv5HqXJh3BcI8gGp3PvFiuL84sV7CruLhyNNPatL9Uu990x7VO4syzCc/r3j4LncveZrs15tWlptn+YJ4Scu8AxmJAgA1xWot/oGBUy5RKDrxYQ3GRjfPUkYNlDEZ4lWTbOtrKcK8ExDmAdS4nEzpjx2O194Xm8jHIkW0LTQ0v6fUIJZAZHZ52ZUfrp5zvurH9/AtfQb1y/WSe/rx8wcAsDEM250LKnxXhDLmLyj2wUFG1e4sMuVk9U7+WEXVkUOZfhkAqpuXnxRzte0h2T5BT97vODT/3FHbTPqnf5G2z7G1C4i0hfqC2+JFdeJ64JpWMGtzRYN4wTJnDH30Cijf7c1KCuce3M0FAOAEFsulXnCFVs8xDOPiPAZlzF9Q1twGnr7VU1ctRs88ANQG6acvBfsTW6Q/dtpux1OYh0/xofl+1fQLtS4xDCn7fOVmV89KdcLkRRbbfaXLHcQbOC7jtocAAJgew+ydgDAPwBRyL0h//OQ4NP/CueLtwts49t6HtqibQ6Ot+ZfuM1zeIG4P7qlVv/2Qxb3iw9ULlnkHc6sgAADqOcK8ExDmAZiS1SqdOeg4sd6ZQ8Xb+YcXmjW/t9Soc+0Zap2fW0rvd8plwnmqbWb2qk684+5V+eHqXgF180MSAABQIwjzTkCYB1BnZCQXGZr/U/Eh4e7eUpNujve8r8rQ/Nysyg1Xv5Biuwauqjz9Kh7EC5Z5+hLIAQCASxDmnYAwD6DOys2SEnY6Ds3PPFO8XVic7V730b2l0Nji9xgvdbh6im0m26ryCizeO24P3SFlh3MmAAQAACZEmHcCwjyAesMwpDOHbUPyCwJ+8gEn7NhSQu93eXrJG0jeQUzoBgAA6h1uTQcAKD+LRWrY0vboeodtWcYZ6fetl8J9RlIpQbyMcO4dxIRuAAAALkaYB4D6xD9Maj3M9gAAAIBpEeYBAACAOi4/P1+5ubmuLgOo07y8vORWg6MXCfMAAABAHWUYhhITE5WSkuLqUoA6z83NTbGxsfLyqpkJewnzAAAAQB1VEOQjIiLk5+cnC7foBKqF1WrVH3/8oYSEBDVr1qxG/q8R5gEAAIA6KD8/3x7kw8LCXF0OUOeFh4frjz/+UF5enjw9Pav9eExHDAAAANRBBdfI+/n5ubgSoH4oGF6fn59fI8cjzAMAAAB1GEPrgZpR0//XCPMAAAAAAJgMYR4AAAAA6pDx48fr5ptvdnUZqGaEeQAAAAC1TmJiov7617+qRYsW8vb2VnR0tP70pz9p9erVri6tTBaLRUuXLi1Xu4JHUFCQevTooWXLllXoWMeOHZPFYtHOnTsdlr/++uuaO3duhfYF8yHMAwAAAKhVjh07pu7du+u7777TSy+9pD179mjFihUaOHCgJk6cWOn9GoahvLy8YstzcnKqUm6lzZkzRwkJCfrxxx911VVX6ZZbbtGePXuqvN/g4GCFhIRUvUDUaoR5AAAAoJ4wDEOZOXk1/jAMo0J1/uUvf5HFYtHWrVs1cuRItWrVSu3bt9fkyZO1efNmSSX3SqekpMhisWjNmjWSpDVr1shisWj58uXq3r27vL29tWHDBg0YMEAPPvigJk2apIYNG2rIkCGSpL1792rYsGEKCAhQZGSk7rzzTiUnJ9v3P2DAAD300EN67LHHFBoaqqioKD333HP29TExMZKkESNGyGKx2J+XJiQkRFFRUWrVqpVeeOEF5eXl6fvvv7evX7Fiha6++mqFhIQoLCxMw4cP1+HDh+3rY2NjJUldu3aVxWLRgAEDJBUfZp+dna2HHnpIERER8vHx0dVXX61t27aV51uBWoz7zAMAAAD1xIXcfLV7ZmWNH/eX54fIz6t80ePs2bNasWKFXnzxRfn7+xdbX5ke5yeeeEIvv/yyWrRooQYNGkiS5s2bpwceeEA//PCDJNsHAddcc43uvfdevfrqq7pw4YIef/xx3Xrrrfruu+/s+5o3b54mT56sLVu2aNOmTRo/fryuuuoqDR48WNu2bVNERITmzJmjoUOHyt3dvVz15eXl6YMPPpB06fZmkpSRkaHJkyerU6dOSk9P1zPPPKMRI0Zo586dcnNz09atW9WzZ099++23at++vcO2hT322GP67LPPNG/ePDVv3lz//Oc/NWTIEB06dEihoaEVPp+oHQjzAAAAAGqNQ4cOyTAMtWnTxmn7fP755zV48GCHZXFxcfrnP/9pf/6Pf/xDXbt21bRp0+zLZs+erejoaB04cECtWrWSJHXq1EnPPvusfR9vvfWWVq9ercGDBys8PFzSpR73y7n99tvl7u6uCxcuyGq1KiYmRrfeeqt9/ciRIx3az549W+Hh4frll1/UoUMH+/HCwsJKPV5GRobeffddzZ07V8OGDZMk/fvf/9aqVav0wQcf6G9/+9tl60TtRJgHAAAA6glfT3f98vwQlxy3vCo6JL88rrzyymLLunfv7vB8165d+v777xUQEFCs7eHDhx3CfGGNGjXS6dOnK1XXq6++qkGDBunIkSN65JFH9MYbbzj0lB88eFDPPPOMtmzZouTkZFmtVknS8ePH1aFDh3Id4/Dhw8rNzdVVV11lX+bp6amePXtq3759laobtQNhHgAAAKgnLBZLuYe7u0pcXJwsFot+/fXXMtu5udmm/yoc/nNzc0tsW9Jw/aLL0tPT9ac//UkzZ84s1rZRo0b2rz09PR3WWSwWe8iuqKioKLVs2VItW7bUnDlzdP311+uXX35RRESEJOlPf/qTmjdvrn//+99q3LixrFarOnTo4LIJ+1C7MAEeAAAAgFojNDRUQ4YM0dtvv62MjIxi61NSUiTJPsQ8ISHBvq7oLdoqolu3bvr5558VExNjD9gFj5I+DCiNp6en8vPzK3z8nj17qnv37nrxxRclSWfOnNH+/fv11FNP6dprr1Xbtm117tw5h20KrpEv63hXXHGFvLy87HMDSLYPPbZt26Z27dpVuE7UHoR5AAAAALXK22+/rfz8fPXs2VOfffaZDh48qH379umNN95Qnz59JEm+vr7q3bu3ZsyYoX379mnt2rV66qmnKn3MiRMn6uzZs7r99tu1bds2HT58WCtXrtTdd99doXAeExOj1atXKzExsVj4vpxJkybp/fff18mTJ9WgQQOFhYXpX//6lw4dOqTvvvtOkydPdmgfEREhX19frVixQqdOnVJqamqxffr7++uBBx7Q3/72N61YsUK//PKLJkyYoMzMTN1zzz0Vqg+1C2EeAAAAQK3SokUL7dixQwMHDtT//u//qkOHDho8eLBWr16td999195u9uzZysvLU/fu3TVp0iT94x//qPQxGzdurB9++EH5+fm67rrr1LFjR02aNEkhISH2If3lMWvWLK1atUrR0dHq2rVrhWoYOnSoYmNj9eKLL8rNzU2LFi3S9u3b1aFDBz3yyCN66aWXHNp7eHjojTfe0Pvvv6/GjRvrpptuKnG/M2bM0MiRI3XnnXeqW7duOnTokFauXGmf2R/mZDGqY4aJWiwtLU3BwcFKTU1VUFCQq8sBAAAAqkVWVpaOHj2q2NhY+fj4uLocoM4r6/9cdeRQeuYBAAAAADAZwjwAAAAAACZDmAcAAAAAwGQI8wAAAAAAmAxhHgAAAAAAkyHMAwAAAABgMoR5AAAAAABMhjAPAAAAAIDJEOYBAAAAADAZwjwAAAAAAJJiYmL02muvubqMciHMAwAAAKhVxo8fr5tvvtnVZRTz3HPPqUuXLi459ty5c2WxWMp8HDt2zCW11aQ1a9Y4vObw8HBdf/312rNnT4X2M3fuXIWEhBRbvm3bNt13331OqrZ6VTnMG4YhwzCcUQsAAAAA1Hk5OTkV3mb06NFKSEiwP/r06aMJEyY4LIuOjq7QPnNzcytcR0253Dnav3+/EhIStHLlSmVnZ+uGG26o1HktKjw8XH5+flXeT02odJj/8MMP1bFjR/n6+srX11edOnXS/PnznVkbAAAAAGcyDCkno+YfVez8GzBggB566CE99thjCg0NVVRUlJ577jn7+jFjxmj06NEO2+Tm5qphw4b68MMPJUlWq1XTp09XbGysfH191blzZ3366af29gU9vqtXr9aVV14pPz8/xcfHa//+/ZJsPblTp07Vrl277L3Cc+fOlSQdP35cN910kwICAhQUFKRbb71Vp06dsu+7oEf///7v/xQbGysfHx99+OGHCgsLU3Z2tkPdN998s+68885i58DX11dRUVH2h5eXl/z8/OzPe/furTfffNNhmy5dujicJ4vFonfffVc33nij/P399eKLL9prmz9/vmJiYhQcHKzbbrtN58+ft2+XnZ2thx56SBEREfLx8dHVV1+tbdu22c9r06ZN9e677zoc+6effpKbm5t+++03SVJKSoruvfdehYeHKygoSNdcc4127dpV5jkqS0REhKKiotStWzdNmjRJJ06c0K+//mpf/8orr6hjx47y9/dXdHS0/vKXvyg9Pd3+vb777ruVmppq/14WnKeiw+wv9711JY/KbPTKK6/o6aef1oMPPqirrrpKkrRhwwbdf//9Sk5O1iOPPOLUIgEAAAA4QW6mNK1xzR/3yT8kL/8q7WLevHmaPHmytmzZok2bNmn8+PG66qqrNHjwYI0dO1ajRo1Senq6AgICJEkrV65UZmamRowYIUmaPn26/vOf/+i9995TXFyc1q1bpzvuuEPh4eHq37+//Th///vfNWvWLIWHh+v+++/Xn//8Z/3www8aPXq09u7dqxUrVujbb7+VJAUHB8tqtdrD3tq1a5WXl6eJEydq9OjRWrNmjX2/hw4d0meffabPP/9c7u7uiouL00MPPaQvvvhCo0aNkiSdPn1aX3/9tf773/9W6VyV5bnnntOMGTP02muvycPDQ7Nnz9bhw4e1dOlSffXVVzp37pxuvfVWzZgxQy+++KIk6bHHHtNnn32mefPmqXnz5vrnP/+pIUOG6NChQwoNDdXtt9+uhQsX6oEHHrAfZ8GCBbrqqqvUvHlzSdKoUaPk6+ur5cuXKzg4WO+//76uvfZaHThwQKGhoSWeo/JITU3VokWLJEleXl725W5ubnrjjTcUGxurI0eO6C9/+Ysee+wxvfPOO4qPj9drr72mZ555xv5hTcHPTWHl/d66SqXC/Jtvvql3331X48aNsy+78cYb1b59ez333HOEeQAAAABO1alTJz377LOSpLi4OL311ltavXq1Bg8erCFDhsjf319Lliyx92ovXLhQN954owIDA5Wdna1p06bp22+/VZ8+fSRJLVq00IYNG/T+++87hPkXX3zR/vyJJ57QDTfcoKysLPn6+iogIEAeHh6Kioqyt1+1apX27Nmjo0eP2oe5f/jhh2rfvr22bdumHj16SLING//www8VHh5u33bMmDGaM2eOPcz/5z//UbNmzTRgwIBqOou2Y959990Oy6xWq+bOnavAwEBJ0p133qnVq1frxRdfVEZGht59913NnTtXw4YNkyT9+9//1qpVq/TBBx/ob3/7m8aOHatZs2bp+PHjatasmaxWqxYtWqSnnnpKkq3jd+vWrTp9+rS8vb0lSS+//LKWLl2qTz/91H6NeknnqDRNmzaVJGVkZEiy5dE2bdrY10+aNMn+dUxMjP7xj3/o/vvv1zvvvCMvLy8FBwfLYrE4fC+LWr16dbm+t65SqTCfkJCg+Pj4Ysvj4+OVkJBQ5aIAAAAAVANPP1svuSuOW0WdOnVyeN6oUSOdPn1akuTh4aFbb71VCxYs0J133qmMjAwtW7bM3mN76NAhZWZmavDgwQ77yMnJUdeuXUs9TqNGjSTZesybNWtWYl379u1TdHS0w/Xq7dq1U0hIiPbt22cPfM2bNy8WUidMmKAePXro5MmTatKkiebOnavx48fLYrGU+7xU1JVXXllsWUxMjD3IS47n9vDhw8rNzbWPyJYkT09P9ezZU/v27ZNkG87ftm1bLVy4UE888YTWrl2r06dP2z+k2LVrl9LT0xUWFuZw3AsXLujw4cP25yWdo9KsX79efn5+2rx5s6ZNm6b33nvPYf23336r6dOn69dff1VaWpry8vKUlZWlzMzMcl8TX97vratUKsy3bNlSn3zyiZ588kmH5R9//LHi4uKcUhgAAAAAJ7NYqjzc3VU8PT0dnlssFlmtVvvzsWPHqn///jp9+rRWrVolX19fDR06VJLs10p//fXXatKkicN+CnqKSzpOQagufJzK8vcvft67du2qzp0768MPP9R1112nn3/+WV9//XWl9u/m5lZsYvKSJrgrqY7LndvyGDt2rD3ML1y4UEOHDrWH9/T0dDVq1KjEoemFZ5QvqbbSxMbGKiQkRK1bt9bp06c1evRorVu3TpJ07NgxDR8+XA888IBefPFFhYaGasOGDbrnnnuUk5NjmgnuLqdSYX7q1Kn2k1XwCc0PP/yg1atX65NPPnFqgQAAAABwOfHx8YqOjtbHH3+s5cuXa9SoUfaQ2q5dO3l7e+v48eMOQ+orysvLS/n5+Q7L2rZtqxMnTujEiRP2HtxffvlFKSkpateu3WX3ee+99+q1117TyZMnNWjQoArPSF8gPDzcYZR0Wlqajh49Wql9FXbFFVfIy8tLP/zwg/3699zcXG3bts1hKPuYMWP01FNPafv27fr0008desq7deumxMREeXh4KCYmpso1FTVx4kRNnz5dS5Ys0YgRI7R9+3ZZrVbNmjVLbm62Od+L5tSSvpdFVfV7W90qNZv9yJEjtWXLFjVs2FBLly7V0qVL1bBhQ23dutU+wQQAAAAA1KQxY8bovffe06pVqzR27Fj78sDAQD366KN65JFHNG/ePB0+fFg7duzQm2++qXnz5pV7/zExMTp69Kh27typ5ORkZWdna9CgQerYsaPGjh2rHTt2aOvWrRo3bpz69+9f4pD2kmr+/fff9e9//1t//vOfK/W6Jemaa67R/PnztX79eu3Zs0d33XVXuSeRK4u/v78eeOAB/e1vf9OKFSv0yy+/aMKECcrMzNQ999xjbxcTE6P4+Hjdc889ys/P14033mhfN2jQIPXp00c333yz/vvf/+rYsWPauHGj/v73v+vHH3+sco1+fn6aMGGCnn32WRmGoZYtWyo3N1dvvvmmjhw5ovnz5xcbhh8TE6P09HStXr1aycnJyszMLLbfqn5vq1ulb03XvXt3/ec//9H27du1fft2/ec//yl2vQkAAAAA1JSxY8fql19+UZMmTRyu8ZakF154QU8//bSmT5+utm3baujQofr6668VGxtb7v2PHDlSQ4cO1cCBAxUeHq6PPvpIFotFy5YtU4MGDdSvXz8NGjRILVq00Mcff1yufQYHB2vkyJEKCAjQzTffXJGX62DKlCnq37+/hg8frhtuuEE333yzrrjiikrvr7AZM2Zo5MiRuvPOO9WtWzcdOnRIK1euVIMGDRzajR07Vrt27dKIESPk6+trX26xWPTNN9+oX79+uvvuu9WqVSvddttt+u233xQZGemUGh988EHt27dPixcvVufOnfXKK69o5syZ6tChgxYsWKDp06c7tI+Pj9f999+v0aNHKzw8XP/85z+L7bOq39vqZjGKXlhRirS0NAUFBdm/LktBu9ooLS1NwcHBSk1NrdV1AgAAAFWRlZWlo0ePluue3XCta6+9Vu3bt9cbb7zh6lJQBWX9n6uOHFrua+YbNGighIQERUREKCQkpMQZFg3DkMViuey1BwAAAABQ3507d05r1qzRmjVr9M4777i6HJhMucP8d999p9DQUEnS999/X20FAQAAAEB90LVrV507d04zZ85U69atXV0OTKbcYb7wrI+xsbGKjo4u1jtvGIZOnDjhvOoAAAAAoI46duyYq0uAiVVqArzY2FglJSUVW3727NkKTSABAAAAAAAqrlJhvuDa+KLS09OZXAMAAAAAgGpW7mH2kjR58mRJtin6n376afn5+dnX5efna8uWLerSpYtTCwQAAAAAAI4qFOZ/+uknSbae+T179sjLy8u+zsvLS507d9ajjz7q3AoBAAAAAICDCoX5glns7777br3++uvcpx0AAAAAABeoUJgvMGfOHGfXAQAAAAAAyqlSYV6SfvzxR33yySc6fvy4cnJyHNZ9/vnnVS4MAAAAAOqCAQMGqEuXLnrttddcXQrqkErNZr9o0SLFx8dr3759WrJkiXJzc/Xzzz/ru+++U3BwsLNrBAAAAFCPjB8/XhaLRRaLRZ6enoqMjNTgwYM1e/ZsWa3WEreJjY3Vt99+qzVr1ti3LfpITEwscdtjx445tAsNDVX//v21fv36CtVdcOyUlBSH5Z9//rleeOGFCu0LuJxKhflp06bp1Vdf1ZdffikvLy+9/vrr+vXXX3XrrbeqWbNmzq4RAAAAQD0zdOhQJSQk6NixY1q+fLkGDhyohx9+WMOHD1deXp5D2927d+vcuXPq37+/fdn+/fuVkJDg8IiIiCjzmN9++60SEhK0bt06NW7cWMOHD9epU6eq/FpCQ0MVGBhY5f0AhVUqzB8+fFg33HCDJNss9hkZGbJYLHrkkUf0r3/9y6kFAgAAAHAOwzCUmZtZ4w/DMCpcq7e3t6KiotSkSRN169ZNTz75pJYtW6bly5dr7ty5Dm2XLVumoUOHytPT074sIiJCUVFRDg83t7LjT1hYmKKiotShQwc9+eSTSktL05YtW+zr58+fryuvvFKBgYGKiorSmDFjdPr0aUm23v2BAwdKkho0aCCLxaLx48dLsg2znzRpkn0/586d07hx49SgQQP5+flp2LBhOnjwYIXPEeq3Sl0z36BBA50/f16S1KRJE+3du1cdO3ZUSkqKMjMznVogAAAAAOe4kHdBvRb2qvHjbhmzRX6eflXezzXXXKPOnTvr888/17333mtf/sUXX2jy5MlV3n+BCxcu6MMPP5Qkh9tx5+bm6oUXXlDr1q11+vRpTZ48WePHj9c333yj6OhoffbZZxo5cqT279+voKAg+fr6lrj/8ePH6+DBg/riiy8UFBSkxx9/XNdff71++eUXhw8kgLJUKsz369dPq1atUseOHTVq1Cg9/PDD+u6777Rq1Spdc801zq4RAAAAACRJbdq00e7du+3PT548qd27d2vYsGEO7Zo2berwvHnz5vr555/L3Hd8fLzc3NyUmWkbTdC9e3dde+219vV//vOf7V+3aNFCb7zxhnr06KH09HQFBAQoNDRUkm1UQEhISInHKAjxP/zwg+Lj4yVJCxYsUHR0tJYuXapRo0Zd/iQAqmSYf+utt5SVlSVJ+vvf/y5PT09t3LhRI0eO1KOPPurUAgEAAAA4h6+Hr7aM2XL5htVwXGcxDEMWi8X+/IsvvtDVV19dLDyvX7/e4Tr18vR4f/zxx2rTpo327t2rxx57THPnznXYbvv27Xruuee0a9cunTt3zj4Z3/Hjx9WuXbty1b9v3z55eHioV69LIyTCwsLUunVr7du3r1z7AKRKhvmCT5wkyc3NTU888YSysrL09ttvq2vXrqXOEgkAAADAdSwWi1OGu7vSvn37FBsba3/+xRdf6MYbbyzWLjY2ttTe8dJER0crLi5OcXFxysvL04gRI7R37155e3srIyNDQ4YM0ZAhQ7RgwQKFh4fr+PHjGjJkSLFbdQM1oUIT4GVnZ2vKlCm68sorFR8fr6VLl0qS5syZoyuuuEKvv/66HnnkkeqoEwAAAEA9991332nPnj0aOXKkJCk9PV3ff/+9brrpJqcf65ZbbpGHh4feeecdSdKvv/6qM2fOaMaMGerbt6/atGljn/yuQMH19fn5+aXut23btsrLy3OYWO/MmTPav39/uXv3AamCYf6ZZ57Ru+++q5iYGB07dkyjRo3Sfffdp1dffVWzZs3S0aNH9fjjj1dXrQAAAADqiezsbCUmJurkyZPasWOHpk2bpptuuknDhw/XuHHjJEkrVqxQq1atFBMTU2z706dPKzEx0eGRm5tb7uNbLBY99NBDmjFjhjIzM9WsWTN5eXnpzTff1JEjR/TFF18Uu3d88+bNZbFY9NVXXykpKUnp6enF9hsXF6ebbrpJEyZM0IYNG7Rr1y7dcccdatKkSbV8KIG6q0JhfvHixfrwww/16aef6r///a/y8/OVl5enXbt26bbbbpO7u3t11QkAAACgHlmxYoUaNWqkmJgYDR06VN9//73eeOMNLVu2zJ47li1bVuIQe0lq3bq1GjVq5PDYvn17hWq46667lJubq7feekvh4eGaO3euFi9erHbt2mnGjBl6+eWXHdo3adJEU6dO1RNPPKHIyEg9+OCDJe53zpw56t69u4YPH64+ffrIMAx98803zGSPCrEYFbjpo5eXl44ePaomTZpIknx9fbV161Z17Nix2gp0trS0NAUHBys1NVVBQUGuLgcAAACoFllZWTp69KhiY2Pl4+Pj6nKcLi8vT5GRkVq+fLl69uzp6nKAMv/PVUcOrVDPfH5+vsN9Fj08PBQQEOCUQgAAAACgvM6ePatHHnlEPXr0cHUpgEtUaDZ7wzA0fvx4eXt7S7J98nD//ffL39/fod3nn3/uvAoBAAAAoIiIiAg99dRTri4DcJkKhfm77rrL4fkdd9zh1GIAAAAAAMDlVSjMz5kzp7rqAAAAAAAA5VSha+adbd26dfrTn/6kxo0by2Kx2O9bX5o1a9bIYrEUeyQmJtZMwQAAAAAA1AIuDfMZGRnq3Lmz3n777Qptt3//fiUkJNgfERER1VQhAAAAAAC1T4WG2TvbsGHDNGzYsApvFxERoZCQkHK1zc7OVnZ2tv15WlpahY8HAAAAAEBt4tKe+crq0qWLGjVqpMGDB+uHH34os+306dMVHBxsf0RHR9dQlQAAAAAAVA9ThflGjRrpvffe02effabPPvtM0dHRGjBggHbs2FHqNlOmTFFqaqr9ceLEiRqsGAAAAAAA53PpMPuKat26tVq3bm1/Hh8fr8OHD+vVV1/V/PnzS9zG29tb3t7eNVUiAAAAABRjsVi0ZMkS3Xzzza4uBXWEqXrmS9KzZ08dOnTI1WUAAAAAcJLx48fb71zl6empyMhIDR48WLNnz5bVai1xm9jYWH377bcOy9q0aSNvb+9y3f1q7ty59mO6ubmpUaNGGj16tI4fP16h2p977jl16dKl2PKEhIRKzRcGlMb0YX7nzp1q1KiRq8sAAAAA4ERDhw5VQkKCjh07puXLl2vgwIF6+OGHNXz4cOXl5Tm03b17t86dO6f+/fvbl23YsEEXLlzQLbfconnz5pXrmEFBQUpISNDJkyf12Wefaf/+/Ro1apRTXk9UVBQjhuFULg3z6enp2rlzp3bu3ClJOnr0qHbu3Gn/9GvKlCkaN26cvf1rr72mZcuW6dChQ9q7d68mTZqk7777ThMnTnRF+QAAAICpGIYha2ZmjT8Mw6hwrd7e3oqKilKTJk3UrVs3Pfnkk1q2bJmWL1+uuXPnOrRdtmyZhg4dKk9PT/uyDz74QGPGjNGdd96p2bNnl+uYFotFUVFRatSokeLj43XPPfdo69atDnfEevzxx9WqVSv5+fmpRYsWevrpp5WbmyvJ1rs/depU7dq1y97LX1CrxWLR0qVL7fvZs2ePrrnmGvn6+iosLEz33Xef0tPTK3yeUH+59Jr5H3/8UQMHDrQ/nzx5siTprrvu0ty5c5WQkOAwrCUnJ0f/+7//q5MnT8rPz0+dOnXSt99+67APAAAAACUzLlzQ/m7da/y4rXdsl8XPr8r7ueaaa9S5c2d9/vnnuvfee+3Lv/jiC3uWkKTz589r8eLF2rJli9q0aaPU1FStX79effv2LfexTp8+rSVLlsjd3V3u7u725YGBgZo7d64aN26sPXv2aMKECQoMDNRjjz2m0aNHa+/evVqxYoV9yH9wcHCxfWdkZGjIkCHq06ePtm3bptOnT+vee+/Vgw8+WOyDCqA0Lg3zAwYMKPNTuqI/yI899pgee+yxaq4KAAAAQG3Vpk0b7d692/785MmT2r17t8P16IsWLVJcXJzat28vSbrtttv0wQcfXDbMp6amKiAgQIZhKDMzU5L00EMPyd/f397mqaeesn8dExOjRx99VIsWLdJjjz0mX19fBQQEyMPDQ1FRUaUeZ+HChcrKytKHH35o3/dbb72lP/3pT5o5c6YiIyMrcEZQX5lqNnsAAAAAlWfx9VXrHdtdclxnMQxDFovF/vyLL77Q1VdfrZCQEPuy2bNn64477rA/v+OOO9S/f3+9+eabCgwMLHXfgYGB2rFjh3Jzc7V8+XItWLBAL774okObjz/+WG+88YYOHz6s9PR05eXlKSgoqEKvYd++fercubPDhwRXXXWVrFar9u/fT5hHuRDmAQAAgHrCYrE4Zbi7K+3bt0+xsbH251988YVuvPFG+/NffvlFmzdv1tatW/X444/bl+fn52vRokWaMGFCqft2c3NTy5YtJUlt27bV4cOH9cADD9hvg71p0yaNHTtWU6dO1ZAhQxQcHKxFixZp1qxZzn6ZwGWZfjZ7AAAAAPXDd999pz179mjkyJGSbBNqf//997rpppvsbT744AP169dPu3btsk+2vXPnTk2ePFkffPBBhY73xBNP6OOPP9aOHTskSRs3blTz5s3197//XVdeeaXi4uL022+/OWzj5eWl/Pz8Mvfbtm1b7dq1SxkZGfZlP/zwg9zc3NS6desK1Yj6izAPAAAAoNbJzs5WYmKiTp48qR07dmjatGm66aabNHz4cPsdr1asWKFWrVopJiZGkpSbm6v58+fr9ttvV4cOHRwe9957r7Zs2aKff/653DVER0drxIgReuaZZyRJcXFxOn78uBYtWqTDhw/rjTfe0JIlSxy2iYmJsd+lKzk5WdnZ2cX2O3bsWPn4+Oiuu+7S3r179f333+uvf/2r7rzzTobYo9wI8wAAAABqnRUrVqhRo0aKiYnR0KFD9f333+uNN97QsmXL7LPLL1u2zGGI/RdffKEzZ85oxIgRxfbXtm1btW3btsK984888oi+/vprbd26VTfeeKMeeeQRPfjgg+rSpYs2btyop59+2qH9yJEjNXToUA0cOFDh4eH66KOPiu3Tz89PK1eu1NmzZ9WjRw/dcsstuvbaa/XWW29VqDbUbxajMjd9NLG0tDQFBwcrNTW1whNVAAAAAGaRlZWlo0ePKjY2Vj4+Pq4ux+ny8vIUGRmp5cuXq2fPnq4uByjz/1x15FB65gEAAACYztmzZ/XII4+oR48eri4FcAlmswcAAABgOhEREQ73fAfqG3rmAQAAAAAwGcI8AAAAAAAmQ5gHAAAA6rB6Nt814DI1/X+NMA8AAADUQZ6enpKkzMxMF1cC1A85OTmSZL91YnVjAjwAAACgDnJ3d1dISIhOnz4tyXZvc4vF4uKqgLrJarUqKSlJfn5+8vComZhNmAcAAADqqKioKEmyB3oA1cfNzU3NmjWrsQ/NCPMAAABAHWWxWNSoUSNFREQoNzfX1eUAdZqXl5fc3GruSnbCPAAAAFDHubu719h1vABqBhPgAQAAAABgMoR5AAAAAABMhjAPAAAAAIDJEOYBAAAAADAZwjwAAAAAACZDmAcAAAAAwGQI8wAAAAAAmAxhHgAAAAAAkyHMAwAAAABgMoR5AAAAAABMhjAPAAAAAIDJEOYBAAAAADAZwjwAAAAAACZDmAcAAAAAwGQI8wAAAAAAmAxhHgAAAAAAkyHMAwAAAABgMoR5AAAAAABMhjAPAAAAAIDJEOYBAAAAADAZwjwAAAAAACZDmAcAAAAAwGQI8wAAAAAAmAxhHgAAAAAAkyHMAwAAAABgMoR5AAAAAABMhjAPAAAAAIDJEOYBAAAAADAZwjwAAAAAACZDmAcAAAAAwGQI8wAAAAAAmAxhHgAAAAAAkyHMAwAAAABgMoR5AAAAAABMhjAPAAAAAIDJEOYBAAAAADAZwjwAAAAAACZDmAcAAAAAwGQI8wAAAAAAmAxhHgAAAAAAkyHMAwAAAABgMoR5AAAAAABMhjAPAAAAAIDJEOYBAAAAADAZwjwAAAAAACZDmAcAAAAAwGQI8wAAAAAAmAxhHgAAAAAAkyHMAwAAAABgMoR5AAAAAABMhjAPAAAAAIDJEOYBAAAAADAZwjwAAAAAACZDmAcAAAAAwGQI8wAAAAAAmAxhHgAAAAAAkyHMAwAAAABgMoR5AAAAAABMxqVhft26dfrTn/6kxo0by2KxaOnSpZfdZs2aNerWrZu8vb3VsmVLzZ07t9rrBAAAAACgNnFpmM/IyFDnzp319ttvl6v90aNHdcMNN2jgwIHauXOnJk2apHvvvVcrV66s5koBAAAAAKg9PFx58GHDhmnYsGHlbv/ee+8pNjZWs2bNkiS1bdtWGzZs0KuvvqohQ4ZUV5kAAAAAANQqprpmftOmTRo0aJDDsiFDhmjTpk2lbpOdna20tDSHBwAAAAAAZmaqMJ+YmKjIyEiHZZGRkUpLS9OFCxdK3Gb69OkKDg62P6Kjo2uiVAAAAAAAqo2pwnxlTJkyRampqfbHiRMnXF0SAAAAAABV4tJr5isqKipKp06dclh26tQpBQUFydfXt8RtvL295e3tXRPlAQAAAABQI0zVM9+nTx+tXr3aYdmqVavUp08fF1UEAAAAAEDNc2mYT09P186dO7Vz505JtlvP7dy5U8ePH5dkGyI/btw4e/v7779fR44c0WOPPaZff/1V77zzjj755BM98sgjrigfAAAAAACXcGmY//HHH9W1a1d17dpVkjR58mR17dpVzzzzjCQpISHBHuwlKTY2Vl9//bVWrVqlzp07a9asWfq///s/bksHAAAAAKhXLIZhGK4uoialpaUpODhYqampCgoKcnU5AAAAAIA6rjpyqKmumQcAAAAAAIR5AAAAAABMhzAPAAAAAIDJEOYBAAAAADAZwjwAAAAAACZDmAcAAAAAwGQI8wAAAAAAmAxhHgAAAAAAkyHMAwAAAABgMoR5AAAAAABMhjAPAAAAAIDJEOYBAAAAADAZwjwAAAAAACZDmAcAAAAAwGQI8wAAAAAAmAxhHgAAAAAAkyHMAwAAAABgMoR5AAAAAABMhjAPAAAAAIDJEOYBAAAAADAZwjwAAAAAACZDmAcAAAAAwGQI8wAAAAAAmAxhHgAAAAAAkyHMAwAAAABgMoR5AAAAAABMhjAPAAAAAIDJEOYBAAAAADAZwjwAAAAAACZDmAcAAAAAwGQI8wAAAAAAmAxhHgAAAAAAkyHMAwAAAABgMoR5AAAAAABMhjAPAAAAAIDJEOYBAAAAADAZwjwAAAAAACZDmAcAAAAAwGQI8wAAAAAAmAxhHgAAAAAAkyHMAwAAAABgMoR5AAAAAABMhjAPAAAAAIDJEOYBAAAAADAZwjwAAAAAACZDmAcAAAAAwGQI8wAAAAAAmAxhHgAAAAAAkyHMAwAAAABgMoR5AAAAAABMhjAPAAAAAIDJEOYBAAAAADAZwjwAAAAAACZDmAcAAAAAwGQI8wAAAAAAmAxhHgAAAAAAkyHMAwAAAABgMoR5AAAAAABMhjAPAAAAAIDJEOYBAAAAADAZwjwAAAAAACZDmAcAAAAAwGQI8wAAAAAAmAxhHgAAAAAAkyHMAwAAAABgMoR5AAAAAABMhjAPAAAAAIDJEOYBAAAAADAZwjwAAAAAACZDmAcAAAAAwGQI8wAAAAAAmAxhHgAAAAAAkyHMAwAAAABgMoR5AAAAAABMhjAPAAAAAIDJ1Iow//bbbysmJkY+Pj7q1auXtm7dWmrbuXPnymKxODx8fHxqsFoAAAAAAFzL5WH+448/1uTJk/Xss89qx44d6ty5s4YMGaLTp0+Xuk1QUJASEhLsj99++60GKwYAAAAAwLVcHuZfeeUVTZgwQXfffbfatWun9957T35+fpo9e3ap21gsFkVFRdkfkZGRNVgxAAAAAACu5dIwn5OTo+3bt2vQoEH2ZW5ubho0aJA2bdpU6nbp6elq3ry5oqOjddNNN+nnn38utW12drbS0tIcHgAAAAAAmJlLw3xycrLy8/OL9axHRkYqMTGxxG1at26t2bNna9myZfrPf/4jq9Wq+Ph4/f777yW2nz59uoKDg+2P6Ohop78OAAAAAABqksuH2VdUnz59NG7cOHXp0kX9+/fX559/rvDwcL3//vsltp8yZYpSU1PtjxMnTtRwxQAAAAAAOJeHKw/esGFDubu769SpUw7LT506paioqHLtw9PTU127dtWhQ4dKXO/t7S1vb+8q1woAAAAAQG3h0p55Ly8vde/eXatXr7Yvs1qtWr16tfr06VOufeTn52vPnj1q1KhRdZUJAAAAAECt4tKeeUmaPHmy7rrrLl155ZXq2bOnXnvtNWVkZOjuu++WJI0bN05NmjTR9OnTJUnPP/+8evfurZYtWyolJUUvvfSSfvvtN917772ufBkAAAAAANQYl4f50aNHKykpSc8884wSExPVpUsXrVixwj4p3vHjx+XmdmkAwblz5zRhwgQlJiaqQYMG6t69uzZu3Kh27dq56iUAAAAAAFCjLIZhGK4uoialpaUpODhYqampCgoKcnU5AAAAAIA6rjpyqOlmswcAAAAAoL4jzAMAAAAAYDKEeQAAAAAATIYwDwAAAACAyRDmAQAAAAAwGcI8AAAAAAAmQ5gHAAAAAMBkCPMAAAAAAJgMYR4AAAAAAJMhzAMAAAAAYDKEeQAAAAAATIYwDwAAAACAyRDmAQAAAAAwGcI8AAAAAAAmQ5gHAAAAAMBkCPMAAAAAAJgMYR4AAAAAAJMhzAMAAAAAYDKEeQAAAAAATIYwDwAAAACAyRDmAQAAAAAwGcI8AAAAAAAmQ5gHAAAAAMBkCPMAAAAAAJgMYR4AAAAAAJMhzAMAAAAAYDKEeQAAAAAATIYwDwAAAACAyRDmAQAAAAAwGcI8AAAAAAAmQ5gHAAAAAMBkCPMAAAAAAJgMYR4AAAAAAJMhzAMAAAAAYDKEeQAAAAAATIYwDwAAAACAyRDmAQAAAAAwGcI8AAAAAAAmQ5gHAAAAAMBkCPMAAAAAAJgMYR4AAAAAAJMhzAMAAAAAYDKEeQAAAAAATIYwDwAAAACAyRDmAQAAAAAwGcI8AAAAAAAmQ5gHAAAAAMBkCPMAAAAAAJgMYR4AAAAAAJMhzAMAAAAAYDKEeQAAAAAATIYwDwAAAACAyRDmAQAAAAAwGcI8AAAAAAAmQ5gHAAAAAMBkCPMAAAAAAJgMYR4AAAAAAJMhzAMAAAAAYDKEeQAAAAAATIYwDwAAAACAyRDmAQAAAAAwGcI8AAAAAAAmQ5gHAAAAAMBkCPMAAAAAAJgMYR4AAAAAAJMhzAMAAAAAYDKEeQAAAAAATIYwDwAAAACAyRDmAQAAAAAwGcI8AAAAAAAmQ5gHAAAAAMBkCPMAAAAAAJgMYR4AAAAAAJMhzAMAAAAAYDK1Isy//fbbiomJkY+Pj3r16qWtW7eW2X7x4sVq06aNfHx81LFjR33zzTc1VCkAAAAAAK7n8jD/8ccfa/LkyXr22We1Y8cOde7cWUOGDNHp06dLbL9x40bdfvvtuueee/TTTz/p5ptv1s0336y9e/fWcOUAAAAAALiGxTAMw5UF9OrVSz169NBbb70lSbJarYqOjtZf//pXPfHEE8Xajx49WhkZGfrqq6/sy3r37q0uXbrovffeu+zx0tLSFBwcrNTUVAUFBTnvhTjZ1jWLdGzbdxXezmL/wlJWs8vs5PLbltbCKGXb8lVTuZqNQptZKvW6K76NxaKqneNyHLPUFmUd9zK7Lek/u6W8r99S6pNybVfu4zhsW5nvTVW+Lzal/Rzbj1F2AZXZqsQmFTpnlmJfVLNSfnWU4zeKUZ5Gpe6v8r+yDBlV2bxElnL8Cq3QIZ30K/nSr/aK76+sLS73eitVvbP/DKnA/srTsrTXXOmqDaMqW5fw8px9/sq90EUq/zuwOmtwwq8ex/07aYeX28vlft9VZF9lb1xD35wqHKciW1bp74Rys+3FGX/XlH2Yyu2/oltV5Getsm64a6q8fPyq/TiVVR051MMpe6mknJwcbd++XVOmTLEvc3Nz06BBg7Rp06YSt9m0aZMmT57ssGzIkCFaunRpie2zs7OVnZ1tf56Wllb1wmtA8uoV6rh4i6vLAAAAAIBaL+e2x2t1mK8OLg3zycnJys/PV2RkpMPyyMhI/frrryVuk5iYWGL7xMTEEttPnz5dU6dOdU7BNSi8TRcldkuogSMZDv9UfPMqfFpf+W4NJ25Wrm7ESincm1ORXVT6c8tKfC8Mla9nseg2Bcpba9FDWJz6PazChpXrRnRKk5JYCm1Xkd7rKn3WbRhO6zGp2M952cc0nPkBfmVHlZSwm8rXVY09Ek49V9V24qttk4rt38kHqKneRlcc11WvrbJqcqCps0bQlLK8wmfetYNsL6+m6qumUSVF91DZ/xkVOQ2V/jupoqp8mHLuoIZeToyHZ80cqBZxaZivCVOmTHHoyU9LS1N0dLQLKyqfHmMnSWMnuboMAAAAAEAt5NIw37BhQ7m7u+vUqVMOy0+dOqWoqKgSt4mKiqpQe29vb3l7ezunYAAAAAAAagGXzmbv5eWl7t27a/Xq1fZlVqtVq1evVp8+fUrcpk+fPg7tJWnVqlWltgcAAAAAoK5x+TD7yZMn66677tKVV16pnj176rXXXlNGRobuvvtuSdK4cePUpEkTTZ8+XZL08MMPq3///po1a5ZuuOEGLVq0SD/++KP+9a9/ufJlAAAAAABQY1we5kePHq2kpCQ988wzSkxMVJcuXbRixQr7JHfHjx+Xm9ulAQTx8fFauHChnnrqKT355JOKi4vT0qVL1aFDB1e9BAAAAAAAapTL7zNf08xyn3kAAAAAQN1QHTnUpdfMAwAAAACAiiPMAwAAAABgMoR5AAAAAABMhjAPAAAAAIDJEOYBAAAAADAZwjwAAAAAACZDmAcAAAAAwGQI8wAAAAAAmAxhHgAAAAAAkyHMAwAAAABgMoR5AAAAAABMhjAPAAAAAIDJEOYBAAAAADAZwjwAAAAAACZDmAcAAAAAwGQI8wAAAAAAmAxhHgAAAAAAkyHMAwAAAABgMoR5AAAAAABMhjAPAAAAAIDJeLi6gJpmGIYkKS0tzcWVAAAAAADqg4L8WZBHnaHehfnz589LkqKjo11cCQAAAACgPjl//ryCg4Odsi+L4cyPBkzAarXqjz/+UGBgoCwWi6vLcZm0tDRFR0frxIkTCgoKcnU59Qrn3jU47zWPc+46nHvX4LzXPM65a3DeXYdzX/Ocdc4Nw9D58+fVuHFjubk552r3etcz7+bmpqZNm7q6jFojKCiINwIX4dy7Bue95nHOXYdz7xqc95rHOXcNzrvrcO5rnjPOubN65AswAR4AAAAAACZDmAcAAAAAwGQI8/WUt7e3nn32WXl7e7u6lHqHc+8anPeaxzl3Hc69a3Deax7n3DU4767Dua95tfmc17sJ8AAAAAAAMDt65gEAAAAAMBnCPAAAAAAAJkOYBwAAAADAZAjzAAAAAACYDGG+lpk+fbp69OihwMBARURE6Oabb9b+/fsd2mRlZWnixIkKCwtTQECARo4cqVOnTtnX79q1S7fffruio6Pl6+urtm3b6vXXX3fYR0JCgsaMGaNWrVrJzc1NkyZNKneNb7/9tmJiYuTj46NevXpp69atDusHDBggi8Xi8Lj//vsrfjJqWF0494cPH9aIESMUHh6uoKAg3XrrrQ711UY1dd4///xzDR482H5u+vTpo5UrV162PsMw9Mwzz6hRo0by9fXVoEGDdPDgQYc2L774ouLj4+Xn56eQkJDKn4waUBfOd0xMTLH3mBkzZlThrNSMunDud+zYocGDByskJERhYWG67777lJ6eXoWzUv1q6rxv2LBBV111lcLCwuTr66s2bdro1VdfvWx9de09Rqob55z3Gdede95nSj/vhf3www/y8PBQly5dLlsf7zO185w75X3GQK0yZMgQY86cOcbevXuNnTt3Gtdff73RrFkzIz093d7m/vvvN6Kjo43Vq1cbP/74o9G7d28jPj7evv6DDz4wHnroIWPNmjXG4cOHjfnz5xu+vr7Gm2++aW9z9OhR46GHHjLmzZtndOnSxXj44YfLVd+iRYsMLy8vY/bs2cbPP/9sTJgwwQgJCTFOnTplb9O/f39jwoQJRkJCgv2Rmppa9ZNTzcx+7tPT040WLVoYI0aMMHbv3m3s3r3buOmmm4wePXoY+fn5zjlJ1aCmzvvDDz9szJw509i6datx4MABY8qUKYanp6exY8eOMuubMWOGERwcbCxdutTYtWuXceONNxqxsbHGhQsX7G2eeeYZ45VXXjEmT55sBAcHO+/kVIO6cL6bN29uPP/88w7vMYXrr63Mfu5PnjxpNGjQwLj//vuNX3/91di6dasRHx9vjBw50slnyrlq6rzv2LHDWLhwobF3717j6NGjxvz58w0/Pz/j/fffL7O+uvYeYxh145zzPuOac8/7TNnnvcC5c+eMFi1aGNddd53RuXPny9bH+0ztPOfOeJ8hzNdyp0+fNiQZa9euNQzDMFJSUgxPT09j8eLF9jb79u0zJBmbNm0qdT9/+ctfjIEDB5a4rn///uUOlD179jQmTpxof56fn280btzYmD59eqX2V5uZ7dyvXLnScHNzc/jgJCUlxbBYLMaqVavKdYzaoCbOe4F27doZU6dOLXW91Wo1oqKijJdeesm+LCUlxfD29jY++uijYu3nzJljil+AhZnxfDdv3tx49dVXL/fSaj2znfv333/fiIiIcPhwcPfu3YYk4+DBg2W/2FqkJs/7iBEjjDvuuKPU9fXhPcYwzHnOeZ9xVFPnnvcZR6Wd99GjRxtPPfWU8eyzz142WPI+U3vPuTPeZxhmX8ulpqZKkkJDQyVJ27dvV25urgYNGmRv06ZNGzVr1kybNm0qcz8F+6isnJwcbd++3eHYbm5uGjRoULFjL1iwQA0bNlSHDh00ZcoUZWZmVunYrmC2c5+dnS2LxSJvb297Gx8fH7m5uWnDhg1VOn5NqqnzbrVadf78+TLbHD16VImJiQ7HDg4OVq9evco8tpmY9XzPmDFDYWFh6tq1q1566SXl5eWV/UJrIbOd++zsbHl5ecnN7dKfDr6+vpLEe0wJfvrpJ23cuFH9+/cvtU19eI+RzHvOeZ9x3E9NnHveZ4rvp+h5nzNnjo4cOaJnn322XLXwPlO7z3lV32c8KtQaNcpqtWrSpEm66qqr1KFDB0lSYmKivLy8il3LEhkZqcTExBL3s3HjRn388cf6+uuvq1RPcnKy8vPzFRkZWezYv/76q/35mDFj1Lx5czVu3Fi7d+/W448/rv379+vzzz+v0vFrkhnPfe/eveXv76/HH39c06ZNk2EYeuKJJ5Sfn6+EhIQqHb+m1OR5f/nll5Wenq5bb7211DYF+y/pvJd2bDMx6/l+6KGH1K1bN4WGhmrjxo2aMmWKEhIS9Morr5T5emsTM577a665RpMnT9ZLL72khx9+WBkZGXriiSckifeYQpo2baqkpCTl5eXpueee07333ltqPXX9PUYy7znnfeaSmjz3vM9cUtJ5P3jwoJ544gmtX79eHh7li3G8z4Q4tK1N59wZ7zP0zNdiEydO1N69e7Vo0aJK72Pv3r266aab9Oyzz+q6664r93br169XQECA/bFgwYJyb3vfffdpyJAh6tixo8aOHasPP/xQS5Ys0eHDhyvzElzCjOc+PDxcixcv1pdffqmAgAAFBwcrJSVF3bp1c/iEuzarqfO+cOFCTZ06VZ988okiIiIk2UaTFD7v69evr3QNZmHW8z158mQNGDBAnTp10v33369Zs2bpzTffVHZ2dqVfR00z47lv37695s2bp1mzZsnPz09RUVGKjY1VZGQk7zGFrF+/Xj/++KPee+89vfbaa/roo48k1c/3GMm855z3GZuaPve8z9iUdN7z8/M1ZswYTZ06Va1atSpxO95nzHXOnfI+U6VB+qg2EydONJo2bWocOXLEYfnq1asNSca5c+ccljdr1sx45ZVXHJb9/PPPRkREhPHkk0+WeaySrtvOzMw0Dh48aH+kpaUZ2dnZhru7u7FkyRKHtuPGjTNuvPHGUvefnp5uSDJWrFhRZh21RV0490lJSfY6IyMjjX/+859l1lEb1NR5/+ijjwxfX1/jq6++clielpbmcN4zMzONw4cPG5KMn376yaFtv379jIceeqjYvs10nVldON8F9u7da0gyfv311zJece1RF859YmKicf78eSM9Pd1wc3MzPvnkk3K8cteqyff2Ai/8f3t3FxJF38Zx/FqzNDNdFbMsX5KyRBOsKITSg8IIEqyzIpUoKjOoJPMgKiqIoqJME3o1SsPgFrKjPNCC7I0Uk9VIUzQRCjFLkoxq97oP7selLR/zuZ/VddzvB+bAmb8z//0pF3Pp8J/jxzU6OlpV3a/GqE6MzAdRZ/7M2dlTZxxz//jxo4qITpo0yb6ZTCb7vqqqKurMT4yU+aB/U2do5scZm82m2dnZGhoaqi0tLb8dH1zM4a+//rLve/369W+LOTQ2NuqMGTM0Nzf3j9f8Xxdh2717t/1rq9Wqs2fPdlgA71c1NTUqItrQ0DCia7jKRMy+qqpKTSbTuL75GMvcb9++rd7e3nr37t0Rz23mzJl65swZ+76+vj5DLxozkfIeVFJSoh4eHtrb2zui67jKRMz+2rVr6uPj89vN0njiito+6OjRoxoRETHs3CZajVGdWJkPos782WhlT535h9VqVYvF4rBlZWXpggUL1GKx/NdV0Kkz4z/zQf+mztDMjzNZWVnq7++vDx8+dHhNwZcvX+xjdu7cqeHh4VpdXa21tbWamJioiYmJ9uMWi0WDg4N18+bNDufo7u52uFZ9fb3W19frkiVLdNOmTVpfX69NTU3Dzq+srEy9vLz0xo0b+urVK92+fbuazWZ9//69qqq2trbqsWPHtLa2Vtvb27WiokKjoqI0KSnJiSmNDqNnr6p6/fp1ffr0qba2tuqtW7c0MDBQc3JynJTQ6Bir3EtLS9XT01MvXrzoMObTp0/Dzu/kyZNqNpu1oqLC/rq/X18t8vbtW62vr9ejR4+qr6+v/ef7+fNnJyblHEbP+8mTJ3ru3Dl9+fKltrW1aUlJiQYHB2tGRoaTk3I+o2evqlpQUKB1dXXa3NyshYWFOnXqVM3Pz3diSs43VrkXFhbqvXv3tKWlRVtaWvTq1as6ffp0PXjw4LDzm2g1RtX4mVNnXPv7Tp0Z/h7yZyNZWV2VOjMeM3dWnaGZH2dEZMituLjYPmZgYEB37dqlAQEB6uPjo+vXr9d3797Zjx85cmTIc/z619KRjBlKQUGBhoeH65QpU3TZsmX67Nkz+7HOzk5NSkrSwMBA9fLy0nnz5mlubq4h3jNv9OxVVfPy8jQkJEQnT56s8+fP17Nnz6rNZvt/Yhl1Y5V7cnLykGMyMzOHnZ/NZtNDhw5pSEiIenl56apVq7S5udlhTGZm5pDnfvDggRMSci6j511XV6fLly9Xf39/9fb21piYGD1x4oR+/frVWRGNGqNnr6qanp6ugYGBOmXKFI2Pj9ebN286I5pRNVa5X7hwQWNjY9XHx0f9/Pw0ISFBi4qKHF6xNZSJVmNUjZ85dca1v+/UmZHfH460saTOjL/MnVVnTP8JAwAAAAAAGIQxloUEAAAAAAB2NPMAAAAAABgMzTwAAAAAAAZDMw8AAAAAgMHQzAMAAAAAYDA08wAAAAAAGAzNPAAAAAAABkMzDwAAAACAwdDMAwAAAABgMDTzAAC4IVWV1atXy5o1a347VlRUJGazWbq6ulwwMwAAMBI08wAAuCGTySTFxcXy/PlzuXTpkn1/e3u7HDhwQAoKCmTOnDlOveb379+dej4AANwZzTwAAG4qLCxM8vPzZf/+/dLe3i6qKlu3bpWUlBRJSEiQtWvXiq+vr4SEhEh6err09PTYv/f+/fuyYsUKMZvNEhQUJOvWrZO2tjb78Y6ODjGZTHLnzh1JTk4Wb29vKS0tdcXHBABgQjKpqrp6EgAAwHXS0tKkr69PNmzYIMePH5empiaJjY2Vbdu2SUZGhgwMDEheXp78+PFDqqurRUSkvLxcTCaTxMfHS39/vxw+fFg6Ojrk5cuX4uHhIR0dHTJ37lyJjIyUs2fPSkJCgnh7e8usWbNc/GkBAJgYaOYBAHBz3d3dEhsbK729vVJeXi6NjY3y6NEjqaystI/p6uqSsLAwaW5ulujo6N/O0dPTI8HBwWKxWCQuLs7ezJ8/f1727Nkzlh8HAAC3wGP2AAC4uRkzZsiOHTskJiZG0tLSpKGhQR48eCC+vr72beHChSIi9kfp37x5Ixs3bpSoqCjx8/OTyMhIERHp7Ox0OPfSpUvH9LMAAOAuPF09AQAA4Hqenp7i6fnPbUF/f7+kpqbKqVOnfhs3+Jh8amqqREREyJUrVyQ0NFRsNpvExcXJt2/fHMZPmzZt9CcPAIAbopkHAAAOFi9eLOXl5RIZGWlv8H/24cMHaW5ulitXrsjKlStFRKSmpmaspwkAgFvjMXsAAOAgOztbent7ZePGjfLixQtpa2uTyspK2bJli1itVgkICJCgoCC5fPmytLa2SnV1teTk5Lh62gAAuBWaeQAA4CA0NFQeP34sVqtVUlJSZNGiRbJ3714xm83i4eEhHh4eUlZWJnV1dRIXFyf79u2T06dPu3raAAC4FVazBwAAAADAYPjPPAAAAAAABkMzDwAAAACAwdDMAwAAAABgMDTzAAAAAAAYDM08AAAAAAAGQzMPAAAAAIDB0MwDAAAAAGAwNPMAAAAAABgMzTwAAAAAAAZDMw8AAAAAgMHQzAMAAAAAYDB/A19ARrXjfzh3AAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 1.Solvency Ratios\n",
    "\n",
    "# Calculate financial ratios\n",
    "BS['Debt-to-Equity Ratio'] = BS['Total Debt'] / BS['Common Stock Equity']\n",
    "BS['Debt-to-Assets Ratio'] = BS['Total Debt'] / BS['Total Assets']\n",
    "BS['Current Ratio'] = BS['Current Assets'] / BS['Current Liabilities']\n",
    "BS['Quick Ratio'] = (BS['Current Assets'] - BS['Inventory']) / BS['Current Liabilities']\n",
    "\n",
    "\n",
    "# 1. Line plot for key ratios over time\n",
    "plt.figure(figsize=(12, 8))\n",
    "#plt.plot(BS.index, BS['Debt-to-Equity Ratio'], label='Debt-to-Equity Ratio')\n",
    "plt.plot(BS.index, BS['Current Ratio'], label='Current Ratio')\n",
    "plt.plot(BS.index, BS['Quick Ratio'], label='Inventory Turnover Ratio')\n",
    "plt.plot(BS.index, BS['Debt-to-Equity Ratio'], label='D/E Ratio')\n",
    "plt.plot(BS.index, BS['Debt-to-Assets Ratio'], label='D/A Ratio')\n",
    "plt.legend()\n",
    "plt.title('Key Financial Ratios Over Time')\n",
    "plt.xlabel('Year')\n",
    "plt.ylabel('Ratio')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "id": "xPoX7EuO3Suu"
   },
   "outputs": [],
   "source": [
    "BS['Working Capital Ratio'] = BS['Working Capital'] / BS['Total Assets']\n",
    "BS['Cash Ratio'] = BS['Cash Cash Equivalents And Short Term Investments'] / BS['Current Liabilities']\n",
    "# BS['Inventory Turnover Ratio'] = PL_statement['Cost Of Revenue'] / BS['Inventory']  # Assuming COGS is available\n",
    "# BS['Asset Turnover Ratio'] = PL_statement['Total Revenue'] / BS['Total Assets']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 589
    },
    "id": "kQqpqj5YBtiL",
    "outputId": "8b39bcb2-258b-4deb-dad2-bd140d49f2bb"
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "BS_Financial_Ratios = BS[['Current Ratio','Quick Ratio', 'Working Capital Ratio', 'Cash Ratio', 'Debt-to-Equity Ratio', 'Debt-to-Assets Ratio']]\n",
    "BS_Financial_Ratios\n",
    "\n",
    "\n",
    "sns.heatmap(BS_Financial_Ratios, annot=True, fmt='.2f', cmap='coolwarm')\n",
    "plt.title('Balance sheet Financial Ratios:  ')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 835
    },
    "id": "NcoBrZUHA6rm",
    "outputId": "d32ba974-f5a8-4ebf-bcd6-42d94f7c90da"
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 3. Heatmap for correlation matrix\n",
    "corr_matrix = BS_Financial_Ratios.corr()\n",
    "plt.figure(figsize=(12, 8))\n",
    "sns.heatmap(corr_matrix, annot=True)\n",
    "plt.title('Correlation Matrix of Financial Ratios')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 363
    },
    "id": "B3cu9yOMDUE9",
    "outputId": "3c41835c-0c27-4090-a2a7-8a215f68bada"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Ordinary Shares Number</th>\n",
       "      <th>Share Issued</th>\n",
       "      <th>Total Debt</th>\n",
       "      <th>Tangible Book Value</th>\n",
       "      <th>Invested Capital</th>\n",
       "      <th>Working Capital</th>\n",
       "      <th>Net Tangible Assets</th>\n",
       "      <th>Capital Lease Obligations</th>\n",
       "      <th>Common Stock Equity</th>\n",
       "      <th>Total Capitalization</th>\n",
       "      <th>...</th>\n",
       "      <th>Raw Materials</th>\n",
       "      <th>Other Receivables</th>\n",
       "      <th>Accounts Receivable</th>\n",
       "      <th>Allowance For Doubtful Accounts Receivable</th>\n",
       "      <th>Gross Accounts Receivable</th>\n",
       "      <th>Cash Cash Equivalents And Short Term Investments</th>\n",
       "      <th>Other Short Term Investments</th>\n",
       "      <th>Cash And Cash Equivalents</th>\n",
       "      <th>Cash Equivalents</th>\n",
       "      <th>Cash Financial</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2024-09-30</th>\n",
       "      <td>12507598701.0</td>\n",
       "      <td>12507598701.0</td>\n",
       "      <td>3043400000.0</td>\n",
       "      <td>718440900000.0</td>\n",
       "      <td>752929300000.0</td>\n",
       "      <td>306921200000.0</td>\n",
       "      <td>718440900000.0</td>\n",
       "      <td>2775600000.0</td>\n",
       "      <td>752661500000.0</td>\n",
       "      <td>752679100000.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>59200000.0</td>\n",
       "      <td>58252300000.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>203243800000.0</td>\n",
       "      <td>195322000000.0</td>\n",
       "      <td>7921800000.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-03-31</th>\n",
       "      <td>12484721471.0</td>\n",
       "      <td>12484721471.0</td>\n",
       "      <td>3034300000.0</td>\n",
       "      <td>710395200000.0</td>\n",
       "      <td>745182800000.0</td>\n",
       "      <td>273751400000.0</td>\n",
       "      <td>710395200000.0</td>\n",
       "      <td>2921500000.0</td>\n",
       "      <td>745070000000.0</td>\n",
       "      <td>745087600000.0</td>\n",
       "      <td>...</td>\n",
       "      <td>93767300000.0</td>\n",
       "      <td>13744500000.0</td>\n",
       "      <td>40258200000.0</td>\n",
       "      <td>-1881300000.0</td>\n",
       "      <td>42139500000.0</td>\n",
       "      <td>198931600000.0</td>\n",
       "      <td>192672700000.0</td>\n",
       "      <td>6258900000.0</td>\n",
       "      <td>1386600000.0</td>\n",
       "      <td>4872300000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-09-30</th>\n",
       "      <td>12470914521.0</td>\n",
       "      <td>12470914521.0</td>\n",
       "      <td>2840600000.0</td>\n",
       "      <td>656127600000.0</td>\n",
       "      <td>691037700000.0</td>\n",
       "      <td>255789800000.0</td>\n",
       "      <td>656127600000.0</td>\n",
       "      <td>2795300000.0</td>\n",
       "      <td>690992400000.0</td>\n",
       "      <td>691025200000.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>49100000.0</td>\n",
       "      <td>41682300000.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>197909600000.0</td>\n",
       "      <td>191725600000.0</td>\n",
       "      <td>6184000000.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-03-31</th>\n",
       "      <td>12428017741.0</td>\n",
       "      <td>12428017741.0</td>\n",
       "      <td>3060400000.0</td>\n",
       "      <td>656296200000.0</td>\n",
       "      <td>691940700000.0</td>\n",
       "      <td>259314800000.0</td>\n",
       "      <td>656296200000.0</td>\n",
       "      <td>2672300000.0</td>\n",
       "      <td>691552600000.0</td>\n",
       "      <td>691587500000.0</td>\n",
       "      <td>...</td>\n",
       "      <td>76659800000.0</td>\n",
       "      <td>13207200000.0</td>\n",
       "      <td>29561700000.0</td>\n",
       "      <td>-1975500000.0</td>\n",
       "      <td>31537200000.0</td>\n",
       "      <td>218736200000.0</td>\n",
       "      <td>214102700000.0</td>\n",
       "      <td>4633500000.0</td>\n",
       "      <td>50800000.0</td>\n",
       "      <td>4582700000.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>4 rows × 80 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           Ordinary Shares Number   Share Issued    Total Debt  \\\n",
       "2024-09-30          12507598701.0  12507598701.0  3043400000.0   \n",
       "2024-03-31          12484721471.0  12484721471.0  3034300000.0   \n",
       "2023-09-30          12470914521.0  12470914521.0  2840600000.0   \n",
       "2023-03-31          12428017741.0  12428017741.0  3060400000.0   \n",
       "\n",
       "           Tangible Book Value Invested Capital Working Capital  \\\n",
       "2024-09-30      718440900000.0   752929300000.0  306921200000.0   \n",
       "2024-03-31      710395200000.0   745182800000.0  273751400000.0   \n",
       "2023-09-30      656127600000.0   691037700000.0  255789800000.0   \n",
       "2023-03-31      656296200000.0   691940700000.0  259314800000.0   \n",
       "\n",
       "           Net Tangible Assets Capital Lease Obligations Common Stock Equity  \\\n",
       "2024-09-30      718440900000.0              2775600000.0      752661500000.0   \n",
       "2024-03-31      710395200000.0              2921500000.0      745070000000.0   \n",
       "2023-09-30      656127600000.0              2795300000.0      690992400000.0   \n",
       "2023-03-31      656296200000.0              2672300000.0      691552600000.0   \n",
       "\n",
       "           Total Capitalization  ...  Raw Materials Other Receivables  \\\n",
       "2024-09-30       752679100000.0  ...            NaN        59200000.0   \n",
       "2024-03-31       745087600000.0  ...  93767300000.0     13744500000.0   \n",
       "2023-09-30       691025200000.0  ...            NaN        49100000.0   \n",
       "2023-03-31       691587500000.0  ...  76659800000.0     13207200000.0   \n",
       "\n",
       "           Accounts Receivable Allowance For Doubtful Accounts Receivable  \\\n",
       "2024-09-30       58252300000.0                                        NaN   \n",
       "2024-03-31       40258200000.0                              -1881300000.0   \n",
       "2023-09-30       41682300000.0                                        NaN   \n",
       "2023-03-31       29561700000.0                              -1975500000.0   \n",
       "\n",
       "           Gross Accounts Receivable  \\\n",
       "2024-09-30                       NaN   \n",
       "2024-03-31             42139500000.0   \n",
       "2023-09-30                       NaN   \n",
       "2023-03-31             31537200000.0   \n",
       "\n",
       "           Cash Cash Equivalents And Short Term Investments  \\\n",
       "2024-09-30                                   203243800000.0   \n",
       "2024-03-31                                   198931600000.0   \n",
       "2023-09-30                                   197909600000.0   \n",
       "2023-03-31                                   218736200000.0   \n",
       "\n",
       "           Other Short Term Investments Cash And Cash Equivalents  \\\n",
       "2024-09-30               195322000000.0              7921800000.0   \n",
       "2024-03-31               192672700000.0              6258900000.0   \n",
       "2023-09-30               191725600000.0              6184000000.0   \n",
       "2023-03-31               214102700000.0              4633500000.0   \n",
       "\n",
       "           Cash Equivalents Cash Financial  \n",
       "2024-09-30              NaN            NaN  \n",
       "2024-03-31     1386600000.0   4872300000.0  \n",
       "2023-09-30              NaN            NaN  \n",
       "2023-03-31       50800000.0   4582700000.0  \n",
       "\n",
       "[4 rows x 80 columns]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Quarterly balance sheets\n",
    "\n",
    "quarterlybalancesheets = yf.Ticker(ticker).quarterly_balance_sheet.T\n",
    "quarterlybalancesheets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 363
    },
    "id": "fglgA9E5DUIT",
    "outputId": "e03610f3-8ace-4f74-e60e-2113c36135dc"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Ordinary Shares Number</th>\n",
       "      <th>Share Issued</th>\n",
       "      <th>Total Debt</th>\n",
       "      <th>Tangible Book Value</th>\n",
       "      <th>Invested Capital</th>\n",
       "      <th>Working Capital</th>\n",
       "      <th>Net Tangible Assets</th>\n",
       "      <th>Capital Lease Obligations</th>\n",
       "      <th>Common Stock Equity</th>\n",
       "      <th>Total Capitalization</th>\n",
       "      <th>...</th>\n",
       "      <th>Raw Materials</th>\n",
       "      <th>Other Receivables</th>\n",
       "      <th>Accounts Receivable</th>\n",
       "      <th>Allowance For Doubtful Accounts Receivable</th>\n",
       "      <th>Gross Accounts Receivable</th>\n",
       "      <th>Cash Cash Equivalents And Short Term Investments</th>\n",
       "      <th>Other Short Term Investments</th>\n",
       "      <th>Cash And Cash Equivalents</th>\n",
       "      <th>Cash Equivalents</th>\n",
       "      <th>Cash Financial</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2024-09-30</th>\n",
       "      <td>1.250760e+10</td>\n",
       "      <td>1.250760e+10</td>\n",
       "      <td>3.043400e+09</td>\n",
       "      <td>7.184409e+11</td>\n",
       "      <td>7.529293e+11</td>\n",
       "      <td>3.069212e+11</td>\n",
       "      <td>7.184409e+11</td>\n",
       "      <td>2.775600e+09</td>\n",
       "      <td>7.526615e+11</td>\n",
       "      <td>7.526791e+11</td>\n",
       "      <td>...</td>\n",
       "      <td>8.521355e+10</td>\n",
       "      <td>5.920000e+07</td>\n",
       "      <td>5.825230e+10</td>\n",
       "      <td>-1.928400e+09</td>\n",
       "      <td>3.683835e+10</td>\n",
       "      <td>2.032438e+11</td>\n",
       "      <td>1.953220e+11</td>\n",
       "      <td>7.921800e+09</td>\n",
       "      <td>7.187000e+08</td>\n",
       "      <td>4.727500e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-03-31</th>\n",
       "      <td>1.248472e+10</td>\n",
       "      <td>1.248472e+10</td>\n",
       "      <td>3.034300e+09</td>\n",
       "      <td>7.103952e+11</td>\n",
       "      <td>7.451828e+11</td>\n",
       "      <td>2.737514e+11</td>\n",
       "      <td>7.103952e+11</td>\n",
       "      <td>2.921500e+09</td>\n",
       "      <td>7.450700e+11</td>\n",
       "      <td>7.450876e+11</td>\n",
       "      <td>...</td>\n",
       "      <td>9.376730e+10</td>\n",
       "      <td>1.374450e+10</td>\n",
       "      <td>4.025820e+10</td>\n",
       "      <td>-1.881300e+09</td>\n",
       "      <td>4.213950e+10</td>\n",
       "      <td>1.989316e+11</td>\n",
       "      <td>1.926727e+11</td>\n",
       "      <td>6.258900e+09</td>\n",
       "      <td>1.386600e+09</td>\n",
       "      <td>4.872300e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-09-30</th>\n",
       "      <td>1.247091e+10</td>\n",
       "      <td>1.247091e+10</td>\n",
       "      <td>2.840600e+09</td>\n",
       "      <td>6.561276e+11</td>\n",
       "      <td>6.910377e+11</td>\n",
       "      <td>2.557898e+11</td>\n",
       "      <td>6.561276e+11</td>\n",
       "      <td>2.795300e+09</td>\n",
       "      <td>6.909924e+11</td>\n",
       "      <td>6.910252e+11</td>\n",
       "      <td>...</td>\n",
       "      <td>8.521355e+10</td>\n",
       "      <td>4.910000e+07</td>\n",
       "      <td>4.168230e+10</td>\n",
       "      <td>-1.928400e+09</td>\n",
       "      <td>3.683835e+10</td>\n",
       "      <td>1.979096e+11</td>\n",
       "      <td>1.917256e+11</td>\n",
       "      <td>6.184000e+09</td>\n",
       "      <td>7.187000e+08</td>\n",
       "      <td>4.727500e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-03-31</th>\n",
       "      <td>1.242802e+10</td>\n",
       "      <td>1.242802e+10</td>\n",
       "      <td>3.060400e+09</td>\n",
       "      <td>6.562962e+11</td>\n",
       "      <td>6.919407e+11</td>\n",
       "      <td>2.593148e+11</td>\n",
       "      <td>6.562962e+11</td>\n",
       "      <td>2.672300e+09</td>\n",
       "      <td>6.915526e+11</td>\n",
       "      <td>6.915875e+11</td>\n",
       "      <td>...</td>\n",
       "      <td>7.665980e+10</td>\n",
       "      <td>1.320720e+10</td>\n",
       "      <td>2.956170e+10</td>\n",
       "      <td>-1.975500e+09</td>\n",
       "      <td>3.153720e+10</td>\n",
       "      <td>2.187362e+11</td>\n",
       "      <td>2.141027e+11</td>\n",
       "      <td>4.633500e+09</td>\n",
       "      <td>5.080000e+07</td>\n",
       "      <td>4.582700e+09</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>4 rows × 80 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            Ordinary Shares Number  Share Issued    Total Debt  \\\n",
       "2024-09-30            1.250760e+10  1.250760e+10  3.043400e+09   \n",
       "2024-03-31            1.248472e+10  1.248472e+10  3.034300e+09   \n",
       "2023-09-30            1.247091e+10  1.247091e+10  2.840600e+09   \n",
       "2023-03-31            1.242802e+10  1.242802e+10  3.060400e+09   \n",
       "\n",
       "            Tangible Book Value  Invested Capital  Working Capital  \\\n",
       "2024-09-30         7.184409e+11      7.529293e+11     3.069212e+11   \n",
       "2024-03-31         7.103952e+11      7.451828e+11     2.737514e+11   \n",
       "2023-09-30         6.561276e+11      6.910377e+11     2.557898e+11   \n",
       "2023-03-31         6.562962e+11      6.919407e+11     2.593148e+11   \n",
       "\n",
       "            Net Tangible Assets  Capital Lease Obligations  \\\n",
       "2024-09-30         7.184409e+11               2.775600e+09   \n",
       "2024-03-31         7.103952e+11               2.921500e+09   \n",
       "2023-09-30         6.561276e+11               2.795300e+09   \n",
       "2023-03-31         6.562962e+11               2.672300e+09   \n",
       "\n",
       "            Common Stock Equity  Total Capitalization  ...  Raw Materials  \\\n",
       "2024-09-30         7.526615e+11          7.526791e+11  ...   8.521355e+10   \n",
       "2024-03-31         7.450700e+11          7.450876e+11  ...   9.376730e+10   \n",
       "2023-09-30         6.909924e+11          6.910252e+11  ...   8.521355e+10   \n",
       "2023-03-31         6.915526e+11          6.915875e+11  ...   7.665980e+10   \n",
       "\n",
       "            Other Receivables  Accounts Receivable  \\\n",
       "2024-09-30       5.920000e+07         5.825230e+10   \n",
       "2024-03-31       1.374450e+10         4.025820e+10   \n",
       "2023-09-30       4.910000e+07         4.168230e+10   \n",
       "2023-03-31       1.320720e+10         2.956170e+10   \n",
       "\n",
       "            Allowance For Doubtful Accounts Receivable  \\\n",
       "2024-09-30                               -1.928400e+09   \n",
       "2024-03-31                               -1.881300e+09   \n",
       "2023-09-30                               -1.928400e+09   \n",
       "2023-03-31                               -1.975500e+09   \n",
       "\n",
       "            Gross Accounts Receivable  \\\n",
       "2024-09-30               3.683835e+10   \n",
       "2024-03-31               4.213950e+10   \n",
       "2023-09-30               3.683835e+10   \n",
       "2023-03-31               3.153720e+10   \n",
       "\n",
       "            Cash Cash Equivalents And Short Term Investments  \\\n",
       "2024-09-30                                      2.032438e+11   \n",
       "2024-03-31                                      1.989316e+11   \n",
       "2023-09-30                                      1.979096e+11   \n",
       "2023-03-31                                      2.187362e+11   \n",
       "\n",
       "            Other Short Term Investments  Cash And Cash Equivalents  \\\n",
       "2024-09-30                  1.953220e+11               7.921800e+09   \n",
       "2024-03-31                  1.926727e+11               6.258900e+09   \n",
       "2023-09-30                  1.917256e+11               6.184000e+09   \n",
       "2023-03-31                  2.141027e+11               4.633500e+09   \n",
       "\n",
       "            Cash Equivalents  Cash Financial  \n",
       "2024-09-30      7.187000e+08    4.727500e+09  \n",
       "2024-03-31      1.386600e+09    4.872300e+09  \n",
       "2023-09-30      7.187000e+08    4.727500e+09  \n",
       "2023-03-31      5.080000e+07    4.582700e+09  \n",
       "\n",
       "[4 rows x 80 columns]"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "\n",
    "quarterly_balance_sheet_cols = quarterlybalancesheets.columns\n",
    "\n",
    "quarterlybalancesheets[quarterly_balance_sheet_cols] = quarterlybalancesheets[quarterly_balance_sheet_cols].astype(float)\n",
    "\n",
    "# Calculate the mean of the column, ignoring missing values\n",
    "mean_values = quarterlybalancesheets.mean()\n",
    "\n",
    " # Fill missing values with the calculated mean\n",
    "quarterlybalancesheets.fillna(mean_values, inplace=True)\n",
    "\n",
    "quarterlybalancesheets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 718
    },
    "id": "Hro6nEiDGEm8",
    "outputId": "6caa1479-eedf-4486-e809-34a83ba01900"
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA+kAAAK9CAYAAABYVS0qAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy80BEi2AAAACXBIWXMAAA9hAAAPYQGoP6dpAACfFElEQVR4nOzdd3gU5cLG4WfTe0hCGhBI6AQQAeUIKKCoVCkigoVmL4iAwlE/C1YUG1bsBBCOhaoocFCKAoqFQ+9IQCEQIKSTPt8fyw7ZZBOSEJIl/O7r2ovs7Dsz70w2Cc++zWIYhiEAAAAAAFDtXKq7AgAAAAAAwIqQDgAAAACAkyCkAwAAAADgJAjpAAAAAAA4CUI6AAAAAABOgpAOAAAAAICTIKQDAAAAAOAkCOkAAAAAADgJQjoAAAAAAE6CkA4AZbRq1SpZLBatWrWqRp6vMsTFxclisSg+Pr7c+44cOVLR0dGVXqdzFR0drZEjR1Z3NRxKT0/XXXfdpYiICFksFo0dO7ZKz38u3+8LTXR0tPr27Vvd1bjo2N5jf/zxR3VXBQCqDCEdqAFK+k9MSkqKOnToIC8vLy1durSaauccMjMzNWnSJKcKvJMmTZLFYnH4+OCDD6q7ek6rW7dudvfK29tbl1xyiaZOnaqCgoIKHXPdunWaNGmSkpOTK7ey59lLL72kuLg43X///Zo1a5aGDRtWYtno6Gi7++bl5aUmTZpowoQJSkpKqsJao7zef/99xcXFlWufjIwMPf/887rkkkvk4+OjwMBAXXXVVZo5c6YMwzg/FT0HFbnGmuCll17SwoULq7saZ+WMf0OBmsytuisA4PxITU3V9ddfr82bN2vBggXq2bNndVepWmVmZurZZ5+VZA15zmTatGny8/Oz2/avf/1LjRo10qlTp+Th4VFNNSu/YcOGaejQofL09Dyv56lXr54mT54sSTp+/LjmzJmjcePG6dixY3rxxRfLfbx169bp2Wef1ciRI1WrVi2713bt2iUXF+f8THvFihW64oor9Mwzz5Sp/KWXXqpHHnlEkpSVlaU///xTU6dO1erVq/Xbb7+dz6riHLz//vuqXbt2mXt0HD16VN27d9eOHTs0dOhQjR49WllZWZo3b55GjBih77//XrNnz5arq+v5rXg5lPcaa4qXXnpJN910kwYMGFDdVSmVM/8NBWoiQjpQA6WlpalHjx7auHGj5s+fr169elV3lapNQUGBcnJyqrsapbrppptUu3Zth695eXlVcW3Ojaura5X8xz8wMFC33367+fy+++5T8+bN9c477+i5556r1Dqc7w8czkViYqJiY2PLXL5u3bp29+2uu+6Sn5+fXnvtNe3Zs0dNmjQ5H9VEFRsxYoR27NihBQsWqF+/fub2MWPGaMKECXrttdfUtm1b/fvf/66yOtl+F19ov9NwfmVkZMjX17e6qwE4HedsGgBQYenp6erZs6c2bNigefPmqU+fPnavHzp0SHfccYfCw8Pl6empli1b6rPPPrPb39fXVw8//HCxY//zzz9ydXU1WzBLkpycrJEjRyowMFC1atXSiBEjtHHjRlksFrvujN26dXP4ibyjscmvvfaaOnXqpJCQEHl7e6t9+/aaO3dusX0tFotGjx6t2bNnq2XLlvL09NQHH3yg0NBQSdKzzz5rdvedNGmSud/OnTt10003KTg4WF5eXrrsssv0zTfflHqdzzzzjNzd3XXs2LFir91zzz2qVauWsrKySj1GaRyNSe/WrZtatWql7du36+qrr5aPj4/q1q2rKVOm2O2bk5Ojp59+Wu3bt1dgYKB8fX111VVXaeXKlXbl4uPjZbFY9Nprr+mjjz5So0aN5Onpqcsvv1y///57sTrt3LlTN998s0JDQ+Xt7a1mzZrp//7v/8zXHY1RXrRokfr06aM6derI09NTjRo10vPPP6/8/PwK35uivLy8dPnllystLU2JiYnm9s2bN2vkyJFq2LChvLy8FBERoTvuuEMnTpwwy0yaNEkTJkyQJMXExJjvD9s1OBqT/tdff2nw4MEKDg6Wj4+PrrjiCn333XfF6vXOO++oZcuW8vHxUVBQkC677DLNmTPnrNeTmJioO++8U+Hh4fLy8lKbNm00Y8YM83Xbe2P//v367rvvitW5PCIiIiRJbm5nPrcvy30rSVm/32V9L0vWVv9JkyapadOm8vLyUmRkpG688Ubt27fPLFNQUKCpU6eqZcuW8vLyUnh4uO69916dPHnyrHU+cuSIRo0apXr16snT01ORkZHq37+/w/u5Zs0acxhRw4YNNXPmzGJlkpOTNXbsWEVFRcnT01ONGzfWK6+8Umw4RlnqHB0drW3btmn16tXm97m0lsxff/1Vy5Yt08iRI+0Cus3kyZPVpEkTvfLKKzp16pRyc3MVHBysUaNGFSubmpoqLy8vPfroo+a27OxsPfPMM2rcuLE8PT0VFRWliRMnKjs7225fR7+LSxp2VZZrzM7O1vjx4xUaGipfX18NHDjQ4e/eJUuW6KqrrpKvr6/8/f3Vp08fbdu2rcT7ZWP73fXTTz/p3nvvVUhIiAICAjR8+PBi76Gyvsf37NmjQYMGKSIiQl5eXqpXr56GDh2qlJQU8x5lZGRoxowZ5nWfrSfBP//8owEDBsjX11dhYWEaN26cli1bVuxvRUlzaRT9u1uWvxXx8fGV8jfUdo9Xr16tBx54QGFhYapXr54ka+PC2LFjFR0dLU9PT4WFhem6667Thg0bSr0fQE1FSzpQg2RkZKhXr176/fffNXfu3GKTHB09elRXXHGF+Z+n0NBQLVmyRHfeeadSU1M1duxY+fn5aeDAgfryyy/1xhtv2LVI/uc//5FhGLrttttKrINhGOrfv7/WrFmj++67Ty1atNCCBQs0YsSIc7q2t956S/369dNtt92mnJwcffHFFxo8eLAWL15c7IOIFStW6KuvvtLo0aNVu3ZttWnTRtOmTdP999+vgQMH6sYbb5QkXXLJJZKkbdu2qXPnzqpbt64ee+wx+fr66quvvtKAAQM0b948DRw40GGdhg0bpueee05ffvmlRo8ebW7PycnR3LlzNWjQoDK1GhUdD+zq6qqgoKASy588eVI9e/bUjTfeqJtvvllz587Vv//9b7Vu3drsNZGamqpPPvlEt9xyi+6++26lpaXp008/VY8ePfTbb7/p0ksvtTvmnDlzlJaWpnvvvVcWi0VTpkzRjTfeqL/++kvu7u6SrMHtqquukru7u+655x5FR0dr3759+vbbb0vtYh4XFyc/Pz+NHz9efn5+WrFihZ5++mmlpqbq1VdfPev9KSvbBw6Fu6svX75cf/31l0aNGqWIiAht27ZNH330kbZt26Zff/1VFotFN954o3bv3q3//Oc/evPNN81eDbb/lBZ19OhRderUSZmZmRozZoxCQkI0Y8YM9evXT3PnzjXfLx9//LHGjBmjm266SQ8//LCysrK0efNmrV+/XrfeemuJ13Hq1Cl169ZNe/fu1ejRoxUTE6Ovv/5aI0eOVHJysh5++GG1aNFCs2bN0rhx41SvXj2zC3tJdbbJzc3V8ePHJVmD7//+9z+98cYb6tKli2JiYsp130pSnu93Wd7L+fn56tu3r3788UcNHTpUDz/8sNLS0rR8+XJt3bpVjRo1kiTde++9iouL06hRozRmzBjt379f7777rv73v/9p7dq15vvYkUGDBmnbtm166KGHFB0drcTERC1fvlwHDx60+8Bw7969uummm3TnnXdqxIgR+uyzzzRy5Ei1b99eLVu2lGTtFty1a1cdOnRI9957r+rXr69169bp8ccfV0JCgqZOnWoeryx1njp1qh566CH5+fmZH4iFh4eXeC3ffvutJGn48OEOX3dzc9Ott96qZ599VmvXrtW1116rgQMHav78+frwww/thtcsXLhQ2dnZGjp0qCTrhwr9+vXTmjVrdM8996hFixbasmWL3nzzTe3evbvY2Oqiv4tLmhiyLNf40EMPKSgoSM8884zi4+M1depUjR49Wl9++aVZZtasWRoxYoR69OihV155RZmZmZo2bZquvPJK/e9//yvTxJSjR49WrVq1NGnSJO3atUvTpk3TgQMHzA/GpLK9x3NyctSjRw9lZ2froYceUkREhA4dOqTFixcrOTlZgYGBmjVrlu666y516NBB99xzjySZ72dHTp06pe7du+vgwYMaM2aM6tSpo1mzZmnFihVnva6SlOVvRWhoaKX+DX3ggQcUGhqqp59+WhkZGZKsvaHmzp2r0aNHKzY2VidOnNCaNWu0Y8cOtWvXrsLXB1ywDAAXvOnTpxuSjAYNGhju7u7GwoULHZa78847jcjISOP48eN224cOHWoEBgYamZmZhmEYxrJlywxJxpIlS+zKXXLJJUbXrl1LrcvChQsNScaUKVPMbXl5ecZVV11lSDKmT59ubu/atavD440YMcJo0KCB3TZb3WxycnKMVq1aGddcc43ddkmGi4uLsW3bNrvtx44dMyQZzzzzTLHzde/e3WjdurWRlZVlbisoKDA6depkNGnSxNy2cuVKQ5KxcuVKc1vHjh2Nf/3rX3bHmz9/frFyjjzzzDOGpGIP27U7Ol/Xrl0NScbMmTPNbdnZ2UZERIQxaNAgc1teXp6RnZ1td76TJ08a4eHhxh133GFu279/vyHJCAkJMZKSksztixYtMiQZ3377rbmtS5cuhr+/v3HgwAG74xYUFJhf296L+/fvN7cV/d4ZhmHce++9ho+Pj909d/R9d6Rr165G8+bNjWPHjhnHjh0zdu7caUyYMMGQZPTp08eurKNz/+c//zEkGT/99JO57dVXXy1Wb5sGDRoYI0aMMJ+PHTvWkGT8/PPP5ra0tDQjJibGiI6ONvLz8w3DMIz+/fsbLVu2POv1FDV16lRDkvH555+b23JycoyOHTsafn5+Rmpqql3dil5zSRo0aODw/da5c+divxPKet/O5ftd1vfyZ599Zkgy3njjjWLHtb33fv75Z0OSMXv2bLvXly5d6nB7YSdPnjQkGa+++mqJZQzjzP0rfP2JiYmGp6en8cgjj5jbnn/+ecPX19fYvXu33f6PPfaY4erqahw8eLDcdW7ZsuVZf/faDBgwwJBknDx5ssQytt9Rb7/9tmEYZ37nF/55NwzD6N27t9GwYUPz+axZswwXFxe7975hGMYHH3xgSDLWrl1rbivpd3FJSrpG23vs2muvtftdM27cOMPV1dVITk42DMP6M1irVi3j7rvvttv/yJEjRmBgYLHtJZ2nffv2Rk5Ojrl9ypQphiRj0aJF5rayvMf/97//GZKMr7/+utTz+vr62v1+KY3td8NXX31lbsvIyDAaN25c7G9F0d9bNkX/7pb1b0Vl/A213eMrr7zSyMvLsztGYGCg8eCDD57tFgAXDbq7AzXI0aNH5eXlpaioqGKvGYahefPm6YYbbpBhGDp+/Lj56NGjh1JSUsxuZddee63q1Kmj2bNnm/tv3bpVmzdvthvP6sj3338vNzc33X///eY2V1dXPfTQQ+d0bd7e3ubXJ0+eVEpKiq666iqHXeG6du1a5nG6SUlJWrFihW6++WalpaWZ9+TEiRPq0aOH9uzZo0OHDpW4//Dhw7V+/Xq7brezZ89WVFSUunbtWqY6zJs3T8uXLzcfhe+7I35+fnbfBw8PD3Xo0EF//fWXuc3V1dVsESsoKFBSUpLy8vJ02WWXObxnQ4YMsWu9v+qqqyTJPOaxY8f0008/6Y477lD9+vXt9i2tVVWy/97Z7vFVV12lzMxM7dy5s9R9S7Jz506FhoYqNDRUzZs316uvvqp+/foVmx268LmzsrJ0/PhxXXHFFZJU4W6U33//vTp06KArr7zS3Obn56d77rlH8fHx2r59uySpVq1a+ueffxwOGzjb8SMiInTLLbeY29zd3TVmzBilp6dr9erVFaq3ZJ2Q0PY+W7x4sV588UVt27ZN/fr106lTp8xy53LfyvP9Lst7ed68eapdu7bD3yG2997XX3+twMBAXXfddXa/29q3by8/P79iwzyK1tfDw0OrVq06a9f42NhY82dDsvZcaNasmV19v/76a1111VUKCgqyq8u1116r/Px8/fTTT+dc59KkpaVJkvz9/UssY3stNTVVknTNNdeodu3adq3SJ0+e1PLlyzVkyBC7a2vRooWaN29uV+drrrlGkorVuTy/i8/mnnvusftdc9VVVyk/P18HDhyQZO39kZycrFtuucWubq6urvrXv/5V5vt5zz332PW6uP/+++Xm5qbvv//e3FaW93hgYKAkadmyZcrMzKz4hRfy/fffKzIyUjfddJO5zcfHx2yFr4jy/q0oqiJ/Q+++++5i84bUqlVL69ev1+HDhyt8LUBNQnd3oAb58MMPNX78ePXs2VM///yzmjVrZr527NgxJScn66OPPtJHH33kcH/bWF4XFxfddtttmjZtmjIzM+Xj46PZs2fLy8tLgwcPLrUOBw4cUGRkZLHZygvXpSIWL16sF154QRs3brQb++goIBbutns2e/fulWEYeuqpp/TUU085LJOYmKi6des6fG3IkCEaO3asZs+eraefflopKSlavHixxo0bd9bwatOlS5cSJ45zpF69esWOHRQUpM2bN9ttmzFjhl5//XXt3LlTubm55nZH96do8LYFdltosYWQVq1albmeNtu2bdOTTz6pFStWmKHAxjY2s7yio6P18ccfq6CgQPv27dOLL76oY8eOFRtekJSUpGeffVZffPGF3Vj1czn3gQMH9K9//avY9hYtWpivt2rVSv/+97/1ww8/qEOHDmrcuLGuv/563XrrrercufNZj9+kSZNiM8oXPn5F1a5dW9dee635vE+fPmrWrJluuukmffLJJ2YQPpf7Vp7vd1ney/v27VOzZs3sxswXtWfPHqWkpCgsLMzh60WvoTBPT0+98soreuSRRxQeHq4rrrhCffv21fDhw83x+jZFf05s9S0c7vfs2aPNmzeXOPTAVpdzqXNpbAE8LS2t2EoFNkWDvJubmwYNGqQ5c+YoOztbnp6emj9/vnJzc+1C+p49e7Rjx46zXptNeX4Xn83Zfkft2bNHkswPDIoKCAgo03mKTp7o5+enyMhIu/kJyvIej4mJ0fjx4/XGG29o9uzZuuqqq9SvXz/dfvvtZoAvrwMHDqhx48bFfmbO9e9ref5WFFWRv6GOjjtlyhSNGDFCUVFRat++vXr37q3hw4erYcOGFbgi4MJHSAdqkNjYWH3//ffq3r27rrvuOq1du9ZsVbdNWHT77beXOD7cNr5MsrYQv/rqq1q4cKFuueUWzZkzR3379q3wfy4csVgsDtfrLTr5zs8//6x+/fqpS5cuev/99xUZGSl3d3dNnz7d4SRchVs5zsZ2Xx599FH16NHDYZnGjRuXuH9QUJD69u1rhvS5c+cqOzv7rD0OzkVJM5cXvpeff/65Ro4cqQEDBmjChAkKCwszJ/0r3OpfnmNWRHJysrp27aqAgAA999xzatSokby8vLRhwwb9+9//rvC65r6+vnZhs3PnzmrXrp2eeOIJvf322+b2m2++WevWrdOECRN06aWXys/PTwUFBerZs2eFz11WLVq00K5du7R48WItXbpU8+bN0/vvv6+nn37aXMrIGXTv3l2S9NNPP5khvaL3rbzf78p63xUUFCgsLKzEXihnG6s/duxY3XDDDVq4cKGWLVump556SpMnT9aKFSvUtm3bctW3oKBA1113nSZOnOiwbNOmTSulziVp0aKFFi5cqM2bN6tLly4Oy9g+BCncyj106FB9+OGHWrJkiQYMGKCvvvpKzZs3V5s2beyurXXr1nrjjTccHrdoL67y/C4+m7Pde9t7a9asWcU+XJFU6oc85VGe9/jrr7+ukSNHatGiRfrvf/+rMWPGaPLkyfr111/NCdPOl5I+JM7Pz7e7l+X9W1FURf6GOnpf3Hzzzbrqqqu0YMEC/fe//9Wrr76qV1555aJfoQYXL0I6UMN06NBBCxcuVJ8+fXTdddfp559/NrsF+/v7Kz8/3y7clKRVq1Zq27atZs+erXr16ungwYN65513zrpfgwYN9OOPPyo9Pd2uNX3Xrl3FygYFBdl1E7Up2lI4b948eXl5admyZXbLYU2fPv2s9bEp6T8stk/p3d3dy3RfHBk+fLj69++v33//XbNnz1bbtm3NSaSqy9y5c9WwYUPNnz/f7trLup52Ubb7tHXr1nLtt2rVKp04cULz58+3Cwz79++vUD1Kcskll+j222/Xhx9+qEcffVT169fXyZMn9eOPP+rZZ5/V008/bZa1tbgVVtZeD5L1Pe7o/Wzr5tqgQQNzm6+vr4YMGaIhQ4YoJydHN954o1588UU9/vjjJU4q2KBBA23evFkFBQV2remOjl8Z8vLyJFlXdpBUrvtW1Pn4fjdq1Ejr169Xbm5uiZO/NWrUSD/88IM6d+5c4WDYqFEjPfLII3rkkUe0Z88eXXrppXr99df1+eefl/s46enpZ/19Up46l+f92bdvX02ePFkzZ850GNLz8/M1Z84cBQUF2fXq6NKliyIjI/Xll1/qyiuv1IoVK+xWbrDVedOmTerevXu56lQW53o824RrYWFhFf5dLlnf51dffbX5PD09XQkJCerdu7ek8r/HW7durdatW+vJJ5/UunXr1LlzZ33wwQd64YUXJJX/d8/WrVtlGIbdfiX9fU1OTi62/cCBA3at02X9W3E+/4baREZG6oEHHtADDzygxMREtWvXTi+++CIhHRclxqQDNVD37t31n//8R3v37lXPnj2VmpoqV1dXDRo0SPPmzXMYtBwtZTNs2DD997//1dSpUxUSElKmP5S9e/dWXl6epk2bZm7Lz893GPAbNWqknTt32p1706ZNWrt2rV05V1dXWSwWuxb2+Pj4YjMJl8bHx0eSiv2nJSwsTN26ddOHH36ohISEYvs5ui9F9erVS7Vr19Yrr7yi1atXn9dW9LKytZQUbuFbv369fvnllwodLzQ0VF26dNFnn32mgwcP2r1WWquno3rk5OTo/fffr1A9SjNx4kTl5uaarXyOzi3JbnZtG9s6vY7+U1tU79699dtvv9ndy4yMDH300UeKjo42WyeLLlfm4eGh2NhYGYZh16XU0fGPHDliNz44Ly9P77zzjvz8/Mo810FZ2WYDt7WYlue+FXU+vt+DBg3S8ePH9e677xZ7zXaem2++Wfn5+Xr++eeLlcnLyyv1+5qZmVlsqcRGjRrJ39+/2LJiZXHzzTfrl19+0bJly4q9lpycbH4oUp46+/r6lum9KUmdOnXStddeq+nTp2vx4sXFXv+///s/7d69WxMnTrT7cMDFxUU33XSTvv32W82aNUt5eXl2Xd1tdT506JA+/vjjYsc9deqUOVN3RZTnGh3p0aOHAgIC9NJLLzn8+SrL73JJ+uijj+z2nzZtmvLy8sy/f2V9j6empprfa5vWrVvLxcXF7n1Vnuvu3bu3Dh8+bLf8aGZmpsMhbI0aNdKvv/6qnJwcc9vixYv1999/25Ur69+K8/k3ND8/v9hQmLCwMNWpU6dCP4NATUBLOlBDDRw4UB9//LHuuOMO9evXT0uXLtXLL7+slStX6l//+pfuvvtuxcbGKikpSRs2bNAPP/xQbCmwW2+9VRMnTtSCBQt0//33l7qEkc0NN9ygzp0767HHHlN8fLxiY2M1f/58h+NY77jjDr3xxhvq0aOH7rzzTiUmJuqDDz5Qy5Yt7cb59enTR2+88YZ69uypW2+9VYmJiXrvvffUuHHjYuOwS+Lt7a3Y2Fh9+eWXatq0qYKDg9WqVSu1atVK7733nq688kq1bt1ad999txo2bKijR4/ql19+0T///KNNmzaVemx3d3cNHTpU7777rlxdXe0m/Kouffv21fz58zVw4ED16dNH+/fv1wcffKDY2FizxbS83n77bV155ZVq166d7rnnHsXExCg+Pl7fffedNm7c6HCfTp06KSgoSCNGjNCYMWNksVg0a9asc+5G70hsbKx69+6tTz75RE899ZRCQkLUpUsXTZkyRbm5uapbt67++9//Omzxat++vSRrgBk6dKjc3d11ww03mOG9sMcee0z/+c9/1KtXL40ZM0bBwcGaMWOG9u/fr3nz5pmt39dff70iIiLUuXNnhYeHa8eOHXr33XfVp0+fUif1uueee/Thhx9q5MiR+vPPPxUdHa25c+dq7dq1mjp1aqn7ns2hQ4fMluGcnBxt2rRJH374od3EbAEBAWW+b0Wdj+/38OHDNXPmTI0fP16//fabrrrqKmVkZOiHH37QAw88oP79+6tr16669957NXnyZG3cuFHXX3+93N3dtWfPHn399dd666237CbbKmz37t3q3r27br75ZsXGxsrNzU0LFizQ0aNHzaXHymPChAn65ptv1LdvX3N5toyMDG3ZskVz585VfHy8ateuXa46t2/fXtOmTdMLL7ygxo0bKywsrMSx15I0c+ZMde/eXf3799ett96qq666StnZ2Zo/f75WrVqlIUOGaMKECcX2GzJkiN555x0988wzat26tTkPgs2wYcP01Vdf6b777tPKlSvVuXNn5efna+fOnfrqq6+0bNkyXXbZZeW+ZxW5xqICAgI0bdo0DRs2TO3atdPQoUMVGhqqgwcP6rvvvlPnzp0dftBTVE5Ojvl+2LVrl95//31deeWV5przZX2Pr1ixQqNHj9bgwYPVtGlT5eXladasWeYH5oWv+4cfftAbb7yhOnXqKCYmxuGcF5J1wrV3331Xw4cP159//qnIyEjNmjXLDNCF3XXXXZo7d6569uypm2++Wfv27dPnn39ebIm3sv6tOJ9/Q9PS0lSvXj3ddNNNatOmjfz8/PTDDz/o999/1+uvv176NwyoqapuInkA54ttWZPff/+92GuvvfaaIcno27evkZubaxw9etR48MEHjaioKMPd3d2IiIgwunfvbnz00UcOj927d29DkrFu3boy1+fEiRPGsGHDjICAACMwMNAYNmyYuRxN4SXYDMMwPv/8c6Nhw4aGh4eHcemllxrLli1zuBTXp59+ajRp0sTw9PQ0mjdvbkyfPt1cwqwwSSUu47Ju3Tqjffv2hoeHR7GlZPbt22cMHz7ciIiIMNzd3Y26desaffv2NebOnWuWcbQkms1vv/1mSDKuv/76Mt8nW/2PHTvm8PWSlmBztKxX0XtWUFBgvPTSS0aDBg0MT09Po23btsbixYuLlbMtweZo+ami98gwDGPr1q3GwIEDjVq1ahleXl5Gs2bNjKeeesp83dGSXGvXrjWuuOIKw9vb26hTp44xceJEc8mnwtdWniXYSlrabNWqVXb1/ueff8z6BgYGGoMHDzYOHz7s8Nqef/55o27duoaLi4vdNThaymjfvn3GTTfdZN6HDh06GIsXL7Yr8+GHHxpdunQxQkJCDE9PT6NRo0bGhAkTjJSUlLNe49GjR41Ro0YZtWvXNjw8PIzWrVsX+9mx1a2iS7C5uLgYYWFhxi233GLs3bvXrmxZ79u5fL/L+l42DOuSV//3f/9nxMTEmL+3brrpJmPfvn125T766COjffv2hre3t+Hv72+0bt3amDhxonH48OES78vx48eNBx980GjevLnh6+trBAYGGv/617/slrmy3T9H99rRUpJpaWnG448/bjRu3Njw8PAwateubXTq1Ml47bXX7Jb3Kmudjxw5YvTp08fw9/c3JJVpOba0tDRj0qRJRsuWLc1jd+7c2YiLi7NbyqywgoICIyoqypBkvPDCCw7L5OTkGK+88orRsmVLw9PT0wgKCjLat29vPPvss3bv7dJ+FztS0jWW9PetpN/HK1euNHr06GEEBgYaXl5eRqNGjYyRI0caf/zxR6nnt51n9erVxj333GMEBQUZfn5+xm233WacOHHCrmxZ3uN//fWXcccddxiNGjUyvLy8jODgYOPqq682fvjhB7tj7dy50+jSpYvh7e1tSDrrcmwHDhww+vXrZ/j4+Bi1a9c2Hn74YXPZvqL34vXXXzfq1q1reHp6Gp07dzb++OOPYu/Xsv6tMIxz/xta0vcyOzvbmDBhgtGmTRvD39/f8PX1Ndq0aWO8//77pd4LoCazGMZ5aM4AUGMMHDhQW7Zs0d69e8/pOPHx8YqJidH06dM1cuTIyqmcE9m0aZMuvfRSzZw5U8OGDavu6gAAyiEuLk6jRo3S77//XuHeANVl1apVuvrqq7Vy5Up169atuqsDoBIwJh1AiRISEvTdd98ROsvg448/lp+fn2688cbqrgoAAAAuYIxJB1DM/v37tXbtWn3yySdyd3fXvffeW91Vclrffvuttm/fro8++kijR492OIYZAAAAKCtCOoBiVq9erVGjRql+/fqaMWOGwzVnYfXQQw/p6NGj6t27t1OtfQ0AAIALE2PSAQAAAABwEoxJBwAAAADASRDSAQAAAABwEhfdmPSCggIdPnxY/v7+slgs1V0dAAAAAEANZxiG0tLSVKdOHbm4lN5WftGF9MOHDysqKqq6qwEAAAAAuMj8/fffqlevXqllLrqQ7u/vL8l6cwICAqq5NgAAAACAmi41NVVRUVFmHi3NRRfSbV3cAwICCOkAAAAAgCpTliHXTBwHAAAAAICTIKQDAAAAAOAkCOkAAAAAADgJQjoAAAAAAE6CkA4AAAAAgJMgpAMAAAAA4CQI6QAAAAAAOAlCOgAAAAAAToKQDgAAAACAkyCkAwAAAADgJAjpAAAAAAA4CUI6AAAAAABOgpAOAAAAAICTIKQDAAAAAOAkCOkAAAAAADgJQjoAAAAAAE6CkA4AAAAAgJMgpAMAAAAA4CQI6QAAAAAAOAlCOgAAAAAAToKQDgAAAACAkyCkAwAAAADgJAjpAAAAAAA4CbfqrgAAAAAAAMUYhpSXLeWdknKzrP/mZUu5p6S8rDP/5mVJsQMll5rRBk1IBwAAAACUrqDgTCAuHJBzbdtOnfm6cHg+W7jOLbJv0dfL6olekofP+bv+KkRIBwAAAIALSUFB2VqXSwvAuafK3kqdmyXlZ1fvNVtcJDdvyd2r0L+nH+7ekpFfvfWrRIR0AAAAAKio/LxzD8BlDtKnH/k51XvNLm7WoOzmaQ3Ibl7FQ7P5r2fp4dr82su+nN2xvSVX9+q95ipESAcAAABQM+TnOg7IldGSbJYrsk9BXvVes4u7g7BbWgCuhCDtSow8n7i7AAAAACqXYVgDc6kBuCJB2lFoLnTs6u7y7OrhIOSepYW4okHadhwX1+q9ZlQ6QjoAAABQk5kzZJcyqVeFumSfZcIvo6B6r9vNq/K6Wpf1ODVkdnFUr2oN6dOmTdO0adMUHx8vSWrZsqWefvpp9erVq8R9vv76az311FOKj49XkyZN9Morr6h3795VVGMAAADgHBjG+W1JLmkfGdV73RVpIS4cnsvb+uzqSWDGBataQ3q9evX08ssvq0mTJjIMQzNmzFD//v31v//9Ty1btixWft26dbrllls0efJk9e3bV3PmzNGAAQO0YcMGtWrVqhquAAAAABeswktKncuM2CW1JDsK0uVZUuq8sJSjhbiSWp/dPCWLpZqvG7hwWAzDqOaP1ewFBwfr1Vdf1Z133lnstSFDhigjI0OLFy82t11xxRW69NJL9cEHH5Tp+KmpqQoMDFRKSooCAgIqrd4AAAA4BwX553FG7BJaoat7huyzLSlVnhmzy9TSfHqGbAIzUOXKk0OdZkx6fn6+vv76a2VkZKhjx44Oy/zyyy8aP3683bYePXpo4cKFJR43Oztb2dln1vRLTU2tlPoCAADAgdxT0rGd0tHtUuJ2KeXvEgJ3kXBdkFu99S5xSakKjk8uS5C+iJaUAlB21R7St2zZoo4dOyorK0t+fn5asGCBYmNjHZY9cuSIwsPD7baFh4fryJEjJR5/8uTJevbZZyu1zgAAABe9ggIpOf5MGD+61fp10r5znzCs3EtKncNEXywpBcDJVPtvo2bNmmnjxo1KSUnR3LlzNWLECK1evbrEoF5ejz/+uF3re2pqqqKioirl2AAAABeFzCTp6DbrI3Hb6WC+Q8rNcFzeO0gKbyWFxUrBDSUPn7K1NNuCNEtKAbiIVXtI9/DwUOPGjSVJ7du31++//6633npLH374YbGyEREROnr0qN22o0ePKiIiosTje3p6ytPTs3IrDQAAUBPlZknHd50O4adD+dHtUnoJvRZdPaTQZlJYSym8pRQea/3aP4JxzwBQQdUe0osqKCiwG0NeWMeOHfXjjz9q7Nix5rbly5eXOIYdAAAADhQUSCkHrQG8cOv4ib2Ske94n1r1z7SOh8davw5uRDdxAKhk1fpb9fHHH1evXr1Uv359paWlac6cOVq1apWWLVsmSRo+fLjq1q2ryZMnS5Iefvhhde3aVa+//rr69OmjL774Qn/88Yc++uij6rwMAAAA55WZdHrM+PZCXdW3Sznpjst71bK2iofFnm4dbymFNpe8WBUHAKpCtYb0xMREDR8+XAkJCQoMDNQll1yiZcuW6brrrpMkHTx4UC4uLmb5Tp06ac6cOXryySf1xBNPqEmTJlq4cCFrpAMAAORlS8d3F++qnnbYcXkXd2tX9aKB3D+SruoAUI2cbp3084110gEAwAXNMKzLmpkTuZ1uJT+xRyrIc7xPYP3T48ULhfGQxiwBBgBV5IJcJx0AAABFnEo+HcK3Ffp3h5Sd6ri8Z+Dp8eKFWsfDWkhegVVabQBAxRHSAQAAqltejrUl/Ojp9cZtreOp/zgu7+Im1W5WvHU8oC5d1QHgAkdIBwAAqCqGIaUeKtJVfZt0fI9UkOt4n4B6hcJ4K+vXIU0kN4+qrTsAoEoQ0gEAAM6HrBRr1/SiY8ezUxyX9ww4s7xZ4a7q3kFVW28AQLUipAMAAJyL/Fzr+uJFw3jKQcflXdysLeFFW8cDo+iqDgAgpAMAAJSJYUiph4tP5HZ8t5Sf43gf/zqFJnJraf26dlPJzbNq6w4AuGAQ0gEAAIrKTnPQVX2blJXsuLyHX6Gu6i3PdFX3Ca7SagMALnyEdAAAcPHKz7N2VU/cZu2innh6dvXkErqqW1yt64sXbR0PrC+5uFRt3QEANRIhHQAA1HyGIaUdORPGj26zfn1st5Sf7Xgfv4jTS5vFFuqq3kxy96raugMALiqEdAAAULNkp0vHdlpbxAu3jp866bi8u6+1a3rhrurhLemqDgCoFoR0AABwYcrPk5L+Kt5V/WS84/IWFym40ZkQbhtDXiuaruoAAKdBSAcAAM7NMKT0xNNh3BbIt0nHdkl5WY738QsvtNb46X9Dm0nu3lVbdwAAyomQ7qyy06z/KfH0Z81UAMDFIydDStxZqHX8dDDPPOG4vLuPFNr89ERurc4Ect/aVVtvAAAqCSHdWf0ZJ/33Ses4uYBIyd/2iJAC6px5HhBpndjGzaO6awwAQNkV5EtJ+wtN5LbV2l09ab8kw8EOFim4YZGu6i2loGjJxbWKKw8AwPlDSHdWthaD3Azr0jAn9pZe3qf2mdDuHyH51ykS7iMlnxDG3AEAql76seJd1RN3SnmnHJf3DT0Twm2BPLS55OFTtfUGAKAaWAzDcPRxdY2VmpqqwMBApaSkKCAgoLqrU7qcDOtyMWkJUmqC9V/bo/Dz/JyyHc/F/XSAjywe4As/9/Q7v9cFAKiZcjKts6onbrdvHc845ri8m9fpruqtTs+sfjqY+4VVbb0BADjPypNDaUl3Zh6+Ukgj66MkhmFdUib1sOMAb3uecUwqyJVS/rY+Sj2vv31odxTo/cIlV/fKvV4AwIWhoEA6uf90GD/dQp643TrTulHgYAeLFBxTZCK3VtZtdFUHAMAOIf1CZ7FY13H1CZYiWpVcLj9XSj9aeot8aoKUk2Z9HE+Tju8u7cTW7oiltcgH1JG8g5j4DgAuZBknzrSI28J44g4pN9NxeZ+QMyHctu54WHPrB88AAOCsCOkXC1d3KbCe9VGa7DTHXexTD5/ZnnbE2iqfkWh9JGwq5byeZetizzhDAKheuVmFuqoXah1PP+q4vKunNXyHtSzUVb2Vtas6H84CAFBhhHTY8/S3Pmo3KblMQYF1YrtiLfKng7wt3Gcel/KzpeQD1kdpvAJLaZE//a9vmOTKWxYAzklBgfV3si2E2/49sbeEruqyzqBuC+PhLa1fBzfkdzIAAOcBf11Rfi4ukl+o9RF5Scnl8rILdbG3BfjCLfKnw31uhpSVYn0c21ny8Swu1qB+tvHyXrVoxQEAScpMsg/jR7ed7qqe4bi8d9DpMN7Svqu6p3/V1hsAgIsYIR3nj5unVKu+9VESwzjdxb5wl3pHgf6IZORL6UesD/2vlPN6O+5iXzTQu3tV+iUDQLXIy5aO7TodxreeXuZsu/X3pyOuHlJos+Kt4/4RfMgJAEA1I6SjelkskleA9RHarORyBflSxnEHAb5wF/vD1pnu805ZZx0+ub/0c3sHld4i7x9pnRyPmYcBOAvDkJIPnm4RP73m+NFtp7uq5zvep1b94q3jIY1YoQMAACdFSMeFwcVV8g+3PkqTm3Wm5d1Ri7xtqbq8LGugP3XS2tpUEovr6Vb5iNIDvWcArU8AKtepk2daxM3W8R3WFTgc8Qq0TtwWFluoq3oL64egAADggkFIR83i7mVddzc4puQyhiFlJRdvkU8tEu7Tj1pbplIPWR+lntfXGuQD6jgI9HXOBH03z0q9XAA1QF6OdcnLwq3jidtL/r3j4n66q/rpMG4L5gF1+LAQAIAagJCOi4/FYu3q7h1kbWUqSX6elHGsSIt8QvFwn5VinYQpaZ/1URqfkDOhveia8v4R1td8QqyT8wGoWQxDSvn7dAgv3FV9j1SQ53ifwKjT48Vjz/xbuwld1QEAqMEI6UBJXN2sQTogsvRyOZmFlqNzNF7+9L/52dal6zJPSEe3lHw8F3f7LvaFA3zh1npmWwacV1ZKoTC+7UxX9ewUx+U9AwutNW5rHW9h7cIOAAAuKoR04Fx5+FgnYQppVHIZw7COLy1xBvvT3e0zjkkFudbWtpS/z3Je/0It8kUCfOEu9rS4AedPXo61Jbxo63jqP47Lu7hJtZueaRm3tY4H1qOrOgAAkERIB6qGxSL5BFsfEa1KLpefax0LX1qLfFqClJ1qnTzqRJo1IJR8Ysm3dukt8v51rPUiIAAlMwzrGPGirePHd1s/WHMkoK59V/XwllJIE8nNo2rrDgAALiiEdMCZuLpbW9QC65VeLju99BZ5W5gvyLW2zmcck45sLuW8HiUHePN5pLXXAFDTZaVau6Yf3Xp6ZvXTwTyrhK7qHv6FuqrbWsdbWOe9AAAAKCdCOnAh8vSTPBtLtRuXXKagQDqV5CDAF3qkJkiZx6X8HOvay8kHz3LewNPd6x0EeNts9r5h1vH8gLPLz7WuL35025kwfnSblFLCz4HF1TppW9GJ3GrVpycKAACoNPxPGqipXFysXd19a0uRl5RcLi9HSj9SZAb7BPtAn5pgncE+O0U6liId21ny8Swu1qBetEW+aLj3DiLYoGoYhvV9fHS7fev48V3WD6gc8a9TvHW8dlOWUQQAAOcdIR242Ll5WFsCa9UvvVxWaukt8mlHrGG/IM/6b/oRKWFjKef1KqFFvsh68+7elXq5qOGy0053VS/cOr5Vykp2XN7Dz9o1PbylFNbyTDD3Ca7SagMAANgQ0gGUjVeA9RHatOQyBQWn15YvGuCLfH0qScrLkk7GWx+lnrdW8S71RcO9b6jk4lqJFwunl58nJe0rFMZPT+aWfMBxeYuLddK28NgzYTy8pRRY39rrBAAAwEkQ0gFUHhcXyT/c+tClJZfLzbK2tDtskS/0dd4pawtoVrI1iJXE4ir5hZ8O8JEOWuRP/+sVSBf7C41hWFc8sIVwWyA/tkvKz3a8j19Eoa7qraxf124muXtVbd0BAAAqgJAOoOq5e0lB0dZHSQzDOpt2aS3yaQnWAGfkn57p/vBZzutTeou8Ldwz7rh6ZKdb5zso2jp+KslxeXcfB13VW0q+IVVbbwAAgEpESAfgnCwWybuW9RHWouRyBflSemKhAF9oPfnCgT4rWcrNtHaRTtpX+rl9Qkpukbe11vvUppt0RRXkS0l/FW8dPxkvyShe3uIiBTcq1FX9dCCvFc33AAAA1DiEdAAXNhdXa3AOiCy9XE5m8S72jrrb52dLmSesj6NbSzmvm7VbdeEWebvu9qfr5Olfudd7oUlPtN7Ho9sLdVXfaZ2TwBHfsNPjxVud7q4eK4U2ZwJBAABw0SCkA7g4ePhIwQ2tj5IYhnTqZMkB3uxin2idxT71H+uj1PP6FWmRL9zd/vTDL9w6y/6FLCdTOrajUBg/Hcwzjzsu7+Z9uqt6rH1Xdb/Qqq03AACAkyGkA4CNxWJdessn2NqluiT5uUW62Cc47m6fnSrlpEsn9lgfpfENLb1F3j/S2g2/uie+K8i3dks3W8e3Wf9N+ksOu6rLYv1gxK51vKV1PgJm5AcAACiGkA4A5eXqLgXWtT5Kk51uPz7eDPSng7wt3BfkWpeuyzgmHdlSynk9zqwf76hF3vbcw7dyrjP92JkQnmgbP77TOuu+Iz61T48Xb1moq3oLay8GAAAAlAkhHQDOF08/ybOxVLtxyWUKCqyzl5fYIn/634xjUn6OlHzQ+ij1vIGnu9eX0CJv62LvevpPQO6p07Oqnx4zbgvmGYmOj+/mZR0nbobx08HcL6xi9wkAAAAmQjoAVCcXF8m3tvUR0brkcnk51uXmHAX4wl3sc9Kl7BTr4/iuUk5ssYZqdx8p+YBkFDguExRdpHW8pbX7Ol3VAQAAzgtCOgBcCNw8pFpR1kdpstOKdKkvGugTrLPcF+RZQ7+Nd3CRMN5KCmteeV3nAQAAUCaEdACoSTz9pVB/KbRpyWUKCqyzrqcetob62k2s3d+re1I6AAAAENIB4KLj4mLt6s4YcgAAAKfjUt0VAAAAAAAAVoR0AAAAAACcBCEdAAAAAAAnQUgHAAAAAMBJENIBAAAAAHAShHQAAAAAAJwEIR0AAAAAACdBSAcAAAAAwEkQ0gEAAAAAcBKEdAAAAAAAnAQhHQAAAAAAJ0FIBwAAAADASRDSAQAAAABwEoR0AAAAAACcBCEdAAAAAAAnQUgHAAAAAMBJENIBAAAAAHAShHQAAAAAAJwEIR0AAAAAACdBSAcAAAAAwEkQ0gEAAAAAcBKEdAAAAAAAnAQhHQAAAAAAJ0FIBwAAAADASRDSAQAAAABwEoR0AAAAAACcBCEdAAAAAAAnQUgHAAAAAMBJENIBAAAAAHAShHQAAAAAAJwEIR0AAAAAACdBSAcAAAAAwEkQ0gEAAAAAcBKEdAAAAAAAnAQhHQAAAAAAJ1GtIX3y5Mm6/PLL5e/vr7CwMA0YMEC7du0qdZ+4uDhZLBa7h5eXVxXVGAAAAACA86daQ/rq1av14IMP6tdff9Xy5cuVm5ur66+/XhkZGaXuFxAQoISEBPNx4MCBKqoxAAAAAADnj1t1nnzp0qV2z+Pi4hQWFqY///xTXbp0KXE/i8WiiIiI8109AAAAAACqlFONSU9JSZEkBQcHl1ouPT1dDRo0UFRUlPr3769t27aVWDY7O1upqal2DwAAAAAAnJHThPSCggKNHTtWnTt3VqtWrUos16xZM3322WdatGiRPv/8cxUUFKhTp076559/HJafPHmyAgMDzUdUVNT5ugQAAAAAAM6JxTAMo7orIUn333+/lixZojVr1qhevXpl3i83N1ctWrTQLbfcoueff77Y69nZ2crOzjafp6amKioqSikpKQoICKiUugMAAAAAUJLU1FQFBgaWKYdW65h0m9GjR2vx4sX66aefyhXQJcnd3V1t27bV3r17Hb7u6ekpT0/PyqgmAAAAAADnVbV2dzcMQ6NHj9aCBQu0YsUKxcTElPsY+fn52rJliyIjI89DDQEAAAAAqDrV2pL+4IMPas6cOVq0aJH8/f115MgRSVJgYKC8vb0lScOHD1fdunU1efJkSdJzzz2nK664Qo0bN1ZycrJeffVVHThwQHfddVe1XQcAAAAAAJWhWkP6tGnTJEndunWz2z59+nSNHDlSknTw4EG5uJxp8D958qTuvvtuHTlyREFBQWrfvr3WrVun2NjYqqo2AAAAAADnhdNMHFdVyjNgHwAAAACAc1WeHOo0S7ABAAAAAHCxI6QDAAAAAOAkCOkAAAAAADgJQjoAAAAAAE6CkA4AAAAAgJMgpAMAAAAA4CQI6QAAAAAAOAlCOgAAAAAAToKQDgAAAACAkyCkAwAAAADgJAjpAAAAAAA4CUI6AAAAAABOgpAOAAAAAICTIKQDAAAAAOAkCOkAAAAAADgJQjoAAAAAAE6CkA4AAAAAgJMgpAMAAAAA4CQI6QAAAAAAOAlCOgAAAAAAToKQDgAAAACAkyCkAwAAAADgJAjpAAAAAAA4CUI6AAAAAABOgpAOAAAAAICTIKQDAAAAAOAkCOkAAAAAADgJQjoAAAAAAE6CkA4AAAAAgJMgpAMAAAAA4CQI6QAAAAAAOAlCOgAAAAAAToKQDgAAAACAkyCkAwAAAADgJAjpAAAAAAA4CUI6AAAAAABOgpAOAAAAAICTIKQDAAAAAOAkCOkAAAAAADgJQjoAAAAAAE6CkA4AAAAAgJMgpAMAAAAA4CQI6QAAAAAAOAlCOgAAAAAAToKQDgAAAACAkyCkAwAAAADgJAjpAAAAAAA4CUI6AAAAAABOgpAOAAAAAICTIKQDAAAAAOAkCOkAAAAAADgJQjoAAAAAAE6CkA4AAAAAgJMgpAMAAAAA4CQI6QAAAAAAOAlCOgAAAAAAToKQDgAAAACAkyCkAwAAAADgJAjpAAAAAAA4CUI6AAAAAABOgpAOAAAAAICTIKQDAAAAAOAkCOkAAAAAADgJQjoAAAAAAE6CkA4AAAAAgJMgpAMAAAAA4CQI6QAAAAAAOAlCOgAAAAAAToKQDgAAAACAkyCkAwAAAADgJAjpAAAAAAA4CUI6AAAAAABOgpAOAAAAAICTIKQDAAAAAOAkCOkAAAAAADgJQjoAAAAAAE6CkA4AAAAAgJMgpAMAAAAA4CQI6QAAAAAAOAlCOgAAAAAATsKtuisAx5bsX6LpW6ereXBztQhpoRbBLdQ0qKl83H2qu2oAAAAAgPOkWkP65MmTNX/+fO3cuVPe3t7q1KmTXnnlFTVr1qzU/b7++ms99dRTio+PV5MmTfTKK6+od+/eVVTrqrH52GbtSNqhHUk7tGDvAkmSRRZFB0arRbA1tLcIaaHmwc0V6BlYzbUFAAAAAFQGi2EYRnWdvGfPnho6dKguv/xy5eXl6YknntDWrVu1fft2+fr6Otxn3bp16tKliyZPnqy+fftqzpw5euWVV7Rhwwa1atXqrOdMTU1VYGCgUlJSFBAQUNmXVGmOZhzV1uNbzaC+88ROJZ5KdFi2rl9da4v76eDeIriFQn1Cq7jGAAAAAABHypNDqzWkF3Xs2DGFhYVp9erV6tKli8MyQ4YMUUZGhhYvXmxuu+KKK3TppZfqgw8+OOs5LpSQ7sjxU8e1M2mndpywBvcdJ3bon/R/HJat7V27WHCv61dXFoulimsNAAAAABe38uRQpxqTnpKSIkkKDg4uscwvv/yi8ePH223r0aOHFi5c6LB8dna2srOzzeepqannXtFqUtu7tq6se6WurHuluS01J1W7knZp+4ntZoDfn7pfx08d15pDa7Tm0BqzrL+Hv1oEt7Ab5x4dEC1XF9fquBwAAAAAQBFOE9ILCgo0duxYde7cudRu60eOHFF4eLjdtvDwcB05csRh+cmTJ+vZZ5+t1Lo6kwCPAF0ecbkuj7jc3HYq75R2n9ytnSd2mt3l95zco7ScNP125Df9duQ3s6y3m7eaBDWxG+feuFZjebh6VMflAAAAAMBFzWlC+oMPPqitW7dqzZo1Zy9cDo8//rhdy3tqaqqioqIq9RzOxtvNW21C26hNaBtzW25+rval7DO7yu9M2qmdSTt1Ku+UNh/brM3HNptl3Vzc1LhWY7PVPTYklpnlAQAAAKAKOEVIHz16tBYvXqyffvpJ9erVK7VsRESEjh49arft6NGjioiIcFje09NTnp6elVbXC5W7q7uaBzdX8+DmGqiBkqT8gnwdTDuoHSesoX17krXLfEp2ihnibWwzyzcPbq7Y4Fg1D7GOd2dmeQAAAACoPNU6cZxhGHrooYe0YMECrVq1Sk2aNDnrPkOGDFFmZqa+/fZbc1unTp10ySWX1PiJ46qCYRhKyEgwJ6azjXMvaWb5Or51zKXgYkNimVkeAAAAAIq4YGZ3f+CBBzRnzhwtWrTIbm30wMBAeXt7S5KGDx+uunXravLkyZKsS7B17dpVL7/8svr06aMvvvhCL730Uo1bgs3Z2GaW35m0U9tPbC91ZvkQrxBzYjpbgK/nV4+Z5QEAAABclC6YkF5SaJs+fbpGjhwpSerWrZuio6MVFxdnvv7111/rySefVHx8vJo0aaIpU6aod+/eZTonIb3y2GaWLzzO/a+Uv1RgFBQr6+/hby4JZ2t1Z2Z5AAAAABeDCyakVwdC+vl1Ku+U9pzcc2Yt99Mzy+cW5BYr6+XqpabBTc2Z5ZuHNFeTWk2YWR4AAABAjUJILwUhverlFuTqr+S/7Me5J+3QqbxTxcq6WdzUqFYju3HuzYKaMbM8AAAXgJNZJ3Ug9YD2p+xXfGq8DqQeUEp2ivw9/BXgEaAAzwAFegQqwDPA+vz0tsJfu7u4V/dlAEClI6SXgpDuHAqMAh1MPWgGd1ure0p2SrGyFlnUIKCB3Th3ZpYHAKB6ZOdn62DqQTOEFw3k58rbzVsBHgEK9AwsMcgX/TrQM1D+Hv4EfABOi5BeCkK68zIMQ0cyjphLwdnCe2JmyTPLNw9ubhfeQ71DmaAOAIBzVGAU6GjGUcWnxlsfKdYQHp8ar8Pph2Wo5P8+RvhGKDogWg0CGigmMEbBXsFKy0lTak6qUrNTrf86+DotN+2c6+3j5mMf4h2Eekct+QR8AOcbIb0UhPQLz4lTJ8wu8rbg/nfa3w7LBnsFnwntpx/1/JlZHgAAR9Jy0hSfEm8XxuNT43Uw9aCy8rNK3M/P3U/RAdGKDoy2BvLABooJiFH9gPrydvOuUF3yC/LPhPmiIb7Q85TslGLb0nPTK3oLTEUDfnla8t1c3M75/ABqNkJ6KQjpNUNaTprZ2m4L8CXOLO/ur2bBzezCe3RgNH9QAQAXhdz8XP2d/rcOpBwoFsaTspJK3M/N4qZ6/vXMIG4L5Q0CGijEK8SpPgDPK8hTek66XXhPyUkpMehXdsD3dfd1HOLP0pLv7+HP/0eAiwQhvRSE9JrLNrO8bS33nUk7tfvk7pJnlg9qak5Q1yKkBTPLAwAuWIZh6Pip48VC+IHUA/on7R/lG/kl7hvqHaoGAQ2KhfG6fnUvigCZV5B39u74JQT/jNyMcz5/aQHfbM130HpPwAcuLIT0UhDSLy6FZ5Yv3PKemZdZrKxtZvnC49ybBTeTr7tvNdQcAIDiMnMzzfBduJv6gdQDpQZGbzdvM4A3CGxw5uuABvLz8KvCK6hZSgv4Z2vJr8yAX2LX/BJa8v09/OXq4loJdwBAWRHSS0FIh21m+Z1JO62T1J2wdpdPzk4uVtacWf70xHTNg5urRXAL1fKqVeX1BgBcHPIK8pSQnqD9qfuLhfGSJlOVJBeLi+r61bW2ihdqEY8OiFaYT5hTdU/HmYDvaIy9o5Z8s1x2qsPGhvLyc/crfbx9CS35BHygYgjppSCkwxHbzPK2peB2nrAG+JL+MxTpG6kWwS3UPKS5YoNj1Ty4Of8BAgCUmWEYOpl90gzh+1P3m2PG/0772+FQLZsgz6AzE7YV6qYe5R/FsK2LRG5BrrUFv4RQXzjQF23JPx8Bv6wt+QR8XMwI6aUgpKM8is4svzNppw6mHXRYNtgr2K7FPTY4lpnlAeAil5WXpYNpB+2WMLO1jKfmpJa4n6erp+oH1Lfrlm4L44GegVV4BahpCgf8Yl3yz9KSfyrv1Dmf39/d/6yz5Ttqyfdz9yPg44JGSC8FIR3nKi0nTbuSdpnj3Lef2K79KfsdTsrj5+6n5sHNraE9JJaZ5QGgBiowCnQk40ixCdviU+KVkJFQ6prikb6RdrOmxwTEqEFgA0X6RsrF4lKFVwGcXW5+7llny7frvl9o+3kN+A62BXoQ8OFcCOmlIKTjfMjKy9Kek3vM7vI7TuzQnpN7lFOQU6ysp6unmgU1s5ugrnFQY3m6elZDzQEAZZWak3pmfHihMH62NcX9Pfyt4ft0a7htzPi5rCkOXGiKBnyHXfJLmGjvXAO+RRZrF/1SQn2xgF9oFn0+MENlIKSXgpCOqmKbWb5od/mSZpZvWKuh2V2emeUBoHrk5ufq77S/7WZNL9Oa4i5uivKPKjZhW4OABgr2CmboE3AOcvNzrV3zSwv1Drrvp+WkVU7A9/ArPdSXMCafgI/CCOmlIKSjOhUYBfo77W/tOHGmxf1sM8sXbnFnZnkAOHeGYejYqWN2s6bbxowfSj9U6priYd5hdkuY2cJ4Hb86DGUCnJCjgF+WGfXPV8Av3EpfWqs+Ab/mIaSXgpAOZ2MYho5mHi0W3I9mHnVYPtI3slhwZ2Z5ACguIzej2BJmtjBe2gzXPm4+dhO1FR4zTg8n4OKRk59T8sz5JQX80/+WNgSmLCyyyN/Dv2zd84u05Pu5+xHwnRAhvRSEdFwokrKSzKXgdibt1I4TO846s3zh8F7Pvx6/oAHUeHkFeTqcfthunHh8arwOpBxQ4qmS1xR3tbieWVO8SBgP9Q7lg08A56TUgH+WGfXPNeC7WFyKLZNX1pZ8Av75Q0gvBSEdF7L0nHTtTNp5Zpx70g79lfxXiTPLNwtuZjfOPSYwhu6YAC44hmEoKSup2BJmtjXF8wryStw32CvYriXcFsaj/KPk7upehVcBAGWTnZ9dtqXxHHTfz87PPqdz2wJ+SePsS2vJ93X3JeCXgpBeCkI6apqsvCztTd6r7SfOtLjvPrm7xJnlmwY1tba6h1jXcmdmeQDOIisvywziRbupp+Wklbifp6unGgQ0MEN4TGCM+Zw1xQFcTEoL+Gdrya+MgG920S8h1JfUku/n7lfjezAR0ktBSMfFILcgV/tT9pszym8/sV27Tu5SRm5GsbK2meVta7nb1nVn3CWA86HAKFBCRoIOpBzQ/tT95hjx+FTrmuIlschiXVO80Kzptq8jfCNovQGAc1Q44Jdlcr3CM+o7ahwqD0cB32zNP0tL/oUS8AnppSCk42JlzixfaDm4HSd26GT2yWJlLbKofkD9YuPcg7yCqqHmAC5EKdkpDlvED6YeLLW1JsAjwG6MuC2M1/evLy83ryq8AgBAWWXlZZW61n1pof9cA76rxVX+Hv76ZsA3Tv1/VUJ6KQjpwBmFZ5bfmWSdpG7HiZJnlo/wjbC2uAfHmuE93Cf8gvj0EkDly8nPObOmeKEW8fiUeIcfANq4ubipvn99uyXMbGPGgzyD+J0CABeRogHfLtCX0pKfkp2i3IJc8zgbbt/g1HONENJLQUgHzs42s7xtcrqdSTt1IPWAw7LBXsHWwF5onDszywM1h2EYSsxMNFvF96fsN78+lH5IBUZBifuG+YQVW8IsJiBGkX6RTGIJADgnhmEoKz9LqdnWde0bBzWu7iqVipBeCkI6UDHpOenadXLXmfXcS5lZ3tfd1wzuLUKsXeYbBjbkP+WAE8vIzbCbOf1AygGzi/qpvFMl7ufj5lNsCTNbN3Ufd58qvAIAAJwXIb0UhHSg8mTnZ2vPyT1249x3Je0qcWb5JrWamKE9NiRWTYKaMLM8UIXyCvJ0KP2Q3RhxWzf1Y6eOlbifq8VV9fzrnVnCrFAor+1dm+7pAACcBSG9FIR04PzKK8izzix/Orjbuss7mlne1eKqhrUaWlvcT7e6NwtqJj8Pv2qoOVAzGIahE1knik3YFp8Sr3/S/lGecfY1xW1LmNkCeT2/ek49zg/A2eXn5ys3N/fsBQFUmIeHh1xcHA/5JKSXgpAOVL0Co0D/pP2j7Unbz4x1L2FmeUlqENDgTHf502Pdg72Cq7jWgHM7lXdKB1MPan/qfrNrui2Yp+WWvKa4l6vXmTXFC8+iHthAAR78XQRqGsMwdOTIESUnJ1d3VYAaz8XFRTExMfLw8Cj2GiG9FIR0wDnYZpa3LQVnG+d+JOOIw/LhPuHmUnC2VndmlkdNl1+Qb11TvNCs6baW8ZJ+ViTrMop1/OrYTdhmC+PhvuFM7AhcRBISEpScnKywsDD5+PjwdxM4TwoKCnT48GG5u7urfv36xX7WCOmlIKQDzu1k1kmzi7xtnHt8arzDskGeQWfWcT8d4KP8owgguOCkZKdof8r+YmH8YOrBUtePDfQMNCdpiwmMMb+uH1Cf+R4AKD8/X7t371ZYWJhCQkKquzpAjZeSkqLDhw+rcePGcne3HyZWnhzKVMsAnEqQV5A61emkTnU6mdsycjO0K2mXdiTt0PYT27Uzaaf2Je/TyeyT+iXhF/2S8ItZ1tfdV82Cmik25Mxa7swsD2dgrimeEm/tol5ozHhydnKJ+7m7uFvXFC/UIm4bMx7kFVR1FwDggmMbg+7jw0oLQFWwdXPPz88vFtLLg/+1AnB6vu6+ahfeTu3C25nbsvOztffkXrtx7rtP7lZGboY2JG7QhsQNZlkPFw81DWqq5iFnxrk3CWoiLzev6rgc1GC2YRyFlzCzjRk/nHG41DXFw33Ciy1hFh0YrTq+deTq4lqFVwGgpqGLO1A1KutnjZAO4ILk6eqplrVbqmXtluY228zyO5N2mi3uO5N2Kj03XVtPbNXWE1vNsq4WV8UExpxpcQ+2Lg3HzPIoi/ScdB1IPaD9qfvNJcxsE7eVtqa4r7uv3TjxmIAYRQdGq75/fdYUBwAAkgjpAGoQNxc3NQlqoiZBTXRDoxsknZlZvvBa7juSdigpK0l7k/dqb/JefbPvG/MY9f3rn1nLPTiWmeUvYrkFuTqUdsgM3/tT9ptfHz91vMT93CxuxdYUt40ZD/EKoUULAKrYpEmTtHDhQm3cuLG6q1JtunXrpksvvVRTp06t7qqU2apVq3T11Vfr5MmTqlWrVnVXp0oR0gHUaC4WF9UPqK/6AfXVI7qHJGuX5MTMRHNGeVt4T8hI0MG0gzqYdlDL4peZxwj3CTdnlG8e3FyxIbHMLF9D2NYUN2dNL9QqfrY1xUO8QuyWMLN9Xde/rtxdWFMcAM7FyJEjNWPGDEmSm5ubgoODdckll+iWW27RyJEjS1yL+lzOl5ycrIULF5ZarrKDY0n/l/jPf/6joUOHnvPxbebPn283Rjo6Olpjx47V2LFjz+m4Rb9P9erV0+DBg/Xcc8/Jy6vswwodfYjQqVMnJSQkKDAw8JzqeCEipAO46FgsFoX7hivcN1zdorqZ209mnTRb2m3j3A+kHtDRzKM6mnlUq/5ZZZat5VnLXMM9NjhWLUKYWd6ZZeZm6mDaQbuZ021jxtNz00vcz9vN+8ya4kXGi/t7+FfhFQDAxadnz56aPn268vPzdfToUS1dulQPP/yw5s6dq2+++UZubjUjykyfPl09e/a021bZLcfBweevV6Dt+5Sbm6s///xTI0aMkMVi0SuvvHJOx/Xw8FBEREQl1fLCUjPe2QBQCYK8gtSxTkd1rNPR3FZ4Znnbeu5/Jf+l5OzkEmeWty0H1zy4uRrWakirahXJL8jX4YzDdrOm20L50cyjJe5nrikeGK2YgBhzwrbogGiF+YTxwQsAVBNPT08zpNWtW1ft2rXTFVdcoe7duysuLk533XWXJCk5OVmPPvqoFi1apOzsbF122WV688031aZNG7vjffjhh3rhhRd04sQJ9e3bVx9//LECAwM1adIkszXY1rK9cuVKdevWzW7/+Ph4XX311ZKkoCDr6hojRoxQXFycsrOzNWHCBH3xxRdKTU0163D55Zef9Tpr1apVahiNi4vT008/rePHj6tHjx668sor9fzzzys5OVmS414AY8eO1caNG7Vq1SpJ9i3V3bp104EDBzRu3DiNGzdOkpSenq7IyEh99tlnuummm8zjLFy4ULfddpuOHDkif3/HH04X/j5FRUXp2muv1fLly82QfuLECY0ePVo//fSTTp48qUaNGumJJ57QLbfcYtZ/9erVWr16td566y1J0v79+837XbjXwrx58/T0009r7969ioyM1EMPPaRHHnnkrPf4QkNIB4BSlDazfOGu8rtO7ipxZvkmQU3M4M7M8ucuOSvZLoDbxomfbU3xWp617GZNtwXyqIAo1hQHcNEwDEOncvOr/Lze7q6VMkzsmmuuUZs2bTR//nwzpA8ePFje3t5asmSJAgMD9eGHH6p79+7avXu32YK8d+9effXVV/r222+VmpqqO++8Uw888IBmz56tRx99VDt27FBqaqqmT58uyXHLc1RUlObNm6dBgwZp165dCggIkLe3tyRp4sSJmjdvnmbMmKEGDRpoypQp6tGjh/bu3XtOrdjr16/XnXfeqcmTJ2vAgAFaunSpnnnmmQofT7J2fW/Tpo3uuece3X333ZIkX19fDR06VNOnT7cL6bbnJQX0orZu3ap169apQYMG5rasrCy1b99e//73vxUQEKDvvvtOw4YNU6NGjdShQwe99dZb2r17t1q1aqXnnntOkhQaGqr4+Hi7Y//555+6+eabNWnSJA0ZMkTr1q3TAw88oJCQEI0cOfKc7omzIaQDQDmVNLN8fEp8sXHu6bnp2nZim7ad2GaWtc0sX3ice/Pg5nSfLiQ7P1sHUw+a48MLt4ynZKeUuJ+Hi4fqB9S3m7DNNma8lletqrsAAHBSp3LzFfv0srMXrGTbn+shH4/KiR7NmzfX5s2bJUlr1qzRb7/9psTERHl6Wj9wfe2117Rw4ULNnTtX99xzjyRrUJw5c6bq1q0rSXrnnXfUp08fvf7664qIiJC3t7eys7NLbdF2dXU1A3dYWJjZupuRkaFp06YpLi5OvXr1kiR9/PHHWr58uT799FNNmDCh1Ou55ZZb5Opqv9Tm9u3bVb9+fb311lvq2bOnJk6cKElq2rSp1q1bp6VLl5bnltkJDg6Wq6ur/P397a73rrvuMseBR0ZGKjExUd9//71++OGHUo+3ePFi+fn5KS8vT9nZ2XJxcdG7775rvl63bl09+uij5vOHHnpIy5Yt01dffaUOHTooMDBQHh4e8vHxKfX+v/HGG+revbueeuopSdZ7sX37dr366quEdABAcW4ubmoc1FiNgxrbzSx/KO2QXXAvOrP8t399ax4jyj/KDO627vIh3iHVdUnnXYFRoMTMRO1P2V8sjB9OPyxDRon7RvhGmK3iMYExZhiP9I1kTXEAqOEMwzBb5Tdt2qT09HSFhNj/vTx16pT27dtnPq9fv74Z0CWpY8eOKigo0K5du0oMhr169dLPP/8sSWrQoIG2bdvmsNy+ffuUm5urzp07m9vc3d3VoUMH7dixQ5J033336fPPPzdfT08/Mx/Km2++qWuvvdbumHXq1JEk7dixQwMHDrR7rWPHjucU0kvSoUMHtWzZUjNmzNBjjz2mzz//XA0aNFCXLl1K3e/qq6/WtGnTlJGRoTfffFNubm4aNGiQ+Xp+fr5eeuklffXVVzp06JBycnKUnZ0tH5/yLT26Y8cO9e/f325b586dNXXqVOXn5xf7oONCRkgHgPPExeKiqIAoRQVE6fro6yWdmVl+Z9JObU/abk5Ql5CRoL/T/tbfaX/rvwf+ax4jzCfMXArO1l0+wjfigppZPi0nrdgSZvEp8TqYdrDUNcX93P3sW8RPd1GP8o9iTXEAqCBvd1dtf65HtZy3suzYsUMxMTGSzoylto29LuxcJ1/75JNPdOqU9e9U4ZnRK+K5556za00uLCIiQo0bN67wsV1cXGQY9h9s5+bmVuhYd911l9577z099thjmj59ukaNGnXW/3P4+vqa9f/ss8/Upk0bffrpp7rzzjslSa+++qreeustTZ06Va1bt5avr6/Gjh2rnJySh6hd7AjpAFCFCs8s3zWqq7k9OSvZOqt80k6zxf1A6gElZiYqMTOx2MzyzYOb241zrx9Qv1onOMstyNU/af/YLWFmaxk/kXWixP1sa4oXnTk9OjCaNcUB4DywWCyV1u28OqxYsUJbtmwxJzxr166djhw5Ijc3N0VHR5e438GDB3X48GGzhfrXX3+Vi4uLmjVrJsk6k3h+vv1Y/cIt7zYeHh6SZFe2UaNG8vDw0Nq1a82x2Lm5ufr999/NJc7CwsIUFhZW7utt0aKF1q9fb7ft119/tXseGhqqrVu32m3buHFjqR8sOLpeSbr99ts1ceJEvf3229q+fbtGjBhRrvq6uLjoiSee0Pjx43XrrbfK29tba9euVf/+/XX77bdLkgoKCrR7927FxsaetT6FtWjRQmvXrrXbtnbtWjVt2rRGtaJLhHQAcAq1vGoVm1k+MzdTu07u0vYT283wvi95n5Kzk/Vrwq/6NeHMH2kfNx9zbLstvFf2zPKGYej4qeN2AbzwmuL5Rsl/XEO9Q+1mTbeF8jp+dZj9HgDgUHZ2to4cOWK3BNvkyZPVt29fDR8+XJJ07bXXqmPHjhowYICmTJmipk2b6vDhw/ruu+80cOBAXXbZZZIkLy8vjRgxQq+99ppSU1M1ZswY3XzzzWZX9+joaC1btky7du1SSEiIAgMDHYbcBg0ayGKxaPHixerdu7e8vb3l5+en+++/XxMmTFBwcLDq16+vKVOmKDMz02xNLk1ycrKOHDlit83f31++vr4aM2aMOnfurNdee039+/fXsmXLinV1v+aaa/Tqq69q5syZ6tixoz7//HNt3bpVbdu2LfGc0dHR+umnnzR06FB5enqqdu3akqyz1t94442aMGGCrr/+etWrV++s9S9q8ODBmjBhgt577z09+uijatKkiebOnat169YpKChIb7zxho4ePWoX0qOjo7V+/XrFx8fLz8/P4WR7jzzyiC6//HI9//zzGjJkiH755Re9++67ev/998tdR2dHSAcAJ+Xj7qO2YW3VNuzMH9mc/BztSd5jTky348QO7T65W5l5mQ5nlm8c1FgtglsoNiRWzYObq2lQ07POLJ+Zm6kDqQesXdRT95th/EDqgbOuKV64JdwWxhsENJCfh9+53xAAwEVl6dKlioyMlJubm4KCgtSmTRu9/fbbGjFihFxcrL3HLBaLvv/+e/3f//2fRo0apWPHjikiIkJdunRReHi4eazGjRvrxhtvVO/evZWUlKS+ffvahbu7775bq1at0mWXXab09HSHS7BJ1tb1Z599Vo899phGjRql4cOHKy4uTi+//LIKCgo0bNgwpaWl6bLLLtOyZcvMpdpKM2rUqGLbJk+erMcee0xXXHGFPv74Yz3zzDN6+umnde211+rJJ5/U888/b5bt0aOHnnrqKU2cOFFZWVm64447NHz4cG3ZsqXEcz733HO699571ahRI2VnZ9t1l7/zzjs1Z84c3XHHHWetuyNubm4aPXq0pkyZovvvv19PPvmk/vrrL/Xo0UM+Pj665557NGDAAKWknJkI9tFHH9WIESMUGxurU6dOaf/+/cWO265dO3311Vd6+umn9fzzzysyMlLPPfdcjZs0TpIsRtEBDDVcamqqAgMDlZKSooCAgOquDgCcs6Izy+9M2qmdJ3YqLTetWNnCM8s3D26uuv51dTj9zNri+1P3KzEzscRzuVhcVMe3TrEWcdua4nRPBwDnkZWVpf379ysmJkZeXiz9WVPExcVp7Nix5jrplW3WrFkaN26cDh8+bHbvR9mU9jNXnhxKSzoAXOAczSxvGIb+Sf/HbHHfnrRdO06UPLN8UUGeQfZLmJ0O4lH+UfJw5Q82AAA1TWZmphISEvTyyy/r3nvvJaBXI0I6ANRAFotFUf5RivK3n1n+2Klj5sR0O05YZ5W3TdxWuJt6oGdgNV8BAACoSlOmTNGLL76oLl266PHHH6/u6lzU6O4OAAAA1EB0dweqVmV1d6++9XoAAAAAAIAdQjoAAAAAAE6CkA4AAAAAgJMgpAMAAAAA4CQI6QAAAAAAOAlCOgAAAAAAToKQDgAAAAA1yMiRIzVgwIDqrgYqiJAOAAAAwOkcOXJEDz30kBo2bChPT09FRUXphhtu0I8//ljdVSuVxWLRwoULy1TO9ggICNDll1+uRYsWletc8fHxslgs2rhxo932t956S3FxceU6FpwHIR0AAACAU4mPj1f79u21YsUKvfrqq9qyZYuWLl2qq6++Wg8++GCFj2sYhvLy8optz8nJOZfqVtj06dOVkJCgP/74Q507d9ZNN92kLVu2nPNxAwMDVatWrXOvIKoFIR0AAACAU3nggQdksVj022+/adCgQWratKlatmyp8ePH69dff5XkuBU5OTlZFotFq1atkiStWrVKFotFS5YsUfv27eXp6ak1a9aoW7duGj16tMaOHavatWurR48ekqStW7eqV69e8vPzU3h4uIYNG6bjx4+bx+/WrZvGjBmjiRMnKjg4WBEREZo0aZL5enR0tCRp4MCBslgs5vOS1KpVSxEREWratKmef/555eXlaeXKlebrS5cu1ZVXXqlatWopJCREffv21b59+8zXY2JiJElt27aVxWJRt27dJBXv7p6dna0xY8YoLCxMXl5euvLKK/X777+X5VuBakBIBwAAAC4WhiHlZFT9wzDKXMWkpCQtXbpUDz74oHx9fYu9XpEW4scee0wvv/yyduzYoUsuuUSSNGPGDHl4eGjt2rX64IMPlJycrGuuuUZt27bVH3/8oaVLl+ro0aO6+eab7Y41Y8YM+fr6av369ZoyZYqee+45LV++XJLM4GtrIS9rEM7Ly9Onn34qSfLw8DC3Z2RkaPz48frjjz/0448/ysXFRQMHDlRBQYEk6bfffpMk/fDDD0pISND8+fMdHn/ixImaN2+eZsyYoQ0bNqhx48bq0aOHkpKSynoLUYXcqrsCAAAAAKpIbqb0Up2qP+8ThyWP4oHbkb1798owDDVv3rzSTv/cc8/puuuus9vWpEkTTZkyxXz+wgsvqG3btnrppZfMbZ999pmioqK0e/duNW3aVJJ0ySWX6JlnnjGP8e677+rHH3/Uddddp9DQUElnWsjP5pZbbpGrq6tOnTqlgoICRUdH230oMGjQILvyn332mUJDQ7V9+3a1atXKPF9ISEiJ58vIyNC0adMUFxenXr16SZI+/vhjLV++XJ9++qkmTJhw1nqiatGSDgAAAMBpGOVodS+ryy67rNi29u3b2z3ftGmTVq5cKT8/P/Nh+6CgcBdzW0u8TWRkpBITEytUrzfffFMbN27UkiVLFBsbq08++UTBwcHm63v27NEtt9yihg0bKiAgwOw+f/DgwTKfY9++fcrNzVXnzp3Nbe7u7urQoYN27NhRoXrj/KIlHQAAALhYuPtYW7Wr47xl1KRJE1ksFu3cubPUci4u1vbGwqE+NzfXYVlH3eaLbktPT9cNN9ygV155pVjZyMhI82t3d3e71ywWi9n9vLwiIiLUuHFjNW7cWNOnT1fv3r21fft2hYWFSZJuuOEGNWjQQB9//LHq1KmjgoICtWrVqtomukPVoCUdAAAAuFhYLNZu51X9sFjKXMXg4GD16NFD7733njIyMoq9npycLElmV++EhATztaJLkZVHu3bttG3bNkVHR5vB2fZwFPJL4u7urvz8/HKfv0OHDmrfvr1efPFFSdKJEye0a9cuPfnkk+revbtatGihkydP2u1jG79e2vkaNWpkjr23yc3N1e+//67Y2Nhy1xPnHyEdAAAAgFN57733lJ+frw4dOmjevHnas2ePduzYobffflsdO3aUJHl7e+uKK64wJ4RbvXq1nnzyyQqf88EHH1RSUpJuueUW/f7779q3b5+WLVumUaNGlSt0R0dH68cff9SRI0eKheqzGTt2rD788EMdOnRIQUFBCgkJ0UcffaS9e/dqxYoVGj9+vF35sLAweXt7m5PcpaSkFDumr6+v7r//fk2YMEFLly7V9u3bdffddyszM1N33nlnueqHqkFIBwAAAOBUGjZsqA0bNujqq6/WI488olatWum6667Tjz/+qGnTppnlPvvsM+Xl5al9+/YaO3asXnjhhQqfs06dOlq7dq3y8/N1/fXXq3Xr1ho7dqxq1apldq0vi9dff13Lly9XVFSU2rZtW6469OzZUzExMXrxxRfl4uKiL774Qn/++adatWqlcePG6dVXX7Ur7+bmprffflsffvih6tSpo/79+zs87ssvv6xBgwZp2LBhateunfbu3atly5YpKCioXPVD1bAY52NmBieWmpqqwMBApaSkKCAgoLqrAwAAAJwXWVlZ2r9/v2JiYuTl5VXd1QFqvNJ+5sqTQ2lJBwAAAADASZxzSDcM47wskwAAAAAAwMWmwiF95syZat26tby9veXt7a1LLrlEs2bNqsy6AQAAAABwUanQOulvvPGGnnrqKY0ePVqdO3eWJK1Zs0b33Xefjh8/rnHjxlVqJQEAAAAAuBhUKKS/8847mjZtmoYPH25u69evn1q2bKlJkyYR0gEAAAAAqIAKdXdPSEhQp06dim3v1KmTEhISzrlSAAAAAABcjCoU0hs3bqyvvvqq2PYvv/xSTZo0OedKAQAAAABwMapQd/dnn31WQ4YM0U8//WSOSV+7dq1+/PFHh+EdAAAAAACcXYVa0gcNGqT169erdu3aWrhwoRYuXKjatWvrt99+08CBAyu7jgAAAAAAXBQq1JIuSe3bt9fnn39emXUBAAAAAKDaREdHa+zYsRo7dmy11aHMLempqal2X5f2AAAAAICKGjlypAYMGFDd1Shm0qRJuvTSS6vl3HFxcbJYLKU+4uPjq6VuVWnVqlV21xwaGqrevXtry5Yt5TpOXFycatWqVWz777//rnvuuaeSalsxZQ7pQUFBSkxMlCTVqlVLQUFBxR627QAAAAAAx3Jycsq9z5AhQ5SQkGA+OnbsqLvvvttuW1RUVLmOmZubW+56VJWz3aNdu3YpISFBy5YtU3Z2tvr06VOh+1pUaGiofHx8zvk456LMIX3FihUKDg6WJK1cuVIrVqwo9rBtBwAAAIDK0q1bN40ZM0YTJ05UcHCwIiIiNGnSJPP1W2+9VUOGDLHbJzc3V7Vr19bMmTMlSQUFBZo8ebJiYmLk7e2tNm3aaO7cuWZ5Wwvtjz/+qMsuu0w+Pj7q1KmTdu3aJcna8vrss89q06ZNZituXFycJOngwYPq37+//Pz8FBAQoJtvvllHjx41j21rgf/kk08UExMjLy8vzZw5UyEhIcrOzrar94ABAzRs2LBi98Db21sRERHmw8PDQz4+PubzK664Qu+8847dPpdeeqndfbJYLJo2bZr69esnX19fvfjii2bdZs2apejoaAUGBmro0KFKS0sz98vOztaYMWMUFhYmLy8vXXnllfr999/N+1qvXj1NmzbN7tz/+9//5OLiogMHDkiSkpOTdddddyk0NFQBAQG65pprtGnTplLvUWnCwsIUERGhdu3aaezYsfr777+1c+dO8/U33nhDrVu3lq+vr6KiovTAAw8oPT3d/F6PGjVKKSkp5vfSdp+io6M1depU8zhn+96eD2UO6V27dpWbm3UIe0xMjLp06aKuXbvaPbp06aKYmJjzVlkAAAAAFWcYhjJzM6v8YRjGOdd9xowZ8vX11fr16zVlyhQ999xzWr58uSTptttu07fffmuGMElatmyZMjMzzYmtJ0+erJkzZ+qDDz7Qtm3bNG7cON1+++1avXq13Xn+7//+T6+//rr++OMPubm56Y477pBkbcl+5JFH1LJlS7PlesiQISooKFD//v2VlJSk1atXa/ny5frrr7+KfWiwd+9ezZs3T/Pnz9fGjRs1ePBg5efn65tvvjHLJCYm6rvvvjPPeT5MmjRJAwcO1JYtW8zz7Nu3TwsXLtTixYu1ePFirV69Wi+//LK5z8SJEzVv3jzNmDFDGzZsUOPGjdWjRw8lJSXJxcVFt9xyi+bMmWN3ntmzZ6tz585q0KCBJGnw4MFKTEzUkiVL9Oeff6pdu3bq3r27kpKSSrxHZZGSkqIvvvhCkuTh4WFud3Fx0dtvv61t27ZpxowZWrFihSZOnChJ6tSpk6ZOnaqAgADze/noo48WO3ZZv7eVrUITx8XExCghIUFhYWF225OSkhQTE6P8/PxKqRwAAACAynMq75T+NedfVX7e9beul4/7uXUhvuSSS/TMM89Ikpo0aaJ3331XP/74o6677jr16NFDvr6+WrBggdkKPWfOHPXr10/+/v7Kzs7WSy+9pB9++EEdO3aUJDVs2FBr1qzRhx9+qK5du5rnefHFF83njz32mPr06aOsrCx5e3vLz89Pbm5uioiIMMsvX75cW7Zs0f79+83u5jNnzlTLli31+++/6/LLL5dk7b49c+ZMhYaGmvveeuutmj59ugYPHixJ+vzzz1W/fn1169btnO5VaW699VaNGjXKbltBQYHi4uLk7+8vSRo2bJh+/PFHvfjii8rIyNC0adMUFxenXr16SZI+/vhjLV++XJ9++qkmTJig2267Ta+//roOHjyo+vXrq6CgQF988YWefPJJSdKaNWv022+/KTExUZ6enpKk1157TQsXLtTcuXPNMeCO7lFJ6tWrJ0nKyMiQJPXr10/Nmzc3Xy888Vt0dLReeOEF3XfffXr//ffl4eGhwMBAWSwWu+9lUT/++GOZvreVrUJLsBmGIYvFUmx7enr6WbslAAAAAEB5XXLJJXbPIyMjzTmz3NzcdPPNN2v27NmSrMFt0aJFuu222yRZW2gzMzN13XXXyc/Pz3zMnDlT+/btK/E8kZGRkmSex5EdO3YoKirKbjx4bGysatWqpR07dpjbGjRoUCx83n333frvf/+rQ4cOSbJ2qR85cqTDrFVZLrvssmLboqOjzYAu2d/bffv2KTc3V507dzZfd3d3V4cOHczru/TSS9WiRQuzNX316tVKTEw0P3zYtGmT0tPTFRISYnf/9+/fb3f/Hd2jkvz888/6888/FRcXp6ZNm+qDDz6we/2HH35Q9+7dVbduXfn7+2vYsGE6ceKEMjMzy3R8qezf28pWrpb08ePHS7KOZXjqqafsBtTn5+dr/fr11TbbIQAAAIDSebt5a/2t66vlvOfK3d3d7rnFYlFBQYH5/LbbblPXrl2VmJio5cuXy9vbWz179pQksxv8d999p7p169odx9ay6+g8trBc+DwV5evrW2xb27Zt1aZNG82cOVPXX3+9tm3bpu+++65Cx3dxcSk2rMDRxHCO6nG2e1sWt912m+bMmaPHHntMc+bMUc+ePRUSEiLJev8jIyO1atWqYvsVnmHdUd1KEhMTo1q1aqlZs2ZKTEzUkCFD9NNPP0mS4uPj1bdvX91///168cUXFRwcrDVr1ujOO+9UTk5OtU8MdzblCun/+9//JFlb0rds2WLX59/Dw0Nt2rRx2Je/JD/99JNeffVV/fnnn0pISNCCBQtKXWph1apVuvrqq4ttT0hIKLWbAgAAAABr+DrXbufOqlOnToqKitKXX36pJUuWaPDgwWb4jI2Nlaenpw4ePGjXtb28PDw8ig3tbdGihf7++2/9/fffZovr9u3blZycrNjY2LMe86677tLUqVN16NAhXXvtteWeod0mNDRUCQkJ5vPU1FTt37+/QscqrFGjRvLw8NDatWvN8eW5ubn6/fff7bqU33rrrXryySf1559/au7cuXYt2+3atdORI0fk5uam6Ojoc65TUQ8++KAmT56sBQsWaODAgfrzzz9VUFCg119/XS4u1s7jX331ld0+jr6XRZ3r97aiyhXSV65cKUkaNWqU3nrrLQUEBJzTyTMyMtSmTRvdcccduvHGG8u8365du+zOXXRsPAAAAICLz6233qoPPvhAu3fvNrOLJPn7++vRRx/VuHHjVFBQoCuvvFIpKSlau3atAgICNGLEiDIdPzo6Wvv379fGjRtVr149+fv769prr1Xr1q112223aerUqcrLy9MDDzygrl27Ouxa7qjOjz76qD7++GNzJvqKuOaaaxQXF6cbbrhBtWrV0tNPPy1XV9cKH8/G19dX999/vyZMmKDg4GDVr19fU6ZMUWZmpu68806zXHR0tDp16qQ777xT+fn56tevn/natddeq44dO2rAgAGaMmWKmjZtqsOHD+u7777TwIEDy3SfSuPj46O7775bzzzzjAYMGKDGjRsrNzdX77zzjm644QatXbu2WHf46Ohopaen68cff1SbNm3k4+NTrIX9XL+3FVWhMenTp08/54AuSb169dILL7xgzrhYVrbp9m0P26cjAAAAAC5et912m7Zv3666devajaGWpOeff15PPfWUJk+erBYtWqhnz5767rvvyrU61aBBg9SzZ09dffXVCg0N1X/+8x9ZLBYtWrRIQUFB6tKli6699lo1bNhQX375ZZmOGRgYqEGDBsnPz6/UXsVn8/jjj6tr167q27ev+vTpowEDBqhRo0YVPl5hL7/8sgYNGqRhw4apXbt22rt3r5YtW6agoCC7crfddps2bdqkgQMHytv7zBAHi8Wi77//Xl26dNGoUaPUtGlTDR06VAcOHFB4eHil1HH06NHasWOHvv76a7Vp00ZvvPGGXnnlFbVq1UqzZ8/W5MmT7cp36tRJ9913n4YMGaLQ0FBNmTKl2DHP9XtbURajgush/PHHH/rqq6908ODBYovGz58/v/wVsVjK3N29QYMGys7OVqtWrTRp0qRiP4CFZWdn2609mJqaqqioKKWkpFTKBw0AAACAM8rKytL+/fvLtOY0qlf37t3VsmVLvf3229VdFZyD0n7mUlNTFRgYWKYcWqEm6C+++EKdOnXSjh07tGDBAuXm5mrbtm1asWKFAgMDK3LIMomMjNQHH3ygefPmad68eYqKilK3bt20YcOGEveZPHmyAgMDzUdFx3gAAAAAQGU6efKkFixYoFWrVunBBx+s7urASVRonfSXXnpJb775ph588EH5+/vrrbfeUkxMjO69915zmYLzoVmzZmrWrJn5vFOnTtq3b5/efPNNzZo1y+E+jz/+uDkrvXSmJR0AAAAAqlPbtm118uRJvfLKK3Y5Bxe3CoX0ffv2qU+fPpKss+JlZGTIYrFo3Lhxuuaaa/Tss89WaiVL06FDB61Zs6bE1z09PYstqwAAAAAA1S0+Pr66qwAnVKHu7kFBQUpLS5Mk1a1bV1u3bpUkJScnl2tx+MqwcePG89p6DwAAAABAValQS3qXLl20fPlytW7dWoMHD9bDDz+sFStWaPny5brmmmvKfJz09HTt3bvXfG5bzsA2tf/jjz+uQ4cOmUsRTJ06VTExMWrZsqWysrL0ySefaMWKFfrvf/9bkcsAAAAAAMCpVCikv/vuu8rKypIk/d///Z/c3d21bt06DRo0SI8++miZj/PHH3/o6quvNp/bxo6PGDFCcXFxSkhI0MGDB83Xc3Jy9Mgjj+jQoUPy8fHRJZdcoh9++MHuGAAAAAAAXKgqvARbUVlZWXrvvff06quv6siRI5VxyPOiPFPfAwAAABcqlmADqla1LMGWnZ2txx9/XJdddpk6deqkhQsXSpKmT5+uRo0a6a233tK4cePKdyUAAAAAAEBSObu7P/300/rwww917bXXat26dRo8eLBGjRqlX3/9Va+//roGDx4sV1fX81VXAAAAAABqtHKF9K+//lozZ85Uv379tHXrVl1yySXKy8vTpk2bZLFYzlcdAQAAAAC4KJSru/s///yj9u3bS5JatWolT09PjRs3joAOAAAAACXo1q2bxo4dW93VwAWiXCE9Pz9fHh4e5nM3Nzf5+flVeqUAAAAAXLxGjhwpi8Uii8Uid3d3hYeH67rrrtNnn32mgoICh/vExMTohx9+0KpVq8x9iz5KmuA6Pj7erlxwcLC6du2qn3/+uVz1tp07OTnZbvv8+fP1/PPPl+tYuHiVq7u7YRgaOXKkPD09JVlnr7vvvvvk6+trV27+/PmVV0MAAAAAF52ePXtq+vTpys/P19GjR7V06VI9/PDDmjt3rr755hu5uZ2JMps3b9bJkyfVtWtXrV27VpK0a9euYrNoh4WFlXrOH374QS1bttTx48f14osvqm/fvtq9e7fCw8PP6VqCg4PPaX9cXMrVkj5ixAiFhYUpMDBQgYGBuv3221WnTh3zue0BAAAAwPkYhqGCzMwqf1Rk1WdPT09FRESobt26ateunZ544gktWrRIS5YsUVxcnF3ZRYsWqWfPnnJ3dze3hYWFKSIiwu7h4lJ6/AkJCVFERIRatWqlJ554QqmpqVq/fr35+qxZs3TZZZfJ399fERERuvXWW5WYmCjJ2hp/9dVXS5KCgoJksVg0cuRIScW7u588eVLDhw9XUFCQfHx81KtXL+3Zs6fc9wg1U7la0qdPn36+6gEAAADgPDNOndKudu2r/LzNNvwpi4/POR/nmmuuUZs2bTR//nzddddd5vZvvvlG48ePP+fj25w6dUozZ86UJLvhvrm5uXr++efVrFkzJSYmavz48Ro5cqS+//57RUVFad68eRo0aJDZiu/t7e3w+CNHjtSePXv0zTffKCAgQP/+97/Vu3dvbd++3e6DBlycyhXSAQAAAKA6NW/eXJs3bzafHzp0SJs3b1avXr3sytWrV8/ueYMGDbRt27ZSj92pUye5uLgo83Trf/v27dW9e3fz9TvuuMP8umHDhnr77bd1+eWXKz09XX5+fma39rCwMNWqVcvhOWzhfO3aterUqZMkafbs2YqKitLChQs1ePDgs98E1GiEdAAAAOAiYfH2VrMNf1bLeSuLYRh2q0t98803uvLKK4uF4p9//ln+/v7m87K0UH/55Zdq3ry5tm7dqokTJyouLs5uvz///FOTJk3Spk2bdPLkSXMSu4MHDyo2NrZM9d+xY4fc3Nz0r3/9y9wWEhKiZs2aaceOHWU6Bmo2QjoAAABwkbBYLJXS7bw67dixQzExMebzb775Rv369StWLiYmpsTW7JJERUWpSZMmatKkifLy8jRw4EBt3bpVnp6eysjIUI8ePdSjRw/Nnj1boaGhOnjwoHr06KGcnJxzvSzAVK6J4wAAAACguqxYsUJbtmzRoEGDJEnp6elauXKl+vfvX+nnuummm+Tm5qb3339fkrRz506dOHFCL7/8sq666io1b97cnDTOxjZ+PT8/v8TjtmjRQnl5eXYT0p04cUK7du0qc2s8ajZCOgAAAACnk52drSNHjujQoUPasGGDXnrpJfXv3199+/bV8OHDJUlLly5V06ZNFR0dXWz/xMREHTlyxO6Rm5tb5vNbLBaNGTNGL7/8sjIzM1W/fn15eHjonXfe0V9//aVvvvmm2NrnDRo0kMVi0eLFi3Xs2DGlp6cXO26TJk3Uv39/3X333VqzZo02bdqk22+/XXXr1j0vHzbgwkNIBwAAAOB0li5dqsjISEVHR6tnz55auXKl3n77bS1atEiurq6SrEuvOerqLknNmjVTZGSk3ePPP8s3Hn/EiBHKzc3Vu+++q9DQUMXFxenrr79WbGysXn75Zb322mt25evWratnn31Wjz32mMLDwzV69GiHx50+fbrat2+vvn37qmPHjjIMQ99//z0zu0OSZDEqsmjhBSw1NVWBgYFKSUlRQEBAdVcHAAAAOC+ysrK0f/9+xcTEyMvLq7qrU+ny8vIUHh6uJUuWqEOHDtVdHaDUn7ny5FBa0gEAAABccJKSkjRu3Dhdfvnl1V0VoFIxuzsAAACAC05YWJiefPLJ6q4GUOloSQcAAAAAwEkQ0gEAAAAAcBKEdAAAAAAAnAQhHQAAAAAAJ0FIBwAAAADASRDSAQAAAABwEoR0AAAAAACcBCEdAAAAAM4zi8WihQsXVnc1cAEgpAMAAABwKiNHjpTFYpHFYpG7u7vCw8N13XXX6bPPPlNBQYHDfWJiYvTDDz/YbWvevLk8PT115MiRs54zLi7OPKeLi4siIyM1ZMgQHTx4sFx1nzRpki699NJi2xMSEtSrV69yHQsXJ0I6AAAAAKfTs2dPJSQkKD4+XkuWLNHVV1+thx9+WH379lVeXp5d2c2bN+vkyZPq2rWruW3NmjU6deqUbrrpJs2YMaNM5wwICFBCQoIOHTqkefPmadeuXRo8eHClXE9ERIQ8PT0r5Vio2QjpAAAAwEXCMAzlZudX+cMwjHLX1dPTUxEREapbt67atWunJ554QosWLdKSJUsUFxdnV3bRokXq2bOn3N3dzW2ffvqpbr31Vg0bNkyfffZZmc5psVgUERGhyMhIderUSXfeead+++03paammmX+/e9/q2nTpvLx8VHDhg311FNPKTc3V5K1Nf7ZZ5/Vpk2bzFZ5W12LdnffsmWLrrnmGnl7eyskJET33HOP0tPTy32fUPO4VXcFAAAAAFSNvJwCffTw6io/7z1vdZW7p+s5H+eaa65RmzZtNH/+fN11113m9m+++Ubjx483n6elpenrr7/W+vXr1bx5c6WkpOjnn3/WVVddVeZzJSYmasGCBXJ1dZWr65m6+/v7Ky4uTnXq1NGWLVt09913y9/fXxMnTtSQIUO0detWLV261Ox6HxgYWOzYGRkZ6tGjhzp27Kjff/9diYmJuuuuuzR69OhiH0Dg4kNIBwAAAHDBaN68uTZv3mw+P3TokDZv3mw33vuLL75QkyZN1LJlS0nS0KFD9emnn541pKekpMjPz0+GYSgzM1OSNGbMGPn6+pplnnzySfPr6OhoPfroo/riiy80ceJEeXt7y8/PT25uboqIiCjxPHPmzFFWVpZmzpxpHvvdd9/VDTfcoFdeeUXh4eHluCOoaQjpAAAAwEXCzcNF97zV9ewFz8N5K4thGLJYLObzb775RldeeaVq1aplbvvss890++23m89vv/12de3aVe+88478/f1LPLa/v782bNig3NxcLVmyRLNnz9aLL75oV+bLL7/U22+/rX379ik9PV15eXkKCAgo1zXs2LFDbdq0sQv/nTt3VkFBgXbt2kVIv8gR0gEAAICLhMViqZRu59Vpx44diomJMZ9/88036tevn/l8+/bt+vXXX/Xbb7/p3//+t7k9Pz9fX3zxhe6+++4Sj+3i4qLGjRtLklq0aKF9+/bp/vvv16xZsyRJv/zyi2677TY9++yz6tGjhwIDA/XFF1/o9ddfr+zLxEWMieMAAAAAXBBWrFihLVu2aNCgQZKk9PR0rVy5Uv379zfLfPrpp+rSpYs2bdqkjRs3mo/x48fr008/Ldf5HnvsMX355ZfasGGDJGndunVq0KCB/u///k+XXXaZmjRpogMHDtjt4+Hhofz8/FKP26JFC23atEkZGRnmtrVr18rFxUXNmjUrVx1R8xDSAQAAADid7OxsHTlyRIcOHdKGDRv00ksvqX///urbt6+GDx8uSVq6dKmaNm2q6OhoSVJubq5mzZqlW265Ra1atbJ73HXXXVq/fr22bdtW5jpERUVp4MCBevrppyVJTZo00cGDB/XFF19o3759evvtt7VgwQK7faKjo7V//35t3LhRx48fV3Z2drHj3nbbbfLy8tKIESO0detWrVy5Ug899JCGDRtGV3cQ0gEAAAA4n6VLlyoyMlLR0dHq2bOnVq5cqbfffluLFi0yZ1tftGiRXVf3b775RidOnNDAgQOLHa9FixZq0aJFuVvTx40bp++++06//fab+vXrp3Hjxmn06NG69NJLtW7dOj311FN25QcNGqSePXvq6quvVmhoqP7zn/8UO6aPj4+WLVumpKQkXX755brpppvUvXt3vfvuu+WqG2omi1GRRQsvYKmpqQoMDFRKSkq5J3gAAAAALhRZWVnav3+/YmJi5OXlVd3VqXR5eXkKDw/XkiVL1KFDh+quDlDqz1x5cigt6QAAAAAuOElJSRo3bpwuv/zy6q4KUKmY3R0AAADABScsLMxuzXKgpqAlHQAAAAAAJ0FIBwAAAGqwi2wKKqDaVNbPGiEdAAAAqIHc3d0lSZmZmdVcE+DikJOTI0nm6gMVxZh0AAAAoAZydXVVrVq1lJiYKMm67JfFYqnmWgE1U0FBgY4dOyYfHx+5uZ1bzCakAwAAADVURESEJJlBHcD54+Liovr165/zh2GEdAAAAKCGslgsioyMVFhYmHJzc6u7OkCN5uHhIReXcx9RTkgHAAAAajhXV9dzHicLoGowcRwAAAAAAE6CkA4AAAAAgJMgpAMAAAAA4CQI6QAAAAAAOAlCOgAAAAAAToKQDgAAAACAkyCkAwAAAADgJAjpAAAAAAA4CUI6AAAAAABOgpAOAAAAAICTIKQDAAAAAOAkCOkAAAAAADgJQjoAAAAAAE6CkA4AAAAAgJMgpAMAAAAA4CQI6QAAAAAAOAlCOgAAAAAAToKQDgAAAACAkyCkAwAAAADgJAjpAAAAAAA4CUI6AAAAAABOgpAOAAAAAICTIKQDAAAAAOAkCOkAAAAAADgJQjoAAAAAAE6CkA4AAAAAgJMgpAMAAAAA4CQI6QAAAAAAOAlCOgAAAAAAToKQDgAAAACAkyCkAwAAAADgJAjpAAAAAAA4CUI6AAAAAABOgpAOAAAAAICTIKQDAAAAAOAkCOkAAAAAADiJag3pP/30k2644QbVqVNHFotFCxcuPOs+q1atUrt27eTp6anGjRsrLi7uvNcTAAAAAICqUK0hPSMjQ23atNF7771XpvL79+9Xnz59dPXVV2vjxo0aO3as7rrrLi1btuw81xQAAAAAgPPPrTpP3qtXL/Xq1avM5T/44APFxMTo9ddflyS1aNFCa9as0ZtvvqkePXqcr2oCAAAAAFAlLqgx6b/88ouuvfZau209evTQL7/8UuI+2dnZSk1NtXsAAAAAAOCMLqiQfuTIEYWHh9ttCw8PV2pqqk6dOuVwn8mTJyswMNB8REVFVUVVAQAAAAAotwsqpFfE448/rpSUFPPx999/V3eVAAAAAABwqFrHpJdXRESEjh49arft6NGjCggIkLe3t8N9PD095enpWRXVAwAAAADgnFxQLekdO3bUjz/+aLdt+fLl6tixYzXVCAAAAACAylOtIT09PV0bN27Uxo0bJVmXWNu4caMOHjwoydpVffjw4Wb5++67T3/99ZcmTpyonTt36v3339dXX32lcePGVUf1AQAAAACoVNUa0v/44w+1bdtWbdu2lSSNHz9ebdu21dNPPy1JSkhIMAO7JMXExOi7777T8uXL1aZNG73++uv65JNPWH4NAAAAAFAjWAzDMKq7ElUpNTVVgYGBSklJUUBAQHVXBwAAAABQw5Unh15QY9IBAAAAAKjJCOkAAAAAADgJQjoAAAAAAE6CkA4AAAAAgJMgpAMAAAAA4CQI6QAAAAAAOAlCOgAAAAAAToKQDgAAAACAkyCkAwAAAADgJAjpAAAAAAA4CUI6AAAAAABOgpAOAAAAAICTIKQDAAAAAOAkCOkAAAAAADgJQjoAAAAAAE6CkA4AAAAAgJMgpAMAAAAA4CQI6QAAAAAAOAlCOgAAAAAAToKQDgAAAACAkyCkAwAAAADgJAjpAAAAAAA4CUI6AAAAAABOgpAOAAAAAICTIKQDAAAAAOAkCOkAAAAAADgJQjoAAAAAAE6CkA4AAAAAgJMgpAMAAAAA4CQI6QAAAAAAOAlCOgAAAAAAToKQDgAAAACAkyCkAwAAAADgJAjpAAAAAAA4CUI6AAAAAABOgpAOAAAAAICTIKQDAAAAAOAkCOkAAAAAADgJQjoAAAAAAE6CkA4A+P/27j3I6rr+H/hrV2SBkEUQFpDlYqUgeMEbgvVVi+DXRcX8g6FRHEYtlElty7xkEDiFDYka6IimlHczG3W00Qq1VCgVVwVHERFUkgVF5OIFlH3//mhY2bgIuLvnfXYfj5nPH3zO+3zO+/PkcOb95HMuAABkQkkHAACATCjpAAAAkAklHQAAADKhpAMAAEAmlHQAAADIhJIOAAAAmVDSAQAAIBNKOgAAAGRCSQcAAIBMKOkAAACQCSUdAAAAMqGkAwAAQCaUdAAAAMiEkg4AAACZUNIBAAAgE0o6AAAAZEJJBwAAgEwo6QAAAJAJJR0AAAAyoaQDAABAJpR0AAAAyISSDgAAAJlQ0gEAACATSjoAAABkQkkHAACATCjpAAAAkAklHQAAADKhpAMAAEAmlHQAAADIhJIOAAAAmVDSAQAAIBNKOgAAAGRCSQcAAIBMKOkAAACQCSUdAAAAMqGkAwAAQCaUdAAAAMiEkg4AAACZUNIBAAAgE0o6AAAAZEJJBwAAgExkUdKvueaa6NOnT7Rp0yYGDx4cTz311HbH/v73v4+SkpJ6W5s2bZpwtgAAANA4Cl7S77rrrqiqqoqJEyfGs88+G4ccckiMGDEiVq5cud37dOjQIZYvX163vf766004YwAAAGgcBS/p06ZNi7POOivGjh0bBx54YFx33XXRrl27uOmmm7Z7n5KSkujWrVvdVlFRsd2xGzZsiLVr19bbAAAAIEcFLekbN26MefPmxbBhw+r2lZaWxrBhw2Lu3Lnbvd/69eujd+/eUVlZGSeddFK8+OKL2x07ZcqUKC8vr9sqKysb9BwAAACgoRS0pL/zzjuxadOmra6EV1RURE1NzTbvc8ABB8RNN90U9913X9x6661RW1sbQ4cOjWXLlm1z/MUXXxxr1qyp2958880GPw8AAABoCK0KPYFdNWTIkBgyZEjdn4cOHRr9+/ePmTNnxmWXXbbV+LKysigrK2vKKQIAAMBuKeiV9H322Sf22GOPWLFiRb39K1asiG7duu3UMfbcc88YNGhQvPrqq40xRQAAAGgyBS3prVu3jsMPPzxmz55dt6+2tjZmz55d72r5jmzatCnmz58f3bt3b6xpAgAAQJMo+Nvdq6qq4vTTT48jjjgijjrqqLjqqqvi/fffj7Fjx0ZExJgxY2LfffeNKVOmRETE5MmT4+ijj44vfelL8d5778XUqVPj9ddfjzPPPLOQpwEAAACfW8FL+qhRo+Ltt9+OCRMmRE1NTRx66KHx0EMP1X2Z3BtvvBGlpZ9e8F+9enWcddZZUVNTE3vvvXccfvjhMWfOnDjwwAMLdQoAAADQIEpSSqnQk2hKa9eujfLy8lizZk106NCh0NMBAACgmduVHlrQz6QDAAAAn1LSAQAAIBNKOgAAAGRCSQcAAIBMKOkAAACQCSUdAAAAMqGkAwAAQCaUdAAAAMiEkg4AAACZUNIBAAAgE0o6AAAAZEJJBwAAgEwo6QAAAJAJJR0AAAAyoaQDAABAJpR0AAAAyISSDgAAAJlQ0gEAACATSjoAAABkQkkHAACATCjpAAAAkAklHQAAADKhpAMAAEAmlHQAAADIhJIOAAAAmVDSAQAAIBNKOgAAAGRCSQcAAIBMKOkAAACQCSUdAAAAMqGkAwAAQCaUdAAAAMiEkg4AAACZUNIBAAAgE0o6AAAAZEJJBwAAgEwo6QAAAJAJJR0AAAAyoaQDAABAJpR0AAAAyISSDgAAAJlQ0gEAACATSjoAAABkQkkHAACATCjpAAAAkAklHQAAADKhpAMAAEAmlHQAAADIhJIOAAAAmVDSAQAAIBNKOgAAAGRCSQcAAIBMKOkAAACQCSUdAAAAMqGkAwAAQCaUdAAAAMiEkg4AAACZUNIBAAAgE0o6AAAAZEJJBwAAgEwo6QAAAJAJJR0AAAAyoaQDAABAJpR0AAAAyISSDgAAAJlQ0gEAACATSjoAAABkQkkHAACATCjpAAAAkAklHQAAADKhpAMAAEAmlHQAAADIhJIOAAAAmVDSAQAAIBNKOgAAAGRCSQcAAIBMKOkAAACQCSUdAAAAMqGkAwAAQCaUdAAAAMhEFiX9mmuuiT59+kSbNm1i8ODB8dRTT+1w/N133x39+vWLNm3axEEHHRR/+ctfmmimAAAA0HgKXtLvuuuuqKqqiokTJ8azzz4bhxxySIwYMSJWrly5zfFz5syJ0aNHxxlnnBHV1dUxcuTIGDlyZCxYsKCJZw4AAAANqySllAo5gcGDB8eRRx4ZM2bMiIiI2traqKysjB/+8Idx0UUXbTV+1KhR8f7778cDDzxQt+/oo4+OQw89NK677rrPfLy1a9dGeXl5rFmzJjp06NBwJ9LAHr3p4Vj+1CsNd8CSiIiG+asu+e/B8lLSgHPa4aF2NcPP+n+wXTheg57irhxsx3NMu5j9jkfvzkluY35N9nzYxbs36D+dDP8d0nI05L8xWgbPGVqUgtarFuvEyadH2/ZtCz2N7dqVHtqqiea0TRs3box58+bFxRdfXLevtLQ0hg0bFnPnzt3mfebOnRtVVVX19o0YMSLuvffebY7fsGFDbNiwoe7Pa9eu/fwTbwL/qV4ea2JAwx2wub9WNPfzAwAAtuvD9R9lXdJ3RUFL+jvvvBObNm2KioqKevsrKiri5Zdf3uZ9ampqtjm+pqZmm+OnTJkSkyZNapgJN6FOX+4WG17c9lv+m6vU0FcGFff8tLC/k8Y53ca4GtXC/mKApuUlBmgCrVoXtNo2qOZzJttx8cUX17vyvnbt2qisrCzgjHbOt879f4WeAgAAAE2soCV9n332iT322CNWrFhRb/+KFSuiW7du27xPt27ddml8WVlZlJWVNcyEAQAAoBEV9NvdW7duHYcffnjMnj27bl9tbW3Mnj07hgwZss37DBkypN74iIi//e1v2x0PAAAAxaLgb3evqqqK008/PY444og46qij4qqrror3338/xo4dGxERY8aMiX333TemTJkSERHnnXdeHHvssXHFFVfEt7/97bjzzjvjmWeeieuvv76QpwEAAACfW8FL+qhRo+Ltt9+OCRMmRE1NTRx66KHx0EMP1X053BtvvBGlpZ9e8B86dGjcfvvtcemll8Yll1wSX/7yl+Pee++NgQMHFuoUAAAAoEEU/HfSm1qx/E46AAAAzcOu9NCCfiYdAAAA+JSSDgAAAJlQ0gEAACATSjoAAABkQkkHAACATCjpAAAAkAklHQAAADKhpAMAAEAmlHQAAADIhJIOAAAAmVDSAQAAIBNKOgAAAGRCSQcAAIBMKOkAAACQCSUdAAAAMqGkAwAAQCaUdAAAAMiEkg4AAACZUNIBAAAgE0o6AAAAZKJVoSfQ1FJKERGxdu3aAs8EAACAlmBz/9zcR3ekxZX0devWRUREZWVlgWcCAABAS7Ju3booLy/f4ZiStDNVvhmpra2Nt956K/baa68oKSkp9HSarbVr10ZlZWW8+eab0aFDh0JPp8WQe2HJvzDkXhhyb1ryLgy5F4bcC0f2jSelFOvWrYsePXpEaemOP3Xe4q6kl5aWRs+ePQs9jRajQ4cO/oEXgNwLS/6FIffCkHvTkndhyL0w5F44sm8cn3UFfTNfHAcAAACZUNIBAAAgE0o6jaKsrCwmTpwYZWVlhZ5KiyL3wpJ/Yci9MOTetORdGHIvDLkXjuzz0OK+OA4AAABy5Uo6AAAAZEJJBwAAgEwo6QAAAJAJJR0AAAAyoaS3MFOmTIkjjzwy9tprr+jatWuMHDkyFi5cWG/MRx99FOPHj4/OnTtH+/bt45RTTokVK1bU3f7888/H6NGjo7KyMtq2bRv9+/ePq6++ut4xnnjiiTjmmGOic+fO0bZt2+jXr19ceeWVnzm/lFJMmDAhunfvHm3bto1hw4bFokWL6o3p06dPlJSU1Nsuv/zyz5FK4yv23B977LGtMt+8Pf30058zncZV7NlHRDz77LPxjW98Izp27BidO3eO73//+7F+/frPkUrjyz33P//5zzF8+PDo3LlzlJSUxHPPPbfVmOuvvz6OO+646NChQ5SUlMR77723W1k0pabKfUtPPvlktGrVKg499NDPnN/OPN9/+ctfxtChQ6Ndu3bRsWPHXTr/ptYc8j7xxBOjV69e0aZNm+jevXucdtpp8dZbb+1aEE2sOeRuLdP0uRfzWiai+POPKM71TMEkWpQRI0akWbNmpQULFqTnnnsufetb30q9evVK69evrxszbty4VFlZmWbPnp2eeeaZdPTRR6ehQ4fW3X7jjTemc889Nz322GNp8eLF6ZZbbklt27ZN06dPrxvz7LPPpttvvz0tWLAgLVmyJN1yyy2pXbt2aebMmTuc3+WXX57Ky8vTvffem55//vl04oknpr59+6YPP/ywbkzv3r3T5MmT0/Lly+u2Leefo2LPfcOGDfXyXr58eTrzzDNT3759U21tbQOn1bCKPfv//Oc/ae+9907jxo1LL7/8cnrqqafS0KFD0ymnnNLASTWs3HO/+eab06RJk9INN9yQIiJVV1dvNebKK69MU6ZMSVOmTEkRkVavXv25c2lsTZX7ZqtXr0777bdfGj58eDrkkEM+c3478xo/YcKENG3atFRVVZXKy8s/Vx6NrTnkPW3atDR37ty0dOnS9OSTT6YhQ4akIUOGfL5gGllzyN1apulzL+a1TErFn3+xrmcKRUlv4VauXJkiIv3jH/9IKaX03nvvpT333DPdfffddWNeeumlFBFp7ty52z3OOeeck44//vgdPtbJJ5+cTj311O3eXltbm7p165amTp1at++9995LZWVl6Y477qjb17t373TllVd+1qllrRhz39LGjRtTly5d0uTJk3f42DkqtuxnzpyZunbtmjZt2lQ35oUXXkgRkRYtWrTjk81ITrlvacmSJdst6Zs9+uijRVPS/1dj5z5q1Kh06aWXpokTJ37mIm5XX2tmzZqVfUn/X8Wc92b33XdfKikpSRs3btzh8XNSjLlby3yqUM/3Yl7LpFR8+TeX9UxT8Xb3Fm7NmjUREdGpU6eIiJg3b158/PHHMWzYsLox/fr1i169esXcuXN3eJzNx9iW6urqmDNnThx77LHbHbNkyZKoqamp99jl5eUxePDgrR778ssvj86dO8egQYNi6tSp8cknn+z4RDNTrLlvdv/998eqVati7Nix2z1uroot+w0bNkTr1q2jtPTTl+u2bdtGxH/f6l0scsq9JWnM3GfNmhWvvfZaTJw4cafmsjuvNcWm2PN+991347bbbouhQ4fGnnvuuVOPk4Nizd1a5tPjFOL5XsxrmYjiy7+5rGeaSqtCT4DCqa2tjfPPPz+OOeaYGDhwYERE1NTUROvWrbf6HGBFRUXU1NRs8zhz5syJu+66Kx588MGtbuvZs2e8/fbb8cknn8QvfvGLOPPMM7c7n83Hr6io2OFjn3vuuXHYYYdFp06dYs6cOXHxxRfH8uXLY9q0aTt13oVWrLlv6cYbb4wRI0ZEz549t3vcHBVj9l/72teiqqoqpk6dGuedd168//77cdFFF0VExPLly3fuxAsst9xbisbMfdGiRXHRRRfF448/Hq1a7dxSYndea4pJMed94YUXxowZM+KDDz6Io48+Oh544IGdeowcFGvu1jL/VcjXl2Jdy0QUZ/7NYT3TlFxJb8HGjx8fCxYsiDvvvHO3j7FgwYI46aSTYuLEiTF8+PCtbn/88cfjmWeeieuuuy6uuuqquOOOOyIi4rbbbov27dvXbY8//vhOP2ZVVVUcd9xxcfDBB8e4cePiiiuuiOnTp8eGDRt2+zyaUrHmvtmyZcvi4YcfjjPOOGO3518oxZj9gAED4g9/+ENcccUV0a5du+jWrVv07ds3Kioq6v1vdM6KMffmoLFy37RpU3zve9+LSZMmxf7777/N+7XE3Is57wsuuCCqq6vjr3/9a+yxxx4xZsyYSCnt9nk0pWLN3VqmsK8vxbyWiSjO/JvDeqZJFfr99hTG+PHjU8+ePdNrr71Wb//s2bO3+dnLXr16pWnTptXb9+KLL6auXbumSy65ZKce87LLLkv7779/SimltWvXpkWLFtVtH3zwQVq8ePE2Pxv6f//3f+ncc8/d7nEXLFiQIiK9/PLLOzWPQmoOuU+ePDl16dKlqD6vmFLzyL6mpiatW7curV+/PpWWlqY//vGPOzWPQsox9y0118+kN2buq1evThGR9thjj7qtpKSkbt/s2bMb5PleTJ9Jbw55b/bmm2+miEhz5szZ9SCaWHPK3Vrmv5oq92Jdy6TUPPIvxvVMU1PSW5ja2to0fvz41KNHj/TKK69sdfvmL53405/+VLfv5Zdf3upLJxYsWJC6du2aLrjggp1+7EmTJqXevXvvcG7dunVLv/nNb+r2rVmz5jO/5ObWW29NpaWl6d13393puTS15pJ7bW1t6tu3b/rxj3+8049faM0l+y3deOONqV27dlmXxpxz31JzK+lNkfumTZvS/Pnz621nn312OuCAA9L8+fO3+w3Vu/p8L4aS3pzy3uz1119PEZEeffTRnYmgIJpj7tYy/9UUuRfjWial5pP/lophPVMoSnoLc/bZZ6fy8vL02GOP1fsJii2vLo0bNy716tUrPfLII+mZZ57Z6udY5s+fn7p06ZJOPfXUesdYuXJl3ZgZM2ak+++/P73yyivplVdeSb/73e/SXnvtlX72s5/tcH6XX3556tixY7rvvvvSCy+8kE466aR6P98wZ86cdOWVV6bnnnsuLV68ON16662pS5cuacyYMQ2cVMMq9tw3+/vf/54iIr300ksNlEzjaw7ZT58+Pc2bNy8tXLgwzZgxI7Vt2zZdffXVDZhSw8s991WrVqXq6ur04IMPpohId955Z6qurk7Lly+vG7N8+fJUXV1d9zNt//znP1N1dXVatWpVAybVsJoq9/+1M9/+m9LOPd9ff/31VF1dnSZNmpTat2+fqqurU3V1dVq3bt3uhdKIij3vf/3rX2n69Ompuro6LV26NM2ePTsNHTo0ffGLX0wfffTR7gfTyIo9d2uZwr2+pFSca5mUmkf+xbieKRQlvYWJiG1us2bNqhvz4YcfpnPOOSftvffeqV27dunkk0+ut3CdOHHiNo+x5ZWr3/72t2nAgAGpXbt2qUOHDmnQoEHp2muvrfezC9tSW1ubfv7zn6eKiopUVlaWvv71r6eFCxfW3T5v3rw0ePDgVF5entq0aZP69++ffvWrX2W9mEip+HPfbPTo0fV+b7MYNIfsTzvttNSpU6fUunXrdPDBB6ebb765QbJpTLnnPmvWrG0ee+LEiZ/5+FueQ26aKvf/tbOLuJ15vp9++unbfPwcr+wWe94vvPBCOv7441OnTp1SWVlZ6tOnTxo3blxatmzZ7sTRZIo9d2uZwr2+pFSca5mUmkf+xbieKZSSlIrkm0EAAACgmfNVegAAAJAJJR0AAAAyoaQDAABAJpR0AAAAyISSDgAAAJlQ0gEAACATSjoAAABkQkkHAACATCjpAAAAkAklHQBaoJRSDBs2LEaMGLHVbddee2107Ngxli1bVoCZAUDLpqQDQAtUUlISs2bNin//+98xc+bMuv1LliyJn/70pzF9+vTo2bNngz7mxx9/3KDHA4DmSEkHgBaqsrIyrr766vjJT34SS5YsiZRSnHHGGTF8+PAYNGhQfPOb34z27dtHRUVFnHbaafHOO+/U3fehhx6Kr3zlK9GxY8fo3LlzfOc734nFixfX3b506dIoKSmJu+66K4499tho06ZN3HbbbYU4TQAoKiUppVToSQAAhTNy5MhYs2ZNfPe7343LLrssXnzxxRgwYECceeaZMWbMmPjwww/jwgsvjE8++SQeeeSRiIi45557oqSkJA4++OBYv359TJgwIZYuXRrPPfdclJaWxtKlS6Nv377Rp0+fuOKKK2LQoEHRpk2b6N69e4HPFgDypqQDQAu3cuXKGDBgQLz77rtxzz33xIIFC+Lxxx+Phx9+uG7MsmXLorKyMhYuXBj777//Vsd45513okuXLjF//vwYOHBgXUm/6qqr4rzzzmvK0wGAoubt7gDQwnXt2jV+8IMfRP/+/WPkyJHx/PPPx6OPPhrt27ev2/r16xcRUfeW9kWLFsXo0aNjv/32iw4dOkSfPn0iIuKNN96od+wjjjiiSc8FAIpdq0JPAAAovFatWkWrVv9dFqxfvz5OOOGE+PWvf73VuM1vVz/hhBOid+/eccMNN0SPHj2itrY2Bg4cGBs3bqw3/gtf+ELjTx4AmhElHQCo57DDDot77rkn+vTpU1fct7Rq1apYuHBh3HDDDfHVr341IiKeeOKJpp4mADRL3u4OANQzfvz4ePfdd2P06NHx9NNPx+LFi+Phhx+OsWPHxqZNm2LvvfeOzp07x/XXXx+vvvpqPPLII1FVVVXoaQNAs6CkAwD19OjRI5588snYtGlTDB8+PA466KA4//zzo2PHjlFaWhqlpaVx5513xrx582LgwIHxox/9KKZOnVroaQNAs+Db3QEAACATrqQDAABAJpR0AAAAyISSDgAAAJlQ0gEAACATSjoAAABkQkkHAACATCjpAAAAkAklHQAAADKhpAMAAEAmlHQAAADIhJIOAAAAmfj/T1I+0TvT64kAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Calculate financial ratios\n",
    "quarterlybalancesheets['Debt-to-Equity Ratio'] = quarterlybalancesheets['Total Debt'] / quarterlybalancesheets['Common Stock Equity']\n",
    "quarterlybalancesheets['Debt-to-Assets Ratio'] = quarterlybalancesheets['Total Debt'] / quarterlybalancesheets['Total Assets']\n",
    "quarterlybalancesheets['Current Ratio'] = quarterlybalancesheets['Current Assets'] / quarterlybalancesheets['Current Liabilities']\n",
    "quarterlybalancesheets['Quick Ratio'] = (quarterlybalancesheets['Current Assets'] - quarterlybalancesheets['Inventory']) / quarterlybalancesheets['Current Liabilities']\n",
    "\n",
    "\n",
    "# 1. Line plot for key ratios over time\n",
    "plt.figure(figsize=(12, 8))\n",
    "plt.plot(quarterlybalancesheets.index, quarterlybalancesheets['Debt-to-Equity Ratio'], label='Debt-to-Equity Ratio')\n",
    "plt.plot(quarterlybalancesheets.index, quarterlybalancesheets['Current Ratio'], label='Current Ratio')\n",
    "plt.plot(quarterlybalancesheets.index, quarterlybalancesheets['Quick Ratio'], label='Inventory Turnover Ratio')\n",
    "plt.plot(quarterlybalancesheets.index, quarterlybalancesheets['Debt-to-Equity Ratio'], label='D/E Ratio')\n",
    "plt.plot(quarterlybalancesheets.index, quarterlybalancesheets['Debt-to-Assets Ratio'], label='D/A Ratio')\n",
    "plt.legend()\n",
    "plt.title('Key quartely Financial Ratios of Balance sheet Over the past quaters')\n",
    "plt.xlabel('Year')\n",
    "plt.ylabel('Ratio')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 589
    },
    "id": "XGpDA8CpDULD",
    "outputId": "53fc420f-3a8a-43b6-9f8e-8f3e46dd158a"
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "quarterlybalancesheets['Working Capital Ratio'] = quarterlybalancesheets['Working Capital'] / quarterlybalancesheets['Total Assets']\n",
    "quarterlybalancesheets['Cash Ratio'] = quarterlybalancesheets['Cash Cash Equivalents And Short Term Investments'] / quarterlybalancesheets['Current Liabilities']\n",
    "\n",
    "quarterly_Financial_Ratios = quarterlybalancesheets[['Current Ratio','Quick Ratio', 'Working Capital Ratio', 'Cash Ratio', 'Debt-to-Equity Ratio', 'Debt-to-Assets Ratio']]\n",
    "quarterly_Financial_Ratios\n",
    "\n",
    "\n",
    "sns.heatmap(quarterly_Financial_Ratios, annot=True, fmt='.2f', cmap='coolwarm')\n",
    "plt.title('Balance sheet last few quaters Financial Ratios:  ')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "_Laput_DDUOk"
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "3Gh-5jgWer5E"
   },
   "source": [
    "Cashflow Statement"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 411
    },
    "id": "9sCNpgaeyHfG",
    "outputId": "9e6d81d3-2186-4f93-8127-1a52e7fe4fa0"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Free Cash Flow</th>\n",
       "      <th>Repayment Of Debt</th>\n",
       "      <th>Issuance Of Debt</th>\n",
       "      <th>Issuance Of Capital Stock</th>\n",
       "      <th>Capital Expenditure</th>\n",
       "      <th>End Cash Position</th>\n",
       "      <th>Other Cash Adjustment Outside Changein Cash</th>\n",
       "      <th>Beginning Cash Position</th>\n",
       "      <th>Changes In Cash</th>\n",
       "      <th>Financing Cash Flow</th>\n",
       "      <th>...</th>\n",
       "      <th>Other Non Cash Items</th>\n",
       "      <th>Stock Based Compensation</th>\n",
       "      <th>Provisionand Write Offof Assets</th>\n",
       "      <th>Depreciation And Amortization</th>\n",
       "      <th>Depreciation</th>\n",
       "      <th>Gain Loss On Investment Securities</th>\n",
       "      <th>Net Foreign Currency Exchange Gain Loss</th>\n",
       "      <th>Gain Loss On Sale Of PPE</th>\n",
       "      <th>Gain Loss On Sale Of Business</th>\n",
       "      <th>Net Income From Continuing Operations</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2024-03-31</th>\n",
       "      <td>136163300000.0</td>\n",
       "      <td>-15700000.0</td>\n",
       "      <td>80000000.0</td>\n",
       "      <td>14428300000.0</td>\n",
       "      <td>-35625300000.0</td>\n",
       "      <td>5965800000.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4059100000.0</td>\n",
       "      <td>1906700000.0</td>\n",
       "      <td>-185509600000.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-16645500000.0</td>\n",
       "      <td>1073000000.0</td>\n",
       "      <td>246100000.0</td>\n",
       "      <td>18163900000.0</td>\n",
       "      <td>18163900000.0</td>\n",
       "      <td>-8513000000.0</td>\n",
       "      <td>-133800000.0</td>\n",
       "      <td>-570400000.0</td>\n",
       "      <td>-98400000.0</td>\n",
       "      <td>271398800000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-03-31</th>\n",
       "      <td>161345600000.0</td>\n",
       "      <td>-7300000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>24773900000.0</td>\n",
       "      <td>-27429900000.0</td>\n",
       "      <td>4059100000.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2666800000.0</td>\n",
       "      <td>1392300000.0</td>\n",
       "      <td>-130060300000.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-14908000000.0</td>\n",
       "      <td>604100000.0</td>\n",
       "      <td>7500000.0</td>\n",
       "      <td>18090100000.0</td>\n",
       "      <td>18090100000.0</td>\n",
       "      <td>-3939900000.0</td>\n",
       "      <td>313700000.0</td>\n",
       "      <td>44000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>259151200000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-03-31</th>\n",
       "      <td>136338700000.0</td>\n",
       "      <td>-3500000.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2918200000.0</td>\n",
       "      <td>-21416400000.0</td>\n",
       "      <td>2666800000.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3101600000.0</td>\n",
       "      <td>-434800000.0</td>\n",
       "      <td>-135805000000.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-10432700000.0</td>\n",
       "      <td>331700000.0</td>\n",
       "      <td>9300000.0</td>\n",
       "      <td>17324100000.0</td>\n",
       "      <td>17324100000.0</td>\n",
       "      <td>-5390000000.0</td>\n",
       "      <td>-89800000.0</td>\n",
       "      <td>-562200000.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>207404700000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-03-31</th>\n",
       "      <td>106903300000.0</td>\n",
       "      <td>-22800000.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2906500000.0</td>\n",
       "      <td>-18366400000.0</td>\n",
       "      <td>3101600000.0</td>\n",
       "      <td>570700000.0</td>\n",
       "      <td>6770400000.0</td>\n",
       "      <td>-4239500000.0</td>\n",
       "      <td>-186338300000.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-11653000000.0</td>\n",
       "      <td>262700000.0</td>\n",
       "      <td>334200000.0</td>\n",
       "      <td>16455900000.0</td>\n",
       "      <td>16455900000.0</td>\n",
       "      <td>-11440900000.0</td>\n",
       "      <td>-64200000.0</td>\n",
       "      <td>546100000.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>179381700000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-03-31</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 52 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            Free Cash Flow Repayment Of Debt Issuance Of Debt  \\\n",
       "2024-03-31  136163300000.0       -15700000.0       80000000.0   \n",
       "2023-03-31  161345600000.0        -7300000.0              0.0   \n",
       "2022-03-31  136338700000.0        -3500000.0              NaN   \n",
       "2021-03-31  106903300000.0       -22800000.0              NaN   \n",
       "2020-03-31             NaN               NaN              NaN   \n",
       "\n",
       "           Issuance Of Capital Stock Capital Expenditure End Cash Position  \\\n",
       "2024-03-31             14428300000.0      -35625300000.0      5965800000.0   \n",
       "2023-03-31             24773900000.0      -27429900000.0      4059100000.0   \n",
       "2022-03-31              2918200000.0      -21416400000.0      2666800000.0   \n",
       "2021-03-31              2906500000.0      -18366400000.0      3101600000.0   \n",
       "2020-03-31                       NaN                 NaN               NaN   \n",
       "\n",
       "           Other Cash Adjustment Outside Changein Cash  \\\n",
       "2024-03-31                                         NaN   \n",
       "2023-03-31                                         NaN   \n",
       "2022-03-31                                         NaN   \n",
       "2021-03-31                                 570700000.0   \n",
       "2020-03-31                                         NaN   \n",
       "\n",
       "           Beginning Cash Position Changes In Cash Financing Cash Flow  ...  \\\n",
       "2024-03-31            4059100000.0    1906700000.0     -185509600000.0  ...   \n",
       "2023-03-31            2666800000.0    1392300000.0     -130060300000.0  ...   \n",
       "2022-03-31            3101600000.0    -434800000.0     -135805000000.0  ...   \n",
       "2021-03-31            6770400000.0   -4239500000.0     -186338300000.0  ...   \n",
       "2020-03-31                     NaN             NaN                 NaN  ...   \n",
       "\n",
       "           Other Non Cash Items Stock Based Compensation  \\\n",
       "2024-03-31       -16645500000.0             1073000000.0   \n",
       "2023-03-31       -14908000000.0              604100000.0   \n",
       "2022-03-31       -10432700000.0              331700000.0   \n",
       "2021-03-31       -11653000000.0              262700000.0   \n",
       "2020-03-31                  NaN                      NaN   \n",
       "\n",
       "           Provisionand Write Offof Assets Depreciation And Amortization  \\\n",
       "2024-03-31                     246100000.0                 18163900000.0   \n",
       "2023-03-31                       7500000.0                 18090100000.0   \n",
       "2022-03-31                       9300000.0                 17324100000.0   \n",
       "2021-03-31                     334200000.0                 16455900000.0   \n",
       "2020-03-31                             NaN                           NaN   \n",
       "\n",
       "             Depreciation Gain Loss On Investment Securities  \\\n",
       "2024-03-31  18163900000.0                      -8513000000.0   \n",
       "2023-03-31  18090100000.0                      -3939900000.0   \n",
       "2022-03-31  17324100000.0                      -5390000000.0   \n",
       "2021-03-31  16455900000.0                     -11440900000.0   \n",
       "2020-03-31            NaN                                NaN   \n",
       "\n",
       "           Net Foreign Currency Exchange Gain Loss Gain Loss On Sale Of PPE  \\\n",
       "2024-03-31                            -133800000.0             -570400000.0   \n",
       "2023-03-31                             313700000.0               44000000.0   \n",
       "2022-03-31                             -89800000.0             -562200000.0   \n",
       "2021-03-31                             -64200000.0              546100000.0   \n",
       "2020-03-31                                     NaN                      NaN   \n",
       "\n",
       "           Gain Loss On Sale Of Business Net Income From Continuing Operations  \n",
       "2024-03-31                   -98400000.0                        271398800000.0  \n",
       "2023-03-31                           0.0                        259151200000.0  \n",
       "2022-03-31                           NaN                        207404700000.0  \n",
       "2021-03-31                           NaN                        179381700000.0  \n",
       "2020-03-31                           0.0                                   NaN  \n",
       "\n",
       "[5 rows x 52 columns]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cashflow = yf.Ticker(ticker).cashflow.T\n",
    "cashflow"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "id": "WJfzoGL7yHZR",
    "outputId": "44b917c0-670b-4150-9903-d338f039d589"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Free Cash Flow                                 float64\n",
       "Repayment Of Debt                              float64\n",
       "Issuance Of Debt                               float64\n",
       "Issuance Of Capital Stock                      float64\n",
       "Capital Expenditure                            float64\n",
       "End Cash Position                              float64\n",
       "Other Cash Adjustment Outside Changein Cash    float64\n",
       "Beginning Cash Position                        float64\n",
       "Changes In Cash                                float64\n",
       "Financing Cash Flow                            float64\n",
       "Net Other Financing Charges                    float64\n",
       "Interest Paid Cff                              float64\n",
       "Cash Dividends Paid                            float64\n",
       "Common Stock Dividend Paid                     float64\n",
       "Net Common Stock Issuance                      float64\n",
       "Common Stock Issuance                          float64\n",
       "Net Issuance Payments Of Debt                  float64\n",
       "Net Short Term Debt Issuance                   float64\n",
       "Short Term Debt Payments                       float64\n",
       "Short Term Debt Issuance                       float64\n",
       "Net Long Term Debt Issuance                    float64\n",
       "Long Term Debt Payments                        float64\n",
       "Investing Cash Flow                            float64\n",
       "Net Other Investing Changes                    float64\n",
       "Interest Received Cfi                          float64\n",
       "Dividends Received Cfi                         float64\n",
       "Net Investment Purchase And Sale               float64\n",
       "Sale Of Investment                             float64\n",
       "Purchase Of Investment                         float64\n",
       "Net Business Purchase And Sale                 float64\n",
       "Sale Of Business                               float64\n",
       "Purchase Of Business                           float64\n",
       "Net PPE Purchase And Sale                      float64\n",
       "Sale Of PPE                                    float64\n",
       "Purchase Of PPE                                float64\n",
       "Capital Expenditure Reported                   float64\n",
       "Operating Cash Flow                            float64\n",
       "Taxes Refund Paid                              float64\n",
       "Change In Working Capital                      float64\n",
       "Change In Payable                              float64\n",
       "Change In Inventory                            float64\n",
       "Change In Receivables                          float64\n",
       "Other Non Cash Items                           float64\n",
       "Stock Based Compensation                       float64\n",
       "Provisionand Write Offof Assets                float64\n",
       "Depreciation And Amortization                  float64\n",
       "Depreciation                                   float64\n",
       "Gain Loss On Investment Securities             float64\n",
       "Net Foreign Currency Exchange Gain Loss        float64\n",
       "Gain Loss On Sale Of PPE                       float64\n",
       "Gain Loss On Sale Of Business                  float64\n",
       "Net Income From Continuing Operations          float64\n",
       "dtype: object"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cashflow_clos = cashflow.columns\n",
    "cashflow_clos\n",
    "\n",
    "cashflow[cashflow_clos] = cashflow[cashflow_clos].astype(float)\n",
    "cashflow.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "id": "a9SwMksqnob9",
    "outputId": "3a782304-583c-4b67-d7a0-5ae2c44f64a8"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Free Cash Flow                                 0\n",
       "Repayment Of Debt                              0\n",
       "Issuance Of Debt                               0\n",
       "Issuance Of Capital Stock                      0\n",
       "Capital Expenditure                            0\n",
       "End Cash Position                              0\n",
       "Other Cash Adjustment Outside Changein Cash    0\n",
       "Beginning Cash Position                        0\n",
       "Changes In Cash                                0\n",
       "Financing Cash Flow                            0\n",
       "Net Other Financing Charges                    0\n",
       "Interest Paid Cff                              0\n",
       "Cash Dividends Paid                            0\n",
       "Common Stock Dividend Paid                     0\n",
       "Net Common Stock Issuance                      0\n",
       "Common Stock Issuance                          0\n",
       "Net Issuance Payments Of Debt                  0\n",
       "Net Short Term Debt Issuance                   0\n",
       "Short Term Debt Payments                       0\n",
       "Short Term Debt Issuance                       0\n",
       "Net Long Term Debt Issuance                    0\n",
       "Long Term Debt Payments                        0\n",
       "Investing Cash Flow                            0\n",
       "Net Other Investing Changes                    0\n",
       "Interest Received Cfi                          0\n",
       "Dividends Received Cfi                         0\n",
       "Net Investment Purchase And Sale               0\n",
       "Sale Of Investment                             0\n",
       "Purchase Of Investment                         0\n",
       "Net Business Purchase And Sale                 0\n",
       "Sale Of Business                               0\n",
       "Purchase Of Business                           0\n",
       "Net PPE Purchase And Sale                      0\n",
       "Sale Of PPE                                    0\n",
       "Purchase Of PPE                                0\n",
       "Capital Expenditure Reported                   0\n",
       "Operating Cash Flow                            0\n",
       "Taxes Refund Paid                              0\n",
       "Change In Working Capital                      0\n",
       "Change In Payable                              0\n",
       "Change In Inventory                            0\n",
       "Change In Receivables                          0\n",
       "Other Non Cash Items                           0\n",
       "Stock Based Compensation                       0\n",
       "Provisionand Write Offof Assets                0\n",
       "Depreciation And Amortization                  0\n",
       "Depreciation                                   0\n",
       "Gain Loss On Investment Securities             0\n",
       "Net Foreign Currency Exchange Gain Loss        0\n",
       "Gain Loss On Sale Of PPE                       0\n",
       "Gain Loss On Sale Of Business                  0\n",
       "Net Income From Continuing Operations          0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Calculate the mean of the column, ignoring missing values\n",
    "mean_value = cashflow.mean()\n",
    "\n",
    "# Fill missing values with the calculated mean\n",
    "cashflow.fillna(mean_value, inplace=True)\n",
    "\n",
    "cashflow.isnull().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "jie2pbhgrByJ"
   },
   "source": [
    "Cash Flow from Operations to Revenue Ratio: Measures the efficiency of operations in generating cash."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 452
    },
    "id": "j86Ih6vFpgIJ",
    "outputId": "fdee71ca-b82e-44b4-aaa6-34581114945f"
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cashflow['CFO_to_Revenue'] = cashflow['Operating Cash Flow'] / cashflow['Net Income From Continuing Operations']\n",
    "#Free Cash Flow to Revenue Ratio: Indicates the proportion of revenue converted into free cash flow.\n",
    "cashflow['FCF_to_Revenue'] = cashflow['Free Cash Flow'] / cashflow['Net Income From Continuing Operations']\n",
    "\n",
    "# Free Cash Flow to Debt Ratio: Shows the company's ability to repay debt with its free cash flow.\n",
    "# cashflow['FCF_to_Debt'] = cashflow['Free Cash Flow'] / cashflow['Repayment Of Debt']\n",
    "\n",
    "cash_flow_ratios= cashflow[['CFO_to_Revenue', 'FCF_to_Revenue']].round(2)\n",
    "sns.heatmap(cash_flow_ratios, annot=True, fmt='.2f', cmap='coolwarm')\n",
    "plt.title(' Financial cashflow  Ratios:  ')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 363
    },
    "id": "A4Wm7BpdprPi",
    "outputId": "a4473a30-8140-435a-fe39-53db6f9c2ad1"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\Users\\TEJA\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1057: RuntimeWarning: invalid value encountered in cast\n",
      "  if (arr.astype(int) == arr).all():\n",
      "c:\\Users\\TEJA\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1081: RuntimeWarning: invalid value encountered in cast\n",
      "  if (arr.astype(int) == arr).all():\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date Reported</th>\n",
       "      <th>Holder</th>\n",
       "      <th>pctHeld</th>\n",
       "      <th>Shares</th>\n",
       "      <th>Value</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2023-06-30</td>\n",
       "      <td>Advisors Inner Circle Fund III-GQG Partners Em...</td>\n",
       "      <td>0.0147</td>\n",
       "      <td>183464790</td>\n",
       "      <td>82852699164</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2023-07-31</td>\n",
       "      <td>Goldman Sachs GQG Partners International Oppor...</td>\n",
       "      <td>0.0095</td>\n",
       "      <td>118226162</td>\n",
       "      <td>55383045588</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2023-09-30</td>\n",
       "      <td>Capital Income Builder, Inc.</td>\n",
       "      <td>0.0055</td>\n",
       "      <td>68014145</td>\n",
       "      <td>30225486038</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2023-07-31</td>\n",
       "      <td>New World Fund, Inc.</td>\n",
       "      <td>0.0049</td>\n",
       "      <td>60617650</td>\n",
       "      <td>28396338142</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2023-09-30</td>\n",
       "      <td>American Global Balanced Fund</td>\n",
       "      <td>0.0040</td>\n",
       "      <td>49595478</td>\n",
       "      <td>22040230423</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2023-07-31</td>\n",
       "      <td>Vanguard International Stock Index-Emerging Ma...</td>\n",
       "      <td>0.0033</td>\n",
       "      <td>41211002</td>\n",
       "      <td>19305293886</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2023-07-31</td>\n",
       "      <td>Vanguard International Stock Index-Total Intl ...</td>\n",
       "      <td>0.0032</td>\n",
       "      <td>39825183</td>\n",
       "      <td>18656106976</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2023-09-30</td>\n",
       "      <td>Capital World Growth and Income Fund</td>\n",
       "      <td>0.0025</td>\n",
       "      <td>30783792</td>\n",
       "      <td>13680317164</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2023-08-31</td>\n",
       "      <td>Fidelity Series Emerging Markets Opportunities...</td>\n",
       "      <td>0.0021</td>\n",
       "      <td>26348454</td>\n",
       "      <td>11585415223</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2023-07-31</td>\n",
       "      <td>JP Morgan Emerging Markets Equity Fund</td>\n",
       "      <td>0.0013</td>\n",
       "      <td>16144525</td>\n",
       "      <td>7562902736</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Date Reported                                             Holder  pctHeld  \\\n",
       "0    2023-06-30  Advisors Inner Circle Fund III-GQG Partners Em...   0.0147   \n",
       "1    2023-07-31  Goldman Sachs GQG Partners International Oppor...   0.0095   \n",
       "2    2023-09-30                       Capital Income Builder, Inc.   0.0055   \n",
       "3    2023-07-31                               New World Fund, Inc.   0.0049   \n",
       "4    2023-09-30                      American Global Balanced Fund   0.0040   \n",
       "5    2023-07-31  Vanguard International Stock Index-Emerging Ma...   0.0033   \n",
       "6    2023-07-31  Vanguard International Stock Index-Total Intl ...   0.0032   \n",
       "7    2023-09-30               Capital World Growth and Income Fund   0.0025   \n",
       "8    2023-08-31  Fidelity Series Emerging Markets Opportunities...   0.0021   \n",
       "9    2023-07-31             JP Morgan Emerging Markets Equity Fund   0.0013   \n",
       "\n",
       "      Shares        Value  \n",
       "0  183464790  82852699164  \n",
       "1  118226162  55383045588  \n",
       "2   68014145  30225486038  \n",
       "3   60617650  28396338142  \n",
       "4   49595478  22040230423  \n",
       "5   41211002  19305293886  \n",
       "6   39825183  18656106976  \n",
       "7   30783792  13680317164  \n",
       "8   26348454  11585415223  \n",
       "9   16144525   7562902736  "
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mfholders = yf.Ticker(ticker).mutualfund_holders\n",
    "mfholders"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "id": "_zJuwTx9e0dq",
    "outputId": "6e33debf-0700-417f-a09f-272d9dce0c6b"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Date\n",
       "1996-07-08 00:00:00+05:30     0.055556\n",
       "1997-08-04 00:00:00+05:30     0.022222\n",
       "1998-06-22 00:00:00+05:30     0.100000\n",
       "1999-06-24 00:00:00+05:30     0.122222\n",
       "2000-06-27 00:00:00+05:30     0.166667\n",
       "2001-07-03 00:00:00+05:30     0.222222\n",
       "2002-07-12 00:00:00+05:30     0.300000\n",
       "2003-07-14 00:00:00+05:30     0.333333\n",
       "2004-07-19 00:00:00+05:30     0.444444\n",
       "2005-07-18 00:00:00+05:30     0.688889\n",
       "2006-07-10 00:00:00+05:30     0.883333\n",
       "2007-07-16 00:00:00+05:30     1.033333\n",
       "2008-07-16 00:00:00+05:30     1.166667\n",
       "2009-07-13 00:00:00+05:30     1.233333\n",
       "2010-06-09 00:00:00+05:30     1.833333\n",
       "2011-06-10 00:00:00+05:30     1.100000\n",
       "2012-06-11 00:00:00+05:30     3.000000\n",
       "2013-05-31 00:00:00+05:30     3.500000\n",
       "2014-06-03 00:00:00+05:30     4.000000\n",
       "2015-06-03 00:00:00+05:30     4.166667\n",
       "2016-05-30 00:00:00+05:30     1.333333\n",
       "2017-06-05 00:00:00+05:30     4.750000\n",
       "2018-05-25 00:00:00+05:30     5.150000\n",
       "2019-05-22 00:00:00+05:30     5.750000\n",
       "2020-07-06 00:00:00+05:30    10.150000\n",
       "2021-02-22 00:00:00+05:30     5.000000\n",
       "2021-06-10 00:00:00+05:30     5.750000\n",
       "2022-02-14 00:00:00+05:30     5.250000\n",
       "2022-05-26 00:00:00+05:30     6.250000\n",
       "2023-02-15 00:00:00+05:30     6.000000\n",
       "2023-05-30 00:00:00+05:30     6.750000\n",
       "2024-02-08 00:00:00+05:30     6.250000\n",
       "2024-06-04 00:00:00+05:30     7.500000\n",
       "Name: Dividends, dtype: float64"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dividends  = yf.Ticker(ticker).dividends.T\n",
    "dividends\n",
    "dividends\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "6NwwlktLhYZf"
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "colab": {
   "provenance": []
  },
  "kernelspec": {
   "display_name": "Python 3",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}