Task 3.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# The Sparks Foundation - Data Science & Business Analytics Internship"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### TASK 3: Perform ‘Exploratory Data Analysis’ on dataset ‘SampleSuperstore’"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### In this task we will try to find out the weak areas where we can work to make more profit."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Steps to be followed:\n",
    "- Importing the libraries\n",
    "- Reading the dataset\n",
    "- Data Preprocessing\n",
    "- EDA\n",
    "- Data Visualization"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Author - Soumik kumar Baithalu "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Importing the libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# In this step we will import the required libarries \n",
    "import pandas as pd\n",
    "import numpy as np  \n",
    "import matplotlib.pyplot as plt  \n",
    "%matplotlib inline\n",
    "\n",
    "# To ignore the warnings \n",
    "import warnings as wg\n",
    "wg.filterwarnings(\"ignore\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Reading the dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset = pd.read_csv(\"SampleSuperstore.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
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       "        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>Ship Mode</th>\n",
       "      <th>Segment</th>\n",
       "      <th>Country</th>\n",
       "      <th>City</th>\n",
       "      <th>State</th>\n",
       "      <th>Postal Code</th>\n",
       "      <th>Region</th>\n",
       "      <th>Category</th>\n",
       "      <th>Sub-Category</th>\n",
       "      <th>Sales</th>\n",
       "      <th>Quantity</th>\n",
       "      <th>Discount</th>\n",
       "      <th>Profit</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Second Class</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>United States</td>\n",
       "      <td>Henderson</td>\n",
       "      <td>Kentucky</td>\n",
       "      <td>42420</td>\n",
       "      <td>South</td>\n",
       "      <td>Furniture</td>\n",
       "      <td>Bookcases</td>\n",
       "      <td>261.9600</td>\n",
       "      <td>2</td>\n",
       "      <td>0.00</td>\n",
       "      <td>41.9136</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Second Class</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>United States</td>\n",
       "      <td>Henderson</td>\n",
       "      <td>Kentucky</td>\n",
       "      <td>42420</td>\n",
       "      <td>South</td>\n",
       "      <td>Furniture</td>\n",
       "      <td>Chairs</td>\n",
       "      <td>731.9400</td>\n",
       "      <td>3</td>\n",
       "      <td>0.00</td>\n",
       "      <td>219.5820</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Second Class</td>\n",
       "      <td>Corporate</td>\n",
       "      <td>United States</td>\n",
       "      <td>Los Angeles</td>\n",
       "      <td>California</td>\n",
       "      <td>90036</td>\n",
       "      <td>West</td>\n",
       "      <td>Office Supplies</td>\n",
       "      <td>Labels</td>\n",
       "      <td>14.6200</td>\n",
       "      <td>2</td>\n",
       "      <td>0.00</td>\n",
       "      <td>6.8714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Standard Class</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>United States</td>\n",
       "      <td>Fort Lauderdale</td>\n",
       "      <td>Florida</td>\n",
       "      <td>33311</td>\n",
       "      <td>South</td>\n",
       "      <td>Furniture</td>\n",
       "      <td>Tables</td>\n",
       "      <td>957.5775</td>\n",
       "      <td>5</td>\n",
       "      <td>0.45</td>\n",
       "      <td>-383.0310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Standard Class</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>United States</td>\n",
       "      <td>Fort Lauderdale</td>\n",
       "      <td>Florida</td>\n",
       "      <td>33311</td>\n",
       "      <td>South</td>\n",
       "      <td>Office Supplies</td>\n",
       "      <td>Storage</td>\n",
       "      <td>22.3680</td>\n",
       "      <td>2</td>\n",
       "      <td>0.20</td>\n",
       "      <td>2.5164</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        Ship Mode    Segment        Country             City       State  \\\n",
       "0    Second Class   Consumer  United States        Henderson    Kentucky   \n",
       "1    Second Class   Consumer  United States        Henderson    Kentucky   \n",
       "2    Second Class  Corporate  United States      Los Angeles  California   \n",
       "3  Standard Class   Consumer  United States  Fort Lauderdale     Florida   \n",
       "4  Standard Class   Consumer  United States  Fort Lauderdale     Florida   \n",
       "\n",
       "   Postal Code Region         Category Sub-Category     Sales  Quantity  \\\n",
       "0        42420  South        Furniture    Bookcases  261.9600         2   \n",
       "1        42420  South        Furniture       Chairs  731.9400         3   \n",
       "2        90036   West  Office Supplies       Labels   14.6200         2   \n",
       "3        33311  South        Furniture       Tables  957.5775         5   \n",
       "4        33311  South  Office Supplies      Storage   22.3680         2   \n",
       "\n",
       "   Discount    Profit  \n",
       "0      0.00   41.9136  \n",
       "1      0.00  219.5820  \n",
       "2      0.00    6.8714  \n",
       "3      0.45 -383.0310  \n",
       "4      0.20    2.5164  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data Preprocessing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(9994, 13)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Ship Mode', 'Segment', 'Country', 'City', 'State', 'Postal Code',\n",
       "       'Region', 'Category', 'Sub-Category', 'Sales', 'Quantity', 'Discount',\n",
       "       'Profit'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Ship Mode       0\n",
       "Segment         0\n",
       "Country         0\n",
       "City            0\n",
       "State           0\n",
       "Postal Code     0\n",
       "Region          0\n",
       "Category        0\n",
       "Sub-Category    0\n",
       "Sales           0\n",
       "Quantity        0\n",
       "Discount        0\n",
       "Profit          0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 9994 entries, 0 to 9993\n",
      "Data columns (total 13 columns):\n",
      " #   Column        Non-Null Count  Dtype  \n",
      "---  ------        --------------  -----  \n",
      " 0   Ship Mode     9994 non-null   object \n",
      " 1   Segment       9994 non-null   object \n",
      " 2   Country       9994 non-null   object \n",
      " 3   City          9994 non-null   object \n",
      " 4   State         9994 non-null   object \n",
      " 5   Postal Code   9994 non-null   int64  \n",
      " 6   Region        9994 non-null   object \n",
      " 7   Category      9994 non-null   object \n",
      " 8   Sub-Category  9994 non-null   object \n",
      " 9   Sales         9994 non-null   float64\n",
      " 10  Quantity      9994 non-null   int64  \n",
      " 11  Discount      9994 non-null   float64\n",
      " 12  Profit        9994 non-null   float64\n",
      "dtypes: float64(3), int64(2), object(8)\n",
      "memory usage: 702.8+ KB\n"
     ]
    }
   ],
   "source": [
    "dataset.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Postal Code</th>\n",
       "      <th>Sales</th>\n",
       "      <th>Quantity</th>\n",
       "      <th>Discount</th>\n",
       "      <th>Profit</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>9994.000000</td>\n",
       "      <td>9994.000000</td>\n",
       "      <td>9994.000000</td>\n",
       "      <td>9994.000000</td>\n",
       "      <td>9994.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>55190.379428</td>\n",
       "      <td>229.858001</td>\n",
       "      <td>3.789574</td>\n",
       "      <td>0.156203</td>\n",
       "      <td>28.656896</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>32063.693350</td>\n",
       "      <td>623.245101</td>\n",
       "      <td>2.225110</td>\n",
       "      <td>0.206452</td>\n",
       "      <td>234.260108</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1040.000000</td>\n",
       "      <td>0.444000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-6599.978000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>23223.000000</td>\n",
       "      <td>17.280000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.728750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>56430.500000</td>\n",
       "      <td>54.490000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>8.666500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>90008.000000</td>\n",
       "      <td>209.940000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>29.364000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>99301.000000</td>\n",
       "      <td>22638.480000</td>\n",
       "      <td>14.000000</td>\n",
       "      <td>0.800000</td>\n",
       "      <td>8399.976000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        Postal Code         Sales     Quantity     Discount       Profit\n",
       "count   9994.000000   9994.000000  9994.000000  9994.000000  9994.000000\n",
       "mean   55190.379428    229.858001     3.789574     0.156203    28.656896\n",
       "std    32063.693350    623.245101     2.225110     0.206452   234.260108\n",
       "min     1040.000000      0.444000     1.000000     0.000000 -6599.978000\n",
       "25%    23223.000000     17.280000     2.000000     0.000000     1.728750\n",
       "50%    56430.500000     54.490000     3.000000     0.200000     8.666500\n",
       "75%    90008.000000    209.940000     5.000000     0.200000    29.364000\n",
       "max    99301.000000  22638.480000    14.000000     0.800000  8399.976000"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "17"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# checking for duplicate values\n",
    "dataset.duplicated().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Ship Mode</th>\n",
       "      <th>Segment</th>\n",
       "      <th>Country</th>\n",
       "      <th>City</th>\n",
       "      <th>State</th>\n",
       "      <th>Postal Code</th>\n",
       "      <th>Region</th>\n",
       "      <th>Category</th>\n",
       "      <th>Sub-Category</th>\n",
       "      <th>Sales</th>\n",
       "      <th>Quantity</th>\n",
       "      <th>Discount</th>\n",
       "      <th>Profit</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Second Class</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>United States</td>\n",
       "      <td>Henderson</td>\n",
       "      <td>Kentucky</td>\n",
       "      <td>42420</td>\n",
       "      <td>South</td>\n",
       "      <td>Furniture</td>\n",
       "      <td>Bookcases</td>\n",
       "      <td>261.9600</td>\n",
       "      <td>2</td>\n",
       "      <td>0.00</td>\n",
       "      <td>41.9136</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Second Class</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>United States</td>\n",
       "      <td>Henderson</td>\n",
       "      <td>Kentucky</td>\n",
       "      <td>42420</td>\n",
       "      <td>South</td>\n",
       "      <td>Furniture</td>\n",
       "      <td>Chairs</td>\n",
       "      <td>731.9400</td>\n",
       "      <td>3</td>\n",
       "      <td>0.00</td>\n",
       "      <td>219.5820</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Second Class</td>\n",
       "      <td>Corporate</td>\n",
       "      <td>United States</td>\n",
       "      <td>Los Angeles</td>\n",
       "      <td>California</td>\n",
       "      <td>90036</td>\n",
       "      <td>West</td>\n",
       "      <td>Office Supplies</td>\n",
       "      <td>Labels</td>\n",
       "      <td>14.6200</td>\n",
       "      <td>2</td>\n",
       "      <td>0.00</td>\n",
       "      <td>6.8714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Standard Class</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>United States</td>\n",
       "      <td>Fort Lauderdale</td>\n",
       "      <td>Florida</td>\n",
       "      <td>33311</td>\n",
       "      <td>South</td>\n",
       "      <td>Furniture</td>\n",
       "      <td>Tables</td>\n",
       "      <td>957.5775</td>\n",
       "      <td>5</td>\n",
       "      <td>0.45</td>\n",
       "      <td>-383.0310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Standard Class</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>United States</td>\n",
       "      <td>Fort Lauderdale</td>\n",
       "      <td>Florida</td>\n",
       "      <td>33311</td>\n",
       "      <td>South</td>\n",
       "      <td>Office Supplies</td>\n",
       "      <td>Storage</td>\n",
       "      <td>22.3680</td>\n",
       "      <td>2</td>\n",
       "      <td>0.20</td>\n",
       "      <td>2.5164</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        Ship Mode    Segment        Country             City       State  \\\n",
       "0    Second Class   Consumer  United States        Henderson    Kentucky   \n",
       "1    Second Class   Consumer  United States        Henderson    Kentucky   \n",
       "2    Second Class  Corporate  United States      Los Angeles  California   \n",
       "3  Standard Class   Consumer  United States  Fort Lauderdale     Florida   \n",
       "4  Standard Class   Consumer  United States  Fort Lauderdale     Florida   \n",
       "\n",
       "   Postal Code Region         Category Sub-Category     Sales  Quantity  \\\n",
       "0        42420  South        Furniture    Bookcases  261.9600         2   \n",
       "1        42420  South        Furniture       Chairs  731.9400         3   \n",
       "2        90036   West  Office Supplies       Labels   14.6200         2   \n",
       "3        33311  South        Furniture       Tables  957.5775         5   \n",
       "4        33311  South  Office Supplies      Storage   22.3680         2   \n",
       "\n",
       "   Discount    Profit  \n",
       "0      0.00   41.9136  \n",
       "1      0.00  219.5820  \n",
       "2      0.00    6.8714  \n",
       "3      0.45 -383.0310  \n",
       "4      0.20    2.5164  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# dropping the duplicates\n",
    "dataset.drop_duplicates()\n",
    "dataset.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "#removing the unnecessary columns such as postal code\n",
    "dataset = dataset.drop(['Postal Code'],axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Ship Mode</th>\n",
       "      <th>Segment</th>\n",
       "      <th>Country</th>\n",
       "      <th>City</th>\n",
       "      <th>State</th>\n",
       "      <th>Region</th>\n",
       "      <th>Category</th>\n",
       "      <th>Sub-Category</th>\n",
       "      <th>Sales</th>\n",
       "      <th>Quantity</th>\n",
       "      <th>Discount</th>\n",
       "      <th>Profit</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Second Class</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>United States</td>\n",
       "      <td>Henderson</td>\n",
       "      <td>Kentucky</td>\n",
       "      <td>South</td>\n",
       "      <td>Furniture</td>\n",
       "      <td>Bookcases</td>\n",
       "      <td>261.9600</td>\n",
       "      <td>2</td>\n",
       "      <td>0.00</td>\n",
       "      <td>41.9136</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Second Class</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>United States</td>\n",
       "      <td>Henderson</td>\n",
       "      <td>Kentucky</td>\n",
       "      <td>South</td>\n",
       "      <td>Furniture</td>\n",
       "      <td>Chairs</td>\n",
       "      <td>731.9400</td>\n",
       "      <td>3</td>\n",
       "      <td>0.00</td>\n",
       "      <td>219.5820</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Second Class</td>\n",
       "      <td>Corporate</td>\n",
       "      <td>United States</td>\n",
       "      <td>Los Angeles</td>\n",
       "      <td>California</td>\n",
       "      <td>West</td>\n",
       "      <td>Office Supplies</td>\n",
       "      <td>Labels</td>\n",
       "      <td>14.6200</td>\n",
       "      <td>2</td>\n",
       "      <td>0.00</td>\n",
       "      <td>6.8714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Standard Class</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>United States</td>\n",
       "      <td>Fort Lauderdale</td>\n",
       "      <td>Florida</td>\n",
       "      <td>South</td>\n",
       "      <td>Furniture</td>\n",
       "      <td>Tables</td>\n",
       "      <td>957.5775</td>\n",
       "      <td>5</td>\n",
       "      <td>0.45</td>\n",
       "      <td>-383.0310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Standard Class</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>United States</td>\n",
       "      <td>Fort Lauderdale</td>\n",
       "      <td>Florida</td>\n",
       "      <td>South</td>\n",
       "      <td>Office Supplies</td>\n",
       "      <td>Storage</td>\n",
       "      <td>22.3680</td>\n",
       "      <td>2</td>\n",
       "      <td>0.20</td>\n",
       "      <td>2.5164</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        Ship Mode    Segment        Country             City       State  \\\n",
       "0    Second Class   Consumer  United States        Henderson    Kentucky   \n",
       "1    Second Class   Consumer  United States        Henderson    Kentucky   \n",
       "2    Second Class  Corporate  United States      Los Angeles  California   \n",
       "3  Standard Class   Consumer  United States  Fort Lauderdale     Florida   \n",
       "4  Standard Class   Consumer  United States  Fort Lauderdale     Florida   \n",
       "\n",
       "  Region         Category Sub-Category     Sales  Quantity  Discount    Profit  \n",
       "0  South        Furniture    Bookcases  261.9600         2      0.00   41.9136  \n",
       "1  South        Furniture       Chairs  731.9400         3      0.00  219.5820  \n",
       "2   West  Office Supplies       Labels   14.6200         2      0.00    6.8714  \n",
       "3  South        Furniture       Tables  957.5775         5      0.45 -383.0310  \n",
       "4  South  Office Supplies      Storage   22.3680         2      0.20    2.5164  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# EXPLORATORY DATA ANALYSIS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x102b6628>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 20 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# visualizing the dataset as a whole using the pair plot\n",
    "import seaborn as sns \n",
    "sns.pairplot(dataset)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# finding the pairwise correlations between the columns and visualising using heatmaps\n",
    "dataset.corr()\n",
    "plt.figure(figsize=(10,5))\n",
    "sns.heatmap(dataset.corr(), annot=True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Visualising the categories"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "plt.figure(figsize = (6,6))\n",
    "textprops = {\"fontsize\":15}\n",
    "plt.title('Category')\n",
    "plt.pie(dataset['Category'].value_counts(), labels=dataset['Category'].value_counts().index,autopct='%1.1f%%',textprops = textprops)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 720x1152 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize= (10,16))\n",
    "dataset.groupby('Category')['Profit','Sales'].agg(['sum']).plot.bar()\n",
    "plt.ylabel('Profit')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "# computing top categories in terms of sales from first 100 observations\n",
    "top_category_s = dataset.groupby(\"Category\").Sales.sum().nlargest(n=100)\n",
    "# computing top categories in terms of profit from first 100 observations\n",
    "top_category_p = dataset.groupby(\"Category\").Profit.sum().nlargest(n=100)\n",
    "\n",
    "# plotting to see it visually\n",
    "plt.style.use('seaborn')\n",
    "top_category_s.plot(kind = 'bar',figsize = (10,5),fontsize = 14)\n",
    "top_category_p.plot(kind = 'bar',figsize = (10,5),fontsize = 14,color='red')\n",
    "plt.xlabel('Category',fontsize = 15)\n",
    "plt.ylabel('Total Sales/Profits',fontsize = 15)\n",
    "plt.title(\"Top Category Sales vs Profit\",fontsize = 15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Visualising the sub categories"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "# computing top sub-categories in terms of sales from first 100 observations\n",
    "top_subcategory_s = dataset.groupby(\"Sub-Category\").Sales.sum().nlargest(n = 100)\n",
    "# computing top sub-categories in terms of profit from first 100 observations\n",
    "top_subcategory_p = dataset.groupby(\"Sub-Category\").Profit.sum().nlargest(n = 100)\n",
    "\n",
    "# plotting to see it visually\n",
    "plt.style.use('seaborn')\n",
    "top_subcategory_s.plot(kind = 'bar',figsize = (10,5),fontsize = 14)\n",
    "top_subcategory_p.plot(kind = 'bar',figsize = (10,5),fontsize = 14, color = 'red')\n",
    "plt.xlabel('Sub-Category',fontsize = 15)\n",
    "plt.ylabel('Total Sales/Profits',fontsize = 15)\n",
    "plt.title(\"Top Sub-Category Sales vs Profit\",fontsize = 15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:ylabel='Sub-Category'>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x864 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# A more detailed view\n",
    "plt.figure(figsize=(14,12))\n",
    "statewise = dataset.groupby(['Sub-Category'])['Profit'].sum().nlargest(50)\n",
    "statewise.plot.barh() # h for horizontal"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### The above graph clearly shows that Copiers and Phones have the highest sales and profit and tables has negative profit\n",
    "\n",
    "Visualising the discount"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Discount', ylabel='Profit'>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,7))\n",
    "sns.lineplot(dataset['Discount'], dataset['Profit'], data=dataset)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (6,6))\n",
    "plt.title('Region')\n",
    "plt.pie(dataset['Region'].value_counts(), labels=dataset['Region'].value_counts().index,autopct='%1.1f%%')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### The graph shows that West and East have same Profit though sales in the East are less as compared to West.\n",
    "\n",
    "<B>Visualising the Sales vs Profits in different states</B>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "# computing top states in terms of sales from first 10 observations\n",
    "top_states_s = dataset.groupby(\"State\").Sales.sum().nlargest(n=10)\n",
    "\n",
    "# computing top states in terms of profit from first 10 observations\n",
    "top_states_p = dataset.groupby(\"State\").Profit.sum().nlargest(n = 10)\n",
    "\n",
    "plt.style.use('seaborn')\n",
    "top_states_s.plot(kind = 'bar',figsize = (10,5),fontsize = 14)\n",
    "top_states_p.plot(kind = 'bar',figsize = (10,5),fontsize = 14, color = 'red')\n",
    "plt.xlabel('States',fontsize = 15)\n",
    "plt.ylabel('Total sales',fontsize = 15)\n",
    "plt.title(\"Top 10 states Sales vs Profit\",fontsize = 15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Checking the interdependency of Sales,Profits and Discounts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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nRVFsY15ulvv2+rpT9+7dmTVrFps2baJOnTr89ddfti7E7Ny4cQM/P78s+/38/OzGnuWWs7Mz7du3twWJx48f55VXXuG9997jiSeewN3dnY0bNzJjxgxiY2Px8fGhXr16uLi43PWzdK/3adiwYbi6urJ27VqmT5/O9OnTady4MTNnzqRy5co5lrdLly4MHjwYyHxfPT09qVixot37fdPt9Z6UlIROp6NUqVJ2aW6+73mpO4A33niD0qVL8+2337J582Y0Gg1t27a1dZFl56uvvmLOnDlcvXqVgIAAGjRogLOzc5Z5q1xcXOy2NRqNLc2NGzeyfIa1Wu1dP2u5ERcXR7Vq1bI99uGHH7JgwQJ++uknfvzxR5ycnOjatStTp061fdaz+2wCOR739PREr9ffd/1n9//bnfV3u7y8T0LcTgIw4TCenp74+fmxePHi+zqvVKlSmEwmbty4gZeXl23/9evXbYGbp6cniqLw5ZdfZvsXuo+PDzExMbbzbg+Grl27ZvsP0tPTk1q1amUZhwXYtQjdjbe3N4qi2Aah317em9zd3QF44YUXCAsLy5LH7S2Ld+Pp6QlkBphlypSx7T969CiqqlKnTh38/f1p2bIlv/zyC+fPn6dKlSp3ffLM29s7S9kBrl69el/TBfTu3Zv69evzxhtv2O2vWbMmo0eP5sUXX+TSpUvodDpGjx7N008/zapVq2wtLncbP5Ob90mr1TJgwAAGDBjAxYsXiYqKYt68eUydOpVPP/00x3L7+vpSv379XN/nTd7e3pjNZq5fv24XhN18eOHOwCy3XFxcGDVqFKNGjeL06dP88ssvLFy4kLlz5/LWW29lSb9nzx4mTZrE//73P/r27Wv7bPfo0eO+rluqVKks9a+qqt1YyPsVExNDXFwcPXv2zPGaEydOZOLEiRw9epTvvvuOZcuWUaNGDZ577jmALPPoXb58mbNnz9ru887P7o0bNzAajXb1f2dgf7eWrdy63/dJiDtJF6TIN3e2GDRu3JiEhATc3NyoX7++7fX999/z3Xff5ZhP06ZNAeyeKEpKSiI6Otoub1VVMRgMdnnv3LmTzz77DJ3u1t8Wmzdvtv1sNBrZsmULzZo1A6BRo0acP3+eChUq2PKoV68en332Gb///nuu7vvmI/g3n0S86ebgZgAPDw9q1apFbGysXXmdnJyYPXs2ly9fztW1goOD0el0dvcE8Oabb9pNlvnUU0+xbds2fv31V5544om75tm4cWM2btxo11116tQpTpw4QaNGjXJVLsjsov7++++5cuVKlmNnz57Fzc2N8uXL8/fff2MymRg2bJgt+EpNTWX//v05tjjk5n0aNGgQM2bMsJWlf//+dOjQgUuXLuX6Hu5H48aNgcz57263YcMG/Pz87FpQ7+b2743FYuHxxx/ns88+A6BatWq88MILNGzYMMf7iI6ORlEUXnjhBVtQEhcXx4kTJ+5r5vZmzZpx8uRJ2x8ukPngyJ3dmPdj8eLFODk58dRTT2U5lpCQQGhoqO17Xrt2bcaPH0/58uW5dOkSHh4eBAUFZfkerly5kldeeYVq1arh4+OTbf0Dts+uh4eH3WfSarXm+FDA3Tzo+yTEnaQFTOQbLy8v0tLSiIqKIjg4mHbt2lG/fn2GDRtGREQE5cqV45dffuH//u//7voXYrVq1XjiiSeYPn06GRkZlC9fnsWLF9s9Wl67dm06d+7Mq6++SkREBNWrV2fPnj1ERkYyZMgQu/8sFy5ciJOTE1WrVmXFihWkpqYyZMgQILOVYOXKlQwaNIhhw4ZRqlQpVq9enavA5XYjR45kyJAhvPbaa3Tt2pVdu3ZlCchGjRrFiy++iIeHBx07diQxMZE5c+ag0WgICgrK1XX8/Pzo06cPkZGRtnFpP/30E0ePHrXrZgwLC+PNN9/kr7/+uufcWyNGjKBPnz4MHTqUAQMGkJyczJw5c6hQoUK2vzhzMnr0aHbu3EmPHj0YMGAAderUwWw2s337dtsvTTc3N2rXro1Wq+X999/nP//5D4mJiSxdupSrV6/m2OqYm/epcePGREZGEhAQQP369Tl16hQ///yzbXUGo9HI33//TdmyZe3GOeVVrVq16Ny5MzNnziQlJYWaNWuyceNGfvzxR958881suzCz4+XlxV9//cWePXt49NFHCQ4OZsGCBTg7O1OtWjUOHTrE/v37c/zO1K9fH6vVyvTp0wkPD+fSpUtERkZiNBpzHJ+ZnaeeeoqlS5cyYsQIXn75ZdLT0/nwww9zHDt4u/T0dNsfSBaLhWvXrvHjjz/y888/M378eCpVqpTlHF9fX6pUqcI777xDamoq5cqV4/fff+fixYt07NgRgBdffJHRo0czadIkwsPDOXHiBCtWrGDcuHFotVoiIiKYNm0a3t7ehIWFcfz4cebNm0d4eLjtO9WmTRuWLVvGypUrqVGjBl9++SXXrl2ztUrn1oO+T0LcSQIwkW+6devG+vXreemllxg9ejRDhw5lyZIlzJo1i/fffx+DwUCVKlWYMWMGzzzzzF3zeuedd/D19WXevHmYTCZ69OhBmTJlSE9Pt6WZNWsWc+fO5eOPP+batWtUqFCBsWPH2sbz3DRu3DhWrVrF+fPnCQ4O5vPPP7f9QvDw8ODzzz/nvffeY8qUKRiNRh555BEWLlxI27Ztc33vLVu2ZN68ecydO5cffviB+vXr8+qrr9rNPxQWFsbChQtZsGAB33zzDR4eHrRo0YJXXnkly/iTu3n99dfx8fHh888/JzExkUceeYRPPvnErhvN2dmZZs2akZCQkO0vv9vVq1eP5cuXM3v2bEaPHo2rqytt27bl1VdfzTIO724CAwNZt24dkZGR/N///R9XrlxBp9NRu3ZtZs+eTadOnYDMgezvvvsu8+fPZ9iwYQQEBNC2bVueffZZpk6dSlxcnF33KuTufRoxYgRWq5UvvviCOXPmEBAQwH//+18iIiKAzLmyevfuTURExF3nRLsfNz+Dn332GdevX6datWq8//779xW8Dx8+nMmTJzN06FB++eUX3njjDdzc3GwD6StUqMD48eNz7MZr3rw5r732GitWrODrr7+mbNmydOnSBZ1Ox/Lly3PdguXs7Mzy5cuZNm0aEyZMwMvLi5dffpn333//nufGxsbSu3dvIHPMoqenJ3Xr1mXhwoXZdrnfNHv2bN577z1mzZrF9evXqVq1KrNmzaJFixZA5gMOc+bMYeHChaxbt47y5cszfvx4+vbtC0Dfvn1xcXFh6dKlfPXVV5QuXZqBAwfyv//9z3aNESNGEB8fz4cffohOp+OJJ55g+PDhrFq1Klf1ctODvk9C3ElR76eNWohiZPfu3fTv35+1a9fmaYxPcZaRkUGbNm145ZVX5BfCbdauXUtCQoJtaRwhhCgsMgZMiBIkKSmJ+fPnM2TIELRard2izw+7lJQUvvjiC5o3b17YRRFCCOmCFKIkcXZ25vPPP8fZ2ZlZs2bdV9dmSefm5sbbb7+d7ULiQghR0KQLUgghhBAPBavVypQpUzh+/Dh6vZ63336bKlWq2I4vXbqUH374AUVRGDFihO2BEEeQFjAhhBBCPBSioqIwGo2sXr2a6OhoZs6caVtr98aNG6xYsYJff/2VtLQ0nnrqKYcGYDIGTAghhBAPhf3799O6dWsgc2muI0eO2I65urpSvnx52xJzty8J5wjSApZH8fHJ+Zqfj48biYkPPjuzuDup54Ih9ex4UscFQ+r5loAAzwK9nvVy7uZHvJOm7IkcjxkMBrvpdbRaLWaz2TZ5d7ly5ejWrRsWi4Xhw4fn6fq5LqdDcxe5ptM5bsFbcYvUc8GQenY8qeOCIfVceKx5/Hc3Hh4etjWFIXNM2M3ga8uWLVy5coWNGzfy+++/ExUVxeHDhx12fxKACSGEEKLIsajWPL3uplGjRmzZsgXIXMbr9lVIvL29cXFxQa/X4+zsjKenJzdu3HDY/UkXpBBCCCGKHCv5P0lDx44d2b59O3369EFVVaZPn86yZcuoXLkyYWFh7Nixg169eqHRaGjUqBEtW7bM9zLcJNNQ5FF+jwELCPDM9zxFVlLPBUPq2fGkjguG1PMtBT0GLOVSlXsnyoZ7ubP5XBLHkBYwIYQQQhQ5lhLePiQBmBBCCCGKHEd0QRYlEoAJIYQQosixSAAmhBBCCFGwpAVMCCGEeADJiQY2RP6C1Wol9Lk2lKtWprCLJEShkwBMCCGEw6SnZPDefz7k1MEzAOzbcJDxX7xM6SoBhVwyUdSV9EH4MhGrEEIIh9n30wFb8AVw6dRldnyzqxBLJIoLax5fxYW0gAkhhHAYDx8PFI2Car3VmuHs7lKIJRLFRUkfhF8kW8AsFguffPIJHTt2JCQkhJ49e7Jz507bcVVViYyMJDQ0lAYNGjBw4EBOnTpll4fRaGT69Om0bNmSkJAQRo0aRVxcnF2apKQkJkyYQLNmzXj00UeZOHEiBoOhQO5RCCEeBg3a16NN75ZodJm/bhp2CKbjwHaFXCpRHFjUvL2KiyI5E/7HH3/MnDlzGDVqFMHBwXz99df88ssvrFmzhjp16jB//nw+/vhjXnnlFSpUqEBkZCRxcXFs2LABT8/MmXpfe+01Nm3axPjx43Fzc2P27Nm4urryzTffoNVmLq7av39/zp8/z6uvvkp6ejrvvfcewcHBLF68+J5llJnwiyep54Ih9ex4xamOVVXl3N/nMaWbqNYwEI22SP7tn63iVM+OVtAz4Z8+Xy5P51WreCmfS+IYRbILct26dTz++OOMGDECgGbNmrF//37Wrl3LmDFjWLJkCREREfTv3x+AJk2a0K5dO9auXcvAgQM5d+4c69ev54MPPqBr164A1KpVi/DwcDZu3EinTp3YtWsXu3fvZs2aNTRo0ACAsmXLMmDAAP766y/q1q1bODcvhBAljKIoVKlbqbCLIYoZC0phF8GhiuSfIUajEQ8PD9u2VqvF09OTpKQkDh06RGpqKmFhYbbj3t7eNG3alK1btwKwa1fmAM/Q0FBbmsDAQB555BFbmp07d+Ln52cLviAz0PPw8LClEUIIIUThsKp5exUXRTIAe/755/n222/ZuXMnycnJLF++nJMnT9K1a1diYmIAqFTJ/q+pihUr2o6dOXMGf39/3Nzc7pqmcuXKdsc1Gg0VKlSwpRFCCCFE4bCg5OlVXBTJLsj//Oc/7Nq1iwEDBtj2vfTSS4SFhbF48WL0ej16vd7uHHd3d9sA+pSUFNzd3bPk6+7uzuXLl++ZJjcD8X183NDptPdzW/dU0P3rDyup54Ih9ex4UscFQ+q5cBSnYCovilwApqoqgwcP5tSpU0yePJnq1auzY8cOFixYgJeXF6qqoijZvyk39+c2jUaTfQNgTvtvl5iYmpvbyTUZ6FkwpJ4LhtSz40kdFwyp51sKOhC1qhKAFaj9+/ezf/9+5syZQ5cuXYDMsVkWi4X333+fl19+GaPRiMlkwsnJyXZeSkqK7QlIDw8PUlJSsuR9Z5r4+Phs01StWtURtyaEEEKIXCrpLWBFbgzYzS7Chg0b2u1v3LgxaWlpKIqCqqqcP3/e7vj58+dtgVNgYCBXr14lPT39rmliY2PtjlutVi5cuCABmBBCCFHILGjy9CouilxJAwMDAThw4IDd/kOHDqHT6ejUqRPOzs5ERUXZjiUlJbFnzx6aN28OQPPmzbFYLGzatMmWJiYmhpMnT9qliY+P5/Dhw7Y0u3fvxmAw2NIIIYQQonBYVSVPr+KiyHVB1qtXj9DQUN566y2uX79O9erV2bNnD59++in9+/enbNmy9O3bl7lz56LRaAgMDGTRokV4eHjQs2dPACpXrkx4eDiTJk3CYDDg5eXF7NmzqVmzJh06dADgscceo0GDBkRERDBu3DjMZjPvvvsuoaGh1KtXrzCrQAghhHjolfQuyCI5E356ejpz5szhxx9/JCkpiSpVqvDcc8/Rp08fFEXBbDYzZ84c1q1bR2pqKiEhIUycOJHq1avb8khNTWXGjBn88ssvWK1WWrRowcSJEylTpowtzbVr15g2bRp//PEHer2esLAwXn/9dbs5yHIiM+EXT1LPBUPq2fGkjguG1PMtBT0If2tMjTyd1zrwn3wuiWMUyQCsOJAArHiSei4YUs+OJ3VcMKSebynoAOyPmKA8ndc28EQ+l8QxitwYMCGEEEKIkq7IjQETQgghhCjpY8AkABNCCCFEkWNRS3YnnQRgQgghhChyrNICJoQQQghRsIrTpKp5IQGYEEIIIYocR3RBWq1WpkyZwvHjx9Hr9bz99ttUqVIFgKNHjzJ9+nRb2ujoaBYsWECbNm3yvRwgAZgQQgghiiCrA1rAoqKiMBqNrF69mujoaGbOnElkZCQAtWvXZuXKlQD89NNPlC5d2mHBF0gAJoQQQogiyOKAZYX2799P69atgcw1p48cOZIlTWpqKvPmzWPVqlX5fv3bSQAmhBBCiCLHEWPADAaD3Wo3Wq0Ws9mMTncrHFq7di3h4eH4+vrm+/VvV7JHuAkhhBCiWLKqmjy97sbDw4OUlJRb17Ba7YIvgO+//962trQjSQAmhBBCiCLHgiZPr7tp1KgRW7ZsATIH2QcF2S93lJycjNFopFy5cg67r5ukC1IIIQrApX8u839T13AjwUC1BlXo+1YftDptYRdLiCLLEWPAOnbsyPbt2+nTpw+qqjJ9+nSWLVtG5cqVCQsL48yZM1SoUCHfr5sdCcCEEKIALH55KSf2/APAyb3/4OLhSu/XninkUglRdDniKUiNRsPUqVPt9lWvXt32c3BwMAsXLsz362ZHAjAhhHAwY7qJy6fj7PZd+udyIZVGiOKhpC9FVLLvTgghigC9ixMBlf3t9pWu4p9DaiEEZC5FlJdXcSEtYEIIUQAGv/9fvpj6FTeu3aBqcBV6TZDuRyHupqS3gEkAJoQQBSCwXmVeWzO2sIshRLFR0teCLNl3J4QQQghRBEkLmBBCCCGKHKsDpqEoSiQAE0IIIUSRI12QhWTnzp307NmT4OBg2rVrx0cffYTFYgFAVVUiIyMJDQ2lQYMGDBw4kFOnTtmdbzQamT59Oi1btiQkJIRRo0YRF2f/GHhSUhITJkygWbNmPProo0ycOBGDwVBg9yiEEEKI7DliKaKipEiWdP/+/QwdOpTq1auzePFinn/+eT755BMiIyMBWLBgAZGRkQwaNIjZs2eTnJzMgAEDSE5OtuUxefJkvv32W8aOHcuMGTM4duwYw4YNswVxACNHjmTPnj1MmTKF119/nU2bNjF2rAySFUIIIQqbBSVPr+KiSHZBfvDBB7Rs2ZKZM2cC0Lx5c65fv87u3bsZMGAAS5YsISIigv79+wPQpEkT2rVrx9q1axk4cCDnzp1j/fr1fPDBB3Tt2hWAWrVqER4ezsaNG+nUqRO7du1i9+7drFmzhgYNGgBQtmxZBgwYwF9//UXdunUL5+aFEEIIUaxas/KiyN1dQkICBw4coFevXnb7X3nlFVauXMmhQ4dITU0lLCzMdszb25umTZuydetWAHbt2gVAaGioLU1gYCCPPPKILc3OnTvx8/OzBV8AzZo1w8PDw5ZGCCGEEIWjpLeAFbkA7Pjx46iqipubGyNGjKB+/fo0b96cefPmYbVaiYmJAaBSpUp251WsWNF27MyZM/j7++Pm5nbXNJUrV7Y7rtFoqFChgi2NEEIIIQpHSR8DVuS6IBMTEwEYN24cjz/+OAMGDGDv3r1ERkbi7OyMqqro9Xr0er3dee7u7rYB9CkpKbi7u2fJ293dncuXL98zTW4G4vv4uKHTae/7/u4mIMAzX/MT2ZN6LhhSz44ndVwwpJ4Lh8yEX8BMJhMArVq1Yvz48QA89thjJCYmEhkZybBhw1CU7JsYb+5XVTVXaTSa7N/cnPbfLjEx9Z5p7kdAgCfx8cn3TigeiNRzwZB6djyp44Ih9XxLQQeixWldx7wocuHlzVap1q1b2+1v0aIFqampeHl5YTQabYHaTSkpKXh6Zn44PDw8SElJyZJ3btN4eHjky70IIYQQIm8sqiZPr+KiyJX05risOwMss9kMgE6nQ1VVzp8/b3f8/PnzVK1aFcgccH/16lXS09PvmiY2NtbuuNVq5cKFC7Y0QgghhCgcVlXJ06u4KHIBWI0aNShTpgw///yz3f4//viD0qVL061bN5ydnYmKirIdS0pKYs+ePTRv3hzInLbCYrGwadMmW5qYmBhOnjxplyY+Pp7Dhw/b0uzevRuDwWBLI4QQQojCYUGTp1dxUeTGgGk0GsaMGcP48eOZPHky4eHh7Nixg3Xr1jFlyhQ8PDzo27cvc+fORaPREBgYyKJFi/Dw8KBnz55AZitaeHg4kyZNwmAw4OXlxezZs6lZsyYdOnQAMseVNWjQgIiICMaNG4fZbObdd98lNDSUevXqFWYVCCGEEA+94tSalRdFLgADeOqpp9DpdCxevJhvvvmGcuXK8dZbb9G7d28AxowZg0ajYenSpaSmphISEsLMmTNt47sAZsyYwYwZM5g1axZWq5UWLVowceJEtNrMJxcVRSEyMpJp06YxadIk9Ho9YWFhvP7664Vyz0IIIYS4xVqMWrPyQlFVVS3sQhRH+f1UjDxpUzCknguG1LPjSR0XDKnnWwr6KciXo/vk6bwPG36ZzyVxjCLZAiaEEEKIh1tJ74Is2e17QgghhBBFkLSACSGEEKLIKU7LCuWFBGBCCCGEKHKK08LaeSEBmBBCCCGKnJI+BkwCMCFEgTKmm4g/F49POR/cPF0LuzhCiCJKuiCFECKfxBw5y6KRSzh39DwBFf3oN+05mnQJKexiCSGKIEcsxm21WpkyZQrHjx9Hr9fz9ttvU6VKFdvxP/74gwULFqCqKnXr1mXy5MkoimNa4kp2eCmEKBBb12xn0eglrJqymozUjBzTfTPre879fR5UiI+9xvoPvy/AUgohihOLquTpdTdRUVEYjUZWr17N2LFjmTlzpu2YwWDg/fffZ9GiRXz11VdUqFCBxMREh92ftIAJIR7IH19sZdmEzzGmGwG4ePIS7/86Kdu0dwZnaSnpDi+fEKJ4ckQX5P79+2ndujUADRs25MiRI7ZjBw8eJCgoiHfffZfY2Fh69uyJr69vvpfhJgnAhBAP5M8//rYFXwCnDpwmzZCWbdr6oXU5uvMYZqMFgDotaxVIGYUQxY8jBuEbDAY8PDxs21qtFrPZjE6nIzExkd27d7N+/Xrc3Nx4/vnnadiwIVWrVs33coAEYEKIB+R6x0B6N2839K56SDNnSfv4/8Lx9PPg9MEzBFQOoOuITgVVTCFEMeOIMWAeHh6kpKTcuobVik6XGQqVKlWK+vXrExAQAECTJk04evSowwIwGQMmhHggPSc8Ra3mQTi7ORNQyZ9nX3nStuh9dtr2bsXAmf14/H/haDTyX5AQIntWVcnT624aNWrEli1bAIiOjiYoKMh2rG7dupw4cYKEhATMZjOHDh2iRo0aDrs/aQETQtzThRMX2bvhAN4BXrT9Tyu7wMnLz4s3vhnHjavJuHm5oXdxKsSSCiFKCkeMAevYsSPbt2+nT58+qKrK9OnTWbZsGZUrVyYsLIyxY8cyZMgQAMLDw+0CtPwmAZgQ4q5OR59h7pCFxMdeA+DYrhOM+Giw3aPZGo2GUqW9C6uIQogSyBFjwDQaDVOnTrXbV716ddvP3bp1o1u3bvl+3WzLUiBXEUIUW5s+32oLvgD2/LifG/E3CrFEQoiHgRUlT6/iQlrAhBB3pdHY/4em1WnR6HIe4yWEEPmhpC9FJC1gQoi76jK8ExWCygOg02tp26cVnr4e9zhLCCEejCMG4Rcl0gImhLirctXKMGn9OPb/HI1/RT/qt61b2EUSQjwEilMwlRcSgAkh7snLz4t2z7cp7GIIIUSJIQGYEEIIIYqckt4CVuTHgBmNRrp06cKECRNs+1RVJTIyktDQUBo0aMDAgQM5depUlvOmT59Oy5YtCQkJYdSoUcTFxdmlSUpKYsKECTRr1oxHH32UiRMnYjAYCuS+hBBCCJGzkv4UZJEPwObPn8/p06ft9i1YsIDIyEgGDRrE7NmzSU5OZsCAASQnJ9vSTJ48mW+//ZaxY8cyY8YMjh07xrBhw7BYLLY0I0eOZM+ePUyZMoXXX3+dTZs2MXbs2AK7NyGEEEJkTwbhF6K///6blStX4uPjY9tnMBhYsmQJERER9O/fH8hcr6ldu3asXbuWgQMHcu7cOdavX88HH3xA165dAahVqxbh4eFs3LiRTp06sWvXLnbv3s2aNWto0KABAGXLlmXAgAH89ddf1K0rA42FEEKIwlKcgqm8KLItYGazmddff53BgwdTpkwZ2/5Dhw6RmppKWFiYbZ+3tzdNmzZl69atAOzatQuA0NBQW5rAwEAeeeQRW5qdO3fi5+dnC74AmjVrhoeHhy2NEEIIIQpHSW8BK7IB2CeffILJZGLYsGF2+2NiYgCoVKmS3f6KFSvajp05cwZ/f3/c3NzumqZy5cp2xzUaDRUqVLClEUIUvpjz15i9JIp3F//Klj3/FHZxhBAFpKQHYEWyC/LUqVMsWrSIzz77DL1eb3fMYDCg1+uz7Hd3d7cNoE9JScHd3T1Lvu7u7ly+fPmeaXIzEN/Hxw1dPs8GHhDgma/5iexJPReM/KjnlNQM5izbzNkLmUshHTl+kUoVfWjaIPCB8y4J5LNcMKSeC4dajIKpvChyAZjVamXixIn06NGDkJCQLMdVVbVbBPh2N/fnNo1Gk30DYE77b5eYmHrPNPcjIMCT+PjkeycUD0TquWDkVz0f+jvWFnwBGFIz2LrrJFXL+z1w3sWdfJYLhtTzLQUdiBanJxrzosh1Qa5cuZJLly4xevRozGYzZrMZyAyYzGYznp6eGI1GTCaT3XkpKSl4emZ+ODw8PEhJScmSd27TeHjIMitCFAXlynjj4XartVsB/H3k+ynEw6Ckd0EWuQAsKiqKy5cv8+ijj1K3bl3q1q3LsWPHWL9+PXXr1kWn06GqKufPn7c77/z581StWhXIHHB/9epV0tPT75omNjbW7rjVauXChQu2NEKIwlXaz4vnn2xKudJe+Pt40KFVLcJlKSQhHgqqquTpVVwUuS7It956K0vL1CuvvELVqlV58cUXqVq1Ku+88w5RUVEMHToUyJxQdc+ePURERADQvHlzLBYLmzZtsk1DERMTw8mTJ+3SLF68mMOHDxMcHAzA7t27MRgMNG/evKBuVwhxD+Ft69K5TR2sqoo2F8MDhBAlQ3FqzcqLIheAVatWLcs+FxcXSpUqRf369QHo27cvc+fORaPREBgYyKJFi/Dw8KBnz54AVK5cmfDwcCZNmoTBYMDLy4vZs2dTs2ZNOnToAMBjjz1GgwYNiIiIYNy4cZjNZt59911CQ0OpV69ewd2wEOKeFEVBm8O4TiFEyVScWrPyosgFYLkxZswYNBoNS5cuJTU1lZCQEGbOnGkb3wUwY8YMZsyYwaxZs7BarbRo0YKJEyei1WY+uagoCpGRkUybNo1Jkyah1+sJCwvj9ddfL6zbEkIIIcS/SnoLmKKqqlrYhSiO8vupGHnSpmBIPRcMqWfHkzouGFLPtxT0U5CP/pS3BpG9Xabnc0kco1i2gAkhhBCiZCvp01BIACaEEEKIIkfGgAkhhBBCFLCSPgYs1wGYqqp2k5T+9NNPXLp0ibZt21K9enWHFVCI4sBqsfLLkiiS4pNp1CmYoEcfKewiCSGEKMJyNanO8ePHad++PZ988gkAM2fOZMyYMcyePZunn36anTt3OrSQQhR1kSM/ZeWkL/nuox+ZPWA+hzYfKewiCSFEsaaqeXsVF7kKwN5//318fX3p3r07qampfPnllzzzzDMcPnyYLl26MGfOHAcXU4iiK/VGKtEb/7Rt37iazI5vdhdiiYQQovgr6TPh5yoAO3jwIKNHj6ZGjRps27aNjIwMevbsiUaj4emnn+b48eOOLqcQRZbOSYeTs31vvk6vLaTSCCFEyVDSA7BcjQHTaDTodJlJ//jjD7y9vWnYsCGQuQyQm5ubwwooRFGnd9XTeXAHvp37A+kpGVSqU5EnRnYt7GIJIUSx5ohB+FarlSlTpnD8+HH0ej1vv/02VapUsR1/++23OXDgAO7u7gAsXLjQbpL3/JSrAKxhw4YsWbKE69evs2HDBrp16wbA0aNHmT9/Po0bN3ZI4YQoLp4c3Y0m4SHEnb1C7RY1cfVwLewiCSFEseaI8VxRUVEYjUZWr15NdHQ0M2fOJDIy0nb8r7/+4tNPP8XX1zf/L36HXHVBvvbaa5w/f54xY8ZQpkwZRo4cCcDQoUMxmUyMGzfOoYUUojioULM8jTo1LBbB1+noM+zbcID0lIzCLooQQmTLEV2Q+/fvp3Xr1kBm49KRI7cemLJarZw9e5Y333yTPn36sHbtWofeX65awKpVq8bPP//MtWvX8PPzQ/l3UdwlS5ZQo0YN2/qKQoii7/+mruGXTzdiyjBRNbgKr6wajU+ZUoVdLCGEsOOI8VwGg8E2nRaAVqvFbDaj0+lITU2lb9++DBw4EIvFQv/+/alXrx61atXK93JALlvA+vfvz+nTp/H397cFXwA1a9bk5MmTPPnkkw4pnBAif12/ksTGFb9jyjABcObwWb6f91Mhl0oIIbJS8/i6Gw8PD1JSUmzbVqvVNsbd1dWV/v374+rqioeHB4899hjHjh3L35u6TY4tYBs3bsRisQCwZ88eNm3axKlTp7Kk27FjB+fOnXNYAYUQ+ceUYcKUYbbbZzFbCqk0QgiRM0e0gDVq1IjNmzfTtWtXoqOjCQoKsh2LiYnhpZdeYv369VitVg4cOMDTTz+d72W4KccAbNeuXaxcuRIARVH44IMPcsxk2LBh+V8yIQrIX1uP8t28DWSkGQnpEMyTo7sVdpEcxr+iHyEdgtm74QAAfhV8ad2rRSGXSgghsuGAQfgdO3Zk+/bt9OnTB1VVmT59OsuWLaNy5cqEhYXx5JNP0qtXL5ycnHjyySd55BHHrWqiqGr2zxkYjUbi4+NRVZUOHTowf/58ateubZdGq9Xi4eFh15/6sIiPT87X/AICPPM9T5HVnfWckpTKxI5vceVsPAAarYYhs/5L6HOtC6uIDmcxW/jl0yhSrqfStHtjqtStnO/XkM+z40kdFwyp51sCAhwzHUNOHvnq7Tydd7LnG/lcEsfIsQVMr9dToUIFILM7snTp0jg5ORVYwYQoCLFHz9uCL8hc03HtrG9p1aM5On3JXKteq9PSdUTnwi6GEELcVXFaVigvcvwN8/bbbzNo0CDKly/PsmXL7pnRG28Uj4hTPFziz13l61nfkpGaQaNODXjmxXC74xVrlsfNy5XUG2m2fQkXEtj13V5a9Whe0MUtdGaTmRtXk/Hy90TnVDIDUCFE8VCcZrXPixz/h920aRM9evSgfPnybNq06a6ZKIoiAZgockwZJuYOWcjpQzEAHNr0JwHlSlGrdV1bGg8fD5p0a8SWL7bbnat1evimVjm+5yRLXl3BlZgrlK1elqEfDKB6SNXCLpYQ4mH1sAZgzz33HD4+PgD3DMCEKIriYq7Ygi+A9JQMDvz2p10ABjBwel/iTl3h+J6TAIR0DKZpN8ev7mA2mtHoNGg0uZoNxuHWvrue88cuAHDur1i+encdE74cU8ilEkI8rB7aLsj58+cTEhJCmTJlqF27NqtXryY4OLggyybEfTGmm1g2YSWxRy/gU7YUXYZ1AAW7J2lij1/Icp6zmzOvrRnLtrU7cXJ2osUzzdDqHNcCZrVYWTx6CX/+8Td6Vz3d/hdOxwHtHHa93EpNTrXfvpGaQ0ohhCgAD2sA5u3tzYIFC2jVqhWqqvL999+zf//+bNMqisKAAQPyrVAWi4UVK1awZs0aLl26RPny5Xnuued4/vnnURQFVVVZtGgRq1evJjExkUaNGvHGG29QvXp1Wx5Go5FZs2bx448/kpqaSuvWrZk4cSJlypSxpUlKSmLGjBls3rwZq9VKp06deO211x7KpzpLglWTv+SPL7bZtpOuJmX5AleuVSHbc/Wuetr3a+vI4tn8uOgXtn6107b91bvraNIlpNBno6/Z9BHOHDqbuaFAzWaOe/xaCCEedjkGYGPGjGH69Ons2LEDRVFsc4JlJ78DsIULF/Lxxx/zv//9j4YNG7Jv3z6mT59OWloaQ4cOZcGCBXz88ce88sorVKhQgcjISAYMGMCGDRtsq5ZPnjyZTZs2MX78eNzc3Jg9ezbDhg3jm2++sS2dNHLkSM6fP8+UKVNIT0/nvffe4+rVqyxevDjf7kUUnLiYK3bbSVeSqNGoGv8cOA2Aq5crj3ZpWAgls3c9Lslu25BgIP7c1UIPwPpO7YN3aW8unbpMhaDyPP6/8HufJIQQDvLQDsJ/8sknbUsM1apVizVr1hRIF6TFYmHZsmUMHjyYF154AYDmzZuTkJDA0qVL+c9//sOSJUuIiIigf//+ADRp0oR27dqxdu1aBg4cyLlz51i/fj0ffPABXbt2td1DeHg4GzdupFOnTuzatYvdu3ezZs0aGjRoAEDZsmUZMGAAf/31F3Xr1s2+gKLAWS1WFI1itwxWdkpX9rfbLhNYhhfmD+GbWd+RnppOk/AQmnd/tNDn9Knftg6/f7GVtH+fvKxStxJV6lYq1DIBaDQanhxVciehFUIUMw9rF+TtVqxYYde950gGg4GnnnqKTp062e2vWrUqCQkJ7Nq1i9TUVMLCwmzHvL29adq0KVu3bmXgwIHs2rULgNDQUFuawMBAHnnkEbZu3UqnTp3YuXMnfn5+tuALoFmzZnh4eLB161YJwIoAVVVZ8cYX7P3pAFqdlo4D2t21Vabf1P9gTDdx4fgFSpUpRb9p/8GnTCkGv9+/AEt9bw3Dghn8Xn/2btiP3lXPUy91x9nNubCLJYQQRcpD2wJ2u6ZNm3Ly5EnmzZvH3r17MRgMlCpVisaNGzNixIh8XSnc29ubN998M8v+zZs3U7ZsWeLi4gCoVMm+xaBixYq2pzXPnDmDv78/bm5uWdLExMTY0lSubD8DuEajoUKFCrY0onAcjDrM4d+PkHAxgX0/HUS1Zv4Z9M0H31GvdW0C61fJ9jy9q54X5g3JMV9VVfnu18P8deICVSr40qFl7Xu2qjlKi6eb0eLpZoVybSGEKBakBQyOHDlC37598fX15YknnsDPz4+rV68SFRVF7969+fzzz6lXr57DCvnVV1+xY8cO3njjDQwGA3q9Hr1eb5fG3d0dg8EAQEpKCu7u7lnycXd35/Lly/dMczOfu/HxcUOXz0/KFfQyD0XR1m92EfnixxiuZ30CL92QTtLFawS0z9tn7eP/28qqdXuwWlW0WoXUDBND+rR60CKLHMjn2fGkjguG1HNhKfotYIsXL2b48OF2+2bPns2YMfeewidXAdj7779PgwYN+PTTT+2WI3rllVcYOnQoH374IUuWLLnPYufOd999x+TJk+ncuTN9+/Zl8eLFObZa3Nyvqmqu0uQ0/1Ju5mVKTMzfR/RlvbFMm77ckW3wBVC2amkCQ6rnuZ527DuN9d/WNItFZce+0zwZ1uAeZ4m8kM+z40kdFwyp51sKPBAtwi1gs2bN4tq1a2zatMmu18xsNnP48OH8C8AOHTrEnDlzsqwFqdfrGTBgAGPHjr2/kufSsmXLePfdd2nfvj2zZs1CURQ8PT0xGo2YTCa78qSkpNiegPTw8CAlJSVLfnemiY+PzzZN1aoy+3dh0bvat2x6+nkQ1DQIvbOOriM64V3aO895uzjbf9ydS+haj0IIUSIU4QCsU6dOnDp1il27dtG0aVPbfq1Wy4svvpirPHL1G8jb2zvHbjmDwYBOl/+/yGbPns3ixYt56qmneOedd2zXqFKlCqqqcv78ebtA6fbtwMBArl69Snp6Oi4uLnZpGjdubEtz4MABu2tarVYuXLhA9+7d8/1+xC1mo5l1s7/j6sVEHmlUjQ63TUL69JjuxBw5x+mDZ/DwceeZsU/SeXDYXXLLlJZu5ETMFcr5e1PaP/u/0np0aURC0nYuxl2nXIAXPbqE5Ns9CSGEyGdFeBB+cHAwwcHBdOjQwdawc79yFTm1bt2aOXPmUKdOHapVq2bbf/r0aebOnUvr1q3zdPGcLF++nMWLF9O/f39ef/11u+7EkJAQnJ2diYqKYujQoUDmhKp79uwhIiICyJy2wmKxsGnTJts0FDExMZw8edIuzeLFizl8+LBteo3du3djMBho3vzhW4S5IC1+aSnbv858UnXHN7tIS0mn+4tdAPAr78vkbydw4cRFfMr64B3gdc/8Yi8lMOuTKM5dTMTdTc9z3R+la7us48Qa1K7Isln9+PPoBcoFeON2R2ubEEKIoqM4LEUUFRXFzJkzuXHjBnBrCNTRo0fveW6uArCxY8fSp08funfvTo0aNfD39+fq1av8888/lCtXjnHjxj3YHdzmypUrzJo1i6CgILp168ahQ4fsjterV4++ffsyd+5cNBoNgYGBLFq0CA8PD3r27AlA5cqVCQ8PZ9KkSRgMBry8vJg9ezY1a9akQ4cOADz22GM0aNCAiIgIxo0bh9ls5t133yU0NNShDxQIOLnvH9vPFpOFv7cfswVgAE7OTjk+6Zidr3+O5tzFRABSUo18t/Ew4W3rotFk/evJ3c2Z6pUDHqD0QgghCkQxCMDmz5/PypUrCQoKuu9zcxWA+fj4sG7dOr7++mv27dvHjRs3qFq1Kj169OCZZ57J9mnCvNq2bRtGo5ETJ07Qu3fvLMd37tzJmDFj0Gg0LF26lNTUVEJCQpg5c6ZdM+CMGTOYMWMGs2bNwmq10qJFCyZOnGibBV9RFCIjI5k2bRqTJk1Cr9cTFhbG66+/nm/38rCzWqxc/OcyV85e4ej2Y+jdnHliZFfcvOynB3HzdL3vvFVVxZCagburM2azxe6Y0WTBqlrR4Lj1HIUQQjhYEe6CvKlMmTJ5Cr4AFFW9dyPfiy++yH//+1+7gWYPu/x+KqakPWmzd8MBPn5pKSlJ9k801mtdm05Dwvi/t74i8fJ1KtWqwIuRwygTWDrXecdeTOCjFX9w7uI1XJ31hNSpyN7DZ0lJMwLQvnkQI/+b/eLWJa2eiyqpZ8eTOi4YUs+3FPRTkIGfvJ+n82KGvprPJcnZO++8Q1xcHC1btsTZ+daE2k899dQ9z81VC9iOHTvo169fngsoSj6zycyX73zNxZOX8PD1YM93ezGmm7KkO7LtKM+/1Zv3/phGcqIBb38vNNp7T/txu1Xr9/DPv+s+Go1pbNl7km7t6qHVaPEt5U63bMZ/3enYrhMc23WCSrUr0rhzw/u6vhBCiAJQDLogDQYD7u7uREdH2+3PtwCsffv2fPXVV9SrVw8PD4+8lFGUQOkp6Wi0WvQuTnwy5jO2rtlxz3OcXZ1x93ZHp9flefHp5NQMu22rFc5eSOStlx7P1fnb1u5k+cT/I+V6CnpnJ54a052ncnmuEEKIAlIMuiBnzJiR53NzFYClp6fzxx9/sGHDBnx9ffH19bU7rigK3333XZ4LIYoXVVX5dOxn7Pv5IIpGgyndSFpy+r1PVCB8aAf8K/o90PVrVi3N0X8u2+80mfn5k9/QuznTtndLtHdZpWDbVztJuZ45T5wxw8TOdbslABNCiKKmGLSAtW/fPtuJ3zdu3HjPc3MVgHl5ecncWMJm8+db2Px/W+/65dDoNFjNVlsSZ1c9Pcc/TbcXOt/XtVRV5cTeU5iMJmo/FoRWp6Xf049xKf4G+/88h9lixcdFx41v97Li5CUADvwSzZhlETl2bSpa5Y7t++sCFUIIUQCKQQC2cuVK289ms5nffvsNo9GYq3NzFYA9SBObKBkSLiXy67JNaBQFs9F81y+GfyU/ukd04dvfDhHv7IRW70SrVrXo1rftfV1TVVUWvvgJO9btRrWqBLerxysrRqHT65gwojMX4q5z+txVYn45yE//Bl+QGYD9ueVvGuQwFqzTwPac+yuWxMvXcfN2Jaz//ZWruDiaEM93p46jUaBvrWDKedx7TjUhhBC5V6FCBbvtIUOG8Mwzz/C///3vnufeNQCLj49n/fr1XLx4kUqVKvH4449TunTun1YTJUNS/A3e/c+HxB49D0C56mXxLu1N0pWkLGn1Lk5M/PpVEswWrh08gzHDDMCvu07g5eNBfEIy12+kUcbPk9o1ytGySfUcr3vw10Ns/2aXLdg7vPkIv322mS7DOgJQoUwpKpQpRfyWv7Ocm8NSoACEdGzAxK/H8de2o1QPCaRag5K39FRM0nVe3xrFxdTMp7eir1xmYdjjeDu73ONMIYQoIopBC9jevXttP6uqysmTJ8nIyLjLGbfkGID9/fff/Pe//yU5+dbjt/Pnz2fOnDm0adPmAYoriptta3fYgi+AS6cu02lIB9JupKIoCumpGZw8HMONamXQVQ5gwoKf8XBzJv3f4AvAZLay/tdo0m7b99Mff3H2YgLPPfFottdNTU7L8gXMSLv1wb70z2X+b9pXXL+ShJe/FzeuZs5E3LhLCPXa1LnrPZWvUZbyNcrmug6Km02xp23BF8A/SQlsvXCWx6vVLMRSCSHEfSgGg/A/+ugj28+KouDj48PMmTNzdW6OAdjcuXPx9fVl8eLF1K1blzNnzjBp0iTefvttfv311wcvtSg2XLOZKPWRxtVo+cxjtu3Zn0axdd8pDDfSALh+Iw1FubWUhLNeaxd8AVhV2L7zGF2aPUKp0t5ZBjI+2rURNRpX55/9pwCoGFSe1j1b2I4vfnkpJ/bcmlU/uF09mj/VlNY9W6DRPNzjukq52L9nToqGMm7yBLMQovhQikEL2M0xYAaDAavVipdX7od65BiARUdHM3XqVBo1agRArVq1mDRpEr179+bKlSvSFVnCGJJS8PB2Z++GA6yb/R1phnTqNK/J4Fn/JfQ/rTkYdZhdp+Kw+rhRtpwvDcPtF7LefuBUljxVFSqX96GMvxelvFz5bdsxu+O6v85x/exVxny5g5COwUREDrcbOO/s5sz4L1/m549/w2K20r5fG/zKZz6Ba0wzcvl0nF1+Lu4utO3TKr+qpFh7qnotoq9c4vfzZ9ApGp6oXotHy1a494lCCFFUOCAAs1qtTJkyhePHj6PX63n77bepUqVKljTDhg0jLCyM//znP3fNLzY2lpdffpnY2FhUVaV8+fJ8+OGHVK1676EtOQZgycnJlClTxm7fI488gqqqJCQkSABWQmxc8TtLx69EtWZ+0hUNqNbMY3FnrlA6sDRPju5G+Wcew7zhAGSYuHQ1mRdfW8X8GX3xcMuc+ddqzZq33knLoF4taFCrIlaritFoYVf0GYwmMyQYcPrnMqpVJQPY9e1eHnm0Bl2GdrTLw93LjWdfeTJL3k4uTvhX9OfG1VvdbKWr+OdPpZQAGkXhrebtiE9rhk6jwdfl/pd7EkKIkiYqKgqj0cjq1auJjo5m5syZREZG2qWZM2eObXHte3nzzTcZMmQI4eHhAGzYsIE333zT7unInOQYgFmt1izdOHq9HgCLxZLdKaKY+HDQAv7a+jdmoznLbPWqFcyV/LGULQUWK6dirpCSlsHuHcfRXErEKfoMmnQT6W7ODN99Eq+UDEqV9oZqpUF729xb11NQ9v7DD5cSCP7qVTQahZcGtSc5JZ3EpBR++3I7G3//y+7ahgRDru9BURQGv9+P/5v6FTeuJVOtQSC9JjzzINVS4iiKQmm3/FunVQghCpIjuiD3799P69atAWjYsCFHjhyxO/7zzz+jKIotzb0kJibagi+Arl27ZgnocpKraShE8WfKMOHk7MSs/nM58MuhHNOZy/lgahgI/05kuu1aMnsGL8CIgtOJi2j+Ddg0qRlYz1whCUi6koTzmStkhNYFnQYlKRWnA2fQGNL5a+sxPnjhE4bNeB4vH3c83V3wdHfh+eGdOLZuDxdOXATAvZQbTbo2uq97qhocyMS1BbfmlxBCiALkgEH4BoPBbkUfrVaL2WxGp9Nx4sQJfvjhBz766CMWLFiQq/z0ej1//fUXdevWBeDIkSO4uuaux+GuAdju3bu5fPnWjONWqxVFUdi9ezcXLlywS9upU6dcXVAUnMS463wx9SsO/HaItOQ0NBoFS3Z9hbexVPa3BV8Aqqse6/bTULcSmO1bPm//amhS0tHvPYlFp0V/MdEu3YGoP3nH+AUvT3sWP38PvvngOy6cvMiNq7emsTBmmLh2/hpV69v3xQshhHhIOaAFzMPDg5SUFNu21WpFp8sMhdavX09cXBz//e9/uXDhAk5OTlSoUOGuMz+8/vrrjBw5klKlSqGqKklJSXz44Ye5KstdA7APPvgg2/3vvfee3baiKBw9ejRXFxQFw5hm5IP+H3E6Osa2z2K996fZ6uacOXr+5hOJqoo2KRX18nWsGgUN9oEXeifQ6yE1Dc2VG2gCfLF7/BHAw52LZ6/x6zf7uH7kFLvW78lyXVOaiSNbj9Kky/21ggkhhCihHBCANWrUiM2bN9O1a1eio6MJCgqyHRs3bpzt53nz5uHv73/PabcaNmzIL7/8QkxMDFarlQoVKuR6zewcA7DcrGMkih5VVdm74QAn9py0C77s0nBHEHUb521HwUmHuUZZLNXLQroJxWhGc/4aqoseU/3K6I5fRGM0g28pNKX9UHQ61IwMrBfi0AT4oWo0qIlJmUGYpwdaP59/ywbHd53IseylAvI2U/tfJy9y5PhFKpQpRatHa+QpDyGEEEWLI8aAdezYke3bt9OnTx9UVWX69OksW7aMypUrExYWdt/5bdiwgcjISL7//nvOnTtHt27dmDRpEh06dLjnuTkGYHdOry+KLrPJzIUTF/ns9c85Ex2DMd2E1UWPuWEgmosJ6K7YP81h1YDGmn0QpjFZwGTB6e/zWP080MYmoAJaQzoY0jFrwFrGG03sNTR+pVD+bbpVnJ3RlgsAjQYlwA/VP3O6iJtze5Wp6EOHJ0M49EXWwF7vqqdxeEMej+gCgMVixWQ04+Kqv+e9b937Dx9/uQ1DSgZarcKZ89fo93Sz+6g9IYQQRZIDAjCNRsPUqVPt9lWvnnVFlpEjR+Yqv8jISJYtWwZA5cqV+eabbxg0aNCDBWCi6NuyZjtrZnxDwh1jrlSNgrFZDVRfTyyBpVGPnEN77mpmqxWgvfswMAAUswWnfafQJqfb7ddcTyWjfT1QFJw0Grsg7pGQqsRfSuR6UgaKouBX2ou2XYLRO+to1rYW/mW96T2xBwtGLcGckjmjvZe/JyMXj6Buq9oA/L7hEN99vpO01AyC6lUkYtKTOOkzP6aqqpKYlIpOp8XLI3NJnS17TmL4Ny+LRWXnwTO2AMxqVUlLN+Lmqs92tXohhBBFWDGYiNVkMuHvf2sKJD8/P1Q1dwWXAKyYSbiUwMdjlnF4U+YUDrd3J6pARsNA1AAvUEG5nIha1gdz/SooyWlo4rKu3ZgTFdDcEXwBqE46cNFjrlEO14sGbsZyWr2WG+466j0dgmeqlZNxCWi8nEl0heefbISz3gkAY5lSqN2bYIqOwUlVad63tS34SjGks3bZVpISMgdIHtjxD9+u2kGPQW2wWK18uGQj+/48i06rpVPrOtSsVprYS/bBp1aTWRt/Hr/AktXbuXY9hYrlfHlpYDvK+JfsxahTbqTy/UcbMGWYaNWrhTzQIIQo1orDTPiNGzdmzJgxdO/eHcjskmzYsGGuzpUArJjYvWE/cwdmPhZr0etsg+Fvb9exBAagVikN/wYhqpMW5UwcatUyKGnGHPNWAau7Dk2KGQWw6jRYvd3RJKWiWCzg7AxGE+h0aH190G89iuJTCouLW+Z1XTWkuulISkrm1PZj1H2kHMfirmG5qHLg2AXiribz2guZ86REbTuKIcMMtStiBg5fvTX3V3JSKsnXU+3KZkjOXNro5z/+Yvv+0wBkYOG7qENotRqMpltPZrq56OkSmvko8Mr1ezj7b8vgsVOXWbV+D2OH3LtJuLgyZZh4v+9cTuw+CcCeDQcYuzyCwHoShAkhiqlisBbk5MmTWblyJatXr0an0/Hoo4/ec/b8myQAK+Je6zSZs4dibS2xlioBKMlpKLdNWqpqwFLeD4uHqy34AsBFj+Z6Cur5a2j+XaMxO2mB7lweXhvdDRPeew3oXXzASYtyPQXdvn+whtRAddWjmK3oL6dA8g20bm4oVkjzdcLi9+9knyYzmCycu5iAxXLrT5eDf8VyOT6JsgHeWS9+W1NtQNlSVKtVjn/+zpwbzMXVibqNAgG4YbBvjbNYVSzWW8GXu6uet156nOpVAgAw3JZeibvO2U1/cqpJdQI6BudYD8XZiX2nbMEXwLXz19j17V4JwIQQxVcxaAHT6/V0796dwYMHs3fvXk6cOIHZbLZNXH83EoABa9as4dNPP+Xy5cvUrl2bCRMmEBIScu8THSQjI4OBlV/ACqjOOkytaqG6OqGJT0Z1dkKXYT97vdXLHdOjNdCcvJgZBDn9+7Ymp6E5n4AuJh6rAqpOmznI/g5OiSZUVx0mVx3XW+spHZ25AoLq7YapSXUodWs2daPRBGZvdCioqFjcnG7LSIdyPRWDe4Zd/iazlU9Wb2dSRFfCWtbi1LmrZFxJQYuCh0VDeoaRLXtPYTSaGTqhGz+v3kN6mpGGj9Xg0dY1AWgeUpVNO45zNTGze1KrUeym1fD2dKVa5Vv98DUCA7gUfwPdiYvojp3nqkXl/egYRi0cQp3Q+vf/phRxXn6e6Jx1mG9b8NzFzaUQSySEEA+mOHRBTp48GY1Gw/PPP8+rr75KixYt2LVrF/PmzbvnuTkGYCEhIbkeuKwoCvv37899iYuQdevWMXnyZF588UXq16/PypUrGTx4MN9++y2VKlUq0LI8FzwISxzcXABKBUyPBaH6egJgddajOxKLxcsNTWoGSnIaVjdnTHUrApnvg+7Pc1jL+4LFivbkRXDTY01OIyO8IVhVdNEx6OKS7J+AvG3D6qTJHFdmVXHafQJzUHm7P0Isvm7g74E5LgVtkhHFbLE7rlhVsptuLO7fNRvbNH2EzRv+5Oh5A6By/M8LjBn3JZcyMlvofq8SwOSRXfH0sA8eAiv606NlTZa+ux6rCubqZcA1cx1KLw8Xnu7c0O7zOrJ/O/xKufPHjmOk/9sad+NaMj8v2VQiA7BKtSrQeVAYvy3bhDHDRP22den6QufCLpYQQpRof/75J19//TXz58/n2WefZeTIkTz77LO5OjfHAGzQoEEl/skxVVWZN28evXr1IiIiAoAWLVoQHh7O8uXLeeONNwqkHE+XHYSTsw7FeCsWUsgMxLTnEzD/G4DhpINq5dFYrGTUKo+SbkZ10oJeB0YzSko6mitJaM9fRXVzwVynIlZXJ5TraeCsB0XB3KIW6qnLOB0+a7uWNtmI15ZL3GhTDn2yioKC9uwVdJevY6nkh4rnrcL+uz6osbQbWhctmgvXsFQJABcnuJ6Casp+rFm52+b4up6YYncs/soN8M5sSTt1Np6ft/xNzzuWJbp46hKrIj5Fm2ZCC2jjrpPRqjatW9ViUM+WlPKyX/rByUnLf59tzt8fbSD29ocPSvBn+vkpvekwsB1pN9KpVLsC2ttWNBBCiGKnGLSAWSwWrFYrGzdu5K233iItLY20tJyH/NwuxwAst3NgFGdnz57lwoULtG/f3rbPycmJ0NBQtm7dWiBleLrBaJzdnNH8O5WCFfsgTBt7FXOdirblgcyuOhSrijZDRdXqUJ00YLWi33MSbXzmfF9WnQZzzfJYy/uiqlZUN2e7YNpSvSzak5fQ/jswX2MBz/2JWKqUxuvsv+1vlsznG52iYzApCqq7C+i1qDe7tRQFv2r+tOkewp6PozDoNCRVDsDic2sGYCcnLWX9PalQphRD+rS07ffz8+DSxeu3KsF+zXfU2751qqpy8K9Y1kz9Ckvara5XzY00tLFXCapaJkvwdbu2/2nN2vfXk25IxzvAi27DS+5AfIAyVUoXdhGEECJfFIcuyKeeeopWrVrRqFEjGjRoQJcuXejTp0+uzs31GLDExEQOHz6M0Wi0zXGhqippaWlER0czZcqUPBW+MMXExABQpYr9QOVKlSpx7tw5LBYLWq1jWxF0qsYWfEH2k6Na/z2gqKAxqzilWVHI/OPAYlaxOKlobhuUrzFbsSYnAf6ZTzQ663G6s2FKr4PbnozUpUDZ9WdIb1g9M9/K/lhjr6G5noLznn+o1jCQx9/uw4IvdpCSloFvKXfGD+9Mtcr+PP9cG4a+/jmW28ugwKSILtSvmXVC3wGD2rJsyR9cu5ZM+Qo+pDsrHDyWubZojSoBdA2tZ0v78Rfb+G3bUTCk44T9lBsVA7zs0man64hOVG1QhZg/z1KnZW2ahNYhPj75rucIIYQoAopBADZw4ED69+9vixU+//xzfH19c3VurgKw3377jVdeeYWMjAxbS4qqqrafAwMD81DswmcwZAYM7u7udvvd3d2xWq2kpaXluKaTj48bugfs4km+FJttl5hVr0NjNGdOD1HRD7O7lpRKGjQZKqVOqPbdlCYrFlcdql5nN9WExV2HokBKAOgyFHTGf89TM9uXzI+UQzlyDk26Cau7CxnVA/B6vBbK30mkpptA70RGi5rUtFpp17wmT0aE4+njQZdODbl+I41S3m7otLearsx3LNSNohDaIgiN5o7mLSAgwJOQ+f1vnWux8svvf5FuNBHeti7ubplju+KvJbN594nMwfaV/NBcTkR7IQEFKF3Rj+U/T7Qtono3AU80oc0TTeyuLxxP6tnxpI4LhtRzISnCAdikSZOYNm0a/fr1y3a41ooVK+6ZR64CsAULFlCnTh3efPNNPv/8c4xGI8OHD2fLli18+OGHvPbaa/df+iLgZkteTmPd7jYGLjExNcdjuaYrhdnfA60hHc1t0yYYa5VDYwFc9Zgq+ZFSAdAoWPUKVqebbV+30Wow1a6I7vh5FJMFYzkPUppVwj0OVJ0Gk7OCVWvBOQkszgpmNwW9uz+W0l5oktNRnXWkVHejhocLLqXMpF6+npmvsxO1OwbT+dnmpJtV0m9rOUpMSLELwmtWK8Pu29aeDPDx4No1+7Fed9M0OBCA1BQjqSmZgWTc1Ru3prNQFEyP1qBeF0/aNaxKy2cfIzExd/3stwsI8JQWsAIg9ex4UscFQ+r5loIORItyF2Tv3r0B6NSpEwEBATg7O5OQkHBfD+/lKgA7ffo0c+bMoXbt2jz22GMsXryY6tWrU716dZKSkoiMjLzniuFFkadn5ocpJSXFbimBlJQUtFptlpYxR3h10o+8PzkcXVI6pKajpqeRVM8dvckNi6cTRj8lc+C7ClghtYwOXZoRnREsWjB6alB1YAwKIL2JH6pWBWcdLtfUzLFVmswxVRa9htQyYNUCCriVcyHisbas/eMwCYqZOr4evBj2GAn1DXy+fg+G1AxqBJbmP088mqXMlwzJvLNnC7HJ1ynn7sn4R1szYURn5q3YzPFTcfh4uzEpousD101pP0+aNQxk+75TAJQt7U3/4Z0IrOj3wHkLIYQQeVWuXDmef/55Tp48aesFPHPmDA0bNuSDDz7IVR65CsB0Op0tGAkMDOTMmTOYTCacnJxo3rw5X3zxRd7uoJDdHPsVGxtrNw4sNja2wLpVW7T+na82tCMDLUczvDHEu7D4Jy1n/HRoU8HpOqBawaqgsSqYPbQkPqLHKVXF6KbB6qoBJbMrMqOUBq9zoL+souogzQ9URcXlqopzCsQ3AbN7ZotVGukctl5j0Uu9mDL3B/45EM+7x35m3LCOlC/jjSElg8CKfjjd1s169NIVFm/dy9+X4ki3mjH6wOXUFOYc3MXc0C6M7N8uX+tGURReHtSe4JoVSE5Jp0WjapQrnc1krkIIIUqeItwCNm3aNBo3bsxnn32Gk9O/S+0ZjcybN4/p06czc+bMe+aRqwCsbt26/PbbbzRr1sy2avi+ffto3rw5ly5deoBbKFyBgYGUK1eOqKgoWrVqBWQurPn7778TGhpaMIXQeuLnpKLTmqnscg28odMLXzDyz5ZsO1kbs6cCVnBKUNEaVbQZ4HIDtCYFswcoZhVUlZRKKqpeIcFHRZv2b0uXFkrvUdGaMrfNd0zMe/jiZcb9to6TMVdI94azFY30/3Ud+hvg/Q/8eeIirs5OPNEhGFVV+XDjdk5cuIZiBR0aNJdV0kurXEvNfVfjfVePRkOn1rUdlr8QQoiiqSh3QR4/fpw5c+bY7dPr9YwZM4Ynn3wyV3nkKgAbNmwYw4cP59q1a3z44YeEh4fzyiuv0Lp1azZt2kSLFi3uu/BFgaIoDB06lGnTpuHt7U2jRo1YtWoViYmJDBgwoMDKkayNxEt9Ae2/Q85+TS6P6qtQqcI1Lsf5YLEqWKpYUHyNWFUwHXdGe0OLYrFi1WtI9wWc/n04ArA4A1oFJUMl3QPMnkq2S2qdSblOynkrqgI3HrnVOmZ2zwz0PGPhdOxVANLNZi4nGVCst55E1KgKTslQvVbunvgQQgghcq0IB2DOzs7Z7lcUJduHz7KTqwCsdevWfPnll/zzzz9AZtPb1KlTOXToEO3atWPChAm5LHLR8/zzz5ORkcGKFSv47LPPqF27NkuWLCnQWfCt2qZotR3AGAXADasroFC54lXKl0vAYlE4nhCA0eoECpiqG8nIcEK1aiDFAk6ARUFRFVStFdWkQWNVUJwVkoIBK2hTgTse2kxXLaS5qCgmMN8+8byiYHbJ/OT7+2Y+Berq5EQlX2/+vnHFLo9KHl681jT78X9nb1zn0z/3k2I20bxcJXoG1X3wyhJCCPFwKMIB2N0e0svtJPa5CsAuXrxI7dq1CQ7OXMjY1dWVGTNmAJnrFh49ehQfH59cXbAoGjRoEIMGDSrcQriEomZEoShQRW9AgxUrGnRaK766DI5Yb0ZPVpz0GnQ6I6YMHRZ0/zZJqbdNYKqiyfh3/jAADVg8VDArWSY9Ta6t4LNPRZcG5pszbqgqWiPUD65An8cb29JO6NyWiV//yvmrmTPLB3i682qH1rhkMxWEyWJh0o5NHE/MbEHbe/kC7k56ulZ9JB8qSwghRElXlLsgT548SVhYWJb9qqoSHx+fqzxyFYCFhYWxevVqWwB2u0OHDjF06FAOHTqUqwuK7CmuPbHemISCSjuPyyRZ9PydVgoXjYUnvM+ipinsTqpIqiWz2VPRgFZvwWK6GZjdvqCjciv4up1LBpic7ZK6+bgw5KVH2fj3SU5Zb3DdbESv0eBVV88xTQqTdm5iUrNQ3P5tAVsxtCc7/znL+YQbNKtWkcr+2Qfel1KSOflv8AVgtFo4fPVyvgZgRrOFjzfv5kLCDcp4e/JCWDOcnXI9t7AQQoiirAgHYL/88ssD55Hjb6s333yTK1cyu5tUVeXdd9+1Tdtwu9OnTxfr1q+iQlEU0uiLGytRFHi61DmeLnUOAKsK3SsdJtbowT+GMrZz9FozuIIzJjqVP4qbk5FziX5sOVEnM0+NimrNjLYUFwvuPirNddX4LfY0AO46HfX9yzD94DYsqkpZNw/mt+nK/Og9HLp6GYCzyUl46Z3tuhmb17BfOSA7fq5ulHbz4HLqrdnxS7vm77Qe83/bwQ/Rx23baSYTr3UPzddrCCGEKBxFuQWsQoWsq7zcrxwDsLZt2/LZZ5/ZttPS0rIMLNNqtdSqVatAB6yXZOnalzBawnFhDc78hAYjqgrnzToMqoZ6pS4Sm+pLhtUJULGgReuk0idwL0FemU2edX0vgEnL1jO18fPLICFdQVFA62XCbNbyd2I8/WoF07RcRer4BtDzhzVY/p2Q9nKqgW/+OcqV24ImgLg8POXo7qRnVEgzlh45SIrZSEhAOfrXaXhfeZgtFs5dTMTT3ZkA32yC//hEu+0zVxLuu5xCCCGKqCIcgOWHHAOwsLAwW/9mv379mDJlim0KCuE4Vm0tzNYQnNXM5s2/jU4cMzsDCo18YynjlMKxlLKolhqcT/Uj3ZpGoPutWfm1GqhX9jxWVUO7GkdYe74ZZw2+mE0KGYlOXDAm893p4/SpFYyTVptlJSQFqOxViku3BWHVvPPWwhlWuTphlavbzZifW6lpGUxf+At/nbyEi7OOJzs0oE/3JnZpfN3tF+H29XD8xLlCCCEKyMMagN1u5cqVAFy/fp1Dhw5hMBjw8fGhfv362XZLigejVzejIXNpIi+NFRdU0lHwVCyE+VykgmcCcJxgt3fx0TZmn2EPKepp2/mBvvEE+ma2iP232hbe2d4dlwwFEyYM6EgyZnDRkExwQBm6Vg3iy2N/YlKtlHf3pMcjdSnj7sGcAztJSE+lRik//teg6QPdz/0GXwBrf4rmr5OZc8ylZ5j5buNhOrWpja/3rSDrhbDHSDOaOJ94g3LenrzY4bEHKqcQQoiioyh3QeaHXI9Ynjt3LkuWLMFovLXgs06nY+DAgYwdO9YhhXt43ZpfpJKThdK6FFKsGlwVK0eMN49ZOJk2l1qur1HdZQSn0hdhVK+jVVxJVy/Yzk+3aHixSRQ+zmmowJlrAWw+1psgn8zlfCIaNqNhQFnOJydRvZQv3s7O+Lm48nbLrE933Mmqqnxxfh+XM5Ko7VGWrmXr5VsNGE1mu+2MDDOG1Ay7AKxcKU/e/0/XPLWwCSGEEIUpVwHY8uXLWbx4MUOGDKFr1674+/tz9epVfvzxR5YuXUqZMmXo27evo8v60EhVBqNVT6HjFBZKgVIbvdadv9MPc85yawHqNDWWI6mTaOQ+nyYeS1CxoGLhQMqLGCz/kGp24rrRhfJuyShKZvdiNb94mrbS2E0d0aJ8ZSbv2MS86N0oikJ4lUeY2KyNXVCz42Ism2JPodfqGFgnhAA3d2af2sh3lw8DsIEj3DCn06eifTdhXrVoXI0dB06RmJR5v/VqlqdCmVLZppXgSwghSiBpAYP/+7//Y+jQobz88su2ff7+/tSqVQutVsvnn38uAVg+smpqkKR+hlY9gVWphKr8u/i0djlYltmlNXGNBPMuKjg/jYIO0OGilCNF+Yd/kgMo55pkN85LUUCrPcqJtDkAVNA/xcaYdH49l7ngNarKj2eO06J8JdpXrgbA/riLvLVrE9czMgA4ei2eRR26czAp9rZyWNmTGJNvAVidGuV4ZWhHdh04g7Ozjh5dQtDmYnbhn//4mz/2nECjKHRuU4c2TWXeMSGEKJYkAIPLly/TrFmzbI81bdqUpUuX5muhBKC4YVEa2u3y1TXjrHEVKiYUVCprTYAGV01pu3RaJXNh0Aa+F1GzfIAVEi2HMVniAEi07ONa+gi7FFYgMSPdtr3twllb8AXwd0I8JxKv4aa1X1zSTXfHYpMPqE6NctSpUS7X6Q8fO8/KdbtITTcBcP7ydSqX9yWwol++lksIIYTjlfQxYLlasKhy5crs27cv22N79+6lTJky2R4T+UBVcbF+jodlPGWV9VR37oseN1o7p9HEJYMmLmlU17wB1ltTRVRyfg5XTWUAFOWOqUPwxkScbTvNep6G5WOp4ult21fd24f2laratr3uWPPKXedEaVc3+ldqRjlnLzRAdTd/BlRqnp93ft9Onom3BV8ANwzp/H3yciGWSAghRJ6peXzdhdVq5c0336R3797069ePs2fP2h3//PPPefbZZ+nRowcbNmzI3/u5Q65awPr168dbb72FxWIhPDwcPz8/rl27xs8//8ySJUt46aWXHFrIh5mLugo39SNuzm1fW9eKIF1TXPnelkbDDdzVaaQwEwBPbQ0auy/kuvkw8aatxJl/JvNTqaGUth7XLNvsrlHOLYBZbZvwzcmjAPynZn18XG5N8dC3VgOOXrvK3rgLuOp0/Kdmfcq4e1LG3ZPG3pW5ZjRQ2sULZ03hzkJfvUoALs5OpGdkBmGe7s7UriF/HAghRHHkiBawqKgojEYjq1evJjo6mpkzZxIZGQlAQkICX3zxBevWrSMjI4Nu3brRpUsXh40zzvE35vz58+nZsydlypShV69exMbGsnTpUj7++GNbGq1WS79+/RgyZIhDCidApx7i9oWFtBzFSuNsUto/NahTPPB3aoGfrjkexmqkWs/hoalGWd0T7ErpiYlbk5ZmqHFU8SzFS42yb8Fy0mp5t3VHrmek46zV4ebkZDvmptPjpvN9sJvMJw3rVKTvU4/yx55/MseAta5D1Ur+hV0sIYQQeeGAAGz//v20bt0agIYNG3LkyBHbMV9fX9avX49Op+PChQs4Ozs79CGvHAOwBQsW0KZNG1v34tixYxk8eDCHDh0iKSkJb29vgoODZRkiB7Pibbet4kMKr6JnGxpS/03jSirjsz1fURQqOfe0bZvVVCzYz2x/wfgtVVyev2s5FEWxaxUrqrq1q0+3dvULuxgFzqqqLDmyn6MJ8fg4uzEqpBnezi6FXSwhhMg7BwRgBoMBDw8P27ZWq8VsNqP7d2YAnU7HqlWrmDdvHv369cv/AtwmxwBMzTp6m1KlStG2bVuHFkjYS1NGolUvoeU4Kn6kKiNB40ui9Vs81KmASgqvo2oDcpWfFheUO4b+mUmWubSKuSVHDvDpkQO27WvpqcwJ7VKIJRJCiAfjiN9IHh4epKTcaoSwWq224Oumvn370qtXL4YOHcquXbt47DHHTPKdq0H4ovComlIkaxdyXfMDSZrVmDStMg9ofDFo52BQ3sGNxXhaInCzfACq6a75KYoGD01tu30uSlkJvoq5Ywnxdtunrydk+0eUEEIUGw4YhN+oUSO2bNkCQHR0NEFBQbZjp0+fJiIiAlVVcXJyQq/XZ1kDOz/dddT0woULc9XFqCgK06dPz7dCiWwo2Xf/eajTcCbq362dYDWTqs2+O/KmWq7jOJo2DYP1H/SKP1VdBudzYUVB83V1zbItQbUQojhzxCD8jh07sn37dvr06YOqqkyfPp1ly5ZRuXJlwsLCqFWrFr1790ZRFFq3bk3Tpg+2FN/d3DUAO3PmDJcv3/sxfvmPvvBoOWW3reN0DilvcdWWJcT9I4xqIk6KFxolf+fvEgVvVIPHuJaWxqnr1/B1deOlkMKdEkQIIR6YAwIwjUbD1KlT7fZVr17d9nNERAQRERH5f+Fs3DUAe//99wkODi6Qgoi8sRIAnLFtW8jdpKOKosVZcewTgqqqsiJ2N8cNcfg6uTEisDUeTjIw3BE8nZ2Z3TZcxvIJIUqOEj6KonAnbhIPLEV5BdR30XIZC4GkKmMKu0g2K2J3s/TcDtt36JoxhRl1nyrMIpV4EnwJIUqKkj4TvgRgxZxVU51kPr53wkJw1HDZ7g+Yf1LipYVGCCEcTFVV9iTGkGBKpbVv9eLb81DCA7Ach/c//fTThTbH14EDB+jXrx9NmjShVatWjBs3jqtXr9ql2bdvHz179qRBgwZ06tSJtWvXZsknKiqK7t27ExwczBNPPMHmzZuzpFmzZg2dOnUiODiY3r17c/DgQYfdV0Fwsm7D3fImbpZpaKznC7UspXT2A8N9nNzyJfhSVZUNp0+w6PBe9lwq3HsUQoii5oN/opjw93pmnPyF0UfWctVoKOwi5Ymi5u1VXOQYgM2YMYNKlSoVZFkAOHXqFAMGDMDd3Z0PPviA8ePHc+DAAQYPHozJZLKlGTJkCBUrVmTevHmEhoYyceJEfv75Z1s+O3fuZNSoUTRt2pT58+dTs2ZNIiIiiI6OtqVZt24dkydP5oknnmDevHl4enoyePBgYmNjC/q284XOegB3dQou/Igr6/FUx4KaWmjleaFqG5qWqoKfkztB7qX5X9X8mUNufvRu3t7zB8v+OsiEbb/x4+kT+ZKvEEIUdxfTrvPzlb+x/Nt8dDLlCmsu7C/kUuWRA6ahKEqKXBfkqlWrCAgIYN68eTj9u+RNlSpV6NmzJzt27KBt27Z8/PHHVKhQgdmzZ6MoCm3atCExMZEFCxYQHh4OZM7k36JFCyZNmgRAmzZtuHjxIosWLWLRokWoqsq8efPo1auX7YmHFi1aEB4ezvLly3njjTcKpwIegBPb0ZJo29bxD07qQUxKy0Ipj7eTK7PqPYtZtaJT8m8ulS0XzmL5d46rFLOJqHOn6FYt6B5nCSFEyWdSLVhUq90+SzGdE7A4tWblRZGbiLVGjRoMGjTIFnwBVKtWDYDz5zO7m3bs2EFoaKhdd1aHDh04ceIEcXFxpKenc/DgQdq3b2+Xd1hYGDt37sRisXD27FkuXLhgl8bJyYnQ0FC2bt3qyFt0GOsdT0BaccNChUIqzS35GXwBON0xMd6d20II8bCq7OpLK78atu2KLqXoXubhW56tOChyLWDPP591TcJNmzYBmYFYamoqV65coUqVKnZpbnaXxsTE4Ovri9lszjZNeno6ly5dIiYmBiDbNOfOncNisaDVavPrtgpEhtIbJ/UvnNiBijPpSh+smsDCLla+6xVUjwWH9nDDmEF5d0+eqyVTpQghBGQ+CT2lVje+u3QYgyWD9v41qeBaqrCLlTclvAWsQAMwk8nEuXPncjzu7++Pt7f94tOXLl3ivffeo169ejz22GPEx2cuueLu7m6X7ua2wWBAr9ffM43BYMgxjdVqJS0tzW7Bzjv5+Lih0+VvgBYQ4JkPuXyEajWA4oSn4kx+5FjUDA1oSlitGhyNj6dpxYoEuLnf+6Tb5E89i3uRenY8qeOCURzreVjp1oVdhAcnAVj+iYuLo2vXrjkef+211xgwYIBt+9KlSwwYMACr1cqHH36Ioii29e1yeppOo9HkS5p7Pa2XmJi/g9sDAjyJj0/OxxyN/75KJk+caOpTHlKsxKfkvt7yv55FdqSeHU/quGBIPd9S0IFoSR8DVqABWMWKFTl+/Hiu0p44cYKhQ4diNptZunQplStXBrC1St2+mvnt256ennh6et5XGn9/f7s0Wq02S8tYSaG1HkHPNqwEkKE8AzInlxBCiKJIArCCd+jQIYYMGYKnpyfLly8nMDDQdszd3Z2AgIAsU0Xc3K5atSru7u5oNJps07i5uVGmTBnS09Nt+24fBxYbG2t3vZJEZ92BhzoZLQmoKOjUv0jRvlnYxRJCCCGyUIrp05u5VeQeH4uNjWXo0KH4+/vzxRdfZBsMNW/enM2bN2OxWGz7oqKiCAoKws/PDxcXF0JCQoiKirI7b+PGjTRr1gyNRkNgYCDlypWzS2Mymfj9999p3rxkLmTsov6ElgQAFFSc2ApqeiGXSgghhMiGzANWsKZPn47BYODNN9/k0qVLXLp0yXasfPnylC5dmsGDB9OjRw9Gjx5tmx/su+++Y+7cuba0w4cPZ9iwYUyaNIkOHTrwww8/EB0dzapVq4DMMV5Dhw5l2rRpeHt706hRI1atWkViYqLdOLSSROXOhwacIMs+IYQQovCV9DFgiqoWnTY+k8lEw4YNMZvN2R4fN24cgwcPBmDr1q3MmjWL06dPU758eYYPH84zzzxjl/7bb79l4cKFXLx4kapVqzJmzBhCQ0Pt0ixdupQVK1aQmJhI7dq1GT9+PCEhIfcsa34PyiyIgZ4a6yk81XHoiMGKK2nKQNI1gx16zaJGBtQWDKlnx5M6LhhSz7cU9CD8RwfOztN5e5eNyeeSOEaRCsCKk+IYgAEo1us4sRsLlbFoajv8ekWN/GdaMKSeHU/quGBIPd9S0AFY0wF5C8D2fFY8ArAi1wUpHEvVlMJI51vbqsp541qSLcfRa3yp6jwYreJciCUUQgghKFbjufJCArCH3DnjF5zJ+BTIXDss3XqFem5TCrVMQgghREkfAyYB2EMuyXKYm8EXQLLlKKqq3nMiWiGEEMKhJAATJZnTHYsVOSneEnwJIYQodNICJkq0qs7DSFcvY7CcwVnjR1Xnh+upSCGEEEVUCX9GUAKwh5yLNoCGbh+BdQdeLEfhI8yWEFI1Y0ApcvP0CiGEeEhIC5go8RRMeDMHHacB0HEMq1qadKV/IZdMCCHEQ6uEB2DSxCHQcA0tt9bNVACtGlNo5RFCCCFKOgnABFb8MXNrQXIVBYtSvRBLJIQQ4mGnWPP2Ki6kC1KA4kSKMglXdTEakjEpjUhXnivsUgkhhHiYlfAuSAnABAAWTT0MzCvsYgghhBCAYwbhW61WpkyZwvHjx9Hr9bz99ttUqXKrB+izzz7jxx9/BKBt27ZERETkfyH+JV2QQgghhCh6VDVvr7uIiorCaDSyevVqxo4dy8yZM23HYmNj+e677/jyyy9Zs2YN27Zt49ixYw67PWkBE3lmtF5HxYJe8ZXJW4UQQuQrR7SA7d+/n9atWwPQsGFDjhw5YjtWtmxZPv30U7RaLQBmsxlnZ8etjSwBmMiTf9IXcsm4ARUz/rqW1HadiCLzhgkhhMgvDgjADAYDHh4etm2tVovZbEan0+Hk5ISvry+qqvLee+9Rp04dqlatmv+F+Jf8xhT37bo5mgvGdVgwYCWdK+aNXDL+UNjFEkIIUYIoat5ed+Ph4UFKSopt22q1otPdaovKyMjglVdeISUlhcmTJzvq1gAJwEQepFvjUDHZ7TOq1wunMEIIIUomB4wBa9SoEVu2bAEgOjqaoKCg2y6n8r///Y+aNWsydepUW1eko0gXpLhvfroWuGuqkWLNnDnfWSlDgFPrQi6VEEKIksQRY8A6duzI9u3b6dOnD6qqMn36dJYtW0blypWxWq3s2bMHo9HI1q1bARgzZgwhISH5XxAkABP3oKgGFPUqVqUcKJmDEZ00ntRzfYdY42pUrJR1Csdd67h+ciGEEA8hBwRgGo2GqVOn2u2rXv3WxON//vln/l80BxKAiRw5WTfirs5GQxwW9RGSlbexajI/qK7acgS5vlS4BRRCCFFilfTFuGUMmMiRq7oELZdRUNFxAjf1k8IukhBCiIeFVc3bq5go8gHY/PnzqVmzZpb9+/bto2fPnjRo0IBOnTqxdu3aLGmioqLo3r07wcHBPPHEE2zevDlLmjVr1tCpUyeCg4Pp3bs3Bw8edMh9FEcaUuy2FVILqSQiO1ZVZf7p3xlycBWjD68h+vr5wi6SEELkHzWPr2KiSAdgJ06cYNGiRVn2nzp1iiFDhlCxYkXmzZtHaGgoEydO5Oeff7al2blzJ6NGjaJp06a2IC4iIoLo6GhbmnXr1jF58mSeeOIJ5s2bh6enJ4MHDyY2NrYgbq/IM9HY9rOKHpPyWCGWRtxp9YX9rLl4gBMpVzh44zwfnIoiw2ou7GIJIUS+cMQ0FEVJkR0DZrFYeP311/H19SUuLs7u2Mcff0yFChWYPXs2iqLQpk0bEhMTWbBgAeHh4QAsWLCAFi1aMGnSJADatGnDxYsXWbRoEYsWLUJVVebNm0evXr1saz21aNGC8PBwli9fzhtvvFGwN1wEpWgmYlEroVEvY1bqY9Q8XthFErc5l5pgt30h7TqJxlTKungVUomEECIf3WNKieKuyLaAffbZZ6SkpNC3b98sx3bs2EFoaKjd8jcdOnTgxIkTxMXFkZ6ezsGDB2nfvr3deWFhYezcuROLxcLZs2e5cOGCXRonJydCQ0Ntj58+9BQt6ZqBpGpfk+CrCKrm7mf3Ba7k5oOv3q3QyiOEEPlJWsAKwdmzZ5k3bx6ffvqp3TpNAKmpqVy5csVu9XKASpUqARATE4Ovry9msznbNOnp6Vy6dImYmBiAbNOcO3cOi8Xi8EnYhHgQPco3ItGUxsGkWDy0zgys0hy9pkh+pYUQQtyhQP+3NplMnDt3Lsfj/v7+eHl58cYbb/Dkk0/SpEmTLAGYwWAAwN3d3W7/zW2DwYBer79nmrvlY7VaSUtLs1sv6k4+Pm7odPkboAUEeOZrfiJ7JameJ5buUthFyFFJqueiSuq4YEg9F5Ji1JqVFwUagMXFxdG1a9ccj7/22ms4Oztz9uxZIiMjs02j/tsnfHv34+00Gk2+pMlp/02Jifn7RGBAgCfx8cn5mqfISuq5YEg9O57UccGQer6loANRpYSPASvQAKxixYocP348x+OXLl2iW7duzJgxAxcXF8xmsy1QMpvNaDQaW6vU7Ytp3r7t6emJp6fnfaXx9/e3S6PVarO0jAkhhBCiAFkLuwCOVaQGjOzcuZOUlBRGjRqV5VjdunWJiIhg5MiRBAQEZJkq4uZ21apVcXd3R6PRZJvGzc2NMmXKkJ6ebtt3+ziw2NhYAgMD8/nOhBBCCHE/SnoLWJF6CrJdu3asXbvW7jVw4EAA1q5dS69evQBo3rw5mzdvxmKx2M6NiooiKCgIPz8/XFxcCAkJISoqyi7/jRs30qxZMzQaDYGBgZQrV84ujclk4vfff6d58+YFcLdCCCGEyFEJn4i1SLWA+fj44OPjY7dv//79ANSvX9+2b/DgwfTo0YPRo0fTs2dPduzYwXfffcfcuXNtaYYPH86wYcOYNGkSHTp04IcffiA6OppVq1YBmWO8hg4dyrRp0/D29qZRo0asWrWKxMREBgwY4PibFUIIIUTOSngLWJEKwHKrVq1aREZGMmvWLCIiIihfvjwzZsywTcIK0LZtW9577z0WLlzI+vXrqVq1KgsWLCAkJMSW5vnnnycjI4MVK1bw2WefUbt2bZYsWWKb0kIIIYQQhaM4zemVF4qqlvAQ00Hy+6kYedKmYEg9FwypZ8eTOi4YUs+3FPRTkB3avJOn86K2TMznkjhGsWwBE0IIIUTJpshTkEIIIYQQBayEd9BJACaEEEKIoqdkx18SgAkhhBCi6Cnp84BJACaEEEKIokcCMCGEEEKIAiaD8IUQQgghCpZ0QQohhBBCFLQSHoAVqbUghRBCCCEeBtICJoQQQoiip4S3gEkAJoQQQoiip4QPwpcuSCGEEEIUOYqq5ul1N1arlTfffJPevXvTr18/zp49myVNQkICnTt3JiMjw1G3BkgAJoQQQoiiSFXz9rqLqKgojEYjq1evZuzYscycOdPu+NatWxk0aBDx8fGOvDNAAjAhhBBCFEUOCMD2799P69atAWjYsCFHjhyxO67RaFi2bBmlSpVy1F3ZyBgwIYQQQhQ9DhiEbzAY8PDwsG1rtVrMZjM6XWY41LJly3y/Zk4kABNCCCFE0eOAQfgeHh6kpKTcuoTVagu+Cpp0QQohhBCiyHHEIPxGjRqxZcsWAKKjowkKCiqIW8mWtIAJIYQQouhxQBdkx44d2b59O3369EFVVaZPn86yZcuoXLkyYWFh+X69u5EATAghhBBFjzX/AzCNRsPUqVPt9lWvXj1Luk2bNuX7te8kAZgQQgghip4SPhN+kRwDlpCQwLhx42jatClNmjRhxIgRnDt3zi7Nvn376NmzJw0aNKBTp06sXbs2Sz5RUVF0796d4OBgnnjiCTZv3pwlzZo1a+jUqRPBwcH07t2bgwcPOuy+hBBCCJFLDpiGoigpcgGYyWRi4MCBHD58mGnTpjFz5kxiY2MZOnQoRqMRgFOnTjFkyBAqVqzIvHnzCA0NZeLEifz888+2fHbu3MmoUaNo2rQp8+fPp2bNmkRERBAdHW1Ls27dOiZPnswTTzzBvHnz8PT0ZPDgwcTGxhb0bQshhBDidiU8ACtyXZDr168nJiaGn376ifLlywNQoUIFhg4dyokTJ6hXrx4ff/wxFSpUYPbs2SiKQps2bUhMTGTBggWEh4cDsGDBAlq0aMGkSZMAaNOmDRcvXmTRokUsWrQIVVWZN28evXr1IiIiAoAWLVoQHh7O8uXLeeONNwqnAoQQQgjhkDFgRUmRawGLioqidevWtuALoHbt2mzbto169eoBsGPHDkJDQ1EUxZamQ4cOnDhxgri4ONLT0zl48CDt27e3yzssLIydO3disVg4e/YsFy5csEvj5OREaGgoW7dudfBdCiGEEOKuVGveXsVEkQvAjh8/TrVq1Zg/fz4tW7akXr16DBs2jIsXLwKQmprKlStXqFKlit15lSpVAiAmJobY2FjMZnO2adLT07l06RIxMTEA2aY5d+4cFovFQXcohBBCiHuSLsj8YzKZsgymv52/vz8JCQl88803VKhQgXfeeYfU1FRmzZrF8OHDWbduHQaDAQB3d3e7c29uGwwG9Hr9PdPcLR+r1UpaWprdcgV38vFxQ6fT5ua2cy0gwDNf8xPZk3ouGFLPjid1XDCknoUjFGgAFhcXR9euXXM8/tprr2E2mzGZTHzyySd4eXkBma1SPXr04Ndff6Vx48YAdt2Pt9NoNKj/RsAPkian/TclJqbe9fj9CgjwJD4+OV/zFFlJPRcMqWfHkzouGFLPtxR4IFrCx4AVaABWsWJFjh8/ftc08+fPJzg42BZ8AdSvXx8vLy9OnDhB27ZtAezWcrp929PTE09Pz/tK4+/vb5dGq9VmaRkTQgghRAEqRt2JeVHknoKsXLkyJpMpy36z2YyiKLi7uxMQEJBlqoib21WrVsXd3R2NRpNtGjc3N8qUKUN6erpt3+3jwGJjYwkMDMznuxJCCCHEfSnhAViRG4TfqlUrDhw4QFxcnG3fnj17SE1NJSQkBIDmzZuzefNmu4HyUVFRBAUF4efnh4uLCyEhIURFRdnlvXHjRpo1a4ZGoyEwMJBy5crZpTGZTPz+++80b97cwXcphBBCiLuSQfgFa8CAAXz99dcMHTqUUaNGkZaWxnvvvUdISAitWrUCYPDgwfTo0YPRo0fTs2dPduzYwXfffcfcuXNt+QwfPpxhw4YxadIkOnTowA8//EB0dDSrVq0CMsd4DR06lGnTpuHt7U2jRo1YtWoViYmJDBgwoDBuXQghhBA3WYvPlBJ5oahq0QsXz507x8yZM9m5cydOTk60b9+e119/3W5c2NatW5k1axanT5+mfPnyDB8+nGeeecYun2+//ZaFCxdy8eJFqlatypgxYwgNDbVLs3TpUlasWEFiYiK1a9dm/Pjxtpa2u8nvQZky0LNgSD0XDKlnx5M6LhhSz7cU9CD8LmX/l6fzfrq8MJ9L4hhFMgArDiQAKzosahoXjN+BaqWc/nGcNDn/JyH1XDCknh1P6rhgSD3fUuABWJkX8nTeT3GR+VwSxyhyXZBC3A+LmsGh1Fe5YTkCQLz5d4LdPsBJk/McbkIIIYqBEj4NRZEbhC/E/Ygz/moLvgCSrce5bNpQiCUSQgiRH1TVmqdXcSEtYKJYUxR91n3ysRZCiOJPWsCEKLrKOIXhq33Mtl1K25jy+scLsURCCCHyhUxDIUTRpVF01HN7m6umrahYCHBqi0ZxKuxiCSGEeFAlfBoKCcBEsadRdJTWtyvsYgghhMhPxag1Ky8kABNCCCFEkaNKC5gQQgghRAGTFjAhhBBCiAJWwp+ClABMCCGEEEVPMZrTKy9kGgohhBBCiAImLWBCCCGEKHLUEt4FKS1gQgghhCh6VGveXndhtVp588036d27N/369ePs2bN2x9esWcMzzzxDr1692Lx5syPvTlrAhBBCCFH0OKIFLCoqCqPRyOrVq4mOjmbmzJlERkYCEB8fz8qVK/n666/JyMjgueeeo2XLluj1WZe8yw8SgOVRQIBnschTZCX1XDCknh1P6rhgSD0Xjt8sq/M9z/3799O6dWsAGjZsyJEjR2zHDh8+TEhICHq9Hr1eT+XKlTl27BjBwcH5Xg6QLkghhBBCPCQMBgMeHh62ba1Wi9lsth3z9LwVbLu7u2MwGBxWFgnAhBBCCPFQ8PDwICUlxbZttVrR6XTZHktJSbELyPKbBGBCCCGEeCg0atSILVu2ABAdHU1QUJDtWHBwMPv37ycjI4Pk5GROnTpldzy/Kapawuf6F0IIIYQgs8VrypQpnDhxAlVVmT59Olu2bKFy5cqEhYWxZs0aVq9ejaqqDB8+nM6dOzusLBKACSGEEEIUMOmCFEIIIYQoYBKACSGEEEIUMAnAhBBCCCEKmARgQgghhBAFTAIwIYQQQogCJgGYEEIIIUQBkwBMCCGEEKKA/T+4/EDbo/vr/QAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 720x360 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.style.use('seaborn')\n",
    "dataset.plot(kind = \"scatter\",figsize = (10,5), x = \"Sales\", y= \"Profit\", c = \"Discount\", s = 20,fontsize = 16, colormap = \"viridis\")\n",
    "plt.ylabel('Total Profits',fontsize = 16)\n",
    "plt.title(\"Interdependency of Sales,Profits and Discounts\",fontsize = 16)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### The graph clearly shows that if we give more Discount on our products sales increases but profit decreases."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Conclusion :"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### The weak areas where one can work to make more profit are :\n",
    "\n",
    "- We should limit sales of furniture and increase that of technology and office suppliers as furniture has very less profit as compared to sales.\n",
    "- Considering the sub-categories sales of tables should be minimized.\n",
    "- Increase sales more in the east as profit is more.\n",
    "- We should concentrate on the states like 'New York' and 'California' to make more profits."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}