The Spark Foundation Task-3.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data Science and Business Analytics Internship\n",
    "##  GRIP : The Sparks Foundation\n",
    "## Author : Ashlesha Datir\n",
    "## Task 3: Exploratory Data Analysis - Retail\n",
    "\n",
    "**Q) As a business manager, try to find out the weak areas where you can work to make more profit. and What all business problems you can derive by exploring the data?**\n",
    "\n",
    "**Dataset is avilable at:https://bit.ly/3i4rbWl**\n",
    "\n",
    "   \n",
    "\n",
    "  \n",
    "             "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Importing required libraries.\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import seaborn as sns #visualisation\n",
    "import matplotlib.pyplot as plt #visualisation\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Data import successfully\n"
     ]
    }
   ],
   "source": [
    "#Import the dataset \n",
    "df= pd.read_csv(\"SampleSuperstore.csv\")\n",
    "print(\"Data import successfully\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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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>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": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Check first five records\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###  Cleaning and Exporting the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "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: 1015.1+ KB\n"
     ]
    }
   ],
   "source": [
    "# To check more information about the dataset\n",
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(9994, 13)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# To check data structure\n",
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    .dataframe thead th {\n",
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       "    }\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": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# To describe the data using stats\n",
    "df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "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": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# To check null values\n",
    "df.isnull().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**There is no null values in our dataset**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of duplicate rows:  (17, 13)\n"
     ]
    }
   ],
   "source": [
    "# To check the duplicate records\n",
    "duplicate_rows = df[df.duplicated()]\n",
    "print('Number of duplicate rows: ', duplicate_rows.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Shape of the data: (9977, 13)\n"
     ]
    },
    {
     "data": {
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       "\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": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Drop the duplicate records\n",
    "df1 = df.drop_duplicates().reset_index(drop=True)\n",
    "print(\"Shape of the data:\",df1.shape)\n",
    "df1.head() "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Exploratory Data Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Ship Mode          4\n",
       "Segment            3\n",
       "Country            1\n",
       "City             531\n",
       "State             49\n",
       "Postal Code      631\n",
       "Region             4\n",
       "Category           3\n",
       "Sub-Category      17\n",
       "Sales           5825\n",
       "Quantity          14\n",
       "Discount          12\n",
       "Profit          7287\n",
       "dtype: int64"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1.nunique()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**From above \"Country\" has only one unique value and \"Postal Code\" is not necessary for our analysis so we drop these columns**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "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>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>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>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>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>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>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             City       State Region  \\\n",
       "0    Second Class   Consumer        Henderson    Kentucky  South   \n",
       "1    Second Class   Consumer        Henderson    Kentucky  South   \n",
       "2    Second Class  Corporate      Los Angeles  California   West   \n",
       "3  Standard Class   Consumer  Fort Lauderdale     Florida  South   \n",
       "4  Standard Class   Consumer  Fort Lauderdale     Florida  South   \n",
       "\n",
       "          Category Sub-Category     Sales  Quantity  Discount    Profit  \n",
       "0        Furniture    Bookcases  261.9600         2      0.00   41.9136  \n",
       "1        Furniture       Chairs  731.9400         3      0.00  219.5820  \n",
       "2  Office Supplies       Labels   14.6200         2      0.00    6.8714  \n",
       "3        Furniture       Tables  957.5775         5      0.45 -383.0310  \n",
       "4  Office Supplies      Storage   22.3680         2      0.20    2.5164  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Drop these column\n",
    "df1 = df1.drop(columns={'Country','Postal Code'},axis=1)\n",
    "df1.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "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>Sales</th>\n",
       "      <th>Quantity</th>\n",
       "      <th>Discount</th>\n",
       "      <th>Profit</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Category</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Furniture</th>\n",
       "      <td>741306.3133</td>\n",
       "      <td>8020</td>\n",
       "      <td>368.59</td>\n",
       "      <td>18421.8137</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Office Supplies</th>\n",
       "      <td>718735.2440</td>\n",
       "      <td>22861</td>\n",
       "      <td>946.20</td>\n",
       "      <td>122364.6608</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Technology</th>\n",
       "      <td>836154.0330</td>\n",
       "      <td>6939</td>\n",
       "      <td>244.40</td>\n",
       "      <td>145454.9481</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       Sales  Quantity  Discount       Profit\n",
       "Category                                                     \n",
       "Furniture        741306.3133      8020    368.59   18421.8137\n",
       "Office Supplies  718735.2440     22861    946.20  122364.6608\n",
       "Technology       836154.0330      6939    244.40  145454.9481"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Group by\n",
    "category_sales_profit = df1.groupby('Category').sum()\n",
    "display(category_sales_profit)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 3600x1440 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Sales,Quantity,Discount and profit of categories\n",
    "plt.style.use('seaborn-darkgrid')\n",
    "#colors\n",
    "colors = ['#ff9999','#66b3ff','#99ff99','#ffcc99']\n",
    "category_sales_profit.plot.pie(colors = colors,shadow = True, startangle=90, subplots=True,figsize=(50,20),autopct='%1.1f%%')\n",
    "plt.rcParams['font.size'] =25.0\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**From The Above Bar Chart :**\n",
    "- **For total Sales % By Technology is 36.4% & Quantity is 18.3% , Discount is 15.7% and Profit is 50.8%**\n",
    "- **For total Sales % By Office Supplies is 31.3% & Quantity is 60.4% , Discount is 60.7% and Profit is 42.7%**\n",
    "- **For total Sales % By Furniture is 32.3% & Quantity is 21.2% , Discount is 23.6% and Profit is 6.4%**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "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>Sales</th>\n",
       "      <th>Quantity</th>\n",
       "      <th>Discount</th>\n",
       "      <th>Profit</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sub-Category</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Accessories</th>\n",
       "      <td>167380.3180</td>\n",
       "      <td>2976</td>\n",
       "      <td>60.80</td>\n",
       "      <td>41936.6357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Appliances</th>\n",
       "      <td>107532.1610</td>\n",
       "      <td>1729</td>\n",
       "      <td>77.60</td>\n",
       "      <td>18138.0054</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Art</th>\n",
       "      <td>27107.0320</td>\n",
       "      <td>2996</td>\n",
       "      <td>59.60</td>\n",
       "      <td>6524.6118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Binders</th>\n",
       "      <td>203409.1690</td>\n",
       "      <td>5971</td>\n",
       "      <td>566.20</td>\n",
       "      <td>30228.0003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bookcases</th>\n",
       "      <td>114879.9963</td>\n",
       "      <td>868</td>\n",
       "      <td>48.14</td>\n",
       "      <td>-3472.5560</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Chairs</th>\n",
       "      <td>327777.7610</td>\n",
       "      <td>2351</td>\n",
       "      <td>104.70</td>\n",
       "      <td>26567.1278</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Copiers</th>\n",
       "      <td>149528.0300</td>\n",
       "      <td>234</td>\n",
       "      <td>11.00</td>\n",
       "      <td>55617.8249</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Envelopes</th>\n",
       "      <td>16476.4020</td>\n",
       "      <td>906</td>\n",
       "      <td>20.40</td>\n",
       "      <td>6964.1767</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fasteners</th>\n",
       "      <td>3024.2800</td>\n",
       "      <td>914</td>\n",
       "      <td>17.80</td>\n",
       "      <td>949.5182</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Furnishings</th>\n",
       "      <td>91683.0240</td>\n",
       "      <td>3560</td>\n",
       "      <td>132.40</td>\n",
       "      <td>13052.7230</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Labels</th>\n",
       "      <td>12444.9120</td>\n",
       "      <td>1396</td>\n",
       "      <td>25.00</td>\n",
       "      <td>5526.3820</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Machines</th>\n",
       "      <td>189238.6310</td>\n",
       "      <td>440</td>\n",
       "      <td>35.20</td>\n",
       "      <td>3384.7569</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Paper</th>\n",
       "      <td>78224.1420</td>\n",
       "      <td>5144</td>\n",
       "      <td>101.80</td>\n",
       "      <td>33944.2395</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Phones</th>\n",
       "      <td>330007.0540</td>\n",
       "      <td>3289</td>\n",
       "      <td>137.40</td>\n",
       "      <td>44515.7306</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Storage</th>\n",
       "      <td>223843.6080</td>\n",
       "      <td>3158</td>\n",
       "      <td>63.20</td>\n",
       "      <td>21278.8264</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Supplies</th>\n",
       "      <td>46673.5380</td>\n",
       "      <td>647</td>\n",
       "      <td>14.60</td>\n",
       "      <td>-1189.0995</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tables</th>\n",
       "      <td>206965.5320</td>\n",
       "      <td>1241</td>\n",
       "      <td>83.35</td>\n",
       "      <td>-17725.4811</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    Sales  Quantity  Discount      Profit\n",
       "Sub-Category                                             \n",
       "Accessories   167380.3180      2976     60.80  41936.6357\n",
       "Appliances    107532.1610      1729     77.60  18138.0054\n",
       "Art            27107.0320      2996     59.60   6524.6118\n",
       "Binders       203409.1690      5971    566.20  30228.0003\n",
       "Bookcases     114879.9963       868     48.14  -3472.5560\n",
       "Chairs        327777.7610      2351    104.70  26567.1278\n",
       "Copiers       149528.0300       234     11.00  55617.8249\n",
       "Envelopes      16476.4020       906     20.40   6964.1767\n",
       "Fasteners       3024.2800       914     17.80    949.5182\n",
       "Furnishings    91683.0240      3560    132.40  13052.7230\n",
       "Labels         12444.9120      1396     25.00   5526.3820\n",
       "Machines      189238.6310       440     35.20   3384.7569\n",
       "Paper          78224.1420      5144    101.80  33944.2395\n",
       "Phones        330007.0540      3289    137.40  44515.7306\n",
       "Storage       223843.6080      3158     63.20  21278.8264\n",
       "Supplies       46673.5380       647     14.60  -1189.0995\n",
       "Tables        206965.5320      1241     83.35 -17725.4811"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Subcategory_sales_profit = df1.groupby('Sub-Category').sum()\n",
    "display(Subcategory_sales_profit)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x576 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Sales and Profits of Categories and Sub-Categories\n",
    "fig=plt.figure(figsize=(15,8))\n",
    "ax1=fig.add_subplot(121)\n",
    "ax2=fig.add_subplot(122)\n",
    "df1.groupby(\"Category\")[[\"Sales\",\"Profit\"]].sum().sort_values(by=\"Sales\",ascending=False).plot(kind=\"bar\",ax=ax1)\n",
    "ax1.set_title(\"Sales and Profits for each Category\",size=18)\n",
    "df1.groupby(\"Sub-Category\")[[\"Sales\",\"Profit\"]].sum().sort_values(by =\"Sales\",ascending=False).plot(kind =\"bar\",ax=ax2)\n",
    "ax2.set_title(\"Sales and Profits for each Sub-Category\",size=18)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**From plot 1 :**\n",
    "- In Category the **maximum profit** is for **Technology** with sales around 836K and the **minimum Profit**  for category **Furniture** with sales around 741K\n",
    "\n",
    "**From plot 2 :**\n",
    "- In Subcategory the **maximum profit** is for **Copiers** with sales nearly 150K and the profit is negative for sub category **Tables** with sales nearly 206K"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "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>Sales</th>\n",
       "      <th>Discount</th>\n",
       "      <th>Profit</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Quantity</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>53251.9345</td>\n",
       "      <td>137.51</td>\n",
       "      <td>7440.4801</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>288786.7798</td>\n",
       "      <td>371.47</td>\n",
       "      <td>38450.6180</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>421514.1507</td>\n",
       "      <td>367.97</td>\n",
       "      <td>56928.7335</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>323516.8744</td>\n",
       "      <td>187.83</td>\n",
       "      <td>44152.3740</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>415661.6965</td>\n",
       "      <td>193.29</td>\n",
       "      <td>49516.5945</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>207122.3214</td>\n",
       "      <td>95.27</td>\n",
       "      <td>10325.4678</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>239908.3659</td>\n",
       "      <td>98.16</td>\n",
       "      <td>34286.9730</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>117760.1760</td>\n",
       "      <td>44.10</td>\n",
       "      <td>10856.7960</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>128505.5901</td>\n",
       "      <td>38.17</td>\n",
       "      <td>17687.8908</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>24056.6640</td>\n",
       "      <td>10.87</td>\n",
       "      <td>2044.1570</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>15772.4820</td>\n",
       "      <td>3.30</td>\n",
       "      <td>4293.3671</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>14868.4080</td>\n",
       "      <td>2.60</td>\n",
       "      <td>1185.0660</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>32338.1890</td>\n",
       "      <td>4.25</td>\n",
       "      <td>6348.9010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>13131.9580</td>\n",
       "      <td>4.40</td>\n",
       "      <td>2724.0038</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                Sales  Discount      Profit\n",
       "Quantity                                   \n",
       "1          53251.9345    137.51   7440.4801\n",
       "2         288786.7798    371.47  38450.6180\n",
       "3         421514.1507    367.97  56928.7335\n",
       "4         323516.8744    187.83  44152.3740\n",
       "5         415661.6965    193.29  49516.5945\n",
       "6         207122.3214     95.27  10325.4678\n",
       "7         239908.3659     98.16  34286.9730\n",
       "8         117760.1760     44.10  10856.7960\n",
       "9         128505.5901     38.17  17687.8908\n",
       "10         24056.6640     10.87   2044.1570\n",
       "11         15772.4820      3.30   4293.3671\n",
       "12         14868.4080      2.60   1185.0660\n",
       "13         32338.1890      4.25   6348.9010\n",
       "14         13131.9580      4.40   2724.0038"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# group by quantity , sales and profit\n",
    "Quantity_sales_profit = df1.groupby('Quantity').sum() \n",
    "display(Quantity_sales_profit)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "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>Sales</th>\n",
       "      <th>Quantity</th>\n",
       "      <th>Discount</th>\n",
       "      <th>Profit</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Segment</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Consumer</th>\n",
       "      <td>1.160833e+06</td>\n",
       "      <td>19497</td>\n",
       "      <td>820.51</td>\n",
       "      <td>134007.4413</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Corporate</th>\n",
       "      <td>7.060701e+05</td>\n",
       "      <td>11591</td>\n",
       "      <td>476.85</td>\n",
       "      <td>91954.9798</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Home Office</th>\n",
       "      <td>4.292927e+05</td>\n",
       "      <td>6732</td>\n",
       "      <td>261.83</td>\n",
       "      <td>60279.0015</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    Sales  Quantity  Discount       Profit\n",
       "Segment                                                   \n",
       "Consumer     1.160833e+06     19497    820.51  134007.4413\n",
       "Corporate    7.060701e+05     11591    476.85   91954.9798\n",
       "Home Office  4.292927e+05      6732    261.83   60279.0015"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Segment_sales_profit=df1.groupby('Segment').sum()\n",
    "display(Segment_sales_profit)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x576 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Sales and Profits of each Quantity and each Segment\n",
    "fig=plt.figure(figsize=(15,8))\n",
    "ax1=fig.add_subplot(121)\n",
    "ax2=fig.add_subplot(222)\n",
    "df1.groupby(\"Quantity\")[[\"Sales\", \"Profit\"]].sum().sort_values(by = \"Sales\", ascending = False).plot(kind = \"bar\",ax=ax1)\n",
    "ax1.set_title(\"Sales and Profits for each Quantity\",size=18)\n",
    "df1.groupby(\"Segment\")[[\"Sales\", \"Profit\"]].sum().sort_values(by = \"Sales\", ascending = False).plot(kind = \"bar\",ax=ax2)\n",
    "ax2.set_title(\"Sales and Profits for each Segment\",size=18)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**From plot 1 :**\n",
    "- The **sales is maximum** for **lesser quantities** and **so is the profit.**\n",
    "\n",
    "**From plot 2 :**\n",
    "- The **maximum profit** in *Segment** the **consumer** having  **maximum sales** and the **profit** is **minimum** for segment **Home office** with minimum sales amongst the segment."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 3600x1440 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Sales and Profits of each State\n",
    "fig=plt.figure(figsize=(50,20))\n",
    "ax1=fig.add_subplot(121)\n",
    "df1.groupby(\"State\")[[\"Sales\",\"Profit\"]].sum().sort_values(by = \"Sales\", ascending = False).plot(kind = \"bar\",ax=ax1)\n",
    "ax1.set_title(\"Sales and Profits for each State\", size=28)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**From above :**\n",
    "- for states including Texas,Pennsylvania, Florida, Illinois, Ohio, North Carolina and few other states have high sales with negative profits."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "State\n",
       "Texas                   364.24\n",
       "Pennsylvania            192.70\n",
       "Illinois                191.10\n",
       "Ohio                    152.10\n",
       "California              145.60\n",
       "Florida                 114.65\n",
       "North Carolina           70.60\n",
       "Arizona                  68.00\n",
       "New York                 62.40\n",
       "Colorado                 57.60\n",
       "Tennessee                53.30\n",
       "Oregon                   35.60\n",
       "Washington               32.40\n",
       "Utah                      3.20\n",
       "Nevada                    2.40\n",
       "New Mexico                2.20\n",
       "Massachusetts             2.10\n",
       "Michigan                  1.80\n",
       "Idaho                     1.80\n",
       "Rhode Island              1.20\n",
       "Montana                   1.00\n",
       "Delaware                  0.60\n",
       "New Jersey                0.60\n",
       "Connecticut               0.60\n",
       "Maryland                  0.60\n",
       "New Hampshire             0.30\n",
       "West Virginia             0.30\n",
       "Wyoming                   0.20\n",
       "Minnesota                 0.00\n",
       "Georgia                   0.00\n",
       "Virginia                  0.00\n",
       "Arkansas                  0.00\n",
       "Vermont                   0.00\n",
       "South Dakota              0.00\n",
       "South Carolina            0.00\n",
       "Oklahoma                  0.00\n",
       "District of Columbia      0.00\n",
       "North Dakota              0.00\n",
       "Nebraska                  0.00\n",
       "Mississippi               0.00\n",
       "Wisconsin                 0.00\n",
       "Indiana                   0.00\n",
       "Iowa                      0.00\n",
       "Kansas                    0.00\n",
       "Kentucky                  0.00\n",
       "Louisiana                 0.00\n",
       "Maine                     0.00\n",
       "Missouri                  0.00\n",
       "Alabama                   0.00\n",
       "Name: Discount, dtype: float64"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#statewise discount\n",
    "df1.groupby(\"State\").sum()['Discount'].sort_values(ascending = False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "By comparing the barplot and the above dataframe, we can observe that the states that are offered high discounts are generating less profits"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "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>Sales</th>\n",
       "      <th>Profit</th>\n",
       "      <th>Discount</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>State</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>California</th>\n",
       "      <td>457576.2715</td>\n",
       "      <td>76330.7891</td>\n",
       "      <td>145.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>New York</th>\n",
       "      <td>310827.1510</td>\n",
       "      <td>74015.4622</td>\n",
       "      <td>62.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Texas</th>\n",
       "      <td>170124.5418</td>\n",
       "      <td>-25750.9833</td>\n",
       "      <td>364.24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Washington</th>\n",
       "      <td>138560.8100</td>\n",
       "      <td>33368.2375</td>\n",
       "      <td>32.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pennsylvania</th>\n",
       "      <td>116496.3620</td>\n",
       "      <td>-15565.4035</td>\n",
       "      <td>192.70</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    Sales      Profit  Discount\n",
       "State                                          \n",
       "California    457576.2715  76330.7891    145.60\n",
       "New York      310827.1510  74015.4622     62.40\n",
       "Texas         170124.5418 -25750.9833    364.24\n",
       "Washington    138560.8100  33368.2375     32.40\n",
       "Pennsylvania  116496.3620 -15565.4035    192.70"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# data frame of statewise sales,profit,discount\n",
    "states_data = df1.groupby(\"State\")[[\"Sales\",\"Profit\",\"Discount\"]].sum().sort_values(by = \"Sales\", ascending = False)\n",
    "states_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "State\n",
       "Oregon             35.60\n",
       "Tennessee          53.30\n",
       "Colorado           57.60\n",
       "Arizona            68.00\n",
       "North Carolina     70.60\n",
       "Florida           114.65\n",
       "Ohio              152.10\n",
       "Illinois          191.10\n",
       "Pennsylvania      192.70\n",
       "Texas             364.24\n",
       "Name: Discount, dtype: float64"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Discount with Negative Profit\n",
    "states_data['Discount'][states_data['Profit'] < 0].sort_values(ascending = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#line plot\n",
    "sns.lineplot(x = \"Discount\", y = \"Profit\", data = df1, color = \"blue\",linestyle='dashed')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**From above :**\n",
    "- We can clearly observe that **discount** has a **negative relation** with **Profit** i.e. as the discount is increasing the Profit generated is decreased."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "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>Sales</th>\n",
       "      <th>Profit</th>\n",
       "      <th>value_counts</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Category</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Technology</th>\n",
       "      <td>836154.0330</td>\n",
       "      <td>145454.9481</td>\n",
       "      <td>1847</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Furniture</th>\n",
       "      <td>741306.3133</td>\n",
       "      <td>18421.8137</td>\n",
       "      <td>2118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Office Supplies</th>\n",
       "      <td>718735.2440</td>\n",
       "      <td>122364.6608</td>\n",
       "      <td>6012</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       Sales       Profit  value_counts\n",
       "Category                                               \n",
       "Technology       836154.0330  145454.9481          1847\n",
       "Furniture        741306.3133   18421.8137          2118\n",
       "Office Supplies  718735.2440  122364.6608          6012"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Categorywise sales and profit and their counts\n",
    "cat_data = df1.groupby(\"Category\")[[\"Sales\",\"Profit\"]].sum().sort_values(by = \"Sales\",ascending = False)\n",
    "cat_data['value_counts'] = df1['Category'].value_counts()\n",
    "display(cat_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Sales in terms of Categories in different Regions\n",
    "plt.figure(figsize=(12,6))\n",
    "sns.barplot(x='Category',y='Sales',hue='Region',data=df1)\n",
    "plt.title(\"Sales in terms of Categories in different Regions\",size=20)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**From Above :**\n",
    "- The sales of \"Furniture\" is done maximum in Western Region nearly about 360k+,\n",
    "- and the sales of \"Office Supplies\" is maximum done in South region nearly about 150k+\n",
    "- and then the sales of \"Technology\" is maximum done in South Region nearly about 550k+.\n",
    "- Among all the three Category, the sale of Technology is Max and also Maximum Sales is done in South region."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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VNjY2avWaNWumqlGjhvL/tHNSrlw51b1795TlHh4eqpo1a6pq1qypnO+bN28qZZ2dnZWye/bsUdrw9vXF0dFRZWNjo5owYYKyLDvXl7/++ktlY2Oj+vvvv5VyiYmJqh9++EE5/2kePHigsrW1VQ0YMEDtsw0NDVW1atVKVaVKFbXPSvxvkpQb8Z83e/Zs1q5dS6NGjdDV1SUqKorLly+zYMECWrZsybJly9QelTds2JA5c+Zo9PwVLFiQokWLajzmfVtQUBBXrlyhSZMmNGvWTG3dgAEDKFiwoPJYOiUlBZVKhZ+fH/7+/kq5SpUqcf78eZYtW/bBx9y/f/90e748PDw+aHsHDhzAxMSEiRMnqvWGpT2SdnZ25sWLF2p1WrVqlWFv9aBBg5Tt6OjoUKlSJSA1PeHtHt+03qy09IO0z+nBgwckJycr5SZNmsTVq1dp2rRphseQkJDAyZMnKVy4MN9//73auiZNmtC6dWs8PDxwcnLK9FykJzIyEkB5CpFVKSkpTJ48mcWLF2vMxJL2dOZ9g5SPHTtGQkIC33//vVr+tYGBAd9//z0pKSkcPnwYSH1kHxcXx6hRo9T2V758ebp27aq23fPnzxMREcGgQYPUZvfR0dFh+vTpGBgYpDtdYZs2bTJtb1JSEkeOHKFMmTL0799fbV2LFi2oXr06586dU9LTVCoVoaGhaikLVlZWnD59ml27dmW6r8x0795dLZe7evXqmJqavvc7cvnyZWVAvZWVlbK8UqVKH/y0ICMHDhwAYMaMGWpjgIoWLUqfPn0IDAzk+vXranWaNGmCoaGh8v/snu80H3p+MtOlSxcOHTpE165dMTExITExkXv37vHPP//QtWtXxo4dm+71tWjRonTq1En5v7a2No0bNwbQSPlLT/v27dWeFhUvXpz+/fvz+vVrZZxVmho1alCxYkXl/9WrVwfA2tpa7fqSdm3y9fUFsn99OXnyJKampmrTk+ro6DB16lSNJw4HDhxApVLx008/qX225ubmjBw5UnlqI/63ScqNEEDTpk1p2rQp0dHRODk5cePGDS5cuICnpyfr1q0jJSWFKVOmAKnBTfny5YmOjubBgwd4enri4eGBs7Mznp6eaoHku548eYJKpSI8PJy///5bY72uri7+/v4EBgZiaWlJ+/btOXnyJK1ataJatWo0btyYZs2aUbp06Y863nenvEtLBfiQKd2io6Nxd3cnf/78rFmzRmP9q1evAHj69CllypRRlmeWovLuLB5pNx9FihRRW5421V/aWIg2bdqwatUq9u7dy9mzZ2nYsCGNGzemSZMm5M+fP9PjcHd3Jy4ujurVq6d7o1GjRg3OnDnDs2fPsp3qlDbAMSIiIlv1cuXKRatWrYDUwODFixd4eXnh6uqKo6MjwHtntXn06BGQmkP/7k1V2rsEnj17BoCzszMAlStX1thO9erV2bdvn/L/tDq1atXSKGthYYG1tTVPnz4lMjJS+fnS1dV97+w97u7uxMTEkJycnO53JD4+nuTkZJ4/f06NGjXo3bs369ato3PnzlSqVEn5vNNuAj9UetNC5s6dWyOwfVfaeXk76EtTrVo19uzZ81Htetvjx4/R19dPN1c77Qbn6dOnaoHmu9+77J7vNB96ft7HxsaGhQsXkpSUhLOzMzdu3ODKlSvcu3cPe3t7QkJC2LNnj1pQm96sP2nfuay8L6N27doay9K+A8+ePVObovfdfaUF0Bldm9Kuqdm5vlSpUgUPDw9q166tkSJYoEABihQpova9f/z4MQBnz57VuAEJCAgAUn8OxP82CeiFeIuxsTFNmjShSZMmTJ06lQMHDjBr1ix27NjB+PHjMTQ0JD4+nuXLl7N3715iY2MBsLS0pFatWpibm2c6+DLt5TH379/n/v37GZYLDw/H0tKSRYsWUbFiRQ4dOsStW7e4desWS5cupWLFisydOzfTnNTMvN3LDSi/HFUqVba3lfYLPDg4WG2avXe9G8waGBhkWPbtXqa3vdvud1laWnLgwAFWr16Nvb09x48f5/jx4+jq6tKtWzdmzJihNt93eseRUZ5zWiAaFxeXaRvSU7RoUQC8vLzeW/bly5eUKFFC+aX//Plz5s6dqwyK1NXVpVSpUlSsWBEPD4/3fmZpTwcyCyTTPpuwsDCAdOdlfzcQTztfGc0JXqBAAZ4+fUpsbKxyTjP7zNOkfUdevnyZpZ+nH374geLFi7Nnzx4ePnzIgwcP+Pvvv7G2tubXX3/VyCHPqvR+1rS0tN57vtPan97TmHdnrvlYkZGRysD5jLz7vXv35z+75zvNh56frNLR0aFatWpUq1aNsWPHcu/ePcaOHcv9+/dxdHSkbt26StmMvtOQtWuapaWlxrK078C7Nygfem3KzvUl7Vxn9EQvT548yncV3nzH161bl+H+s9uZIHIeCejFf1ZUVBTdunXD2tqatWvXaqzX0tKiZ8+e2NnZcfXqVQICArC2tmbhwoXs2rWLNm3a0L9/f2xtbZVf1O3atcs0oE/raR47diwTJkx4bxt1dXUZNmwYw4YNw8/Pj2vXrintGTVqFPb29pkO8vw3pB1TzZo10+0p/LcVLVqU+fPnk5yczKNHj3BwcODQoUPs3bsXExMT5UnLu9J+eQYFBaW7Pi3w+ZCgLO0lT9evX0elUmU4SC84OJiOHTtiZWXF+fPniYmJYdiwYURGRjJ16lTq169PyZIl0dPT48GDB5w4ceK9+077fM6fP6/cWGQkLTiPjo7WmDrw3cDmc52vtO126dKFxYsXv7e8lpYWPXr0oEePHoSEhHD9+nXOnTvH2bNnGTNmDBcuXNA4ls8pbbBiWpD1tk/9dmUjIyOMjY01emWzI7vn+3MZO3YsDx8+5MKFC+kGx9WqVWPIkCEsX74cT09PtYD+Y6V3k572+X2qaUKz833JkyePWhve9e7PkZGREdra2jx48OCL/z4QX47k0Iv/rNy5cxMZGcn169eVtJCM5MqVS0nZOHHiBHnz5uWvv/6iTp06SsASFxeHn58fkHGvUNqUdGlpEO9asWIF69atIyEhAW9vb5YvX65Mn1aoUCF69uzJxo0bqVu3LoGBgRpTNn4JJiYmFCpUCFdX13R/MR45coS///77X2mrvb09s2fPJioqCm1tbapUqcL48eOVG407d+5kWLdkyZLo6+vz8OHDdFOPbt++DfBB6U4FCxakXr16eHt7c/z48QzL7dixg+TkZOrUqUOuXLm4efMmr169on///gwbNoyyZcsqwY6bmxug/rOW3o1C2s9cWjrN2zw8PFi0aBEXLlwAUHLhHz58qFH2wYMHav9PezqU3jmNiori6dOnFC9e/L09l++ytrZGT0+Px48fp/s92rJlC//88w9hYWGEhYXx999/K2MA8ubNS6dOnVixYgXdunUjNjZWY/rGzy3tHN69e1djXXqfwcewtbUlICAg3U6Eixcv8scffygpQBnJzvnOrvfNLvM2XV1dgoODlRmhMvMhL13LTHqfy71794D0088+RHauLwYGBpQqVYonT55oXFNfv36t8aTP1taW5OTkdNNq7t27x9KlSz9o7I/IWSSgF/9p/fv3VwYMptdzYm9vz/Xr12nVqpXSe6mvr098fLzSowKpbzKcN2+ecvFNy+l+V9GiRalVqxZXrlzRmAbwyJEjrFq1CgcHB/T09DAwMGD9+vX89ddfar8AEhISCA4ORk9P77154Z9DWg/Q28fYtWtXwsPDWbp0qVpup6urK7/99hubN2/+5OkG6Xn58iW7d+/WmC88bWBaoUKFMqyrp6dHhw4dCAoKYsWKFWrrrly5wunTpylevLgyCC67pk2bho6ODr/++qsSQL/t0KFDrFu3jty5czNu3DjgTSrBuwNf/fz8lPSIt997kDYw8u3PpnPnzmhra/Pnn3+qBX5JSUn8/vvvbNq0ifDwcAA6deqErq4ua9asURt8+OLFC7X8eUCZunPXrl1KDm/adtO+Cx8yVZ6+vj7t27fH1dWVzZs3q61zdHRk8eLFHDx4kDx58mBsbMy2bdv4448/lGN4+xxB5p/559CkSRMsLCzYvn272kBdNzc3ZRDrp9K1a1dUKhW///672jUiKCiI2bNns27dOrXB7+nJzvnOrvR+HjOSNiB39uzZ6d5Qenh4sH37dgoUKECDBg2y3ZbM7Nu3T7lBhtR89+3bt2Npaak8XftY2b2+dO3alZiYGJYuXarcaKlUKpYvX67xrpO0Aevz589Xe5IWFRXF7NmzWb9+faZju8T/Bkm5Ef9pY8aMwcXFhTNnztC6dWsaNmxIiRIlSEpK4sGDB9y9e5eSJUsye/ZspU6nTp3YtGkT3bt3p2XLliQlJXH16lXc3d2xsLAgNDSU8PDwDHuRfvvtN/r378+ECRNo3LgxZcqUwd3dnUuXLmFmZsavv/4KpM5JPnjwYDZv3kzHjh1p0qQJuXLlwsHBATc3N8aOHZth/vLnlJZvOn36dBo0aMCgQYP49ttvlfnm79y5Q+3atXn9+jV2dnbExsayZMmSf6WtvXr1Yt++fSxdupRbt25ha2tLSEgIdnZ2GBkZaczx/q4pU6Zw9+5d1q9fz+3bt6lWrRre3t5cuHABY2NjlixZkq1ex7fZ2tqyatUqJkyYwJgxY6hUqRJVq1YlJSWF+/fv8/jxY3Lnzs3KlSuVAXY1atSgcOHCHD16lLCwMMqWLYu/vz/29vbo6+ujpaWlFsimfTa7d+8mIiKCgQMHUqJECaZMmcLChQvp2LEjzZs3J0+ePFy5cgU3NzeaNWumDPpLm4Fj2bJldOnShRYtWhAXF8eZM2eUm4u03P7cuXMzf/58Jk2aRJ8+fWjVqhV58+bl5s2buLi4ULNmTUaOHPlB52rq1Kncu3ePRYsWYW9vT+XKlQkMDOTs2bPo6Ogwf/58cuXKhZ6eHt9//z1z586lY8eOtGrVCgMDA27fvo2zszNdunRR3pXwbzE2Nub3339nwoQJ9OzZU5nVx87ODgsLC7WOgI/VrVs3Lly4wJkzZ3j+/DmNGjUiKSmJ06dPEx4ezuTJkylWrNh7t5PV851d5ubm6Onp4ejoyIIFC2jVqlWG77moXbs2P//8M4sXL6Z3797UrFmT8uXLo6ury8uXL7ly5Qp6enps2LAh20993kdLS4tevXrRtm1bVCoVZ8+eJS4ujsWLF2ean59d2bm+DB48mAsXLrB9+3YePXpElSpVuH//Pi4uLuTNm1dtu3Xr1mXgwIFs376dDh060KRJE/T09Dh//jz+/v706dPng99ZInIOCejFf5q2tjYrVqzg3LlzHDt2jIcPH3LlyhV0dXUpXrw4kydPZtCgQWqD+SZNmoSxsTHHjh1j165dWFhYUKpUKWbOnImbmxvz58/n8uXL9OzZM919lixZkkOHDvHPP/9w+fJlbty4QYECBejSpQvjxo1Ty3OeMmUKxYsXZ//+/Rw+fJjk5GRKly7NwoULNaYR/LeMHj0aNzc3rl27hoeHh3J+tm3bxoYNGzh16hS7du3CxMSE6tWrM2rUqHRnkfgc8uTJw44dO1i9ejXXrl3j5s2b5M6dm8aNGzN+/Hi1WXbSY2Fhwb59+1izZg1nzpxhx44dWFhY8M033zBmzJgsBUeZadq0KadOnWLnzp1cvXqVY8eOERMTQ+HChRk0aBDDhw9Xm+rQyMiIzZs3s3TpUu7cuYOTkxMFCxakc+fOjBs3jm+//RYnJyflxVy1atWif//+HD16lJ07d1K/fn0sLS0ZOnQoJUuWZNOmTZw9e5aUlBSKFi3Kzz//TP/+/dWmPPz222/JmzcvW7du5eDBg5iZmTF48GAsLCyYN2+e2qDA1q1bs2vXLlavXo2DgwMJCQkUK1aMn376iUGDBn1wPm/a57B27VrOnTvH9u3bsbCwoHnz5owdO5ayZcsqZQcOHEjevHnZtm0bp06dIjY2lhIlSjBt2jQGDBjwQfv/WC1btmTLli38/fffnDp1CkNDQ3r16kWlSpWYNGnSJ9uPlpYWK1asYOfOnRw6dIj9+/djYGBA6dKlGTp0qPJCo/fJzvnODj09PX755RdWrFihXBMye3Hd0KFDqVOnDrt27eL27ds8evSI5ORkChYsSJ8+fRgxYoTa9+NTGT16NBEREezbt4/4+HiqVq3Kd999l+GLzz5Udq4venp6bNq0iX/++YcTJ06we/duypUrx6ZNm5g9e7ZGfv3MmTOpVKkSu3fv5tixY2hra2Ntbc133333xX5XiH+XlupTDUkXQgiRo4WFhZGcnJzuLDcrVqxg1apV7N+//5PlFQvxJR06dIhp06Yxbdo0hgwZ8qWbI8RHkRx6IYQQQGrOdIMGDTSmLwwNDeXw4cPkyZPng3trhRBCfD6SciOEEAKARo0aUbhwYVatWoWzszM2NjZERERw/vx5wsLCWLhw4SfPXxZCCPHxJKAXQggBpA7o3LNnDxs2bODSpUvcuHEDIyMjKlasyPDhwz/4JU1CCCE+L8mhF0IIIYQQIgeTHHohhBBCCCFyMEm5+QjBwem/llkIIYQQQohPKX9+kwzXSQ+9EEIIIYQQOZgE9EIIIYQQQuRgEtALIYQQQgiRg0lAL4QQQgghRA4mAb0QQgghhBA5mAT0QgghhBBC5GAS0AshhBBCCJGDSUAvhBBCCCFEDiYBvRBCCCGEEDmYBPRCCCGEEELkYBLQCyGEEEIIkYNJQC+EEEIIIUQOJgG9EEIIIYQQOZgE9EIIIYQQQuRgEtALIYQQQoj/jLt3nZgzZwZ37zp96aZ8MjpfugFCCCGEEEL8W/bv34W7+0vi4mKpXr3ml27OJyE99EIIIYQQ4j8jNjZO7e//BRLQCyGEEEIIkYNJQC+EEEIIIUQOJgG9EEIIIYQQOZgE9EIIIYQQQuRgEtALIYQQQgiRg8m0lUII8ZVxdX3BiRNHcHK6zatXQSQkJGBmZo61dSnq129Ax45d0Nc30Kg3b95sTp8+QevW7fjll9+zvL8PrfchevToRECAPwClSpVm69Y9763z7NkTRowYpPx/z57DFClS9LO1EVLnqf7++9EAXLp0Ex0d+XUphPh6yRVKCCG+Ihs3rmXr1o2kpKRgbGxM4cJF0NHRJSTkFY6O13F0vM7OndtYsGAZtrZlv3RzP4qbmyteXh4UK1Yi03L29uf+nQYJIUQOJQG9EEJ8JU6ePMbmzesxNDRk+vRfady4Gdra2sp6Dw93Fiz4jcePnZk8eTzbt+/H3Nz8o/c7atR4BgwYgrFx7o/eVlZpa2uTnJzMhQvnGTJkRIblVCoVFy5IQC+EEJmRHHohhPhKbNu2CYBx4ybQrFlLtWAeoEQJaxYuXI65uQXh4eEcOPD+dJWsyJcvH8WLlyBfvnyfZHtZUaNGLQAuXrTPtNzjx84EBgZgY2P7bzRLCCFyJAnohRDiKxAZGYmvrw8A5ctXzLCcubk5jRo1AeDJk0f/Sts+h3r1GmJoaIib2wu8vDwzLJeWbtOiRet/q2lCCJHjfJUpN2FhYaxfvx57e3v8/PzQ1dXFxsaGrl270rNnT3LlSv8+JCwsjNWrV2Nvb09gYCCmpqZUr16dESNGULVq1Qz35+fnx6pVq3BwcCA0NBRzc3Pq1avHqFGjKFWq1Gc6SiGEeOPtQZfXr1/Fxibj/Pjhw0fRs2dfLCwsMiwTEODP1q2bcHS8TlhYKHnymFGrVh0GDRpG0aLF1MpmNCi2YcOaAJw+fZGrVy+zf/9uPD09yJ07N7a25enbdwDVqtX4oOM1MDCgXr2GXLhwjosXzzN48HCNMikpKVy8eB5DQyPq12/E6tV/Z7i94OAg9u3bzY0bV/H39yNXrlwULlyUxo2b0rNnX0xMTNKtd/euE3v37uTZsydERUVRsmQpevXqR968mT+t8PX1YffuHdy+fZPg4CD09PQoWbI07dp1pH37ThpPV4QQ4nP66nrofX196datGxs3bsTHx4dixYqRJ08e7t27xy+//MLYsWNJTEzUqPfq1St69erF1q1bCQkJwcbGBi0tLc6dO0e/fv04cOBAuvt7+fIlXbt25cCBA8TExGBra0tCQgJHjx6la9euODg4fO5DFkIIDA0NqVSpCpA6MHbu3F+5f/8uycnJGmXz5s2HtXVJ8uQxS3dbbm4vGDKkHydOHMHIyIhChQoTFhbK6dMnGDZsAO7uL7PVto0b1zJv3my8vb2xti5FcnIy16878P33o9m1a3u2jzVN8+YtgYzTbh48uMerV8E0bNgYAwPNWX3SODndYuDAXuzevR0fH2+KFSuOlVVBXr50ZdOmdQwe3Ac3N1eNejt2bGHChDFcu+ZASooKa+tSeHt7MWfOTDZvXp/h/i5fvsigQb05cuQAr14FU6xYCczMzHn48D6LFs3lhx++IyYmJptnQwghPtxXF9BPnz4dPz8/ypQpw8mTJzl58iQXL15k9erV6Ovrc/HiRTZs2KBRb9KkSXh5edGgQQMuX77MoUOHcHBwYPLkySQnJzN79mzc3NzU6iQlJTF69GjCw8Pp3LkzV69e5eDBgzg4ODBgwADi4+P54YcfCAsL+7cOXwjxHzZp0hQMDY1QqVTY2Z1k/Phvad++OVOmTGD79i08fvyIlJSU927Hzc2VQoUKsXPnfnbs2M/OnQfYsGE7ZmZmxMbGZBqspufAgT20bt2Oo0dPs2HDNo4ePcPw4aNQqVSsXr0CZ+cHH3S89eo1wNDQCFdXF7y9vTTWZyXdJiDAn2nTfiQqKoqGDRtz6NBJNm/exfbt+9i9+xAVK1YmKCiQn36aSFRUlFLv4cP7rFmzEoBx4yZy9Kidcmw9evTm3r076e7vxQsX5syZQUJCAoMHD+fUqQts2bKLPXsOs2nTDooUKcadO7dYtmzBB50TIYT4EF9VQO/v78/NmzcB+O233yhRooSyrnnz5owYkToTwru97Y6Ojty6dQsjIyOWLl1Knjx5AMiVKxfffvstnTp1IjExkdWrV6vVO3bsGJ6enhQqVIh58+YpPUB6enrMnDmTGjVq8Pr1a7Zs2fKZjlgIId6wsSnLunVbqFy5qrIsOjqaGzeusXbtSkaNGkKXLm1Zt+4f4uLiMtyOtrY28+cvU5sOskwZG3r16gek9nxnR7ly5Zk5cw5GRsbK9ocOHUnLlm1QqVRs3qzZyZIV+voG1K/fEICLF8+rrUtOTuby5Qvkzm1CnTr1MtzG9u2biY2NoWTJUvz++yIsLPIq6woXLsLixX+SN29eAgMD1AYRb92aOgC5XbuO9O07QEnl1NfXZ+LEKcqg3Xdt2rSOhIQEunfvzciRY9DX11fW2diUZd68xWhra3P2rF22n4QIIcSH+qoC+oCAAOXfZctq5o9WqlRJoxzA4cOHAWjRokW6OaV9+/YFwN7eXu2XYFq9zp07o6enp1ZHS0uLPn36AHDy5MlsH4sQQnwIa+uS/PPPBjZv3snQoSOpVKmyWn59WFgo27ZtYvDgPgQFBaa7jbJly2NlZaWxvFSpMgBERIRnq009e/ZNd+zSN990B+Du3dvExERna5tp0nrf3w3o7951IiwslCZNmqGrq5th/evXrwLQtWvPdMuZmprSvn1nABwcLgMQFxfHvXtOQGpAn54uXbprLEtISMDR8ToAbdq0S7deqVKlKV3aBpVKxfXrkrIphPh3fFWDYgsVKqT8+8mTJ9SsWVNt/fPnzzXKAdy7l9rbVKNG+oOzKldO/YUYExPDo0ePqFmzJikpKTx8+DDTetWrVwfA29sbf39/ChYs+AFHJYQQ2VemjC1lytgyfPgo4uLicHa+j6PjTc6cOUVYWCi+vj7MmvUza9du1qibP3/+dLdpaGgIpKYbJiUlZfntp+XKVUh3edoNQlJSEv7+/pQqVTpL23tb3br1MTIy5sULF3x8vJU3wKbNPd+yZcbpNjEx0QQHBwFk+pKtsmXLASiz6QQE+JOQkABAyZLpT3xQpoyNxjIfHy+l3rJlizK80QgMTH0TrqenR4ZtEkKIT+mr6qG3tLSkRYsWAMyZMwcvrzc5lTdu3GDt2rUADBkyRFmekpKCj0/qVG/FiqnP3JBGV1cXS0tLANzd3QEIDAxUeuszqlewYEFlpgIPD48PPCohhPg4BgYG1KpVl/HjJ3LgwDGlV/vxY2eeP3+mUV5PT19j2ccwNTVNd3naDQJAVFTkB21bT0+Phg0bA2966ZOSkrh8+SLm5hZUr55+6gukpiOlyZ0745dipaUKxcbGoFKpiIx8/dYxGKVbx8RE85jfzsF/9uwJzs4P0v0THh6uUV4IIT6nr6qHHmDJkiXMmDEDOzs72rVrR4kSJYiLi8PHxwdTU1OmT59O//79lfIREREkJSUBZDqFm5mZGb6+vsoA15CQEGVdRvW0tbUxMTEhPDxcBsYKIT6rJUvmc+fObdq165juFI5p9PUNmDp1BleuXCQxMREvL49Me6c/hdjYOP5/aJKa6Og3AevHvLG2efOWnD17mosXzzNw4FBu33bk9esIunXrmen0j0ZGb4LxzILnyMjUmw1DQyO0tLSUcVapxxCtkXIJEB+vOUbh7RuYs2evqO1fCCG+pK+qhx5Sc9fLli1Lnjx5SEpKwtXVVemBNzEx0Zi67O2c+PQuymnSBi6llX+73tuDmjKqFxsbm80jEUKIrIuPj8fHx1vJ886MkZGx0rNsZvbhgXRWubtrTvkIqTO+QGqga2n54SmJtWvXI3fu3Li4PMfX10dJt2nRok2m9YyNc5MvX2p6UXpPKtI8e/YEgKJFU9N5LC2tlGv7ixfP062T3oDWwoWLKDcYmQ14ffr0MW5urjJ1pRDiX/NV9dBHRUUxdOhQHj58SIUKFfjrr7+oVq0aMTExnD9/nsWLF/PLL7/w9OlTZs+eDaA2UEtLSyvDbatUKrXyH1rvbblz66OjIy8PEUJ8vG7dumJnd5Jnz55w6dIZvvmma4Zlr127xuvXEeTJk4cGDWorPcV6eqmXdF1dbczMNHuPc+d+0yFiZmak5NC/r96ZMydp104zl/3kySMANG3aDEvLrN1Y5MqVer01NNR7a19GNGvWnOPHj3H16gWuXbuClZUVjRvXU67P0dFvesdNTQ2Uus2aNWX//v0cO3aQAQP6oKur3rETERHBmTOpExs0adLk/+sZ0ahRY86fP8eJE4dp3bq5Rjvt7I4r/047V2ZmRtSqVYubN29y7Nh+GjSorVHPx8eHsWNHkJiYyO+/z6Vr125ZOi9CiH+PtraW8nd617yc6KsK6Dds2MDDhw8pUKAAW7ZsUfI29fX16dmzJ7a2tvTp04fdu3fTrl076tSpg7GxsVI/bbBSetLWpfXKvP2oND4+PsPe/XfrvS0qKj6bRyiEEOkrX74qTZs259KlC/z66y88ePCIXr36UrDgm0kA4uPjOX/+DH//vRyAESPGkJCgRUJCak9wQkJq+mFiYjLh4Zq9w1FRb55MhofHKAH9++qdP3+OpUuXM2TICHR0dEhKSmLjxrWcO3cWPT09Bg4clm699KSkpHaSxMYmqNVp2LAZx48fY+PGjcTERNO+fWciIt48GX39+u1/xyl1e/Toz8mTp3jx4gXfffc9U6fOxNw8NY3Sz8+X336bRUhICPnzF6BLl15KvUGDhnP58iUuXLBn/vyFjBw5Bl1dXZKSktiyZQPnz59L91wNGjSC27dvc/LkSXLnzsPw4aOV3ycvX7oya9bPJCYmYmVVkAYNmmf5vAgh/j3JySrl75z0Hc2fP/03XsNXFtDb2dkBMGjQoHQHYVWuXJmmTZtib2/PiRMnqFOnDkZGRujp6ZGQkJBpnnvaurx5U+cofjvfMzw8PN3XgiclJSm5l2n1hBDic/n113kYGs7Dzu4k+/fvZv/+3VhaWmFhYaGk5CQkJKCrq8uoUePp2rXHv9KukiVLsWXLBg4f3k+hQoXx9fXl9esI9PT0mTFjttp89x+qdu265M5togyuzWx2m7cVLlyEuXMXMWvWVK5evcLNm+2xti5JcnIyHh7upKSkYGlpxfz5SzEzM3vrmEozbdovLFjwG7t2beP48SMUKVIEPz9fIiIiaNy4GVeuXNTYX+XKVfnppxksWTKfvXt3ceTIQUqUKElMTDQ+Pt6oVCosLPKyfPnKTNNAhRDiU/qqAno/Pz8ASpYsmWGZ0qVLY29vr+TV58qVC2tra54/f64se1diYiJBQalTm6W9rMrS0hITExMiIyPx8fFRcivf5u/vr7x2/e2XXAkhxOegq6vLjBmz6d69F+fPn+XuXSdevQrmxQsXDAwMKVq0OHXq1KVjxy6fJIjOqvHjJ+Ht7cWRIwdwc3PFzMychg0b06/fIEqUsP4k+9DV1aVx46acOnWcIkWKUrZs+SzXrV27Ltu372Pv3p3cuHENLy9PdHV1KVPGlqZNW/DNN93T7bRp3bod1tYl2blzGw8e3MPNzZXChYswbNi3NGzYJN2AHqBDh85UqFCJfft24eR0C3d3N0CL4sWtqV+/IX37DlCeEgghxL9BS5WWJP4VqF+/PiEhIcyZM0d5qdO7ZsyYwYEDB2jdujV///03ALNmzWLfvn306NGDefPmadS5c+cO/fr1Q19fn1u3bikDa4cNG8a1a9eYMGECY8eO1ah37NgxpkyZQuHChblw4YLG+uDgD5umTQghcoKGDVPfBfLHH6uoVavOF26NEEJ8GhMnjiUgwA8rq0L8+ec/X7o5WZZZys1XNctN3bp1AThw4IDSM/628PBwzp8/r1YWoF271Df2nTlzRpn/9227d+8GoH379mqz5KTVO3ToULr593v2pL4mvGvXjAenCSGEEEII8SV9VQH9qFGj0NXVxdnZmZ9++onQ0FBlnbe3N6NGjSI8PJwiRYrQvfub13LXq1ePGjVqEBkZybhx43j16hWQ+tKp9evXc/z4cXR1dRk5cqTa/jp37kyxYsXw9vbmxx9/VOYxTkhIYO7cudy5cwcTExMGDBjwLxy9EEIIIYQQ2fdV5dDb2tqybNkyfvrpJ06cOMGZM2coVaoUKSkpuLq6kpKSQuHChVm3bp1aT7uWlhaLFi2if//+ODk50axZM8qUKUNQUBDBwcFoaWkxf/58SpVSf8W3vr4+y5YtY9iwYZw5cwYHBwdKliyJj48P4eHh6OrqsnLlyo96YYoQQgghhBCf01fVQw/Qpk0bjh07Rp8+fShYsCAvX77Ex8cHW1tbvvvuO44cOaIRmEPqC0OOHDnC4MGDsbS0xMXFhfj4eBo1asSWLVvo3LlzuvurXLkyR48epUePHpiamvL8+XO0tLRo06YN+/fvV0vtEUIIIYQQ4mvzVQ2KzWlkUKwQQgghRM4ig2KFEEIIIYQQXxUJ6IUQQgghhMjBJKAXQgghhBAiB5OAXgghhBBCiBxMAnohhBBCCCFyMAnohRBCCCGEyMEkoBdCCCGEECIHk4BeCCGEEEKIHEwCeiGEEEIIIXIwCeiFEEIIIYTIwSSgF0IIIYQQIgfT+dINEEIIkX2uri84ceIITk63efUqiISEBMzMzLG2LkX9+g3o2LEL+voGX7qZX427d534/vvRAFy6dBMdnez/+gsLC+PEiaM4Ol7H3d2NqKgoDA0NKVq0GLVr1+Obb7qTP38BjXqnTh1n/vw55M9fgMOHT330sQghxLskoBdCfFXaLj78pZvwSdj91PWzbXvjxrVs3bqRlJQUjI2NKVy4CDo6uoSEvMLR8TqOjtfZuXMbCxYsw9a27Gdrx3/JiRNH+euvpcTGxgJgbm5B6dI2hIaG8OzZU54+fcK+fbuYMOFHOnbs8oVbK4T4r5GAXgghcpCTJ4+xefN6DA0NmT79Vxo3boa2tray3sPDnQULfuPxY2cmTx7P9u37MTc3/4Itzvn++GMxBw/uQ0tLi2++6U7//oMpWLCQst7Hx5u1a1dx8eJ5Fi78HVDRseM3X6y9Qoj/HsmhF0KIHGTbtk0AjBs3gWbNWqoF8wAlSlizcOFyzM0tCA8P58CBPV+imf8zzp8/owTzU6fO4Mcfp6kF8wBFihTl998X0qZNewD+/HMpQUGBX6K5Qoj/KAnohRAih4iMjMTX1weA8uUrZljO3NycRo2aAPDkyaN/pW3/i+Li4li+fDEAzZu3fG+v+3ff/YChoSFxcXEcPnzgX2ihEEKkkpQbIYTIId4eyHn9+lVsbDLOjx8+fBQ9e/bFwsIi3fUvXriwd+9O7t51IiwsFENDI8qWLUfnzl1p2rRFhtt98OAehw8fwNn5AaGhIRgbG1O+fCV69epLzZq1Ncq/fv2aAwf24OBwCR8fb1JSUrCyKki9eg3p02cA+fLlUyufNoC0RYtW/PzzL+zYsYULF84RGBiAgYEhFStWpn//QVSpUi3d9t2968TevTt59uwJUVFRlCxZil69+pE3b750y2fm0iV7Xr+OAGDAgCHvLW9mZsasWb+TJ08eypWrkKV9xMfHceLEMRwcLuHm5kpk5Gv09PSxtLSkdu169O07gHz58mvUO3/+DKdOHcfT0+P/P4fc2NiUpW3b9rRs2YZcudT764KDg9i5cyv37t3F398PlUqFpaUlNWvWoXfvfhpPHYQQOYsE9EIIkUMYGhpSqVIVnJ0fsHHjWnx8vOnYsQuVKlXRSL3JmzdfhkHswYP7WLFiGcnJyRgaGmFtXZKIiAhu3brJrVs3adWqLTNnztHY5tq1q9ixYwsqlQpT0zyUKlWGwMAArl934Pp1B6ZMmU6XLt2U8m5urkye/B2vXgWTK1cuihcvgY6ODi9furFnzw5OnjzGvHmLqV69pkYbIyOjGDVqCC9fupEvX35KlLDGw8Od69cdcHS8zoIFy6hfv6FanR07trB27SpUKhXm5hZYW5fC29uLOXNmUq1ajWyfbyenWwCYmZlTpoxtluo0btw0y9sPCwtj4sQxuLm5oqWlReHCRbC0tCI4OBB395e4u7/k7NnTbNy4nQIFLJV6f/+9nL17dwFgZVWQUqXK8OpVMLdu3eDWrRs4Ot5g1qzflPK+vj6MHj3s/2/cDClUqDAA3t5eHDiwh9Onj/P332szvUEUQnzdJKAXQogcZNKkKYwb9y2xsTHY2Z3Ezu4kxsbGVK5clcqVq1G9ek3KlSuv0UOb5ubN6/z55xJ0dHQYP34S3br1VAJ3J6dbzJkzk3Pn7ChUqDAjR45R6p0/f4bt2zejra3NuHET6d69F9ra2iQnJ7NjxxbWr1/N8uWLqFKlGiVKWBMTE60E8xUrVmbWrN8oXLgIAKGhISxaNJdr1xyYPv1HNm3aqQSZaW7dukHevHlZvnwltWvXBeDVq1dMnvwdbm4vWLfuH7WA/uHD+6xZsxItLS3GjZtI7979yJUrF/Hx8axevYIDB/Zm+1x7enoAUKpUmWzXzYp//vkLNzdXihQpypIlf1G0aDFlnaPjDWbMmEJYWCj79+9h3LgJQOqg5717d6Gnp8/SpX+p3QydPn2CBQt+48yZU3Tt2pOKFSsBsG7dKsLCQmnatAXTp/+KkZERkPo5zJgxBWfnh6xZs4rly//+LMcphPj8JIdeCCFyEBubsqxbt4XKlasqy6Kjo7lx4xpr165k1KghdOnSlnXr/iEuLk6j/tq1K1GpVIwePZ6ePfuo9cLXrFmb6dN/BWDPnh1ERIQr6zZvXg9A79796dWrr1JPW1ubwYOHU6tWHZKTk7GzOwnAwYP7efUqGAuLvCxe/KcSzANYWORl7tzFlCpVmqioKGWg77t++GGqEswD5MuXj2HDRgLg6upCTEyMsm7r1tRttGvXkb59Byg3NPr6+kycOIUaNWq958xqiox8DaSm0nxqSUlJPHhwDy0tLb777ge1YB6gTp16tGjRGkh90pHGze0FAMWKFdd4stGuXUe++aY7LVu2ITExQVnu6ppap3XrdkowD6mfw4QJP1KnTn2sra0/7QEKIf5V0kMvhBA5jLV1Sf75ZwMvXjznypVLODk58vTpE5KSkgAICwtl27ZN2Nuf5e+/1yrpGv7+frx44QJA69bt0912vXoNMDMzIzw8HCen27Ro0QofH2+lt/rtlJq3/fzzLJKSkpRc7OvXrwDQtm0HTE1NNcrr6urSvXtvFi+ex9WrV1CpVGhpaSnrtbW1qVu3vka94sXfBJ7R0VEYGRkRFxfHvXtOQGpQm54uXbpz587tdNdlxMDAEIDk5KRs1csKHR0d9u07Snx8PHp6ehrrVSoVhoapwXd8/JsbsyJFUgN/V1cXVq78ky5duqndDPzww1SNbRUpUhRPTw/WrPkbLS2oXbuu8tKxsmXLs2zZik96bEKIf58E9EIIkUOVKWNLmTK2DB8+iri4OJyd7+PoeJMzZ04RFhaKr68Ps2b9zNq1mwF4+dJNqTt9+o8Zbjc+PrV318vLA0idZx3A0NBIraf9bZaWVmr/9/T0BMDWtlyG+0lbFx4exuvXEeTJY6asMzExTfdNt/r6+sq/k5OTAQgI8CchIbXNJUuWSndfZcrYZNiOjOTNmw9XVxfCw8OzXTer9PX1CQsL5fFjZ7y8vPD398PLywMXl+fKE4KUlBSlvK1tWVq3bsfZs6fZs2cHe/bsoGDBQtSoUYvatetRt249jIyM1fYxYsRo7t69g5eXJ9Om/Yienh4VK1amVq061K3b4IPOjRDi6yIBvRBC/A8wMDCgVq261KpVl5EjRzN//m/Y25/l8WNnnj9/hq1tWaKjo5Tyzs4P3rvNqKhIAGWmFyMjwyy3J21fuXPnzrCMsfGbwDMmJkYtoNfV1X3vPlQqFfAmNQZQerXfZWKi+ZTgfYoVK46j43U8PNw1niBkJCgoEG1t7SzNqhMS8opVq/7iwoVzytMVSP0sy5WrQHJyMg8f3teoN2vWb1SvXpPjx4/w5Mkj/P39OHHiKCdOHEVPT5/OnbsybtwE5RyWKWPLli272LFjC1euXCQiIoK7d524e9eJtWtXUapUaX744WeqVKma5XMjhPi6SEAvhBA5xJIl87lz5zbt2nVk8ODhGZbT1zdg6tQZXLlykcTERLy8PLC1LaukkOTJk4eTJ+2zvN+0ejExsVmuY2RkTGTka6KiojIs83Yg/nZud3blyZNH+Xd0dHS6KSxvp61kVaNGTdi/fzfh4WG8ePE8S7PAbNmygWPHDlO1anVWrlyXYbn4+HgmTBiDh4c7pqZ56Nq1B2XLlqN4cWsKFy6CtrY2a9euSjeg19LSomPHLnTs2IWwsDDu3bvDvXt3uHHjKgEB/v//MjEVEydOUeoULlyEqVNnMmXKdJ4/f8q9e3dwcrrN3bu3/382ovHs3HlA40mLECJnkEGxQgiRQ8THx+Pj442Dw+X3ljUyMlZ6q83MzIHUHmeAiIgIQkJeZVj3wYP7eHi4K0FwWo52bGwM/v5+6da5evUy48d/yz///AVA8eIlAHj+/GmG+3n2LHWdiYmpWu98dllaWimpOC9ePE+3jLv7y2xvt0qVauTPXwCAnTu3vrf869cRnD9/FoDSpTNPY3FwuISHh/v/B+6bGTlyDI0aNaVYseLKgOPg4CCNejEx0Tx79lRJhzI3N6d585ZMnjyVffuO8s03PQCwszsFpD7F8Pf34/btmwDkypWLcuUq0K/fIJYv/5tt2/ZibGxMXFwcly9ffO8xCiG+ThLQCyFEDtGmTTsAnj17wqlTxzMte+vWTV6/jsDUNA8VKqROX1iihDVFihQFyHAax4cP7zNu3AgGDOjJ48ePlHppg11PnjyWbr1Tp05w//5dwsLCAGjQoBEAdnYnef36tUb5xMREDh/eD5Du4Nfs0Nc3ULaR0Rtajx8/nO3tamtrM378RADs7c8pM/ikJyUlhcWL5xETE42+vj79+g3MdNtpN0ZGRsYaM9xA6pSS169fBd6MFQDYsGENI0YMZOXKPzXq5MqVi5o1ayntgdSbjD59ujJp0niePXuiUadYseJKr3xKSrLGeiFEziABvRBC5BC1atWladPmACxaNJe//lqm0WMeHx/PyZPH+OWXnwEYOXKMWjrLiBGjgdQe5507t5KYmKise/DgPrNmpc6SUqFCJWVaRC0tLSXFZ8eOLZw4cUTJX09OTmb79tTcbG1tbXr37g/AN9/0IH/+AoSGhvDTTxPx8/NV9hMWFsqsWVN5+dINIyNjhg379qPPzfDho9DV1cXB4RL//LNCOa6kpCQ2bFjzwb3PLVq0plWrtgDMnfsrf/yxWOOcv3zpyo8/TuDSpQsA/PjjNLUXQaWnWLESQGra0b59u5XzCfDokTMTJ45Vxi68nS7UunV7tLS0uH79Kjt3blXLvQ8ICFCmAK1XL/UGJ08eM+VmZ/78OcpsRZAa9B86tJ+XL93Q0tKiTp2Pu7ESQnw5Wqq3ryIiW4KDI790E4T4n9N2cfZ7Ur9Gdj91/SzbTUxMZPHiedjZnVSCQEtLKywsLJSUnISEBHR1dRk2bBQDBw7R2MaWLRvYuHEtKpWK3LlzU7RoMcLDw5VAtVix4qxatR5zcwu1en///Qd79+4EUucwL1DAEj8/X16/jkBbW5sff5xGp07fKOVdXJ4xZcpEQkJekStXLkqUsFbeFJuUlISpaR5+/XUuderUU+qcOnWc+fPnkD9/AQ4fPqXRdn9/P3r27AzA/v3HlCcHAGfPnmbBgt9ITEzExMSUIkWK4OfnS0REBI0bN+PKldSg/tKlm+joZH0ImUqlYuXKP5Vj19LSIn/+AuTNm4/Q0BACAwOA1N72H374ibZtO6jVT++YkpOTGT9+JM7OD4HUGXXy5y9ASMgrgoOD0NLSokaNWjg53SJPnjycOHFeGZS7bdsm1q37B4DcuU0oVKgQcXFx+Pr6kJycTOHCRVi1aj358uUHUl/INWrUEAIDA8iVKxcFCxYid24TAgP9lRl8Ro8ez4ABQ7J8ToTIySZOHEtAgB9WVoX4889/vnRzsix/fpMM18mgWCGEyEF0dXWZMWM23bv34vz5s9y968SrV8G8eOGCgYEhRYsWp06dunTs2EXpBX7XkCEjqFWrLgcP7uX+/bu4ur5AR0cHGxtbGjduRq9e/dIdpPrdd5OoW7c+hw7t49EjZ168eI6paR6aNWtJ//6DKFu2vFp5G5uybN++l337duPgcBlfX2+0tHJRrFhxGjZsQrduPZWg81No3bod1tYl2blzGw8e3MPNzZXChYswbNi3NGzYRAnosyv15U+TaN26HSdPHuXBg/sEBPgREvIKQ0NDypevSN269enSpVuWZreB1HSeP//8hwMH9nL+/Bn8/Hx5+dIVC4u8tGjRim7demNrW5b27VsQERGBs/MD5WVigwYNo0SJkhw/fpjnz5/h5uaKgYGB8vn16NEHQ8M3MxLly5ePDRu2sXv3dm7evI6fny+BgQH/v6/W9OjRm0qVqnzQuRFCfB2kh/4jSA+9EEIIIUTO8r/YQy859EIIIYQQQuRgEtALIYQQQgiRg0lAL4QQQgghRA4mAb0QQgghhBA5mAT0QgghhBBC5GAS0AshhBBCCJGDSUAvhBBCCCFEDiYBvRBCCCGEEDmYBPRCCCGEEELkYBLQCyGEEEIIkYNJQC+EEEIIIUQOJgG9EEIIIYQQOZgE9EIIIYQQQuRgEtALIYQQQgiRg0lAL4QQQgghRA4mAb0QQgghhBA5mAT0QgghhBBC5GA6X7oBQgjxttjV9b90Ez4JwzHXP+v2XV1fcOLEEZycbvPqVRAJCQmYmZljbV2K+vUb0LFjF/T1DTKsHxQUiLGxMcbGuT9rOz/GvHmzOX36BK1bt+OXX37/0s3h1KnjzJ8/h/z5C3D48KkP2kZAgD/Hjx/h9m1HvLw8iY2NwcjIGGvrktSv35DOnbthamqqUW/jxrVs3ryeSpWqsHr1xo89FCHE/xjpoRdCiBxm48a1DBvWnwMH9hIcHEihQoUpXdoGLS0tHB2v88cfS+jbtzvPnz/TqJuYmMiGDWvo27cbYWFhX6D1/00pKSls27aJ3r2/YevWjTx9+hgDAwNKl7ZBV1eXhw/vs2bNSvr168aNG1e/dHOFEDmM9NALIUQOcvLkMTZvXo+hoSHTp/9K48bN0NbWVtZ7eLizYMFvPH7szOTJ49m+fT/m5ubK+levgtmyZcOXaPp/lkqlYvr0H7l69Qp6enr06zeIXr36qX0uLi7PWLVqBXfu3OLnnyezZMlf1K5d9wu2WgiRk0gPvRBC5CDbtm0CYNy4CTRr1lItmAcoUcKahQuXY25uQXh4OAcO7PkSzRRv2bFjqxLMz5u3hFGjxqkF8wA2NmVZtmwF1avXJDk5mfnz5xAbG/uFWiyEyGkkoBdCiBwiMjISX18fAMqXr5hhOXNzcxo1agLAkyeP/pW2ifQFBQWyceMaAHr27Eu9eg0yLKujo8OkST+hpaXFq1fBnDtn9281UwiRw0nKjRBC5BA6Om8u2devX8XGpmyGZYcPH0XPnn2xsLBQlo0f/y33799V/t+nT1cAVqxYQ/XqNQFISkri/PkzXLhwHheXZ7x+HYG2tjZ58+anRo2a9O7dn2LFiqvtK227S5euIG/efGzbton79+8SFRVJvnwFaNSoMQMHDtPolQaIj4/n6NFD2NmdwNvbGz09XWrWrM2IEWMyPReRkZEcOXKQmzev4eHxkqioKAwNDSlUqAgNGjSiZ8++GoNLGzZMPcZjx86wcuWfODhcIleuXNjalmP58pXK+b18+SKHDu3D1dWFhIREbG3LMmjQsEzbk5FTp46TlJSEtrY2ffsOfG95a+uSzJr1G0WLFqNMGdss7eNDzkVycjLHjh3G3v4s3t5evH4dgalpHsqXr0jHjl1o0KCRxn48PT3YuXMrT548JiDAD21tbQoVKkzdug3o1asv5uYWGnWEEP+Orzagv3HjBjt37uT+/fuEh4djZmZG3bp1GTNmDKVKlUq3TlhYGKtXr8be3p7AwEBMTU2pXr06I0aMoGrVqhnuy8/Pj1WrVuHg4EBoaCjm5ubUq1ePUaNGZbgvIYT4txkaGlKpUhWcnR+wceNafHy86dixC5UqVdFIvcmbNx958+ZTW1aqVGni4uJ49uwJALa25dDT0yN37tSZbuLj45gyZSJ37zoBULBgIUqWLE1oaAg+Pl74+Hhx9uxpVq1an+7NxM2b1zly5AAqlYqiRYtjZGSEr68P+/bt5vr1q2zatAMjI2OlfGRkJD/9NAFn54cAlChREm3tXFy8aM+NG9cpWrRYuufB29uLCRPGEBQUiLa2NkWKFMXSsiCBgf64uDzDxeUZ9vZn2bBhO0ZGRhr1Z8z4iUePHlKyZGnCw0OxsMirBPPLli3i8OH9ABQoYImVVSGePn3MDz+Mp1q1Gu//kN7h5HQLgDJlbDEzM8tSndat22V5+x9yLlQqFb/+Oo1Lly4AUKRIUfLnL0BAgD8ODpdwcLjEkCEjGDFitLKfR48eMmnSOGJjY8md24RixYqTkJDAy5duvHjhgp3dSdas2YSlpVWW2y6E+HS+yoB+6dKlrF+/HoD8+fNTsmRJ3N3dOX78OGfPnmX16tU0aKD+2PLVq1f07dsXLy8vDA0NsbGxITAwkHPnznHhwgV+++03evToobGvly9f0rdvX8LDwzExMcHW1hYfHx+OHj2KnZ0dq1atolEjzZ4KIYT4EiZNmsK4cd8SGxuDnd1J7OxOYmxsTOXKValcuRrVq9ekXLny5MqlmVE5adJP+Pv70bNnZwDmzJlPkSJFlfU7dmzl7l0nzMzMWLLkL8qVq6Cse/r0MT//PJmQkFds27aZuXMXaWz/wIE91K/fkJ9+mkm+fKk3E1evXmbGjJ/w8fHmxImj9OrVTyn/zz9/4ez8kAIFLFm4cJlyk+Dl5cmMGVN4/vxpuudg0aK5BAUFUqFCJebNW6LsS6VScebMKebPn4OXlyenT5+ge/deGvWfP3/K33+vpWrV6qSkpBAVFQnA2bOnOXx4P7q6ukyb9iutW7cFUm88Fi+ex8WL5zP5ZNLn6ekBQOnSZbJdNys+5Fw4Ot7g0qULmJmZ89dfqylVqjSQ2mu/a9c21q5dxfbtm+ncuSsFClgCsGLFcmJjY+nRow9jx36Pnp4eAL6+Pkye/D0+Pl5s27aJKVOmf5bjFEJk7qvLoT9w4ADr169HV1eXBQsW4ODgwLFjx3BwcKBp06bEx8czZcoUYmJi1OpNmjQJLy8vGjRowOXLlzl06BAODg5MnjyZ5ORkZs+ejZubm1qdpKQkRo8eTXh4OJ07d+bq1ascPHgQBwcHBgwYQHx8PD/88INM7SaE+GrY2JRl3botVK5cVVkWHR3NjRvXWLt2JaNGDaFLl7asW/cPcXFx2dq2k9MtcuXKxdChI9WCeYBy5SrQtWtqp8jLl67p1jc3t+D33xcpQSVAw4ZNqFs39d0CDx8+UJa/evWKkyePATBr1m9qPf7FihVn4cLlailGacLCQvHweAnA1Kkz1PalpaVF27YdlJ70jNrZrFlLqlatDkCuXLkwNc0DwNatqfO7Dxw4VAnmAUxMTPjll981Uo2y4vXrCADMzDTTjT7Wh54LV1cXACpVqqwE8wDa2toMHDiUZs1a0rJlGyIjI9+q8wKADh06KcE8QOHCRRg/fiL16zfCyqrgJz9GIUTWfFUBfXx8PEuWLAFg+vTpdOvWDS0tLQDMzMxYunQpxsbGhISEcOHCBaWeo6Mjt27dwsjIiKVLl5InT+rFOVeuXHz77bd06tSJxMREVq9erba/Y8eO4enpSaFChZg3bx4GBqkvYdHT02PmzJnUqFGD169fs2XLln/h6IUQImusrUvyzz8b2Lx5J0OHjqRSpcpqwW9YWCjbtm1i8OA+BAUFZnm7q1dv5MKF63Tp0j3d9WkvqsroRqFmzdro6+trLC9e3BpA6QkHuHnzGikpKRQsWCjdVJbChYtQq1YdjeXm5hacOHEee/urlCxZWmN9cnKyktaTUTvfvhlK4+vro/Smt2/fSWO9rq4uHTt2SXd7mTE0NARSO5A+tQ89F2mpTNevX2X79s0EBgao1fv994XMmvWbWrBftGjqk5wlSxbg5HRL7XgaNmzM4sV/MHDg0E93cEKIbPmqUm4uXLhAeHg4JUqUoHfv3hrrTUxMmDVrFuHh4VhbWyvLDx8+DECLFi3UBoCl6du3L8ePH8fe3p64uDglcE+r17lzZ7UeB0jt3ejTpw937tzh5MmTTJo06ZMdpxBCfAplythSpowtw4ePIi4uDmfn+zg63uTMmVOEhYXi6+vDrFk/s3bt5ixvU0dHh6ioKJydH+Dt7YWfny/e3l68ePGc0NAQIDWdIz358+dPd3lakJ+cnKws8/LyBMDaOuNxSqVL23DjxrUMtmlAYGAAT548wsfHBz8/Xzw93XnxwoXY2JhM2/nu2IK322NkZJxhT3OZMjYZtjUjefPmIyoqioiI8GzXzarsnosGDRpTtWp17t+/y9q1q1i7dhXFi5egZs3a1KlTnxo1amncmI0Z8z1Tp07iyZNHTJw4FkNDI6pWrUatWnWoV69hhuMdxH/D3btOHD9+mE6duioD7D+VJ907ftLtASToaIOWFgn+vp9l++UPnvjk23yfryqgv3499VXpzZs31xjglaZr164ay+7duwdAjRrpD1iqXDm19yomJoZHjx5Rs2ZNUlJSePjwYab1qldPfSTr7e2Nv78/BQvK40QhxNfJwMCAWrXqUqtWXUaOHM38+b9hb3+Wx4+def78Gba2Gc+IkyYmJpo1a1Zy+vQJtTnQdXV1sbEpS5kytjg6Xs+wvo6ObqbbfzuoTEvnSOvBTo+JiWm6y728PFi16i9u3Ejt5U9jbGxMlSpVefXqlZJWkp70niK8aY9BttuTmWLFiuPp6cHLl27vL/z/fH19MDExUVKBMvMh50JHR4c//ljFwYN7OX36BG5urnh6euDp6cHBg/swNjamX79BDBo0THlKXrdufTZs2MaOHVu5ceMaMTGpaV43blxjxYrlVK5clSlTpmNtXTLLxyn+d+zfvwt395fExcV+8oBeZM1XFdA/f/4cgDJlyqBSqZQBrQEBAeTJk4eGDRvyzTffoKv75pdGSkoKPj6p8zIXK5Z+D4Guri6Wlpb4+vri7u5OzZo1CQwMVB5BZlSvYMGCaGtrk5ycjIeHhwT0QogvasmS+dy5c5t27ToyePDwDMvp6xswdeoMrly5SGJiIl5eHlkK6H/+eTJ37zqhr69P7979qVChEtbWJSlatBg6OjocO3Y404A+O9JSI2NiojMsk5AQr7EsLCyUceO+JSwsFEtLKzp37oqNTVmKFy9BwYKF0NLSYs6cmZkG9Jm3JybDMvHxmu15n4YNm+DgcJkXL54TERFOnjxm762zbNlCbt92pHXrdsya9VuG5T7mXOjq6tKnzwD69BlAUFAgd+86cfeuEzdvXic0NIT161ejr69Pnz4DlDplytgyZ858kpKSePzYmXv37nD7tiPOzg94+PA+EyeOZc+ew5nepIn/TbGxcWp/i3/fVxXQ+/n5Aam9BwMGDMDJyUltvZ2dHdu2bWPdunVKcB0REaHk8qWXbpPGzMwMX19fZYBrSEiIsi6jetra2piYmBAeHi4DY4UQX1x8fDw+Pt44OFzONKCH1NQRQ0MjEhMjsjQg89EjZ2W6yiVL/kq3ly04OOjDGp6OtAGmrq4vUKlUSk/w29zdNXu1T5w4RlhYKKamedi4cUe6U0F+SDvT2hMbG4uXl2e6A2DTa8/7NGzYGENDQ2JjY9m1aztjxnyXaXkvL0+cnG6hUqmwscl8HvoPPRevX7/Gy8uT/PnzY2lpRYEClrRt24G2bTuQlJTEjBlTuHbNgTNnTtGnzwCSk5Px9/fj1atgqlatjo6ODlWqVKNKlWoMGTICZ+cHjB07gpCQVzg5OdKoUdPsnCIhxCfwVQ2KjY5O7alZsGABzs7OTJ8+nRs3bnD//n3WrFlD4cKFcXFxYdSoUSQkJADqA33ezYN/W9oj1rTyb9dL7/Hru+vkFdxCiC+tTZvU+cmfPXvCqVPHMy1769ZN5WVBFSpUUpZrab257L+dAuPv76v8O73e/Li4OM6dOwOo58J/qIYNG6Ojo0NwcBBXr17WWB8S8orr169qLE9rp5WVVboBrLv7Sx49evj/7cz6QNSCBQspM+0cOXJAY31KSooyK0925Mljptx87d+/W5mXPj3x8XEsWDCHlJQU8ubNS+fO3TLd9oeeiwULfmP06KHs3LlVo46Ojg5Vq6amoaal8Lx86UafPl2ZMGEMISGvNOpUrFhZmeP+7bQfIcS/56vqoU8LskNDQ1m1ahUtW7ZU1jVr1ozixYvTuXNnnj9/zpEjR+jVq5faXMvp9fCkSfvFlVb+Q+u9LXdufXR00s/1F0J8mP+VW2czM80XGn2sVq2a06pVa86dO8uiRXPx8nrJwIGDKFy4sFImPj6eU6dOsnhx6jzx338/gUKF3p7O8M0TyaioUMzMUoPYihXfBPG7d29l4sRJysw5bm6u/P77b/j4eP3/PuLUji/tOmhgoJvucRsY6Crl0tabmRkxZMhQNmxYz8KFv5M/vzl169YDwN/fj5kzpygdKbq6b+qVLWvDsWOpPfu3b1+lVavWQOq1+tq1q8ye/avy1DY5OSnd9uTOrZ/u8smTJzNq1EgOHNiLtXVx+vcfQK5cuYiNjWXBgkU8fZr6Qq5cubSy9fmOGjUSJydHnJxu8+OP3zNixEj69u1H3rx5lTL3799nwYL5PH78CB0dHRYtWkzBgm/Wp3cOP/RcdOvWFQeHSxw7dpiaNWvQqVMn5fegq+sLDh3aC0DTpk0xMzOiVq2qlCljw4sXLsyd+wsLFizEyir1BVKJiQmsWrWK6OhoDA0Nady4wWf52RdfN21tLeVv+fw/z/X/fb6qgN7AwICYmBjKli2rFsynKVmyJB06dODIkSPY29vTq1cvjI3fvHUwrdc+PWnr0nrc3357YHx8fIa9++/We1tUVPbzKYUQ/w3h4RnnYn+M6dPnoKOjh53dSXbs2M6OHduxtLTCwsJCSclJSEhAV1eXUaPG07Zt53faooeVVUECAvz5/vvvKV68BCNGjKZu3fo0b96KCxfOsWXLZo4cOYyVVSEiIiKUnuBatepw+7Yj0dHR+PoGYWyc+obZpKTUHvu4uMR0jzsuLlEp9/b6fv2G8uKFK5cvX2TEiOEUKVIMIyND3Nxc0dbWpl69Bty4cY3ExDf1WrRox65du/Dx8WbSpIlYWRXEzMycwMAAwsJC0dHRoVq1Gty7dwc/P7902xMVFZ/u8goVqjFmzHesWbOSRYsWsn79eiwtLfH09CQmJprGjZtx5cpFUlJU2f58Fy/+i3nzZmNvf5Y1a1azfv06ChRI7VkPCgpQ0kAtLPIyc+YcypatoraP9M7hh56LWrUa0KlTV44fP8z06T+zePEiLC2tiI6OwtfXB5VKRblyFejde6BS55df5jJmzDBu375F27atKVSoMAYGBvj5+REVFYm2tjZTpsxAS0v/s/3si69XcrJK+Vs+/893/c+f3yTDdV9VQG9qakpMTAzlypXLsEyZMqlv2/P29gZSA3M9PT0SEhIyzXNPW5fWI2Ju/ianNO0tse9KSkpSZj54uydFCCG+FF1dXWbMmE337r04f/4sd+868epVMC9euGBgYEjRosWpU6cuHTt2oVixEuluY+7cRfz551JevHiOt7cnvr6p19Nff51LzZq1OX78MD4+Pri6umBmZk6DBo3o0qU79es3pEePTgQE+HPtmgOtW7f7qGPR09Pj998XYWd3kmPHDuPu7kZ4uBY1a9Zh5Mgx3Lx5TWPaSmPj3Kxfv42dO7dy7doV/P39CA0NpUCBAtSv35BevfphaGhIr15dcHV9QUBAgNKbnBX9+w+mfPmK7Nmzg6dPn/DypRvW1qXo06c/+fNbcuXKxQ8+1jlz5tOlSzfOnDnF48fOBAYGEBQUgLFxbqpWrU6DBo3p1OkbcufOnaVtfsy5mDJlGpUqVcbO7iRubi9wdXXByCj1jcPNm7eiS5duau82sLYuycaNO9i9ewd37twiICAAUJE3b36aNGlG7979KVky4ylIhRCfl5Yqo4l6v4Bhw4Zx7do1OnTowPLly9Mts2XLFhYsWEC5cuU4cuQIgJKGM3fuXHr27KlRJzExkapVq5KUlMTu3buV6Shr1qxJZGQkW7ZsoV69ehr1vL29lScFV65cwdLSUm19cHCkRh0hhBBCiP+SiRPHEhDgh5VVIf78859Puu3PMU/8Sh1tQrW0sFCpGJ/08WOC3vW55qHPrIf+qxoUW6VKFQBlfvj0vHyZ+prrt6eaTKt3//79dOs8fPiQpKQk9PX1KV++vLK8cuXKwJt57N+Vtrxw4cIawbwQQgghhBBfg68qoO/YMfUuzNvbm3PnzmmsDwkJ4cSJ1LueNm3aKMvbtUt97HvmzBnCw8M16u3evRuA9u3bK2+JfbveoUOH0s2/37NnD5D+y6yEEEIIIYT4GnxVAX2pUqWUlJlp06Zx4cIFZV1wcDATJ04kOjoaW1tbWrVqpayrV68eNWrUIDIyknHjxvHqVeq0WikpKaxfv57jx4+jq6vLyJEj1fbXuXNnihUrhre3Nz/++CNRUVFA6kDYuXPncufOHUxMTBgwYABCCCGEEEJ8jb6qQbEAM2fOJDg4mEuXLjFmzBgKFiyIhYUFLi4uJCYmUrhwYf744w+1WWm0tLRYtGgR/fv3x8nJiWbNmlGmTBmCgoIIDg5GS0uL+fPnU6qU+oAdfX19li1bxrBhwzhz5gwODg6ULFkSHx8fwsPD0dXVZeXKlWoDaIUQQgghhPiafFU99JA6deWaNWtYsmQJderUITo6Gjc3N4oWLcro0aM5ePCgRmAOULRoUY4cOcLgwYOxtLTExcWF+Ph4GjVqxJYtW+jcuXO6+6tcuTJHjx6lR48emJqa8vz5c7S0tGjTpg379++nbt26n/uQhRBCCCGE+GBf1Sw3OY3MciOEEEKI/zqZ5Ubdf36WGyGEEEIIIUT2SEAvhBBCCCFEDiYBvRBCCCGEEDmYBPRCCCGEEELkYBLQCyGEEEIIkYNJQC+EEEIIIUQOJgG9EEIIIYQQOZgE9EIIIYQQQuRgEtALIYQQQgiRg0lAL4QQQgghRA6m86UbIIQQIusaNqyZrfKnT1/ExMQEf38/evbsDMCePYcpUqTo52iemqCgQIyNjTE2zv1B9QMC/Dl+/Ai3bzvi5eVJbGwMRkbGWFuXpH79hnTu3A1TU1ONehs3rmXz5vVUqlSF1as3fuxhCCHEV08CeiHEV+WbPW2/dBM+iSN97D7r9osUKYa5ufl7y2lra3/WdqQnMTGRrVs3snv3drZu3ZPtgD4lJYUdO7awceNakpOT0dLSIm/efBQuXITg4CAePrzPw4f32bNnBzNmzKZevYaf6UiEECJnkIBeCCFyoEGDhtK+facsl8+fvwA7dx4AwMqq4OdqFgCvXgWzZcuGD6qrUqmYPv1Hrl69gp6eHv36DaJXr35qNy8uLs9YtWoFd+7c4uefJ7NkyV/Url33UzVfCCFyHMmhF0KI/wAdHR2KFy9B8eIl0NH5evtyduzYqgTz8+YtYdSocRpPImxsyrJs2QqqV69JcnIy8+fPITY29gu1WAghvjwJ6IUQQnwVgoIC2bhxDQA9e/alXr0GGZbV0dFh0qSf0NLS4tWrYM6d+7wpTkL8W+7edWLOnBncvev0pZsicpCvt5tGCCHEJ5PRoNi0AaT9+w+mQoVKrF69goAAf/Lmzcfo0eNp2bIN8fFx7N+/h6tXr+Dj401MTDTm5hZUqlSFbt16UrlyVWU/48d/y/37d5X/9+nTFYAVK9ZQvXrmA3pPnTpOUlIS2tra9O078L3HZG1dklmzfqNo0WKUKWObpfMQGRnJkSMHuXnzGh4eL4mKisLQ0JBChYrQoEEjevbsqzHQNjk5mWPHDmNvfxZvby9ev47A1DQP5ctXpGPHLjRo0EhjP56eHuzcuZUnTx4TEOCHtrY2hQoVpm7dBvTq1Rdzc4sstVf89+zfvwt395fExcW+9zsjRBoJ6IUQQnD//l327NmBiYkpxYtb4+HxEhsbWxISEpgwYSyPHj1EW1ubIkWKYmlpha+vD+fPn8He/ixTp86gY8dvAChVqjRxcXE8e/YEAFvbcujp6ZE79/sHxjo53QKgTBlbzMzMstTu1q3bZfkYvb29mDBhDEFBgW8dS0ECA/1xcXmGi8sz7O3PsmHDdoyMjIDUnP5ff53GpUsXAChSpCj58xcgIMAfB4dLODhcYsiQEYwYMVrZz6NHD5k0aRyxsbHkzm1CsWLFSUhI4OVLN168cMHO7iRr1mzC0tIqy20X/x2xsXFqfwuRFR8V0CckJKCnp6f839nZmZMnT5KcnEyTJk1o2FBmHhBCiJzg8WNnGjduxuzZ89DT0yMsLAxzc3OOHDnAo0cPKVq0GH/88Q9WVqlBaHx8PKtW/cmhQ/tZufJPWrVqh76+PpMm/aT2NGDOnPlZniLT09MDgNKly3yWY1y0aC5BQYFUqFCJefOWkC9fPiA1aD9z5hTz58/By8uT06dP0L17LwAcHW9w6dIFzMzM+euv1ZQqVRpI7bXftWsba9euYvv2zXTu3JUCBSwBWLFiObGxsfTo0YexY79Xfk/6+vowefL3+Ph4sW3bJqZMmf5ZjlMI8d/zQQH91atXmT9/PrVq1WLOnDkA2NvbM2HCBJKTkwHYsWMH/fr1Y9asWZ+utUIIIQCYP38O8+fPyXB91arVWblyXba2OW7cBCX4TBuI6ur6AoC6dRsowTyAvr4+48dPwsfHm3z58vP6dQT58xfI7mGoef06AgAzs/dPx5ldYWGheHi8BGDq1BlKMA+gpaVF27YdOH36BHfu3OblS1dlnaurCwCVKlVWgnlInQ504MChuLg8R09Pj8jISCWgTztnHTp0Uuv0Kly4COPHT+TYscOffaYhIcR/S7YDehcXF8aMGUNiYiIFC765IM2fP5+kpCQKFSqEjY0NV69eZdeuXTRp0oTGjRt/0kYLIcR/3fvmoX87+MyKvHnzUrhwkXT2k9q7fuLEUYoVK07Tpi2U/erp6bF8+cps7SczhoaGREVFkZSU9Mm2mcbc3IITJ84THx+Hvr6Bxvrk5GSMjIwBiIt7k+pQtGgxAK5fv8r27Ztp3bqdWqrM778v1NhW0aJFcXNzZcmSBXz77ViqVq2uzCzUsGFjGjaU34lCiE8r2wH9tm3bSExMpHXr1syYMQOABw8e4Ovri6GhIQcOHMDCwoKzZ8/y/fffs3//fgnohRDiE8vuPPTvkzdv/nSXd+r0DSdOHMPD4yXLli1k+fJFlCljQ82atalTpz5VqlT7ZNNg5s2bj6ioKCIiwj/J9tKjr29AYGAAT548wsfHBz8/Xzw93XnxwoXY2BggNQUnTYMGjalatTr3799l7dpVrF27iuLFSyjHX6NGLfT19dX2MWbM90ydOoknTx4xceJYDA2NqFq1GrVq1aFevYbKTYIQQnwq2b4K37p1CyMjI+bPn68Mcrpy5QoADRs2xMIideR+69atKVCgAPfv3/90rRVCCPFZvBuUpjE2zs26dZvZvXsH587Z4ePjjYvLc1xcnrNr13bMzS0YOXIMnTt3/eg2FCtWHE9PD16+dMtyHV9fH0xMTDA1zfPesl5eHqxa9Rc3blwjJSVFWW5sbEyVKlV59eqVkmKTRkdHhz/+WMXBg3s5ffoEbm6ueHp64OnpwcGD+zA2NqZfv0EMGjQMLS0tAOrWrc+GDdvYsWMrN25cIyYmmhs3rnHjxjVWrFhO5cpVmTJlOtbWJbN8nEIIkZlsB/RBQUGULFlSbcaCa9euoaWlRd266m/qK1CgAM+ePfv4VgohhPhijIyMGT58FMOHj8LHx5u7d524e9eJmzevERYWyuLF88iTJw9NmjT/qP00bNgEB4fLvHjxnIiIcPLkMXtvnWXLFnL7tiOtW7dj1qzfMiwXFhbKuHHfEhYWiqWlFZ07d8XGpizFi5egYMFCaGlpMWfOTI2AHkBXV5c+fQbQp88AgoIC3zr+64SGhrB+/Wr09fXp02eAUqdMGVvmzElNRX382Jl79+5w+7Yjzs4PePjwPhMnjmXPnsMYGhp+0LkSQoi3ZfvFUvr6+iQmJir/j4qK4tGjRwDUrl1brWxoaCgGBpq5ikIIIXKGsLBQHjy4R3h4OJCaU9+5c1dmz57HoUOnKFu2PAB2dqc+el8NGzbG0NCQlJQUdu3a/t7yXl6eODndQqVSYWOT+Tz0J04cIywsFFPTPGzcuIPBg4dTr14DChUqrPSsBwcHadR7/fo1jx45ExgYAECBApa0bduB6dN/5dChk8oc9GfOpB5/cnIyPj7eylz8Ojo6VKlSjSFDRrBq1XpWrVqPlpYWISGvcHJyzPrJEUKITGQ7oC9SpAheXl5ERKTORnDx4kWSkpKwtLSkTJk3U405Ozvj5+dHiRIlPlljhRBC/Lt++GE848aN5NSp4xrrjIyMqFChIgApKcnKci2tN79a3s5Hf588ecwYPHg4APv371bmpU9PfHwcCxbMISUlhbx589K5c7dMt+3v7wuAlZVVunPcu7u/5NGjhwAkJ78ZlLtgwW+MHj2UnTu3atTR0dGhatUaAEoKz8uXbvTp05UJE8YQEvJKo07FipWVOe7fTvsRQoiPke2AvmHDhsTHxzNu3Di2bdvGokWL/n/Kr7ZA6tzEZ8+eZfz48WhpadGiRYtP3mghhBD/jjZt2gOwefN6bt68rrbuwYP7Ss90vXoNlOVGRm/SSAIC/LO1vz59BlC1anUSEhL48cfv2bhxLWFhoWplHj16yLhx3+Ls/BAdHR1mzfr9vakrxYuXAFKnlLx0yV5ZrlKpuHnzOpMnf6fMrvP2LDdt26Ye/9Gjh7CzO6l2g/LypRsHDuwBUqf1BChTxoZSpUqTnJzM7NkzCAoKVMonJiaybt0/REdHY2hoSJUq1bN1boQQIiPZzqEfPnw4p0+fxsnJiTt37qBSqShQoADffvstAPfv32fChAmoVCrKly/P4MGDP3mjhRBC/Dt69uyLk9Mtbt68zo8/fk++fPnJly8/4eFhSrDesGFj5U2xAKamebCyKkhAgD/Tp0+hePESjBgxmrp16793fzo6OixfvpJ582Zjb3+WzZvXs23bJgoUSO1ZDwoKICQkBAALi7zMnDmHmjVrv2er0LFjFw4fPoCPjzczZ07FyqogZmbmBAYGEBYWio6ODtWq1eDevTtqqTdNmjSnU6euHD9+mLlzf2Xlyj+xtLQiOjoKX18fVCoV5cpVYPDgYUqd2bPnM2bMMO7du0OvXl0oVKgwBgYG+Pn5ERUViba2NlOmzMjy23CFEOJ9sh3Qm5qasn//ftavX8/z588pXrw4I0aMUGa3KVGiBGZmZnTs2JFJkyYpjxaFEELkPNra2ixYsIzDhw9w8eI53N3defHiOSYmptSuXZc2bdrTunU7JQ89zdy5i/jzz6W8ePEcb29PfH29s7xPPT095syZT5cu3Thz5hSPH6fmsAcFBWBsnJuqVavToEFjOnX6Rm2ChswYG+dm/fpt7Ny5lWvXruDv70doaCgFChSgfv2G9OrVD0NDQ3r16oKr6wsCAgKUF2lNmTKNSpUqY2d3Eje3F7i6umBkZEzlylVp3rwVXbp0U5u609q6JBs37mD37h3cuXOLgIAAQEXevPlp0qQZvXv3p2TJUlk+H0II8T5aquwkOGZRcnIy2tran3qzX53g4Mgv3QQhhBBC/A+ZOHEsAQF+WFkV4s8///nSzcmSz9nmJ907ftLtAazU0SZUSwsLlYrxScnvr5BN5Q+e+OTbBMif3yTDddnOoc9IdHS08u//QjAvhBBCCCHE1+CDA/qQkBCWLVtGx44dqVixIrVq1QIgODiYgQMHcu3atU/WSCGEEEIIIUT6Puh93Xfv3mX8+PGEhYUpI/7T8if9/Py4ffs2d+7cYfr06QwYMCCzTQkhhBBCCCE+QrZ76IODgxkzZgyhoaFUrlyZWbNmUbp0aWW9paUl9erVIyUlhXnz5nHnzp1P2mAhhBBCCCHEG9kO6Ddu3EhERAQ9evRg79699O/fH1NTU2W9lZUVmzdvpk+fPqhUKnbs2PFJGyyEEEIIIYR4I9sB/aVLlzAwMODnn3/OtNyUKVMwNDSUHnohhBBCCCE+o2wH9P7+/pQqVeq9c/8aGxtjbW1NaGhopuWEEEIIIYQQHy7bAb2uri4RERFZKhsbG/ve13ELIYQQQgghPly2A/pSpUrh5+eHp6dnpuVcXV1xd3enVCl5G54QQggh/n137zoxZ84M7t51+tJNEeKzynZA3759e1JSUpg5cybx8fHplgkNDWXKlCloaWnRpk2bj26kEEIIIUR27d+/i6dPH7N//64v3RQhPqtsz0Pft29fDh8+zO3bt2nTpg0tWrTA398fgJ07d+Lq6sqpU6eIiIjA2tqavn37fvJGCyGEEEK8T2xsnNrfQvyvynZAr6enx/r16/nuu++4f/8+u3a9ueudO3cuACqVChsbG1atWoWBgcGna60QQgghhPgg3+xp+1m2qxepRy5y4Rfp88n3Mf/D3oH6n/NBZyl//vzs2bMHe3t7zp8/j4uLC1FRURgaGmJtbU2zZs1o3749OjryIQghhBBCCPE5fVTE3aJFC1q0aPGp2iKEEEIIkWPErq7/ybepirAAdFBFeH367Zubvr+MyJGyPShWCCGEEEII8fXItIf+r7/++iQ7mTBhwifZjhBCCCGEEEJdpgH96tWr0dLS+uCNq1QqtLS0JKAXQgghhBDiM8k0oK9Vq9a/1Q4hhADgSfeOX7oJn0T5gyc+6/ZdXV9w4sQRnJxu8+pVEAkJCZiZmWNtXYr69RvQsWMX9PX/e7OMjR//Lffv39VYrqWlhZ6eHrlz56ZIkWI0atSEDh26YGJi8gVaKYQQn1amAf327dv/rXYIIYTIoo0b17J160ZSUlIwNjamcOEi6OjoEhLyCkfH6zg6Xmfnzm0sWLAMW9uyX7q5X4S5uQVFihR9a4mKuLg4goODePDgHg8e3GP37u38+us8qlev+cXaKYQQn4LMKymEEDnIyZPH2Lx5PYaGhkyf/iuNGzdDW1tbWe/h4c6CBb/x+LEzkyePZ/v2/Zibm3/BFn8ZdevWZ8aM2emue/bsCcuWLeLp08dMnfoDf/+9hrJly/+7DRRCiE/os85yEx0dzYkTn/exsxBC/Jds27YJgHHjJtCsWUu1YB6gRAlrFi5cjrm5BeHh4Rw4sOdLNPOrVrZseVasWEOZMjbExsYwb95sUlJSvnSzhBDig31QD/2zZ89Ys2YNLi4uxMXFaVwIk5KSiIuLIzo6Gi0tLTp2/N/IiRVCiC8pMjISX18fAMqXr5hhOXNzcxo1asKxY4d58uTRv9W8HMXQ0JCffprByJGDcXd/ycWL9rRo0epLN0sIIT5ItgN6Dw8P+vbtS1xcHCqV6r3lCxYs+EENE0IIoe7tt29fv34VG5uM8+OHDx9Fz559sbCw0FiXlJTE+fNnuHDhPC4uz3j9OgJtbW3y5s1PjRo16d27P8WKFVerkzbY9I8/VpE7d262bt2Is/MD4uPjKVasOD179qVdu9TOm+PHj3DkyEE8Pd3R1tamfPmKDB8+mooVK6XbVgeHSxw7dpinT58QFRWJmZk5VatWp2/fgZ91DEC5chWwsbHFxeU5Dg6XNAL6yMhIjhw5yM2b1/DweKm8Eb1QoSI0aNCInj37YmpqqpTt0qUtCQnxzJu3mCZNmqe7zwkTxnLnzi1Gjx7PgAFDPtuxCSH+W7Id0G/evJnY2Fjy589P3759MTAwYPHixTRu3JhWrVoREBDAiRMn8PT0pEGDBmzcuPFztFsIIf5zDA0NqVSpCs7OD9i4cS0+Pt507NiFSpWqaKTe5M2bj7x582lsIz4+jilTJnL3rhMABQsWomTJ0oSGhuDj44WPjxdnz55m1ar16d4wXLpkz4kTR9HT06No0WIEBATg4vKcefNmExcXh7PzA86ePY25uQXFihXH3f0lt2878uDBPdau3UKZMjbKtpKSkpg/fw5nz54GUgeyli5tg5+fL+fPn+HixfN8//0PdO/e+1OeRjWVK1fFxeU59+7dUVvu7e3FhAljCAoKRFtbmyJFimJpWZDAQH9cXJ7h4vIMe/uzbNiwHSMjI0xMTGjSpBnnztlhZ3cq3YA+KCiQe/ec0NbWpm3bDp/tmIQQ/z3ZDuhv3ryJlpYWq1evpmLF1Ee+mzZt4vXr1/Ts2ROAkSNHMmLECK5fv86VK1do3LjxRzc0KSmJ3r178+jRIxYsWEC3bt00yoSFhbF69Wrs7e0JDAzE1NSU6tWrM2LECKpWrZrhtv38/Fi1ahUODg6EhoZibm5OvXr1GDVqFKVKlfrotn8t7t514vjxw3Tq1FVmdRAih5o0aQrjxn1LbGwMdnYnsbM7ibGxMZUrV6Vy5WpUr16TcuXKkytX+kOkduzYyt27TpiZmbFkyV+UK1dBWff06WN+/nkyISGv2LZtM3PnLtKof/ToIZo2bc7PP/9C7ty5iY+PZ9q0ydy6dZM//liMjo4us2b9Rps27QEICPBn7NgRBAUFsn//bqZP/1XZ1oYNazh79jQFClgydepM6tSpB0BycjKHD+/n77//4M8/l1KsWHFq1ar7KU+jomDBQgCEhLwiKSlJeQqyaNFcgoICqVChEvPmLSFfvtSbI5VKxZkzp5g/fw5eXp6cPn2C7t17AdChQ2fOnbPj5s1rvH4dgalpHrV9nTlzipSUFOrVa0C+fPk/y/EIId5P/52//xdke1BsUFAQBQsWVIJ5gHLlyvHkyROSk5MBMDAwYPbs2ahUKvbu3ftJGrpmzRoePco4F/TVq1f06tWLrVu3EhISgo2NDVpaWpw7d45+/fpx4MCBdOu9fPmSrl27cuDAAWJiYrC1tSUhIYGjR4/StWtXHBwcPkn7vwb79+/i6dPH7N+/60s3RQjxgWxsyrJu3RYqV66qLIuOjubGjWusXbuSUaOG0KVLW9at+4e4uDiN+k5Ot8iVKxdDh45UC+YhNQWla9ceALx86Zru/vPkycOMGXPInTs3APr6+vTpMwCAlJQU+vcfpATzAFZWBenYsQsAz58/U5aHhYWyb1/qtWjBgmVKMA+gra1Njx596N27PyqVinXrVmf5/GSXkZGx8u/XryOUtnl4vARg6tQZSjAPqfPZt23bgWrVagDq56lGjVoULFiIxMRE7O3PaezLzu4kAO3bd/r0ByKEyLImySkUT0mhSfL/zmD4bAf0ycnJ5M2bV21ZiRIlSExMxMPDQ1lWunRpihQpkmkQnlVPnz5lzZo1mZaZNGkSXl5eNGjQgMuXL3Po0CEcHByYPHkyycnJzJ49Gzc3N7U6SUlJjB49mvDwcDp37szVq1c5ePAgDg4ODBgwgPj4eH744QfCwsI++hi+BrGxcWp/CyFyJmvrkvzzzwY2b97J0KEjqVSpslp+fVhYKNu2bWLw4D4EBQWq1V29eiMXLlynS5fu6W477WVU6d0MAFSrVgNDQ0O1ZVZWb8ZK1a3bQKNOWm90TEy0suzGjWskJCRQokTJDPPk27ZNvTF4+vQxYWGh6Zb5WImJicq/096Mbm5uwYkT57G3v0rJkqU16iQnJys3Am+fJy0tLWUcQVrwnubx40d4enqQJ08eGjZs8smPQwiRdTYqFYOTU7DJwljQnCLbKTdmZmYaAW7Roqkv73B1dVVLUTEzM+P58+cf1cCEhAR++uknkpOT0dPTIyEhQaOMo6Mjt27dwsjIiKVLl5InT+pjzly5cvHtt9/i4uLC8ePHWb16NUuXLlXqHTt2DE9PTwoVKsS8efPQ09MDQE9Pj5kzZ/L06VPu3LnDli1bmDRp0kcdhxBCfGplythSpowtw4eP+v/89fs4Ot7kzJlThIWF4uvrw6xZP7N27Wa1ejo6OkRFReHs/ABvby/8/Hzx9vbixYvnhIaGAGQ46UGBApYay3R1dZV/m5mZaaxPu9l4e5svX6Z2sAQHBzJmzPB09/V2eU9PD8zNNQf4fqzo6Cjl37lzq781Vl/fgMDAAJ48eYSPjw9+fr54errz4oULsbExGm0EaN++M1u2bODxY2e8vb0oWrQY8CbAb9Wqrdr5EkKITyHbAX358uW5fPkyjx8/pkKF1Me1JUqUQKVS8eDBA9q0aQOk9mD4+vpiZGT0UQ1csWIFLi4uDBkyhHPnzuHr66tR5vDhwwC0aNEi3Rkd+vbty/Hjx7G3tycuLg4DAwO1ep07d1aC+TRaWlr06dOHO3fucPLkSQnohRBfNQMDA2rVqkutWnUZOXI08+f/hr39WR4/dub582dKL3hMTDRr1qzk9OkTxMbGKvV1dXWxsSlLmTK2ODpez2Q/hhmuAzLM3X9XWiAdHR2Ns/OD95aPiorM0nazy8PDHYDChYuoBdpeXh6sWvUXN25cU5ua2djYmCpVqvLq1StcXV00tmdlZUX16jVxcrrF2bOnGT581P+n4JwFJN1GCPF5ZDugb9u2LZcuXWLkyJGMHz+ePn36UL16dQwNDdm9ezfNmjWjfPnyrFq1irCwMCpXrvzBjbt//z6bNm2iRIkSTJo0iXPnNHMSAe7duwdAjRo10l1fuXLq4+iYmBgePXpEzZo1SUlJ4eHDh5nWq169OgDe3t74+/vLFJzif5IMls45liyZz507t2nXriODB6ffqw2pPctTp87gypWLJCYm4uXloQT0P/88mbt3ndDX16d37/5UqFAJa+uSFC1aDB0dHY4dO5xpQP+ppN0YNG3anLlzF3/2/WXk0aPU3wOVKlVRloWFhTJu3LeEhYViaWlF585dsbEpS/HiJShYsBBaWlrMmTMz3YAeUgfHvh3QX79+ldevIyhd2ibTqUaFEOJDZTug79SpE4cOHeLWrVvMmzeP3r17kzt3brp27cquXbsYNGiQUlZLS0uZ+Sa74uLimDp1KiqVigULFii96u9KSUnBxyf1RSvFihVLt4yuri6Wlpb4+vri7u5OzZo1CQwMVHIfM6pXsGBBtLW1SU5OxsPDQwJ68T9p//5duLu/JC4uVgL6r1x8fDw+Pt44OFzONKCH1MGehoZGJCZGYGZmDsCjR87KdJVLlvyV7ucdHBz06RuejrR57t3dX2ZYJi4ujqdPH1OggCVWVgU1pub8WHfvOikv6mrZso2y/MSJY4SFhWJqmoeNG3ekm0aU2Xlq3LgZJiam+Pr64Or6gitXLgLSOy+E+HyyPShWW1ub9evXM27cOKpUeTP38eTJk6lduzYqlUr5065dO3r06PFBDVu6dCkeHh4MGTJE6SlPT0REBElJSQDpptukSbsgp+X/h4SEKOsyqqetrY2JiYlaPSH+18hg6ZyjTZt2ADx79oRTp45nWvbWrZvK1IkVKqS+0Mnf/03KYnoDUePi4jh37gyAMmvZ51KvXgO0tbXx9PTg9u2b6ZbZu3cn3303iqFD+xMXF5tumQ8VHx/Hn38uAaBs2fJqs+yknScrK6t0g3l395dKz35ycpLGen19fVq1Sr1BuHjxPDduXENHR4fWrdt90mMQQog02Q7oIfVi9d1337Fr15vpD42Njdm2bRt79+5l2bJlHD58mOXLlyuzBmSHo6MjO3bsoGTJkkycODHTsm/PMPBuHvy7bX67/Nv10tZlVu/tXFMhhPgSatWqS9OmqS8sWrRoLn/9tQx/fz+1MvHx8Zw8eYxffvkZgJEjxyhjmYoXL6GU27Jlo9IZAqlB6o8/fo+PjxeQ8Sw3n4qVVUE6dfoGgNmzZ3D16hVlXUpKCsePH2HTpnUAdOvWE2Pj3J9kvykpKdy/f5dx477l5Us3jIyMmTbtF7XfVWnnydX1BZcu2SvLVSoVN29eZ/Lk75Rzl9F56tAhdarOfft28/p1BA0aNEr35kAIIT6FbKfcZOTp06e4u7tjbm5O8+bNNaY1y6qoqCimTZtGrly5WLBgQabBNqgPwMrs5iFtJoK08h9a7225c+ujo/NpHwF/TtraWsrfZmYfN1hZ/O+Qn4vP43Odyz/+WM7s2bM5duwo+/fvZv/+3RQsWJC8efMRHx+Hp6cnCQkJ6OrqMnHiJIYOfZMGWbt2ddq0acuZM3bs3r0dO7sTFCpUmIiIcCV1sV69+ty4cZ2YmGh0dFKU+ebTrnUGBroaxxYd/eZ6b2pqqLHeyCi1syVXLvWfsVmzZhIWFsLly5f4+ecfKFCgAAUKWOLn50toaOo0la1bt2bKlMlZTrdJa6ej4w2+++5bZblKpSI6Ohp/fz+iolIH5BYoUIDly/+kalX1sV79+/fl6NGDeHl5MXPmVAoVKoS5uQX+/v6Ehoago6NDrVq1uX37FqGhr9L9rOvUqY6tra0y01vPnj3l+/UFfO7rm3T1ifR8ie96lgL6sLAwtm/fzsOHD1m2bJkyLSRAYGAgEyZM4MGDN7MUmJmZMXHiRHr3zv7ruhcsWICvr+973+6axtj4zUtB0pvS8t11aTcIb8++Ex8fn2Hv/rv13hYVFf/e9n1NkpNVyt/h4TFfuDXiayE/F5/H5zyXU6bMpFOnbpw/f5a7d5149SqYZ8+eYmBgSNGixalTpy4dO3ahWLESGu2YPn0OVarU4Pjxw/j4+PD8+TPMzMxp0KARXbp0p379hvTo0YmAAH9OnTqjpIkkJaWm4MTFJWps8/XrWLV/Gxurr4+JSb2OpqRo/ozNnbuECxfOc+rUcZ4/f8LTp08wMjKmevWatGvXkTZt2hMZmfVrbVo7Q0NDlCk40+jp6WNmZkbFipVp0KAx7dp1xMDAIJ3PKhdr125l586tXLt2BX9/P169CqFAgQLUq9eAXr36YWhoSK9eXXj+/DnPnr3EyspKoy1t2nTg+fPn5M2bl4oVq8v36wuQ65v4Ej7Xz1r+/CYZrntvQP/kyRNGjBih5JC/evVKCejj4uIYOHAg3t7eqFQqdHV1MTIyIiwsjNmzZxMZGcmIESOy3NDLly9z4MABSpUqxYQJE7JUx8jISJmfPrM897R1aS/FMjc3V9aFh4crufJvS0pKIjIyUq2eEOLzKn/wxJduQo5Qtmx5ypYtn+162tradO7clc6du2ZY5sABzfz8lSvXZVi+YMFCXL3qlOH69u07ZTggVEtLixYtWtGiRatMWv1/7d13WBRX2wbwe+lSRDFKUERQXFSwga+Kit0QjI2oKCrRWFFj1JhEJZZYE2MNRjTR2OJrBRRb4itWiFGCLWpEItJEBKWDdOb7g28nrOzSpK3cv+vyQmbmzJ4ZdnafOXPOc8qupHqWh4GBAdzdP4G7+ydKtynpmIHCBi8AcHQcLDfxFxFRZSuxD312djZmz56NxMREGBkZ/f8jwwbi+h07diAqqrC/5QcffIDr16/jxo0b2LVrF/T19eHp6Sk3e2xpfv31VwBAWFgY2rdvDysrK7l/shz0ixcvhpWVFdzc3KCmpgYLCwsAEB8Zvy43Nxfx8YUZCczNzQEAxsbGYhCvrFxsbKw4MExWjqgkt24FY8WKr8RMIkRUN2VnZ+N///sVEokEQ4aMqOnqkArRURfkfhKVRYlNBt7e3oiNjUWnTp3g5eUllw1GEAQcO3YMQGHr9TfffCN2W+nVqxcWLVqEr776Cj4+PliwYEGZKmNubl5iRpv79+///1Th5jAyMoJUKgUAdOzYEY8ePcKdO3cUpsn866+/kJeXB21tbbRr92+LVocOHfD777/j9u3bsLe3L1ZOlt++WbNmMDYuPjsi0euYApKo7kpJSUZycjIEQcCPP/6ApKRE9OjhIKboJCoLZ/MM/Bati/ebs4sQlV2JAf3ly5chkUiwdu3aYqkd7927h4SEBEgkEoUzrQ4dOhQrVqxAQEBAmQN6d3d3uLu7K13fv39/xMTEYMaMGfjwww/F5U5OTjh69CjOnTuHL774olgmgUOHDgEABg8eLJfP3snJCb///jt8fX0xderUYsdw+PBhAICzs/JH00RFMQUkUd0VHR0Fd/fJ4u86OjqYM4ezjJfV+98dr/R9GiSlQx1ATFJ6lez/uPIuzRXWsVEOOjZSPiaQSJESu9z8888/MDExQcuWLYutu37937zBDg4OxdZraWmhRYsWiI2NrYRqlsze3h52dnZIS0vD7Nmz8fLlSwCF6cl27tyJU6dOQVNTE9OmTZMrN2zYMJiZmSE6Ohqff/65mPkgJycHq1evxs2bN2FgYIAJEyZU+TEQEZFqa9q0GUxNzf7/abANtmzxQvPmiicuJCKqTCW20CcmJsp1USnq5s2bhTvQ0FDaTUZHRwevXlX9IyOJRIJ169Zh/PjxCA4ORr9+/dC6dWvEx8fjxYsX4lOGVq1ayZXT1tbGxo0bMXnyZJw7dw4BAQFo2bIlnj59iuTkZGhqauKHH36QG0BLRESkiJFRIxw+7FvT1SCiOqjEFnptbW2FqSALCgpw8+ZNSCQStG/fXmmu+ISEBLkUl1WpefPmOHHiBCZOnAhjY2OEhoYiOzsbDg4O2Lt3L4YNG6awXIcOHeDn54dRo0ahfv36ePToESQSCRwdHXHs2DF07969WupPinGQKREREVHJSmyhNzY2FlNSFp186datW0hPT4dEIkGPHj0Ulo2JicGzZ89gbW1daZW9ePFiieuNjIzg4eEBDw+Pcu23WbNmWLNmzZtUjaoIB5kSERERlazEFvru3bsjPT0d/v7+csu9vb3F/w8cOFBh2X379kEikaBbt26VUE2qqzjIlIiIiKhkJbbQjx49GgcPHsTChQuRlJSEDh064NKlS/Dz84NEIoGdnR3atGlTrNyJEyfw3//+FxKJBB988EGVVZ6IiIiIqK4rMaC3srKCu7s7vLy8sHz5cnG5IAjQ09PDihUr5Lb/8ccf4e/vj/v370MQBDg7O1dqlxsiIiIiIpJX6lzUn376KZo1a4YdO3YgOjoaAGBra4ulS5cWyxrj6+uLyMhIAICjoyNWrVpVBVWuG1QtH+9vXzJXPxEREVFNKDWgB4CRI0di5MiRSEtLg4aGBurVq6dwu27duqFz584YNmyY0sGyRERERERUecoU0MsYGJQ8JdrKlSvfqDJERERERFQ+JWa5ISIiIiKi2o0BPRERERFVnMZrP6naMaAnIiIiogrLa5uH/Hfykdc2r6arUmfxXooqReb2qhkELaQYAdCAkBJV6a9Rb+a1St0fERFRXVTwbgEK3i2o6WrUaWyhJyIiIiJSYQzoiYiIiIhUGAN6IiIiIiIVxj70VGeNOPx+pe9TK00LalDDs7SnVbL/E2N/q/R9EhERkWpjCz0RERERkQpjQE9EREREpMLY5YZIhfw9ckil7zNHQx2QSJATG1Pp+2/nc7pS90dERETFsYWeiIiIiEiFMaCnWk1HXZD7SURERETyGNBTreZsnoE2hjlwNs+o6aoQERER1UrsQ0+1WsdGOejYKKemq0FERCpIUNOQ+0n0tmILPREREb2Vspp2Rq7+u8hq2rmmq0JUpXjLWoewpYKIiOqSPENT5Bma1nQ1iKocW+jrELZUEBEREb192FRbh7ClgoiIiOjtwxZ6IiIiIiIVxoCeiIiIiEiFMaAnIiIiIlJhDOiJiIiIiFQYA3qiyqTx2k8iIiKiKsaAnqgS5bXNQ/47+chrm1fTVSEiIqI6gu2IRJWo4N0CFLxbUNPVICIiojqELfRERERERCqMAT0RERERkQpjQE9EREREpMIY0BMRERERqTAG9EREREREKowBPRERERGRCmNAT0RERESkwhjQExERERGpMAb0REREREQqjAE9EREREZEKY0BPRERERKTCGNAT1XHar/0kIiIi1cKAnqiO65NfgBYFBeiTX1DTVSEiIqIK0KjpChBRzZIKAqT5Qk1Xg4iIiCqILfRERERERCqMAT0RERERkQpjQE9EREREpMIY0BMRERERqTAG9EREREREKowBPRERERGRCmNAT0RERESkwhjQExERERGpsFo7sdTz58+xe/duBAQE4NmzZwAAU1NT9O3bF5MnT0ajRo2KlUlKSsL27dtx4cIFxMXFoX79+rC1tcXUqVPRqVMnpa/17NkzbNu2DQEBAUhMTETDhg1hb2+PGTNmoFWrVlV1iEREREREb6xWttAHBwdj6NCh2LdvHyIjI2FiYgJjY2OEh4dj165dGD58OEJCQuTKvHz5Ei4uLti3bx8SEhIglUohkUhw/vx5jBs3Dt7e3gpf68mTJ3B2doa3tzdevXoFKysr5OTkwM/PD87OzggICKiOQyYiIiIiqpBaF9CnpqZizpw5SE1NhYODAy5fvozffvsN//vf/3Du3DnY2trixYsXmD17NrKzs8Vy8+fPR1RUFHr27IkrV67A19cXAQEBWLBgAfLz8/H1118jLCxM7rXy8vLg7u6O5ORkDBs2DIGBgfDx8UFAQAAmTJiA7OxsfPbZZ0hKSqru00BEREREVCa1LqD39fVFYmIimjRpgi1btqBJkybiuubNm2Pbtm0wNDTE06dP8dtvvwEAbty4gaCgIOjq6mLDhg0wNDQEAKipqWH69OkYOnQocnNzsX37drnXOnnyJCIjI9G0aVOsWbMGOjo6AAAtLS0sWbIEdnZ2SE1Nxd69e6vn4ImIiIiIyqnWBfQ3btwAAPTr1w/6+vrF1hsZGaFz584AgHv37gEAjh8/DgAYMGAAjIyMipVxdXUFAFy4cAFZWVniclm5YcOGQUtLS66MRCLB2LFjAQBnzpx5o2MiIiIiIqoqtW5Q7MyZM+Ho6AgLCwul2wiCAAAoKCgAANy+fRsAYGdnp3D7Dh06QENDA69evcL9+/fRpUsXFBQU4K+//iqxnK2tLQAgOjoasbGxMDExqdhBERERERFVkVrXQt+hQweMGDECHTt2VLg+MTERQUFBAABLS0sUFBTg6dOnAAAzMzOFZTQ1NWFsbAwACA8PBwDExcWJrfXKypmYmEBdXR0AEBERUbEDIiIiIiKqQrUuoC/NmjVrkJmZiXr16sHR0REpKSnIy8sDAIXdbWQaNGgAAOIA14SEBHGdsnLq6uowMDCQK0dEREREVJuoVEDv5eWF06dPAwBmzZqFRo0ayfWJf70ffFHa2toAIG5ftJxsXUnlMjMzK15xIiIiIqIqUuv60Cvzww8/YOvWrQCA/v37Y9q0aQAKM9nISCQSpeVl/e5l21e0XFH6+trQ0FAv6yEQ1TkNGujWdBWIiIiqVU1899X6gD4vLw8rV67EkSNHAAC9evXCli1bxCBcT09P3DYnJ0fpfmTrZC3uurr/nuzs7GylrfuvlysqPT272DIi+ldy8quargIREVG1qqrvvsaNDZSuq9VdbtLT0zF9+nQxmB88eDC2b98uF1zr6uqKwXhJ/dxl6xo1agQAaNiwobguOTlZYZm8vDykpaXJlSMiIiIiqk1qbUD//PlzuLq64vfffwcATJkyBZs2bSrWkq6mpiamuJRlu3ldbm4u4uPjAQDm5uYAAGNjY3HAq7JysbGxyM/PlytHRERERFSb1MqAPj4+Hm5ubggNDYW6ujq+/vprfPnll0r7ustSXN65c0fh+r/++gt5eXnQ1tZGu3btxOUdOnQA8G8e+9fJljdr1kxMe0lEREREVJvUuoA+JycH7u7uiIqKgqamJr7//ntxpldlnJycAADnzp1T2H3m0KFDAAq77Ojo6BQr5+vrq7D//eHDhwEAzs7OFToWIiIiIqKqVusC+p07d+LBgwcAgOXLl2PQoEGllrG3t4ednR3S0tIwe/ZsvHz5EkDhTLI7d+7EqVOnoKmpKWbGkRk2bBjMzMwQHR2Nzz//HOnp6QAKbypWr16NmzdvwsDAABMmTKjkoyQiIiIiqhy1KstNTk4O9u3bBwDQ0NCAr68vfH19lW7fp08fuLu7QyKRYN26dRg/fjyCg4PRr18/tG7dGvHx8Xjx4gUkEgnWrl2LVq1ayZXX1tbGxo0bMXnyZJw7dw4BAQFo2bIlnj59iuTkZGhqauKHH36QG0BLRERERFSb1KqAPjQ0FCkpKQAKM8zcunWrxO1btGgh/r958+Y4ceIEduzYgYsXLyI0NBT16tWDg4MDpk6diu7duyvcR4cOHeDn5wcvLy8EBgbi0aNH0NfXh6OjI2bOnIm2bdtW3gESEREREVWyWhXQ29jY4NGjRxUub2RkBA8PD3h4eJSrXLNmzbBmzZoKvy4RERERUU2pdX3oiYjeNrduBWPFiq9w61ZwTVeFiIjeQrWqhZ6I6G107NhBhIc/QVZWJmxtu9R0dYiI6C3DFnoioiqWmZkl95OIiKgyMaAnIiIiIlJhDOiJiIiIiFQYA3oiIiIiIhXGgJ6IiIiISIUxoCciIiIiUmEM6ImIiIiIVBgDeiIiIiIiFcaAnoiIiIhIhTGgJyIiIiJSYRo1XQEiotrk/e+OV/o+DZLSoQ4gJim90vf/25fOlbo/IiJSPWyhJyIilXfrVjBWrPgKt24F13RViIiqHVvoiYiomFu3gnHq1HEMHeoMW9suNV2dUh07dhDh4U+QlZWpEvUlIqpMDOiJiKgYVQuQMzOz5H4SEdUl7HJDRETFMEAmIlIdDOiJiIiIiFQYA3oiIiIiIhXGgJ6IiIiISIVxUCwRkQrL3N6jSvYrpBgB0ICQElXpr1Fv5rVK3R8RUV3HFnoiIiIiIhXGFnoioiomqGnI/azrRhx+v9L3qZWmBTWo4Vna0yrZ/4mxv1X6PlUt1z8R1V78diEiqmJZTTtDO+4Bso2ta7oqVIuoWq5/Iqq9GNATEVWxPENT5Bma1nQ1ykVHXZD7SZWPuf6JqLKwDz0RERXjbJ6BNoY5cDbPqOmqEBFRKdhCT0RExXRslIOOjXJquhpERFQGbKEnIiIiIlJhDOiJiIiIiFQYA3oiIlJ9Gq/9JCKqQ/jRR0REKi+vbR7UH6sj3zK/Svb/98ghlb7PHA11QCJBTmxMpe+/nc/pSt0fEdVuDOiJiEjlFbxbgIJ3C2q6GkRENYJdboiIiIiIVBgDeiIiIiIiFcaAnoiIiIhIhTGgJyIiIiJSYQzoiYiIiIhUGAN6IiKiGqD92k8ioopiQE9ERFQD+uQXoEVBAfrkM90mEb0Z5qEnIiKqAVJBgDRfqOlqENFbgC30REREREQqjAE9EREREZEKY0BPRERERKTCGNATEREREakwBvRERERERCqMAT0RERERkQpjQE9EREREpMIY0BMRERERqTAG9EREREREKowBPRERERGRCmNAT0RERESkwhjQExERERGpMAb0REREREQqTKOmK1AbZGZmYteuXThz5gyePn0KPT092NjY4KOPPkKfPn1qunpERERERErV+YD+1atXmDRpEu7evQtNTU20bt0aycnJCAwMRGBgIObMmYNPPvmkpqtJRERERKRQne9ys3LlSty9exdt27bF+fPncfz4cVy6dAnr1q2DhoYGtm7dimvXrtV0NYmIiIiIFKrTAX1UVBROnjwJNTU1bNiwASYmJuK6ESNGYOrUqQCArVu31lQViYiIiIhKVKcDej8/P+Tn56NTp06wtLQstn7cuHEAgFu3buHZs2fVXT0iIiIiolLV6YD+zp07AAA7OzuF642NjdGsWTMAQFBQUHVVi4iIiIiozOp0QB8ZGQkAMDMzU7qNLKCPiIiojioREREREZVLnQ7oExISAABGRkZKt2nQoAEAICkpqTqqRERERERULnU6oM/KygIAaGlpKd1GW1tbblsiIiIiotqkTuehV1dXR0FBASQSidJtBEEAAKipFb/3adzYoMrqdnP9R1W276qhavUFfq/pClTEnJquwNuP117V47VHiqjetQeo2vXHa+/tVadb6HV1dQEA2dnZSrfJyckB8G9LPRERERFRbVKnA/qGDRsCAJKTk5VuI+s736hRo+qoEhERERFRudTpgL5ly5YAgKdPnyrdJiYmBgBgbm5eHVUiIiIiIiqXOt2HvmPHjrh48aKYj/51cXFx4oRSnTt3rsaaqQYrK6tybf/nn3+ifv36VVSbNyM7lj179qBHjx5y6zIzM5GQkABTU9OaqBrVUjk5OThx4gQuXryIkJAQJCYmQk1NDU2bNoWdnR2cnZ1ha2tb4j6ePHmC9evX49atW3j16hUaNWqEH3/8EVKpFHv37sWRI0cQExMDXV1dDBw4EHZ2dli8eDGMjY1x9erVajrS8gsJCYG3tzf++OMPxMXFITs7G0ZGRmjdujX69u2LUaNGQUdHp6arWWGKPi98fX1V4m9DhWR/r/Lq2rUrfvnllyqo0b+2bt2KH374Aba2tjh06FCVvtabcHNzQ1BQENzd3TF//vyark6dV6cD+vfffx+bN29GUFAQnjx5IrbYyxw8eBBA4QXMYE45c3PzElN/yqirq1dDbSrXqVOnsH79esyZMwejR4+u6epQLREYGIglS5YgNjYWQGH3PUtLS6SnpyMqKgphYWE4evQoHB0dsXbtWujr6xfbR0ZGBiZOnIj4+Hjo6OigdevWyMzMhKmpKfbs2YN169YBKJwLo0GDBirzGeTp6Ynt27ejoKAA+vr6MDMzg6amJl68eIGAgAAEBARg165d2LZtG6ytrWu6ulRHNWrUSOENd2xsLGJjY6GlpQUbG5ti66VSaXVUj6jc6nRAb25ujiFDhuD06dOYM2cOvLy80KJFCwCAn58fdu3aBQCYOXNmTVaz1psxYwY+/PDDmq7GGzl79iwAoGnTpnLLN2/ejLi4uJqoEtVSJ06cgIeHB/Lz89GlSxfMnz8fdnZ2Yras9PR0HDt2DNu2bcO5c+fw+PFj7Nu3D40bN5bbT3BwMOLj4yGRSODr64tWrVqJ63799VcAwAcffIBNmzaJy9PS0tCxY0doampWw5GWn4+PD7Zt2wZdXV188803GDRokNyNfFhYGDw8PHDnzh1MmTIFZ8+eLVNjgCoYNGhQrf7bkLw+ffqgT58+xZbLWscbN25cq1vHiV5XpwN6AFiyZAlCQ0MRGhoKJycnSKVSpKamin3n58+fX6wLBr19igZTRMo8ePAAS5cuRX5+PsaOHYvly5cXS2mrr6+Pjz/+GL169cLkyZPFIHbnzp1y28kG3L/zzjvF3n+ydV27dpVbbmBgAAODqkuX+6Z27NgBAPjyyy/x/vvvF1vfqlUrbN++HUOGDEFCQgL279+PefPmVXMtq0Zt/9sQ0dutTg+KBQoflR85cgSffPIJzM3NERYWhqSkJHTt2hWenp5wd3ev6SoSUS3x3XffIScnB+3bt8eyZcsUzk8h07p1a6xcuRIAcPXqVZw4cUJufUFBAQDFE9uVtK62Sk1NRVRUFIDC8UnKGBkZYeDAgQCAv/76q1rqRkT0tqvzAT1QmI9+zpw5OHv2LO7du4fbt2/jl19+gaOjY01X7a309OlTWFlZwcrKCpGRkQq36d+/P6ysrODr6ysuu3HjBqysrODi4oKwsDC4urqiffv2sLe3F/sby8qFhYUhKCgI06dPR7du3dC+fXs4OTnB09MTGRkZxV5PVp9r164BKHzsamVlJT6pWbJkCaysrLB161YAhQOqrKys0Lt371KPsWgWJdl+N2zYAH9/fzg6OsLGxgb9+/fHmTNnxO1ycnKwb98+jBkzBnZ2dujQoQMcHR3xzTffID4+vjynmyrJP//8g+vXrwMApkyZUqYxIf369RMH1B84cADAv+9j2YC8mJgY8b0ie//K3neLFy8WlwOlv++Cg4OxYMEC9OvXDzY2NujevTvc3d3xxx9/KNw+PT0d27Ztw4gRI9C5c2d06tQJQ4cOhaenJ1JTU8txdgANjX8f+F66dKnEbefMmYMzZ85g48aNcssXLVoEKysrfP755wrLyY5fdj5k3NzcYGVlBX9/f9y+fRuTJ09Gly5d0KVLF4wZMwY+Pj7iTVJRsvP98OFDXL58GWPHjkXnzp3RrVs3fPTRR/D39y/r4Zf6t/nzzz/x6aefolevXrCxsUGPHj0wa9YspX8bADhz5gymTJki/j3t7e0xZcoUnDx5UuHxUPXw9/fH9OnTYW9vDxsbGzg4OGDBggV48OCB0jKCIMDPzw8ff/wxevbsCRsbG/Tr1w+LFy9GRESE0nKJiYn49ttvMWjQINjY2KBnz5749NNPce/evWLbFv1+SUxMxOrVq9G/f3/x/TZ//nw8evRI6Wvdu3cPX3zxBfr27QsbGxt07doVbm5u8Pb2Rn5+frnOUVZWFvbu3QsXFxfY2tqiffv2GDhwIJYtW1bi8T558gQeHh4YMGAA2rdvj/79+2PdunVIS0sTr/MbN24AADZu3AgrKysMHTpU6f6Cg4NhZWWF//znPyXOOfQ2YEBPKicxMRETJ07Ew4cPYWlpiezs7GJpRY8dO4aPPvoI169fh7GxMYyMjPDkyRNs27YNU6ZMKfXDycTEBLa2tmILaYsWLWBrawsTE5NKOQbZl3tqaipatWqF+Ph4tG3bFgAQHx8PFxcXrF27Fnfv3oWhoSEsLS0RGxuLvXv3YujQobh582al1IPKTnazJ5FI4ODgUOZygwYNAgDcv38fCQkJMDAwgK2trfie1dLSgq2tLWxtbaGhoSH3vjM3N4etra3CwXmv27RpEyZMmIDTp0/j1atXsLKygpqaGi5duoRJkybhyJEjctuHhYVh2LBh8PT0RGhoKJo0aYIWLVqI18mIESMQFhZW5uPU1dUVBxlu3boVCxcuxJ9//qnwWmvcuDEsLS3FuUAqS2BgINzc3HD9+nWYmprC0NAQd+7cgYeHB+bOnStOFPg6Hx8fzJgxAw8ePICFhQW0tbVx48YNzJ49G6tXr37jem3YsAETJkzAuXPnkJOTA6lUCjU1NVy4cAGTJk3C+vXri5X55ptv8NlnnyEwMBASiQRWVlbQ0NBAYGAgvvjiCyxatOiN60Xlk5eXh88//xyzZ8/GlStXxL9LTk4OTp8+jdGjR4s37kVlZGRg6tSp+PLLL3Ht2jVoaWlBKpUiOTkZvr6+cHZ2VngzEB8fD2dnZ+zZswcAYGFhgZSUFJw7dw6urq5KbwafPXuGESNGiHVp1aoVkpKScPbsWYwZM0bha+3cuRMuLi44efIk0tLSYGVlBX19fQQFBeGrr77CpEmTkJaWVqbz9Pz5czg7O+Obb77B3bt30bhxY7Ru3RovXrzAkSNHMGzYMHHcWlEBAQEYOXIkfHx8kJiYCKlUipycHOzevRujR48WuyLKjBw5EgAQGhqKkJAQhXXx8/MDUDge6a2fIFQgqiCpVCpIpVLBx8enXOWio6PFshEREQq36devX7F9X79+XSw3cOBA4fnz54IgCEJ6erqQlZUlV04qlQqLFi0SUlNTBUEQhIKCAuHAgQPiuvPnzys8lt9//11hPY4ePSq33MfHR5BKpYKDg0OpxxgdHS0u9/T0FJfPnj1byM7OFgRBEBISEsR6jhkzRpBKpYKrq6sQFhYmlk1NTRUWL14sSKVSoVu3bkJ8fLySM0xVYdGiRYJUKhUGDBhQrnLXrl0T/+bXrl0Tl8veQ/369StWRtH7v2iZ1993p0+fFqRSqdC2bVth7969Ql5eniAIgpCXlyd4eXmJ6x4/fiwIgiBkZGQIgwYNEqRSqTBz5kzxWhIEQYiPjxemT58uSKVS4b333hMyMzPLfKwPHjwQOnXqJB6vVCoVbG1thWnTpgk//vijcOfOHSE/P19p+YULFwpSqVRYsGCBwvXKztmECRPE1xs+fLgQFRUlrrtw4YJYpx07dsiVK/p5MWnSJOHly5eCIBReh0eOHBHatWsnSKVS4dSpU3LlFH1eKPvbHDp0SJBKpUKXLl0EPz8/cXlBQYFw5swZsW5FP2MeP34sSKVSoX379sL169fl9nf8+HGhTZs2glQqFW7fvq3sVFIFyT6jFV2XGzZsEKRSqdC7d2/h6tWr4vK8vDxh//79Qrt27QQrKyshMDBQrtzSpUvFz+2i75nU1FRh1qxZglQqFfr06SNet0W/J/r16yfcvXtXLBMVFSW89957glQqFUaNGqWw7lKpVHB0dBT++usvcV1YWJjQu3dv8Zov6rfffhPLbdmyRfxeEgRB+OOPP4QePXoIUqlUcHd3lysnu+42bdokdy6GDx8u1uHhw4fiurS0NOGrr74SpFKpYG1tLdy5c0dc9/LlS6FLly6CVCoVFi5cKKSnpwuCUHideHt7C9bW1mIdi14Trq6uglQqFb799ttif6+srCzBzs5OkEqlcufwbcUWenpjsm4Byv65ublV+mvOmDEDxsbGAAA9Pb1id95t2rTB2rVrxUFqEokE48ePF/NH14YW7oULF4otsbJMHxcuXMDt27fRpEkT7Nq1Sy6VqoGBAdasWYOOHTsiKSkJe/furYlq11my1qEGDRqUq1zRWaYTExMrs0qiH374AQDw8ccfY+LEiWJ3IHV1dcycORM9e/ZEfn6+2I//2LFjiIyMhLW1NbZu3SpeS0Bh6/n333+PZs2aISIiQq7bW2natWuHY8eOwc7OTlyWnp6OK1euYOPGjXBxcUGvXr2wefNmZGZmVsKRy9PT08OPP/6I5s2bi8v69+8vtmb/9NNPClvpmzZtim3btol/K4lEAhcXF0yZMgXAv+e3vHJycsRuemvXrsWwYcPEdRKJBIMHD8YXX3wBoPCpRl5eHgCI3SIsLCzQrVs3uX2OGDECrq6uGDJkiNInDlT5EhISxM9cLy8vuad06urqcHNzw6RJkyAIArZs2SKui4+Px9GjRwEA69atk0uyYWBggPXr16N+/fqIjY0VnwIWtWHDBnTo0EH8vXnz5vjkk08AFHaRUdaNZOPGjWjfvr34e8uWLTFp0iQAwK1bt+S23bx5MwBgzJgxmDt3rtzYne7du4vv/4sXLyI4OFjxCfp/v/32Gx4+fAhtbW3s3LkTbdq0Edfp6+tj9erVcHBwQG5urvi6ALB7926kpqaiQ4cOWLt2LfT09AAUXicjR47E3LlzFb6erJX+1KlTxZ4G+vv7Iy0tDa1bt5Y7h28rBvT0xmTdApT9q4q8vUUDBkX69u0rphEsShYgl/XRYVVp3LixXNAhI+uzO3DgQOjq6hZbL5FIxKCgtH7KVLlkX5zlTUtYtK+9IAiVWicAiIyMxJMnTwAAY8eOVbjNmjVr4O/vL07+InufDR48WOFYAB0dHXEMUXnfZ5aWljh48CBOnDiBTz75BJ07d5Y7ZwkJCdixYweGDRuG58+fl2vfpRk8eLDczYmMs7MztLW1kZ6eLva/LcrFxUXh9SY7n+Hh4eI5Lo/bt2/j5cuX0NPTw4ABAxRuM2zYMKipqSEuLg5///03AIjpk0NCQrBu3bpifY6XLVuGjRs3FsuCRFXnypUryMnJgaWlpdL5E4YPHw6gcLB3QkKCWE4QBDRt2lRhmkxdXV0cPnwYgYGBxbryNW7cWGGufFnDlCAISE5OLra+SZMmCuuo6PsvIiIC4eHhAICJEycqPK7OnTuLY4EuXLigcBuZixcvAii8kVb0HQcUNjwAQFBQkFgX2WfSmDFjFCYbGDdunMLPXicnJ+jq6uLFixfFboiOHz8OACqfVrus6nzaSnpzNZGH/vWc3q9r0qSJwuWy2SnLO8CnsimrX2hoKIDCIEpZn0DZYMWIiAgIgqDwxoUqn6xlPiUlpVzlivb7rIqc67KB5bq6ukq/QF8f+yF7nx07dkzpF/TLly8BoEKBLAC0bdsWbdu2xZw5c5CZmYlbt24hMDAQfn5+SEhIQFRUFObOnVusb/+bUNYKp6WlBQsLC4SEhCAiIqJY4KSsXNOmTWFgYIC0tDREREQUm3ywNP/88w8AIDc3F+PHj1e6nbq6OgoKCvDkyRN06NAB1tbWGDp0KE6dOoXdu3dj9+7daNasGezt7dGrVy84ODgonKyMqo7sb/n8+XO4uroq3KboDfuTJ0/QqFEj8fosaWZ1ZWmTlX1PFL35zMrKKrZe0U0t8O/3n+xJkKyeAFCvXr0S0zfb2Njg9u3bYvCvjGx9SZPGydbl5+cjMjISUqlUvGkt2qJflJ6eHiwsLMTPLhldXV04OTnBx8cHfn5+4rUtC/A1NDTknoy9zRjQk0oqbdr40tL9VUVLaXkoG5yTnp4O4N/ZCkuSn5+PjIwMfrFXkzZt2uDs2bOIiopCZmYm6tWrV6ZyDx8+FP9fFU+rZC10skfUZSF7n0VERJSYcQKonKdZ9erVQ8+ePdGzZ0/MnTsXHh4eOHPmDO7cuYMHDx5U2oyxhoaGStfJgiBF2XtKK5eWllburD/Av+cuJyenWDcHRYq+xvr169G9e3ccO3YMd+/eRUxMDLy9veHt7Q1tbW24uLjgyy+/VKnUpqpM9rdMT08v199Sdn0qegJUmooO4izPU0TZZ0Fp3yOyzxdFWeIU7a+kORmKvlZGRoZco0dJ50lZHWUDaf39/ZGRkQE9PT2cPHkS+fn56N+/P955550S6/y2YEBPNUpZYP3q1atqrknFKKt/RfsHy4LEpUuXYsKECRWuF1W+vn37YtOmTcjNzcXly5fh5ORUpnKyR8nW1tZV8sUi+wIs7Yu2qHr16iEtLQ07duxAv379KqUey5Ytw/Xr1+Hs7Fzi7No6OjpYuXIl/ve//yE3Nxfh4eHFAvqKXlclrZcFGkXHNLxpudLIrmdra+tyjUUACrvXjRo1CqNGjUJiYiJu3LiBoKAgXLlyBTExMfjll18AFKbUpaon+1s6OjrC09Oz3OXKc31WJ1mgLnufKyO7QSmt4UC2vqSGgKI3rnp6enJBfEn1UHYO7ezsYGFhgfDwcPj7+2P48OFidhtZH/u6gH3oqdoVzVetaFBXVlZWjfdxL42s37GyQWkVzRVvYWEB4N/Hu4rExsbizp07zEdfzaysrMQBijt27CjTgMQ///xTzF1fVTdosvSXr169kpvzoKgLFy7Azc0N3333HYCyvc8iIiJw7969Mg/kzc7ORmRkZJlyt+vr64tf/EW7Icmuq9zcXIXlSnvPv/44XiYzM1PsCmBpaVnmclFRUWIQoahcaWTnOSIiQq6bQ1GCIOD69euIiIgQ31Pp6em4f/++2B3CyMgITk5OWL58Ofz9/cUuH7KghapeWa6ZzMxMBAUFITo6WuzWKbs+Syrn6emJKVOmiH2+q5OsG1lmZmaJaWrv378P4N/xHaXtr6Sc/LIc+hKJBGZmZjAwMBC7BSrLk5+dnV3i00RZt9/z588jOjoajx49gpGRkcJxC28rBvRU7Ro0aCD2+1bUP/fixYtKv/yqm6yer7cYyvJnp6SkiIOfijp//nyFXk/WWnr27FmF+wUADw8PjBkzBp999lmFXoMqbtWqVdDV1UVISAiWL19e4liMqKgoMYNJz5494ezsXCV1atWqFZo1awagMJ+6IsePH0dQUJAYnMveZ97e3gr74Obl5WHWrFkYNWqUOGlbaWT9VO/fv19qa3RgYCCSk5PRoEEDuVllZdeVos+F/Px8ccCdMmfOnFHY2u7j44Pc3Fylgwx9fX0VTtR06NAhAECnTp0qNAfFf/7zHxgYGCAjI0PpOTl16hQmTpwIJycncZCwp6cnRo4cqfDcq6mpwd7eHkDNjwWqS/r06QN1dXU8efIEv//+u8Jt9u7dCzc3NwwfPlx8H/bu3RtqamqIiYlRmDc+KysL3t7eCAwMrJGuoBYWFuLNyr59+xRuc+vWLXFWZ2UTp8nIPlsuXryI6Ohohdvs378fQOF1Vb9+fQD/ztfh4+Oj8DwcP368xImhnJ2dxXkaTp8+DaDwM6m8SQxUGQN6qnY6Ojpo164dgMJUbXFxceK6wMBArFy5sqaqVozsUaBs5k6Zjh07QlNTE4IgYO3atWJQlJubi3379olpyspr8ODBkEqlSE1NxZQpU+RaddLT0/H111/j2rVrkEgkmD59egWPiiqqRYsWWLNmDbS0tODr64uJEyfi9u3bctu8evUKR44cgYuLC2JjY2FmZoZ169ZV2eBliUSCWbNmASicHObYsWPiF2J+fj5++uknnD9/HhoaGmLauvHjx6Nx48aIjIzEzJkz8ezZM3F/iYmJmDdvHsLCwqCpqYnJkyeXqR49e/YUM+MsWbIEa9asKfbEIDs7Gz4+Ppg3bx4AYO7cuXKP8GXZq/755x/s379fPI6UlBR4eHgobUmXef78OebPny/XJ/fXX38VJ2767LPPFGbQuH//PpYuXSoGYQUFBThw4ICYplCWHai8dHV1xet0zZo1xWas9ff3x/LlywEUZuswMzMDUBiISCQSXL58GTt37pR7YvHs2TPs2LEDAOpU62NNa9asGUaPHg2g8H1U9OayoKAAx44dE9M7jh8/Xuzv3bx5c3Em0y+//FLu8yIlJQVffvkl4uLi0KxZMwwePLi6DkeOLCXkkSNH4OnpKff08caNG/j0008BAA4ODnJpNxV5//33YWVlhezsbEybNk0uuUN6ejqWLl2KwMBAaGhoyM0IPXnyZOjp6eH27dv4+uuv5W7Mz58/X2rDQuPGjeHg4IDMzEz89NNPAOpOdhsZ9qGnGjFv3jzMnDkTjx8/xsCBA2FpaYmUlBTExMSgffv2sLW1LTU9VnVo164dQkNDsWvXLly9ehWDBg3CrFmzYGhoiClTpmDHjh04ffo0AgICYGpqipiYGCQnJ8PV1RUXL16Uu1kpC01NTXh5eWHq1Kl4+PAhhgwZAgsLC9SrVw8RERHi2ILFixeX2lJCVWPw4MFo1qwZ5s2bhz///BNjx45Fo0aNYGJiInY7kX0hOjk5YfXq1VU+cHnUqFF4/Pgx9uzZgyVLlmDLli1499138fTpUyQnJ0NdXR1ff/21mEHC0NAQ27dvx8yZM3Ht2jUMGDAAlpaWkEgkCA8PR05ODjQ0NLBp06YSs3O8bsOGDdDV1cWJEyewf/9+7N+/H02bNkWjRo3ER+Y5OTnQ1NTEggULMG7cOLnyffr0QZcuXRAcHIw1a9Zg9+7daNiwIZ48eYLc3FzMmTNHzOuuSOvWrXH58mX06dMHrVu3RmJioniz8vHHHyv9gpdKpfD29savv/6Kli1b4vnz53jx4gXU1NSwePFidO/evczn4HXTpk1DdHQ0jh49Cg8PD6xfvx6mpqaIi4sTuxDZ2trKzUhrY2ODefPmYfPmzdiwYQN++uknmJqaIjMzE9HR0cjLy4OZmRlni61mHh4eiIuLw6VLlzBz5kw0adIExsbGiImJEZ9+OTo6ijesMsuWLUNsbCyCgoIwduxYtGjRArq6uggPD0dWVhYaNGgAT0/PUpM9VBUnJydERUVh8+bN2LZtG/bt2wcLCwskJiaKjVldu3bF+vXrS22Y0NDQgJeXF6ZNm4YnT55g+PDhMDc3h56eHsLCwpCVlQUdHR2sWLECXbp0EcuZmJjgu+++w7x583D48GGcPHkSrVq1QkJCAp49e4a2bdvi8ePHyM3NVZhqFyj8HLx06RJevXoFa2vrcn12vQ0Y0FON6N27Nw4ePIiffvoJwcHBePz4MUxNTfHpp59i2rRp8PDwqOkqAiic/CkzMxPXrl3DkydP5PoYzp8/H5aWljh06BAePnyI8PBwWFlZYdy4cRg2bFip3QOUad68OY4fP45Dhw7h3Llz4odgw4YN4eDgADc3N/znP/+prEOkCujYsSPOnTsHPz8/nD9/Hn///TcePXoEdXV1mJmZoUuXLnB2dkanTp2qrU6LFi1C7969ceDAAdy5cwchISEwNDTE+++/j6lTp8pNMgMA7du3x6lTp/DLL7/g4sWLiIyMFLuldO3aFR9//LHSFHLKaGlp4dtvv8X48eNx9uxZ3LhxA3FxcQgJCUG9evVgYWGBXr16YdSoUQpTQKqpqeHnn3/Gnj17cObMGURGRiIzMxP29vaYOXMmGjRoUGJAP2DAACxevBjbt2/H/fv3oaOjg969e+Ojjz4qlqqyqI8++gi6urrYvXs3QkNDUb9+fTg6OmLKlClyXYIqQiKRYNWqVXB0dMThw4dx584dceKdTp06YciQIRgzZkyxbDXu7u6wtLTE0aNH8eDBA4SGhkJHRwdt27bFoEGD4ObmVqHMKVRx2tra2L59O3799Vf4+vri/v37ePjwIfT09NCtWzd8+OGH4rwCRenr62PPnj3w9fXFiRMnEBoaimfPnsHY2Bj9+vXDtGnTlKaarC4zZsyAvb099u3bh+DgYISEhKB+/fqwt7fHiBEjFB6XMqampvDx8cGhQ4fw22+/ISwsDM+fP4eJiQkcHBwwfvx4cWxBUQMHDoSPjw927NiBP//8EyEhITA2NsaMGTMwY8YMcQyTsgxjffv2RcOGDZGUlFSnBsPKSISazt9HRET0Btzc3BAUFAR3d/dydY/p378/YmJisHr1arE7BRHVPq9evRInt7p69arCG6CkpCQ4ODhAIpEgMDCwxHS0byP2oSciIiKiGvPVV19h+PDhSgePX7lyBQDwzjvvKH2aceLECeTm5uK9996rc8E8wICeiIiIiGqQlZUVQkJCsGnTJvz9999y64KDg7Fq1SoAKDbuRtZ96ezZs+L8ALLB/3UN+9ATERERUY0ZM2YMTp8+jbt378LZ2RmmpqZo0KABXr58KaZzdXR0xIwZM+TKrVu3DoGBgeLvLi4uxcYL1RUM6ImIiIioxmhra+PAgQM4ffo0jh8/jsjISDx69AgNGzZE79694ezsrDCtZ+fOnXH37l1oampixIgRdXp+Fg6KJSIiIiJSYexDT0RERESkwhjQExERERGpMAb0REREREQqjINiiYhUWHp6Ok6cOIGLFy/i0aNHSE5OhpaWFpo3bw57e3uMHTsWFhYWlfqamZmZSEhIgKmpaaXul4iIKoaDYomIVNSlS5ewePFiJCUlAQAaNGiApk2bIiUlBc+fP0d+fj40NTUxe/ZszJw5s1Je89SpU1i/fj3mzJnD2VWJiGoJttATEamg3bt3Y926dQAAJycnzJ49G61btxbXx8fHY/v27Th48CC2bNmC7OxszJs3741fd/PmzYiLi3vj/RARUeVhH3oiIhVz8+ZNbNiwAQAwa9YsbNmyRS6YB4AmTZpg+fLlmDVrFgDgxx9/xP3796u9rkREVPUY0BMRqRBBELB06VLk5+ejY8eOmDt3bonbz5w5EyYmJigoKMCePXuqqZZERFSd2IeeiEiFBAcHY/z48QCAbdu2YeDAgaWWuXbtGgCgU6dO0NXVFZc/fPgQBw8eRHBwMOLi4pCTk4P69evD2toaI0eOxPvvvy9uu3XrVvzwww/F9v3JJ59gzpw54u8vX77E7t27cfnyZcTExEBNTQ0tW7bEBx98gPHjx0NbW1tpHffu3Yu///4baWlpMDc3h4uLC1xdXdG2bVsAwKNHj4qV++OPP3Dw4EHcvn0bycnJ0NfXh42NDVxcXPDee+8V275///6IiYmBn58fvL294efnh7y8PFhYWKB9+/Y4fPgwpFIpTp06pbCesvNfv359BAYGKj0eIqLqxD70REQqRBacq6uro3v37mUq06NHj2LLDh48iFWrVqGgoACGhoZo0aIFsrKy8PTpU1y9ehVXr16Fu7s75s+fDwAwMTGBra0t7t+/j5ycHLRo0QKNGjWCiYmJuM+bN29i1qxZSE5OhqamJszNzSEIAh48eID79+/Dz88Pu3btQuPGjeXq4uXlhe+//x4A8M4778DS0hIRERFYuXIlrl+/rvS4Vq1ahQMHDgAoHBDcpk0bxMXFISAgAAEBAXBycsL69euhqalZrOyKFStw69YtWFpaIjMzE1paWvj4449x+PBhhIaGIiQkBG3atClWzs/PDwDwwQcfMJgnotpDICIilTF37lxBKpUKAwcOrPA+wsPDBWtra0EqlQpeXl5CTk6OuC4pKUl8DWtrayE5OVmubL9+/QSpVCocPXpUbvnz58+Frl27ClKpVFiyZImQkpIirouMjBRGjx4tSKVSYdy4cXLlAgMDBalUKrRp00bYv3+/kJ+fLwiCIGRmZgorV64UpFKp+K+on3/+WZBKpUK7du2EAwcOiOUEQRDOnj0rdOrUSZBKpcKqVasU1l8qlQpnzpwRlyckJAiCIAiurq6CVCoVvv3222LnLSsrS7CzsxOkUqlw9+5d5SeYiKiasQ89EZEKSUlJAQAYGRlVeB+///471NXVYW1tjZkzZ8q1YDdo0AALFy4EAOTm5iI8PLxM+/z555+RnJyM/v37Y9WqVahfv764zszMDF5eXtDX10dwcDCuXLkirtuyZQsAYNKkSXBzc4OaWuHXko6ODpYuXYo+ffoUe63s7Gxs374dAPDpp59i/PjxYjmgMOvP6tWrARQ+iXj69GmxfXTp0gWDBw8Wf5edz5EjRwIoTM+Zn58vV8bf3x9paWlo3bo1OnToUKbzQkRUHRjQExGpkHr16gEoDLYravz48bh79y4OHjyocL2Ojo74/8zMzDLt09/fHwAwbNgwhevfeecd9OzZE0Bh/nwAiIuLw7179wAA48aNU1juo48+KrYsODgYqamp0NDQEMcTvG7w4MEwNjZGfn4+Ll++XGy9nZ2dwnJOTk7Q1dXFixcvxO5NMsePHwcAfPjhhwrLEhHVFPahJyJSIbL+58nJyW+8L21tbfz1118IDQ1FdHQ0oqKiEBoaiidPnojbCGXIm5CRkYGYmBgAhf3h9+/fr3A72Tay/f/zzz8QBAG6urpo3ry5wjI2NjbFlsnKt2jRAvr6+grLSSQStGvXDnFxcQqfMrzej19GV1cXTk5O8PHxgZ+fHxwcHABADPA1NDSU3rQQEdUUBvRERCrEwsICAPD8+XOkpaXBwMCg1DKJiYl49eoVTE1NxWV+fn7w8vJCRESE3LampqYYNWoUjh49WuY6paeni/8PDQ0tdfu0tDQAEGe41dPTU7qtooBd9nqlHbusbEZGRrF1RZ9CvG7kyJHw8fGBv78/MjIyoKenh5MnTyI/Px/9+/fHO++8U+LrEhFVNwb0REQqZMCAAfjmm2+Qn5+P69evY9CgQaWWOXbsGDZt2gRzc3OcOnUKZ86cwaJFiwAADg4OGDRoEFq3bo1WrVrB0NAQubm55QroZd2AgMK+51KptFzlit4QvE5RMC67AZDdGCiTmpoqt31Z2dnZwcLCAuHh4fD398fw4cPF7DayPvZERLUJ+9ATEamQ5s2bo2PHjgAKB6KW1iUmJydHDM5btmwJLS0t/PjjjwCAESNGYNeuXRgzZgxsbW1haGgIoLD1vzzq168vtlo/fvxY6XaPHj3Cw4cPxYG9VlZWAAr76UdFRSksExISUmxZy5YtAQCRkZFKbwYKCgrw999/AyjsmlNesn7y58+fR3R0NB49egQjIyOFg3SJiGoaA3oiIhXj4eEBiUSC27dvi9lelNm4cSOePn0KNTU1zJo1CwDErC/W1tYKy3h7e4v/z8vLk1snkUgAFO9b37dvXwDAgQMHUFBQUGyfaWlpmDhxIkaMGIF9+/YBKLw5keV6L/qaRR05cqTYMjs7OxgaGiIvLw///e9/FZY7c+YMXrx4AYlEIvaDLw9nZ2doaGggMDAQp0+fBlA44FdRTnsioprGgJ6ISMV06tQJM2bMAAB8//33WLBgAf755x+5bZ4+fYrPP/8ce/fuBQDMnj0b7du3B/BvC/eRI0cQFxcnlklPT8fWrVvx008/icuysrLk9iubaVY2wFVm+vTp0NXVxc2bN/HFF18gMTFRXBcTE4Pp06cjKSkJBgYGcplpZLPM/vzzzzh69Kh4o5Cbm4utW7fizJkzxY6/Xr16mD59OgDA09MT//3vf+VuIs6dO4dly5YBAFxcXMRxB+XRuHFjODg4IDMzUzwfzG5DRLWVRChLCgMiIqp19uzZg/Xr14v50hs3box3330XqampiIyMBABoampi7ty5mDZtmlju0qVLmDVrFgoKCqCpqSkGvJGRkcjOzkbz5s0hkUgQFRWFr776Si515MKFC3HixAloaGhAKpVi0KBBYsv/lStXMH/+fGRkZEBTUxOWlpbIzc1FREQE8vLyoKuri59//hm2trZyx7F+/Xrs2rVLPAYTExNERkYiJSUFHTt2xN27d6Guri52oQEKnxCsWLEChw4dAgA0bNgQzZs3x/PnzxEfHw8AcHR0xPr16+VmdO3fvz9iYmKwevVqjB49usTz6+/vj9mzZwMofJrh6+tb1j8NEVG1YkBPRKTCIiIicPToUQQFBSEyMhIZGRnQ0dGBmZkZ7O3t4erqCjMzs2LlHjx4AC8vL/z999+Ij49HvXr1YG5ujvfeew/jx4/Hzz//jG3btqFHjx7Ys2ePWC4xMRFff/01rl27htzcXAwcOBAbN24U18fGxmLv3r0ICAhATEwM8vPz0bRpU/Ts2ROTJ09Wmp7S398fBw4cwIMHD5CVlQVLS0u4urqiVatWGDduHPT09HDr1q1i5QIDA3Ho0CHcuXMHKSkpaNiwIaytrTFq1CgMHDiw2PblCejz8vLQq1cvJCUlYdmyZUpz3hMR1TQG9EREVGtdvnwZM2bMgLm5Oc6dO1etr52UlAQHBwdIJBIEBgaKg4aJiGob9qEnIqIaM2TIEIwZMwYPHjxQuP7KlSsAgHbt2lVntQAAJ06cQG5uLt577z0G80RUqzGgJyKiGmNubo47d+7g22+/Ffu+A4XdXY4cOYIjR45AIpHA1dW1WuoTGhqKZ8+e4ezZs/D09AQATJo0qVpem4iootjlhoiIakx4eDjGjRuHxMREaGpqwszMDDo6OoiJiUFycjLU1NTwxRdfYPLkydVSnylTpiAwMFD83cXFBatWraqW1yYiqijOFEtERDXGwsICZ8+exaFDh+Dv74+YmBhkZmaicePG6Nu3L8aNGydOpFUdOnfujLt370JTUxMjRozAZ599Vm2vTURUUWyhJyIiIiJSYexDT0RERESkwhjQExERERGpMAb0REREREQqjAE9EREREZEKY0BPRERERKTCGNATEREREamw/wMsLo1W9I3MNAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Sales in terms of Categories in different Shipmode\n",
    "plt.figure(figsize=(12,6))\n",
    "sns.barplot(x='Category',y='Sales',hue='Ship Mode',data=df1)\n",
    "plt.title(\"Sales in terms of Categories in different Shipmode\",size=20)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**From Above :**\n",
    "- According to the class,\n",
    "- The sales of \"Furniture\" is done maximum in Second Class,\n",
    "- after that, the sales of \"Office Supplies\" is maximum done in Second Class.\n",
    "- and the sales of \"Technology\" is maximum done in Same Day.\n",
    "- Among all the three Category, the sale of Technology is Max and also Maximum Sales is done in Same Day."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### data with respect to negative profits"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "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>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>Standard Class</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>Lancaster</td>\n",
       "      <td>Ohio</td>\n",
       "      <td>East</td>\n",
       "      <td>Technology</td>\n",
       "      <td>Machines</td>\n",
       "      <td>4499.985</td>\n",
       "      <td>5</td>\n",
       "      <td>0.7</td>\n",
       "      <td>-6599.9780</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Same Day</td>\n",
       "      <td>Corporate</td>\n",
       "      <td>Burlington</td>\n",
       "      <td>North Carolina</td>\n",
       "      <td>South</td>\n",
       "      <td>Technology</td>\n",
       "      <td>Machines</td>\n",
       "      <td>7999.980</td>\n",
       "      <td>4</td>\n",
       "      <td>0.5</td>\n",
       "      <td>-3839.9904</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Standard Class</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>San Antonio</td>\n",
       "      <td>Texas</td>\n",
       "      <td>Central</td>\n",
       "      <td>Office Supplies</td>\n",
       "      <td>Binders</td>\n",
       "      <td>2177.584</td>\n",
       "      <td>8</td>\n",
       "      <td>0.8</td>\n",
       "      <td>-3701.8928</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Standard Class</td>\n",
       "      <td>Home Office</td>\n",
       "      <td>Louisville</td>\n",
       "      <td>Colorado</td>\n",
       "      <td>West</td>\n",
       "      <td>Technology</td>\n",
       "      <td>Machines</td>\n",
       "      <td>2549.985</td>\n",
       "      <td>5</td>\n",
       "      <td>0.7</td>\n",
       "      <td>-3399.9800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Standard Class</td>\n",
       "      <td>Corporate</td>\n",
       "      <td>Chicago</td>\n",
       "      <td>Illinois</td>\n",
       "      <td>Central</td>\n",
       "      <td>Office Supplies</td>\n",
       "      <td>Binders</td>\n",
       "      <td>1889.990</td>\n",
       "      <td>5</td>\n",
       "      <td>0.8</td>\n",
       "      <td>-2929.4845</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>First Class</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>Newark</td>\n",
       "      <td>Ohio</td>\n",
       "      <td>East</td>\n",
       "      <td>Technology</td>\n",
       "      <td>Machines</td>\n",
       "      <td>1799.994</td>\n",
       "      <td>2</td>\n",
       "      <td>0.7</td>\n",
       "      <td>-2639.9912</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>First Class</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>Houston</td>\n",
       "      <td>Texas</td>\n",
       "      <td>Central</td>\n",
       "      <td>Office Supplies</td>\n",
       "      <td>Binders</td>\n",
       "      <td>1525.188</td>\n",
       "      <td>6</td>\n",
       "      <td>0.8</td>\n",
       "      <td>-2287.7820</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Second Class</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>Concord</td>\n",
       "      <td>North Carolina</td>\n",
       "      <td>South</td>\n",
       "      <td>Furniture</td>\n",
       "      <td>Tables</td>\n",
       "      <td>4297.644</td>\n",
       "      <td>13</td>\n",
       "      <td>0.4</td>\n",
       "      <td>-1862.3124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Standard Class</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>Houston</td>\n",
       "      <td>Texas</td>\n",
       "      <td>Central</td>\n",
       "      <td>Office Supplies</td>\n",
       "      <td>Binders</td>\n",
       "      <td>1088.792</td>\n",
       "      <td>4</td>\n",
       "      <td>0.8</td>\n",
       "      <td>-1850.9464</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Standard Class</td>\n",
       "      <td>Home Office</td>\n",
       "      <td>Jacksonville</td>\n",
       "      <td>Florida</td>\n",
       "      <td>South</td>\n",
       "      <td>Technology</td>\n",
       "      <td>Machines</td>\n",
       "      <td>22638.480</td>\n",
       "      <td>6</td>\n",
       "      <td>0.5</td>\n",
       "      <td>-1811.0784</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        Ship Mode      Segment          City           State   Region  \\\n",
       "0  Standard Class     Consumer     Lancaster            Ohio     East   \n",
       "1        Same Day    Corporate    Burlington  North Carolina    South   \n",
       "2  Standard Class     Consumer   San Antonio           Texas  Central   \n",
       "3  Standard Class  Home Office    Louisville        Colorado     West   \n",
       "4  Standard Class    Corporate       Chicago        Illinois  Central   \n",
       "5     First Class     Consumer        Newark            Ohio     East   \n",
       "6     First Class     Consumer       Houston           Texas  Central   \n",
       "7    Second Class     Consumer       Concord  North Carolina    South   \n",
       "8  Standard Class     Consumer       Houston           Texas  Central   \n",
       "9  Standard Class  Home Office  Jacksonville         Florida    South   \n",
       "\n",
       "          Category Sub-Category      Sales  Quantity  Discount     Profit  \n",
       "0       Technology     Machines   4499.985         5       0.7 -6599.9780  \n",
       "1       Technology     Machines   7999.980         4       0.5 -3839.9904  \n",
       "2  Office Supplies      Binders   2177.584         8       0.8 -3701.8928  \n",
       "3       Technology     Machines   2549.985         5       0.7 -3399.9800  \n",
       "4  Office Supplies      Binders   1889.990         5       0.8 -2929.4845  \n",
       "5       Technology     Machines   1799.994         2       0.7 -2639.9912  \n",
       "6  Office Supplies      Binders   1525.188         6       0.8 -2287.7820  \n",
       "7        Furniture       Tables   4297.644        13       0.4 -1862.3124  \n",
       "8  Office Supplies      Binders   1088.792         4       0.8 -1850.9464  \n",
       "9       Technology     Machines  22638.480         6       0.5 -1811.0784  "
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Negative_profits=df1.loc[df1.Profit <= 0].sort_values(by = \"Profit\",ascending = True).reset_index(drop=True)\n",
    "Negative_profits.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "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>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>Furniture</td>\n",
       "      <td>276601.4618</td>\n",
       "      <td>2775</td>\n",
       "      <td>269.74</td>\n",
       "      <td>-60924.0502</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Office Supplies</td>\n",
       "      <td>100054.7190</td>\n",
       "      <td>3533</td>\n",
       "      <td>546.60</td>\n",
       "      <td>-56609.0215</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Technology</td>\n",
       "      <td>119452.8850</td>\n",
       "      <td>982</td>\n",
       "      <td>90.60</td>\n",
       "      <td>-38579.9182</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          Category        Sales  Quantity  Discount      Profit\n",
       "0        Furniture  276601.4618      2775    269.74 -60924.0502\n",
       "1  Office Supplies  100054.7190      3533    546.60 -56609.0215\n",
       "2       Technology  119452.8850       982     90.60 -38579.9182"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Negative Profit by Category\n",
    "by_cat=Negative_profits.groupby('Category').sum().reset_index()\n",
    "by_cat"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ZmdGqVSuCgoLYu3cvd+7ckbcI4p0jSYIQQrwHunbtSuXKlQ0moerpl82cOnWqwbenkZGRfP/99yxevFhdLvSzzz4DYNasWURHR6t1T5w4kexbXv0Ouo8fPzYoP378uDppMz4+Xi3Xj8VOzx4GdevWxd7enmXLlhEcHEzr1q0NjletWpVChQqxefNmzp07Z3Bs0aJFLFu2zOiDYWbSx27KlCkGw3pu377NvHnzsLCwoEWLFiafV/8NeHr3fvDz8zPYSyIyMpLffvsNjUaj9lGvZMmSlCtXjh07duDr65vuB1lzc3P+97//ATBs2LBkE+cTEhKYP38+O3bsIH/+/Hz++edAyp+Za9euqQmFsc9MbGysWpZZn+c2bdqQLVs2FixYYLDHR1RUFD/++KNaJ730/fz555/RaDQGb8KEeBfIcCMhhHgPaDQaJk+eTNu2bZM9TH788cf06NGDVatW0aJFC+rWrYulpSXe3t7cu3ePzp07q5tdVa5cmc6dO7N+/Xratm1L7dq1efLkCXv37sXOzo6nT5+q3/w2b96cZcuW8cMPP3D69GkcHR25fv06Pj4+ODg48OTJE8LCwtR+6Pca+Pnnn6lZs2aKewNA0oNx06ZNWb9+PQAtW7Y0OG5ubs60adPo168f3bt3p2HDhhQuXBhfX19OnDhBoUKF+Oqrr147rqZo06YNBw4c4K+//qJ169bUqVOHqKgo9u/fT0REBBMmTKBIkSImn1cft/Hjx1OrVq0U95jQK1KkCKNHj8bb2xsHBwcOHjzInTt36N+/v9G3BO7u7kyaNMnkB9k6deowefJkJk6cSKdOnahWrRouLi5ERUVx+vRpAgICcHR0ZMGCBeo4//r16/Prr7+ycOFCAgICKFKkCMHBwRw8eFCtY+wzM3/+fK5evcqQIUMy7fNcuHBhvvnmG6ZMmYK7uzuNGjXC2tqav//+m9u3b9OiRQv1zUt6lCpVChcXFy5fvkz16tXJnz9/utsK8TaQNwlCCPGeKFWqFP379zd67Ntvv+WXX34hf/78bN++nW3btpE3b151o6mXfffdd+rGW+vXr+fixYt8/fXXtGvXDvh3smaZMmVYtGgRLi4ueHt7s3HjRh4/fsywYcPw9PTEzMyMw4cPq+ft2rUrtWrVwtfXl1WrVvH8+fNU70f/rW3lypWNrhhUpUoVNm3aRNOmTTlz5gwrV67k7t279OjRgw0bNhidaJ2ZNBoNv/32G99++y02NjZs3ryZgwcPUqlSJZYvX250Unl6DBw4kIoVK3L06FF1Q7bU1KtXj8mTJ+Pr68v69euxsrJi8uTJjBo1ymj9Zs2aAUnx1E9ITq8OHTrg6elJ586defr0KZs2bcLDwwNzc3MGDhyIl5eXOowHkh76ly1bxscff8yJEydYu3YtgYGB9OjRg927d2Nvb8+RI0fUIUfNmzenWbNm3L59W53TAJnzeYakTf8WL16Mi4sLe/fuZdu2bdjb2zN58mR+/fVXk2ID/8ZWhhqJd5FGeZWlJ4QQQryXHj16hIWFhdEJmt988w0eHh4cPXo0xVV8xLvHx8eHvn37MnnyZDp06JDV3clQWf15HjVqFPv378fHx0d2WRbvHHmTIIQQQrV9+3aqV6+ubgymd+vWLfbt20epUqUkQXiPxMbGsnDhQmxtbdX9C94nWfl5vn79Onv37qVZs2aSIIh3krxJEEIIobp//z6tWrUiOjqahg0bUrRoUR49esTevXuJjY1l8eLF6oZm4t1169YthgwZwqNHjwgNDWXYsGF8+eWXWd2tDJcVn+c///yTHTt24O/vj5mZGdu3b6dYsWIZeg0h3gRJEoQQQhgIDg5m4cKFnDhxgkePHpEzZ07c3NwYMGBAsiU0xbvp+fPntGzZkvDwcNzd3Rk3btx7uxPwm/48b9++nR9++AEHBwfGjRtHw4YNM/waQrwJkiQIIYQQQgghDMicBCGEEEIIIYSB9/PdohCZ7NGjiKzuAgC2ttmJjIzJ6m68tyS+mUdim3kktplHYpt5JLaZy9HRzuQ28iZBiHdYtmzmWd2F95rEN/NIbDOPxDbzSGwzj8T27SNJghBCCCGEEMKADDcS4i3W9JdtaVcSQgghhEjFP9N7mtxG3iQIIYQQQgghDEiSIIQQQgghhDBgcpIQGxubGf0QQgghhBBCvCVMThJq167NpEmT8PX1zYz+CCGEEEIIIbKYyUlCeHg4a9eupUOHDrRu3Zrly5cTGhqaGX0TQgghhBBCZAGNoiiKKQ3++ecfPDw82LNnDxEREWg0GszNzalXrx6fffYZdevWxdxc1rrNKDqdzqT6p0+fJmfOnJnUm9ejv5dly5ZRs2ZNg2PR0dE8efKEQoUKZUXXTPamNlOT1Y2EEEII8bpeZXUjk5dAdXNzw83NjQkTJrBv3z62bdvG8ePH8fb2Zv/+/eTOnZvWrVvz2Wef4ezsbHKHhHHFihUjd+7cadZ7FxO0HTt2MH36dIYOHUqHDh2yujtCCCGEEB+8V94nwdLSkhYtWtCiRQseP36Mp6cnnp6e+Pn5sWzZMpYvX46Liwvt2rWjZcuW2NmZvh20+NeAAQP47LPPsrobr2XXrl0AFChQwKB81qxZPHjwICu6JIQQQgghjMiQJVDz5s1L37592b59O/v27WPEiBFYWVlx+fJlfvzxRz755BPGjBnD5cuXM+Jy4h1VsmRJSpYsiZWVVVZ3RQghhBBCpCLDdlyOjo7G29ubffv2ceTIEaKjowFwcHAgMjKS7du3s2PHDjp27Mh33333Tg6LEUIIIYQQ4kPwWm8SFEXh6NGjjBkzhpo1azJmzBj27t1LXFwc9evXZ+7cufj4+HDkyBG++eYbcuTIwcaNG5k5c2ZG9V+k4M6dO+h0OnQ6HcHBwUbrNGjQAJ1Ox9atW9WykydPotPp6NixI/7+/nTp0oXy5ctTo0YNpk2bZtDO39+fU6dO0b9/f6pXr0758uVp1qwZs2fP5vnz58mup+/PsWPHAJgzZw46nY6QkBAAvv32W3Q6HXPmzAFg69at6HQ66tSpk+Y93rlzRy3Xn3fGjBl4e3vTpEkTypUrR4MGDfDy8lLrxcbGsmLFCjp16oSbmxsVKlSgSZMm/PTTTzx8+NCUcAshhBBCvFde6U3C9evX8fT0ZOfOnTx69Aj9AknFixfns88+w93dnbx586r17e3t6d27N05OTnz11Vd4eHjw9ddfZ8wdiEwRGhrK559/TmRkJKVKlSI4OJhixYoZ1Nm0aRPLly/H0tKSYsWKER4eTkBAAPPmzePYsWOsWbMm1TdG+fPnx9XVFV9fX2JjYylatCh58uQhf/78GXIPp0+fZunSpeTKlYuSJUvi7+9PmTJlAHj48CH9+/fn6tWraDQaChQogL29PTdv3mT58uV4eHjwxx9/4ObmliF9EUIIIYR4l5icJLRp0wY/Pz8g6U2CtbU1zZo1o127dri6uqbatnLlygDExcW9QlfFm3T79m2KFCnCli1bcHJy4vnz52TLZvhxWbZsGZ999hnjx4/Hzs4ORVFYu3YtP/74I+fOnePgwYM0atQoxWu0b9+e9u3b06BBA0JCQujXr1+Grm50/vx5GjduzMyZM7G0tCQ0NJTcuXOjKArDhg3j6tWruLm5MXnyZEqUKAFAREQEP/30E1u2bOHLL79kx44dODo6ZlifhBBCCCHeBSYnCdevXweSlkJt164dzZo1S/dE1MjISGrVqqUmCyL9xo0bx7hx41I8Xq1aNVatWpWh1xwwYABOTk4A2NjYJDteunRppk6dikajAUCj0dCtWzc2bNjA9evX+eeff1JNEt6Eb775BktLSwB1Cdn9+/dz7tw58uXLx59//om1tbVa387OjilTpnDz5k0uXLjA8uXL5a2XEEIIIT44JicJnTt3pk+fPhQpUsTkizk7O7NkyRKT24m090nQarUZfs20htrUq1dPTRBeVqJECa5fv05ExJvZcCwljo6OFC5cOFm5t7c3AI0aNTJIEPQ0Gg2tW7fmwoULHDx4UJIEIYQQQnxwTE4SLl68yNixY/njjz+wt7fPhC4JY7Jin4S0htnky5fPaHmOHDkASEhIyPA+mSKl/umHyx08eJBr164ZrfPs2TMAgoKCUBTFaDIkhBBCCPG+MjlJCAwMJHfu3JIgfAD0D/sp0Q/jSYl+QntWyZ49u9HyyMhIAO7du8e9e/dSPUdCQgLPnz/H1tY2w/snhBBCCPG2MjlJsLCwMDpEQ7y9UnpYj4qKesM9eTUp9V+/F4ep9HNoJkyYQPfu3V+5X0IIIYQQ7yuT90lo3bo1N2/eZM+ePZnRH5FBXl6JKDY2NtnxFy9eZPmcgbTol0811n/glfcyKF68OAA3btxIsc69e/c4f/687JcghBBCiA+SyW8SOnTowJUrVxg5ciRr1qzB1dWVfPnypTi0A5KWuhRvlr29PRqNBkVRCAgISDax+cCBA8THx2dR7wzpx/v/942Bg4MDAOHh4Tx58oQ8efIYHN+3b98rXa9+/frs3r2bXbt2MWzYsGTnBRg/fjzHjh2jatWqrF69+pWuI4QQQgjxrjI5SWjbti2Q9EB35swZzpw5k2YbSRLevBw5clC2bFkuX77MnDlzqFy5srqcqY+PDz/++GMW9/Bf+uFr+p2X9SpWrIiFhQVxcXFMnTqVKVOmkCNHDuLi4li7di0bN258pes1b96cP//8Ez8/P/r27cv06dNxdnYGkuYrzJgxg2PHjqHRaOjfv//r3ZwQQgghxDvI5CQho3bDFZlvxIgRDBo0iJs3b9KoUSNKlSpFeHg4ISEhlC9fHldXV/bv35/V3aRs2bL4+fnx559/8vfff9O4cWMGDx5Mrly56Nu3LwsWLGDnzp0cOXKEQoUKERISQlhYGF26dOHAgQM8ePDApOtZWFjwxx9/8MUXX3D16lVatmxJ8eLFsbKyIigoSJ2rMW7cOOrUqZMZtyyEEEII8VYzOUk4cOBAZvRDZII6deqwdu1aFi1axJkzZ7h58yaFChVi2LBh9OvXj/Hjx2d1F4GkDc+io6M5duwYAQEB+Pv7q8dGjhxJqVKlWLduHVevXiUwMBCdTkfXrl1p3br1K38eCxcuzLZt21i3bh1//fUX/v7+vHjxAgcHB2rXrk2PHj2oWrVqRt2iEEIIIcQ7RaNk9TqVQryDHj16M5O+m/6y7Y1cRwghhBDvr3+m9zS5jclvEl529+5dDh48SGBgIM+fP8fGxoZixYpRu3ZtihYt+jqnFkIIIYQQQmSRV0oSEhISmDZtGmvXrlV31X15V1qNRkOnTp0YN25cmhtuCSGEEEIIId4ur5QkjB49mj179qAoCk5OTpQtWxZbW1uePXvGlStXePToEevXrycsLIxZs2ZldJ+FEEIIIYQQmcjkJGHfvn3s3r0bGxsbJk2aRPPmzQ2OK4rCzp07mThxInv27KF169bUr18/wzoshBBCCCGEyFwmJwkbN25Eo9EwdepUmjRpkuy4RqOhVatWWFpaMnz4cDZv3ixJghCvaM8Y91SP29tbExYW9YZ68+GR+GYeiW3mkdhmHolt5pHYvn3MTG3g6+tLvnz5jCYIL2vSpAn58uXD19f3lTsnhBBCCCGEePNMThIiIiLUnXvT8tFHHxEaGmpyp4QQQgghhBBZx+Qkwd7entu3b6dZT1EUbt++Ta5cuV6pY0IIIYQQQoisYXKSULlyZcLCwli/fn2q9datW8fTp0+pXLnyK3dOCCGEEEII8eaZnCR07doVRVGYPHkyixcv5vnz5wbHnz9/zqJFi5g6dSoajYYuXbpkWGeFEEIIIYQQmc/k1Y1q1KhBt27dWLNmDTNnzuT333+nWLFi2NraEhkZSVBQEAkJCSiKQteuXalZs2Zm9FsIIYQQQgiRSTSKoiiv0nDp0qUsWLCAZ8+eJTuWK1cu+vfvT9++fV+7g0K8jR49isjqLgBZt2Rc9HxJ/oUQQoh3RZHvLpnc5pWTBIDY2FjOnDlDQEAAkZGR2NjYUKJECdzc3MiRI8ernlaIt54kCZIkCCGEEO+KV0kSTB5u9DJLS0tq1qwpQ4qEEEIIIYR4j5g8cVkIIYQQQgjxfjP5TUKZMmXSXdfc3JwcOXKQN29eXFxc6NKlC1WqVDH1kkIIIYQQQog3yOQ3CYqipPtPfHy8uuKRl5cXPXv2ZPny5ZlwG0IIIYQQQoiMYnKScPXqVT799FMA6taty5IlSzh58iSXL1/m1KlTrFy5kubNmwNQqVIl1q5dy8KFC+nSpQsajYbp06dz8eLFjL0LIYQQQgghRIYxebjR2rVr2bdvH927d+fbb781OJYzZ06qVatGtWrVKF68OH/88QcBAQG0b9+eunXrUrp0aSZOnMi6deuoUKFCmteKjY3Fw8ODAwcOcO3aNUJDQzEzM6NAgQK4ubnh7u6Oq6trqucICAhg+vTpnD17lqioKPLkycPChQvRarUsX76cDRs2EBISgrW1NY0aNcLNzY1x48bh5OTE33//bWp43phr166xefNmjh8/zoMHD4iJiSF37tw4OztTr1492rdv/06vMKXT6QBYtmyZOjF+69at78TPRgghhBDiXWfym4RNmzZha2vLmDFjUq03aNAgcubMybp169Sy9u3bkytXLs6cOZPmdXx8fPj000+ZMGECBw8e5MWLF5QqVYp8+fJx69YtNm7cSJcuXRg2bBiRkZFGz/H8+XM+//xzDhw4wIsXL3B2dsbKyopChQqxbNkyfv75ZwIDA3F0dKRgwYIUKlTItGBkkdmzZ+Pu7s6qVau4f/8+hQsXpkyZMpiZmXHkyBEmTZpE06ZNuXz5clZ3VQghhBBCvINMfpMQFBSEs7MzlpaWqZ84WzaKFi3K9evX1TJzc3MKFixIQEBAqm09PDwYP348CQkJVKlShZEjR+Lm5oZGowEgMjKSTZs2MW/ePP766y9u3rzJihUrcHR0NDjPmTNnePjwIRqNhq1bt1KyZEn12O7duwFo0aIFM2fOVMsjIiKoWLEiFhYW6QvIG7ZlyxbmzZuHtbU1P/30E40bN8bc3Fw97u/vz/jx4zl//jx9+/Zl165d5M6dOwt7nHEaN278Vv9shBBCCCHeFya/SbC1teXevXvpqnv37t1kQ15iYmKwsrJKsc3ly5eZMGECCQkJdO7cmVWrVlGlShU1QdD3oXfv3qxbt458+fKpD8b/9fTpUwDy5s1rkCC8fKxatWoG5XZ2dpQsWZIiRYqk6x7ftAULFgAwZswYmjZtapAgAJQsWZL58+eTJ08enj59ysqVK7Oim5nibf/ZCCGEEEK8L0xOEsqWLcuTJ09Ys2ZNqvU2bdrE48ePcXFxUcsePXpEcHAwBQoUSLHdL7/8QmxsLOXLl+e7777DzCzlLjo7O/Pjjz8C8Pfff+Ph4WFwPDExEcDoW4/Ujr2tnj17xq1btwCoWLFiivVy585No0aNAGSSuBBCCCGEMJnJSUKvXr1QFIWpU6cyY8YM7ty5Y3D89u3bzJo1ix9++AGNRkP37t2BpFWRRo0aRUJCAo0bNzZ67hs3bnDixAkA+vbtm+xbcmPq169P5cqVAVi9ejUAJ0+eRKfTMW7cOABCQkLQ6XTodDoaNGiATqcjJCQEgHHjxqnlkDQ5VqfTUadOHaPXO3PmDKNGjaJ+/fqUK1eOjz/+mIEDB3L8+HGj9SMjI5k3bx5t27alcuXKVKpUiVatWjF79myePXuW5v29LFu2f0eHHTx4MNW6Q4cOxcvLi19//dWgfOzYseh0OkaPHm20nf7+9fHQ69GjBzqdDm9vb86dO0efPn2oUqUKVapUoVOnTmzZskVNvF6mj/fVq1c5dOgQnTt3pnLlylSvXp2ePXvi7e2d3ttP82dz+vRphg0bxieffEK5cuWoWbMmgwcPTvFnA+Dl5UXfvn3Vn2eNGjXo27cv27dvN3o/QgghhBAfApPnJNSsWZNhw4Yxe/ZslixZwpIlS7C2tsba2prIyEhevHgBJO2n8MUXX6gPmz/88APnz58nT548dOnSxei5jx07BoBGo6F27drp7lPjxo05d+4cvr6+PHnyBDs7O1xdXQkNDSUoKAhLS0vKlSsHwJMnT3B1dcXX15fY2FiKFStG7ty5k81nMGbmzJksWrQIRVGwt7dHp9Nx7949Dh48yMGDB/nxxx/p1KmTWt/f359+/foREhKCubk5hQsXJkeOHNy8eZN58+bh4eHB4sWLkw2FSom1tTWurq6cPXuWOXPmcOvWLdq3b4+rq2uyhMrR0TFd92QqHx8fNm/eTGJiIlqtloiICM6fP8/58+c5dOgQv/76q9G3M1u2bGHVqlVYWlri7OzM48ePOXnyJCdPnqRHjx7JVsoy1YwZM1i8eDEAuXLlQqvV8vDhQ/bv38/+/fv54osv+Prrrw3a/PTTT+q+HQULFkSn0/Hw4UN8fHzUP7/88str9UsIIYQQ4l1k8psEgMGDB7NkyRL1wfv58+c8evSI6OhoFEVBp9Mxb948g2+rIyMjady4MWvWrCFXrlxGz3vt2jUAChUqhK2tbbr7U7ZsWSApMfHz86Ns2bKsW7eOAQMGAEkPzOvWrWPdunXs3buXdevWqQ/QAwYMYN26dcyePTvVa3h5ebFw4ULMzMwYP348x44dY8uWLRw5coQRI0YASYmQv78/AFFRUQwaNIiQkBAaNmzIwYMH+euvv/D09OTQoUPUq1ePkJAQBg8erCZW6TFhwgSsra1RFAUPDw+6d+9OtWrV6N+/P4sWLeLChQuZ+g34unXrKFWqFH/99RceHh7s37+f+fPnY21tzd69e1m2bJnRdqtWraJmzZocOnSIrVu3cvjwYSZNmkS2bNlYtWoVO3fufOU+rV+/nsWLF5MzZ06mT5/OqVOn2Lp1K0eOHGHWrFlYW1vz559/smnTJrWNv78/y5cvJ3v27KxcuZIDBw6oP89p06ZhZmaGp6cn58+ff+V+CSGEEEK8q0x+k6BXq1YtatWqxYMHD7h58yZPnz7FysoKrVZL4cKFk9VPz0OgfjKxvb29SX3JkyeP+vfQ0FCT2qbX3LlzAejduzeff/65Wm5ubs6gQYM4ffo0R48excPDg1GjRrFp0yaCg4NxcXFhzpw5Bt/0Ozo68vvvv9O8eXOCgoLYunUrXbt2TVc/ypYty6ZNm/juu+/4559/gKQE7PDhwxw+fBhIikeHDh0YOHBgqpPEX4WNjQ0LFy7EyclJLWvQoAFjx47lu+++Y9GiRfTu3TvZ24QCBQqoqzJB0tuijh07cufOHRYuXMjcuXNp2bKlyf2JjY1lzpw5AEydOtVgKJtGo6F58+aEhYXxww8/MGfOHNzd3cmWLZu66lbx4sWpXr26wTnbtm3LxYsXCQ8PJzY21uQ+CSGEEEK8617pTcLLnJycqFWrFi1btqRhw4ZGE4T0iomJATB5icuXH8AVRXnl66ckODhYXba1c+fORutMmTIFb29vRo4cCaCOtW/evLnRuRU5cuSgSZMmQNrzC/6rVKlSrF27Fg8PD4YMGULlypUNYvbkyRMWLFhA69atuX//vknnTkvz5s0NEgQ9d3d3smfPTmRkJCdPnkx2vGPHjmqC8DJ9PAMDA9NcGteYc+fO8fjxY2xsbGjYsKHROq1bt8bMzIwHDx5w5coVAIoWLQokvb2aNm0aQUFBBm2+++47fv3112SrXwkhhBBCfAhe+U0CwJEjRzh48CABAQFERESwZcsWnj17xsqVK+natavJ6/Pr3yCEh4eb1E7/BgLIlD0BgoODgaQ5ASklQfnz5zf4t5+fH5C0ytP+/fuNtnn8+DHAKz0cA5QpU4YyZcowdOhQoqOjOXv2LD4+Pnh6evLkyRNu3brF8OHD2bBhwyud35iUdsq2tLSkePHiXLt2jaCgoGRzSlJqV6BAAezs7IiIiCAoKIgSJUqY1J8bN24AEBcXR7du3VKsZ25uTmJiIgEBAVSoUAEXFxdatWrFjh07WLp0KUuXLqVgwYLUqFGDTz75hNq1a5s05E0IIYQQ4n3ySknCkydPGDFihLpzsqIo6j4Gd+/eZe7cuaxatYpFixalulTnf5UuXZpdu3Zx69YtoqOj0z1U5urVq+rftVqtCXeSPmFhYUDSUJv00u8CHRQUlOxb6v+KiIh41a6prKys1CFgw4cPZ/z48Xh5eXH+/HkuX75ssBTt60hpPgmgvikwtmpTWu0iIiJMXu0J/o1dbGwsZ8+eTbP+y9eYPn06H3/8MZs2beLChQuEhISwefNmNm/eTPbs2enYsSNjxox5p5bJFUIIIYTICCYnCbGxsfTt25dr165ha2tLzZo1uXDhAg8fPgTAzMwMe3t7wsLC6N27Nzt27KBgwYLpOne9evWYOXMmcXFxHDp0iGbNmqWrnX5oj4uLC3nz5jX1ltKkf/h9/vx5uttYWVkRERHBggULqF+/fob047vvvuPEiRO4u7szaNCgFOvlyJGDH3/8kb179xIXF0dgYGCyJCGlYVnR0dGp9iG14/rE6OU5Iq/bLi36RNLFxYWtW7ea1Faj0dC+fXvat29PaGgoJ0+e5NSpUxw+fJiQkBBWrVoF8NorLwkhhBBCvGtMnpOwZs0arl27RqVKldi7dy+zZ882SAK0Wi3e3t5UrlyZ6OjoFFe7MUan06mTSBcsWJCuSaOnT59W91bQ78mQ0YoVKwYkrVj0330h9Pbv30+PHj3UJTOLFy8O/DscxpigoCAuXbqU7snWMTExBAcHp2tvAVtbW/XNx8tDsPTzI+Li4oy20yd7KdEPo/qv6OhoAgMDgaQ5E+ltd+vWLTX5MtYuLfo4BwUFER8fb7SOoiicOHGCoKAg9TMVGRmJr6+vOtQrd+7cNGvWjIkTJ+Lt7a0u0+vp6Wlyn4QQQggh3nUmJwleXl6YmZkxffr0FMf/29raMmPGDMzNzTly5IhJ5580aRLW1tZcu3aNiRMnkpCQkGLdW7duqWvf16pVC3d3d5OulV4lS5ZUE6EtW7YYrbNt2zZOnTqlPvDr3x5s3rzZ6BKn8fHxDB48mPbt2zNt2rR09aN169YA+Pr6pvmtuY+PD2FhYdjb2xsM+XJwcACMz4NISEjgwIEDqZ7Xy8vL6FuBLVu2EBcXh6OjI66ursmOb9261ejSrOvWrQOgUqVKyeZ1pEfVqlWxs7Pj+fPnKcZkx44dfP755zRr1kydyD179mzatWtnNPZmZmbUqFEDINXPnxBCCCHE+8rkJCEgIICSJUumuYpRwYIFKVasGPfu3TPp/EWLFmXKlClYWlqydetWPv/8c86dO2dQJyoqig0bNtCxY0fu3btHkSJFmDZtmjovIqNpNBoGDx4MwOLFi9m0aZM6XCchIYFFixaxb98+smXLRq9evQDo1q0bjo6OBAcHM2jQIO7evaueLzQ0lBEjRuDv74+FhQV9+vRJVz9q1aqlroj07bffMmXKlGRvNmJiYtiyZYu6d8Pw4cMN5lK4ubkBSW84Vq5cqd5HeHg448ePT/Ebf7379+8zcuRIg8niu3fvZvr06QB89dVXmJkl/1j5+voyYcIENcFITExk9erV6mZm+lWhTGVtbU3//v2BpBWm/rvzs7e3NxMnTgSgWbNmFClSBEhKuDQaDYcOHWLx4sUGb1bu3r3LggULAKhbt+4r9UsIIYQQ4l1m8pwEUzbqsrCwMLr8Z1qaN29OwYIFGTFiBKdPn6Zz587kyZOH/Pnzq0Nu9MNGmjVrxuTJkzN9JZr27dtz8+ZNli1bxrfffstvv/3GRx99xJ07dwgLC8Pc3Jzvv/+e0qVLA0kTdefPn8+gQYM4duwYDRs2pFSpUmg0GgIDA4mNjSVbtmzMnDkTnU6X7n7MmDEDa2trPDw8WLlyJStXrqRAgQLkyZOHmJgYdUiNhYUFo0aNSrb/Qt26dalSpQpnzpxhypQpLF26FAcHBwICAoiLi2Po0KHqvgPGODs7c+jQIerWrYuzszOhoaFqAtS7d28+++wzo+20Wi2bN29m9+7dlChRgvv37/Po0SPMzMwYN24cH3/8cbpj8F/9+vXj9u3bbNy4kfHjxzN9+nQKFSrEgwcP1OFTrq6uTJ48WW1Trlw5RowYwaxZs5gxYwaLFi2iUKFCREdHc/v2beLj4ylSpAhjx4595X4JIYQQQryrTE4SChYsSFBQEJGRkak+mD99+pQbN26o4/lNVbFiRXWH4n379nHlyhWuX7+Oubk5RYoUoUqVKri7u1OpUqVXOv+rGDt2LHXq1GH16tWcP3+ea9eukStXLpo2bcoXX3xB+fLlDeqXL1+eHTt2sGrVKg4cOEBwcLA6JKdatWr07t1bTSrSy9LSkp9//plu3bqxa9cuTp48yYMHD7h27RpWVlYUL16cTz75hPbt2xtdTtTMzIwlS5awbNkyvLy8CA4OJjo6mho1ajBo0CDs7e1TTRIaNmzIuHHjmD9/Pr6+vuTIkYM6derQs2fPZMuevqxnz55YW1uzdOlS/Pz8yJkzJ02aNKFv374mrYBljEajYdKkSTRp0oT169dz/vx5rl69Svbs2alUqRItW7akU6dOyVYpGjhwIKVKlWLjxo1cvnwZPz8/cuTIQZkyZWjcuDE9evQwureDEEIIIcT7TqOYuPvYL7/8wtKlS+nUqRM//PADAF27duXcuXMGS5GOGjWKXbt20atXL7755puM7bV443r06MGpU6cYOHCgSUODGjRoQEhICJMnT6ZDhw6Z2MM369Gj11+2NiPY21sTFhb1xq8bPb/mG7+mEEIIIV5Nke8umdzG5DcJffv2ZcuWLWzcuJEnT57QqlUrda16f39//Pz8WLNmDf/88w82NjbqGH0hhBBCCCHEu8HkJCFPnjz88ccfDB48GG9vb4PdhFu2bAkkLTlpbW3NzJkzcXJyyrjeCiGEEEIIITKdyasbQdIKOdu3b6dnz57kz58fRVHUP3ny5KF9+/Z4eHhQp06djO6vEEIIIYQQIpOZ/CZBz8nJifHjxzN+/HiioqKIiIjA2toaOzu7jOyfEOItZDXoWFZ34Y3IqjkfHwKJbeaR2GYeiW3mkdi+fUxOEubOnUuBAgUMlrq0trY2ugrM/PnzCQgIUNfQF++uVatWvVK7tDZnE0IIIYQQbx+ThxvNnTs3xV2H/2vfvn14e3ub3CkhhBBCCCFE1kn1TUJISAjHjx9PVv748WM2b96cYjtFUbh79y5+fn6yzrwQQgghhBDvmFSThDx58jBnzhx111pI2rjq1q1bTJgwIc2TK4pCjRo1Xr+XQgghhBBCiDcm1SQhR44cjB49mlmzZqlld+/exdLSkrx586bYzszMDGtra8qWLcuYMWMyrrdCCCGEEEKITJfmxOVWrVrRqlUr9d+lS5emfPnyrFmzJlM7JoQQQgghhMgaJq9uNGTIEPLnz58ZfRFCCCGEEEK8BTSKoihZ3Qkh3jWPHkVkdRcAWVc6s0l8M4+psW27vmkm9kYIId5vR4ceNbnNK2+mFhERQWBgINHR0SQmJhocS0hI4MWLF9y/f5+DBw+yZMmSV72MEEIIIYQQ4g17pSTht99+Y8mSJcTHx2d0f4QQQgghhBBZzOQk4a+//mLBggXpqlu0aFFatmxpcqeEEEIIIYQQWcfkHZf1uy03b96cQ4cOcfz4cczMzOjYsSO+vr54e3szYMAAzMzMUBSFL774IsM7LYQQQgghhMg8JicJly9fJnv27Hz//fd89NFHODg4UKJECY4fP062bNkoVKgQI0eOZNCgQdy+fVuWShVCCCGEEOIdY3KSEB4eTqFChciZM6daptVquXPnDhER/6740rt3bywtLdm7d2/G9PQtsXXrVnQ6ncl/evTokel9mzNnDjqdji5dumT6tV5Hjx490Ol0Bpv0CSGEEEKIt4fJcxKyZ89O9uzZDcoKFy4MgL+/P5UqVQLA1taWokWLEhQU9NqdfJvkyZMHV1fXZOX37t3j3r17WFpaUq5cuWTHtVrtm+ieEEIIIYQQr83kJMHJyYmQkBASEhIwNzcHoEiRIgDcuHFDTRL0oqLerzXG69atS926dZOVz5kzh7lz5+Lo6Mi6deuyoGdCCCGEEEJkDJOHG7m5ufHs2TODvQ+cnZ1RFAVvb2+17MGDBwQGBpIvX76M6akQQgghhBDijTA5SejWrRsajYZZs2bRoUMHYmNjqVChAkWLFuXvv/9m3LhxrF69mi+++IL4+HhcXFwyo99CCCGEEEKITGJyklC6dGm+/fZbzM3NuXnzJpaWlgAMHjwYRVHw8PBgypQp3LhxAzMzMwYPHpzhnX5XeXt7079/f2rUqEG5cuWoXbs2o0aN4vLlyym2URQFT09PevfuTa1atShXrhz169dn3Lhxqc73CA0N5eeff6Zx48aUK1eOWrVqMWzYMC5dupSsrn7C84wZMwgNDWXy5Mk0aNCAcuXKUbNmTUaOHMn169dTvNalS5f4+uuvqVevHuXKlaNatWr06NGDzZs3k5CQYFKMXrx4wfLly+nYsSOurq6UL1+eRo0a8d1336V6vwEBAYwfP56GDRtSvnx5GjRowLRp04iIiFAnSp88eRKAX3/9FZ1OR6tWrVI835kzZ9DpdFStWpWYmBiT7kEIIYQQ4l1ncpIA0LVrV7y8vBg9erRa1qZNG3766SeKFi1KtmzZ0Ol0zJs3jzJlymRYZ99V8fHxjB49mi+//JLDhw+j0WjQ6XTExsayc+dOOnTowOrVq5O1e/78OV988QVjxozh2LFjWFpaotVqCQsLY+vWrbi7uxtNMB4+fIi7uzvLli0DoHjx4oSHh/PXX3/RpUsXjh8/brSfd+/epW3btmpfSpYsydOnT9m1axedOnUyeq3FixfTsWNHtm/fTkREBDqdDltbW06dOsX//vc/evXqZbDqVWru37+Pu7s7P/30ExcuXMDR0RFnZ2cePXrEhg0baN26Nbt27UrW7siRI7Rr144tW7YQGhqKVqslNjaWpUuX0qFDB54+fWpQv127dgD4+flx7do1o33x9PQEoEWLFskm6gshhBBCvO9eKUmApN2Uu3XrZlDWqlUr9uzZw6VLl/D09KRevXqv27/3wu+//86OHTv46KOP+PPPPzl27Bhbtmzh2LFjfPvtt2g0GiZPnszRo0cN2k2bNg0fHx8cHBxYtmwZBw8eZOvWrfz99980atSIqKgovvzyy2Tf1t+5cwdzc3M2bdrEvn372LFjB7t376ZYsWLExcUxc+ZMo/308vLC2tqaTZs2ceDAATw9PfHy8uKjjz4iOjqaefPmGdT/66+/mDFjBomJiQwePJjjx4+zZcsWDhw4wIoVK8ibNy+nTp1izJgxacYoISGBgQMHEhAQQPHixfH09OSvv/5i69atHD16lA4dOhATE8OYMWO4cOGC2u7Jkyd89dVXREVF4e7ujo+PD1u2bOHIkSNMnTqVO3fucOPGDYNrFStWDDc3N+DfZOBlMTEx7N69G4DPPvsszb4LIYQQQrxv0p0kXLlyha+//poXL16kWKdly5YMGTKEK1euZEjn3gdPnjxh+fLlAPzxxx/Url1bPWZubk6PHj3o1asXiqLw22+/qccePnzIxo0bgaRkoWbNmuoxOzs7pk+fTs6cObl37x7Hjh1Ldt0ZM2ZQoUIF9d+FCxdmyJAhQNLwoJSG0Pz666+UL19e/XeJEiXo1asXAGfPnjWoq9/noFOnTgwfPlwdegbw8ccfM3fuXAAOHDjAmTNnjAfo/+3Zs4erV6+SPXt2Fi9eTOnSpdVjtra2TJ48mdq1axMXF2ewv8LSpUt59uwZFSpUYOrUqdjY2ACg0Who164dw4cPN3o9/duEHTt2JEuyvL29iYiIwNnZ2SCGQgghhBAfinQlCbNnz6ZDhw7s3LmTc+fOGa0TEhJCUFAQ+/fvp0OHDsyfPz9DO/quOnz4MLGxsZQqVSrFSdxt2rQB4OLFizx58kRtpygKBQoUMLrkqrW1NevXr8fHx8cg8QBwdHQ0upeDTqcDkuY5hIWFJTueL18+o30sUaIEgMGwoaCgIAIDAwH4/PPPjd5X5cqVqVy5MgD79+83WkfvwIEDADRo0EDdd+O/evfuDcCpU6fUvuhX1OrUqRNmZsk/zl27dsXCwiJZebNmzbC2tubRo0fJkqxt27YB8hZBCCGEEB+uNPdJWLBgAfPnz0dRFPLnz59iPWtra0aOHMmmTZu4c+cOs2fPJnv27PTp0ydDO/yu0Q91uX//foo7ISuKov49ICCAPHnyEBwcDPz7YG9MyZIljZantOystbW1+ndjb4ScnJyMtsuRIweQNLfi5X4CWFlZpdgPgHLlynHu3Dk1oUiJ/nhqq2HpjyUkJBAcHIxWq1UnM7/85uFlNjY2FC9eHD8/P4Nya2trmjVrxpYtW/D09FQTLX3SkC1bNlq3bp1qn4UQQggh3lepJglBQUHqkJEvv/ySgQMHGv1WFsDBwYEBAwbQp08fZsyYwYoVK/jtt99o3Lhxit8Mfwj033hHRkYmG65jzLNnzwDUb/pffrBPr1edaJvSz9aYyMhIIGkoUGr0w3+eP3+ervPZ2dmlWOflaz1//txgQnJqcUqpj/rJzt7e3jx//hwbGxu2b99OQkICDRo0IG/evKn2WQghhBDifZVqkrB+/Xri4+Pp1q0bQ4cOTdcJLSwsGDduHE+ePMHLy4sNGzYYrIL0obGysgKgSZMmzJ492+R2aT1cZxX9w7/+4T4l+qRHXz+t86W2EpL+XPr6LycGqfUjpRi6ublRvHhxAgMD8fb2pk2bNupEZv2cBSGEEEKID1GqcxKOHz9OtmzZGDRokMknHjlyJIqiGJ1U+yEpXrw4QLIVdl4WHR3NqVOnuH37tjqJtlixYmm2mz17Nn379lXH0L9J+nkK0dHR+Pv7p1jP19cXSFoNKz3nS23PCP0eDxqNhiJFimBnZ6cOgUtpH4eYmJhU91fQzzvYt28ft2/f5vr16+TOndvoPBAhhBBCiA9FqknC7du3cXJyeqVhFwULFqRo0aLcunXrlTv3Pqhbty7m5uYEBAQkW+JUb/ny5fTo0YM2bdoQHR0NQJ06dTAzMyMkJMTovgYvXrxg8+bN+Pj4GMxpeFOKFy+uJkArVqwwWufs2bNcvHgRSLqf1NSvXx9ImsB8+/Zto3VWrlwJQKVKlciZMycAjRs3BmDLli1G47Bt27ZUN0Nzd3cnW7Zs+Pj4sHPnTgBat25t0tArIYQQQoj3TapJQmxsLLly5Xrlk+fMmTPVJVM/BAULFqRDhw4AfPXVV+oqPgCJiYls2rRJnffRrVs3dfx84cKF1R2Bx4wZY7CqVHh4OGPGjOHBgwcULFiQ5s2bv6nbMaBfXnTDhg3Mnj2b2NhY9djJkycZNmwYALVr1zZYwtWYpk2botPpiImJoV+/fgabnEVGRjJhwgR8fHzIli2bwfC1Pn36YGNjw7lz5/j+++/VJAuS3g5MmzYt1es6OjpSu3ZtoqOjWbRoESCrGgkhhBBCpDonwd7enrt3777yye/du5fmWPQPwfjx43nw4AEHDx5k0KBB5MuXDycnJ0JCQggNDQWS5iyMGDHCoN13333HvXv3OHXqFJ07d6Zo0aJYW1sTGBjIixcvsLe3Z/bs2erqQ29as2bNuHXrFrNmzWLevHmsWLGC4sWLExoaSkhICADVqlVj+vTpaDSaVM+VLVs2/vjjD/r160dAQABt2rShWLFi2NjY4O/vz4sXL8iRIwc//PADVapUUdvlz5+fX375hREjRrB+/Xq2b99OyZIlefLkCXfv3qVMmTLcvHmTuLg4zM3NjV67ffv2HDx4kKioKFxcXFJdUUoIIYQQ4kOQ6psEnU5HeHh4qmPOU3Lz5k0eP36c5lj0D0H27NmZP38+s2bNUjcEu3r1KgkJCVSvXp1p06bx22+/JXuItbW1ZdmyZUyaNAk3NzdCQ0O5efMmefPmpUePHmzfvp1y5cpl0V0lGTBgABs3bqRly5bY2tpy7do1Xrx4QY0aNZg2bRorVqzAwcEhXecqVKgQW7ZsYcyYMVSoUIFHjx7h7+9P/vz56dmzJ56enrRt2zZZu0aNGrFlyxaaN2+OjY0N165dw8zMjAEDBrBmzRq1nn4y+H/Vq1dP7aNMWBZCCCGEAI2SyoD21atXM3nyZFq0aMGvv/5q0olHjRrFrl276Nu37we9upHIWlFRUeqGbn///bfRvSCePn1K7dq10Wg0+Pj4pGuI3aNHKa/C9CbZ21sTFhaV1d14b0l8M4+psW27vmkm9kYIId5vR4canxebmlTfJLRt2xZ7e3t27dqljptPjwULFuDl5YW5uTkdO3Y0uVNCpNf//vc/2rRpw9atW40eP3z4MAB58+ZNcbM4Dw8P4uLi+PTTT19rDo4QQgghxPsi1STB1taWn376CUVRmDdvHp07d+bAgQNG152PjIzE29ubLl268Pvvv6PRaBg9ejRFihTJtM4LodPpuHbtGjNnzuTKlSsGx86cOcOkSZMA6Nq1q8ExPz8/7t69y65du9T9K3r16vVG+iyEEEII8bZLdbiR3tKlS/n1119JTEwEwNzcnIIFC+Lg4EB8fDxPnz7lwYMHJCQkoCgKGo2GAQMGJJuIK0RGi4mJoUePHly4cAFImtdgb2/P48ePuX//PpA0KXzmzJlky/bvPP2+ffvi4+Oj/rtjx45qQpEeMtzowyDxzTwy3EgIId6cVxlulOrqRnp9+vShYsWKTJgwgYCAAOLj4wkODiY4ODhZ3YoVKzJ+/HgqVqxocmeEMFX27NlZvXo1O3fuZNu2bQQHB3P9+nUcHByoU6cO7u7uRpeIrVy5MhcuXMDCwoK2bdvy1VdfZUHvhRBCCCHeTul6k/CyM2fOcPz4cQICAggPD8fKygpHR0eKFy9Ow4YNKVSoUGb1VYi3hrxJ+DBIfDOPxDbzSGwzj8Q280hsM5ejo53JbdL1JuFlVapUMVinXgghhBBCCPF+SXXishBCCCGEEOLDY/JwIyGEEEIIIcT7Td4kCCGEEEIIIQxIkiCEEEIIIYQwIEmCEEIIIYQQwoDJqxsJIdIvNjaW1atXs2vXLgIDA4mLi6NIkSI0b96cPn36kCNHDqPt/vnnHxYvXsy5c+eIiooif/78NG7cmAEDBpAzZ84Ur3fgwAFWrFiBr68v8fHxFC5cmBYtWtCnTx+yZ8+eYjsPDw/WrVuHn58fAMWLF6ddu3Z07twZc3Nzo23i4+NZvXo127ZtIzAwEEtLS7RaLV26dKFVq1YmRMl0J0+epGfPnqnWadiwIX/88Ueycomt6Xx9fenUqRPx8fFcv349xXoS27Tt2bOHdevWcfnyZWJjY8mfPz/16tWjT58+ODk5pdhOYps+Pj4+rF27losXLxIWFoa1tTU6nY527drRpk0bNBqN0XYSX9MoikKXLl04d+4cly9fNtis9L8ktlkjOjqaP//8Ey8vL+7cuYONjQ3lypWjZ8+e1K1bN13nkInLQmSSx48f06dPH65fv465uTklSpQgKiqKkJAQAFxcXFixYgV2doZrF+/atYtRo0aRmJiIk5MTefPm5caNG8TGxlKgQAHWrl1L/vz5k11vyZIl/PLLL0DSztN2dnb4+fmRkJBAmTJlWL16Nba2tsnaTZo0idWrVwNQokQJzM3NuXHjBgCffPIJCxYswMLCwqBNQkICQ4cOZf/+/ZiZmeHs7ExMTAxBQUEAfPbZZ/z000+vF8BUrFixgqlTp+Lo6EjhwoWN1qlatWqyTfIktqaLjY3F3d2dmzdvAqSYJEhs0/a///2PzZs3A+Do6EjevHkJDg4mKiqKnDlzsmDBAtzc3JK1k9imz7Rp01i6dCkA1tbWFC1alAcPHhAaGgpAgwYNmD17drK+S3xNN2PGDBYvXgyQapIgsc0aUVFR9OrVS9001tnZmbCwMO7evQvA0KFDGTJkSNonUoQQGS4xMVHp1q2botVqlebNmysBAQHqsVOnTik1atRQtFqt8v333xu08/f3V1xcXBStVqusWrVKSUxMVBRFUR49eqR07dpV0Wq1SpcuXZJd7/jx44pOp1NcXFyUv/76Sy0PCgpSmjdvrmi1WmX06NHJ2m3ZskXRarWKm5ubcvr0abX80qVLSq1atRStVqvMmjUrWbvZs2crWq1WqVevnnLjxg21/MiRI0qlSpUUrVarbNy4Mf0BM9HYsWMVrVarLFy4MN1tJLav5ueff1a0Wq36xxiJbdo2btyoaLVapWzZsoqHh4daHhERoYwYMULRarVKjRo1lKioKIN2Etv08fT0VLRarVKmTBll2bJlSkJCgnps9+7dSuXKlRWtVqvMmDHDoJ3E1zTx8fHJfifExcUZrSuxzTrffPONotVqlTZt2ih3795Vy7dt26aULVtW0Wq1ytGjR9M8jyQJQmSCXbt2KVqtVnF1dVUePnyY7PjmzZsVrVarVKpUSYmNjVXL9f9hjxw5Mlmb0NBQxdXV1eh/3N27dzf6P0BFSfpFXaZMGUWn0ymBgYFqeXx8vNKoUSNFq9Uq69atS9bu6NGjah+fPXumlj979kxxc3NTtFqt8vfffydrp38YqlevnsH/qDOSu7u7otVqlUOHDqW7jcTWdGfOnFFKly6tVKxYMdUkQWKbtiZNmiharVb59ddfkx178eKFUrVqVUWr1Sqenp4GxyS26dO6dWtFq9UqkyZNMnpc34dKlSopMTExarnEN/0CAwPV+05PkiCxzRrBwcFKmTJllNKlSxskPXozZ85UtFqt0rlz5zTPJROXhcgE27ZtA6BPnz44OjomO96kSROGDh3K6NGjiY2NBSAmJoZdu3YB0L59+2RtHBwcaNasGQA7d+5Uy+/cucOpU6dSbFeiRAmqV6+Ooih4eXmp5WfOnOHWrVtYWFjQpk2bZO1q1qxJ0aJFiYqKYv/+/Wr5vn37iIiIwMnJidq1aydr16ZNG6ysrLh79y5nz541Ep3XEx8frw59cXZ2Tlcbia3poqKiGDt2LGZmZgwbNizFehLbtMXGxtKgQQPq1KljdHxz9uzZKVq0KIA6HAAktukVFhbGtWvXAGjRooXROg0bNgSSPtf63x8S3/Rbs2YNLVu25NSpU+TPn5/Ro0enWl9im3U8PT1JSEigUqVKlCpVKtnxrl27AnD27FmD3zfGSJIgRAZLSEjgxIkTAHz66adG69ja2jJkyBC6deuGjY0NAFeuXCEmJgaNRoOrq6vRdvpy/S9RgPPnzwOQN29e9UHDlHZly5bFysrK5HbGxk4DWFpaUr58eSBpgnFGCwwMJCYmBjs7OwoUKJCuNhJb0/3yyy/cunWLfv364eLikmI9iW3aLC0tGTNmDIsXLzaa2EZGRhIYGAhgEAuJbfpkz56dBQsW8P3336fri4OEhARA4muKS5cuAdCjRw927txJhQoVUq0vsc06ad2Tk5MTBQsWBAxjYYysbiREBgsKCiImJkadrBwaGsq2bds4e/YsUVFRFC1alLZt21KpUiWDdsHBwUDShMaUVj3S/4cdEhJCXFwcFhYWaruUJvC+3E4/Eevl671quyJFipjULqPovzEsVaoUly9fZvv27dy4cUOdcNa2bVt0Op1BG4mtaY4dO8b69evR6XQMHjyYc+fOpVhXYvt6rl27xpQpU4iIiMDZ2ZlGjRqpxyS26WNlZUX9+vVTrbN7924ALCwsKFasGCDxNcWnn37Kl19+mWrfXyaxzTrpvaeQkJA070mSBCEymP71Xc6cOTlx4gRfffUVYWFh6vFjx46xbt06evXqxdixY9Ul+fQrcOTOnTvFc9vb2wOQmJhIeHg4efPmNand06dP1bLXbefg4GBSu4yiTxKuX7/OZ599ZnDsyJEjLF++nP79+zNy5Ei1XGKbfpGRkYwfP55s2bLx888/Y2lpmWp9ie2rGTduHCdOnFB/X9StW5fJkycbrLwisc0YDx8+ZM6cOUDSCkf6FeUkvunXoEEDk+pLbLPOkydPANNjYYwkCUKkYuzYser8gvTw8PDg+fPnQNIaxUOGDKFw4cL89ttvuLq6Eh4ezsaNG5k3bx7Lly8nT5489O/fX60PpLr+88vfyOjrm9IuJiYGRVHQaDQmtXvx4kWy66bWTn/s5Xb/9SqxLVOmjJokxMbGMnDgQNq3b4+TkxP37t1jzZo1rFy5kgULFmBra0u/fv3S3WeJbRkAJk+ezL179xgyZAhly5ZNs63ENnUvx/Zlhw8fVv9nDnDr1i2OHj2Ku7u7SX1+n2ILGRdfvYiICAYOHMjTp0+xtrZm1KhRJvX7fYpvRsc2NR9abN8m+n6m9gVPeu9JkgQhMpj+P7oXL15QsGBBVq9erW4Yky9fPoYMGUJiYiLz5s1j/vz5dOrUiVy5cqmbvKS02Q8kbWCjZ2aWNKXI1Hb6eqa0e7lOetr991oZqX79+uTLl4969erRpEkTtbxo0aKMHz8eBwcHfvvtN+bNm0e7du3InTu3xDadDhw4wLZt2yhTpgwDBw5MVxuJ7atZv349H330Ebdu3WL16tWsX7+esWPHEh4eTq9evQCJ7esKDQ2lX79+XL58GY1Gw08//WQwzl3im3kktlnH3NycxMTEdMVCH/eUSJIgRCp+/PFHJkyYkO76VlZW3Lp1S/13z549je4o2b9/fxYvXkxUVBTHjx+nadOmWFtbA0nfjqTk5WP6b0VMaffyNzdvut1/vUpsAbp3755qvb59+7Jo0SKioqI4evQorVq1ktimwcrKiqdPn/Ldd99hYWHBzz//nGzDoZRIbFOX0iRK/XjhUqVK8f3335M3b17mzJnDnDlzaNeuHXZ2dh9cbCHj4hscHEz//v0JCgrCzMyMH3/8kaZNmxrU+dDim1GxTY8PLbZvE2tra8LDw1O9J/2qiqm9QQFJEoRIlaWlZZpjsv/r5aQgpVe1OXLkoEiRIty8eZPbt28D/46JfHn+wn/pxw+amZmpYwpNaZcnTx617E23+69XiW16WFpaUqpUKS5evMidO3cAiW16/PDDDzx69Ihhw4ZRunTpdLeT2GaMPn36sGDBAiIjI7ly5QrVq1f/4GILGRPfM2fO8OWXXxIWFoaFhQW//PILzZs3T1bvQ4tvZn12jfnQYvs2cXBwIDw8PEPuSZZAFSKDlShRQv27Pls3Rv+aU/9Lu2TJkkDSJLuU2oWEhABJ30Lq2+vb6R+IU2unX9Xjddrp78/UdhkptW9IIGkiHEC2bEnfg0hs06Zf/WX27NnodDqDPz179lTr6cu2bt0KSGzTIzExkbt376pLExpjbW2tPig9fvwYkNi+il27dtG7d2/CwsKwt7dn2bJlRhMEkPhmJolt1snIe5IkQYgM5uTkRP78+QG4cOGC0ToJCQnqsKSXhx1YW1uTkJDAxYsXjbbTL0VZuXJltaxChQpoNBru37/P/fv3TWoHcPny5RR/iRtrV7FiRYAUH3hiY2Px9fVN1i4jXLt2DTc3NypUqMDly5eN1omJicHf3x9A3UhGYps2V1fXFP9otdpk9fTfQEls03b27Fnq169P586d1QTgv6KiotRv/pycnACJram8vLwYNWoUsbGxFCpUiHXr1lG1atUU60t8M4/ENuukdU8PHjxQV1VL654kSRAiE+h3Vd24cSORkZHJjm/YsIHo6Gjs7OyoWbMmkPRGQb8r6IYNG5K1CQsLU7/tfXkFFCcnJ/U/9PXr1ydrFxAQwMmTJzE3N6d169ZqeeXKlcmfPz8vXrzA09MzWbtjx44RHByMra0tjRs3Vsvr169P9uzZuXXrFsePH0/WztPTk+joaAoXLkyVKlWMROfVlShRQp1oldIqHatXryY6OhoHBwdq1KgBSGzTY926dSn++fbbb5PVq1u3LiCxTY/y5cuTM2dOFEUxeq+QtKNtXFwcDg4O6v/kJbbpd+HCBb755hsSExPRarWsX7/e4K2uMRLfzCOxzTr6uTenTp0iICAg2fG1a9cCUK1aNQoVKpT6yRQhRIZ7+vSpUrNmTUWr1SrdunVT7t69qx47cuSI4ubmpmi1WmXhwoUG7W7cuKG4uLioxxISEhRFUZTHjx8rXbt2VbRardKlS5dk1/Px8VG0Wq1StmxZZdu2bWp5cHCw0rx5c0Wr1SqjR49O1m7Dhg2KVqtVKlWqpBw5ckQt9/X1VT755BNFq9Uqs2bNStZu5syZilarVT755BPl0qVLBv2oXLmyotVqlY0bN6Y7XqaYO3euotVqFZ1Op6xYsUKNUUJCgrJ69WqlbNmyRq8vsX11J06cULRaraLVao0el9imbcGCBYpWq1VcXFyUjRs3KomJiYqiKEp8fLyyatUq9XO7adMmg3YS27TFx8crn376qaLVapUaNWoo9+/fT3dbie+refl3QlxcnNE6Etus89VXXylarVZp3ry5EhQUpJZ7eHiov2uOHj2a5nk0ivLSWlJCiAzj6+tLv379CA0NJVu2bJQsWZIXL16ouyG2bNmS6dOnJ1uCbN26dfzwww8oioKjoyP58uXj5s2bxMTEULBgQdavX0++fPmSXW/mzJksXLgQSNpNMWfOnPj5+ZGQkICLiwurVq3CxsbGoI2iKHz99dfs2LEDSBqfaGlpyY0bN1AUhTp16jB//nx1bL9eTEwM/fr14+TJk2g0GpydnYmNjVV3b+zYsSOTJk3KkDj+V0JCAl9//TVeXl5A0qYwhQoVIiQkhKdPn6LRaBgyZAhDhgxJ1lZi+2pOnjypzku4fv260ToS29QlJibyv//9T53L4eDgQMGCBblz5w5hYWFoNBqGDh3Kl19+maytxDZ1e/bsYfjw4UDSN9H6HXJTMmHCBIM9QCS+pnv5d8Lly5eT9VdPYps1nj59Ss+ePfHz88Pc3BytVsuzZ8/UuQgjR45M1zLXkiQIkYmePn3K0qVL8fb2JiQkBCsrK7RaLZ06daJly5Yptjtz5gx//vkn586dIzIyEicnJ+rXr8/gwYNTXY3A29ubVatWcfnyZXWfhqZNm9K/f/9kv1D1FEVh27ZtbNy4kevXrxMfH0+xYsVo06YNPXv2THE1jLi4ONasWYOHhwdBQUEoioKzszOdOnWiffv2mb6m9O7du9m8eTO+vr48f/4ce3t7qlSpQs+ePXF1dU2xncTWdOlJEkBimx779u1j/fr1XLp0iaioKHLnzk3VqlXp2bOnOszIGIltyiZNmsTq1avTXX/lypVUr17doEzia5r0Jgkgsc0qUVFRLFmyhN27d3P79m2yZctGuXLl6N69u8EeQ6mRJEEIIYQQQghhQCYuCyGEEEIIIQxIkiCEEEIIIYQwIEmCEEIIIYQQwoAkCUIIIYQQQggDkiQIIYQQQgghDEiSIIQQQgghhDAgSYIQQgghhBDCgCQJQgghhBBCCAMpb5EnhBBCfODu3LlDw4YNUzxuYWGBra0txYoVo169enTv3h1bW9s30re4uDjmzp3Ljh07ePjwIXZ2dnTt2hWAuXPn4urqyrp165K1u3HjBs7Ozm+kj0KId5ckCUIIIUQ6aLXaZAlAXFwcoaGhnDt3jnPnzrFhwwaWL19O0aJFM70/P//8M6tXrwagWLFiWFlZUbBgQUJCQozWf/jwIdOmTePMmTMcPnw40/snhHi3SZIghBBCpMO3335L9erVjR47efIkgwcP5u7du3zzzTesX78+0/uze/duAPr378+oUaPU8tDQUJo3b46VlZVBfR8fH3bu3ImTk1Om900I8e6TOQlCCCHEa6pevTpfffUVAOfOncPX1zfTr/n06VMAqlWrZlCeO3duSpYsSYECBTK9D0KI95ckCUIIIUQGaNy4sfr3CxcuZPr1EhMTAbC0tMz0awkhPjwy3EgIIYTIAHZ2durfnz9/DkCPHj04deoUixYtwtfXlzVr1vD8+XMKFy7M77//TsmSJQF48OABy5cv5/Dhw4SEhGBmZkaRIkVo3LgxPXv2JGfOnOq5GzRoYDDvoGfPnkDSG4VVq1YxZ86cZBOXdTqdWv/Bgwfqv69fv55J0RBCvOskSRBCCCEyQHBwsPr3jz76yODYggULOHv2LEWKFMHOzo7IyEiKFSsGwPHjxxk6dCgRERFYWFhQqlQp4uPj8fPz49q1a2zevJmFCxeqD/blypXDycmJs2fPAv9OqNZqtSn2zdXVldDQUIKCgrCwsKB8+fIZfPdCiPeNJAlCCCFEBli2bBmQtCxqzZo1DY6dPXuW0aNH069fPyBpcrG5uTkhISEMHjyYqKgoGjRowKRJk8ibNy8At2/f5uuvv+bcuXMMHDiQ7du3Y2dnx+zZs4F/3w6kNqFab926dWzdupVx48aRO3duo0ujCiHEy2ROghBCCPGKXrx4wZUrV5g4cSIeHh4A9OrVS33Q1ytYsCBffPGF+u/cuXMDsHDhQqKiotBqtfz+++8G7QoXLszChQtxdHTk7t27rFq1KvNvSAgh/p+8SRBCCCHSQT/2PzUdOnRg+PDhycorV66MRqNJVn7o0CEAunTpYnQCcq5cuWjXrh0LFizA29ubwYMHm95xIYR4BZIkCCGEEOnw383UNBoN2bNnx97eHp1OR6NGjShVqpTRto6OjsnKIiMjefDgAZA0zyAlLi4uAAQGBr5O94UQwiSSJAghhBDpkJ6x/ynJnj17sjL9CkhAsp2cX6Y/FhUVhaIoRt9ICCFERpM5CUIIIUQWsLGxUf8eGRmZYr3w8HAArK2tJUEQQrwxkiQIIYQQWcDW1pZ8+fIBpLpDs/6YfslUIYR4EyRJEEIIIbJI/fr1gaQlSmNjY5MdDw8PV1dNqlOnzmtdy8ws6X/5iqK81nmEEB8GSRKEEEKILNKvXz9sbGzw8/Nj+PDhPHnyRD12+/ZtBgwYwOPHj3FycuLzzz9/rWtZW1sD8OzZs1SHNwkhBMjEZSGEECLLFC5cmNmzZzN8+HAOHDhA3bp1KVWqFAkJCdy8eZPExEQKFCjA3Llz1b0VXpVOp8PMzIwXL17QtGlT8uXLx5IlS3BwcMiguxFCvE/kTYIQQgiRhT755BO8vLzo1asXhQoVIjAwkHv37lGmTBlGjRqFp6enugzq6yhatCg//fQTxYoVIywsjHv37hESEpIBdyCEeB9pFBmcKIQQQgghhHiJvEkQQgghhBBCGJAkQQghhBBCCGFAkgQhhBBCCCGEAUkShBBCCCGEEAYkSRBCCCGEEEIYkCRBCCGEEEIIYUCSBCGEEEIIIYQBSRKEEEIIIYQQBiRJEEIIIYQQQhiQJEEIIYQQQghhQJIEIYQQQgghhIH/A6/f1QEv/b8yAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 720x144 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplots(figsize=(10,2))\n",
    "sns.barplot(y=by_cat.Category,x=by_cat.Profit)\n",
    "plt.title(\"Negative Profit by Category\",size=20)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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tSapdu7Y6d+6scuXKKSEhQevXr9eiRYuUmJiofv36afr06XZXZOf2+yc+Pl6bN2+W2WzWypUrc3yCwGLZsmWSJFdX1xwP2gMA4LYwAwCAe0K3bt3MwcHB5oceesjYdvnyZXPz5s3NwcHB5uDgYPPy5ctz1H3wwQfG/oiICKt9hw4dMt93333m4OBg8+DBg80mkylH/ZUrV8w9evQwBwcHm6tUqWL+66+/rPaPHj3aOP6UKVNy1CclJZk7d+5sjLl2HpmZmeYmTZqYg4ODzXXq1DGHh4fbfP2zZs0y6t966y2716d58+Y2621dP7PZbA4NDTWOu3DhQpu1GzZsMMYsWbLEat+TTz5pDg4ONtevX9984sQJm/Xz58836seOHWtzTG6+/vpro37RokXXHX/mzBlz/fr17X7Psr9nXn31VbvHefHFF41x33//vc0xixcvNsa0b9/enJmZabV/0aJFxv4dO3bkqH/jjTeM/bGxsXZf97XvXZPJZH7ooYfMwcHB5rffftvm3DZv3mzUf/jhh3Zfpz25nd9svjXXJ/vPxfjx4294jhbr1q0zjvPRRx+ZMzIycoyJi4szP/HEE+bg4GBzjRo1zHFxcVb7n3vuOXNwcLD5gQceMIeFhdk8z8aNG43z9OjRw2qfyWQyt2zZ0hwcHGyuWrWqec+ePTnqY2JizI0aNTIHBweba9WqZU5OTjb2Zb8WnTt3NiclJeWof+edd4wx06ZNy8ulMaxfv96oHTly5A3V5ua3334zjjtw4MAc32Oz2WxOT083d+rUyRi3e/duq/0RERHGvq+//jpH/ZUrV8wNGzY0BwcHmx977DFzTEyMzbmMHz/eOM6cOXOs9mV/j/Tt29ecmpqao/6jjz6y+j5c+/vm7bfftnqf2Xqt27ZtMz/44IPm4OBgc4MGDcwpKSlW+/Py+8dkMpkfeeQRc3BwsPmJJ56wOSYtLc34PTdw4ECbYwAAuNV4GBYAAPcwDw8PffTRR8a/R48ebfXR4+v5/vvvlZmZKQ8PD40ePVpubm45xhQsWFAff/yxChQoILPZrFmzZhn7TCaTFixYIClrhZitVUdeXl4aN26cXFxsf9AmKipKRYoUkZeXl55++mm7K/iefPJJ4+trP6LviJYtWxorX1etWmVzjKVtgIeHh/H0cUn67bffdOTIEUnSq6++qooVK9qsf/bZZ41VXXPnzlVaWtpNz/fs2bNGS4bs//vjjz+0bt06jR49Wk899ZQuXrwoSerRo0eu/XUtK+eudeTIEW3fvl2S1KxZM/Xs2dPmuA4dOhg9HI8dO6YtW7bc9Gu7EZcuXVJqaqok2e3B2rRpU73wwgsaNGhQrh9hvhm34/rY+17kxfTp0yVl9RIdMWKEzX7APj4+RtuNlJQULVy40Nh35coVmUwmFS1aVM2bN7fb5qB58+bGqu9rfw5///13RURESJJefvll1a5dO0e9v7+/evfubcxh//79Ns/z4Ycf2vzoe/YWEH/99ZfNWnsuX75sfG2vncbNOHXqlMqUKSNXV1e77VWcnZ2tWpPExsbe0DmWL1+u8+fPS5Lef/99u21ihgwZovLly0vK6u+aneXfHh4e+uSTT6xWh1uMGDFCFSpUsHlsS99dKauv7JtvvmnztTZs2FD9+vWTlNXvN3sP7WvZe8+7ubkZfaKPHz+uo0eP5hjz22+/Gb/nnnrqKbvnAADgViJoBQDgHtewYUMjyImPj7cKXnNjNpu1detWSVK1atVUuHBhu2NLlSqlypUrS/rnY71SVrBi+SiurQemWJQpUybHQ6yy71uxYoX27t2rN954w+4xvLy8jAcKWQK2W8HNzU1t2rSRJO3cuVMXLlyw2n/58mVt2rRJkvTYY4/Jw8PD2Jf94/n2Xp+F5QE1ycnJxsO4bsaECRP01FNP5fjfs88+q0GDBunHH380AqXnn39er732mt1jubi42A3ULO8NSXb7eVpkD0uy191OxYsXl7e3t6Ss/r5LlizJ0VdUyvo4/eDBg6/7gKAbdauvj7+/f46HJOVVYmKiDhw4ICmrtYW9P2pIWS1HLEFp9p/lQoUKafHixdq1a5e+/vrrXM9XokQJSTl/DrM/pCy34OuZZ57RypUr9ccffxgPXcquZMmSdlsslCtXzvj62h6w15P9Y/S38ndI165dtWHDBoWFhem+++6zO87X1/emz2/5XePq6prj4VjZOTs7G9f05MmTRhh+6dIl7d27V1JWaw57QbOLi4ueeeYZm/t27Nhh9NDu1KlTrq0Xsr/n7f1xIbffP5J1z9Xly5fn2G9pG1CsWLFb/vMNAIA99GgFAOA/4M0339TWrVt1/vx5hYaGql27dnr00UdzrYmMjDSCih07duR48nVudRaW1ZySjN6b9lSrVk2//vprrmMsq/CSk5MVERGh8PBw/f333zpy5Ij27t1rBGlmszlPc82rDh06aN68ecrIyNDq1av1wgsvGPvWrVtnhMnXhkfZX3+zZs3yfL6IiAjVqlXLoTlfy93dXYULF1ZQUJBq1KihDh062A2rLHx8fOTu7m5zX/bVgjVq1Mj1OA888IBcXV2Vlpam48eP3/Dcb4aTk5NefvlljRs3TklJSRoxYoTee+891alTR/Xr11ejRo1033332Vxxdyvc6usTEBBw03M5cuSI8TOxaNGiPD953bL69FqWn8OUlBRFRkYqPDxcJ0+e1LFjx7R3715FR0dLyvlzaOnb6eXllWsPXk9PT+MPN7bkdi2yv1+vfXDe9WTv2ZyQkHBDtXlhuW5ms1mxsbGKiIjQ6dOndeLECR08eNDq4VGZmZk3dGzL75q0tLQ89xqWsr7H/v7++uuvv4zrdb2H1lWvXt3m9uzvXXtjLIoXL67AwEBFRETYXXmc2+8fKauHbJUqVXTs2DGtWrVKw4cPt7pHbNiwQZL0xBNP2FydCwDA7UDQCgDAf0CRIkX0/vvva+DAgZKyPlr6yCOP2Hywk0V8fPxNnSs9PV3Jycny8vIyPrYpXf+juMWLF891/99//60ffvhBW7Zssdka4HYFZlJWUFauXDmdPn1aq1atsgpaLU8+DwgIyLGS7Gav4bVPDL8Rn3zySa6rh29Ebg/lsgRRBQoUuO731sXFRd7e3jp//vxtCbDs6d27tzIzM/XNN9/o6tWrMplM+u233/Tbb79p3Lhx8vPzU+vWrfXiiy/e0EOT8uJWXx9bH5PPq1v5PoyJidH333+vjRs35hrE2goKLb8PLCuNb1ZeHxZ3o39wyd5i4la2H7HMZfXq1VqwYIH++OMPpaSk5Bhjq51DXjn6Pc7+u/p6359ixYrZ3J79vXu93+dS1srniIgIu+/5vHyfn376aX3yySeKiYnR7t27jd/Ba9euNf7wdu1D3QAAuJ0IWgEA+I949NFH9fjjj2vNmjU6f/68Pv30U3388cd2x2dkZBhfP/PMM1bh4vUUKlRIkvXHX290hVZ2ixYt0rvvvmu1Qs3b21sVKlRQ5cqVVb16dTVs2FBt2rSxGWDcCk899ZS+/PJL7d+/X5GRkSpTpozi4uL0+++/S5JCQkJyBCWW+fr4+OiHH37I87ns9Ve803ILr2/0+2kZ70iYdDP69u2r5557TuvWrdPGjRu1Y8cOo3VCbGysZs2apQULFujLL79UixYtbtl576brk/1nuX///mrdunWe6q6dy5YtW/S///3P6mfM09NTFStWVKVKlVS1alU1aNBAgwYNsrlK8UZXmN5pgYGBKl68uC5evKgDBw4oNTXVZl9qe3777Tdt375ddevWVe3atY2g0GQyaciQIVatRJycnFSmTBlVqFBB999/v2rVqqWEhAS9/vrrNzV3y7WtUqWKxowZk+c6yx8YsveFvtlPBGR/z+flD1+W96W993xejhESEqJx48YpLS1Ny5cvN4JWS9uA4OBgPfDAA9c9DgAAtwpBKwAA/yHvvvuuduzYoYSEBC1atEjt2rWzOzb7x2hNJtMNfRzVIvtKvri4OJUuXdruWHurmo4dO2aErJ6enho8eLBatWqVYwViZmamzR6ct8qTTz6pr776SmazWaGhoerTp49CQ0ONgCP7w7gsLCvDLl26pAoVKuT6Mdh/G8try8zMVHx8vN1VblJWiGNZOZf9fXWnFC1aVB07dlTHjh2Vnp6ugwcP6rffftOaNWv0119/yWQy6Y033tCmTZscWjma3d10fbIf02w239TP8vnz5zV06FClpKTIxcVFffv2Vbt27VShQoUcgZi9P3ZYrsmdXNV8o5o0aaIlS5YoJSVF+/btU7169fJcu3jxYq1cuVLTp0/XqFGj1KlTJ0nS119/bYSsDz30kAYOHKhHHnkkx3tt8eLFNz1vy4ro+Pj4W/K7Ojf2vn/Zj3HhwgWVKlUq1+NYVtE68p4vVqyYmjRpog0bNmjdunX64IMPlJCQoN27d0tiNSsA4M7jYVgAAPyHFC9eXG+++abx73feecfoL3qtwMBAY2Xq7t27r7tC7/vvv9e8efOMJ61Lsvo//IcPH861/s8//7S5ff78+UaY+e6776pnz542P+YdExPj0KrZ6ylVqpSxWmr9+vWSpFWrVknK6mlYsWLFHDWWPpMZGRnG//G3Z/v27fr++++1du3a6wYdd4PsPXuz95a05c8//zRWzNl7YvntEBMTo99//91qJaWLi4tq1qypQYMGacWKFcbqzuwPA7oV7qbrk70X786dO3Mdm5GRoYkTJ2rhwoXav3+/sX358uVKTk6WlLUqdsiQIapYsWKOkDU1NTXHA+MsLD8jycnJVr2cr5WYmKj69evrmWee0Zw5c3J/cbdY9mBu1qxZea6LjY3VL7/8IimrT6ylB3ZGRobmz58vKauFy8yZM9WiRQubgf7Zs2dvet6W3zWxsbE6depUrmPXrFmjmTNnav369UYonv0hXTf7uzr7ez4sLCzXY8TGxioqKkqS4+95S6uUxMRE7dmzR5s2bVJmZqacnZ0VEhLi0LEBALhRBK0AAPz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      "text/plain": [
       "<Figure size 3600x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Negative Profits for each Category\n",
    "fig=plt.figure(figsize=(50,8))\n",
    "ax1=fig.add_subplot(121)\n",
    "Negative_profits.groupby(\"Category\")[[\"Sales\",\"Profit\",\"Quantity\"]].sum().sort_values(by = \"Sales\", ascending = False).plot(kind = \"bar\",ax=ax1)\n",
    "ax1.set_title(\"Negative Profits for each Category\",size=30)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- From the above two bar plots, we observe that **sales** which are **maximum nearly 276K** is causing the **most negative profits nearly -60K.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "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>City</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>Philadelphia</td>\n",
       "      <td>72620.3450</td>\n",
       "      <td>910</td>\n",
       "      <td>116.30</td>\n",
       "      <td>-19590.7411</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Houston</td>\n",
       "      <td>38565.3744</td>\n",
       "      <td>691</td>\n",
       "      <td>104.74</td>\n",
       "      <td>-14785.3668</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Chicago</td>\n",
       "      <td>20633.6220</td>\n",
       "      <td>547</td>\n",
       "      <td>88.00</td>\n",
       "      <td>-11114.3901</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>San Antonio</td>\n",
       "      <td>17952.7300</td>\n",
       "      <td>144</td>\n",
       "      <td>17.40</td>\n",
       "      <td>-7831.0254</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Lancaster</td>\n",
       "      <td>7870.0280</td>\n",
       "      <td>72</td>\n",
       "      <td>9.70</td>\n",
       "      <td>-7632.4946</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           City       Sales  Quantity  Discount      Profit\n",
       "0  Philadelphia  72620.3450       910    116.30 -19590.7411\n",
       "1       Houston  38565.3744       691    104.74 -14785.3668\n",
       "2       Chicago  20633.6220       547     88.00 -11114.3901\n",
       "3   San Antonio  17952.7300       144     17.40  -7831.0254\n",
       "4     Lancaster   7870.0280        72      9.70  -7632.4946"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Negative Profit by City\n",
    "by_city=Negative_profits.groupby('City').sum().sort_values(by='Profit').reset_index()\n",
    "by_city.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x144 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Top 5 Cities with most negative profit\n",
    "plt.subplots(figsize=(10,2))\n",
    "sns.barplot(y=by_city.head().City,x=by_city.head().Profit)\n",
    "plt.title(\"Top 5 Cities with most negative profit\",size=20)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Insights Drawn from Analyzing the SampleSuperstore data\n",
    "\n",
    "**1)** The profits for the Category Office Supplies is high, but the sales of the Category Office Supplies is less. So, we should focus on increasing the sales for Office Supplies.\n",
    "\n",
    "**2)** The profits for the sub-category Tables and Bookcases are very less but the profit for sub-category Copiers is very high. So, we should focus on increasing the sales of the copiers.\n",
    "\n",
    "**3)** The maximum profit is for Segment consumer for maximum sales hence growth must be increased in this segment\n",
    "\n",
    "**4)** The ship Mode which is Maximum use by customers are Same day and they are doing maximum sales but do not making any much profit. So we receive maximum profit and sales with Standard class ship mode and hence this mode should be used highly.\n",
    "\n",
    "**5)** The maximum sales is more than 700K for the West region and Profit is maximum in this region so we continue to grow the sales in west region. The minimum profit is present in the Central region where sales is comparatively higher than the south region that has more profit that the central region. Hence sales must be increased in south region as compared to central region for maximum profit.\n",
    "\n",
    "**6)** States with maximum sales have minimum profits with few giving rise to negative profits, hence more focus should be put on increasing the sales in the states where sales is minimum in the current scenario, to gain more profit.\n",
    "\n",
    "**7)** States with maximum sales have minimum profits with few giving rise to negative profits, hence more focus should be put on increasing the sales in the states where sales is minimum in the current scenario, to gain more profit.\n",
    "\n",
    "**8)** The states with high Sales are generating less profit due to high discount allowance. Discount is negatively related to the Profit. This is be noted when a discount is being allowed on the products."
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