Python_Sales_Data_Analysis.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "e4f21006-0097-470d-a2e6-9949d1d1119c",
   "metadata": {},
   "source": [
    "#### Importing Python Libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "ff9247ff-5e57-4cff-b0b7-a14c784d68a8",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np \n",
    "import pandas as pd \n",
    "import matplotlib.pyplot as plt # visualizing data\n",
    "%matplotlib inline\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a562ff4f-ab2a-4796-89ac-a1640702ba20",
   "metadata": {},
   "source": [
    "#### Importing CSV file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "3d7ae52f-e866-4bfe-80eb-ab0f1634a295",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('Sales Data.csv', encoding = 'unicode_escape')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9493586a-c0c2-455d-a0ad-083b54b4fe09",
   "metadata": {},
   "source": [
    "*To avoid encoding error, we use \"unicode_escape\"*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "b8db4a5b",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(11251, 15)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7c43bf22-b54e-4542-b783-f0c232d0ad32",
   "metadata": {},
   "source": [
    "*To see how huge or small our data is in terms of rows and columns.  .shape()*"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fee0c257-c282-40ea-abeb-e12a37d0dcb5",
   "metadata": {},
   "source": [
    "#### Previewing data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b0c3b891-96fb-4614-89cc-84226cdda017",
   "metadata": {},
   "source": [
    "*To see desired number of rows pass that number as argument in head()*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "662c471c",
   "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>User_ID</th>\n",
       "      <th>Cust_name</th>\n",
       "      <th>Product_ID</th>\n",
       "      <th>Gender</th>\n",
       "      <th>Age Group</th>\n",
       "      <th>Age</th>\n",
       "      <th>Marital_Status</th>\n",
       "      <th>State</th>\n",
       "      <th>Zone</th>\n",
       "      <th>Occupation</th>\n",
       "      <th>Product_Category</th>\n",
       "      <th>Orders</th>\n",
       "      <th>Amount</th>\n",
       "      <th>Status</th>\n",
       "      <th>unnamed1</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1002903</td>\n",
       "      <td>Sanskriti</td>\n",
       "      <td>P00125942</td>\n",
       "      <td>F</td>\n",
       "      <td>26-35</td>\n",
       "      <td>28</td>\n",
       "      <td>0</td>\n",
       "      <td>Maharashtra</td>\n",
       "      <td>Western</td>\n",
       "      <td>Healthcare</td>\n",
       "      <td>Auto</td>\n",
       "      <td>1</td>\n",
       "      <td>23952.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1000732</td>\n",
       "      <td>Kartik</td>\n",
       "      <td>P00110942</td>\n",
       "      <td>F</td>\n",
       "      <td>26-35</td>\n",
       "      <td>35</td>\n",
       "      <td>1</td>\n",
       "      <td>Andhra Pradesh</td>\n",
       "      <td>Southern</td>\n",
       "      <td>Govt</td>\n",
       "      <td>Auto</td>\n",
       "      <td>3</td>\n",
       "      <td>23934.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1001990</td>\n",
       "      <td>Bindu</td>\n",
       "      <td>P00118542</td>\n",
       "      <td>F</td>\n",
       "      <td>26-35</td>\n",
       "      <td>35</td>\n",
       "      <td>1</td>\n",
       "      <td>Uttar Pradesh</td>\n",
       "      <td>Central</td>\n",
       "      <td>Automobile</td>\n",
       "      <td>Auto</td>\n",
       "      <td>3</td>\n",
       "      <td>23924.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1001425</td>\n",
       "      <td>Sudevi</td>\n",
       "      <td>P00237842</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "      <td>Karnataka</td>\n",
       "      <td>Southern</td>\n",
       "      <td>Construction</td>\n",
       "      <td>Auto</td>\n",
       "      <td>2</td>\n",
       "      <td>23912.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1000588</td>\n",
       "      <td>Joni</td>\n",
       "      <td>P00057942</td>\n",
       "      <td>M</td>\n",
       "      <td>26-35</td>\n",
       "      <td>28</td>\n",
       "      <td>1</td>\n",
       "      <td>Gujarat</td>\n",
       "      <td>Western</td>\n",
       "      <td>Food Processing</td>\n",
       "      <td>Auto</td>\n",
       "      <td>2</td>\n",
       "      <td>23877.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   User_ID  Cust_name Product_ID Gender Age Group  Age  Marital_Status  \\\n",
       "0  1002903  Sanskriti  P00125942      F     26-35   28               0   \n",
       "1  1000732     Kartik  P00110942      F     26-35   35               1   \n",
       "2  1001990      Bindu  P00118542      F     26-35   35               1   \n",
       "3  1001425     Sudevi  P00237842      M      0-17   16               0   \n",
       "4  1000588       Joni  P00057942      M     26-35   28               1   \n",
       "\n",
       "            State      Zone       Occupation Product_Category  Orders  \\\n",
       "0     Maharashtra   Western       Healthcare             Auto       1   \n",
       "1  Andhra Pradesh  Southern             Govt             Auto       3   \n",
       "2   Uttar Pradesh   Central       Automobile             Auto       3   \n",
       "3       Karnataka  Southern     Construction             Auto       2   \n",
       "4         Gujarat   Western  Food Processing             Auto       2   \n",
       "\n",
       "    Amount  Status  unnamed1  \n",
       "0  23952.0     NaN       NaN  \n",
       "1  23934.0     NaN       NaN  \n",
       "2  23924.0     NaN       NaN  \n",
       "3  23912.0     NaN       NaN  \n",
       "4  23877.0     NaN       NaN  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "abb0fc60-7e56-40ba-be12-c0f17873c636",
   "metadata": {},
   "source": [
    "#### Fetching the summary of the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "0814c45b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 11251 entries, 0 to 11250\n",
      "Data columns (total 15 columns):\n",
      " #   Column            Non-Null Count  Dtype  \n",
      "---  ------            --------------  -----  \n",
      " 0   User_ID           11251 non-null  int64  \n",
      " 1   Cust_name         11251 non-null  object \n",
      " 2   Product_ID        11251 non-null  object \n",
      " 3   Gender            11251 non-null  object \n",
      " 4   Age Group         11251 non-null  object \n",
      " 5   Age               11251 non-null  int64  \n",
      " 6   Marital_Status    11251 non-null  int64  \n",
      " 7   State             11251 non-null  object \n",
      " 8   Zone              11251 non-null  object \n",
      " 9   Occupation        11251 non-null  object \n",
      " 10  Product_Category  11251 non-null  object \n",
      " 11  Orders            11251 non-null  int64  \n",
      " 12  Amount            11239 non-null  float64\n",
      " 13  Status            0 non-null      float64\n",
      " 14  unnamed1          0 non-null      float64\n",
      "dtypes: float64(3), int64(4), object(8)\n",
      "memory usage: 1.3+ MB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e255aab7-6bdb-4e3c-9adf-178267bcd0cd",
   "metadata": {},
   "source": [
    "*Dropping unrelated/blank columns*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "29afa95b",
   "metadata": {},
   "outputs": [],
   "source": [
    "df.drop(['Status', 'unnamed1'], axis=1, inplace=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ca0a61c5-a167-47aa-8138-c78e06def661",
   "metadata": {},
   "source": [
    "*Checking for all empty rows/columns*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "5cee58eb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "User_ID              0\n",
       "Cust_name            0\n",
       "Product_ID           0\n",
       "Gender               0\n",
       "Age Group            0\n",
       "Age                  0\n",
       "Marital_Status       0\n",
       "State                0\n",
       "Zone                 0\n",
       "Occupation           0\n",
       "Product_Category     0\n",
       "Orders               0\n",
       "Amount              12\n",
       "dtype: int64"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.isnull(df).sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c94c2209-111a-499c-85ab-1a3401e1ee71",
   "metadata": {},
   "source": [
    "*Dropping Empty columns*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "65de74e3",
   "metadata": {},
   "outputs": [],
   "source": [
    "df.dropna(inplace=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0c89285f-63c8-41c2-be17-bf84bcf7e5d1",
   "metadata": {},
   "source": [
    "*Changing 'Amount' column type*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "14e4ff48",
   "metadata": {},
   "outputs": [],
   "source": [
    "df['Amount'] = df['Amount'].astype('int')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "aa6752dc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dtype('int32')"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Amount'].dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "5f723a99",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['User_ID', 'Cust_name', 'Product_ID', 'Gender', 'Age Group', 'Age',\n",
       "       'Marital_Status', 'State', 'Zone', 'Occupation', 'Product_Category',\n",
       "       'Orders', 'Amount'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e50f6f3e-aeae-4bb3-9ad5-b6eec66c2dc1",
   "metadata": {},
   "source": [
    "*Renaming few column names*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "a85bb3c3",
   "metadata": {
    "scrolled": true
   },
   "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>User_ID</th>\n",
       "      <th>Customer_Name</th>\n",
       "      <th>Product_ID</th>\n",
       "      <th>Gender</th>\n",
       "      <th>Age Group</th>\n",
       "      <th>Age</th>\n",
       "      <th>Marital_Status</th>\n",
       "      <th>State</th>\n",
       "      <th>Zone</th>\n",
       "      <th>Occupation</th>\n",
       "      <th>Product_Category</th>\n",
       "      <th>Orders</th>\n",
       "      <th>Amount</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1002903</td>\n",
       "      <td>Sanskriti</td>\n",
       "      <td>P00125942</td>\n",
       "      <td>F</td>\n",
       "      <td>26-35</td>\n",
       "      <td>28</td>\n",
       "      <td>0</td>\n",
       "      <td>Maharashtra</td>\n",
       "      <td>Western</td>\n",
       "      <td>Healthcare</td>\n",
       "      <td>Auto</td>\n",
       "      <td>1</td>\n",
       "      <td>23952</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1000732</td>\n",
       "      <td>Kartik</td>\n",
       "      <td>P00110942</td>\n",
       "      <td>F</td>\n",
       "      <td>26-35</td>\n",
       "      <td>35</td>\n",
       "      <td>1</td>\n",
       "      <td>Andhra Pradesh</td>\n",
       "      <td>Southern</td>\n",
       "      <td>Govt</td>\n",
       "      <td>Auto</td>\n",
       "      <td>3</td>\n",
       "      <td>23934</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1001990</td>\n",
       "      <td>Bindu</td>\n",
       "      <td>P00118542</td>\n",
       "      <td>F</td>\n",
       "      <td>26-35</td>\n",
       "      <td>35</td>\n",
       "      <td>1</td>\n",
       "      <td>Uttar Pradesh</td>\n",
       "      <td>Central</td>\n",
       "      <td>Automobile</td>\n",
       "      <td>Auto</td>\n",
       "      <td>3</td>\n",
       "      <td>23924</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1001425</td>\n",
       "      <td>Sudevi</td>\n",
       "      <td>P00237842</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "      <td>Karnataka</td>\n",
       "      <td>Southern</td>\n",
       "      <td>Construction</td>\n",
       "      <td>Auto</td>\n",
       "      <td>2</td>\n",
       "      <td>23912</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1000588</td>\n",
       "      <td>Joni</td>\n",
       "      <td>P00057942</td>\n",
       "      <td>M</td>\n",
       "      <td>26-35</td>\n",
       "      <td>28</td>\n",
       "      <td>1</td>\n",
       "      <td>Gujarat</td>\n",
       "      <td>Western</td>\n",
       "      <td>Food Processing</td>\n",
       "      <td>Auto</td>\n",
       "      <td>2</td>\n",
       "      <td>23877</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11246</th>\n",
       "      <td>1000695</td>\n",
       "      <td>Manning</td>\n",
       "      <td>P00296942</td>\n",
       "      <td>M</td>\n",
       "      <td>18-25</td>\n",
       "      <td>19</td>\n",
       "      <td>1</td>\n",
       "      <td>Maharashtra</td>\n",
       "      <td>Western</td>\n",
       "      <td>Chemical</td>\n",
       "      <td>Office</td>\n",
       "      <td>4</td>\n",
       "      <td>370</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11247</th>\n",
       "      <td>1004089</td>\n",
       "      <td>Reichenbach</td>\n",
       "      <td>P00171342</td>\n",
       "      <td>M</td>\n",
       "      <td>26-35</td>\n",
       "      <td>33</td>\n",
       "      <td>0</td>\n",
       "      <td>Haryana</td>\n",
       "      <td>Northern</td>\n",
       "      <td>Healthcare</td>\n",
       "      <td>Veterinary</td>\n",
       "      <td>3</td>\n",
       "      <td>367</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11248</th>\n",
       "      <td>1001209</td>\n",
       "      <td>Oshin</td>\n",
       "      <td>P00201342</td>\n",
       "      <td>F</td>\n",
       "      <td>36-45</td>\n",
       "      <td>40</td>\n",
       "      <td>0</td>\n",
       "      <td>Madhya Pradesh</td>\n",
       "      <td>Central</td>\n",
       "      <td>Textile</td>\n",
       "      <td>Office</td>\n",
       "      <td>4</td>\n",
       "      <td>213</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11249</th>\n",
       "      <td>1004023</td>\n",
       "      <td>Noonan</td>\n",
       "      <td>P00059442</td>\n",
       "      <td>M</td>\n",
       "      <td>36-45</td>\n",
       "      <td>37</td>\n",
       "      <td>0</td>\n",
       "      <td>Karnataka</td>\n",
       "      <td>Southern</td>\n",
       "      <td>Agriculture</td>\n",
       "      <td>Office</td>\n",
       "      <td>3</td>\n",
       "      <td>206</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11250</th>\n",
       "      <td>1002744</td>\n",
       "      <td>Brumley</td>\n",
       "      <td>P00281742</td>\n",
       "      <td>F</td>\n",
       "      <td>18-25</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>Maharashtra</td>\n",
       "      <td>Western</td>\n",
       "      <td>Healthcare</td>\n",
       "      <td>Office</td>\n",
       "      <td>3</td>\n",
       "      <td>188</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>11239 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       User_ID Customer_Name Product_ID Gender Age Group  Age  Marital_Status  \\\n",
       "0      1002903     Sanskriti  P00125942      F     26-35   28               0   \n",
       "1      1000732        Kartik  P00110942      F     26-35   35               1   \n",
       "2      1001990         Bindu  P00118542      F     26-35   35               1   \n",
       "3      1001425        Sudevi  P00237842      M      0-17   16               0   \n",
       "4      1000588          Joni  P00057942      M     26-35   28               1   \n",
       "...        ...           ...        ...    ...       ...  ...             ...   \n",
       "11246  1000695       Manning  P00296942      M     18-25   19               1   \n",
       "11247  1004089   Reichenbach  P00171342      M     26-35   33               0   \n",
       "11248  1001209         Oshin  P00201342      F     36-45   40               0   \n",
       "11249  1004023        Noonan  P00059442      M     36-45   37               0   \n",
       "11250  1002744       Brumley  P00281742      F     18-25   19               0   \n",
       "\n",
       "                State      Zone       Occupation Product_Category  Orders  \\\n",
       "0         Maharashtra   Western       Healthcare             Auto       1   \n",
       "1      Andhra Pradesh  Southern             Govt             Auto       3   \n",
       "2       Uttar Pradesh   Central       Automobile             Auto       3   \n",
       "3           Karnataka  Southern     Construction             Auto       2   \n",
       "4             Gujarat   Western  Food Processing             Auto       2   \n",
       "...               ...       ...              ...              ...     ...   \n",
       "11246     Maharashtra   Western         Chemical           Office       4   \n",
       "11247         Haryana  Northern       Healthcare       Veterinary       3   \n",
       "11248  Madhya Pradesh   Central          Textile           Office       4   \n",
       "11249       Karnataka  Southern      Agriculture           Office       3   \n",
       "11250     Maharashtra   Western       Healthcare           Office       3   \n",
       "\n",
       "       Amount  \n",
       "0       23952  \n",
       "1       23934  \n",
       "2       23924  \n",
       "3       23912  \n",
       "4       23877  \n",
       "...       ...  \n",
       "11246     370  \n",
       "11247     367  \n",
       "11248     213  \n",
       "11249     206  \n",
       "11250     188  \n",
       "\n",
       "[11239 rows x 13 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.rename(columns= {'Marital_Status':'Marital_Status','Cust_name':'Customer_Name'})"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e8b6c826-9637-4062-bd61-0aeac63b5e49",
   "metadata": {},
   "source": [
    "*describe() method returns description of the data in the DataFrame (i.e. count, mean, std, etc)*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "a2484863",
   "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>User_ID</th>\n",
       "      <th>Age</th>\n",
       "      <th>Marital_Status</th>\n",
       "      <th>Orders</th>\n",
       "      <th>Amount</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1.123900e+04</td>\n",
       "      <td>11239.000000</td>\n",
       "      <td>11239.000000</td>\n",
       "      <td>11239.000000</td>\n",
       "      <td>11239.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>1.003004e+06</td>\n",
       "      <td>35.410357</td>\n",
       "      <td>0.420055</td>\n",
       "      <td>2.489634</td>\n",
       "      <td>9453.610553</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>1.716039e+03</td>\n",
       "      <td>12.753866</td>\n",
       "      <td>0.493589</td>\n",
       "      <td>1.114967</td>\n",
       "      <td>5222.355168</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000001e+06</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>188.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>1.001492e+06</td>\n",
       "      <td>27.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>5443.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>1.003064e+06</td>\n",
       "      <td>33.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>8109.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>1.004426e+06</td>\n",
       "      <td>43.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>12675.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1.006040e+06</td>\n",
       "      <td>92.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>23952.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            User_ID           Age  Marital_Status        Orders        Amount\n",
       "count  1.123900e+04  11239.000000    11239.000000  11239.000000  11239.000000\n",
       "mean   1.003004e+06     35.410357        0.420055      2.489634   9453.610553\n",
       "std    1.716039e+03     12.753866        0.493589      1.114967   5222.355168\n",
       "min    1.000001e+06     12.000000        0.000000      1.000000    188.000000\n",
       "25%    1.001492e+06     27.000000        0.000000      2.000000   5443.000000\n",
       "50%    1.003064e+06     33.000000        0.000000      2.000000   8109.000000\n",
       "75%    1.004426e+06     43.000000        1.000000      3.000000  12675.000000\n",
       "max    1.006040e+06     92.000000        1.000000      4.000000  23952.000000"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "220c2917-30b1-4127-b76a-b583384da715",
   "metadata": {},
   "source": [
    "*Using describe() for specific columns*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "2c380030",
   "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>Age</th>\n",
       "      <th>Orders</th>\n",
       "      <th>Amount</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>11239.000000</td>\n",
       "      <td>11239.000000</td>\n",
       "      <td>11239.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>35.410357</td>\n",
       "      <td>2.489634</td>\n",
       "      <td>9453.610553</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>12.753866</td>\n",
       "      <td>1.114967</td>\n",
       "      <td>5222.355168</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>12.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>188.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>27.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>5443.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>33.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>8109.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>43.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>12675.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>92.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>23952.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                Age        Orders        Amount\n",
       "count  11239.000000  11239.000000  11239.000000\n",
       "mean      35.410357      2.489634   9453.610553\n",
       "std       12.753866      1.114967   5222.355168\n",
       "min       12.000000      1.000000    188.000000\n",
       "25%       27.000000      2.000000   5443.000000\n",
       "50%       33.000000      2.000000   8109.000000\n",
       "75%       43.000000      3.000000  12675.000000\n",
       "max       92.000000      4.000000  23952.000000"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[['Age', 'Orders', 'Amount']].describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cc649558",
   "metadata": {},
   "source": [
    "# Exploratory Data Analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "504b419c",
   "metadata": {},
   "source": [
    "### Gender"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "261de793-fd5d-452c-b842-82356c8c89db",
   "metadata": {},
   "source": [
    "*Plotting a bar chart for Gender and it's count*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "84c7918d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sns.countplot(x = 'Gender',data = df, hue = \"Marital_Status\", width = 0.5)\n",
    "\n",
    "for bars in ax.containers:\n",
    "    ax.bar_label(bars)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6056bbb3-5e0a-4f41-ac51-4c6cad1028a0",
   "metadata": {},
   "source": [
    "*Plotting a bar chart for gender vs total amount*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "c5fd4566",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='Gender', ylabel='Amount'>"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 600x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sales_gen = df.groupby(['Gender'], as_index=False)['Amount'].sum().sort_values(by='Amount', ascending=False)\n",
    "sns.set(rc={'figure.figsize':(6,5)})\n",
    "sns.barplot(x = 'Gender',y= 'Amount' ,data = sales_gen, hue = \"Amount\")\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1e108cec",
   "metadata": {},
   "source": [
    "*From above graphs we can see that most of the buyers are females and even the purchasing power of females are greater than men*"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dcc927f9",
   "metadata": {},
   "source": [
    "### Age"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "88563dec",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sns.countplot(data = df, x = 'Age Group', hue = 'Gender')\n",
    "\n",
    "for bars in ax.containers:\n",
    "    ax.bar_label(bars)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "bfbe3937",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='Age Group', ylabel='Amount'>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Total Amount vs Age Group\n",
    "sales_age = df.groupby(['Age Group'], as_index=False)['Amount'].sum().sort_values(by='Amount', ascending=False)\n",
    "\n",
    "sns.barplot(x = 'Age Group',y= 'Amount' ,data = sales_age, hue = 'Amount')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "abaa6c07",
   "metadata": {},
   "source": [
    "*From above graphs we can see that most of the buyers are of age group between 26-35 y*"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "83a49098",
   "metadata": {},
   "source": [
    "### State"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "dfac4f2c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# total number of orders from top 10 states\n",
    "\n",
    "sales_state = df.groupby(['State'], as_index=False)['Orders'].sum().sort_values(by='Orders', ascending=False)\n",
    "\n",
    "sns.set(rc={'figure.figsize':(15,5)})\n",
    "ax = sns.barplot(data = sales_state, x = 'State',y= 'Orders', hue = \"State\")\n",
    "\n",
    "#sales_state.set_xticklabels('State', rotation = 45)\n",
    "\n",
    "for bars in ax.containers:\n",
    "    ax.bar_label(bars)\n",
    "\n",
    "plt.xticks(rotation = 45)\n",
    "plt.tight_layout()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "a66617bc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# total amount/sales from top 10 states\n",
    "\n",
    "sales_state = df.groupby(['State'], as_index=False)['Amount'].sum().sort_values(by='Amount', ascending=False)\n",
    "\n",
    "sns.set(rc={'figure.figsize':(15,5)})\n",
    "sns.barplot(data = sales_state, x = 'State',y= 'Amount', hue = 'Amount')\n",
    "\n",
    "\n",
    "plt.xticks(rotation = 45)\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "39d46e9e",
   "metadata": {},
   "source": [
    "*From above graphs we can see that most of the orders & total sales/amount are from Uttar Pradesh, Maharashtra and Karnataka respectively*\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "89f865a5",
   "metadata": {},
   "source": [
    "### Marital Status"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "77e6635e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sns.countplot(data = df, x = 'Marital_Status', hue = \"Gender\")\n",
    "\n",
    "sns.set(rc={'figure.figsize':(7,5)})\n",
    "\n",
    "for bars in ax.containers:\n",
    "    ax.bar_label(bars)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "2d8c7b27",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sales_state = df.groupby(['Marital_Status', 'Gender'], as_index=False)['Amount'].sum().sort_values(by='Amount', ascending=False)\n",
    "\n",
    "sns.set(rc={'figure.figsize':(8,5)})\n",
    "ax = sns.barplot(data = sales_state, x = 'Marital_Status',y= 'Amount', hue = 'Amount')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "37afbb83",
   "metadata": {},
   "source": [
    "*From above graphs we can see that most of the buyers are married (women) and they have high purchasing power*"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "230cfe66",
   "metadata": {},
   "source": [
    "### Occupation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "4deb41f4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 2000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set(rc={'figure.figsize':(20,5)})\n",
    "ax = sns.countplot(data = df, x = 'Occupation', hue = 'Gender')\n",
    "\n",
    "for bars in ax.containers:\n",
    "    ax.bar_label(bars)\n",
    "\n",
    "plt.xticks(rotation = 60)\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "4eb620f6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'plt.xticks(rotation = 0)\\nplt.tight_layout()'"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 2000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sales_state = df.groupby(['Occupation'], as_index=False)['Amount'].sum().sort_values(by='Amount', ascending=False)\n",
    "\n",
    "sns.set(rc={'figure.figsize':(20,5)})\n",
    "sns.barplot(data = sales_state, x = 'Occupation',y= 'Amount', hue = 'Amount')\n",
    "\n",
    "'''plt.xticks(rotation = 0)\n",
    "plt.tight_layout()'''"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "26c22532",
   "metadata": {},
   "source": [
    "*From above graphs we can see that most of the buyers are working in IT, Healthcare and Aviation sector*"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "40518579",
   "metadata": {},
   "source": [
    "### Product Category"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "3e7e4d39",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAACNEAAANGCAYAAADZcorMAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/SrBM8AAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdeZyXdb3//+d8Zth3EARXFEUPR0UJVHJJcSvTcktTccV9JzOyPCmWyxFTVDQRRc0ls465ZNs308xSlNTccsNdWYxVdmb5/eHPOc0BBMdhBua63283bjHva/m8rslxPoMPrquspqamJgAAAAAAAAAAUGClph4AAAAAAAAAAACamogGAAAAAAAAAIDCE9EAAAAAAAAAAFB4IhoAAAAAAAAAAApPRAMAAAAAAAAAQOGJaAAAAAAAAAAAKDwRDQAAAAAAAAAAhSeiAQAAAAAAAACg8EQ0AAAAAAAAAAAUXkVTD7CmqqmpSXV1TVOPAQAAAAAAAADApyiVylJWVrbC/UQ09VRdXZMZM+Y19RgAAAAAAAAAAHyKrl3bpbx8xRGNxzkBAAAAAAAAAFB4IhoAAAAAAAAAAApPRAMAAAAAAAAAQOGJaAAAAAAAAAAAKDwRDQAAAAAAAAAAhVfR1AMAAAAAAAAAAFA/1dXVqaqqbOoxmkx5eUVKpYa5h4yIBgAAAAAAAABgDVNTU5M5c2ZkwYK5TT1Kk2vTpn06duyasrKyz3UeEQ0AAAAAAAAAwBrmk4Cmffsuadmy1ecOSNZENTU1Wbx4UebOnZkk6dSp2+c6n4gGAAAAAAAAAGANUl1dVRvQtG/fsanHaVItW7ZKksydOzMdOnT5XI92apiHQgEAAAAAAAAA0CiqqqqS/G9AUnSffB6qqio/13lENAAAAAAAAAAAa6AiPsJpWRrq8yCiAQAAAAAAAACg8CqaegAAAAAAAAAAAFaNt99+K/fcc3cmTHgiH344NRUVFdlooz7Za6+9s++++6WionHSkR13HJhjjjk+w4ad2CivVx8iGgAAAAAAAACAZuihh/6Qiy8emQ033Cjf/Obh2WCDDbNo0cI8/vhfc/XVP86ECX/LJZf82GOh/n8iGgAAAAAAAACAZubtt9/KxRePzHbbfTEXXnhJnTvODB68YwYMGJjzzhuRP/3p/2W33fZswklXHyIaAAAAAAAAAIBm5o47bk2pVMo555y7zEc27bLLbvnyl79a+3F1dXXuuOOn+fWv7820aVOz9tq9ctBBB+egg75Zu89pp52Q9dZbP+utt37uuecXmTVrZjbbbPOcfvq30q/fFrX7PfPM33P99WPy+uuvpkePtfOtb41Y6vUXLVqUm266Pn/84x8yc+aMbLDBhjnyyGPrBD0HHbRvdt55l0ya9Hqef/657Lnnl/Pd7/5XQ32KliKiAQAAAAAAAABoZv7ylz/nC18YlC5dui53n/POG1n7+8svvyS/+c0DOeKIY7Lllv3zzDN/z9VXX5G5c+fm6KOPq93vkUceyoYbbpThw89JdXVNrr12dM47b0R+8Yv7U15enldeeTnf+tZpGTBgUH70o//O5MmTM3Lk9+u8bk1NTb73vXPy/PP/yLBhJ6R3743z6KMP5/zzv5fFixfnK1/Zp3bf//mfu/PNbw7N4YcflbZt2zbgZ2hpIhoAAAAAAAAAgGZkzpw5+eijOVl//Q2X2lZZWVnn47Kysrz//nt54IF7c+KJp2bo0KOTJNtuu31KpVJ++tObs//+B6VTp861x19xxTVp1659kmT+/Hm56KIL8tprr2bzzf8jt912c7p06Zr//u8rau+A06lTp5x//vdqX3PixAmZMOFvGTny4to7z2y33eAsXLgg118/Jnvs8eXaY3v27JWTTz69QT8/y1NqlFcBAAAAAAAAAKBR1NRUL3P9vffezS67bF/n1yGH7Jenn34qNTU12WGHnVNZWVn7a8cdd87ixYvyj388W3uOjTbauDagSZIePdZOkixcuCBJ8txzz2a77QbXeYTUl740JOXl5bUfT5z4VMrKyjJ48I51Xm+HHb6U6dP/lTffnFS776ab9m2Qz8nKcCcaAAAAAAAAAIBmpFOnzmnTpk0mT/6gznqPHmvnxht/Wvvx+PHj8sYbr2f27NlJkiOOOHiZ5/vXvz6s/X2rVq3rbCsrK0uSVFd/HO7MmTO79q41n6ioqKizNmfO7NTU1GTPPXde7uttuulmSZI2bVbtI5z+nYgGAAAAAAAKbtq0qTnyyENy8cWXZ8CAgbXr//jHMxk79tq8/vprad++fXbeedeccMLJadu2Xe0+N9xwXX760/FLnfOUU87MYYcdsdT61KlTcuSRh+Tggw/LsGEnrpoLAgAgO+ywc/72t8cyf/682vdvLVu2zOab96vdp1OnTkmS9u07JEmuvvr6tG27dLSy9to9V/p1O3XqnBkzptdZq6mpyUcfzan9uH37DmnTpm2uueb6ZZ5j3XXXX+nXa0ge5wQAAAAAAAU2deqUfOtbp2Xu3Ll11t94Y1KGDz81LVq0zIUXXpJjjz0+f/jDb3PBBefV2e/111/NNtt8Iddff3OdX3vu+ZWlXqumpiaXXHJh5s2bt0qvCQCA5IgjjkllZWUuvfRHWbJkyVLbFy1amA8+eD9JsvXWA5Iks2bNyuab96v9NXPmzIwbd33tnWpWxsCBg/LEE3/LwoULa9cmTHi8zgxbbz0gCxbMT01NTZ3XmzTp9YwfPy5VVVX1vezPxZ1oAAAAAACggKqrq/O73z2Ya68dnZqapbf/v//3uyRlueSSy2v/NnJlZVUuv/ySTJkyOT179kqSvPbaq9l7732zxRZbrvA1f/WrX+add95uyMsAAGA5+vTZJD/4wYW5+OILc+yxh2fffffLxhtvkqqqqrzwwnP59a/vy4wZ03PYYUemT59NstdeX8lll/0oU6Z8kM0375d33nkrY8del1691sn662+w0q979NHH59FH/5xvfeu0HHbYkZk1a2bGjftJKir+N1EZPHiHbL31gHz3u2fn6KOPy4Yb9s4///librppbLbbbnA6d+68Cj4jKyaiAQAAAACAApo06bVcfvkl2X//gzJw4LY555yz6mxfvHhRKioq0rp169q1T273P3v27PTs2SuzZs3Khx9Oy6ab9l3h673//nv5yU+uyQ9/eGm+/e0zGvRaAABYtl122S2bb94vv/rVL/PAA/dmypQpqampzrrrrpchQ/bIfvsdWBvInHvu+bn99lty773/k2nTrkvXrt2y22575oQTTk55eflKv+b662+QMWNuyJgxV+b8889N167dcuqpZ2XMmCtr9ymVShk16qrceONPctttN2fmzBlZa60eOeSQw3P00cc1+OdhZZXV1CyrL2dFqqqqM2OG200CAAAAALBmmjNndhYuXJgePdbO009PzBlnnJSrr74+AwYMTJK88cbrOemkYfnqV7+Wo48elunTp+eCC76XsrKyjB9/R8rLy/PUUxMyfPip2XvvffP3vz+Vf/3rw2y8cZ+ccMKpGTx4h9rXqq6uzumnn5j11ls/5577g+y448Acc8zxGTbsxKa6fACANdqSJYszffrkdOvWKy1atGzqcZrcij4fXbu2S3l5aYXnWfEeAAAAAABAs9OxY6f06LH2crdvvPEmOeWU0/M///PzfPWru+fIIw/J/Pnzc9llo2v/JvJrr72aJJk+fXq++93zcvHFl6dLl64ZMWJ4Jkx4vPZcd999ZyZP/iCnn/6tVXtRAADwOXicEwAAAAAAsJTbbrslY8eOyQEHfCNf+tKQzJo1K7feemPOPPOUXHfduHTt2i1DhuyRDTfsne23/2JtWLPddoNz9NGH5sYbr8922w3O22+/lXHjfpIf/eiytG/fvomvCgAAls+daAAAAAAAgDoqKytz6603Zs89v5JvfWtEvvCFQdlttz1y1VU/yfTp/8qdd96WJOnZs2d22GGn2oAmSSoqKjJo0PaZNOm1VFVV5aKLLsiuu+6eQYO2S2VlZSorK5MkNTU1tb8HAIDVgTvRAAAAAAAAdcyaNSsLFy7Mllv2r7PepUvXbLDBhnnzzTeSJI8//lgWLVqUXXbZrc5+ixYtTOfOXTJt2tS89NILeemlF/K73z1YZ59bbrkxt9xyY37xi/vTq9c6q/aCAABgJYhoAAAAAACAOrp06ZKOHTvlH/94Jvvvf1Dt+qxZs/Luu++kX78tkiQPP/xQHnnkTxkwYGA6duyUJFmwYEEef/yvGTBgYNZaq3tuvPGnS53/uOOOzL777p+vf33/rLVW98a5KAAAWAERDQAAAAAAUEd5eXmGDTshV145Ku3atcuuu+6e2bNn5bbbbkmpVMo3v3l4kuSww47Mww//MWeffUaOPPKYVFdX5/bbb82CBQsybNiJadGiRTbfvN8yX2OttdZa7jYAAGgKIhoAAAAAAGApBx54SNq375C77ro9v/nNA+nUqXP69986F188Kuuss26SpHfvjTJmzLiMHXttLrnkh1myZEm23nqbnHvuf9XuAwAAa4qympqamqYeYk1UVVWdGTPmNfUYAAAAAAAAAEDBLFmyONOnT063br3SokXLph6nya3o89G1a7uUl5dWeJ4V7wEAAAAAAAAAAM2cxzkBAAAAAEAzVSqVpVQqa+ox6q26uibV1W6oDwDwWTXV+8D6vn877bQT8uyzTy9z2ze/OTSnnXbW55xs5YhoAAAAAACgGSqVytK5c9uVum396qqqqjqzZs0X0gAAfAZN+T7w87x/GzJkj5x55tlLrbdp06YhRlspIhoAAAAAAGiGSqWylJeXcu3P/pr3p81u6nE+s3V7dMqph+6QUqlMRAMA8Bk01fvAz/v+rVWrVunWba1VMNnKE9EAAAAAAEAz9v602Xnr/ZlNPQYAAI3M+8DPbs29hyMAAAAAAAAAADQQd6IBAAAAAAAAAKBJ/eEPv80jjzxUZ22rrbbJj398daPNIKIBAAAAAAAAAKBJ7bjjzjn55DPqrLVq1apRZxDRAAAAAAAAAADQpNq2bZf11lu/SWcoNemrAwAAAAAAAADAakBEAwAAAAAAAABA4XmcEwAAAAAAAABAM7Nuj07N+vVWBRENAAAAAAAAAEAzUV1dk6qq6px66A6N/tpVVdWprq75zMeNGXPDKpjmsxPRAAAAAAAAAAA0E9XVNZk1a35KpbImee36RDSrCxENAAAAAAAAAEAzsqbHLE2l1NQDAAAAAAAAAABAUxPRAAAAAAAAAABQeCIaAAAAAAAAAAAKT0QDAAAAAAAAAEDhVTT1AAAAAA1l2rSpOfLIQ3LxxZdnwICBSZIddxy43P232eYLueaasTnttBPy7LNPL3e/xx6buIy1R/Pd735rmdsAAAAAAFjziGgAAIBmYerUKTn77NMzd+7cOuvXX3/zUvs++uifcuedt2W//Q5Mkpx99nczb968Ovt88MF7+dGPzs/Xvrb/Usc//fTEjBx5XgNODwAAAABAUxPRAAAAa7Tq6ur87ncP5tprR6emZuntW2yxZZ2Pp06dkvvvvzcHHPCN7LbbnkmSjTbauM4+VVVVueqqUdlkk01z5pnfrl2fP39ebrvtltx550/Trl37LFjQ8NcDAAAAAEDTENEAAABrtEmTXsvll1+S/fc/KAMHbptzzjnrU/cfM2Z0WrVqlRNPPHW5+9x33z155ZWXc/3149OiRYva9V//+r488MC9GT78O5k+/V+5+eZxDXUZAAAAAAANplQqS6lU1uivW11dk+rqZfxtxzWEiAYAAFijrb12z9x116/So8faefrpiZ+67wsvPJ+HH/5jvve989OuXftl7jN//vzcdNP12WuvvdOv3xZ1tu2ww8752tcOSOvWrXPTTWMb7BoAAAAAABpKqVSWLl3apFQqb/TXrq6uysyZCz5zSHPQQftmypTJOe20s/LNbw5davuoURfnvvvuyTHHHJ9hw05sqHGXIqIBAADWaB07dkrHjp1Wat877/xpevVaJ3vu+ZXl7vPgg/fno48+yhFHHLPUtnXXXa/ecwIAAAAANIaP70JTnjd/PS4Lpk9utNdt061XNtrn+JRKZfW6G01FRUUeeeRPS0U0lZWV+fOf/5SyslV/Zx0RDQAAUAjTpk3NY4/9OaedNjwVFcv/Ueiee+7ODjvsnA022LARpwMAAAAAaFgLpk/OgqnvNPUYK23gwG0zYcLjmTZtanr0WLt2/emnJ6Z16zZp1ar1Kp+htMpfAQAAYDXw5z8/nLKysuy++57L3ef111/Lu+++kz33/HIjTgYAAAAAwH/8x3+mZ89eeeSRh+qsP/TQHzJkyB6NcicaEQ0AAFAIf/vbX9K//zbp2rXbp+7TunXrfPGLOzbiZAAAAAAAJMmuu+6ehx/+Y+3HS5YsyaOPPvKpfzmyIYloAACAZq+mpib//OeL2XLL/p+634svPp++fTdvlNuCAgAAAABQ15Ahe+SFF57Phx9OS5I8+eQT6dKlS/r23bxRXl9EAwAANHtTp07J3Llz07v3Rp+63xtvTFrhPgAAAAAArBqbb/4fWWeddfPII39KkvzpT3/Ibrs1zl1oEhENAABQADNmTE+SdOjQcYX7rWgfAAAAAABWnSFD9sjDD/8xixYtyl/+8mh2332vRnvtikZ7JQAAgFVswICBeeyxiUut9+u3xTLX/6+HHvrrSr/WsGEnZtiwEz/TfAAAAAAAfLohQ3bP7bffkt/85oGss8662XDD3o322u5EAwAAAAAAAADAamHTTTfLeuutn+uvv6ZRH+WUuBMNAACwmiuVylIqlTX1GPVWXV2T6uqaph4DAAAAACiYNt16rbGvN2TIHrn11puy++4iGgAAgCQfBzSdO7dNefmaexPNqqrqzJo1X0gDAAAAADSKj/9iX1U22uf4Jnjtqnr9Wegvf/lAnY+PP/7kHH/8yZ+6z6ogogEAAFZbpVJZystLufZnf83702Y39Tif2bo9OuXUQ3dIqVQmogEAAAAAGkV1dU1mzlzQJHf4XtPvzC2iAQAAVnvvT5udt96f2dRjAAAAAACsEdb0mKWprFb3RB87dmyOOOKI2o+POOKIbLbZZsv8de+99yZJqqqqstVWWy21/Zprrqk9z3vvvZcTTzwxAwYMyI477pjRo0enqqqqsS8PAAAAAAAAAIDV1GpzJ5o77rgjo0ePzsCBA2vXrrnmmixZsqT245qamgwfPjyzZ8/OHnvskSR56623smjRotx3333p1q1b7b5t27ZNkixZsiTDhg1L7969c9ddd+Wdd97J97///ZRKpZxxxhmNdHUAAAAAAAAAAKzOmjyimTp1as4///xMmDAhvXv3rrOtc+fOdT6+/fbb89xzz+W+++5Lu3btkiSvvPJK2rdvn80333yZ5//973+fDz74IHfffXc6deqUvn37Zvr06bnsssty0kknpWXLlqvisgAAAAAAAAAAWIM0+eOcXnzxxbRo0SL3339/+vfvv9z9ZsyYkdGjR+fkk0/OxhtvXLv+yiuvpE+fPss9buLEifnP//zPdOrUqXZt++23z9y5c/PPf/6zYS4CAAAAAAAAAKCR1dTUNPUIq4WG+jw0+Z1ohgwZkiFDhqxwv3HjxqV169YZNmxYnfVXX301lZWVGTZsWF5++eWsvfbaOeqoo/L1r389STJlypT07NmzzjE9evRIkkyePPlTwx0AAAAAAAAAgNVNeXl5kmTx4kVp2bJVE0/T9BYvXpQkKS//fBlMk0c0K2Pu3Lm5++67c9ppp6VVq7r/57/22muprq7OGWeckZ49e+bPf/5zzj333CxZsiQHHXRQFi5cmI4dO9Y55pNzLFq06HPNVVHR5DfyAQCAZq28vHm8524u1wEAwJqlubwPbS7XAQDQsEpp165D5s6dlSRp2bJVysrKmnakJlBTU5PFixdl7txZadeuQ1q2LEBE88c//jGLFy/OgQceuNS2X//616mqqkq7du2SJJtvvnk++OCD3HTTTTnooIPSunXrLF68uM4xn8Qzbdu2rfdMpVJZunRpV+/jAQCA4ujYsU1TjwAAAGss76cBAJatc+e2mTx5cmbNmpX585t6mqZTVpZ069YlvXr1+twh0RoT0XzpS19a6o4ySdK6deul1vr27Zv7778/SdKzZ8+8+uqrdbZPmzYtSbL22mvXe6bq6prMmVPgfwoBAKARlJeXmsUfmM+ZsyBVVdVNPQYAAAXj/TQAQPPXpk2ntGrVPpWVVUlqmnqcJlCWiorylErlmTVr+Q1Hx45tVuoOh2tERDNx4sScfvrpS63PmTMnu+++e7773e/mgAMOqF1//vnns+mmmyZJBg0alHvvvTdz585N+/btkyRPPPFE2rVrl8033/xzzVVZ6U07AACwYlVV1X5+AACAevJ+GgBgRcpSKq0R+ccqUV2dVFc3zPvF1f5BopMnT87MmTOXGbx07Ngx22+/fa688sr8+c9/zltvvZUbbrgh999/f210s/vuu6d79+4566yz8vLLL+ePf/xjrrjiihx77LFp2bJlY18OAAAAAAAAAACrodU+Rfrwww+TJJ07d17m9osvvjjXXHNNzj///EyfPj19+vTJ1VdfnZ122ilJ0qpVq9x4440ZOXJkDj744HTq1CmHHXZYTjnllMa6BAAAAAAAAAAAVnOrVURz6aWXLrW21VZb5ZVXXlnuMe3bt8+5556bc889d7n7bLjhhhk/fnyDzAgAAAAAAAAAQPOz2j/OCQAAAAAAAAAAVjURDQAAAAAAAAAAhSeiAQAAAAAAAACg8EQ0AAAAAAAAAAAUnogGAAAAAAAAAIDCE9EAAAAAAAAAAFB4IhoAAAAAAAAAAApPRAMAAAAAAAAAQOGJaAAAAAAAAAAAKDwRDQAAAAAAAAAAhSeiAQAAAAAAAACg8EQ0AAAAAAAAAAAUnogGAAAAAAAAAIDCE9EAAAAAAAAAAFB4IhoAAAAAAAAAAApPRAMAAAAAAAAAQOGJaAAAAAAAAAAAKDwRDQAAAAAAAAAAhSeiAQAAAAAAAACg8EQ0AAAAAAAAAAAUnogGAAAAAAAAAIDCE9EAAAAAAAAAAFB4IhoAAAAAAAAAAApPRAMAAAAAAAAAQOGJaAAAAAAAAAAAKDwRDQAAAAAAAAAAhSeiAQAAAAAAAACg8EQ0AAAAAAAAAAAUnogGAAAAAAAAAIDCE9EAAAAAAAAAAFB4IhoAAAAAAAAAAApPRAMAAAAAAAAAQOGJaAAAAAAAAAAAKDwRDQAAAAAAAAAAhSeiAQAAAAAAAACg8EQ0AAAAAAAAAAAUnogGAAAAAAAAAIDCE9EAAAAAAAAAAFB4IhoAAAAAAAAAAApPRAMAAAAAAAAAQOGJaAAAAAAAAAAAKDwRDQAAAAAAAAAAhSeiAQAAAAAAAACg8EQ0AAAAAAAAAAAUnogGAAAAAAAAAIDCE9EAAAAAAAAAAFB4IhoAAAAAAAAAAApPRAMAAAAAAAAAQOGJaAAAAAAAAAAAKDwRDQAAAAAAAAAAhSeiAQAAAAAAAACg8EQ0AAAAAAAAAAAUnogGAAAAAAAAAIDCE9EAAAAAAAAAAFB4IhoAAAAAAAAAAApPRAMAAAAAAAAAQOGJaAAAAAAAAAAAKDwRDQAAAAAAAAAAhSeiAQAAAAAAAACg8EQ0AAAAAAAAAAAUnogGAAAAAAAAAIDCE9EAAAAAAAAAAFB4IhoAAAAAAAAAAApPRAMAAAAAAAAAQOGJaAAAAAAAAAAAKDwRDQAAAAAAAAAAhSeiAQAAAAAAAACg8EQ0AAAAAAAAAAAUnogGAAAAAAAAAIDCE9EAAAAAAAAAAFB4IhoAAAAAAAAAAApPRAMAAAAAAAAAQOGJaAAAAAAAAAAAKDwRDQAAAAAAAAAAhSeiAQAAAAAAAACg8EQ0AAAAAAAAAAAUnogGAAAAAAAAAIDCE9EAAAAAAAAAAFB4IhoAAAAAAAAAAApPRAMAAAAAAAAAQOGJaAAAAAAAAAAAKDwRDQAAAAAAAAAAhSeiAQAAAAAAAACg8EQ0AAAAAAAAAAAUnogGAAAAAAAAAIDCE9EAAAAAAAAAAFB4IhoAAAAAAAAAAApvtYpoxo4dmyOOOKLO2nnnnZfNNtuszq8hQ4bUbq+urs7VV1+dnXbaKVtvvXWOP/74vPvuu3XO8c9//jNDhw7N1ltvnSFDhuSnP/1po1wPAAAAABTFtGlT8+Uv75Knn5643H3uvvtn2XHHgZk8+YPatdNOOyE77jhwub/+3W9+80COPPKQDBnyxRx00L4ZP/6GVFVVrbJrAgAAoFgqmnqAT9xxxx0ZPXp0Bg6s+4PxK6+8kpNOOilDhw6tXSsvL6/9/XXXXZc777wzl156aXr27JlRo0bluOOOywMPPJCWLVtm5syZOeaYYzJkyJCMHDkyzz77bEaOHJl27drlwAMPbLTrAwAAAIDmaurUKTn77NMzd+7c5e7zzjtvZ+zYMUutn332dzNv3rw6ax988F5+9KPz87Wv7V+79j//c3dGjx6VQw8dmu22+2JeeOG53HzzuCxZsiQnnnhqw10MAAAAhdXkEc3UqVNz/vnnZ8KECendu3edbTU1NXn99ddzwgknpHv37ksdu3jx4owfPz7f/va3s8suuyRJrrzyyuy00075wx/+kH322Sd33313WrRokQsvvDAVFRXp06dP3n777dxwww0iGgAAAAD4HKqrq/O73z2Ya68dnZqa5e9XVVWViy8emU6dOmfatKl1tm200cZL7XvVVaOyySab5swzv50kWbBgQcaOvTaHHnpETjnljCTJF74wKB999FEmTpwgogEAAKBBNPnjnF588cW0aNEi999/f/r3719n2zvvvJP58+dn4403XuaxL7/8cubNm5fBgwfXrnXs2DH9+vXLU089lSSZOHFitt1221RU/G8vtP322+ett97Kv/71r1VwRQAAAABQDJMmvZbLL78kX/7yV/Nf/zVyufv97Ge3ZcaM6Rk69OgVnvO+++7JK6+8nG9/+9y0aNEiSfLkk09k/vx5OeigQ+rse9ppZ2XcOI9uBwAAoGE0+Z1ohgwZkiFDhixz26uvvpokue222/Loo4+mVCpl5513zvDhw9OhQ4dMmTIlSdKrV686x/Xo0aN225QpU9K3b9+ltifJ5MmTs9ZaazXo9QAAAABAUay9ds/cddev0qPH2nn66YnL3OeNNyZl/Phx+fGPr87kyR986vnmz5+fm266PnvttXf69duidv31119N+/btM2PGjIwceV5efPH5dOzYKQcc8I0cddSwlJWVNeh1AQAAUExNHtF8mldffTWlUik9evTI9ddfn3feeSeXXXZZXnvttdx6661ZsGBBkqRly5Z1jmvVqlVmz56dJFm4cOEytyfJokWLPtd8FRVNfiMfAABo1srLm8d77uZyHQDwf3Xt2qX29598vysvL9X+uVllZWUuuuj8fO1r+2XQoEH59a/vX2qff/fb3z6Qjz76KMccM6zO9tmzZ6WqqirnnHNmvvnNw3LCCSdlwoQnMn78DVmyZFFOPvn0VXmZsMZqLu9Dm8t1AACw+lutI5qTTz45hx12WLp0+fiH8b59+6Z79+45+OCD8/zzz6d169ZJksWLF9f+Pvk4jmnTpk2SpHXr1lm8eHGd834Sz7Rt27bes5VKZenSpV29jwcAAIqjY8c2TT0CAKxyHTq0rv3fT/7cbMyYMZk/f16+//3vpm3btmnX7uO/3NapU5tl/tnar371iwwZMiT9+/ers14q1WTBggU588wzc8wxxyRJdt99lyxaND8/+9kdOeOM09K+fftVeXlAE/J+GgCAxrJaRzSlUqk2oPnEpptumuTjxzR98hinadOmZYMNNqjdZ9q0adlss82SJD179sy0adPqnOOTj9dee+16z1ZdXZM5c+bX+3gAAGDFystLzeIPzOfMWZCqquqmHgMAVqmPPlpY+78zZ87LK6+8nOuvvz5XXHF15s1bknnzZmfu3I/vLD1z5ty0bj0n5eXltce/9tqreeutt3LCCadk5sx5dc5dUfHxnaYHDNiuzrYBA7bNz3/+8zzzzAvZYostV/UlwhrH+2kAAPhYx45tVuoOh6t1RPOd73wn06ZNyy233FK79vzzzydJNtlkk6y//vpp3759JkyYUBvRzJkzJy+99FKGDh2aJBk0aFDuuuuuVFVV1f5Q/sQTT2SjjTZKt27dPtd8lZXetAMAACtWVVXt5wcAmr1P/gP3J9/3Hnnk4SxZsiSnn37yUvsedNDXs/XWAzJmzA21a3/5y6Np3bp1ttvui0t931xnnfWTJAsWLKqzbdGiJUk+jmx8r4Xmy/tpAAAay2od0ey111455ZRTMmbMmHzta1/Lm2++mQsvvDD77LNP+vTpkyQZOnRoLr/88nTt2jXrrrtuRo0alZ49e2bPPfdMkhx44IG58cYb8/3vfz/HHXdcnnvuudxyyy0ZOXJkU14aAAAAADRrX//6Adlhh53qrP31r3/JzTePy6WXXlHnztJJ8uKLz6dv383TqlXr/F/bbTc4ZWVl+eMff58+fTb5t/P9OZ06dUrv3hutmosAAACgUFbriGa33XbL6NGjc8MNN2TcuHHp0KFD9t1335x11lm1+5xxxhmprKzMeeedl4ULF2bQoEG56aab0qJFiyRJt27dcuONN+aiiy7K/vvvn+7du+c73/lO9t9//ya6KgAAAABo/tZaq3vWWqt7nbU33piUJOnTZ5P06rXOUtsGDdpumedad931cuCBB+fOO3+aioqK9O+/Tf72t7/k97//bYYPPycVFav1H3MCAACwhlitfrq89NJLl1r7yle+kq985SvLPaa8vDznnHNOzjnnnOXus9VWW+XnP/95g8wIAAAAADS8GTOmp0OHjsvdfsYZZ6dHj7Vz33335Pbbb8k666ybESPOy7777td4QwIAANCsrVYRDQAAAACwZhowYGAee2zip+6z9977Zu+9913mtoce+uunHlsqlXLYYUfmsMOOrPeMAAAA8GlKTT0AAAAAAAAAAAA0NXeiAQAAAACWqVQqS6lU1tRjfC7V1TWprq5p6jEAAABYA4hoAAAAAICllEpl6dy5bcrL1+ybWVdVVWfWrPlCGgAAAFZIRAMAAAAALKVUKkt5eSnX/uyveX/a7KYep17W7dEppx66Q0qlMhENAAAAKySiAQAAAACW6/1ps/PW+zObegwAAABY5dbse7ECAAAAAAAAAEADENEAAAAAAAAAAFB4IhoAAAAAAAAAAApPRAMAAAAAAAAAQOGJaAAAAAAAAAAAKDwRDQAAAAAAAAAAhSeiAQAAAAAAAACg8EQ0AAAAAAAAAAAUnogGAAAAAAAAAIDCE9EAAAAAAAAAAFB4IhoAAAAAAAAAAApPRAMAAAAAAAAAQOGJaAAAAAAAAAAAKDwRDQAAAAAAAAAAhSeiAQAAAAAAAACg8EQ0AAAAAAAAAAAUnogGAAAAAAAAAIDCE9EAAAAAAAAAAFB4IhoAAAAAAAAAAApPRAMAAAAAAAAAQOGJaAAAAAAAAAAAKDwRDQAAAAAAAAAAhSeiAQAAAAAAAACg8EQ0AAAAAAAAAAAUnogGAAAAAAAAAIDCE9EAAAAAAAAAAFB4IhoAAAAAAAAAAApPRAMAAAAAAAAAQOGJaAAAAAAAAAAAKDwRDQAAAAAAAAAAhSeiAQAAAAAAAACg8EQ0AAAAAAAAAAAUnogGAAAAAAAAAIDCE9EAAAAAAAAAAFB4IhoAAAAAAAAAAApPRAMAAAAAAAAAQOGJaAAAAAAAAAAAKDwRDQAAAAAAAAAAhSeiAQAAAAAAAACg8EQ0AAAAAAAAAAAUnogGAAAAAAAAAIDCE9EAAAAAAAAAAFB4IhoAAAAAAAAAAApPRAMAAAAAAAAAQOGJaAAAAAAAAAAAKDwRDQAAAAAAAAAAhSeiAQAAAAAAAACg8EQ0AAAAAAAAAAAUnogGAAAAAAAAAIDCE9EAAAAAAAAAAFB4IhoAAAAAAAAAAApPRAMAAAAAAAAAQOGJaAAAAAAAAAAAKDwRDQAAAAAAAAAAhSeiAQAAAAAAAACg8EQ0AAAAAAAAAAAUnogGAAAAAAAAAIDCE9EAAAAAAAAAAFB4IhoAAAAAAAAAAApPRAMAAAAAAAAAQOGJaAAAAAAAAAAAKDwRDQAAAAAAAAAAhSeiAQAAAAAAAACg8EQ0AAAAAAAAAAAUnogGAAAAAAAAAIDCE9EAAAAAAAAAAFB4IhoAAAAAAAAAAApPRAMAAAAAAAAAQOGJaAAAAAAAAAAAKDwRDQAAAAAAAAAAhSeiAQAAAAAAAACg8EQ0AAAAAAAAAAAUnogGAAAAAAAAAIDCE9EAAAAAAAAAAFB4IhoAAAAAAAAAAApPRAMAAAAAAAAAQOGJaAAAAAAAAAAAKDwRDQAAAAAAAAAAhSeiAQAAAAAAAACg8EQ0AAAAAAAAAAAUnogGAAAAAAAAAIDCW60imrFjx+aII46os/anP/0pBx54YLbZZpsMGTIk//3f/52FCxfWbv/73/+ezTbbbKlfEyZMqN3n8ccfzwEHHJD+/fvny1/+ch588MFGuyYAAAAAAAAAAFZ/FU09wCfuuOOOjB49OgMHDqxdmzhxYk477bScccYZ+fKXv5y33347P/jBDzJr1qxccsklSZJXXnklG2ywQe6888465+vUqVOSZNKkSTnxxBNzzDHHZNSoUXnkkUfyne98J127ds3gwYMb7wIBAAAAAAAAAFhtNXlEM3Xq1Jx//vmZMGFCevfuXWfbXXfdle222y4nnXRSkqR3794ZPnx4zjvvvIwcOTItW7bMq6++mk022STdu3df5vlvvfXWbLbZZhk+fHiSpE+fPnnppZdy4403imgAAAAAAAAAAEiyGjzO6cUXX0yLFi1y//33p3///nW2HXvssRkxYkSdtVKplCVLlmTu3LlJPr4TTZ8+fZZ7/okTJy4Vy2y//fb5+9//npqamga6CgAAAAAAAAAA1mRNfieaIUOGZMiQIcvc1q9fvzofL1myJLfccku22GKLdO3aNUny2muvpUuXLjnggAMyderU9O3bN8OHD89WW22VJJkyZUp69uxZ5zw9evTIggULMnPmzNrzAAAAAAAAAABQXE0e0aysysrKfOc738lrr72WO+64I0kyefLkfPTRR5k/f37OO++8lJeX5/bbb8/QoUNzzz33ZJNNNsnChQvTsmXLOuf65OPFixd/rpkqKpr8Rj4AANCslZc3j/fczeU6ACiW5vT9qzldC3wWzeWf/eZyHQAArP7WiIhm7ty5Oeuss/Lkk09mzJgxtXeZ6dWrV5566qm0adMmLVq0SJJsueWWeemll3Lbbbdl5MiRadWq1VKxzCcft2nTpt4zlUpl6dKlXb2PBwAAiqNjx/r/7AEAfH6+F8OazdcwAACNZbWPaKZNm5bjjz8+77//fm666aYMGjSozvaOHTvW+bhUKqVPnz6ZOnVqko9Dm2nTpi11zrZt26ZDhw71nqu6uiZz5syv9/EAAMCKlZeXmsUfmM+ZsyBVVdVNPQYAfCbN5ftw4nsxxdVcvo59DQMA8Hl17Nhmpe5wuFpHNLNnz85RRx2VuXPn5o477shmm21WZ/ujjz6aM888M/fff3/WX3/9JB8/9unll1/OnnvumSQZOHBgnnzyyTrHPfHEExkwYEBKpc93C8jKSm/aAQCAFauqqvbzAwA0Id+LYc3maxgAgMayWj9I9JJLLsm7776bUaNGpWvXrvnwww9rf1VVVWXAgAHp0qVLRowYkRdeeCGvvPJKRowYkVmzZuXoo49OkhxxxBF57rnncvnll2fSpEkZP358fve73+W4445r2osDAAAAAAAAAGC1sdreiaaqqiq/+c1vsmTJkhx11FFLbX/ooYey3nrr5ZZbbsnll1+eYcOGZdGiRfnCF76Q22+/PWuttVaSZNNNN811112XUaNG5dZbb816662XUaNGZfDgwY19SQAAAAAAAAAArKZWq4jm0ksvrf19eXl5nnvuuRUes8EGG+Tqq6/+1H123nnn7Lzzzp97PgAAAAAAAAAAmqfV+nFOAAAAAAAAAADQGEQ0AAAAAAAAAAAUnogGAAAAAAAAAIDCE9EAAAAAAAAAAFB4IhoAAAAAAAAAAApPRAMAAAAAAAAAQOGJaAAAAAAAAAAAKDwRDQAAAAAAAAAAhSeiAQAAAAAAAACg8EQ0AAAAAAAAAAAUnogGAAAAAAAAAIDCE9EAAAAAAAAAAFB4IhoAAAAAAAAAAApPRAMAAAAAAAAAQOGJaAAAAAAAAAAAKDwRDQAAAAAAAAAAhSeiAQAAAAAAAACg8EQ0AAAAAAAAAAAUnogGAAAAAAAAAIDCE9EAAAAAAAAAAFB4IhoAAAAAAAAAAApPRAMAAAAAAAAAQOGJaAAAAAAAAAAAKDwRDQAAAAAAAAAAhSeiAQAAAAAAAACg8EQ0AAAAAAAAAAAUnogGAAAAAAAAAIDCE9EAAAAAAAAAAFB4IhoAAAAAAAAAAApPRAMAAAAAAAAAQOGJaAAAAAAAAAAAKDwRDQAAAAAAAAAAhSeiAQAAAAAAAACg8EQ0AAAAAAAAAAAUnogGAAAAAAAAAIDCE9EAAAAAAAAAAFB4IhoAAAAAAAAAAApPRAMAAAAAAAAAQOGJaAAAAAAAAAAAKDwRDQAAAAAAAAAAhSeiAQAAAAAAAACg8EQ0AAAAAAAAAAAUnogGAAAAAAAAAIDCE9EAAAAAAAAAAFB4IhoAAAAAAAAAAApPRAMAAAAAAAAAQOGJaAAAAAAAAAAAKDwRDQAAAAAAAAAAhSeiAQAAAAAAAACg8EQ0AAAAAAAAAAAUnogGAAAAAAAAAIDCE9EAAAAAAAAAAFB4IhoAAAAAAAAAAApPRAMAAAAAAAAAQOGJaAAAAAAAAAAAKDwRDQAAAAAAAAAAhSeiAQAAAAAAAACg8EQ0AAAAAAAAAAAUnogGAAAAAAAAAIDCE9EAAAAAAAAAAFB4IhoAAAAAAAAAAApPRAMAAAAAAAAAQOGJaAAAAAAAAAAAKDwRDQAAAAAAAAAAhSeiAQAAAAAAAACg8EQ0AAAAAAAAAAAUnogGAAAAAAAAAIDCE9EAAAAAAAAAAFB4IhoAAAAAAAAAAApPRAMAAAAAAAAAQOGJaAAAAAAAAAAAKDwRDQAAAAAAAAAAhSeiAQAAAAAAAACg8EQ0AAAAAAAAAAAUnogGAAAAAAAAAIDCE9EAAAAAAAAAAFB4IhoAAAAAAAAAAApPRAMAAAAAAAAAQOGJaAAAAAAAAAAAKDwRDQAAAAAAAAAAhSeiAQAAAAAAAACg8EQ0AAAAAAAAAAAUnogGAAAAAAAAAIDCE9EAAAAAAAAAAFB49YponnrqqcybN2+Z2+bMmZMHH3zwcw0FAAAAAAAAAACNqV4RzZFHHplJkyYtc9tLL72Uc88993MNBQAAAAAAAAAAjaliZXccMWJEJk+enCSpqanJBRdckPbt2y+131tvvZW11lqr4SYEAAAAAAAAAIBVbKXvRLPXXnulpqYmNTU1tWuffPzJr1KplK233jqXXHJJvYYZO3ZsjjjiiDpr//znPzN06NBsvfXWGTJkSH7605/W2V5dXZ2rr746O+20U7beeuscf/zxeffddz/TOQAAAAAAAAAAKLaVvhPNkCFDMmTIkCTJEUcckQsuuCB9+vRpsEHuuOOOjB49OgMHDqxdmzlzZo455pgMGTIkI0eOzLPPPpuRI0emXbt2OfDAA5Mk1113Xe68885ceuml6dmzZ0aNGpXjjjsuDzzwQFq2bLlS5wAAAAAAAAAAoNhWOqL5d7fddluDDTB16tScf/75mTBhQnr37l1n2913350WLVrkwgsvTEVFRfr06ZO33347N9xwQw488MAsXrw448ePz7e//e3ssssuSZIrr7wyO+20U/7whz9kn332WeE5AAAAAAAAAACgXhHNwoUL85Of/CQPP/xwFixYkOrq6jrby8rK8sc//nGlzvXiiy+mRYsWuf/++3Pttdfm/fffr902ceLEbLvttqmo+N8xt99++4wdOzb/+te/8sEHH2TevHkZPHhw7faOHTumX79+eeqpp7LPPvus8BxrrbVWfT4FAAAAAAAAAAA0I/WKaC666KL88pe/zLbbbpv/+I//SKlUqvcA//6YqP9rypQp6du3b521Hj16JEkmT56cKVOmJEl69eq11D6fbFvROT5PRFNRUf/rBgAAVqy8vHm8524u1wFAsTSn71/N6Vrgs2gu/+w3l+sAAGD1V6+I5g9/+EOGDx+eE044oaHnqWPhwoVp2bJlnbVWrVolSRYtWpQFCxYkyTL3mT179kqdo75KpbJ06dKu3scDAADF0bFjm6YeAQAKzfdiWLP5GgYAoLHUK6JZsmRJttpqq4aeZSmtW7fO4sWL66x9Er60bds2rVu3TpIsXry49vef7NOmTZuVOkd9VVfXZM6c+fU+HgAAWLHy8lKz+APzOXMWpKqqesU7AsBqpLl8H058L6a4msvXsa9hAAA+r44d26zUHQ7rFdHsuOOOefTRR7P99tvX5/CV1rNnz0ybNq3O2icfr7322qmsrKxd22CDDerss9lmm63UOT6Pykpv2gEAgBWrqqr28wMANCHfi2HN5msYAIDGUq+IZu+9987555+fGTNmpH///rV3ffl3++233+edLYMGDcpdd92VqqqqlJeXJ0meeOKJbLTRRunWrVs6dOiQ9u3bZ8KECbURzZw5c/LSSy9l6NChK3UOAAAAAAAAAACoV0Rz1llnJUnuvffe3HvvvUttLysra5CI5sADD8yNN96Y73//+znuuOPy3HPP5ZZbbsnIkSOTJC1btszQoUNz+eWXp2vXrll33XUzatSo9OzZM3vuuedKnQMAAAAAAAAAAOoV0Tz00EMNPccydevWLTfeeGMuuuii7L///unevXu+853vZP/996/d54wzzkhlZWXOO++8LFy4MIMGDcpNN92UFi1arPQ5AAAAAAAAAAAotnpFNOuuu25Dz5EkufTSS5da22qrrfLzn/98uceUl5fnnHPOyTnnnLPcfVZ0DgAAAAAAAAAAiq1eEc2YMWNWuM9pp51Wn1MDAAAAAAAAAECja/CIpn379unRo4eIBgAAAAAAAACANUa9IpqXX355qbX58+dn4sSJueCCC/Jf//Vfn3swAAAAAAAAAABoLKWGOlHbtm2z884759RTT81ll13WUKcFAAAAAAAAAIBVrsEimk+ss846mTRpUkOfFgAAAAAAAAAAVpl6Pc5pWWpqajJlypTceOONWXfddRvqtAAAAAAAAAAAsMrVK6LZfPPNU1ZWtsxtNTU1HucEAAAAAAAAAMAapV4RzamnnrrMiKZ9+/bZZZdd0rt37887FwAAAAAAAAAANJp6RTSnn356Q88BAAAAAAAAAABNpl4RTZLMmDEj48ePz5NPPpk5c+akS5cuGThwYI4++uh069atIWcEAAAAAAAAAIBVqlSfg6ZMmZL9998/t956a1q1apV+/fqloqIiN998c/bbb79MnTq1oecEAAAAAAAAAIBVpl53ohk1alQqKirym9/8Juuvv37t+rvvvptjjz02V155ZS699NIGGxIAAAAAAAAAAFalet2J5rHHHssZZ5xRJ6BJkvXXXz+nnnpqHn300QYZDgAAAAAAAAAAGkO9Ipqqqqp06dJlmdu6du2auXPnfq6hAAAAAAAAAACgMdUrotlss83ywAMPLHPbfffdl759+36uoQAAAAAAAAAAoDFV1OegU045JcOGDcvs2bOz9957p3v37vnwww/z4IMP5rHHHsvVV1/d0HMCAAAAAAAAAMAqU6+IZocddsill16ayy+/PI8++mjtevfu3XPJJZdkjz32aLABAQAAAAAAAABgVatXRJMk06ZNS79+/TJixIjMnj07L7/8cq655prMnTu3IecDAAAAAAAAAIBVrl4Rzfjx4zN69OgMHTo0ffr0SZL06tUrb7zxRi699NK0atUq3/jGNxp0UAAAAAAAAAAAWFXqFdHcddddOeuss3LCCSfUrvXq1SvnnXde1lprrdxyyy0iGgAAAAAAAAAA1hil+hw0derUbLnllsvc1r9//7z33nufaygAAAAAAAAAAGhM9Ypo1l133Tz++OPL3PbUU0+lZ8+en2soAAAAAAAAAABoTPV6nNPBBx+cUaNGZcmSJdl9993TrVu3zJgxIw8//HBuvvnmnH322Q09JwAAAAAAAAAArDL1imiOPvroTJ06NbfddltuueWW2vXy8vIcddRROeaYYxpqPgAAAAAAAAAAWOXqFdEkyYgRI3LKKafk2WefzaxZs9KxY8dstdVW6dKlS0POBwAAAAAAAAAAq1y9I5ok6dChQ3baaaeGmgUAAAAAAAAAAJpEqakHAAAAAAAAAACApiaiAQAAAAAAAACg8EQ0AAAAAAAAAAAUnogGAAAAAAAAAIDCE9EAAAAAAAAAAFB4IhoAAAAAAAAAAApPRAMAAAAAAAAAQOGJaAAAAAAAAAAAKDwRDQAAAAAAAAAAhSeiAQAAAAAAAACg8EQ0AAAAAAAAAAAUnogGAAAAAAAAAIDCE9EAAAAAAAAAAFB4IhoAAAAAAAAAAApPRAMAAAAAAAAAQOGJaAAAAAAAAAAAKDwRDQAAAAAAAAAAhSeiAQAAAAAAAACg8EQ0AAAAAAAAAAAUnogGAAAAAAAAAIDCE9EAAAAAAAAAAFB4IhoAAAAAAAAAAApPRAMAAAAAAAAAQOGJaAAAAAAAAAAAKDwRDQAAAAAAAAAAhSeiAQAAAAAAAACg8EQ0AAAAAAAAAAAUnogGAAAAAAAAAIDCE9EAAAAAAAAAAFB4IhoAAAAAAAAAAApPRAMAAAAAAAAAQOFVNPUAAAAAAAAADeX++3+Vu+/+WaZM+SBrr90zBxxwcA444BspKytLkrz33ru5+uor8txzz6S8vDy77rp7Tj759LRr136Z57vmmivzyiv/zJgxNzTmZQAA0ARENAAAAAAAQLPwwAP35rLLLspBBx2SHXf8Uv7xj2cyevSoLF68OIceOjQfffRRzjjjpHTr1i3f//4FmTlzZq677up88MEHueKKa5Y6389+dnt+/vM7svXWA5rgagAAaGwiGgAAAAAAoFl48MH7s9VWW+ess85JkgwcuG3eeeft3HPP3Tn00KG5995fZs6c2Rk//o507tw5SdK9e4+cc86Zee65Z7PVVlsnST744P2MGTM6f/3ro2nfftl3qAEAoPkpNfUAAAAAAAAADWHx4kVp165dnbVOnTpl9uzZSZIJEx7PVlttUxvQJMm2226ftm3b5fHH/1q7ds01V+S9997JVVf9JJts0rdRZgcAoOmJaAAAAAAAgGbhG984NE8++UR+//vfZO7cuZkw4fH89rcPZq+99k6SvP32W9lggw3qHFNeXp5evdbJu+++Xbt2/PEn59Zb7/IYJwCAgvE4JwAAAAAAoFnYffe98swzf88Pf/iD2rVttx2cM888O0kyb97ctG3bbqnj2rZtm3nz5tV+vPHGm6z6YQEAWO24Ew0AAAAAANAsfPe7Z+fhhx/KKaeckWuuGZvhw8/JK6+8lP/6rxGpqalJdXX1co8tK/OfTAAAis6daAAAAAAAgDXe88//IxMm/C0jRpyXfffdL0myzTZfyDrrrJtzzjkrf/vbY2nfvn3mz5+/1LHz589L9+49GnliAABWNyIaAIB/8/TTE3PGGSctd/uxx56QY489If/4xzMZO/bavP76a2nfvn123nnXnHDCyXVuCf3ee+9m7Nhr89xzz2bhwgXZeONNMmzYiRk4cNvGuBQAAAAolClTJidJttyyf531/v0HJEnefHNS1l9/w7z//rt1tldVVeWDDz7Izjvv2jiDAgCw2hLRAAD8m8022zzXX3/zUuvjxv0kL7/8Ynbffa+88cakDB9+arbccutceOEl+de/puW6667JBx+8n8suuzJJMnv2rJx22gnp1KlTzjjj7LRr1y4PPPCrfOtbp+Wqq36Sbbb5QmNfGgAAADRrG27YO0nyj388k969N6pdf/75fyRJ1llnvWy77fa5886fZubMmenSpUuS5Mknn8iCBfOz7bbbN/rMAACsXkQ0AAD/pl279tliiy3rrD322J/z978/mR/+8NJssMGGGTv22iRlueSSy9O2bdskSWVlVS6//JJMmTI5PXv2ym9/++vMmjUz48bdWns76EGDtsvRRx+an/3sNhENAAAANLC+fTfPLrsMyZgxV+ajj+akX78t8uabb+Tmm2/IZpv9R3beeZd89NEX8j//8/MMH35qjjnm+MyZMzvXXXd1tt/+i0vdwQYAgOIR0QAAfIpFixbmyitH5Ytf3DG77rp7kmTx4kWpqKhI69ata/fr1KlTkmT27Nnp2bNXundfO4cccnid56mXl5dnvfU2yDvvvNWo1wAAAABFcf75F+XWW2/Kfffdk5tuGpu11+6ZvffeN0cffXwqKirSpUuXXH319bnqqity4YXnpW3bdtl1191y2mlnNfXoAACsBkQ0AACf4u6778q//vVhrrrqJ7VrX/3q1/LAA/flmmuuzNFHD8v06dNz883j0qfPJtlkk02TJLvttkd2222POueaM2dOnn326XzhCwMb9RoAAACgKFq0aJHjjjspxx130nL32XjjTXLVVdet9DnHjLmhIUYDAGANIKIBAFiOJUuW5Je//Fl2223PrLfe+rXrG2+8SU455fRcccVl+cUvfpYk6dmzV669dlzKy8uXea7q6upcdtmPMn/+vBx22JGNMj8AAAAAAAArT0QDALAcDz/8UKZPn55DDz2izvptt92SsWPH5IADvpEvfWlIZs2alVtvvTFnnnlKrrtuXLp27VZn/8rKylx00QV55JE/Zfjw76Rfvy0a8zIAAABgjVZeXmrqEeqturom1dU1TT0GAAArSUQDALAcjzzyUDbaaONsumnf2rXKysrceuuN2XPPr+Rb3xpRuz5gwBdy8MH75c47b6vzHPWPPvoo3//+OXn22aczfPg5OfDAgxvzEgAAAGCN1alD69RUV6djxzZNPUq9VVdXZebMBUIaAIA1hIgGAGAZKisr8+STj+fww4+qsz5r1qwsXLgwW27Zv856ly5ds8EGG+bNN9+oXZs2bWqGDz81kyd/kAsuuDhDhuzeKLMDAABAc9CudcuUlUp589fjsmD65KYe5zNr061XNtrn+JRKZSIaAIA1hIgGAGAZJk16fTmxTJd07Ngp//jHM9l//4Nq12fNmpV3332n9lFN8+bNzZlnnpwZM6bnyiuvTf/+2zTq/AAAANBcLJg+OQumvtPUYwAAUAAiGgCAZXjjjdeTJL17b1xnvby8PMOGnZArrxyVdu3aZdddd8/s2bNy2223pFQq5ZvfPDxJctNNY/Puu+/k2GNPSHl5RV544fnac7Rs2SJ9+27eeBcDAAAAAADAColoAACWYcaM6UmSDh06LLXtwAMPSfv2HXLXXbfnN795IJ06dU7//lvn4otHZZ111k2SPPLIn5Ik48ffkPHjb6hzfM+evfLLXz6wiq8AAAAAAACAz0JEAwCwDIcfflQOP/yo5W7fa6+9s9deey93+z33PLgqxgIAAAAAAGAVKTX1AAAAAAAAAAAA0NTciQYAaPZKpbKUSmVNPUa9VVfXpLq6pqnHAAAAAAAAaNZENABAs1YqlaVz57YpL19zb8BXVVWdWbPmC2kAAAAAAABWIRENANCslUplKS8v5dqf/TXvT5vd1ON8Zuv26JRTD90hpVKZiAYAAAAAAGAVEtEAAIXw/rTZeev9mU09BgAAAAAAAKupNfe5BgAAAAAAAAAA0EBENAAAAAAAAAAAFJ6IBgAAAAAAAACAwhPRAAAAAAAAAABQeBVNPcCKTJgwIUceeeQyt6233np56KGH8pOf/CSjR49eavsrr7xS+/s77rgj48ePz4cffpgtttgi5513Xvr167eqxgYAAAAAAAAAYA2y2kc022yzTR577LE6a88++2xOP/30nHLKKUk+jmW+/vWv55xzzlnmOX71q1/lsssuyw9/+MP069cvN9xwQ4455pj89re/TdeuXVf5NQAAAAAAAAAAsHpb7R/n1LJly3Tv3r32V7t27XLJJZdk//33z4EHHpgkefXVV9OvX786+3Xv3r32HNdff32GDh2ar33ta9lkk01y8cUXp02bNvnFL37RVJcFAAAAAAAAAMBqZLW/E83/df3112fBggUZMWJEkmTx4sV56623svHGGy9z/+nTp+ett97K4MGDa9cqKioycODAPPXUUznxxBMbZW4AAIAVefrpiTnjjJOWu/3YY0/IsceeUPtxZWVlTjnluGy33eAMG1b3Z5u33noz1113dZ555u+pqKjIF74wMCeeeFrWX3+DVTY/AAAAAMCabI2KaGbMmJFbbrklZ599djp37pwkef3111NVVZXf//73ueiii7Jo0aIMGjQo55xzTnr06JEpU6YkSXr16lXnXD169MjLL7/8ueapqFjtb+QDAIVXXt48vl83l+uAz6q5/LO/stfxn//ZLzfeeMtS69dff13++c+X8uUvf6X255BFixblhz/8QV566YUMHvzFOj+ffPDB+znllGFp375Dvv3tEenatWvuv//enHTSsbn55tuzzjrrNMh1AdC8NZfvw0nzuhb4LPyzv3rw/wMAwJpjjYpo7rzzznTo0CGHHHJI7dqrr76aJGnTpk2uuuqqTJ8+PVdccUWOPPLI3HvvvVmwYEGSjx8L9e9atWqVRYsW1XuWUqksXbq0q/fxAACfRceObZp6BOBzWNmv4S5d2mW99daus/bQQw9l4sQnc9VVV6V//35JkokTJ+bCCy/M1KlTkyRt2rSs8/PJtdfenYULF+aee+7J+uuvnyT58pd3z8EHH5zx46/Pj3/844a4LABYY3g/DTQl/w4CAFhzrFERzb333pv99tsvrVu3rl3bb7/9svPOO6dr1661a5tuuml23nnn/OlPf8oGG3x8q/LFixfXOdeiRYvSpk3937hWV9dkzpz59T4eAGgc5eWlZvGHVXPmLEhVVXVTjwGNruhfwwsXLsyFF16YHXbYMdttt1NmzpyXJDnppJOy1VZb59JLf5z9998nCxYsrt2WJK+88lp699447dt3rbO+1VZb5777flVnDQCWp7l8H068n6a4mtPX8ZrMv4MAAJpex45tVuoOgWtMRPPyyy/n3Xffzb777rvUtn8PaJKPH9XUuXPnTJkyJdttt12SZNq0aenTp0/tPtOmTcvaa9f9G56fVWWlN70AQOOoqqr23gPWYPX9Gv7Zz+7Mhx9+mNGjf1Ln+DFjxqVPn01qP66urqmzvWPHTpk06bUsXLg4FRX/+2Pfu+++l7lz52bGjJnp2LFTPa8GANY83k8DTcm/gwAA1hxrzIM4J06cmG7dumXzzTevs37llVdmr732Sk1NTe3ae++9l5kzZ2aTTTZJt27dstFGG2XChAm12ysrKzNx4sQMGjSo0eYHAAD4LJYsWZJf/vJn2W23PbPeeuvX2fbvAc2yfPWr+2b69On54Q9/kPfffy+zZ8/K3XffmQkT/pYktY+9BQAAAADgf60xEc1LL72UzTbbbKn1PfbYI++//34uuOCCvPnmm3nqqady+umnZ8CAAdlpp52SJMcee2xuvvnm/OpXv8rrr7+e733ve1m4cGEOOuigxr4MAACAlfLwww9l+vTpOfTQIz7zsYMGbZ8f/OCH+fvfn8whh+yXr3519/ztb49l6NCjk6TOI3IBAAAAAPjYGvM4pw8//DCdO3dean2LLbbIuHHjctVVV+WAAw5Iy5Yts9tuu2XEiBEpKytLkhx88MH56KOPMnr06MyaNStbbLFFbr755qUeAwUAALC6eOSRh7LRRhtn00371uv4Pff8Snbbbc988MH7ad26dbp375Ebb7w+pVIp7dt3aOBpAQAAAADWfGtMRDNu3Ljlbhs8eHAGDx78qccPGzYsw4YNa+ixAAAAGlxlZWWefPLxHH74UfU6/q233sw///livvKVfbL++hvUrr/66svp02eTlJeXN9SoAAAAAADNxhrzOCcAAICimDTp9SxcuDBbbtm/Xse/+eakXHTRBXnnnbf+be2NTJjweHbaaZeGGRIAAAAAoJlZY+5EAwAAUBRvvPF6kqR3743rdfzgwTtm3XXXywUXnJfjjz8p8+bNy3XXXZ111lk3hxxyWEOOCgAAAADQbIhoAAAAVjMzZkxPknTo0KFex7du3To//vE1ufrqH2fkyPPSsmWrbL/9F3PCCaemXbv2DTkqAAAAAECzIaIBAABYzRx++FE5/PCjVmrfxx6buMz19dZbP5ddNroBpwIAAAAAaN5KTT0AAAAAAAAAAAA0NXeiAQAAWMXKy9fsv79QXV2T6uqaph4DAAAAAGCVEtEAAACsIp06tE5NdXU6dmzT1KN8LtXVVZk5c4GQBgAAAABo1kQ0AAAAq0i71i1TVirlzV+Py4Lpk5t6nHpp061XNtrn+JRKZSIaAAAAAKBZE9EAAACsYgumT86Cqe809RgAAAAAAHyKUlMPAAAAAAAAAAAATU1EAwAAAAAAAABA4YloAAAAAAAAAAAoPBENAAAAAAAAAACFJ6IBAAAAAAAAAKDwRDQAAAAAAAAAABSeiAYAAAAAAAAAgMIT0QAAAAAAAAAAUHgiGgAAAAAAAAAACk9EAwAAAAAAAABA4YloAAAAAAAAAAAoPBENAAAAAAAAAACFJ6IBAAAAAAAAAKDwRDQAAAAAAAAAABSeiAYAAAAAAAAAgMIT0QAAAAAAAAAAUHgiGgAAAAAAAAAACk9EAwAAAAAAAABA4YloAAAAAAAAAAAoPBENAAAAAAAAAACFJ6IBAAAAAAAAAKDwRDQAAAAAAAAAABSeiAYAAAAAAAAAgMIT0QAAAAAAAAAAUHgiGgAAAACAf/PCC8/n9NNPzO6775h9990zP/rR+Zk5c8ZS+1VWVuaEE47OTTeNXeZ5VrQdAACA1YuIBgAAAADg//fyy//MGWeclDZt2ubiiy/PySefnqeeeiLnnvvtOvstWrQoI0eel5deemGZ51nRdgAAAFY/FU09AAAAAADA6uInP7k6fftulksv/XFKpY//DmK7du1y1VU/zgcfvJ911lk3//jHM7niisvy4YfTlnmOFW0HAABg9eRONAAAAAAASWbPnpVnnvl79t//oNqAJkm+9KUhueeeB7POOusmSUaM+FbWXrtnxo+/fZnnWdF2AAAAVk/uRAMAAAAAkGTSpNdTXV2dzp27ZOTI8/LYY48mqcnOO++as846Jx06dEiSXHvtuPTps8lyz7Oi7QAAAKye3IkGAAAAACDJzJkzkySXXHJhWrVqlUsuuTynnnpm/vrXv+Q73zkrNTU1SbLCQEZAAwAAsGZyJxoAAAAAgCSVlUuSJJtttnm++93/SpIMHLht2rfvkAsu+H6eempCtt12+6YcEQAAgFXInWgAAAAAAJK0bds2SfLFL+5UZ3277b6YJHn11ZcbfSYAAAAaj4gGAAAAACDJeuttkCRZsmRxnfXKysokSatWrRt9JgAAABqPiAYAAAAAIEnv3hulV6918tBDf0hNTU3t+l//+uckSf/+WzfRZAAAADQGEQ0AAAAAQJKysrKccsoZeeGF53P++d/LU09NyC9+cVeuuuqK7LLLkPTtu3lTjwgAAMAqVNHUAwAAAAAArC523XX3XHppq9xyy7iMGDE8HTp0zH77HZjjjz+5qUcDAABgFRPRAAAAAAD8mx122Ck77LDTSu372GMTP9d2AAAAVh8e5wQAAAAAAAAAQOG5Ew0AAAAA0KyVl6+5f5ewurom1dU1TT0GAABAIYhoAAAAAIBmqVOH1qmprk7Hjm2aepR6q66uysyZC4Q0AAAAjUBEAwAAAAA0S+1at0xZqZQ3fz0uC6ZPbupxPrM23Xplo32OT6lUJqIBAABoBCIaAAAAAKBZWzB9chZMfaepxwAAAGA1t+Y+DBgAAAAAAAAAABqIiAYAAAAAAAAAgMIT0QAAAAAAAAAAUHgiGgAAAAAAAAAACk9EAwAAAAAAAABA4YloAAAAAAAAAAAoPBENAAAAAAAAAACFJ6IBAAAAAAAAAKDwRDQAAAAAAAAAABSeiAYAAAAAAAAAgMIT0QAAAAAAAAAAUHgiGgAAAAAAAAAACk9EAwAAAAAAAABA4YloAAAAAAAAAAAoPBENAAAAAAAAAACFJ6IBAAAAAAAAAKDwRDQAAAAAAAAAABSeiAYAAAAAAAAAgMIT0QAAAAAAAAAAUHgiGgAAAAAAAAAACk9EAwAAAAAAAABA4YloAAAAAAAAAAAoPBENAAAAAAAAAACFJ6IBAAAAAAAAAKDwRDQAAAAAAAAAABSeiAYAAAAAAAAAgMIT0QAAAAAAAAAAUHgiGgAAAAAAAAAACk9EAwAAAAAAAABA4YloAAAAAAAAAAAoPBENAAAAAAAAAACFJ6IBAAAAAAAAAKDwRDQAAAAAAAAAABSeiAYAAAAAAAAAgMIT0QAAAAAAAAAAUHgiGgAAAAAAAAAACm+NiGimTp36/7F33+FRVO/fxz/ZEAghhSJd6SZICYRQpUjovRepCkgvAiJSVARpUpXee5eigH5VsCDFhiiodAgtdEgChBBI9jx/8GR/LAESIMmmvF/XxXWRM2dm7zOz087ec0Y+Pj4x/m3cuFGSdOjQIbVv314lS5ZUtWrVtGzZMrv5rVarpk2bpsqVK6tkyZLq2rWrzp4964imAAAAAAAAAAAAAAAAIAlK4+gA4uLw4cNKly6dtm/fLicnJ1u5h4eHgoOD1alTJ1WrVk0jR47U33//rZEjRypDhgxq3ry5JGnWrFlatWqVxo8frxw5cmjixIl66623tGXLFqVNm9ZRzQIAAAAAAAAAAAAAAEASkSySaI4ePap8+fIpW7ZsMaYtXbpULi4uGjVqlNKkSaOCBQvq9OnTmjdvnpo3b667d+9q0aJFGjRokKpWrSpJmjp1qipXrqzvvvtODRo0SOTWAAAAAAAAAAAAAAAAIKlJFq9zOnLkiAoWLPjIaXv37lXZsmWVJs3/5QOVL19ep06d0tWrV3X48GGFhYWpQoUKtumenp4qUqSI/vjjjwSPHQAAAAAAAAAAAAAAAElfshmJJlOmTGrXrp0CAwOVN29e9ezZU1WqVNHFixfl7e1tVz96xJoLFy7o4sWLkqScOXPGqBM97VmlSZMscpAAAEjVnJ1Txvk6pbQDeFp895MOtgUApD4c+5MOtgWeFd+dpIHtAAAAkHwk+SSayMhInTx5UoUKFdKQIUPk7u6ur776St26ddPixYt1584dpU2b1m6edOnSSZIiIiIUHh4uSY+sExoa+sxxWSxOypQpwzPPDwAA8DQ8PdM7OgQAqRzHIQAAHIfzMJC8sQ8DAAAkH0k+iSZNmjT67bff5OzsLFdXV0lSsWLFdOzYMS1cuFCurq66e/eu3TwRERGSJDc3N9s8d+/etf0/uk769M9+4Wq1Gt24cfuZ5wcAAInD2dmSIjqrbtwIV1SU1dFhAIkupezDKQHHIQBIfTgPJx2ch/Gs2I+TBvZhAAAAx/P0TB+nEQKTfBKNJGXIEHPEl5dfflm7du1Sjhw5dPnyZbtp0X9nz55dkZGRtrI8efLY1fHx8XmuuCIjuegFAACJIyrKyrUHAIfiOAQAgONwHgaSN/ZhAACA5CPJv4jz2LFjKlWqlH777Te78n///VeFChVSmTJl9OeffyoqKso27ddff1X+/PmVJUsWFS5cWO7u7nbz37hxQwcPHlSZMmUSrR0AAAAAAAAAAAAAAABIupJ8Ek3BggVVoEABjRo1Snv37tWJEyc0btw4/f333+rZs6eaN2+uW7duafjw4Tp+/Lg2btyoJUuWqHv37pKktGnTqn379po0aZK+//57HT58WAMGDFCOHDlUq1YtB7cOAAAAAAAAAAAAAAAASUGSf52TxWLRnDlzNHnyZPXv3183btxQkSJFtHjxYnl7e0uSFixYoDFjxqhp06bKmjWrBg8erKZNm9qW0a9fP0VGRur999/XnTt3VKZMGS1cuFAuLi6OahYAAAAAAAAAAAAAAACSkCSfRCNJL7zwgsaNG/fY6b6+vlq7du1jpzs7O+vdd9/Vu+++mxDhAQAAAAAAAAAAAAAAIJlL8q9zAgAAAAAAAAAAAAAAABIaSTQAAAAAAAAAAAAAAABI9UiiAQAAAAAAAAAAAAAAQKpHEg0AAAAAAAAAAAAAAABSPZJoAAAAAAAAAAAAAAAAkOqRRAMAAAAAAAAAAAAAAIBUjyQaAAAAAAAAAAAAAAAApHok0QAAAAAAAAAAAAAAACDVI4kGAAAAAAAAAAAAAAAAqR5JNAAAAAAAAAAAAAAAAEj1SKIBAAAAAAAAAAAAAABAqkcSDQAAAAAAAAAAAAAAAFI9kmgAAAAAAAAAAAAAAACQ6pFEAwAAAAAAAAAAAAAAgFSPJBoAAAAAAAAAAAAAAACkeiTRAAAAAAAAAAAAAAAAINUjiQYAAAAAAAAAAAAAAACpHkk0AAAAAAAAAAAAAAAASPVIogEAAAAAAAAAAAAAAECqRxINAAAAAAAAAAAAAAAAUj2SaAAAAAAAAAAAAAAAAJDqkUQDAAAAAAAAAAAAAACAVI8kGgAAAAAAAAAAAAAAAKR6JNEAAAAAAAAAAAAAAAAg1SOJBgAAAAAAAAAAAAAAAKkeSTQAAAAAAAAAAAAAAABI9UiiAQAAAAAAAAAAAAAAQKpHEg0AAAAAAAAAAAAAAABSPZJoAAAAAAAAAAAAAAAAkOqRRAMAAAAAAAAAAAAAAIBUjyQaAAAAAAAAAAAAAAAApHok0QAAAAAAAAAAAAAAACDVI4kGAAAAAAAAAAAAAAAAqR5JNAAAAAAAAAAAAAAAAEj1SKIBAAAAAAAAAAAAAABAqkcSDQAAAAAAAAAAAAAAAFI9kmgAAAAAAAAAAAAAAACQ6pFEAwAAAAAAAAAAAAAAgFSPJBoAAAAAAAAAAAAAAACkeiTRAAAAAAAAAAAAAAAAINUjiQYAAAAAAAAAAAAAAACpHkk0AAAAAAAAAAAAAAAASPVIogEAAAAAAAAAAAAAAECqRxINAAAAAAAAAAAAAAAAUj2SaAAAAAAAAAAAAAAAAJDqkUQDAAAAAAAAAAAAAACAVI8kGgAAAAAAAAAAAAAAAKR6aRwdAAAAAAAAAAAAABKe1WrVmjUrtXnzRl2+fFkvvZRH7dp1VK1adW11fvhhu1atWqbTp0/Jw8NDpUuXVY8efZQ5cxZbnVGjPtB33/0vxvI//ni8AgJqJEpbAAAAEgJJNAAAAAAAAAAAAKnAggVztGrVMnXp0kOvvFJEv/yyW6NGfSAnJyfVrFlH27d/q48+Gq7GjZupW7deunbtqhYsmKN+/Xpq4cLlSpcunSTp2LEjqlGjtlq0eN1u+Xny5HFEswAAAOINSTQAAAAAAAAAAAAp3J07d/T556vVsmUbdejwpiSpdOmyOnLkkNavX6uaNeto+fLFqlChot59d5htvjx58ql79ze1Z89OBQTUUEREhM6cOa3WrduqWLHiDmoNAABAwiCJBgAAAAAAAAAAIIVzcXHR7NmLlClTphjlYWG3ZLVaVbp0OZUs6Wc3PW/efJKkoKBzkqTAwBOKiopSoUI+iRI3AABAYiKJBgAAAAAAAAAAIIVzdnZWoUIvS5KMMQoOvq6vvtqivXt/17vvDpPFYlHfvgNizLdz50+SpPz5C0qSjh07KknauvULvfdef4WGhqpIkWLq3bu/ihYtlhhNAQAASDAWRwcAAAAAAAAAAACAxLN9+7dq1Ki25s6doQoVKqp27bqPrBcUdE4zZ36ql1/2VoUKFSVJx44dkSSFh4drxIgx+uijMbp796769euu48ePJVobAAAAEgIj0QAAAAAAAAAAAKQiRYoU04wZ83TixDHNnz9H77zTT9Onz5WTk5OtzunTpzRgQG85Oztr9OgJsljuP5fdokVrVaxYReXKVbDV9fcvqzZtmmrZskUaNWpcorcHAAAgvpBEAwAAAAAAAAAAkIrkzv2icud+USVLlpKbWwaNGfOR9u//SyVLlpIk7du3V8OHD1b69Ok1bdpc5c79om3ePHnyKU+efHbL8/DwUPHiJXT8+NHEbAYAAEC843VOAAAAAAAAAAAAKVxwcLD+97+tCg6+blfu41NYknT16hVJ0rZt32jgwD7Kli2b5s5drLx589nV//777/T777/GWH5ERIQyZsyUMMEDAAAkEpJoAAAAAAAAAAAAUriIiAiNGfORtm790q48OiGmYMGX9csvuzR69AgVK+arWbMWKGvWbDGW8+WXGzVx4jjdu3fPVnblymX9889+lSpVOmEbAQAAkMB4nRMAAAAAAAAAAEAKlyNHDtWv30iLFy+Qs3MaeXv7aP/+v7Ry5VI1aNBYuXLlVv/+vZQ+vZveeKOzAgMD7ebPli2bsmXLrjfffEv9+/fSkCHvqGXL13Xjxg0tXjxPnp5eev319g5qHQAAQPwgiQYAAAAAAAAAACAVGDRoqHLlyq3Nmzfp0qULypYtu7p06a42bTror7/+1LVrVyVJAwb0iTFvp05d1aVLd5UqVVpTpszQokXzNGLEUDk5WVSuXAX17NlP7u7uid0kAACAeEUSDQAAAAAAAAAAQCrg4uKiN97oojfe6BJjmr9/Ge3atTdOyylduqxKly4b3+EBAAA4nMXRAQAAAAAAAAAAAAAAAACOxkg0AAAAAAAAAAAAyZDF4iSLxcnRYTwzq9XIajWODgMAAMCGJBoAAAAAAAAAAIBkxmJxUsaMbnJ2Tr4vHYiKsiok5DaJNAAAIMkgiQYAAAAAAAAAACCZsVic5Oxs0czVuxV0OdTR4Ty13Nm81LtNRVksTiTRAACAJIMkGgAAAAAAAAAAgGQq6HKoTgUFOzoMJAFWq1WbN2/Upk3rdf58kDJmzKzKlauoS5fuypDBXZK0f/9fmjt3po4fPyZ3d3dVqRKgbt16ys0twyOXefjwIXXv/qbee+991avXMDGbAwCAQ5BEAwAAAAAAAAAAACRzK1cu04IFs9WmTQf5+5fR2bNntGDBHJ08eUJTp85UYOBJDRjQW8WLl9SoUeN09eplzZo1XefPB2nChKkxlnf37l2NGTNCUVFRDmgNAACOQRINAABAChPbU0eVKpV+7Lx+fv6aPn2u+vTppr//3vfYert27U2I0AEAAAAAAPAMrFarVq5cqkaNmqlHjz6SpDJlysnLy0sjRgzTkSOHtGPHj5KcNG7cJLm5uUmSIiOjNGnSOF28eEE5cuS0W+aCBbMVFhaW2E0BAMChSKIBAABIYWJ76mjOnMUx5vn55x+0atVyNWnSXJL0zjtDYnSSnD9/TqNHj1CjRk0TpR0AAAAAAACIm7CwMNWpU0/VqtW0K8+TJ58kKSjonO7ejVCaNGnk6upqm+7l5SVJCg0NtUui+eef/Vq/fp1GjRqrIUPeSfgGAACQRJBEAwAAkILE5amjYsWK281z6dJFbd78hZo1a6nq1WtJkvLnL2BXJyoqSp99NlGFCr2st98elDiNAYDHiI8RtyQpMPCkZs+epgMH9stisejVVyupZ8++ypLlhcRqCgAAAADECw8PD/Xv/26M8p07f5J0v68nf/4C2rLlS02fPlVvvtlF165d0+LF81WwYCEVKvSybZ47d+5ozJiR6tixkwoWfDnGMgEASMlIogEAAEhB4vLUUeHCReymzZjxqdKlS6fu3Xs/drlffrlRR44c1pw5i+Ti4hLvcQPA04iPEbeuXr2ifv16KHfuF/Xhhx/rzp07mjdvpvr376XFi1cpTRpulwEAAAAkb//9969WrFiqihUrq0CBQpKkXr36asqUCfr889WSpBw5cmrmzPlydna2zTdnznS5uaVX+/Zv6sqVyw6JHQAAR6FXEAAAIAWJy1NHD/r333/044/bNWzYCGXI4P7IZd6+fVsLF85R7dr1VKRIsXiOGACeTnyNuLV58yaFhd3SJ59MkZdXRklSxowZ1a9fD/355x8qV65CorYLAAAAAOLTgQN/a/DgAcqVK5eGDRshSVq+fInmzp2hZs1a6rXXqikkJERLly7Q22/30qxZ85U5cxbt27dXmzdv0rx5S3m4AACQKnH2AwAASOEe9dRRtFWrlilnzlyqVavuY+f/6qvNunnzpjp06JTQoQJArOJrxK2mTVvq1Vcr2RJoJNlG2rp7NyJhggcAAACARPD9999pzJiReumlPJo8ebq8vDIqMjJSS5cuUK1adTVw4Hu2uqVK+atVqyZatWq5OnfupnHjRqlduzeUL19+RUZGymq1Srr/QENkZCSJNQCAFM/i6AAAAACQcA4c+FvvvNPX7qmjaJcvX9KuXTvUsmWbJ3aAbNy4ThUrVlGePHkTOlwAiFX0iFu+viXtynfu/EnS40fc6t69t92IW5kyZbIl20REROjff//RlCmfKHfuF1W2bPkEbAFiY7Va9cUX6/XGG6+rZs3KatmysaZNm6ywsFu2OleuXNbIke+rXr3qqlXrNb39di8dPXr4scs8fPiQXnutnL7+ektiNAEAAABwmFWrluujj4arWLHimjlzvl544QVJUkhIiO7cuaPixUvY1c+UKbPy5MmrwMCTOnz4oC5cOK/Fi+eratXyqlq1vFq3biJJGj/+Y1Wtyr0SACDlI10UAAAghXrUU0cP2rHjRzk5OalGjVqPXcbx48d09uwZdevWK4GjBYBn97wjbr35ZhudPXtG6dKl09ixk5QunWtCh4wnWLlymRYsmK02bTrI37+Mzp49owUL5ujkyROaOnWmwsNvq3fvrkqbNq3efXeo0qZNpyVLFmjAgN5aunSt7UeCaHfv3tWYMSMUFRXloBYBAAAAieOLLzZo1qzPVL16Tb3//ijbaJvS/QcJPD29tH//X2ratIWtPCQkRGfPnlGRIsVUuPArWrBgmd0yr169qiFDBqpTp66qWLFyorUFAABHIYkGAAAgBVq1arlmz54mPz9/jR07Se7u7jHq7NmzUyVK+Clz5iyPXc6ePTvl6uqqV1+tlJDhAsAzO3Dgbw0ePOCJI2716TPgiSNuDRz4nowxWr9+rQYP7q8JEz5VuXIVEjp0PILVatXKlUvVqFEz9ejRR5JUpkw5eXl5acSIYTpy5JB+/XWPbtwI1YoV620JM4ULv6IuXTror7/2qmbNOnbLXLBgtsLCwhK9LQAAAEBiunbtqqZPn6KcOXOpWbPWOnLEfqTG3LlfVJcu3TR16kRlyJBBAQE1FBoaouXLl8hisej119vJzS1DjNfjXrhwXpKUM2euGNMAAEiJSKIBAABIYZ701FE0Y4wOHfpPzZu3fuKy/vvvH3l7F2ZUBgBJUnyMuCXdT9KQpFKlSqtDh1ZauXIpSTQOEhYWpjp16qlatZp25Xny5JMkBQWd048/fq+qVavbjTiTJcsL+uKL/8VY3j//7Nf69es0atRYDRnyToLGDgAAADjSL7/sVkREhC5cOK/evd+KMX3YsBFq3ry13N09tGbNCn399RZ5eWVUiRIlNXbsROXKldsBUQMAkPSQRAMAAJCCxOWpo0yZMunSpYu6deuW8uXL/8TlnTx5wvbjMgAkJc874ta+fXsVEXFHFSr830hbadKkUcGChXTy5IkEjR2P5+Hhof79341RvnPnT5KkfPkK6NSpk6pdu67mz5+trVu/UEhIiHx9S2rAgMEqUKCgbZ47d+5ozJiR6tixkwoWfDlxGgAAAAA4SIMGjdWgQeNY69WuXU+1a9eL83Jz5sylXbv2Pk9oAAAkKyTRAAAApCBxeeqoXr2Gun79miTJw8Pzicu7fv1arHUAILHFx4hb33zzlXbv/lmff75Zbm4ZJEm3b4fp33//UfHiJRI0fjyd//77VytWLFXFipWVOXNmRUVFae3aVcqVK7fee+8D3bt3VwsWzFHfvt20dOkavfBCVknSnDnT5eaWXu3bv6krVy47uBUAAAAAAABIDkiiAQAASEHi+tRRkSLF4vQU0fff746PsAAg3sTXiFtt23bUjz9u1+DBA9S2bUfdu3dXK1Ys1e3bt9W5c7fEaAri4MCBvzV48ADlypVLw4aNUEREhG3a5MnT5ebmJkny8SmiNm2aasOGderevbf27durzZs3ad68pUqThq4PAAAAJF8Wi5MsFidHh/HMrFYjq9U4OgwAAOKMniQAAAAAQLIRXyNu5cuXXzNnztecOTP18ccfKioqSiVLltLQoR8of/4CCdoGxM3333+nMWNG6qWX8mjy5Ony8sqoW7duSZL8/PxtCTSSlCNHDuXNm19Hjx7R7du3NW7cKLVr94by5cuvyMhIWa1WSZLValVkZCSJNQAAAEgWLBYnZczoJmdni6NDeWZRUVaFhNwmkQYAkGzQawQAAJAMJOfOEomnjgDEn/gcccvbu7CmTJkeX6EhHq1atVyzZ0+Tn5+/xo6dJHd3d0mSu7u7MmbMpHv37saYJzIyUunSpdPhwwd14cJ5LV48X4sXz7erM378xxo//uM4jcYGAAAAOJrF4iRnZ4tmrt6toMuhjg7nqeXO5qXebSrKYnGiXwgAkGyQRAMAAJCEeXm4ylit8vRM7+hQnovVGqXg4HA6TAAAsfriiw2aNeszVa9eU++/P0ouLi520ytUqKiff/5RISEhypgxoyTpzJlTOnv2tBo2bKzChV/RggXL7Oa5evWqhgwZqE6duqpixcqJ1RQAAAAgXgRdDtWpoGBHhwEAQKpAEg0AAEASlsE1rZwsFgVuna/waxccHc4zSZ8lp/I36MpTRwAey2JxksXi5OgwnhmjbcWfa9euavr0KcqZM5eaNWutI0cO203PnftFvfnmW9q58ycNHNhbb77ZVffu3dP8+bOULVt2NWzYRG5uGVS4cBG7+S5cOC9JypkzV4xpAAAAAAAAQDSSaAAAAJKB8GsXFH7pjKPDAIB4Z7E4KWNGt2T92rqoKKtCQm6TSBMPfvlltyIiInThwnn17v1WjOnDho1QvXoNNXv2Is2ePV0ff/yhnJ0tKl26nPr1Gyg3twwOiBoAAABAfLFardq8eaM2bVqv8+eDlDFjZlWuXEVdunRXhgz3X/O6Z88uLVo0T6dOnZSXV0bVq9dQHTt2thvF8ubNm5o7d6Z+/vlHhYffVoEChdStWy/5+5dxVNMAAMkESTQAAAAAAIexWJzk7GzRzNW7FXQ51NHhPLXc2bzUu01FRtuKJw0aNFaDBo1jrZc/fwFNmDA1zsvNmTOXdu3a+zyhAQAAAEgEK1cu04IFs9WmTQf5+5fR2bNntGDBHJ08eUJTp87UH3/8piFDBqpOnfrq3r23zpw5pTlzZurq1at6773hkqSoqCgNGtRPly5dVM+efZU5cxZ9/vlqvfvu25o3b6kKFXrZwa0EACRlJNEAAAAAABwu6HKoTgUFOzoMAAAAAICDWK1WrVy5VI0aNVOPHn0kSWXKlJOXl5dGjBimI0cOafnyxfLxKaxhw0bYpoeEhGjZskXq12+g0qdPr23bvtHhwwe1aNFKFSxYSJJUsmQpvfFGG/3++68k0QAAnogkGgAAAAAAkGAsFidZLE6ODuO5WK2GkYYAAACABBYWFqY6deqpWrWaduV58uSTJAUFndOQIR8oKirSbrqLi4usVqsiI++X//TT9ypZ0t+WQCNJ6dKl05o1GxO2AQCAFCFZJNGEhIRoypQp+umnn3Tr1i35+PjonXfeUenSpSVJnTp10p49e+zmKVu2rJYvXy5JioiI0Pjx4/XNN9/ozp07qlatmoYPH67MmTMnelsAAAAAAEgtLBYnZczoJmdni6NDeS5RUVaFhNwmkQYAAABIQB4eHurf/90Y5Tt3/iTp/mtdc+d+0VYeFnZLe/f+rtWrV6hGjdry8PCQJB07dlSVK1fVunWrtG7dal25clmFCnmrX7+BKlHCLxFaAgBIzpJFEs3AgQN15coVTZkyRVmyZNHy5cvVpUsXbdq0SQUKFNCRI0f00UcfqUaNGrZ5XFxcbP//6KOPtHfvXk2fPl1p06bViBEj1K9fP61YscIRzQEAAAAAIFWwWJzk7GzRzNW7FXQ51NHhPJPc2bzUu01FWSxOJNEAAAAAiey///7VihVLVbFiZRUo8H8jy1y9elVNmtSRJOXKlVvduvWyTQsJCdaPP26Xh4enevd+W66urlqxYqkGDOijefOW8DonAMATJfkkmtOnT2v37t1atWqV/P39JUkffPCBdu7cqS1btqh9+/a6du2aSpQooaxZs8aY/9KlS/riiy80Z84c28g1U6ZMUZ06dfTXX3/Jz4+MUwAAgNTEarVq8+aN2rRpvc6fD1LGjJlVuXIVdenSXRkyuNvVjYyMVK9eb6lcuQrq0qW73bRTpwI1a9Y0/fXXn0qTJo38/Uure/c+eumlPInZHABIFoIuh+pUULCjwwAAAACQjBw48LcGDx6gXLlyadiwEXbT0qVLp88+m63Q0FAtWjRX3bt30sKFy5U1azZFRkbq1q2bmj9/qbJlyy5JKlHCT61aNdGKFUv00UdjHNEcAEAykeTHU86UKZPmzZun4sWL28qcnJzk5OSkGzdu6MiRI3JyclL+/PkfOf+ff/4pSSpfvrytLH/+/MqePbv++OOPhA0eAAAASc7Klcs0depEVahQSWPHTlKbNu31zTdfa/jwwTLm/0YYiIiI0MiR7+vgwX9jLOP8+SD17NlFgYEnNXDgYI0YMVqS1KNHJ124cD7R2gIAAAAAAJASff/9d+rfv7eyZ8+hTz+dLS+vjHbTPTw85O9fRtWq1dDEiZ8pOPi6tm79UpKUPr2bXn7Zx5ZAI0lubhlUvLivjh07kpjNAAAkQ0l+JBpPT0+99tprdmXffvutTp8+rWHDhuno0aPy8PDQqFGjtHv3brm5ualOnTrq1auX0qZNq0uXLilTpkxKly6d3TKyZcumixcvPldsadIk+RwkAABSPWdnztdJRVLYFlarVatWLVWTJs3Up08/SVKFChWUKVNGffDBUB0/fkSvvFJEf/+9T5MmfaLLly9Luv86kgev/davX6OIiDtasmSF7V3cr776qt566w3Nnz9bo0bxRFN8SQrfG9yXUNsipWzjlNKO+JaS1ktKagsQV3zvkw62BZ4V352kgWvpJ0sp7UgIKWXdPG07Vq5cphkzPlOpUv765JPJcnf3kCRFRUXpxx+/10sv5ZGPT2Fb/ZdeelGenl66fv2q0qSxKE+ePLp3726M3/GioqKULp0rv+8BAJ4oySfRPGzfvn0aOnSoatWqpapVq2rYsGGKiIiQr6+vOnXqpEOHDmnChAk6f/68JkyYoPDwcKVNmzbGctKlS6eIiIhnjsNicVKmTBmepykAAACpiqdnekeHoBs3bqhJkyaqW7eu3bWcr28RSVJIyBVlypRBgwcPlL+/v+bNm6tq1aopffq0dvWDgs6oUKFCKlbMx2755cuX0+eff851IlKkpLAPJ2Wsn5SPbQzAkTgGAckb+/CTsX5SvqfZxmvWrNH06Z+qXr16+uSTT2L8xjdnzgzly5dPCxcutJX9999/Cg0NUfHiRZUpUwZVqxagWbNm6fr1iypYsKAkKTg4WP/8s19NmjSh3wYA8ETJKolm+/btGjRokEqVKqVJkyZJkkaNGqX33ntPXl5ekiRvb2+5uLhowIABGjx4sFxdXXX37t0Yy4qIiFD69M9+YWa1Gt24cfuZ5wcAAInD2dlCZ0wSceNGuKKirA6Owlm9ew+QJAUHh9lKt2z5WpKULVtuBQeHadas+SpU6GXb9PDwu3b1M2Tw0OHDR3TlSojSpHGxlZ84EaibN2/q1KnztutTPB/24aQjofbhlLKNk8YxLulJKdtXYhsjdUpJ+3ByxzEIz4r9OGngWvrJOMY9XmrbxteuXdXYseOUM2cuNWrUXL/99qfd9Ny5X1Lnzt00atSHGjJkuKpVq66goCAtWDBHBQsWUrVqdRQcHKZGjVpo/fr1euutrurRo7dcXdNryZIFkqQWLdrY9fEAAFIPT8/0cRodLdkk0axYsUJjxoxRnTp17DJP06RJE+MHipdfvv+Dx8WLF5UjRw6FhITo7t27dtmqly9fVvbs2fU8IiO5qAMAAIirqChrkrx++u+/f7Vs2RJVrFhZefMWUGSkVfnyFbSL1Wo1dn/XrdtA3333jUaM+EDduvWSu7u7vv32a/366x5J0q1bYcqQwSPR2wIkpKS6DycVrJ+Uj20MwJE4BgHJG/vwk7F+Ur64buOdO3cqIuKOLlw4rx49usSYPmzYCNWr11AuLmm1YsVS/e9/W5U+vZuqVKmq7t37KE2atIqMtMrNzV2zZi3U7NnTNXHieEVG3lPx4iU1c+YCZcmSje8bAOCJkkUSzapVq/Txxx+rQ4cOGj58uJycnGzTOnTooBdffFHjxo2zlf3zzz9ycXFRvnz5lDVrVlmtVv3555+qUKGCJCkwMFCXLl1SmTJlEr0tAAAASDoOHPhbgwcPUK5cuTRs2Ig4z1emTHl9+OHHmjZtslq3/k6SVLp0WbVv/6YWLpwrV1fXhAoZAAAAAAAgRWrQoLEaNGgca72AgBoKCKjxxDrZsmXXiBGj4ys0AEAqkuSTaAIDAzV27FjVrFlT3bt319WrV23TXF1dVbt2bY0dO1a+vr6qVKmS/vnnH02YMEFdunSRu7u73N3dVb9+fb3//vsaO3as0qdPrxEjRqhs2bIqWbKk4xoGAAAAh/r+++80ZsxIvfRSHk2ePF1eXhmfav5ateqqevVaOn8+SK6ursqaNZsWLJgji8Uid3dGoQEAAAAAAAAAILlJ8kk03377re7du6dt27Zp27ZtdtOaNm2q8ePHy8nJScuXL9fYsWOVNWtWvfnmm+rWrZut3scff6yxY8eqT58+kqQqVaro/fffT9R2AAAAIOlYtWq5Zs+eJj8/f40dO0nu7u5PNf+pU4E6dOg/1a3bQC+9lMdWfvToYRUsWEjOzs7xHTIAAAAAAECy5OxscXQIz8xqNbJajaPDAAAkoiSfRNOjRw/16NHjiXXatWundu3aPXa6m5ubRo8erdGjGbYNAAAgtfviiw2aNeszVa9eU++/P0ouLi5PvYzAwBMaM+YjFS1aTHny5Pv/ZSf122+/6I03Yr6zGwAAAAAAILXx8nCVsVrl6Zne0aE8M6s1SsHB4STSAEAqkuSTaAAAAID4cu3aVU2fPkU5c+ZSs2atdeTIYbvpuXO/qEyZMsW6nAoVKil37hf10Ufvq2vXHgoLC9OsWdOUK1dutW7dNqHCBwAAAAAASDYyuKaVk8WiwK3zFX7tgqPDeWrps+RU/gZdZbE4kUQDAKkISTQAAABINX75ZbciIiJ04cJ59e79Vozpw4aNUL16DWNdjqurqyZPnq5p0yZr5Mj3lTZtOpUv/6q6deutDBme7tVQAAAAAAAAKVn4tQsKv3TG0WEAABAnJNEAAAAg1WjQoLEaNGj8VPPs2rX3keUvvviSJkz4NB6iAgAAAAAAAAAASYHF0QEAAAAAAAAAAAAAAAAAjsZINAAAAEj2LBYnWSxOjg7jmVmthndrAwAAAAAAAADgYCTRAAAAIFmzWJyUMaObnJ2T7yCLUVFWhYTcJpEGAAAAAAAAAAAHIokGAAAAyZrF4iRnZ4tmrt6toMuhjg7nqeXO5qXebSrKYnEiiQYAAAAAAAAAAAciiQYAAAApQtDlUJ0KCnZ0GAAAAAAAAAAAIJlKvmPeAwAAAAAAAAAAAAAAAPGEJBoAAAAAAAAAAAAAAACkeiTRAAAAAAAAAAAAAAAAINUjiQYAAAAAAAAAAAAAAACpHkk0AAAAAAAAAAAAAAAASPVIogEAAAAAAAAAAAAAAECqRxINAAAAAAAAAAAAAAAAUj2SaAAAAAAAAAAAAAAAAJDqkUQDAAAAAAAAAAAAAACAVI8kGgAAAAAAAAAAAAAAAKR6JNEAAAAAAAAAAAAAAAAg1SOJBgAAAAAAAAAAAAAAAKkeSTQAAAAAAAAAAAAAkIxcvnxJdepU1b59ex9bZ9261apUqbQuXDj/2DqHDx/Sa6+V09dfb0mIMAEg2SGJBgAAAAAAAAAAAACSiUuXLmrgwD66devWY+ucOXNac+fOeOJy7t69qzFjRigqKiq+QwSAZIskGgAAAAAAAAAAAABI4qxWq77+eos6d26n69evP7ZeVFSUxo4dKS+vjE9c3oIFsxUWFhbPUQJA8kYSDQAAAAAAAAAAAAAkcSdOHNOkSeNUp059ffDByMfWW716ua5fv6b27d98bJ1//tmv9evXaeDAwQkQKQAkXyTRAAAAAMnY495/vWfPLr31VkfVqFFJzZs30MKFc3Xv3j27Ov/+e0B9+nRTzZpV1LhxbX366UTdvs3TRwAAAAAAAElR9uw5tGbNJvXtO1Dp0rk+ss7Jkye0aNF8DR36oVxdH13nzp07GjNmpDp27KSCBV9OyJABINkhiQYAAABIph73/uvff/9VQ4YMVIECBTVu3GS1bdtBa9as1JQpE2x1jh8/prff7ik3twwaM2aCunfvox9+2K73338vsZsBAAAAAACAOPD09FK2bNkfOz0yMlKjR49Qw4aN5efn/9h6c+ZMl5tb+ieOVAMAqVUaRwcAAAAA4OlYrVZ9881XmjnzUxkTc/ry5Yvl41NYw4aNkCSVKVNOISEhWrZskfr1G6j06dNr3bpV8vT00pgxE+Ti4mKbd+zYkTpz5pTy5MmXSK0BAAAAAABAfFi2bJFu3bqpHj36PrbOvn17tXnzJs2bt1Rp0vBTMQA8jCMjAAAAkMxEv/+6adMWKl26rN59t7/d9CFDPlBUVKRdmYuLi6xWqyIj75d37dpTrVq1tUugSZPm/v8jIu4mbAMAAAAAAAAQr44ePazlyxdr4sTP5OLiosjISFmtVkn3H8iKiopSRESExo0bpXbt3lC+fPlj1ImMjCSxBkCqx1EQAAAASGai33+dLVt27du3N8b03LlftP0/LOyW9u79XatXr1CNGrXl4eEhScqaNZuyZs0mSQoPD9e//x7QvHkzVbx4Cb38snfiNAQAAAAAAADxYufOHbp375769+8VY1rr1k1UsmQpde7cTRcunNfixfO1ePF8uzrjx3+s8eM/1q5dMfuaACA1IYkGAAAASGY8Pb3k6ekVa72rV6+qSZM6kqRcuXKrW7eYnSjGGNWvX0N370bIy8tLAwa8G+/xAgAAAAAAIGE1btxMFStWtivbvXunFi+er/HjpyhPnjx64YWsWrBgmV2dq1evasiQgerUqWuM+QEgNSKJBgAAAEih0qVLp88+m63Q0FAtWjRX3bt30sKFy20j0EhSVFSUPvlksiIi7mrFiiXq3bubZs1awGg0AAAAAAAAycgLL2TVCy9ktSs7efKEJKlgwULKmTOXJKlw4SJ2dS5cOC9JypkzV4xpAJAaWRwdAAAAAICE4eHhIX//MqpWrYYmTvxMwcHXtXXrl3Z10qRJozJlyqtSpSqaNGmanJ2d9fnnqx0UMQAAAAAAAAAAjkMSDQAAAJCCREVF6fvvt+no0cN25Tlz5pKnp6euXr0iSdq162f9/fc+uzru7u7KnftFXb16NdHiBSBdvnxJdepU1b59Md87/6Rpe/bs0ltvdVSNGpXUvHkDLVw4V/fu3UuMkAEAAAAADlaqVGnt2rVXpUqVfmydevUaateuvbZRaB4lZ85c2rVrr+rVa5gQYQJAskMSDQAAAJCCODs7a86cGZozZ4Zd+ZEjhxUaGqqCBV+WJK1bt0qTJo1XVFSUrc7ly5d06tRJFSpUKFFjBlKzS5cuauDAPrp169ZTTfv99181ZMhAFShQUOPGTVbbth20Zs1KTZkyITHCBgAAAAAAAFKkNI4OAAAAAED86ty5q8aM+UiTJo1T1arVdf58kBYunKsCBQqqfv37TxW9+eZbGjCgt0aMGKpGjZopJCRYS5YskIeHp15/vb2DWwCkfFarVd9885VmzvxUxsR9WrTlyxfLx6ewhg0bIUkqU6acQkJCtGzZIvXrN1Dp06dP4BYAAAAAAJ6XxeIki8XJ0WE8M6vVyGp9zI0rACRTJNEAAAAAKUzdug3k6uqqFSuW6ptvvlL69G6qUqWqunfvo3TpXCXdH/J36tSZWrBgjt5//z05OzurXLkK6tmzrzJnzuLgFgAp34kTxzRp0jg1bdpCpUuX1bvv9o/TtGhDhnygqKhIuzIXFxdZrVZFRkbGqA8AAAAASFosFidlzOgmZ+fk++KQqCirQkJuk0gDIEUhiQYAAABIxqLff/2wgIAaCgioEeu8s2YtSKjQADxB9uw5tGbNJmXLll379u2N87RouXO/aPt/WNgt7d37u1avXqEaNWrLw8MjQWMHAAAAADw/i8VJzs4WzVy9W0GXQx0dzlPLnc1LvdtUlMXiRBINgBSFJBoAAAAAABKZp6eXPD29nnraw65evaomTepIknLlyq1u3XrFW4wAAAAAgIQXdDlUp4KCHR0GAOD/I4kGAAAASAKS89C9vP8acJx06dLps89mKzQ0VIsWzVX37p20cOFyZc2azdGhAQAAAAAAAMkOSTQAAACAA3l5uMpYrfL0TO/oUJ6Z1Rql4OBwEmkAB/Dw8JC/fxlJ0iuvFFGrVo21deuX6tSpq4MjAwAAABKH1WrVmjUr9eWXG3TlymXlzJlLzZq1VPPmrSVJLVo01MWLFx45b86cufT555sTM1wAAJDEkUQDAAAAOFAG17RyslgUuHW+wq89ulMvKUufJafyN+jK+6+BRBQVFaWffvpBL730kry9C9vKc+bMJU9PT129esWB0QEAAACJa8aMqVq3brWaNGmuKlUCFBR0TgsWzNb58+fVt+8AjR07UXfv3rOb57//Dmj69Klq3LiZg6IGAABJFUk0AAAAQBIQfu2Cwi+dcXQYAJIBZ2dnzZkzQy+99JKmTJlhKz9y5LBCQ0NVsODLDowOjxLb09HS/e03f/4sHT58UFarkY9PYfXo0Vc+PoWfsGQAAIDULSQkRBs2rFPDhk00aNBQW3m2bNk1dOg7atSoqV3iuSSFhd3SyJHD9eqrldS+/ZuJHDEAAEjqLI4OAAAAAAAAPJ3Onbvq999/1aRJ47R37+/avHmTBg/urwIFCqp+/YaODg8PmTFjqmbN+kxlypTT+PFT1KLF61q0aJ6mT58qSTp37qz69OmmO3fuaMiQDzRs2Ajdu3dPvXp10ZkzpxwbPAAAQBJ29uxpRUVFqWLFynblpUqVltVq1W+/7Ykxz9KlCxUcfF0DB76XWGECAIBkhJFoAAAAAABIZurWbSBXV1etWLFU33zzldKnd1OVKlXVvXsfpUvn6ujw8IC4PB29adPncnV11cSJnyl9+vSSJH//MmrZsqHWr1/LDzwAAACP4eWVUZJ08aL965GDgs5Jks6fD7Irv3jxoj7/fI3at39TOXLkTJQYAQBA8kISDQAAAAAADlSqVGnt2rX3qacFBNRQQECNhAwN8SAuT0fnzZtfbdq0tyXQSFL69OmVNWs2BQUFPbxIAAAA/H958uSVr29JLVw4T1mzZpe/fxmdP39OEyaMVdq0aRUeHm5X//PPV8nFJa1atmzjoIgBAEBSRxINAAAAAABAAonL09H9+78bY75z587q5MkT8vcvm+AxAgAAJGejR3+iiRPHavjw+9dU7u4e6tWrnxYtmidX1/8bpTEiIkJbt36pBg0aydPT01HhAgCAJI4kGgAAAAAAnpOzs8XRITwzq9XIajWODiPFetqnoyUpIuKOxowZobRp06lFi9YOiBoA4m7fvr3q16/HY6d37txNnTt30+7dO7VkyXydOHFcXl4ZFRBQXW+91VNubm6JGC2AlChz5iwaN26ybt68qatXryh37hdlsVg0adI4eXp62er98cevCgsLU61adR0YLQAASOpIogEAAAAA4Bl5ebjKWK3y9Ewfe+UkymqNUnBwOIk0CSiuT0dL0u3bYRo6dJAOHvxPo0d/ohw5cjoiZACIMx+fwpozZ3GM8vnzZ+vw4f9Uo0Zt7djxo95/f7D8/Pw1atQ43bt3T0uWLNQ///TU7NkLlSYN3dQAnt327d8qX74CKlToZXl4eEiSDh8+KKvVKm9vH1u93bt3KWfO3CpcuIijQgUAwE5cE9J79uyif/7ZH2P6ggXLOK8lAO5OAAAAAAB4Rhlc08rJYlHg1vkKv3Yh9hmSmPRZcip/g66yWJxIoklAcX06+tKlixo8eIDOnj2tUaPGqXLlqo4LGgDiKEMGdxUrVtyubNeuHfrzz9/18cfjlSdPXn3wwRDlzZtfkydPl4uLiySpRAk/tW7dRF9/vUWNGjV1ROgAUoilSxeqQIFCGjlyrK1s7dpVcnd3l59faVvZwYP/yNfX1xEhAgDwSHFJSDfG6MSJ42rdup0CAmrY1cubN39ihZqqkEQDAAAAAMBzCr92QeGXzjg6DCRRcXk6+sSJ4xo4sI8iIiI0ZcoMlSxZypEhA8Azi4i4o6lTJ+rVVyvZOvlPnw5U8+atbAk00v0Ew7x58+uXX3aRRAPgubRo8bomTRqnAgUKqnjxEtq+/Vtt2/aNBg0aInd3d0lSVFSUTp0KVI0atR0cLQAA/ycuCennzp3V7dthqlChYoy6SBgk0QAAAAAAACSg2J6OvnTpovr37yVnZ2fNnr1Q+fMXcGC0APB81q1bo6tXr+izz2bbyry8MuriRfsR2yIjI3Xp0kXdu3c3sUMEkMI0btxMERER2rBhrZYvX6w8efJqxIjRqlmzjq3OjRuhioqKsiU0A0ha/v33H82dO0OHDv2n9OndVK5cBfXu/bYyZcosSdq//y/NnTtTx48fk7u7u6pUCVC3bj3l5pbBwZED8etRCenHjh2RJL38srcjQ0tVSKIBAAAAAABIQLE9HT1mzEcKDr6uQYOGKiwsTP/++49t3gwZMpBUAyDZuHfvntavX63q1WvpxRdfspXXr99Iy5Yt0ooVS1S/fmNFRERo/vxZCgu7pfTp0zswYgApRatWbdSqVZvHTs+UKbN27dqbiBEBiKvDhw+pX78eKl26rMaOnaSrV69o7twZGjr0rObMWaSTJ09owIDeKl68pEaNGqerVy9r1qzpOn8+SBMmTHV0+EC8elRC+rFjR5U+vZtmzvxMu3f/rPDwcJUqVVr9+g1Unjz5HBdsCkYSTTISWxbmg9atW61p0ybr8883K2fOXA6IFgAAAAAASE9+OvrevXvas2enJGnSpHEx5i1ZspRmzJiX2CHjGdBvA0g//vi9rl27pjZtOtiVd+7cTVFRUVqwYI7mzJmhNGnSqGHDpqpU6TWdOnXSQdECAICkYPbsafL29tH48ZNlsVgk3X+Y4LPPJuv8+SBt2/aNJCeNGzdJbm5ukqTIyChNmjROFy9eUI4cOR0YfeKI7V5jz55dWrRonk6dOikvr4yqV6+hOnbsbPcqTSR9j0tIP378qMLDb8vDw0Njx07SxYsXtHjxfPXq1VVLlqzSCy9kdWDUKRNJNMlEbFmYDzpz5rTmzp3hoEgBAAAAAMDDHvd0tIuLi3bs+M0BESE+0W8D3PfTT98rf/4CMYaaT5MmjXr27KvOnbvp/PkgvfBCVnl4eKh3767y9PRyULQAkgpnZ4ujQ3guVquR1WocHQaQLIWGhuivv/7U8OEf2RJoJOm116rptdeqSZLu3o1QmjRp5Orqapvu5eX1/+cPTfFJNLHda/z++68aMmSg6tSpr+7de+vMmVOaM2emrl69qvfeG+7o8PEUHpeQ3rVrL7Vt21ElS5aSJJUo4adixXzVvn1LrVu3Wr169XNEuCkaSTTJRGxZmLly5ZYkRUVFaezYkfLyyqjLly85MmQAD4mIiFCtWlUUFRVlV54+fXpt23b/ydOvv96i1auXKyjonLJkyap69RqoQ4dOSpOGwzUAAAAAJFX02wBSZGSkfv/9F7Vr90aMafv27dW9e/dUrlwF2yvqIiMjdeLEcdWr1yCxQwWQRHh5uMpYrfL0TN6vdbNaoxQcHE4iDfAMTpw4LqvVqowZM2nkyPe1a9fPkoyqVAlQ//7vysPDQ/XrN9KWLV9q+vSpevPNLrp27ZoWL56vggULqVChlx3dhAQX273G8uWL5eNTWMOGjZAklSlTTiEhIVq2bJH69RvIqzOTkcclpD/8tyTlzv2i8ubNr+PHjyVWeKkKv8omA3HJwoy2evVyXb9+Te3bv6kpUz5J7FABPEFg4AlFRUXpww8/Vq5cL9rKo5+0iB7Ou2rV6urV622FhARr4cK5On78qMaMmeiosAEAAAAoeT8hzdPRCYt+G+C+EyeO686dOypevESMaT/99L127fpZ69Z9aXtQ6KuvNuvWrZuqXLlqIkcKIKnI4JpWThaLArfOV/i1C44O55mkz5JT+Rt0lcXixPUW8AyCg4MlSePGjVL58q9q3LhJOnfujObMmanz54M0a9YCFShQSL169dWUKRP0+eerJUk5cuTUzJnz5ezs7MjwE1xc7jWGDPlAUVGRdvO5uLjIarUqMtK+HEnX4xLSIyMjtW3bN3rppTwqVszXblpExB1lypQxEaNMPUiiSQbikoUpSSdPntCiRfM1efI0Xbhw3rFBA4jh2LGjcnZ2VtWq1ZU2bVq7aVFRUVqyZIHKlCmn0aP/ryPVx6ewOnZ8XX/88avKlCmf2CHbebqRdIKUPXt2NWvWSi1atJaTk5MjQk5UcVk/P/ywXatWLdPp06fk4eGh0qXLqkePPsqcOYsjQgYAAEAcpIQnpHk6OmHRbwPcd/LkcUlSvnwFYkxr0qS5tmz5QmPGfKT69Rvp+PGjmjNnhqpXryk/P//EDhVAEhN+7YLCL51xdBgAHCAy8p6k+7+FDBnygSSpdOmycnf30EcfDdcff/ymI0cOa+7cGWrWrKVee62aQkJCtHTpAr39di/NmjU/Rfevx+VeI3fu/3toOyzslvbu/V2rV69QjRq1bfciSPoel5CeJk0aLVo0Xy+88IJmz15oKz9y5LCCgs49chRIPD+SaJKBuGRhRkVFafToEWrYsLH8/PzpjAGSoGPHjihv3nwxEmgkKTj4um7cCNWrr1a2Ky9QoJAyZsyoPXt2OzyJJraRdLZs+UKffDJabdt2VNmy5XXw4L+aMWOqwsNvq2PHzo4KO9HEtn62b/9WH300XI0bN1O3br107dpVLVgwR/369dTChcuVLl06R4UOAACAJ0juT0jzdHTCo98GuO/69WuS9MgfawoUKKQJE6ZqzpyZeu+9Acqc+QV17Ng5VfQXAACAx3Nzc5OkGL+NlCv3qiTp6NHDWrp0gWrVqquBA9+zTS9Vyl+tWjXRqlXL1adP/0SLN7HF5V4j+iHmq1evqkmTOpKkXLlyq1u3Xg6LG0/vSQnpnTt31ZgxH+njjz9UnTr1dPHiRS1YMEeFCnmrbl1ejZoQSKJJBuKShfnvvwd069ZN9ejR15GhAniC6JFoBgzorX/+2S8Xl7QKCKiuPn36y93dQ87Ozrp40b5T/saNG7p586bOnz/noKj/z5NG0pGkZcsW//9XUfWTdP84dfbsGW3YsDZVdIrFtn6WL1+sChUq6t13h9nK8uTJp+7d39SePTsVEFAjMcMFAADAU+IJaTwO/TbAfe3avfHEJ2HLlCnv8AeEAABA0vLii3kkSffu3bUrj34N0d27dx85OkemTJmVJ09eBQaeTJxAHSQu9xply96/vkqXLp0++2y2QkNDtWjRXHXv3kkLFy5X1qzZHBY/4u5JCel16zZQ2rTptGrVMg0dOkiurulVpUpV9ejRJ8W/0sxRSKJJBuKShbl8+WJNnPiZXFxcFBkZKavVKkmyWq2KiopiBwIczBijEyeOyxijBg2a6I03uujQoYNavHi+Tp0K1IwZ81S9ei1t3LhO+fMXUJUqAQoJua5PP50sZ2dn3blzx9FNeOJIOpI0ceKnMUZTSZPGRRERdx9ZP6V50vqxWq0qXbqcSpb0syvPmzefJCkoyPFJUgAAAACeDf02AAAAwLPJly+/cubMpe+//07Nm7e2jaqye/cOSfevsdevX6v9+/9S06YtbPOFhITo7NkzKlKkmEPiTixxudeITqLx8PCQv38ZSdIrrxRRq1aNtXXrl+rUqWsiRoxnFVtCevXqNVW9es1EjCh1I4kmGYgtC3PlymW6d++e+vePOSxX69ZNVLJkKc2YMS/hAwXwWMYYjR8/WRkzZlKBAgUlSSVLllKWLFk0atQH+u23XzRo0FC5uLjok09Ga/z4j5UuXTq1b/+mwsPDlC6dq4Nb8OSRdNzcMihfvvyS7rf15s0b2rHjR3377Vdq3bqdgyNPHLGtn759B8SYZ+fOnyRJ+fMXTNRYAQAAAMQf+m2Q3FksTrJYnBwdxjOzWg2vqwMAIJlycnJSr1799OGHQzVixDA1bNhEp04Fat68WapatZoKF35FXbp009SpE5UhQwYFBNRQaGiIli9fIovFotdfT9m/P8R2r5E2bTp9//02vfTSS/L2LmybnjNnLnl6eurq1SuJFyyQgpBEkwzEloX5ySdTYox8sHv3Ti1ePF/jx09Rnjx5Ej1mAPYsFotKlSodo7xChUqSpOPHj6lChYoaOvRDvf32IF28eEE5cuSUm5ubtmz5Qrlzv5TYIduJy0g6FotFkvTff/+oR4/7r28qXLiI2rRp78jQE8XTrJ9oQUHnNHPmp3r5ZW9VqFDRQZEDAAAAeF702yA5s1iclDGjm5ydLbFXTqKioqwKCblNIg0AAMlUQEANjR+fTkuWzNd77w2Qh4enmjRprq5de0qSmjdvLXd3D61Zs0Jff71FXl4ZVaJESY0dO1G5cuV2cPQJK7Z7jZIl/TR8+Ht66aWXNGXKDNt8R44cVmhoqAoWfNkhcacmyT0hXSIp/VFIokkGYsvC9PUtGWOekydPSJIKFiyknDlzJXLEAB529eoV7dmzS2XLVlCOHDls5REREZKkTJkyavfunfLw8JCvb0nbaDXBwdd15cpluwxiR4jLSDrRiSA5cuTU9OlzdeHCec2fP1s9enTWokUr5erq+NF0EsrTrB9JOn36lAYM6C1nZ2eNHj0hRoINAAAAkJpYrVatWbNSmzdv1OXLl/XSS3nUrl1H1apV11bn66+3aPXq5QoKOqcsWbKqXr0G6tChk9KkcXzXFv02SM4sFic5O1s0c/VuBV0OdXQ4Ty13Ni/1blNRFosTHf8AACRjFStWVsWKlR87vXbteqpdu14iRpQ0xHav4e1dWJ07d9WYMR9p0qRxqlq1us6fD9LChXNVoEBB1a/f0NFNSNFSQkK69PxJ6XG5p//555+0ZMkCnT17WpkzZ1Ht2vXUoUMnubi4xFcz4pXjexoQJ7FlYQJI2iIjozRhwhh16NBJ3bv3tpX/8MN3cnZ2lq+vn2bMmKrQ0FDNnbvYNn3dutWyWCxPvHhMDHEdSUeSXnghq154Iav8/PyVK1du9enTTT/+uF116zZI1JgT09Osn3379mr48MFKnz69pk2bq9y5X0zUWAEAAICkZsGCOVq1apm6dOmhV14pol9+2a1Roz6Qk5OTataso3XrVmvatMmqWrW6evV6WyEhwVq4cK6OHz+qMWMmOjp8SfTbIPkLuhyqU0HBjg4DAAAAD4ntXqNu3QZydXXVihVL9c03Xyl9ejdVqVJV3bv3Ubp0Kffh5qQguSekS/GTlB7bPf0ff/yq4cPfVbVqNdWzZx8FBp7UnDkzFRoaogEDBsdzi+IHSTTJSGxZmA+qV6+h6tVLWtmFT/dkWZCyZ8+uZs1aqUWL/xueDEiucuTIoXr1Gmr16uVKly6dihXz1YEDf2v58sVq1qyV8uTJqxYtXtfAgX00bdpkVar0mvbu/V3Lly9Wu3ZvODzRIraRdNKlS6fvvvtGRYoU1Ysv/t+rp6JH0Ll69WriBpzI4jLSkCRt2/aNxoz5SHnz5tOkSdOUNWs2R4QLAAAAJBl37tzR55+vVsuWbdShw5uSpNKly+rIkUNav36tqlWrqSVLFqhMmXIaPfoT23w+PoXVsePr+uOPX1WmTHkHRW8vuffbAAAAAM8iuY/CkRxeZRPbvUZAQA0FBNRIxIjwoNSckB7bPX3NmnX01VdblD17Dn344cdydnZWmTLldf36da1du1J9+w5MEiPMPizpRYQUK7YstC1bvtAnn4xW27YdVbZseR08+K9mzJiq8PDb6tixs6PDB57boEFDlStXbn377ddatmyRsmbNpi5duqtt246SpLJly2vEiNFaunSRvvxyo3LkyKn+/QepRYvXHRx57CPplCpVWt27v6natetp8ODhtul//PGrJKlQoUKJHnNiistIQ7/8skujR49Q8eIl9MknU5Qhg7sDIwYAAACSBhcXF82evUiZMmWKUR4WdkvBwdd140aoXn3VvsO4QIFCypgxo/bs2Z1kkmgAAACA1MTLw1XGapWnZ3pHh/JcrNYoBQeHJ/lEGiApiu2eXpLu3r0rV9f0cnZ2tk339PTSvXv3dPt2mDw9vRI15rggiSaRWCxOsliS72gqz5uFGZcstGXLFv//oZn72aafPXtGGzasJYkGKULatGn15ptv6c0333psnZo166hmzTqJGFXcxDaSTqFCL6tDh05auHCuMmXKrFKlSuv48aNavHi+Spcuq/LlKzq6CQkqtvWTPXsO9e3bXenTu+mNNzorMDDQbv5s2bIpW7bsDooeAAAAcBxnZ2cVKvSyJMkYo+Dg6/rqqy3au/d3vfvuMLm7e8jZ2VkXL16wm+/GjRu6efOmzp8/99wxpPY+GwAAAOBZZHBNKyeLRYFb5yv82oXYZ0iC0mfJqfwNuj7Xq2xiw/0GUrLY7uklqVmzlho0qJ9WrVquhg2b6PTpU/r889WqUKFikkygkUiiSRQWi5MyZnRL1sOZRUVZFRJy+5kPknHJQps48VOlS5fObnqaNC6KiLj7bEEDiFexjaTzxhtdlDFjRm3YsE6rV69QxowZ1bhxc3Xu3C1VvJLtSevnr7/+1LVr919pNWBAnxjzdurUVV26dE/skAEAAIAkZfv2bzVy5PuSpFdfraTatesqXTpXVa9eSxs3rlP+/AVUpUqAQkKu69NPJ8vZ2Vl37tx5rs+0WJyUKVN6WSzOsVdOonhyFgAAAI4Ufu2Cwi+dcXQYSRK/ESM1edQ9vST5+5dR27YdNWvWZ5o16zNJkre3j0aMGOOwWGNDEk0isFic5Oxs0czVuxV0OdTR4Ty13Nm81LtNxefKwoxLFlq+fPlt02/evKEdO37Ut99+pdat28VPQ4DnQKZw7CPpODk5qUmTFmrSpMVzfU5y9aT14+9fRrt27XVAVAAAAEDyUaRIMc2YMU8nThzT/Plz9M47/TR9+lwNGjRULi4u+uST0Ro//mOlS5dO7du/qfDwMKVL5/pcn3n/Xs852T49mxhPzgIAAAB4NvxGjNTkcff0kyaN01dfbdYbb3SRv38ZXbx4QYsWzdM77/TVZ5/Nlqvr893XJwSSaBJR0OVQnQoKdnQYDve4LLRo//33j3r0uP/6psKFi6hNm/aJHiPwIDKFkRpYrVZt3rxRmzat1/nzQcqYMbMqV66iLl26K0MGd0nSuXNnNW3aFB048JecnZ0VEFBDPXv2tU0HAAAAnkfu3C8qd+4XVbJkKbm5ZdCYMR9p//6/VLJkKQ0d+qHefnuQLl68oBw5csrNzU1btnyh3LlfipfP5ulZAAAAAAmF34iRGjzqnv7vv/dp8+ZN6tChk7p27Wmr+8orRdWhQyt99dWXat68tQOjfjSSaJDoHpeFFv26lxw5cmr69Lm6cOG85s+frR49OmvRopVJMgsNj3b58iV17NhaY8dOUqlSpSVJlSqVfmx9Pz9/TZ8+N7HCe2opJVPYxcVZUVFWR4fzTBLjnZupfbShlSuXacGC2WrTpoP8/cvo7NkzWrBgjk6ePKGpU2fq1q1b6tevh7JkyaLhwz9ScHCwZs2apvPnz2vKlOnx2BIAAACkJsHBwfr1190qX/5VZcqU2Vbu41NYknT16hXt3r1THh4e8vUtqQIFCv7/+a7rypXL8vYu7JC4AaRcKa1fCwAAICl51LWWJO3f/5fmzp2p48ePyd3dXVWqBKhbt55yc8vgwGgRm9ju6f/994CMMSpevITdfPnzF5CXl5cCA08marxxRRINEt2TniyTpBdeyKoXXsgqPz9/5cqVW336dNOPP25X3boNHBw54uLSpYt6552+unXrll35nDmLY9T9+ecftGrVcjVp0jyxwnsuyTVT2MvDVcZqladnekeH8sys1igFB4cnWCJNah9tyGq1auXKpWrUqJl69OgjSSpTppy8vLw0YsQwHTlySH/88Ztu3AjVokUrlTFjRklS1qzZ9O67b+vAgb/l61syHlsDAACA1CIiIkJjxnyk7t17q0OHTrby33//VZJUsODLmj17mkJDQzV37v/dV65bt1oWi0UVK1ZO9JgBpFwpuV8LAADA0R53rXXy5AkNGNBbxYuX1KhR43T16mXNmjVd588HacKEqQ6KFnER2z19sWK+cnZ21oEDf6tChYq26WfOnFJoaKhy5cqd6DHHBUk0SBSxZaFdunRR3333jYoUKaoXX/y/oZijnyi7evVq4gaMp2a1WvXNN19p5sxPZR7xG36xYsXt/r506aI2b/5CzZq1VPXqtRIpytQpg2taOVksCtw6X+HXLjg6nKeWPktO5W/QNUHfuZlSRht61nUUFhamOnXqqVq1mnblefLkkyQFBZ3Tb7/9Il9fP1sCjSSVLVtebm4Z9Msvu0miAQAAwDPJkSOH6tdvpMWLF8jZOY28vX20f/9fWrlyqRo0aKz8+QuoRYvXNXBgH02bNlmVKr2mvXt/1/Lli9Wu3RvKnftFRzcBQApAvxYAAEDCie1aa9u2byQ5ady4SXJzc5MkRUZGadKkcbZX+iJpiu2e3s/PXy1bttGqVcsk3X+A++LFC1q8eL5y5Miphg2bOrgFj0YSDRJFbFlo3t6F9dZbHVS7dj0NHjzcNv2PP+5PL1SoUOIGnERYrVatWbNSX365QVeuXFbOnLnUrFnLJPluuBMnjmnSpHFq2rSFSpcuq3ff7f/E+jNmfKp06dKpe/feiRMgFH7tgsIvnXF0GElach1t6Hl5eHiof/93Y5Tv3PmTpPvD6p0+fUrVq9sn2Tg7Oytnzlw6e/Z0wgcJAACAFGvQoKHKlSu3Nm/epEuXLihbtuzq0qW72rTpIOl+8vaIEaO1dOkiffnlRuXIkVP9+w9SixavOzhyACkF/VoAAAAJJ7Zrrbt3I5QmTRq5urrayry8vCRJoaGhJNEkcbHd0/fu/bayZcumL77YoDVrVihLlhdUpkx5devWSx4eHg6O/tFIokGiiMuTZR06dNLChXOVKVNmlSpVWsePH9XixfNVunRZlS9fMfYPSYFmzJiqdetWq0mT5qpSJUBBQee0YMFsnT9/Xn37DnB0eHayZ8+hNWs2KVu27Nq3b+8T6/777z/68cftGjZshDJkcE+kCAE8jf/++1crVixVxYqVVaBAIYWF3Xrku0fd3NwUFhbmgAgBAACQUri4uOiNN7rojTe6PLZOzZp1VLNmnUSMCkBqQr8WAABAwontWqt+/UbasuVLTZ8+VW++2UXXrl3T4sXzVbBgIRUq9LIDIsbTiO2e3snJSa1atVWrVm0TObJnRxINEk1sWWhvvNFFGTNm1IYN67R69QplzJhRjRs3V+fO3eTk5OTg6BNfSEiINmxYp4YNm2jQoKG28mzZsmvo0HfUqFFT5c2bz3EBPsTT00uenl5xqrtq1TLlzJlLtWrVTeCoADyLAwf+1uDBA5QrVy4NGzZC0v2RsR7HycmSWKEBAAAAABDv6NcCAABIOLFdaxUoUEi9evXVlCkT9PnnqyVJOXLk1MyZ8+Xs7JxYYQI2JNEg0cQlC61JkxZq0qRFIkeWNJ09e1pRUVGqWLGyXXmpUqVltVr12297klQSTVxdvnxJu3btUJ8+A5QmDYcgIKn5/vvvNGbMSL30Uh5NnjxdXl4ZJUnu7u66fft2jPq3b4cpa9ZsiRwlAAAAkhKLxUkWS/J8+MXZmYRwAHFHvxYAAED8W758iebOnaFmzVrqtdeqKSQkREuXLtDbb/fSrFnzlTlzFkeHmOIl53tjq9XIajXxukyu9IEkKvqH64sXL9iVBwWdkySdPx+U2CHFix07fpSTk5Nq1Kjl6FAAPGTVquWaPXua/Pz8NXbsJLm7/9+w1C+9lFdBQWft6kdFRen8+fOqUiUgsUMFAABAEmGxOCljRrdk3eEGAHFFvxYAAED8ioyM1NKlC1SrVl0NHPierbxUKX+1atVEq1YtV58+/R0XYArn5eEqY7XK0zO9o0N5ZlZrlIKDw+M1kYYkGsRZcu4QS4gMtISWJ09e+fqW1MKF85Q1a3b5+5fR+fPnNGHCWKVNm1bh4eGODvGZ7NmzUyVK+JE1CiQxX3yxQbNmfabq1Wvq/fdHycXFxW562bLltWrVMgUHBytTpkySpN9//1Xh4bdVtmx5R4QMAACAJMBicZKzs0UzV+9W0OVQR4fz1Er45FLrOiUdHQaAZIJ+LQAAgPgVEhKiO3fuqHjxEnblmTJlVp48eRUYeNJBkaUOGVzTysliUeDW+Qq/diH2GZKY9FlyKn+DrrJYnEiiQeIiA81xRo/+RBMnjtXw4e9KktzdPdSrVz8tWjRPrq6uDo7u6RljdOjQf2revLWjQwHwgGvXrmr69CnKmTOXmjVrrSNHDttNz537RTVp0kIbNqzVgAG91alTV924EapZs6apfPlXY1zcAgAAIPUJuhyqU0HBjg7jqeXK6unoEAAkE/RrAQAAxL9MmTLJ09NL+/f/paZNW9jKQ0JCdPbsGRUpUsyB0aUe4dcuKPzSGUeHkWSQRINYkYHmOJkzZ9G4cZN18+ZNXb16RblzvyiLxaJJk8bJ09PL0eE9tUuXLurWrVvKly+/o0MB8IBfftmtiIgIXbhwXr17vxVj+rBhI1SvXkNNmzZHn302RaNGvS83twwKCKjOMIoAAAAAgFSBfi0AAID45+zsrC5dumnq1InKkCGDAgJqKDQ0RMuXL5HFYtHrr7dzdIhIhUiiQZyRgZb4tm//VvnyFVChQi/Lw8NDknT48EFZrVZ5e/s4OLqnd/36NUmShwdP+gFJSYMGjdWgQeNY6xUoUEiffTYrESICAAAAACBpoV8LAAAgYTRv3lru7h5as2aFvv56i7y8MqpEiZIaO3aicuXK7ejwkAqRRAMkYUuXLlSBAoU0cuRYW9natavk7u4uP7/SDozsyUqVKq1du/bGKC9SpNgjywEAAAAAAICkgH4tAACAhPO4a63ateupdu16DogIiIkkGiAJa9HidU2aNE4FChRU8eIltH37t9q27RsNGjRE7u7ujg4PQBLj7GxxdAjPzGo1ye6VewAAAAAAAAAAAEhZSKIBkrDGjZspIiJCGzas1fLli5UnT16NGDFaNWvWiffPslicZLE4xftyEws/wCM18/JwlbFa5emZ3tGhPDOrNUrBweHsxwAAAACAp8ZDJQAAAAmHay2kNiTRAElcq1Zt1KpVmwT9DIvFSZkypZfF4pygn5OQ+AEeqVkG17RyslgUuHW+wq9dcHQ4Ty19lpzK36CrLBYn9mEAAAAAQJzxUAkAAEDC4VoLqRVJNAD+/yg0zvwADyRz4dcuKPzSGUeHAQAAAABAouChEgAAgITDtRZSq1STRGO1WjVjxgx9/vnnunnzpsqUKaMPP/xQL730kqNDQwqQ3F+FFD0MGz/AAwAAAAAAILmhTwsAACDhcK2F1CbVJNHMmjVLq1at0vjx45UjRw5NnDhRb731lrZs2aK0adM6OjwkYxaLkzJmdEvW7wMEAAAAAAAAAAAAACC1SxVJNHfv3tWiRYs0aNAgVa1aVZI0depUVa5cWd99950aNGjg2ACRrFksTnJ2tmjm6t0Kuhzq6HCeSQmfXGpdp6SjwwAAAAAAAAAAAAAAwGFSRRLN4cOHFRYWpgoVKtjKPD09VaRIEf3xxx8k0SBeBF0O1amgYEeH8UxyZfV0dAgAAAAAAAAAAAAAADiUkzHGODqIhPbdd9+pb9++2r9/v1xdXW3lb7/9tu7cuaO5c+c+9TKNMbJa47bqnJwki8Wi0Ft3FBVlferPcrS0Ls5yd0une2E3ZKxRjg7nqTlZnOWSwVNWq1UJ8W1P7ttXYhvHuvxkvo3ZvnH4DLaxQ7EPP1ly374S2zg2yX0bs32fLLlvX4ltHJvkvo3ZvrFjG8ey/GS+jdm+sSw/mW9fiW0c6/KT+TZm+8bhM9jGDsU+/GTJfftKbOPYJPdtzPZ9suS+fSW2cWyS+zZm+8YutW1ji8VJTk5OsdZLFSPRhIeHS5LSpk1rV54uXTqFhj7b63ecnJzk7Bz7Cn6Ql7tr7JWSMJcMyXu0EovFkqDLT+7bV2Ibxya5b2O2b+zYxo7FPvxkyX37Smzj2CT3bcz2fbLkvn0ltnFskvs2ZvvGjm38ZMl9G7N9nyy5b1+JbRyb5L6N2b6xYxs7FvvwkyX37SuxjWOT3Lcx2/fJkvv2ldjGsUnu25jtGzu28UPLi9elJVHRo8/cvXvXrjwiIkLp06d3REgAAAAAAAAAAAAAAABIQlJFEk3OnDklSZcvX7Yrv3z5srJnz+6IkAAAAAAAAAAAAAAAAJCEpIokmsKFC8vd3V2//fabrezGjRs6ePCgypQp48DIAAAAAAAAAAAAAAAAkBSkcXQAiSFt2rRq3769Jk2apMyZMyt37tyaOHGicuTIoVq1ajk6PAAAAAAAAAAAAAAAADhYqkiikaR+/fopMjJS77//vu7cuaMyZcpo4cKFcnFxcXRoAAAAAAAAAAAAAAAAcDAnY4xxdBAAAAAAAAAAAAAAAACAI1kcHQAAAAAAAAAAAAAAAADgaCTRAAAAAAAAAAAAAAAAINUjiQYAAAAAAAAAAAAAAACpHkk0AAAAAAAAAAAAAAAASPVIogEAAAAAAAAAAAAAAECqRxINAAAAAAAAAAAAAAAAUj2SaFKxW7duqUSJEnr11Vd17969p57/xx9/1PHjxxMgssTRoUMHDRky5JHThgwZog4dOiR4DD4+Ptq4ceMT6+zdu1fNmjWTn5+f2rZtq5MnT8a63A4dOsjHx8f2r3DhwvLz81OLFi20bdu2+Ao/3v322292cT/qX2zrKzbnzp2Tj4+Pfvvtt3iKOu42b96sVq1aqWTJkvLz81Pz5s21Zs0a2/Tg4GB9/vnnT7XMP//8U3v37pXk2LalBkOGDIn1+4nE8fAx7sF/n3zySbx9zu3bt7Vy5cp4W15CepZzhSTt3LlTHTp0UKlSpVSiRAk1bNhQ8+bNs7sueNL5MqVKrO/Ywx6+/njwGA/HctR3IrXtf8YYbdy4UR06dFD58uVVrFgx1axZU2PGjNGVK1ccHd4zW7t2rapVqyZ/f3+98847CgsLe2L92K43ksN3Irbr3oT0vOfv6dOnx1jnxYsXV+3atTVnzhxZrdZ4jPa+atWqafr06fG2vNRw/qhWrZrdNipWrJhq166tBQsWxOvnJPXj8JPOTz4+Prp+/bqk5Psdi48+gCe5ePGievToIT8/P9WuXVs//PBDnOc9dOiQhgwZooCAABUrVkzlypVTjx499Msvvzx3XNF9I+fOnXvuZUVLivc2j9qPq1atqhEjRti+u3i0yMhILV261HYPWL58eXXu3Fm//vqrXb2n3YfOnz+vr776yvZ3bMeOjRs3JkpfyN27d/Xxxx+rfPnyqlixombNmhXneXfv3i0fHx/17t07ASNMGAl9DHwWiXX+jYuUdr2TFH6reBrxcY0U2zJiOx9Onz5d1apVs/197Ngx/fTTT88VU0rw8H5auHBhlSpVSu3bt9cff/zxVMuKy2+AcT0n4dl06NBBzZo1e+z0999/X7Vr1451OfFxzHx4n0PSERUVpVWrVqlFixby8/NT6dKl9frrr2v9+vUyxtjq7dixQ9WqVVPx4sW1bNmyGH/H931jcpfG0QHAcb766itlyZJFV65c0bZt21SvXr04zxsUFKQePXpo2bJlKlSoUAJGmbrdvHlTPXr0UNu2bTVlyhR99NFHGjx4sNavXx/rvHXr1tXw4cMl3f9BIiwsTAsWLFC/fv20du1a+fr6JnT4T83Pz0+7du2y/T1mzBhdvHjR7qDt4eHhiNCe2/r16zVmzBgNHz5c/v7+MsZo9+7dGj16tK5evao+ffpowoQJOnfunFq2bBnn5bZt21bjxo1T6dKllTNnTu3atUteXl4J2JLUa/jw4XrnnXdsf1eqVEnDhg17qmMn4s+Dx7gHpU+fPt4+Y9GiRdq4caPatWsXb8tMCM96rti9e7d69uypAQMG6KOPPlKaNGm0b98+jRs3ToGBgRo3blwitSBpSozv2MOGDx+uqKgo298PHuPheI74TqQmVqtVffr00d69e9WjRw99+OGHypAhg44dO6bZs2erefPm2rRpk7JkyeLoUJ/K77//rpEjR+rTTz9Vrly51LNnT82cOVODBw9+7DwPXg9//fXXGjt2rF2Zq6trgsb8vOJy3ZuQ4uP8nSNHDrvzaEREhHbs2KHRo0fLxcVFXbp0iY9QE0xqOX907txZnTt3liTduXNHBw4c0Pvvv6/06dMn+eu3+PS485MkZcqUKUE+M7G+Y7t27UrQPoB3331XadOm1aZNm7R+/XoNGDBAP/74ozJnzvzE+bZu3aohQ4aoXr16mjhxonLnzq3r169r69at6tKli8aNG6fGjRsnWNzPIqne2zy8Hx89elQTJ05U+/bttXbt2mTbB5SQIiIi1KlTJ124cEH9+vWTn5+f7ty5ow0bNqhTp06aMGGCGjZs+EzLfu+995Q7d27Vr18/TvXr1aunypUrP9NnPY158+Zp+/btWrhwoc6dO6f+/furaNGieu2112Kdd+PGjcqfP79++uknXbp0SdmzZ0/weFO6pHL+TS3XO3i8zp07233nunfvrqZNm6pq1aqOCyqJeHA/NcYoJCREU6ZM0VtvvaX//e9/ypUrV6zLiMtvgAl5TsJ9LVq00ODBg3XixAkVLFjQblpERIS++eYbde/ePdblxMcx8+F9DknDvXv31Lt3bx04cEB9+vRRpUqVFBUVpZ07d2r8+PH64YcfNH36dDk7O+vTTz9V/vz5tWzZMmXMmFEdOnSw+7tBgwZKly6do5uUZJBEk4pt2LBBlStX1vnz57VmzZqn+iH4wcw1JJxz587p5s2bqlWrlvLly6caNWpoypQpcZrX1dVVWbNmtSsbMWKEvv76a23dujVJJtGkTZvWLmZXV1e5uLjEaEdytGrVKjVv3lwtWrSwlRUoUECXLl3SsmXL1KdPn+fer5ydnVPEukqqPDw8YnTgeXh4sM4d5FHHuPiWXM51z3quWLt2rSpXrmz3Q2DevHl1584djRo1SkOHDpWnp2dChp6kJcZ37GH8SJC0OeI7kZosWbJEO3bs0Lp161S0aFFbea5cuVSuXDnVr19fCxcufGLySVJ08OBBubm5qXr16nJ2dpafn1+so4U9+D2LPi4kp+9eXK57E1J8nL8fdV3drl07ff/999qyZUuST6JJLdzc3Oy200svvaTffvtNGzZsSFWduyn5/JTQ7Tp06JB69eqlfPnyqVGjRpo/f74uXLjwxCSa8+fP64MPPlD79u3tnp7PmTOnihYtqjRp0mjixIlq0KCBnJ2dEzT+p5FU720etR+/8sorql+/vhYsWKABAwY4MLqk6bPPPtORI0e0detW5cyZ01Y+fPhw3bp1S6NHj1a1atWUIUOGBI/F1dU1UZJ7Dx48qFdeeUVFixZV0aJF5enpqZMnT8aaRHPjxg1t27ZNo0aN0ujRo/X5558n+HVIasD5F0lFhgwZEuVYlxw9vJ9my5ZNI0eOVJUqVbRt2za98cYbsS4jLtcOSemclFLVrl1bH3/8sbZs2aL+/fvbTdu+fbvCw8PVpEmTRImFfS5pmjt3rvbu3av169erQIECtvKCBQuqbNmyatWqlRYuXKhu3bopNDRUAQEBevHFFyUpxt+wx+ucUqkTJ05o//79qlixomrVqqXffvtNgYGBtumPGrIpuuzcuXOqXr26JKljx462eidOnFCPHj1Urlw5+fv7q1+/fgoKCkq8RiWgo0ePqnv37ipTpoyKFSum6tWra9GiRbbp06dP15tvvql58+apSpUqKl68uNq3b68TJ07Y6ly8eFE9e/aUn5+fqlSpoi1btsT6uQULFlT27Nk1efJkBQYGavny5c/1NFOaNPfz5tKmTSvp/hBfS5YsUe3atW1DlK9evVrS/YNn0aJF9d1339nmHzt2rAoXLmw3rG6zZs1sw6ieOHFCXbt2lZ+fnypVqqR33nnHbuj9Dh066IMPPlDLli1VunRpbd68+anbcOHCBQ0aNEgVK1ZUyZIl1aVLFx0+fNiuzhdffKFGjRrJ19dX1apV06xZs+ye7H/QtWvX1K9fP5UrV06+vr56/fXX9fvvvz91XLGxWCz666+/FBoaalferVs3rV27VkOGDNGmTZv0+++/24bCDQ0N1fvvv6/KlSuraNGiqlChgt5//32Fh4dLkq3e0KFDNWTIkBivc3rS9pXuD4lZpEgR7dixQw0aNFCxYsVUp04dbd++3VbHGKP58+erevXqKlGihBo3bmy33aKXMW/ePJUrV07NmjVT79691bFjR7t2njx5Uj4+Pjp27Fg8rtWk5VHDGD9cFv197NKli3x9fVWzZk27V3ht3LhRVapU0bp161SpUiX5+fmpd+/eunTpkq3O3bt3NXHiRFWuXFl+fn5q1aqV3dPpGzduVM2aNTV69Gj5+/urZ8+eT70vb9++XS1btlTJkiVVvHhxNWvWTDt37rTVfdy+vGHDBtWtW1e+vr6qW7euli5dmiCvPIiL2L7/0pPPW9OnT9eMGTMUFBQkHx8fLV++XGXKlLEdS6xWq8qVK2eX6X/kyBH5+PjowoULkmJfH3v37lXHjh1VqlQpFStWTHXr1tWXX35pmz5kyBD169dPnTt3VqlSpTR//vxHtvVZzxVOTk46fPiw3fdLkpo0aaKtW7fKzc3NVhYWFqahQ4eqdOnS8vf315AhQ3T79u04rUsp9mOJJC1cuFA1atRQsWLFVK1aNc2cOTPJdvY/asjhB8sedWw8e/asfHx89O2336ply5a2dq5du9a2jAeHaI7tGC/FfI3f474zP/74o5o1a2Y77nz66ae6e/duwq2gVOh5jznS/eP72LFjVaFCBfn7+2vixIkOO4YmNmOMVqxYoUaNGtkl0ERzdXXVsmXL7DqM4nIMHTx4sEaPHq3SpUurbNmymjZtmk6cOKG2bdvK19dXDRs21P79+23z3Lx5Ux988IHKly8vf39/dezYUf/8849tenh4uIYPH66KFSuqePHiatKkid359VEqVKigsLAwzZ49Wzt37tTPP//83KMT3LlzR59++qmqV6+u4sWLq3Hjxvr2228l3X8CqUKFCpoxY4bdPGvWrFGlSpUUGRmpU6dOqUuXLvL395efn5+6dOmiI0eOPFdMD4rtujdabNdFkvTXX3+pY8eO8vf3V7ly5TR06FAFBwfbLeOTTz5RvXr1VK5cOXXo0MHu/H3u3Ll4vd53dna23UtNnz5d7du314ABA1SqVCl9/PHHcYr55s2beu+991S6dGmVL19eixcvtvuMuFxT3rt3T5999pkCAgJUokQJNWvWTLt375YU8/wh3b8/ql+/vooXL67KlStrzJgxKfY88OCPufFxbH5QZGSk+vXrp6pVq+rMmTOSku+63bdvn9q1aydfX19VrVpVI0eO1K1bt2zTn+Y7Fn09MnfuXFWsWFHVq1fXrVu3FBISopEjR+q1116z7XsPXsfEpR/l4VeZbN682XavX716dS1dutQ2bceOHWrWrJlKlCihChUqaMiQITGOQw979dVXtXjxYgUGBurTTz+N02t6o49Tb7/99iOnd+/eXZs2bbIl0MR2Xy/dP6e1bNlSvr6+atSoUYw+jqioKE2dOlWVKlVSyZIl1a9fP40ZM8bu1R5P6o95+N4mvo+N8S1XrlyqWbOm7bVCsZ2fpfuvqW3durVKlCihKlWqaOrUqbZ7tyedN6WY99C9evVKvMY+pXv37mnDhg1q1qyZ3Y+V0fr376/58+c/NrHlp59+UqtWrWzfk3HjxunOnTuS7t/P/P7779q0aZPdqxquXLmiPn36qGTJkipXrpzGjRtnW7cPn598fHy0fv16vfnmm/L19VWlSpViXJNs2bJFdevWVfHixdWyZUstW7Ys1v2uYsWK2rFjh/bs2aPZs2fr7t27qlGjRqzra+vWrbp3756qVKmigIAArV+/3q5/MPr49cUXX6hBgwby9fVVq1at9Oeff9rqDBkyRAMHDtSoUaNUqlQpVahQQePHj7c71j/rvX1Kuk978DsXl/v/uPQ7Peme++FzUWrri4zLOfbhV648XBbbeTO2fn7p+fuKHhbb+fBhD7apWrVqCgoK0owZM2znx9jOH9HXIjNmzNCrr74qPz8/ffjhh7pw4YK6d++uEiVKqGbNmnaviDpw4IDatm0rPz8/lSlTRn379tX58+efGGdS8fBvQ0/qY37cb4APetpzUlx+Y3vU/VVs160pnaurq+rXr6+tW7fGmLZp0ya99tpreuGFF5543H3UPeKlS5c0YMAAlS5d2vZa0lOnTtnmedS568F9Lvoc+qR+zrt37+qTTz5RtWrVVKxYMZUtW1Zvv/227TeJR91HjB07NsY5/ubNm/L19eV1bY9gtVq1fPlyNWvWzC6BJlqRIkXUuHFjLV++XD4+PgoKCtLMmTNt9z0P/i3FzA140jV2bL9TpQgGqdL48eNNyZIlTXh4uAkODjZFixY1Y8eOtU0PCAgw06ZNs5snuiwyMtLs37/feHt7m2+//dbcunXLnDt3zvj7+5u+ffuaQ4cOmb///tu8/vrrpmrVqubmzZuJ3bw4ad++vXnvvfceOe29994z7du3N8YYc/v2bVOxYkUzePBgc/z4cRMYGGgmTJhgvL29zcGDB40xxkybNs0ULVrUdOvWzRw6dMgcOHDA1KlTx3To0MEYY8y9e/dM/fr1TevWrc2///5r9u3bZxo3bmy8vb3Nhg0bnhjntm3bjLe3tylcuLAZP368uXfv3jO17fr16+bjjz82hQsXNvv37zfGGDN69GhTpkwZs3nzZhMYGGiWLl1qihYtahYvXmxbzocffmhbRv369Y2Pj4/5+uuvjTHGXLp0yfj4+JjDhw+bixcvmrJly5qPP/7YHD9+3Pzzzz+mW7duJiAgwISFhdmW5+PjYzZv3myOHDlirl+//sR2PLgdjDHm5s2b5rXXXjPt27c3+/fvN4cOHTK9evUy/v7+5ty5c8YYYxYvXmyKFStmVqxYYQIDA80XX3xhSpUqZUaPHm2MMebs2bPG29vb/Prrr8YYY/r06WO6detmjh49ak6dOmWGDBli/P39bTHHl//973+mcOHCxtfX13Tt2tXMnTvX7N+/31itVmOMMTdu3DBvv/22ad26tbl8+bIxxpgePXqYpk2bmr///tucPXvWfPnll3bb5/Lly8bb29ssWbLE3LhxI0bbYtu+v/76q/H29jb169c3e/bsMYGBgaZv376mVKlS5tatW8YYYyZPnmwCAgLMjz/+aE6fPm3Wr19v/Pz8zIoVK+yW0bZtWxMYGGgOHjxotm/fbnx8fMz58+dt7Z88ebJp3rx5vK5TR3t4/92wYYPx9va2q/NwWUBAgClatKiZPn26OXHihFm8eLEpXLiw+eqrr2z1ixYtaurVq2f++OMPs3//ftO0aVPToEED274/cOBA07hxY/Prr7+awMBAs2jRIlO0aFHz448/2n1m3759zZkzZ8zRo0efal/+559/TOHChc3ixYvNmTNnzMGDB02XLl1M+fLlTUREhDHm0fvymjVrTNmyZc3WrVvNmTNnzDfffGMqVqxoPvnkk3hf9086fkeL7fsf23nr1q1bZvz48aZKlSrm8uXL5vTp08bb29v8/fffxhhjDhw4YHx8fEypUqVMZGSkMcaYuXPnmqZNmxpjTKzr4+LFi8bX19dMmDDBnDp1yhw7dswMHjzYFC1a1Fy5csUYc/8Y6O3tbebPn29Onjxpt0897FnOFX/++acpXry4KVKkiOnYsaOZPn26+e2332LM2759e+Pt7W2mTJliTp8+bbZv326KFy9uPv300zitS2NiP5Z8//33pkyZMmbXrl0mKCjIfPXVV6Zo0aLmiy++iLUdCSG279ijpj9Y9qhjY/Qx+rXXXjPbt283Z86cMSNHjjSFCxc2Z86cMcbYn/diO8YbE/Oc9qjvzI4dO4yvr69ZvXq1OX36tNm5c6epVauW6devX7yus5Qutu/E8x5zjDHmgw8+MBUrVjQ//fSTOXr0qBk4cKDx9vaO9XiXEpw5c8Z4e3ubzZs3x6l+XI+h0fc4p0+fNjNnzjTe3t6mRo0aZvv27ebw4cOmefPmtuO21Wo1rVu3Nm+88Yb5+++/zfHjx83kyZNN0aJFzX///WeMMWbcuHGmefPm5t9//zVnzpwxkydPNkWKFDFnz559YryjR4823t7ext/f32zatOmp1s2jri969uxpXnvtNfPjjz+akydPmmnTphkfHx+zbds2Y4wxY8eONTVr1rSbp3Xr1rZzUNOmTc3QoUNNYGCgOXbsmHnrrbdMjRo1niquJ4ntujdabNdF+/fvN0WLFjWjRo0yx48fN7/88oupW7euadq0qe3cGxAQYIoVK2Z2795tDhw4YG7cuGF3/o6MjHzq6/1p06aZgIAAu7Lw8HCzYcMG88orr5hFixbZ6nl7e5vRo0ebM2fOmMDAwDjF3LlzZ1OnTh3zxx9/mIMHD5qOHTsab29v2/13XK4pR4wYYcqXL2/+97//mdOnT5spU6aYYsWKmRMnTsQ4fxw6dMgULVrU/O9//zNBQUHm559/NmXKlDEzZ8581k2cJDyqz2L//v2mQoUKZtWqVcaY+Dk2Rx//IyMjzYABA0xAQIDtvJ0U1m1crouNsV9fhw4dMr6+vmb27NkmMDDQ/PHHH6Zly5amZcuWtv30ab5j0dcjtWvXNseOHTMHDhwwkZGRtvuY3377zRw7dsx88MEHpmjRorb+iNj6UYyxv+f66quvTOHChc2CBQtMYGCg2bp1qylWrJjZsGGDuXbtmq0f4Ny5c2bv3r2mWrVqZtiwYU9cLxcvXjQlS5Y0Pj4+pnPnzrZzyJO0bdvWdOrUKdZ60WK7rz9z5owpXry4+eCDD8zx48fNN998Y8qWLWu8vb1t55fx48ebcuXKme+++84cP37cjBo1yvj4+NiuG2Prj3n43uZZjo0J4VH7cbT58+cbb29vc/PmzVjPz/v27TOFCxc2n3zyiTl+/LjZsWOHKVu2rG3ZsZ03H3UPnVSdOHHCeHt72+7lY/PgPvTdd9+ZwoULm5kzZ5qTJ0+a7du3m0qVKpmePXsaY4wJDg42rVu3Nm+//ba5du2aMeb+NnrllVfMkiVLzJkzZ8znn39uvL29zeeff26MiXl+8vb2NqVLlzZffPGFOXPmjJk9e7bx9vY2v//+uzHGmB9++MG88sorZsGCBebkyZNm1apVpnjx4jHOew+LPqb4+PiYWrVq2Y4jsWnWrJnp2LGj7bO9vb3N9u3bbdOjj1/lypUzW7ZsMcePHzfvvfee8fX1tbtHK1q0qOndu7c5cuSI2b59uylXrpytj+VZ7+3jcp8Wl37jxBaX829s9/9x7Xd60j33w+eilNAXGdffKuJ6jn34evbBstjOm3Ht53/evqIH2xyX8+HDHm5TlSpVzPjx401wcHCc7u+ir0UGDhxoTp48adavX2+8vb3Nq6++ajZt2mSOHz9uunfvbsqVK2esVquJjIw05cuXN1OmTDFnzpwx//77r2nWrJl54403nn6DJ6BH7acXL140/fr1MyVLljRBQUHGmCf3MT/qN8CHPc05Ka6/sT18fxWX69bUIHpb7Nu3z1Z2+fJl88orr5gffvgh1uPuw8fMsLAwU7NmTdO/f39z6NAhc+TIETNkyBBTpkwZc/HiRWPMo89dD+5zcenn/Pjjj021atXMb7/9Zs6dO2e+//57U7Zs2Ri/1T14H3Ho0CHj7e1t/vjjD1tb16xZYypWrGi7p8b/OX78uPH29rb1ozzKli1bbOs0+jh5+fJlc/nyZbu/jbE/fsR2jR3b71QpAUk0qdC9e/fMq6++agYOHGgr6969uylbtqy5c+eOMebJSTTGxPzRZsKECaZy5cq2C11j7h+YixcvbjtQJzXt27c3RYoUMSVLlozxr0iRIrYL02vXrpm5c+faXSjcuXPHeHt72zrBo2/AQ0JCbHWWLFliihYtaowx5ueffzbe3t7m9OnTtukHDx6M9WZo27Ztply5cqZhw4bG29vbrFy50hhjYk1Merht0TekAQEBZuPGjbZlFC1a1Cxfvtxu3jFjxpgKFSoYq9VqFi1aZKpXr26MuX+hVaRIEdO9e3czYsQIY4wx69atM9WqVTPGGDN16lTTqFEju2Xdvn3b+Pr62trYvn1706RJkyfG/qCHk2hWrlxpfH19bTfzxtzv0I7+YdpqtZpXX33VjB8/3m450dviUT9CNmrUyAwaNMiEh4fb1svu3btt+0J8+uuvv8yAAQNsNwDe3t6mVq1aZu/evY9s7/Lly83hw4ftltGyZUszdOhQ298PfocebFtctm/0j7zRHUfGGNtFyr59+0xYWJgpXry43XRjjPnss89sF0vRy3iwE+LevXumYsWKZs6cOcYYY6KiokyVKlWS7LHgWT1rEk337t3t6vTv39+0atXKrv4///xjmx59IfTzzz+bU6dO2d1cRBs8eLDtuxO9jEOHDtmmP82+fPDgQduxJtqOHTuMt7e3rTPiUftylSpVbB3B0davX2+KFy8e7/vT447fXbp0McbE7fgWl/PWw50ODRo0MDNmzDDGGDNnzhzTrVs3u06KNm3amOnTp8dpfZw+fdrMnz/f7oYveltH3yS89957pkyZMrGuj2c9VxhjzLFjx8ywYcNMxYoVbcelSpUq2e337du3Ny1atLCbr0ePHuatt94yxsR+DRCXY8nixYtNxYoVTWBgoG36H3/8YbuxT2yxfcfimkTzqA7aB78XN27cMN7e3mbLli3GmJjngccd4x9e5oNJNA9/Z9q0aWO7OY32yy+/PLEjCjE96TsRH8ec6GWsW7fONv3OnTvm1VdfTRVJNPv27TPe3t5m165dduXdu3e3W9/16tUzxpg4H0MrVqxooqKijDHGhIWF2Tp5o61cudJ2vb5nzx7j4+NjgoOD7WJo166dbRv07NnTdOzY0YSGhhpj7ndg//zzz+bGjRuPbdv06dNN8eLFTf369Y2vr6/5999/jTFxO0YbE/NaIrqdP/zwg129Xr162X4kOHLkiF0H28mTJ423t7c5duyYMcYYf39/M3HiRHP37l1jzP3v4q+//mpbV/EhtuteY2K/Lnr77bdNs2bN7KZHX6v+9NNPtmX07t3brs7D5++nvd6Pvrd78LsXnQQ1fvx4W8dddCfvg9s/tpijO5r37Nljm37lyhVTrFixOCfRRB8v1qxZY1dn8uTJtmuSB88f27ZtM8WKFTMHDhyw1T1w4IA5efLkI9ufXEQnYUVvo6JFixpvb2/TsmVLc/PmzXi7Hmzfvr159913zbvvvmuqVatme3jDmKSxbp/UrzFo0CBbvQf7cwYNGmT70TxadDLjg/eScf2ORV+PLF261Fb3p59+Mt7e3ubIkSO2MqvVapo0aWL7gTi2fpSHP6dVq1Z2/VjGGLN27Vrz1Vdf2fpXHjw2Hj161O6e6GEnTpwwDRo0MDVr1jS+vr6mf//+xpj7fQxP6qCvVatWjDi++uqrGOs/+nwU2339pEmTTEBAgN1nLl682HatFt2vsnr1att0q9VqmjZtartujEt/zPMeGxPCk5Jo1q5da7y9vc2XX34Z6/l5wIABpnXr1nbTv/nmG7Ny5co4nTcfdQ+dVEVfM+3evTtO9R/ch1q0aGH69u1rNz36YYzoa4SH73MCAgLM22+/bTdPw4YNbX0Jj0qiefjeo3Tp0rb+oXbt2pkBAwbYTR87duwTk2hu3bplevfubfz9/U3VqlVNrVq1zI0bN0xkZKTt+/so0ddDa9euNcYYc/fuXVO2bFnTtWtXW53o49fChQttZXfv3jWvvfaamTRpkjHm/jVlhQoVzO3bt211Vq1aZYoWLWpu3rz5zPf2cblPS6pJNE86/8bl/j+u/U5Puuc2xn79pIS+yLj+VhHXc+yTkmhiO2/GtZ//efqKopcRvU1jOx8+ysPtfPC8Epf7u2nTpplXXnnF7t6sXLlyduf56PV96dIlExISYnx8fMyKFSts905nzpwxf/311yPjc5SH99NixYoZb29vU7duXdt9VFz6mB/VD/WgpzknxfU3tofvr2K7bk1NGjRoYEaOHGn7e8GCBaZSpUpxOu4aY3/MXLdunSlXrpzdg5RRUVF2+9Cjzl2PSqJ5Uj/nF198YZcMY8z9e/7oBNdH3UcYc//Bnw8++MD294MPBcHen3/+GaOP4WG7du2y9RE9fP39pL+fdI0dl2NISpDG0SPhIPHt2LFDV69eVf369W1l9evX148//qj//e9/z/T+vKNHj6pYsWK2oeCk+++uzp8/v44ePRofYSeIatWqadCgQTHKJ02apJCQEElS5syZ1bZtW23dulUHDx7UmTNnbEMJPjjE/gsvvCAvLy/b3x4eHrp3756k++vHy8tLefLksU1/5ZVXnvje4H///Vf9+vVT//791a1bN3344YcaO3asvL29NXr0aBUqVEiTJk2KU9ssFovc3d2VKVMm2/STJ0/q3r178vf3t5uvbNmyWrp0qa5du6aAgACNHz9eZ8+e1Z9//qmiRYvqtddesw2ZvGPHDtuwfgcPHtSxY8fk5+dnt7yIiAi74Zjz5s372Jhjc/ToUeXLl8/u/eSurq7y9fXV0aNHdf36dV29evWRbbp3755OnjypLFmy2E3r06eP3n33XX377bfy9/dXpUqV1KBBA6VLl+6Z43yckiVLqmTJkrJarTp8+LB27NihFStWqGvXrtq2bVuM+m3bttUPP/ygTZs26dSpUzp+/LjOnTv3yGHZHhaX7RvtweW5u7tLuj8c4/HjxxUREaF33nlHFsv/vf0vMjJSd+/etQ35K0n58uWz/T9NmjRq1KiRvvzyS3Xv3l2//vqrrl+/rgYNGsS+klKBcuXK2f3t5+dnNxRhhgwZVKxYMdvfBQsWlJeXl44ePWobqrJt27Z2y7h37548PT3tyh7cJk+zL7/yyivy8vLSvHnzdPLkSZ0+fdp2zHtw2OMH9+Xr16/r4sWLmjJlij777DNbudVqVUREhM6dO6eCBQvGeR3FxaOO39HH1Lh8/5/lvFWtWjXt2bNHvXv31u7du1W3bl0FBwfr119/Vd68ef9fe3ceV1P+P3D8VURJspQtS9bIVraxDcoYyzdbsjNfso4hW5ZsDWZKtpSEkbXEGJFlNHZZBllqZI0oZRmFkhikfn/4dn7d1lsa6/v5ePR4dM8995zPPfecz3be5/MhJCSE2bNnq308rK2t2bhxI2FhYSplS1bHOTPvWlZUr16dn3/+GXg7zO7x48fx8fFh3LhxKkNzpz2fAPT19ZUheHM6lurkJV27dsXPz48OHTpQvXp1WrRoQYcOHShfvny23//flN05pq70xw1QuRb09PQAlPpCfkh/zly5coWLFy+ybds2ZVnK/6bJCg8PlzlvcyGrcyI/8pzbt2/z+vVr6tWrp7xfuHBhTE1N/90v9ZFIraOmn3Zjzpw5Sn3D29ubw4cPA1CpUiW18tAKFSoo+U7qFHUVK1ZU3tfW1lauv8uXL5OSkoKFhYVKGl69esXLly8BGD58OKNGjaJ58+bUr1+fli1b0qVLF+VaTm/Dhg14eXnxyy+/0KBBAwYMGMCYMWPw8vKiW7duODo60qtXr1wdq9Rpl9Kfb02aNGHJkiUA1KxZk3r16uHv74+5uTn+/v7Ur1+f6tWrAzBhwgScnJzw9fWladOmfP3111hZWank0e8qp3pvap08u3pRWFgYLVu2VHm/Vq1a6Onpcf36ddq0aQPkXFbmpb5funRpvL29gbfTH2pra2NoaIiGhobKeqVKlVL5/XNKc+r0LWmvdQMDA5XzMiep+UWDBg1Ulk+cODHT9VOHVraxsaFChQrKMNlp65ufqr59+yrD9SclJREZGYmrqysDBgxg3rx5+VYfDAgI4PXr11SrVg1DQ0Nl+cdybLPq10g7NWdaV65cITIyMkPbHd7WDYoUKZKrcyxV2msxLCwMPT09atasqSzT0NCgcePGKkN8Z9ePkl5YWJhKPxZA7969lf+trKwYNWoUhoaGtGzZkrZt29K+fftMt/X8+XMGDx5MvXr1WLJkCQcOHGDSpEmYmpoSExPD/v37OXLkSIZrHt6WWenLqzZt2uDv7w+8HRp/0KBBSnmUU7s+LCwMU1NTZfongIYNGyr/h4eH888//2BmZqZyLBs1aqSUfer2x6T1PvtC8iIhIQGAqKioHMvnzPLeDh06ALB3714g+3IzVWZ1949Nan9Yap9lbmR2DTVt2lR5L7WekF5mbcHUY5+Z9G3/tNf15cuX+fbbb1Xeb9KkCevXr89ye1OmTOHmzZvs3r2bFy9e0Lt3b+zt7bGxsWHcuHHs2bMn034yPz8/tLS0lP2l/r9t2zbu3r2LkZGRsm7a+oiWlhZ169ZVKQfq16+Pjo6O8trc3JzXr19z+/ZtZSqi3LbtP+V2Wnbl79y5c3Ns/6vb75Qbn0tfpDr3KtQtY7NTu3btbMtNdcuVd+krSi+n8jC31Gnfwdv6fGp/OLytP6W9h5PaD/Tq1StKly7NsGHDmDdvHu7u7jRr1ow2bdrQqVOnPKfz35L2OtXU1KR48eIq7ZYrV64A6vUxZyU3ZZK699jSt69yqremb09+znr27MmqVauYPn06BQsWxN/fnx49eqjV75q+P/PKlSvEx8fTpEkTleV5uZeXXT9nt27d+PPPP1m0aBERERHcunWL27dv07hxY5VtpN9Pz549Wbp0KTNnzuT+/fsEBwcr/ddCVWp/WmrdOTOpbZe091XVkV0dOyAgAHi3PORTIEE0X6DU+aTHjBmT4b0tW7ZkGUSTlJSU5TZTK/npJScno6WllftEvie6urqZFgS6urpK4R8TE0OfPn0oWbIklpaWtGrVinr16imdtqnSVgjT09DQUKkMpEqdhzIzu3fvxtjYmBEjRgAwa9Ysbt++zejRo4mPj2fUqFF5+m6psvvNUtNmbGxM1apVOXHiBMHBwTRv3pzmzZvz448/Eh0dzcmTJ1m5cqXyuWbNmuHo6Jhhm2krPrm9AalumgsWLKjWd0qvffv2HD9+nOPHj/Pnn3+ybt06PDw82Lp1KzVq1MhzWtN68OABq1atYuTIkZQtWxZNTU1MTU0xNTXlm2++wcrKirNnz2ZI88iRI7lx4wZWVlZ07tyZOnXqMGvWLLX2mZtjkdm5m/J2pDIAli5dmmmHRNrPpe9o69mzJ2vWrOHSpUvs2rWLdu3aqXSOfikya/ynPw+Tk5NVKriZ5Zlv3ryhQIECym+yadMmdHV1VdZJf+Mr7bWWm2s5KCiIoUOH0rZtWxo1akSXLl148eIFP/zwQ5bbTz2vHBwcaNGiRYb0ZzYv7rvKLo9T5/zPS7llaWnJmjVriI2NJTg4mLlz5/LgwQPOnDlD+fLlKVu2LLVq1SI2NhbI/njcvHmT/v37U6dOHVq0aMG3335LiRIlMtxMzSnPzGtZ8fz5c5YsWULPnj2pXbs28LbRU61aNbp27YqFhQUnTpxQgmjSdmKkl9OxVCcv0dbWZufOnQQHB3Py5ElOnDjBxo0bGTt2bKb1lfchp3I0vczqSZndhMgqz82LzPKY9OdMcnIyw4YNo0ePHhnWTXsjUOQsq3PiwYMHma6fmzwn9SZd+vWyqyt+TipWrIihoSFnzpyhc+fOyvIyZcoo/6etR6ibh2aWn2cVKJKcnEzRokWVtlJaqdetubk5gYGBnDx5klOnTuHv78+KFSvw8vKiefPmGT7n7+9P9+7dadasGQCenp7Y2NjQr18/AFq3bp3lMcmtlJQUlfOlZ8+euLq6MmPGDHbv3s2wYcOU9wYMGEDHjh0JDAzk1KlTuLu7s2LFCvz9/TEwMHindKhb7+3YsSOQfb0oq+smJSVF5bfNqazMS32/YMGCapUB6fedU5pTr/X0bcOcrvW0+X1u29eFCxdm48aNXLlyhRMnTnDixAlGjRpF9+7dcXZ2ztW2Pjb6+voqv1Nq8Hn//v05duxYpp/JS32wdOnSLFmyBFtbWzw8PJRgko/l2Oa2zpKcnEyXLl0yrSeWLFlSufmVW2mvh+yuhZzaolnJ6TpZvHgxP/zwA8eOHePPP/9k8uTJNGrUSHlwIK1Tp07x999/s2PHDgoXLoyVlRU3btzA1dUVHR0dunXrlmkADbwNxvj111959eqVkn5dXV2lfZa23qxOuz6z/qK03zX1/+zqi+r2x6T1PvpC3sXly5cxNjZGS0srx/I5L/Wl9OcivFt/1ftSsWJFDAwMuHDhgkqdKVV4eDg///wzDg4OGX7HzM6h7PrLUmXWFszufMyuvVOwYMFM+0ez8uzZMw4ePIirq6vSr7BkyRJGjRpFcHAw1apVy7SN+fr1a3bt2sXr169V2uQpKSkkJyezdetWJkyYoCxP//3fvHmTbT9N6ncoUKBAntv2n3I7Lbvy9/jx40D27X91+53Sy+7eBHwefZHq3KtQt4xNL/3xy67cVLdceZe+ovRyKg9zS532HeSuzQhgb29P//79lbbUvHnz8PLywt/fP1f1mn9b+us0vdz0MWclN2VS8eLF1brHlllemV299UvStWtXFi1axMmTJzE0NOTGjRt4eHgoeYM693BSJScnU6VKFVasWJHhvbSB+OrUjbIr92fPns2+ffvo3r07lpaW/PDDD6xZs4a///5bZf30++nSpQsuLi4cOXKEsLAw6tevn+8P6H4uKlWqhKGhIWfPns0QqJwqKCgIQ0PDXAfoZpcH50ce8in4fL6JUMujR48IDAzE2toaf39/lb+ePXsSHBxMWFgYWlpayogH8LbRknbkivSdCSYmJoSGhvLq1StlWWxsLJGRkZ985rZnzx7i4uLYvHkzo0ePpn379krknro3vWrXrk1CQgI3btxQlkVERKgc4/R0dHR4+vSpcky1tLRYtGgRiYmJaGtrZ9pRnxvVqlVDS0uL8+fPqyw/d+4choaGSiPDwsKCkydPcubMGZo1a4axsTHly5fHw8ODQoUKKU/z1KhRg/DwcMqVK0flypWpXLky+vr6ODk55dtoRCYmJkRERKiciy9fvuTSpUtUr14dAwMDDAwMMv1OWlpaKlHk8DaC3NnZmaioKDp37sxPP/3EwYMH0dTUVBkZ5F0VKlSI3377jV27dmV4LzUq08DAQOW6unr1KseOHcPNzQ17e3u6du1KpUqVuHPnjlrnnbq/b3aqVq1KwYIFuXfvnvKbVq5cmcDAQNasWZNtYVitWjXMzc0JCAjg0KFDWFtb57i/T11qoyvtdR0REZFhvdDQUJXXFy5cUBlpIC4ujqioKOX1jRs3ePbsGaampkonWExMjMpvsn379kwbhWmpey2vXbuWr776imXLljF48GBatmzJ/fv3gazzvFKlSlGyZEmioqJU0nX58mWWLl2abbr+Deqc/+qUW+nLuvr166Ovr8/KlSspVaoUxsbGNG/enPPnz7N//34sLS0B9Y7Hli1bKFWqFOvWrWP48OG0adNGCb7JTUBFXssKbW1tdu/ezZYtWzK8p6urS4ECBTKM3JWVnI6lOnnJrl272Lx5M40aNcLOzo6tW7fSq1cv5cnRj036elJycrLKdftv7RNyzmPSq1GjBrdv31Y59g8ePGDBggUkJib+W8n9ouRHnlOlShUKFy7MhQsXlPeTkpKUJ7M+dwUKFOC7777D398/y++cWhZB/uWhadWsWZNnz57x+vVrletl9erVHDp0CAB3d3fOnz9Pu3btmDlzJvv27aNixYrs27cv023q6Ogo6QIoW7Ys06dPJz4+nrp166oECakrNbgxs/Mt7RPkVlZWvHz5knXr1hEbG6s8hfvo0SPmzp3L69evsba2ZuHChezatYuYmBiCgoJynZ701K33psquXmRiYpLhe167do1nz55l28ZMW36/r/p+qpzSnBq4mvZaf/r0KXfu3FFe55TfV65cGS0trQzHrnfv3pk+yR8YGIiHhwempqaMGDGCjRs3Ymdn99GWse8qNQ+oVatWvtQH4e0oCQ0aNMDe3l65OQef7rGtUaMGN2/eVMnrkpKScHZ25v79+7k+xzJjYmJCQkKCSl9ASkoK58+fz3K0i5xUq1YtQ5qcnZ2xs7Pjr7/+wsnJiapVqzJ48GB++eUXnJycOH36tEr/QarUmwMxMTHKsvHjx1OlShWePXtG27Zts0xH3759SUpKYvny5Zm+nza4Vp12fa1atbh06ZLKeZh6jsHba15bW5uQkBCV/fz111/K/+r0x3zIvDG3Hjx4wKFDh+jSpYta5XNm58aGDRvo1auX2uXmp0JTUxMbGxu2b9+uUjdK5eXlRWhoqMooK6lMTExUyh94exwg4+gx/5ZatWqpnLsAwcHBWa6vpaVFwYIFVepTrVu3pnfv3sTHx2e4+Zrq6NGjPH78GEdHR5W+7507d1KzZk38/PxUAgrSnj+vXr3i8uXL1KlTR1l2+fJllYDW4OBgdHR0qFKlSp7rpZ9bOy1tnpZT+1+dfqe8tLm/lL5IdcpYLS2tDOdRZGSk8n9O5WZ+9PPn9n5RTuVhbqlTfuTWrVu3cHR0pFSpUvTr1w93d3e8vLwIDw//5Nru6vQxZxVQnCo3ZVJe77HlVG/9kqQGIO3du5fff/+dJk2aULly5Tzdw6lZsyb37t1DT09PWb98+fIsXrw4w8PeefXkyRN+/fVXHB0dcXBwwNramtq1a3Pr1q0c+22KFStG+/btOXDgAPv27fts8/P8UKBAAQYPHsy2bdsyHYHyxo0b+Pv7M3DgwGwDHzOTXR37Xe5TfUokiOYLs2vXLpKSkhg+fDg1a9ZU+Rs1ahSampps2bIFMzMz9u7dy4ULF7h58ybTp09XucBSOxzCwsJISEigX79+JCYmMnnyZK5du8bFixcZN24cJUqUyDBU6KembNmyvHjxgj/++IN79+5x4sQJ5cmztJW67Hz11Vc0aNCAKVOmEBISQmhoKFOmTMk2CMHGxobExEQcHBy4efMmFy5cwN7enrJly6Krq8vIkSN5/Phxnr9X0aJF6dOnD+7u7uzZs4fIyEg2bdqEr68vtra2SiXJ0tKSwMBAnjx5ogyh2KxZM3bu3EmbNm2UaMT+/fuTkJCAvb09165d49q1a0yYMIHQ0FCV4SXfRZcuXShevDjjx4/n4sWLXLt2DXt7e54/f06fPn0AGDp0KD4+Pvj6+hIZGcnu3bvx8PCgT58+GZ7AKlSoEKGhocyaNYuQkBCio6PZvn07z58/z3SIwLwqWbIkw4YNw83NDVdXV65evUpUVBRHjhxhzJgxfPXVVzRu3JgiRYrw8OFDoqKiMDAwoGDBggQEBBAVFUVoaCjjx48nJiZG5bwrUqQI4eHhPHnyRGWf6v6+2dHT06Nv3764ubmxc+dOoqKi2LZtGwsXLqR06dI5fr5nz574+Pigra2dYdi3z5GZmRkaGhosW7aM6OhoAgIC2LFjR4b1fv/9dzZt2kRERAReXl4cOHBA5elwgMmTJ3Pp0iVCQkKYMmUK5ubmNGnShBo1amBhYYGjoyOHDx8mKiqK1atXs2rVqgxBYumpey2XK1eO69evc+7cOaKjo/Hz81OmJMoqz9PQ0GD48OF4e3vj4+PDnTt3OHDgAD/++CPa2trv/UkMdc5/dcqtIkWKEB8fr0yboKGhQdu2bfn111+V4JSGDRuSkpLCgQMHlCmx1DkeZcuW5cGDBwQGBnL37l3279/Pjz/+CKhftkDeywpNTU3s7e3ZsmULjo6OXLx4kejoaGW6qnLlyimjBOQkp2OpTl7y8uVLXFxc8Pf3Jzo6mnPnznH27Nl8zYvzk5mZGSdPnuTYsWNERkYyb948nj59mu/7SZvHly5dGiMjIzZs2EB4eDjnz5/Hzc0tx/x8+PDh7Nu3Dw8PD27fvs2pU6dwcHAgISHho3/C8VORH3mOrq4uAwcOxN3dnf379xMeHo6jo2OGp3M+Z8OGDcPCwoL+/fuzcuVKrl27RnR0NIcPH8bW1hY/Pz9lRJf8ykPT+vrrr6lduzYTJkzg9OnTREZG4uzszPbt25VO3qioKBwdHTl16hR3795l37593Lt3L8u8atCgQRw8eJDVq1crZcGiRYuoV68eFy9e5Mcff8zxidr0qlWrhoWFBXPmzOHo0aPcvn0bDw8PDh06hK2trbKenp4e7du3x9PTk3bt2ikBLPr6+hw9epSZM2cqddItW7YoUxe8K3XrvamyqxcNGTKE69evM2/ePMLDwzlz5gz29vaYmppm+0BB2vJbQ0PjvdT3U+WU5kqVKtGxY0fmzp3Ln3/+SVhYGFOmTFE5b3OqU+ro6DBw4EDc3Nw4dOgQd+7cYcmSJYSFhSmjG6UtP7S0tFi+fDnr168nKiqKS5cucfTo0Y+2jM2N58+fExMTQ0xMDA8fPuTcuXM4OTlRunRpWrZsmS/1wbT69u1L/fr1cXBw4NWrVx/Nsf3nn3+U45D+L7M80dbWlitXrjBnzhzCw8MJDg5m0qRJREREYGxsnOtzLDOtWrWidu3aTJo0iaCgIMLDw5k7dy5hYWH897//zdP3HDFiBHv37sXb25s7d+6we/duNm/ejKWlJUWLFsXX15eFCxcSGRlJWFgYe/fuxdjYWGVa61RNmjShVq1aTJ06leDgYG7evMmcOXOIjo6mVq1aTJ8+ncuXL2eajooVK+Ls7Mz69esZN26cUiaEhoayYMEChg4dSsWKFTEyMlKrXd+vXz9evHjB9OnTCQ8P58iRIyxbtkzZn46ODoMGDcLd3Z2DBw9y+/ZtXFxcVAIR1OmP+ZB5Y3bSXsdRUVEcPHiQYcOGUaFCBYYMGaJW+Txs2DBCQkJwc3MjIiKCwMBAPD09adu2rdrl5qdk1KhRGBsb079/f/z9/blz5w4XL17EwcEBf39/5s2bl+l0bsOGDWP//v14enpy+/Ztjhw5wrx587CwsFCOpa6uLnfv3s1ypMV3NXz4cP744w/WrVtHREQEfn5++Pj4ZLl+4cKF6d27Nx4eHuzfv5+oqCjWr1/Pjh07MDMzY926dcpUamn5+flRrlw5+vTpk6H/e8iQIcTExHDw4EFl/aVLl3L06FGlDzx12qhUd+/eVfLM/fv34+7uzsCBA9HR0clzvfRTbqflVP7m1P5Xp99JnTZ3ZmXRl9AXqU4Za2ZmRlxcHGvWrCE6OpotW7aojNKXU7mZH/38ua1n5VQeqkNXV5eIiAhiY2PVKj9yq0SJEvz+++/Mnj2b8PBwbt++zY4dO9DX1890BJCPmTp9zOnvAWZG3TIpr/fYcqq3fmlsbGw4cuQI+/btw8bGBlD/Hk7aPLNr167o6+srwejh4eFMmzaNY8eOKQHI76po0aLo6elx6NAhIiMjuX79OrNmzeLy5ctq9dv07NmTAwcOcOfOnU/+HvO/zdbWltatWzNgwAA2bdpEZGSk0v4dOHAgzZo1Y/jw4bnebnZ17He5T/Up+TLGBxeK7du306JFi0wL9UqVKvHNN9+wa9cufv/9d+Li4hgyZAh6enrY2tqqVFRLlChBz549WbBgAZGRkcycORMfHx8WLlxInz59KFSoEC1btmThwoWf/PxnHTt25PLly8yfP59nz55hZGREr169OHToEKGhocpw7NnR1NRk1apV/PTTT9ja2qKtrc3IkSOzHSa5QoUKrFu3jgULFtCjRw+KFCmCpaUlrq6uPH78mIkTJ3Lv3r13GrbOwcGBEiVKsGjRImJjYzE2Nmb27NkqDUVzc3N0dXUxMTFRpqVo0aIF27dvV24Yw9uOJB8fHxYvXky/fv0oUKAADRs2ZOPGjfk2tJ6enh4+Pj7Mnz+fwYMHA2+HUt68eTMVK1YE3hYYhQoVYsOGDTg5OVG2bFmGDx/O0KFDM92mq6srzs7OfP/99yQkJFC1alUWLVqUYV7GdzV+/HiMjY3ZunUrmzZt4p9//qF8+fJ06tSJkSNHAtC9e3cOHDiAlZUV+/fvZ/78+SxbtoxNmzZhaGhI27ZtGTx4MIcPH1a2a2trq0S8z5w5U2Wf6vy+OUndhpubGw8fPqRcuXLY2dllCPrITKdOnZg3bx7du3fPdZTrp6hixYrMmTOHVatW4evrS6NGjZgyZQpTp05VWa9Hjx4cOHCA+fPnY2xszNKlSzM8PdWlSxdGjBjBq1evsLS0ZMaMGcqNcldXV1xdXZk9ezbx8fFUqlSJn3/+OdMhgNNS91q2s7MjNjZWGSazevXqODk5MXnyZEJDQ7NsaNra2lK4cGG8vb2ZP38+BgYG9O7dGzs7u9wdyHyS0/lfoUKFHMutb7/9lq1bt9K1a1d8fHxo0KABFhYWbNu2TZlzN3UUn0uXLqnMI5vT8fjuu++4deuWcuPM2NiYiRMn4u7uTmhoqNpTfLxLWdGrVy8MDQ3ZsGEDw4cPJzExEQMDA9q1a8eCBQvUHs5cnWOZU17Sq1cv4uLi8PT05P79++jr69OhQ4dM5wL/GNja2nLnzh3GjRtHoUKFsLGx4T//+U+eR8DIbj+pefzKlStZsGABTk5OdOvWjcqVK+Pg4KBM5ZWVjh074urqyqpVq1i5ciXFixfPcp51kXf5kedMmjSJwoULM3fuXBITE+nUqZMywtWXQFNTk6VLlxIQEICfnx8bN27k6dOnGBgY0LhxY3x8fJR8Nr/y0LQKFCjA2rVrWbhwIePHj+fFixdUq1YNDw8PJWDD0dERFxcXJk+eTFxcHEZGRtjb29OtW7dMt9mpUydevHjBL7/8gpubG6VLl8ba2pqRI0dy4MABvLy8SExMzPUw80uWLGHJkiXMmDGDp0+fUrNmTZYtW0b79u1V1rO2tmb37t0qT20VLFiQ1atX4+LiwuDBg3nx4gW1a9fml19+ybeODnXqvamyqxc1aNAALy8vli5dSvfu3SlatCjffPMNkyZNynZKo/Tl9/uq76ubZhcXF1xcXJgwYQLJycn06dNHJeBVnTrlxIkTKVCgAI6OjiQkJFCrVi1++eUXpZ2fvvz4+eefWbt2La6urmhra9OmTRumTZuW79//fVu7di1r164F3uYhxYsXp3HjxixatAgdHZ18yZvT0tDQ4KeffqJbt254enoyfvz4j+LYBgQEKHPSp+fm5pYhMNrMzAwvLy/c3NyU+mPz5s2ZOnWqEvyem3MsfTsU/j9PdXFxYcyYMbx69Yq6deuyfv16zMzM8vQ9LS0tmTt3rpKHGRkZ4eDgoExJvmzZMjw8PPD19UVTU5NmzZqxevXqTB9eSs0LnZycGDZsGMnJyZibm+Pr60ulSpX44YcfCA0NVRmJIq1OnTpRs2ZNNm7cyOzZs3nw4AHa2tpKYI61tbVSl86pXV+mTBml/6JHjx6UK1eO77//njlz5ij7GzduHK9fv2bmzJm8ePECCwsL2rVrx8uXLwH1+mM+ZN6YnbTXsZaWFuXKlaNz587Y2toqQ8PnVD7Xrl2b5cuX4+7uzurVqyldujTfffcd33//PaB+ufmp0NHRwcfHh7Vr17J69Wru3buHtrY2pqameHt7Z/kbdujQgSVLlrBixQo8PT0pWbIkVlZWKm32vn37MnXqVLp27cqpU6fyPe2tW7dm7ty5rFq1isWLF1O3bl369euXbSDN9OnTKVKkCHPnziUuLo7q1avj7OxMp06dcHFx4fjx40o+AG9Hujh+/Dhjx47NtC/KysqKJUuWsGXLFn766Sfg7c17FxcX7t27R4MGDfD29la58WhmZqaMuKCnp6dyfuW1Xvopt9PULX+zav+r0++kTps7fX0Hvoy+SHXK2GbNmjF27FjWrl2Lu7s7rVu3xs7Ojo0bNwJvA/OzKzfzo58/t/UsdcrDnAwaNAgXFxdu3LjBrl27ciw/cqtEiRKsXr2axYsX07t3b968eaME9BUtWjRP2/yQcupjzuweYHrqlkl5vcemTr31S9KqVSuKFClCXFwcHTp0UJarcw8nfZ7p4+OjBIC/efOGOnXqsHbt2nwbnU5LSws3Nzfmz59Ply5d0NfX56uvvmLixImsWrWKFy9eZPv55s2bU6JECRo2bPjJ32P+t2lqauLm5oa/vz+//vorrq6upKSkUKNGDezt7bGxsVHrofr0cqpj5/U+1adEIyW/e/uFEO9FSkpKnjI+Id6XqKgovv32WwICAr7IyPDMWFpa0qNHD8aOHZvp+9u3b8fBwYHr16+/55SJz5WUFUII8fH6t/Po7du3s2zZMg4dOvRRzkmdU71ICCE+lI+tDn3gwAEaNWqkcuPS1taWsmXL4uTk9AFTJkTuBAUFYWBgoPJw58qVK9m2bZvKyDC58S7Xa3R0NO3atWPjxo3KgzLpTZs2jbt37+Lt7Z2nfYj3S/oihRDi85CYmEirVq1Yvnw5LVq0+NDJEV8oGYlGiE/Ux9ShI0Ra9+/f5+LFi/j6+vL1119Lo1WID0jKCiGE+Hj9W3n05cuXuXXrljLVwMcYQCOEEB+zj60OvWbNGnx9fZkyZQpFixbl0KFDnD59WhkJQohPxYkTJ9i9ezfOzs5UqlSJq1evsmHDBvr375/nbX5s16v4MKQvUgghPg/x8fGcPn2agIAAjIyM8jxylBD5QYJohBBC5KsnT54wbdo0jI2N8fDw+NDJEUIIIYT4ooSEhLBgwQLatm3Lf//73w+dHCGEEO9o0aJFyrTW//zzD9WrV8fNzY1mzZp96KQJkStjxozh+fPnTJkyhcePH1OuXDkGDx6s1pThQmRH+iKFEOLz8ObNG2bMmEHJkiVZunSpBMuKD0qmcxJCCCGEEEIIIYQQQgghhBBCCCGEEF88GddZCCGEEEIIIYQQQgghhBBCCCGEEEJ88SSIRgghhBBCCCGEEEIIIYQQQgghhBBCfPEkiEYIIYQQQgghhBBCCCGEEEIIIYQQQnzxJIhGCCGEEEIIIYQQQgghhBBCCCGEEEJ88SSIRgghhBBCCCGEEOIzlZKS8qGToPiY0iKEEEIIIYQQQgiRGQmiEUIIIYQQQgghhAAGDRqEiYmJyl/dunVp27Ytc+bMIT4+/l/Z7/bt2zExMSE6Ojpft/vbb7/h4uKS58/v27ePoUOH0qJFC8zMzLCyssLT05Nnz57leluHDh1i6tSpeU6LEEIIIYQQQgghxPtQ8EMnQAghhBBCCCGEEOJjYWpqiqOjo/L69evXXL58mSVLlnD16lU2b96MhobGB0yh+lasWEHTpk1z/bnk5GQmT57MH3/8Qc+ePenXrx+6urqEhISwZs0aDh48yPr16ylWrJja21y/fn2u0yGEEEIIIYQQQgjxvkkQjRBCCCGEEEIIIcT/FC1aFDMzM5VlTZo0ITExEXd3d/76668M739uvLy82LNnDx4eHrRv315Z3rx5c5o2bcqAAQNYvnw5Dg4OHzCVQgghhBBCCCGEEPlPpnMSQgghhBBCCCGEyEHdunUBuHfvHoMGDcLe3h47OzvMzMwYMmQIAAkJCTg7O/PNN99Qr149rKys2LZtm8p2kpOT8fT0pG3btjRo0IDRo0dnmCZq2rRpWFpaqiyLjo7GxMSE7du3K8sePnzI1KlTad68Oebm5gwcOJDg4GAALC0tuXv3Ljt27MjVVFGvX79m7dq1tG7dWiWAJlWjRo2ws7OjevXqKmmbMmUKrVq1ok6dOjRv3pwpU6bw5MkT4O00WUFBQQQFBWFiYsKZM2cAiIuLY/bs2bRo0YJ69erRu3dvTp06pbK/Z8+eMXv2bOU7TpgwgfXr12NiYqKy3t69e7G2tsbc3JyWLVsye/ZsleO6bNky2rdvj4eHB02bNqVVq1bMnDmT+vXrk5CQoLItT09PGjVqxIsXL9Q6ZkIIIYQQQgghhPh8yEg0QgghhBBCCCGEEDm4ffs2ABUrVgQgICCArl27smLFCpKTk/nnn3/o378/jx49ws7ODiMjIw4ePMiMGTOIjY1l1KhRACxcuJCNGzfy/fff06BBAwICAli8eHGu05OYmEi/fv148+YNkydPpkyZMqxduxZbW1t27NiBh4cHI0aMwNTUlNGjR1O6dGm1tnv58mWePHmChYVFluuMHj1a+f/Fixd89913lChRAkdHR/T09AgODsbDwwNtbW3mzp2Lo6MjkydPBsDR0ZHq1avz8uVL/vvf/xIbG8uECRMoXbo0fn5+DBs2DC8vL5o3b67s6+rVq0yYMIHy5cvj6+ub4Xh5enri7u5O//79mTBhAlFRUbi5uRESEsLWrVvR1tYG3gZABQYG4urqSlxcHLVq1eK3337jjz/+oFevXsr2du7cSefOndHR0VHvxxBCCCGEEEIIIcRnQ4JohBBCCCGEEEIIIf4nJSWFpKQk5XV8fDxBQUGsWLECc3NzZUQaLS0t5syZQ6FChQDw9fUlLCyMLVu2YG5uDsDXX39NUlISnp6e9O3bF01NTby9vRkyZAhjxoxR1nn48CHHjx/PVTp37NihjDRTu3ZtABo2bEj37t05e/YsvXr1olChQpQsWTJX00/dv38fgAoVKqi1fkREBGXLlsXFxUUJMGrWrBl//fUXQUFBAFSvXp2iRYsCKGnZunUr165dY+vWrTRo0ACA1q1bM2jQIBYtWoSfnx+nTp3izJkzLFu2jG+//VZZx8rKivDwcODt77NixQp69+7N7NmzlXTVrFmTAQMG4Ofnx4ABAwBISkpi6tSpNG7cWFnP3NycnTt3KkE0Fy5cICIigvnz56t9zIQQQgghhBBCCPH5kOmchBBCCCGEEEIIIf7n7Nmz1KlTR/lr0aIFEydOpG7duixevBgNDQ0AqlatqgTQAAQFBWFkZKQE0KTq2rUrL1++5K+//iIkJITXr19nGOWlU6dOuU7n+fPnqVChghJAA6Cjo8O+fftURlXJrYIF3z5vlZycrNb6tWvXxtfXFyMjIyIiIggMDGTNmjXcunWLV69eZfm5U6dOYWhoSJ06dUhKSiIpKYk3b95gYWHBpUuXiI+P5/Tp02hpafHNN98on9PU1KRz587K65CQEF69eoWVlZXK9hs3boyRkZESyJM2vWn17NmTc+fOcffuXeBtcFKVKlUy/I5CCCGEEEIIIYT4MshINEIIIYQQQgghhBD/U6dOHebMmQOAhoYGhQsXply5cspIKql0dXVVXsfHx2NoaJhhewYGBgA8ffpUWVaiRAmVdTL7XE7i4uIoVapUrj+Xk/LlywMoQSWZefz4MUWLFlWCiNatW8fKlSuJi4vDwMCAunXroqOjQ0JCQpbbiIuLIyYmhjp16mT6fkxMDE+ePKF48eJoaqo+A5b2e8fHxwP/f5zTMjAwyJCG9L9b586dcXJyYufOnQwdOpSAgABGjBiRZbqFEEIIIYQQQgjxeZMgGiGEEEIIIYQQQoj/0dXVpV69ern+nL6+PpGRkRmWx8TEAKqBM48ePaJq1arK67i4OJXPaGho8ObNG5Vlz58/V3mtp6dHdHR0hv1duHABfX19qlWrluvvAG9HajEwMODYsWPKNEjpzZw5k5CQEI4ePcq+ffuYP38+kydPxtrampIlSwIwbtw4QkNDs9yPnp4exsbGLFq0KNP3K1SoQJkyZXjy5AnJyckqgTSPHj1S/tfX1wcgNjZW5ZjC22OfOsVUVnR1denYsSMBAQHUrFmT58+f061bt2w/I4QQQgghhBBCiM+XTOckhBBCCCGEEEII8Y6aNGnC3bt3CQ4OVlm+a9cutLS0qF+/Pubm5mhra/PHH3+orHPkyBGV17q6ujx58oSXL18qy86fP6+yTuPGjYmKiuLGjRvKspcvXzJ27Fi2bdsGkGEEF3VoamoyePBgjh49yuHDhzO8f/r0aQIDA+nYsSOFChXi/PnzFCtWjGHDhikBNImJiZw/f15lSqj0aWnatCn379+nVKlS1KtXT/k7efIkXl5eFChQgKZNm5KUlKSSjpSUFA4ePKi8btCgAYUKFWLPnj0q2z937hz37t2jYcOGOX5nGxsbwsLC2LBhAy1atKBMmTLqHSwhhBBCCCGEEEJ8dmQkGiGEEEIIIYQQQoh3ZG1tja+vLz/88AN2dnZUqFCBw4cP4+fnx5gxYyhWrBgAo0ePZunSpejo6NCsWTMCAwMzBNFYWFjg7e3NjBkzlACPdevWUaBAAZX9eXt78/3332NnZ0eJEiXYuHEjr1+/pn///gAUK1aMK1euEBQURP369dHW1lbruwwePJizZ88yduxYevfuTZs2bdDU1OTs2bN4e3tTu3ZtJk2aBED9+vXZvHkz8+fPx8LCgocPH7JmzRpiY2OVUWJS0xIcHMypU6cwNTXF2toaHx8fhgwZwqhRoyhXrhx//vknq1evZuDAgWhpadGkSRNatmzJjBkziI2NpXz58mzbto3r16+joaEBQPHixRkxYgTLly9HS0sLCwsLoqOjcXNzo3r16vTo0SPH79uoUSOqVKlCUFAQrq6uah0jIYQQQgghhBBCfJ40UlJSUj50IoQQQgghhBBCCCE+tEGDBgHg7e2dp/UeP37M4sWLOXz4MM+ePaNq1aoMGjQIGxsblfW8vb3ZsGEDf//9N+bm5nTq1Ikff/yRQ4cOUaFCBQDWrl2Lt7c3sbGx1KlTh1mzZtG3b1/mzJmDtbU1AH///TcLFizg2LFjJCcnY2ZmxuTJk6lVqxYAe/bswcnJiYSEBNatW0fjxo3VPhZJSUn8+uuv7Ny5k8jISF69ekXFihWxsrJi4MCBFClSBHg7MsyyZcvw8/PjyZMnlClThjZt2lCzZk1mzZrF3r17qVatGqdPn8bBwYGYmBicnZ3p0qULjx49YvHixRw9epSEhASMjIywsbHB1tZWGbkmPj6e+fPnc/DgQZKSkmjXrh3FihXD39+fCxcuKOndvHkzPj4+REZGUrx4cdq3b8/48eOVQJ5ly5bh4eHB9evXM/2+8+fPZ/v27Zw4cYJChQqpfZyEEEIIIYQQQgjxeZEgGiGEEEIIIYQQQgjx0bl79y4hISG0a9dOZRQdOzs7oqKi2LFjR77sJyUlhf/85z+0atWK6dOn58s2hRBCCCGEEEII8WmS6ZyEEEIIIYQQQgghPnNv3rwhnNqvSQAAAbhJREFUp+eoNDQ0VKaM+tA0NTWZNm0a7dq1w8bGhgIFCnD8+HH279+Ps7PzO2//2bNnrF+/ntDQUKKiopQRhoQQQgghhBBCCPHlkpFohBBCCCGEEEIIIT5zgwYNIigoKNt1jIyMOHz48HtKkXpOnz7N8uXLuXr1KklJSVSrVo0hQ4ZgZWX1zttOSkqibdu2JCcn4+DgQJcuXfIhxUIIIYQQQgghhPiUSRCNEEIIIYQQQgghxGfu1q1bJCYmZrtOoUKFMDExeU8pEkIIIYQQQgghhPj4SBCNEEIIIYQQQgghhBBCCCGEEEIIIYT44ml+6AQIIYQQQgghhBBCCCGEEEIIIYQQQgjxoUkQjRBCCCGEEEIIIYQQQgghhBBCCCGE+OJJEI0QQgghhBBCCCGEEEIIIYQQQgghhPjiSRCNEEIIIYQQQgghhBBCCCGEEEIIIYT44kkQjRBCCCGEEEIIIYQQQgghhBBCCCGE+OJJEI0QQgghhBBCCCGEEEIIIYQQQgghhPjiSRCNEEIIIYQQQgghhBBCCCGEEEIIIYT44kkQjRBCCCGEEEIIIYQQQgghhBBCCCGE+OL9H+cISj1eZ4BmAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 2800x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set(rc={'figure.figsize':(28,10)})\n",
    "ax = sns.countplot(data = df, x = 'Product_Category', hue = \"Gender\")\n",
    "\n",
    "for bars in ax.containers:\n",
    "    ax.bar_label(bars)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "99f5c6f3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 2800x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sales_state = df.groupby(['Product_Category'], as_index=False)['Amount'].sum().sort_values(by='Amount', ascending=False)\n",
    "\n",
    "#sns.set(rc={'figure.figsize':(20,5)})\n",
    "sns.barplot(data = sales_state, x = 'Product_Category',y= 'Amount', hue = 'Amount')\n",
    "\n",
    "plt.xticks(rotation = 0)\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5be54973",
   "metadata": {},
   "source": [
    "*From above graphs we can see that most of the sold products are from Food, Clothing and Electronics category*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "f33d23c7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "' plt.xticks(rotation = 0)\\nplt.tight_layout() '"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 2000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sales_state = df.groupby(['Product_ID','Product_Category'], as_index=False)['Orders'].sum().sort_values(by='Orders', ascending=False).head(10)\n",
    "\n",
    "sns.set(rc={'figure.figsize':(20,5)})\n",
    "ax = sns.barplot(data = sales_state, x = 'Product_ID',y= 'Orders', hue = 'Product_Category')\n",
    "\n",
    "for bars in ax.containers:\n",
    "    ax.bar_label(bars)\n",
    "\n",
    "\"\"\" plt.xticks(rotation = 0)\n",
    "plt.tight_layout() \"\"\""
   ]
  },
  {
   "cell_type": "markdown",
   "id": "31f88f63",
   "metadata": {},
   "source": [
    "## Conclusion:\n",
    "\n",
    "### "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "56e52bca",
   "metadata": {},
   "source": [
    "*Married women age group 26-35 yrs from UP,  Maharastra and Karnataka working in IT, Healthcare and Aviation have more buying power for products from Food, Clothing and Electronics category*"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d7bfbc58",
   "metadata": {},
   "source": [
    "Thank you!"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}