Adidaas_analyist.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt \n",
    "import seaborn as sns\n",
    "import warnings "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   Unnamed: 0   Unnamed: 1             Unnamed: 2           Unnamed: 3  \\\n",
      "0         NaN          NaN  Adidas Sales Database                  NaN   \n",
      "1         NaN          NaN                    NaN                  NaN   \n",
      "2         NaN          NaN                    NaN                  NaN   \n",
      "3         NaN     Retailer            Retailer ID         Invoice Date   \n",
      "4         NaN  Foot Locker                1185732  2020-01-01 00:00:00   \n",
      "\n",
      "  Unnamed: 4 Unnamed: 5 Unnamed: 6             Unnamed: 7      Unnamed: 8  \\\n",
      "0        NaN        NaN        NaN                    NaN             NaN   \n",
      "1        NaN        NaN        NaN                    NaN             NaN   \n",
      "2        NaN        NaN        NaN                    NaN             NaN   \n",
      "3     Region      State       City                Product  Price per Unit   \n",
      "4  Northeast   New York   New York  Men's Street Footwear              50   \n",
      "\n",
      "   Unnamed: 9  Unnamed: 10       Unnamed: 11       Unnamed: 12   Unnamed: 13  \n",
      "0         NaN          NaN               NaN               NaN           NaN  \n",
      "1         NaN          NaN               NaN               NaN           NaN  \n",
      "2         NaN          NaN               NaN               NaN           NaN  \n",
      "3  Units Sold  Total Sales  Operating Profit  Operating Margin  Sales Method  \n",
      "4        1200       600000            300000               0.5      In-store  \n"
     ]
    }
   ],
   "source": [
    "file_path = 'Adidas US Sales Datasets.xlsx'\n",
    "file_name = pd.read_excel(file_path)\n",
    "df = pd.DataFrame(file_name)\n",
    "print(df.head(5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 9652 entries, 0 to 9651\n",
      "Data columns (total 14 columns):\n",
      " #   Column       Non-Null Count  Dtype  \n",
      "---  ------       --------------  -----  \n",
      " 0   Unnamed: 0   0 non-null      float64\n",
      " 1   Unnamed: 1   9649 non-null   object \n",
      " 2   Unnamed: 2   9650 non-null   object \n",
      " 3   Unnamed: 3   9649 non-null   object \n",
      " 4   Unnamed: 4   9649 non-null   object \n",
      " 5   Unnamed: 5   9649 non-null   object \n",
      " 6   Unnamed: 6   9649 non-null   object \n",
      " 7   Unnamed: 7   9649 non-null   object \n",
      " 8   Unnamed: 8   9649 non-null   object \n",
      " 9   Unnamed: 9   9649 non-null   object \n",
      " 10  Unnamed: 10  9649 non-null   object \n",
      " 11  Unnamed: 11  9649 non-null   object \n",
      " 12  Unnamed: 12  9649 non-null   object \n",
      " 13  Unnamed: 13  9649 non-null   object \n",
      "dtypes: float64(1), object(13)\n",
      "memory usage: 1.0+ MB\n",
      "None\n",
      "--------------------------------------------\n",
      "(9652, 14)\n",
      "--------------------------------------------\n",
      "False    9651\n",
      "True        1\n",
      "Name: count, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "print(df.info())\n",
    "print(22*'--')\n",
    "print(df.shape)\n",
    "print(22*'--')\n",
    "print(df.duplicated().value_counts())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "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>3</th>\n",
       "      <th>Retailer</th>\n",
       "      <th>Retailer ID</th>\n",
       "      <th>Invoice Date</th>\n",
       "      <th>Region</th>\n",
       "      <th>State</th>\n",
       "      <th>City</th>\n",
       "      <th>Product</th>\n",
       "      <th>Price per Unit</th>\n",
       "      <th>Units Sold</th>\n",
       "      <th>Total Sales</th>\n",
       "      <th>Operating Profit</th>\n",
       "      <th>Operating Margin</th>\n",
       "      <th>Sales Method</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Foot Locker</td>\n",
       "      <td>1185732</td>\n",
       "      <td>2020-01-01 00:00:00</td>\n",
       "      <td>Northeast</td>\n",
       "      <td>New York</td>\n",
       "      <td>New York</td>\n",
       "      <td>Men's Street Footwear</td>\n",
       "      <td>50</td>\n",
       "      <td>1200</td>\n",
       "      <td>600000</td>\n",
       "      <td>300000</td>\n",
       "      <td>0.5</td>\n",
       "      <td>In-store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Foot Locker</td>\n",
       "      <td>1185732</td>\n",
       "      <td>2020-01-02 00:00:00</td>\n",
       "      <td>Northeast</td>\n",
       "      <td>New York</td>\n",
       "      <td>New York</td>\n",
       "      <td>Men's Athletic Footwear</td>\n",
       "      <td>50</td>\n",
       "      <td>1000</td>\n",
       "      <td>500000</td>\n",
       "      <td>150000</td>\n",
       "      <td>0.3</td>\n",
       "      <td>In-store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Foot Locker</td>\n",
       "      <td>1185732</td>\n",
       "      <td>2020-01-03 00:00:00</td>\n",
       "      <td>Northeast</td>\n",
       "      <td>New York</td>\n",
       "      <td>New York</td>\n",
       "      <td>Women's Street Footwear</td>\n",
       "      <td>40</td>\n",
       "      <td>1000</td>\n",
       "      <td>400000</td>\n",
       "      <td>140000</td>\n",
       "      <td>0.35</td>\n",
       "      <td>In-store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Foot Locker</td>\n",
       "      <td>1185732</td>\n",
       "      <td>2020-01-04 00:00:00</td>\n",
       "      <td>Northeast</td>\n",
       "      <td>New York</td>\n",
       "      <td>New York</td>\n",
       "      <td>Women's Athletic Footwear</td>\n",
       "      <td>45</td>\n",
       "      <td>850</td>\n",
       "      <td>382500</td>\n",
       "      <td>133875</td>\n",
       "      <td>0.35</td>\n",
       "      <td>In-store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Foot Locker</td>\n",
       "      <td>1185732</td>\n",
       "      <td>2020-01-05 00:00:00</td>\n",
       "      <td>Northeast</td>\n",
       "      <td>New York</td>\n",
       "      <td>New York</td>\n",
       "      <td>Men's Apparel</td>\n",
       "      <td>60</td>\n",
       "      <td>900</td>\n",
       "      <td>540000</td>\n",
       "      <td>162000</td>\n",
       "      <td>0.3</td>\n",
       "      <td>In-store</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>9643</th>\n",
       "      <td>Foot Locker</td>\n",
       "      <td>1185732</td>\n",
       "      <td>2021-01-24 00:00:00</td>\n",
       "      <td>Northeast</td>\n",
       "      <td>New Hampshire</td>\n",
       "      <td>Manchester</td>\n",
       "      <td>Men's Apparel</td>\n",
       "      <td>50</td>\n",
       "      <td>64</td>\n",
       "      <td>3200</td>\n",
       "      <td>896.0</td>\n",
       "      <td>0.28</td>\n",
       "      <td>Outlet</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9644</th>\n",
       "      <td>Foot Locker</td>\n",
       "      <td>1185732</td>\n",
       "      <td>2021-01-24 00:00:00</td>\n",
       "      <td>Northeast</td>\n",
       "      <td>New Hampshire</td>\n",
       "      <td>Manchester</td>\n",
       "      <td>Women's Apparel</td>\n",
       "      <td>41</td>\n",
       "      <td>105</td>\n",
       "      <td>4305</td>\n",
       "      <td>1377.6</td>\n",
       "      <td>0.32</td>\n",
       "      <td>Outlet</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9645</th>\n",
       "      <td>Foot Locker</td>\n",
       "      <td>1185732</td>\n",
       "      <td>2021-02-22 00:00:00</td>\n",
       "      <td>Northeast</td>\n",
       "      <td>New Hampshire</td>\n",
       "      <td>Manchester</td>\n",
       "      <td>Men's Street Footwear</td>\n",
       "      <td>41</td>\n",
       "      <td>184</td>\n",
       "      <td>7544</td>\n",
       "      <td>2791.28</td>\n",
       "      <td>0.37</td>\n",
       "      <td>Outlet</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9646</th>\n",
       "      <td>Foot Locker</td>\n",
       "      <td>1185732</td>\n",
       "      <td>2021-02-22 00:00:00</td>\n",
       "      <td>Northeast</td>\n",
       "      <td>New Hampshire</td>\n",
       "      <td>Manchester</td>\n",
       "      <td>Men's Athletic Footwear</td>\n",
       "      <td>42</td>\n",
       "      <td>70</td>\n",
       "      <td>2940</td>\n",
       "      <td>1234.8</td>\n",
       "      <td>0.42</td>\n",
       "      <td>Outlet</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9647</th>\n",
       "      <td>Foot Locker</td>\n",
       "      <td>1185732</td>\n",
       "      <td>2021-02-22 00:00:00</td>\n",
       "      <td>Northeast</td>\n",
       "      <td>New Hampshire</td>\n",
       "      <td>Manchester</td>\n",
       "      <td>Women's Street Footwear</td>\n",
       "      <td>29</td>\n",
       "      <td>83</td>\n",
       "      <td>2407</td>\n",
       "      <td>649.89</td>\n",
       "      <td>0.27</td>\n",
       "      <td>Outlet</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>9648 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "3        Retailer Retailer ID         Invoice Date     Region          State  \\\n",
       "0     Foot Locker     1185732  2020-01-01 00:00:00  Northeast       New York   \n",
       "1     Foot Locker     1185732  2020-01-02 00:00:00  Northeast       New York   \n",
       "2     Foot Locker     1185732  2020-01-03 00:00:00  Northeast       New York   \n",
       "3     Foot Locker     1185732  2020-01-04 00:00:00  Northeast       New York   \n",
       "4     Foot Locker     1185732  2020-01-05 00:00:00  Northeast       New York   \n",
       "...           ...         ...                  ...        ...            ...   \n",
       "9643  Foot Locker     1185732  2021-01-24 00:00:00  Northeast  New Hampshire   \n",
       "9644  Foot Locker     1185732  2021-01-24 00:00:00  Northeast  New Hampshire   \n",
       "9645  Foot Locker     1185732  2021-02-22 00:00:00  Northeast  New Hampshire   \n",
       "9646  Foot Locker     1185732  2021-02-22 00:00:00  Northeast  New Hampshire   \n",
       "9647  Foot Locker     1185732  2021-02-22 00:00:00  Northeast  New Hampshire   \n",
       "\n",
       "3           City                    Product Price per Unit Units Sold  \\\n",
       "0       New York      Men's Street Footwear             50       1200   \n",
       "1       New York    Men's Athletic Footwear             50       1000   \n",
       "2       New York    Women's Street Footwear             40       1000   \n",
       "3       New York  Women's Athletic Footwear             45        850   \n",
       "4       New York              Men's Apparel             60        900   \n",
       "...          ...                        ...            ...        ...   \n",
       "9643  Manchester              Men's Apparel             50         64   \n",
       "9644  Manchester            Women's Apparel             41        105   \n",
       "9645  Manchester      Men's Street Footwear             41        184   \n",
       "9646  Manchester    Men's Athletic Footwear             42         70   \n",
       "9647  Manchester    Women's Street Footwear             29         83   \n",
       "\n",
       "3    Total Sales Operating Profit Operating Margin Sales Method  \n",
       "0         600000           300000              0.5     In-store  \n",
       "1         500000           150000              0.3     In-store  \n",
       "2         400000           140000             0.35     In-store  \n",
       "3         382500           133875             0.35     In-store  \n",
       "4         540000           162000              0.3     In-store  \n",
       "...          ...              ...              ...          ...  \n",
       "9643        3200            896.0             0.28       Outlet  \n",
       "9644        4305           1377.6             0.32       Outlet  \n",
       "9645        7544          2791.28             0.37       Outlet  \n",
       "9646        2940           1234.8             0.42       Outlet  \n",
       "9647        2407           649.89             0.27       Outlet  \n",
       "\n",
       "[9648 rows x 13 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns = df.iloc[3]\n",
    "df  = df.iloc[4: , 1:].reset_index(drop= True)\n",
    "\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['Invoice Date'] = pd.to_datetime(df['Invoice Date'])\n",
    "df['year'] = df['Invoice Date'].dt.year\n",
    "df['month'] = df['Invoice Date'].dt.month\n",
    "df['day'] = df['Invoice Date'].dt.day"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--------------------------------------------\n",
      "3          Retailer  Retailer ID                   Invoice Date Region  \\\n",
      "count          9648       9648.0                           9648   9648   \n",
      "unique            6          4.0                            NaN      5   \n",
      "top     Foot Locker    1185732.0                            NaN   West   \n",
      "freq           2637       5265.0                            NaN   2448   \n",
      "mean            NaN          NaN  2021-05-10 15:20:44.776119296    NaN   \n",
      "min             NaN          NaN            2020-01-01 00:00:00    NaN   \n",
      "25%             NaN          NaN            2021-02-17 00:00:00    NaN   \n",
      "50%             NaN          NaN            2021-06-04 00:00:00    NaN   \n",
      "75%             NaN          NaN            2021-09-16 00:00:00    NaN   \n",
      "max             NaN          NaN            2021-12-31 00:00:00    NaN   \n",
      "std             NaN          NaN                            NaN    NaN   \n",
      "\n",
      "3            State      City                Product  Price per Unit  \\\n",
      "count         9648      9648                   9648          9648.0   \n",
      "unique          50        52                      6           146.0   \n",
      "top     California  Portland  Men's Street Footwear            50.0   \n",
      "freq           432       360                   1610           557.0   \n",
      "mean           NaN       NaN                    NaN             NaN   \n",
      "min            NaN       NaN                    NaN             NaN   \n",
      "25%            NaN       NaN                    NaN             NaN   \n",
      "50%            NaN       NaN                    NaN             NaN   \n",
      "75%            NaN       NaN                    NaN             NaN   \n",
      "max            NaN       NaN                    NaN             NaN   \n",
      "std            NaN       NaN                    NaN             NaN   \n",
      "\n",
      "3       Units Sold  Total Sales  Operating Profit  Operating Margin  \\\n",
      "count       9648.0       9648.0            9648.0           9648.00   \n",
      "unique       361.0       3512.0            6510.0            127.00   \n",
      "top          225.0     100000.0           21000.0              0.35   \n",
      "freq         207.0         52.0              34.0           1229.00   \n",
      "mean           NaN          NaN               NaN               NaN   \n",
      "min            NaN          NaN               NaN               NaN   \n",
      "25%            NaN          NaN               NaN               NaN   \n",
      "50%            NaN          NaN               NaN               NaN   \n",
      "75%            NaN          NaN               NaN               NaN   \n",
      "max            NaN          NaN               NaN               NaN   \n",
      "std            NaN          NaN               NaN               NaN   \n",
      "\n",
      "3      Sales Method         year        month          day  \n",
      "count          9648  9648.000000  9648.000000  9648.000000  \n",
      "unique            3          NaN          NaN          NaN  \n",
      "top          Online          NaN          NaN          NaN  \n",
      "freq           4889          NaN          NaN          NaN  \n",
      "mean            NaN  2020.865050     6.458126    14.696310  \n",
      "min             NaN  2020.000000     1.000000     1.000000  \n",
      "25%             NaN  2021.000000     3.000000     9.000000  \n",
      "50%             NaN  2021.000000     6.000000    15.000000  \n",
      "75%             NaN  2021.000000     9.000000    21.000000  \n",
      "max             NaN  2021.000000    12.000000    31.000000  \n",
      "std             NaN     0.341688     3.454799     7.348019  \n"
     ]
    }
   ],
   "source": [
    "# print(df.info())\n",
    "print(22*'--')\n",
    "print(df.describe(include= 'all'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False    9648\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.duplicated().value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "retailer_counts = df.Retailer.value_counts().sort_values(ascending= False)\n",
    "\n",
    "plt.figure(figsize=(10 , 6))\n",
    "sns.barplot(x = retailer_counts.index , y = retailer_counts.values , palette='viridis' , hue=retailer_counts.index , dodge=False , legend=True  )\n",
    "plt.title('Retailer Counts')\n",
    "plt.xticks(rotation = 45)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Retailer Market Share"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\v.lotfi\\AppData\\Local\\Temp\\ipykernel_6172\\4083639108.py:8: FutureWarning: Downcasting object dtype arrays on .fillna, .ffill, .bfill is deprecated and will change in a future version. Call result.infer_objects(copy=False) instead. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`\n",
      "  market_share.plot(kind = 'pie' , color = palette_color , autopct = '%1.1f%%'  , startangle=140 )\n"
     ]
    },
    {
     "data": {
      "image/png": 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mTOCiiy4iIyODN954g3PPPZerr766Ra/nTIxGI3//+9+57777WLp0KRMmTODdd99l4sSJ9OjRgxtuuIHY2FhycnJYsWIFAQEBfPvtt8CJPyuABx98kBkzZmA0GpkyZYpD3sM/ev311xk2bBi9evXi5ptvJiUlhby8PNauXcuRI0fYvn17k88vLy8nLi6OadOm0adPH/z8/Pjpp5/YuHEjzz//fMvfNCHciWbzckS78ccpuk1pbIrue++9p3bq1Ek1mUxq165d1Q8++KB+OucfAY1OcfzjFN0/euONN1RAvffee+uPffXVV+qwYcNUX19f1dfXV+3atat6xx13qBkZGfXnVFRUqDNnzlSDgoJUoMnpunl5eerTTz+tjhgxQo2OjlYNBoMaHBysjh49Wp0/f36Dc083nfXke/fHaaaLFi1Se/furZrNZjUpKUmdNWuW+v77759yXmPv50nl5eXqAw88oHbs2FH18vJSw8LC1CFDhqjPPfecarFYTvuaTnrttdfUrl27qkajUY2MjFRvu+02tbi4uFmvqTFNnVtaWqoGBgY2mCq7detW9bLLLlNDQ0NVk8mkJiYmqtOnT1eXL1/e4LmPP/64Ghsbq+p0ugbvT3Pfw+ZM0VVVVc3KylKvvfZaNSoqSjUajWpsbKw6efLkBn/Op/t7UFtbq953331qnz59VH9/f9XX11ft06eP+sYbb5zxfRPC3Smq+qf2ZyGEEEKINiBjQoQQQgihCSlChBBCCKEJKUKEEEIIoQkpQoQQQgihCSlChBBCCKEJKUKEEEIIoQkpQoQQQgihCSlChBBCCKEJKUKEEEIIoQkpQoQQQgihCSlChBBCCKEJKUKEEEIIoQkpQoQQQgihCSlChBBCCKEJKUKEEEIIoQkpQoQQQgihCSlChBBCCKEJKUKEEEIIoQkpQoQQQgihCSlChBBCCKEJKUKEEEIIoQkpQoQQQgihCSlChBBCCKEJKUKEEEIIoQkpQoQQQgihCSlChBBCCKEJKUKEEEIIoQkpQoQQQgihCSlChBBCCKEJKUKER3nzzTfx9/fHarXWH6uoqMBoNDJy5MgG56ampqIoCllZWWd1z+zsbBRFYdu2bc06/6uvvmL06NEEBwfj7e1Nly5duPHGG9m6detZ5RBCCHcjRYjwKKNGjaKiooJNmzbVH1u1ahVRUVGsX7+empqa+uMrVqwgISGBDh06tFm+f//731xxxRX07duXRYsWkZGRwbx580hJSeGBBx5w6r1tNht2u92p9xBCiJaQIkR4lC5duhAdHU1qamr9sdTUVC6++GKSk5NZt25dg+OjRo0CwG6389RTT5GcnIy3tzd9+vRh/vz59ecWFxdz1VVXER4ejre3N506deKDDz4AIDk5GYBzzjkHRVFOaXE5ad26dTzzzDO88MILvPDCC5x//vkkJCTQv39//vOf/7BkyZIG5y9cuJB+/fphNptJSUnh0UcfbdDC88ILL9CrVy98fX2Jj4/n9ttvp6Kiov7xOXPmEBQUxKJFi+jevTsmk4lDhw617o0VQggnkCJEeJxRo0axYsWK+u9XrFjByJEjGTFiRP3x6upq1q9fX1+EPPXUU3z44Ye8+eab7N69m3vuuYerr76alStXAvDQQw+xZ88elixZQlpaGrNnzyYsLAyADRs2APDTTz+Rm5vL119/3WiuTz/9FD8/P26//fZGH1cUpf7/V61axbXXXsvf//539uzZw1tvvcWcOXN48skn68/R6XS88sor7N69m7lz5/Lzzz/zr3/9q8E1q6qqmDVrFu+++y67d+8mIiKiRe+lEEI4lSqEh3nnnXdUX19fta6uTi0rK1MNBoOan5+vzps3Tx0+fLiqqqq6fPlyFVAPHjyo1tTUqD4+Puqvv/7a4Do33XSTeuWVV6qqqqpTpkxRb7jhhkbvd+DAARVQt27d2mSuCRMmqL17925w7Pnnn1d9fX3rv0pKSlRVVdUxY8ao//vf/xqc+9FHH6nR0dGnvf6XX36phoaG1n//wQcfqIC6bdu2JnMJIYRWDBrXQEI43MiRI6msrGTjxo0UFxfTuXNnwsPDGTFiBDfccAM1NTWkpqaSkpJCQkICu3fvpqqqinHjxjW4jsVi4ZxzzgHgtttuY+rUqWzZsoULLriASy65hCFDhpx11htvvJGLLrqI9evXc/XVV6OqKgDbt29nzZo1DVo+bDYbNTU1VFVV4ePjw08//cRTTz1Feno6ZWVlWK3WBo8DeHl50bt377POKYQQziBFiPA4HTt2JC4ujhUrVlBcXMyIESMAiImJIT4+nl9//ZUVK1YwevRogPpxFN9//z2xsbENrmUymQCYOHEiBw8eZPHixfz444+MGTOGO+64g+eee67ZuTp16sTq1aupq6vDaDQCEBQURFBQEEeOHGlwbkVFBY8++iiXXXbZKdcxm81kZ2czefJkbrvtNp588klCQkJYvXo1N910ExaLpb4I8fb2btDNI4QQrkTGhAiPNGrUKFJTU0lNTW0wUHT48OEsWbKEDRs21I8H+eOgzY4dOzb4io+Pr39ueHg41113HR9//DEvvfQSb7/9NnCitQFOtFQ05corr6SiooI33njjjPn79etHRkbGKXk6duyITqdj8+bN2O12nn/+ec477zw6d+7M0aNHW/o2CSGEpqQlRHikUaNGcccdd1BXV1ffEgIwYsQI7rzzTiwWS30R4u/vz7333ss999yD3W5n2LBhlJaWsmbNGgICArjuuuv473//S//+/enRowe1tbV89913dOvWDYCIiAi8vb1ZunQpcXFxmM1mAgMDT8k0ePBg/vnPf/LPf/6TgwcPctlllxEfH09ubi7vvfceiqKg0534XPDf//6XyZMnk5CQwLRp09DpdGzfvp1du3bxxBNP0LFjR+rq6nj11VeZMmUKa9as4c0332yDd1YIIRxI60EpQjjDycGiXbt2bXA8OztbBdQuXbo0OG6329WXXnpJ7dKli2o0GtXw8HB1/Pjx6sqVK1VVVdXHH39c7datm+rt7a2GhISoF198sbp///7657/zzjtqfHy8qtPp1BEjRjSZ7fPPP1dHjhypBgYGqkajUY2Li1Nnzpyprlu3rsF5S5cuVYcMGaJ6e3urAQEB6sCBA9W33367/vEXXnhBjY6OVr29vdXx48erH374oQqoxcXFqqqeGJgaGBjYwndOCCHajqKqv42EE0IIIYRoQzImRAghhBCakCJECCGEEJqQIkQIIYQQmpAiRAghhBCakCJECCGEEJqQIkQIIYQQmpAiRAghhBCakCJECCGEEJqQIkQIIYQQmpAiRAghhBCakCJECCGEEJqQIkQIIYQQmpAiRAghhBCaMGgdQAjhONa6OqrLS6kuK6OmohxLdTXWOgtWiwVbnQWrpQ67zYrdZsNut2G32VHtdnR6PXqjEYPRC73RiN5o+P3/DUb0RiNGLxNmf398AgIx+/mjKIrWL1cI4eakCBHCDdRUVFCaf4ySvGOU5h+jsvg41eVlDb/KyqirrWmTPIpOh7d/wImvgAB8/APxDjjx5RsUTFBEJIFR0QSERaA3yK8ZIUTjFFVVVa1DCCGgrLCA4zmH6wuN0vxjlOblUVpwjNrKSq3jtYqi0+EfGk5QZBSBkVEERUYTGBFFUGQUITFxGM1mrSMKITQkRYgQbcxmtVJ05BAFBw9QcHA/+dkHKDh4gJqKcq2jtSlF0REUFU1EUgrhSSlEJqUQkdwBn8AgraMJIdqIFCFCOJHdbiP/wH6OZuwhP3s/+dn7OZ5zGJvVqnU0l+UbHEJEUsqJr+QOxHTuhl9wiNaxhBBOIEWIEA5kravj2L4MctL3cCRtF0f3pmGprtY6ltsLjo4hrltP4rr3Iq5bTwLCwrWOJIRwAClChDgLdbU15KTvISd9N0fSdnNs316sdRatY3m8wIjIE0XJb4VJUGSU1pGEEK0gRYgQLVRWmM/+zRvZv2UDh3fvlKLDBQSER5DS71w69B9EfI9e6A1GrSMJIZpBihAhzkC128ndl8H+LRvZv3kDBYeytY4kmuDl7U1i73Po0H8QyecMwCcgUOtIQojTkCJEiEZYLRYObN3Evk3rOLBtM9VlpVpHEq2gKDqiO3elQ/+BdOg/iNC4eK0jCSH+QIoQIX6j2u0c2r2DtNWpZK7/FUt1ldaRhIOFJyTR7fxRdBs2Er+QUK3jCNHuSREi2r28A1mkrVpBxq+/UFF8XOs4og0oio74Hr3oPnw0nQYNwcvsrXUkIdolKUJEu1San0fa6lTSVqdyPOew1nGEhgwmEx0HnEe380eS1LsfOr1e60hCtBtShIh2w263sX/zRrb98D0Hd24D+dEXf+ITGET34aPpM+5CmfYrRBuQIkR4vKqyUnYuX8aO5UspK8jXOo5wB4pCUu9z6HPBJFL6DUCnk9YRIZxBihDhsY7uTWfbD9+zd91qbHV1WscRbso/LJy+F0yi15jxePv5ax1HCI8iRYjwKFaLhbQ1qWxb9j35B7K0jiM8iMFkovuwUZwzcQph8YlaxxHCI0gRIjxCbVUV2374nq1LFlFZUqx1HOHhkvr257zLZhDbpZvWUYRwa1KECLdWVVrC5u8XsP3HJdRWVWodR7Qz8T16c95lM0jo2VvrKEK4JSlChFuqOF7ExkVfsWP5MqyWWq3jiHYupkt3zrvsCpL79tc6ihBuRYoQ4VbKCgvYsHA+u1b8IINNhcuJ6tCJQZdeQYcBg1AURes4Qrg8KUKEW6iuKGfdV5+x/YfvsVmtWscRoknhickMveJqOvQfpHUUIVyaFCHCpVktFrYsWcSGhV9SWyljPoR7ie/eixHX3ERkSketowjhkqQIES5JVVX2/PIza774mPLCAq3jCNF6ikK3oSMYNuNaAsIjtE4jhEuRIkS4nIM7trHyk/cpyN6vdRQhHMZg9OKciVMYdOl0TD6+WscRwiVIESJcRsGhbH75+H2yt2/ROooQTmP2D2Dw1Bn0GXcheoNB6zhCaEqKEKE5S001v37xCVuWLEK127WOI0SbCI6OZcxNt5HYq6/WUYTQjBQhQlOZG9ey4oO3KS+ScR+ifep2/ihGXvsXfAICtY4iRJuTIkRooqwwn58/eIusTeu1jiKE5sx+/gy/6gZ6jhon64uIdkWKENGm7DYbmxcvZO2X86irrdE6jhAuJa5bT8b+5Q5C4+K1jiJEm5AiRLSZo3vT+emd1yg4lK11FCFclt5g4NyLpjLo0isweHlpHUcIp5IiRDidta6O1Z99yJbvF6KqMvBUiOYIjo7hglv/TlzXHlpHEcJppAgRTlVw8ACLX3ueQmn9EKLFFEXHuRdPZcjlV8l0XuGRpAgRTqHa7Wz89mt+/eJj2etFiLMUmdKRiXf+k9BYGSsiPIsUIcLhSvPzWPL6C+Sk79Y6ihAew+BlYvjVN3DO+MlaRxHCYaQIEQ61K/UnVsx5C0t1tdZRhPBIyX37M/62u/ENCtY6ihBnTYoQ4RA1FRX88NYrZG74VesoQng8b/8Axt3yNzqdO1jrKEKcFSlCxFnL27+PRS88RVlBntZRhGhX+o6fzMhr/yKDVoXbkiJEnJWdP//Az++/ibXOonUUIdqlmC7dmXLP/fgFh2gdRYgWkyJEtIrVYmH5+2+ya8UPWkcRot3zDQpm8t3/Jq5bT62jCNEiUoSIFivNz+PbF58ib/8+raMIIX6j0+sZftWN9J90sdZRhGg2KUJEixzYtpnFrz5HTUW51lGEEI3oMmQ442+5C6PZrHUUIc5IihDRLKqqsu6rz1g7/1NZel0IFxcWn8hF//w/gqNjtY4iRJOkCBFnZK2rY9nsl0hfs1LrKEKIZjL5+DLlHw+Q2Kuv1lGEOC0pQkSTqivKWfjsE7L6qRBuSKc3cMEtf6PHiDFaRxGiUVKEiNMqOZbL108/QnFujtZRhBBnYfC0mQy5fKbWMYQ4hRQholFH96ax4JnHqS4v0zqKEMIBeowYy7i/3ikLmwmXIkWIOEXG2tUsff0FWYBMCA+T0KsvF/3j/zD5+GgdRQhAihDxJxsWzmfVp3NBfiyE8EhhCUlcdv8j+IeGaR1FCClCxO9WzHmbLUsWaR1DCOFkfsEhXPZ/jxGekKR1FNHOSREiUFWVn955nR3Ll2odRQjRRsx+/kx78HEiUzpqHUW0Y1KEtHN2u41ls19mzy8/ax1FCNHGTD6+XPbAo8R07qp1FNFOSRHSjtltNr5/9Tn2rl2ldRQhhEa8vL259N8Py+Z3QhNShLRT1ro6vnvpabI2rdc6ihBCYwaTiUvue0hWVxVtToqQdqjOUsui554ke/sWraMIIVyEwejFRf/8P5LPGaB1FNGOSBHSzlhqqlkw6zEO79mpdRQhhIvRGwxMvucBOg4YpHUU0U7otA4g2o7VYpECRAhxWjarlW9feIrM9b9qHUW0E1KEtBN2m41vX3paChAhRJPsNivfv/IM2ds2ax1FtANShLQDqqqy9I0X2b95g9ZRhBBuwGa1svCF/3FEds8WTiZFSDvw8wdvkrY6VesYQgg3Yq2t5ZunHyVv/z6towgPJkWIh1vz+UdsW/a91jGEEG7IZq3j16+2UpJXpXUU4aGkCPFgm777hnVff651DCGEGzKazUR2uoqjWaEsemUblaW1WkcSHkiKEA+18+cfWPnRe1rHEEK4IZOvHyEJV3M8NwSA8qIavn1lO7XVVo2TCU8jRYgHytq8nh/feU3rGEIIN+QbFIJ/1NWUFgQ0OF6UU8HiN3ZgrbNplEx4IilCPEzegSy+f/lZVLtd6yhCCDcTEB6NKeBKKo77NPr40cwSfnx/D7LGpXAUKUI8SPnxQhY88xh1tTVaRxFCuJngmEQUr6lUlZuaPG//1gI2fHugjVIJTydFiIeoq6nhm1mPUXG8SOsoQgg3E57YBav9EmqrvJp1/qYl2ezbnO/kVKI9kCLEA6iqyl1f7qQ0MEHrKEIINxPVsQ9VVROoq9U3/0kqLP8wjcIjFc4LJtoFKUI8wAs/7mXJ7nyeL+tG+YBL0ekNWkcSQriB2K6DKD0+Gpu1BQXIb6y1NhbP3kFNRZ0Tkon2QnbRdXPf7TjKnfO2Njg2LricPhkLqK2UTymeYnnaPnYeOUZBeQUGvZ6k0GAm9e5KRIAfAMcrq/jf9ysafe41g/vRJz660cdUVWXZ7r2s33+Y6ro6kkODuax/L8L9fQGw2mx8sWknu3Py8DebuKx/TzpHhtU/f0V6FiVV1Vzar6eDX7FwtvieI8nPOQcF5ayuE9sliIvu6otOL59pRctJEeLGduWUcvmba6luZMpcd99aLi5YSkXeUQ2SCUd755cN9I2PJj4kCLuqsnhnOsdKK7hvwnBMBgN2u0pFbcPFpNbtP8zKjCz+O2UsJmPjrWM/p2Xxc/o+ZgzsQ4ivD8t27SW3tIz7JozAqNezOvMAv2Yd4trB/UjPzWdFxn4euWgsiqJQVFHFO79s4O5xQzEbjW3xNggHSeg1gfwj3R12vV6j4hh+RWeHXU+0H1K6uqnCilpu+WhzowUIwJ5KE28HTiagQ482Tiac4ebhAzk3OZ6oQH9iggKYcW4fSqqqOVJcCoBOpxDgbW7wtSvnGH3io09bgKiqyqrMA4zt1pGesVEnrjuwD2XVtezKyQMgr6yCHjGRRAX6M7RjEpW1FiprLQB8vWUXk3p3lQLEnSgKCX0udWgBArBzxRH2rJEPPKLlpAhxQ6qqcs/n28gpqW7yvKI6Pc+o5+Pd+/w2SibaSk3diZUrfbwan81w5HgpR0vKGJgcf9prHK+sprymlk5/6F7x9jKSEBrEwaJiAGKCAjhQeJw6q42MvAICzCZ8TV5sOZiDQaejV1yUA1+VcCadXk98zyvIP5TslOuv/DSDY/tLnXJt4bmkCHFDb/+yn1WZhc06t05VeKa8JzUDLkLRyR+3J7CrKgu37SEpLJjoQP9Gz1l/4BARAX4khYWc9jrlNSfWk/E3N1wXws9korzmRNfOwOR4YgIDeGbZSn7as49rBvej2lLHsl17ubRfD5bszOCpxSt4e+V6SqtkfRpXZfDyIqbrTAqOxDjtHnarypI3d1JRLHvMiOaTf5XczPbDJTz3Q0aLn/dOUSxZfWdg9G58JUThPr7ZsotjpeVcfd45jT5eZ7Wx9dDRJltBmkuv03FZ/548OGk0d48bRnJ4CIu2pzGsUxI5xWXsyjnGPy44n8TQYBZs3X3W9xOO5+XtQ3jK1RQeDXf6varKLPz4/m5Uuww1FM0jRYgbqai1ctdnW6mzte4v+PfFgfzc8Qp8wyIdnEy0la+37GLP0XxuHXkeQT7ejZ6z40gudTYbAxJjm7yWv9kMUN/qcVJFbe0prSMn7csvJK+snKEdk8gqKKJbdAQmg4E+8dFkFchCea7G2z+QoLirKc4LarN7Hs0sYfOyg212P+HepAhxIw9+s5ODRVVndY1tFWbmhl1MQFIXB6USbUFVVb7esotdOce4deR5hPqdvkVr/YHDdI+JxO80hcRJIb7e+JtNZOb/XjzU1NVxqKiExNDgU86vs9n4estupvXvhU6nYFdVbL994rXZ7dhlop1L8QsJxydsJmWFfm1+743fHSAvu6zN7yvcjxQhbuLLTYdZuM0xo89za/U8rx+Fb8/BDrmecL6vt+xiy8Ecrhp0DiaDnrLqGsqqa6izNpwdVVheyYGC4ww6TVfMrCWp7DxyDABFUTi/UzLL92SyOyeP3JIyPl2/nQBvEz1jT20t+2lPJt2iwokNDgQgKSyYnTnHOFpSxpp9B0kKO7VwEdoIiozD4HsFlSWNt5Y5m92m8uP7u6mrlR13RdNkaU03sL+ggocXOba/vcau8HRlX27rH4xxy1JUVXbddWVrsw4BMDt1XYPjV5zbm3P/UHBsOHCYQB8znaMa7/8vKK+kpu73FS5HdU3BYrMyf/NOqi11JIcFc/PwgRj1DVfQzC0tZ/vhXO654PeZVr3josnKL+KNFWsJ9/flqkGNj1ERbSs0vgN11klYKrT99V6aX83qL/Yy6ppumuYQrk0WK3NxFqudS99Yw+6jzmvavDSkmKRdC7DK7rtCuLWIlO5UVYzDWtfyZdidZeItvUg5x/mDYoV7ku4YF/fUkjSnFiAA3xwPZnXXK/EJDnXqfYQQzhPduT8VZRe4VAECsOLjdCpLZNquaJwUIS5seVoeH6zJbpN7bSwzMy/qMgISOrTJ/YQQjhPXfRjFhcOx21zvV3pNZR3L5+5BGt1FY1zvJ1YAUFpVx7+/2tmm9zxcY+BF41j8up/bpvcVQrRefK+xFOYOBPXsNqJzpsNpxWxffljrGMIFSRHiop5emkZhRds3YVbZdTxVPQCl33hQXPeXmhACEnpPpuBIb61jNMu6BfspPCI7e4uGpAhxQRsOHOezjdp+anilOIX8/tMwnGZvEiGEdhRFR0LvaeQfdp+da21WOys+SnPr1VRTU1NRFIWSkhKto3gMKUJcjMVq54Gvd+AK3aefF4WxsfuVeAcGaR1FCPEbvcFAbI8Z5B9O0DpKi+UfLGfXLzltcq8333wTf39/rFZr/bGKigqMRiMjR45scO7J4iIrK6tNsrXWI488Qt++fbWO4VBShLiYN1L3kVVQqXWMeqtLfZgfOw3/2EStowjR7hlNZiI7X0VhjvvuXrxu4X4qS53f1Txq1CgqKirYtGlT/bFVq1YRFRXF+vXrqan5fUmCFStWkJCQQIcOrjkwX1XVBsWUJ5EixIVkFVTwRqrrVeL7q4285jMB/y6yGJUQWjH5+hGadDXHc917Kr2l2sqa+fucfp8uXboQHR1Nampq/bHU1FQuvvhikpOTWbduXYPjo0aN4qOPPmLAgAH4+/sTFRXFzJkzyc/PP+095syZQ1BQEN999x1dunTBx8eHadOmUVVVxdy5c0lKSiI4OJi77roLm+331WPPdJ+TLTNLliyhf//+mEwmPv74Yx599FG2b9+OoigoisKcOXMc+p5pQYoQF6GqKg98vROL1TVXLi2z6njKMgjDOWO0jiJEu+MTFEJA1FWU5AdoHcUhMjfmcTjtuNPvM2rUKFasWFH//YoVKxg5ciQjRoyoP15dXc369esZNWoUdXV1PP7442zfvp0FCxaQnZ3N9ddf3+Q9qqqqeOWVV/jss89YunQpqampXHrppSxevJjFixfz0Ucf8dZbbzF//vz65zT3Pvfffz9PP/00aWlpjBs3jn/+85/06NGD3NxccnNzueKKKxzyPmlJlm13EV9sOsyGA87/S3k2VBReLOnM1QOCCN22ELuHNg8K4UoCwqMw+FxG+XGz1lEcauWnGVz50CD0Rud9Fh41ahR33303VquV6upqtm7dyogRI6irq+PNN98EYO3atdTW1jJq1CgSEn4fZ5OSksIrr7zCueeeS0VFBX5+jW8EWFdXx+zZs+u7cqZNm8ZHH31EXl4efn5+dO/evb4YOlk03Hjjjc26z2OPPca4cePqv/fz88NgMBAV5b7dcX8mLSEuoLCilv8tTtc6RrN9XBTBzl5XYvLzjE9lQriq4JhEFNPlVJV5VgECJ/aW2bzsoFPvMXLkSCorK9m4cSOrVq2ic+fOhIeHM2LEiPpxIampqaSkpJCQkMDmzZuZMmUKCQkJ+Pv7M2LECAAOHTp02nv4+Pg0GEsSGRlJUlJSg2IiMjKyQXdLc+8zYMAAh7wPrkyKEBfw2Ld7KK2uO/OJLuTnEj++Tboc/+g4raMI4ZHCEztjtV9CbaVR6yhOs2XpQUryq5x2/Y4dOxIXF8eKFStYsWJF/T/2MTExxMfH8+uvv7JixQpGjx5NZWUl48ePJyAggE8++YSNGzfyzTffAGCxWE57D6Ox4Z+PoiiNHrPbT3S1t+Q+vr6+Z/cGuAEpQjT2y94CFm0/qnWMVsmo9OJNv0kEdOqldRQhPEpUx95UVU2krta19oFxNJvVzi+fZjj1HqNGjSI1NZXU1NQGU3OHDx/OkiVL2LBhA6NGjSI9PZ2ioiKefvppzj//fLp27drkoNTWOpv7eHl5NRjg6gmkCNGQ3a7y5PdpWsc4K8etOmbZhmLqM1LrKEJ4hNiugygtHo3N6tkFyEmH04rJ3JjntOuPGjWK1atXs23btvqWEIARI0bw1ltvYbFY6seDeHl58eqrr7J//34WLVrE448/7vA8Z3OfpKQkDhw4wLZt2ygsLKS21v03BpQiRENfbTlCRl651jHOmlVVeK6sGxUDLkGnbx+/OIVwhvieIyjMG4Jqb1+/mtfMz6TO4pxP+KNGjaK6upqOHTsSGRlZf3zEiBGUl5fXT+UNDw9nzpw5fPnll3Tv3p2nn36a5557zuF5zuY+U6dOZcKECYwaNYrw8HA+/fRTh+dra4oqWxtqoqbOxujnUjlaWnPmk93IhOAyemYspLZS9ogQoiUSek8g/3B3rWNoZtDFKQyYmKR1DNHGHFZur127Fr1ez6RJkxx1SY/24dpsjytAAJYWB7AsZTp+EdFaRxHCPSgKCb0vadcFCMDWZQeprjj9AFDhmRxWhLz33nv87W9/45dffuHoUfccaNlWSqvrXHJlVEfZWWHiveApBKR00zqKEC5Np9cT33M6+YdTtI6iOUuNjU2Ls7WOIdqYQ4qQiooKPv/8c2677TYmTZrUYCnZk8vPLlu2jHPOOQdvb29Gjx5Nfn4+S5YsoVu3bgQEBDBz5kyqqn6fqrV06VKGDRtGUFAQoaGhTJ48ucHmQo888kj90rV//Dp579raWu666y4iIiIwm80MGzaMjRs3npJr+fLlDBgwAB8fH4YMGUJGhnNHagPMTs2ipMq9puS2VL5Fz3PKcHx6DdU6ihAuSW/0IrrrTAqOxGodxWXs+iWHssJqrWOINuSQIuSLL76ga9eudOnShauvvpr333+fPw81eeSRR3jttdf49ddfOXz4MNOnT+ell15i3rx5fP/99/zwww+8+uqr9edXVlbyj3/8g02bNrF8+XJ0Oh2XXnpp/Vzre++9t37p2tzcXJ577jl8fHzqF3f517/+xVdffcXcuXPZsmULHTt2ZPz48Rw/3nBV0gcffJDnn3+eTZs2YTAYGqxk5wzHSmuY8+sBp97DVdTadcyq6E1t/ykoSvsaaCdEU7y8fYjocDVFR8O1juJS7FaVdQv3ax1DtCGHDEwdOnQo06dP5+9//ztWq5Xo6Gi+/PJLRo4cWb8x0E8//cSYMSf2HXn66ad54IEHyMrKIiXlRDPkrbfeSnZ2NkuXLm30HoWFhYSHh7Nz50569uzZ4LF169YxatQo5s6dy/Tp06msrCQ4OJg5c+Ywc+ZM4MTSuklJSdx9993cd999jeZavHgxkyZNorq6GrPZOSsU/nv+Dj7fdNgp13ZlU0JK6LR7AXU18ilHtG/e/oH4R02nrNBf6yiuSYEZ/xlIaGzjy6QLz3LWH08zMjLYsGEDV155JQAGg4ErrriC9957r8F5vXv3rv//yMhIfHx86guQk8f+uGBLZmYmV155JSkpKQQEBJCUlAScuqztoUOHuOSSS7j33nuZPn06AFlZWdTV1TF06O9dAUajkYEDB5KW1nBdjj/mio4+MZjSGQvUAGTmlTN/yxGnXNvVfXs8iJWdZ+AbKp/8RPvlFxKOb/hMKUCaosL6RdIa0l6c9QZ27733HlarlZiYmPpjqqpiMpl47bXX6o/9cRnbMy1rCzBlyhQSExN55513iImJwW6307NnzwbL2lZWVnLRRRcxePBgHnvssVbl/3MuoEEOR5q1NAObvf3OiN5cbiY3/BJu8E+lLDtT6zhCtKnAyFh0pkuoKDZpHcXlHdheSP7BMiISZX8qT3dWLSFWq5UPP/yQ559/nm3bttV/bd++nZiYmFYvpFJUVERGRgb/+c9/GDNmDN26daO4uLjBOaqqcvXVV2O32/noo4/qCwiADh064OXlxZo1a+qP1dXVsXHjRrp312Ya3OaDx/kpzXmrArqLo7UGntePwa/HIK2jCNFmQuNSUHVTqS6XAqS51i9qH2Pn2ruzagn57rvvKC4u5qabbiIwMLDBY1OnTuW9997j2WefbfF1g4ODCQ0N5e233yY6OppDhw5x//33NzjnkUce4aeffuKHH36goqKCiooTi2MFBgbi6+vLbbfdxn333UdISAgJCQk888wzVFVVcdNNN7X+BZ+Fl5fv0+S+rqjGrvBUVT/u6B+CbstSkPXyhAeLSO5OVeU4rHWymnBLHNpdRG5WKdEdAs98snBbZ9US8t577zF27NhTChA4UYRs2rSJHTt2tDyUTsdnn33G5s2b6dmzJ/fcc88pxczKlSupqKhgyJAhREdH1399/vnnwInBr1OnTuWaa66hX79+7Nu3j2XLlhEcHNy6F3sWdh8t5Ze9BW1+X1f3+vEkjvabjsFLPh0KzxTduR8V5RdIAdJKW5Zmax1BOJks294G7py3he925Godw2UNCqhmxMFFVJccP/PJQriJuO5DKTw2EFTlzCeLxikw8+FBBEd5/pb27ZUs3uBkB4sqWbLrmNYxXNr6Mm8+i55KQHyy1lGEcIiEXmMpzB0kBcjZUmHb8va3pEF7IkWIk731y/52PSOmuQ7VGHjJdAH+3fprHUWIs5LQezL5R3qf+UTRLBnrjlFdLnvKeCopQpyosKKWrza3z3VBWqPSpuOpmnPR9btA6yhCtJii6EjoPY38w521juJRbHV2dq7M0TqGcBIpQpzoo7UHqbU6Z80RT6Wi8HJxBwoHTENv9NI6jhDNojcYiOs5g/zDCVpH8Ui7Vh7BWmfTOoZwAilCnKTWauOT9Qe1juG2Pi0KZ0vPGZgDgrSOIkSTjCYzkZ2vouBIlNZRPFZ1eR0Z62RsnSeSIsRJFm49SmGF9GOejV9KfPkmfhr+MfLpUrgmk68foUlXcTw3VOsoHm/78sOnbIwq3J8UIU7y3mpZ7c8R9lUZed13AgGd+2gdRYgGfIJCCIi6ipJ8WUyrLRQfq+LgriKtYwgHkyLECVZnFpKRV651DI9RatXzVN1gjH1Hax1FCAACwiLxDppB+XFZv6ItbftJput6GilCnGDu2mytI3gcOwovlHahdMCl6PRnve+iEK0WHJ2Aznw5laVmraO0OzkZxRQckg94nkSKEAcrrKhlRXq+1jE81odFUezqfSUmP9kKXbS98MTO2LiEmkqZuaWV3atkuq4nkSLEwRZszcEqi5M51fISP75Pmo5fVKzWUUQ7EtWxN1XVE7HUSEuclvZtzpfpuh5EihAHmy+Lk7WJtEov3gqYREDHHlpHEe1AbNeBlBaPxiYb0WmutsrKge2FWscQDiJFiAPtyikl/Zj0V7aV43V6ZtnPx9xnuNZRhAeL7zGCoryhqHb5dekq0tfKmiGeQv5WOZC0grQ9q6rwbFkPqvpfjE4vn1KFYyX0Gk/B0f6AbETnSg6nHaeytFbrGMIBpAhxEIvVzsJtMmBKK+8dj2Fv3xl4+fhoHUV4AkUhofcl5B+R7j5XpNpV9q7P0zqGcAApQhzk5/Q8iqvqtI7Rri05HsCPHa7ANzxS6yjCjen0euJ7TSf/cIrWUUQT0tflah1BOIAUIQ4iXTGuYUeFmQ9CLiIguavWUYQb0hu9iO46k4LDMvPK1R0/Wkn+wTKtY4izJEWIAxRW1JKaUaB1DPGbPIuB53Qj8O05ROsowo14efsQ0eEqio6Gax1FNJMMUHV/UoQ4gKwN4npq7TqeruxDXf9JKIr8mIumefsHEBx3NcV5wVpHES2QuTEPm9WudQxxFuS3swNIV4zrevN4Aof6TcdoliW2ReP8QsLwDbuK0kI/raOIFqqprOPgTtnUzp1JEXKWMvPKZW0QF7fgeDC/dJ6BT0iY1lGEiwmMjMHodwUVJd5aRxGttHeDdMm4MylCztJPabJPjDvYVO7NJxGXEpDYUesowkWExqWg6qdSXW7SOoo4C4fSjkuXjBuTTRDO0s/pMlfdXRypNfC8YSz3dA+hYs8GreMIDUUkd6Oq6gKsFsctcGe321i8+UM2Zv5EWdVxAn1DGdR5PBP6XY2iNL7YWVbuThauf4djJYeos9YS4h/J0G6TGd17Wv05GzN/YuH6d6mtq+a8LuOZOuT2+seKyo/x2vf/4l+Xzcbby9dhr8Wd1NXYyNlbTEL3UK2jiFaQIuQsFFda2HKoROsYogVq7ApPVffnb/1CYOsyUGVAcXsT3bkfpceHY7c5tiH4x22fsWrPIq4Z+W+iQ5I4VJDBx6nP4u3ly8helzX6HC+jmeE9LyE2JAUvo5ms3J18tuolvAxmhnWfTEV1KfNWPs/VI/9FWEA0s5c8SOfYc+iVOBiAz1e9zMUDb263BchJ2TuLpAhxU9IdcxZWZORjk1kxbunV4mTy+l+OwUu2ZG9P4roPobhwhMMLEID9ebvpnTiEnonnEeofxTkpI+gaN4CD+emnfU58WCcGdBxNdEgSof5RDOw8jm5xA8g6thOAwvJczF6+9O84isSIrnSO6Ute8SEANu37Gb3OQN+U8x3+WtxN9g7Z0M5dSRFyFpany3gQd/ZFUSjru1+Jd1CI1lFEG0joNYaC3EGgOmcfmJTIHmTkbCWv5DAAR4qy2H9sJ90TBjb7GocLM9mft5tO0b0BiAiMpc5ay+HCTCpryjhYkEFMaApVteV8t/EDpg/7m1Nei7spL6qhKKdC6xiiFRRVlfbo1qiz2en32I+U11q1jiLOUpK3lavKfqTsSLbWUYSTJPSeRP7hLk69h1218+2G9/hp2+coOh2q3c7kgTcy/pyZZ3zufz6+gorqUmyqjQv7X8vE/tfUP7b9wGq+2zSHOmst53Yay6QB1/FJ6rPEhKQQH9aJ+b++js1u5cIB13JOyghnvkSXdt4lKfSfkKR1DNFCMiaklTYcOC4FiIfIrjbwsnk8d3XdSHn6Fq3jCAdSFB3xvS4l/3Ci0++1JSuVjZnLuW7M/xEdnEROURbzf32dQJ9Qzusyvsnn3n3RS9TWVZOdn8bC9e8QHhjLgI6jAeiTPIw+ycPqz808up2c4we4fOjfeOSza7lhzIME+ITw7Dd30DG6N/7e7XPBtewdhVKEuCEpQlrpp7T2NytGtdsoXT2Pij2p2CuL0fuF4NtzDIFDZpx29D+Aaq2j5NdPqdy9AltlMXrfEIKGzsCv9wUAVB/YyvEfZ2OrLMan03mETrwLRW8EwF5bSe7ce4i84gkMgRFOe20VNh1P2Qby93NCsG39yWn3EW1HpzcQ2/1y8g9Ht8n9Fqx7m3F9Z9QXD7GhKRyvyOPHbZ+esQgJC4iuf055dTGLN82tv84f1dksfL76Za4bdT8FZTnY7TY6xfQBICIwjuy8NHoltc/tCvIOlFFdbsHbX8Z5uRMpQlrp53Y4HqRs/VeUb1tC6KR78ApLoDY3k6IlL6Mz+RIw4KLTPq9g4dPYKksInfh3jMHR2CqOc7IXUFXtFH77LIHnXY45uR8FC56ifNtSAvpPAaA4dQ7+fSc6tQA5SUXhpZJOXDUgiPDtC7HVya7I7srgZSKy4wwKjrTdjAmLtQbdn7YIUBQddrVla1ioqh2rrfGfvWVbPqF7/LnEh3fmcGEmdtVW/5jNbm3xvTyJqsLBXUV0Hdw2RadwDClCWmFffjkHi6q0jtHmanPS8O44CJ8O5wJgCIykKu0XLLl7T/uc6v2bqTm8i9hb3kXv7V//vJPsVWXYq8vw7zcJxeCFT6dB1BWdWAa/5kgalmOZhIy71Ymv6lSfFIUzsueVnJu1kJqy0ja9tzh7Jl8/guOuoCg3sE3v2ytxMMu2fkKwXwTRIUkcKdzHih3zOa/LhPpzFq5/l9LKQq4dfT8AK3ctIMQvgsjgBAD25e5g+fYvGdHz0lOun1uczeasFdw/9S0AIoMSUBSFX9MXE+AdQl7JIRIjnDvuxdVl7yiUIsTNSBHSCu11lVRTbDfKty2l7ngOxpBYLPn7qTmyh+DRN532OVX71mOK6kjZ+q+o3P0zitGMT8dBBJ5/NTqjCZ1PIHq/EKoPbMWc1Ifaw7vx7TUG1Wbl+A+vE3rh3Sg6xy0o1VypJb4cib+c6ceXUZ57uM3vL1rHJzAYv/DLKclv+31gLh/6N77b+AGfr36ZiuoSAn1DGdptcoNBpmVVRRyv+P33h4rKog3vUVR+DJ1OT1hANBcPupmh3Sc3uLaqqnz6y4tcNvg2TMYTS8x7GUxcPfJffLH6Fay2OqYP/RtBvu17B+CTq6fqDTLx013I7JhWuPrd9aze1/7mpauqnZKVH1K2/ivQ6cBuJ2j4NQQOnn7a5+R98V9qDu3EO6kvgUNmYK8uo+iH2ZgTehM26W4Aao7spnj5u9iqy/BOGUDImJspXfcl9upy/PqM5/iy17BVl+Hfb3J9N01bCTLYuUNZS9neHW16X9Fy/mGRePldRmWp7APTnl16bz9iOgZpHUM0k7SEtJDNrrL1ULHWMTRRlbaKyj2phE25F2N4Ipa8/RQvfwe9Xyh+vcY0/iRVRVEUwqbci850YlXHkNF1FCx4ipALbkNnNGGO60H0dS/WP6XueA6Vu38m+vpXyJt3P/79L8I7pT9H378Dc3xPvCKS2+LlAlBi1fEUQ7inTwiW7altdl/RMsHRCaj6i6gslUGJ7d3RzBIpQtyItFm1UFpuGZUW25lP9EDFqR8QeN40fLuPwCs8Cb+eo/E/92JK13152ufo/YLR+4XWFyAAxtB4QMVW3nhrUtGy1wge9RdQVSx5Wfh0HYreNwhzfE9qDu9y9Ms6IzsKz5d1o3zApej0Ure7mrCETti4hJpKKUAE5GaWaB1BtIAUIS20pZ22ggCodbXQyOh/mhiRb4rtjq3iOHZLdf2xuuIcUHTo/cNOOb98+w/ozf74dBqEevK69hNFn2q3gV270f9ziqJI6z0Dk2/bjzcQjYvs0Ivqmgux1EhxKE7I3V+KXbbTcBtShLTQ5oPttwjx7jiQ0l8/pyprI9bSPKr2/krZxgX4dB5cf07xyjkUfvd8/fe+3Ueg8/anaPFLWAoPUXN4F8Ur3sev11h0xoZbqNsqSyhd+znBY28BQG/2wxgaT9nGhdTmpFFzcDumuG5t82JP44cSf5amXIFfZIymOQTEdh1IWckYbHVtP3BZuK66GhuFh8u1jiGaSQamttCwWT9zpLj6zCd6IHttFSWrPqYqcy32qlL0fiH4dBtB0NAZ9YuLFX7/ItbSPKJmPl3/vLqiwxz/8S1qc9LQefvj03UYQedfc0oRUrDoGUyx3RoMPq09mkHh9y9iryrFf8BFBA29sm1e7BmEGm3caltNWdYeraO0S/E9hlNwtD/gnH1ghPsymnSMuCiaLmPa93RldyFFSAvkl9Uw8H/LtY4hXIRRUbnHbxfVO1ZrHaVdSeg1nvwjPbSOIVyEX6CBMN8agioP4rt/I1571hIwdgxxL7+kdTTRDNKR2gKb2nFXjDhVnarwTHkvbu4fgvfW71A1HK/SLigKCb0uIv9wB62TCI0oOggJNRBqKCGgKAOfPaswHMk85bzqHTKl3l1IEdIC7Xk8iDi9d47HMqnvDLqkLaCuuv2tpNsWFJ2OuJ7TyD8cp3UU0Ya8zHrCgu0EW/Pwz9mOeUcquoqSMz7PmptLXV4+xkjnb/cgzo4UIS0gRYg4ne+LA8npeAUTchdTWdj+Njd0Jr3RSHSXKyg4LP+geLrfu1ay8c060bWi2Fu3JEL1ju0Yx41zcELhaFKENFNNnY09R8u0jiFc2LYKM3lhF3Oj30rKsjO0juMRjGZvwpOvoDAnROsowsEadK0Upp/oWsnZ57Dr1+zYQYAUIS5PipBm2nGkFItN+vxF03Jr9TyvH8XdPUOo3LVW6zhuzewXQGDMFRw/5q91FOEAv3etHMM/ZwfmHSvQVThvg8jqbduddm3hOFKENNO2w9IVI5qnxq7wdGVfbusfjHHL0t8XXRPN5hschk/wNEoLfLSOIlrJL9BImG81QRXZ+Gatxyttfau7VlqjevduVJsNRS/ryLgyKUKaKf2YLH4jWmb28UQu7TedpF0LsNbWaB3HbQRGxKAzX0p5senMJwuXoNMphITpCdEXE1CYgc/ulRiO7tc0k1pVheXQIUzJbbfXlGg5KUKaKTOvQusIwg19czyYgV1nMOrQt1QVF2kdx+WFxCZjYzLV5Uato4gmeJn1hAfbCbLm4n9kO+adK53atdJaluxsKUJcnBQhzaCqKvvypQgRrbOhzJvcqMu41u9nyg5naR3HZUUkdaOq+gKsFmk+dzX+QUbCfKoIrMjGb996jOkb2rRrpbUs2Qe1jiDOQIqQZjh8vJrqOtf/Cydc1+EaAy96jeXubsGUp23SOo7Lie50DqUlI7BbZTsrrZ3sWgnVFxNQkI7P7pXocw9oHatVLNnZWkcQZyBFSDPszZPxIOLsVdl1/K/mXO7qF4q6ZZnWcVxGXLfBFOadB6rsA6MFL2894UF2guty8Tuy7UTXSqVnLEcgRYjrkyKkGUxlWUwIL2JVcRCVVmkqFmfnleIUrhhwOdHbF2Krs2gdR1PxPUeTn9MHRTaiazP1XSvl2fjtW4cxfT2Kh24hZjko3TGuTjawa44Ft8O2T1AVHVb/eEp9kzhqiCfTHsPWqnBWl4SSXW3WOqVwM8MCqxhyYCHVpSVaR9FEQu8LyT/cVesYHk2nVwgJ1ROqO05AYTreu1diyM3WOlbbURS6bNmMzttb6yTiNKQIaY73LoDD65s8xe4dQqV/CvleCRxQYtlZE8n68lA2lvpjU6WfWzQuxbuOGaU/Up7Tfj6xKYqO+F6Xkn84UesoHsfkrScs2EawJRf/w9sw7UhFV92+B9UnL/gGc1cpdl2VFCHN8UwKVLVueqWqN1EbmESxdxKHdPGkW6PYXBnGmpJgiiwyDVFAgMHOnboNlGds1TqK0+n0BmK7X07BkWito3iEgGAjod6VBJVn47tv3YlZK/IrvYHYl14kYMIErWOI05Ai5Eyqi2FWksMvq6Jg84+h3DeJXGMCmfYYttdE8GtpKOkVskpke6OgcndQJtaty7WO4jQGLxORHa+gKDdM6yhuSadXCA3VE6I7TkBBGt67VmLIaz8taK0VfvfdhN16i9YxxGnIwNQzKc52ymUVVAzlOQSX5xDMGroDF//2mBoYQJV/MgXmJLKVWHZbItlQHsa6kkBq7dK144lUFF4s6czVA4II3bYQu9WqdSSHMvn4EhI/g6LcQK2juI0GXSuHtmLaubLdd620hsyQcW3SEnIm6d/DZzO1TgGAqjNSF5BAsU8yR/RxZNii2VoVzqriEI7VemkdTzjI6KAK+mUupLbCM6ZJ+gQE4RdxBWVFvlpHcWkBwUbCvCsJLDuA7761GDM2SdeKA3j37UvSZ59qHUOchhQhZ7LhHVh8r9YpzsjmG0GFXwrHvBLYr8awozaCdaWhbCv3Q5X1F9xOF18LUwuXUn4sR+soZ8U/NAKj/zSqSmX22B/p9AqhYTpClJNdK79I14qT6IOC6LxOdrR2VVKEnMlPj8LqF7RO0Wqq0ZeawGQKzYkcUuLYUxfJpopwVpfImieuLsRg5zZ1DWX7dmkdpVWCouLBcDE1ldJKZ/LREx5kI7j2KH6Ht2LasRJdTaXWsdqNzuvXoQ+UrkBXJEXImXx9C+z4TOsUDqcqeqwB8ZT6JJFjiCfTFs22alnzxNUYFJW7/dOo3b5S6ygtEpbQCUvdRCw17XPY2e9dK/vxzVyHca90rWgp6YvP8e7dW+sYohHt8zdES5Qf1TqBUyiqDWNpNmGl2YQBfYBpvz1mDw6l0j+ZPFMiB9QYdtVGsq48jE2lfrLmSRuzqgrPlXXnxgHB+G/9FrvN9fcwiuzQk4ryMdjq2kdL28mulVDlOP75e/DZ9Qv6/ENaxxJ/YC2SHaxdlRQhZ1LmmUVIU3TVRfhXF+HPJjoC4347rvqaqQ1I4rh3Eod1cfVrnqwqDqG4Tn6UnOn9omgm9plB9/QFWKpctxk/psu5FBcNRbV5brFq9tETFmQjuDYHv8PbpGvFDdhKS7WOIE5D/uU4k7JcrRO4DMVag/l4OjGkEwMMAq4DVL2CLSiGMt9kco3x7PttzZM1JaFkVMqaJ46ypDiAIx2uYHLeEiryXe/nMq7HcAqP9gcP2wcmMMRIqLniRNfK3nUYMzdL14qbsZd5xkwzTyRFSFOqS6BOPuGcyck1T0LKcwgBevDHNU8CqQpIpsCUSLYSyy5LFBvLQ2XNk1baWWEiL3gKN/utomx/mtZx6sX3uoCCIz21jnHW9AaF0FAdIUoR/vlp+OxMRV9wROtY4izZSqUIcVVShDSlslDrBG5PqS3Ft2AbvmwjCRj523HVbKQuIJFin6T6NU+2VIazukTWPDmTfIue53TDubtXCFU712gbRlFI6DWF/MMdtc3RSmZfA2GB1hNdK4e2YN6xEqW2WutYwsFs0hLisqQIaUqt9CM6i2Kvw6tkH5El+4gE+gMzARSwhUZS4ZfMMa8EstRYdtREsLYslO1lftqGdiG1dh2zKnrz1/4hmLd8j6ra2zyDotMR13Ma+Yfj2vzerRUYYiTMXEFAaRa+e9filblF60iiDdjL5He5q5IipCk1Uj1rQV+ZR2BlHoGsowtw4W/H1QBfavyTKfRO5KASx566KDZVhLGmHa958vbxOKb0u4JOuxdQV9N2n+D1RiPRXa6g4HBEm92zpf7YtRKQtwfvnanoC9178TfROtId47pknZCm7FkIX1yrdQpxBg3WPDHGs9cazdbqCFaXhHConax50t+/hnE531FZVOD0exnN3oQlz6D4WLDT79USZl8D4YF1BNX81rWy8xfpWhEAePfrR9K8T7SOIRohLSFNkZYQt9DYmieX//bYH9c82a/GsssSwbqyUDaX+nvUmieby83khl/CDX6plB3MdNp9zH4BBMZcQfExf6fdo1kUCAw2EmYuJ7B0P77pazBmbdM2k3BZNumOcVlShDSlVooQd/fnNU8u+O34H9c8OaSLI90a/VvXTrDbrnlytNbA84Yx3NMjhIrd6x1+fd/gUHyCL6e0oO2nXeuNOsJCFIIpPNG1smMF+iLXm6YsXJNdumNclnTHNGXFU7Dyaa1TiDakomDzj6HML4Wjht/WPKkO59dS91rz5I7gbHRbl4KD/noHRkSjM19KdXnbdG95+xoI+61rxf/gZkw7f0Gx1LTJvYXnUUwmum7fpnUM0QgpQpqy9AFY94bWKYSLUE2BVAak/LbmSQy7a6PYWOG6a55MDTlOws4FWC21Z3WdkNgkbEyhtsrooGR/okBQiJFQUzmBJVn4ZvwqXSvC4bps34bOZNI6hvgTKUKasuAO2Pax1imEi1N1RuoCT3Tt5OjjyLBGsaXKNdY8OS+wiuHZ31JdcrxVzw9P6kpN9QXUWRzXRaU36ggLVQhRC/A/thufnanojh9z2PWFaEzHX1ZijHDd2VztlXt2frcVq4ysF2em2OvwKs4kqjiTKP685kkU5f7JHDMmsF+NZkdNZJuuebKu1IfcmMu42n85ZYcPtOi5UZ36UlYyErv17Fp5vP0MhAdYCKo+gt/BzXjtWoXuLFtnhGgpe1kZSBHicqQIaYrd9XcsFa5NX3mMoMpjBLGWrjRc86Q6IIVCcyKHlNjf1zwpDqbSwZu/Haw28pLpAv7ebRPlaZub9ZzYbudxPG8wqtrCfWAUCA4xnOhaKd6HT8avGPfvaEVqIRzLVl6udQTRCClCmqJKESKcQ7FU4lO4kwR2kgAMA/4KqF56rAEJlPgkcdQQx15bNFurI/mlOIQjNa3vz6606XjKdi539QvFvuWHJs+N7zmK/Jy+KM3YiM5g1BEaCiFqIf7HduG9IxX98bxW5xTCWRTFszZW9BRShDTF3vZLYYv27cSaJwcILz1AOH9e8ySMCv9k8k0Jf1jzJIzNpX7NWvNEReHl4g5cOWAakdsXYauznHJOQu8LyT/c9bTlh3StCLelb5+rKrs6KUKaIi0hwoXoqgsJqC4kgI1/WvPEm9qAJIq8EzmsiyPNGs2minBWlwRR2siaJ58WhTO85wwGZS2ipqzkxEFFIaHXJeQfTv79xJNdK17lBJZk4pO+BuOBXc5+mUI4hSJFiEuSIqQpGmwKJkRLKdZqzMfTiCWNWOA84AZA1SvYgmIp803mqDGefWoMW6siWFsawi8lvhyNn8b04h+ozDtKbPfLOZ4XS1SUQoiaj1/urhN7rRTna/vihHAUKUJckhQhTZGBqcKNKagYyo8QUn6EEKAncMlvj9mDgqjyT6YgOpHDEYPw3/4rXnvWSNeK8FiKzvXW8hEgfypNke4Y4aF0NSX4FWwlOWcB34VtwrxzpRQgwrNJS4hLkiKkKdISIjzckZAElnjtpWjsOVpHEcKpZEyIa5IipCk66a0Sni0tLBGAJ3sfQPHXeGdcIZxJihCXJEVIU4zeWicQwqnSfAIAOGIoZeeUrhqnEcJ5ZEyIa5I/laZIESI8XLpirf//WQk7UJLiNEwjhBNJS4hLkiKkKVKECA+XXvP76qa1io0FE4M1TCOE88iYENckRUhTDFKECM9V6BdBQU3D3XU/CUqjdmBPjRIJ4URShLgkKUKaIi0hwoOlR3Zo9Pgrw8rAIIOyhWeRMSGuSf5UmmL00TqBEE6T7td418tG01GOTZApu8LDSEuIS5IipClGs9YJhHCaPXr1tI890T0TJTio7cII4WQ6U+t3oRbOI0VIU4y+WicQwmnSa4tO+1i+voKNUzq2YRohnEcXGIhiNGodQzRCipCmmAO1TiCEU1SYAzhSldfkOc/HbodOSW0TSAgnMoSFaR1BnIYUIU3xlR9c4ZnSIzuhcvruGAAbKp+Ol3FRwv1JEeK6pAhpim+41gmEcIr0gOb9bH/jv5eqYX2cnEYI5zKEhmodQZyGFCFNkSJEeKg0Y/NnCjx3XiGKDOoTbswQLi0hrkqKkKZId4zwUGl1Jc0+d5cxj4OTpDVEuC+9dMe4LClCmqI3yuBU4XFqDWYOVOa26DmPd9qDIp8mhZsyhMrPrquSIuRMpEtGeJh9kZ2wqtYzn/gHpboaVk1JcFIiIZxLumNclxQhZyJFiPAwaUFRrXreqxE7sHeXtUOE+5HZMa5LipAzkSJEeJh0k1ernqcqMGesHhTFwYmEcC69zI5xWVKEnElgvNYJhHCoNFtVq5+71DeLslGyr4xwIzqdTNF1YVKEnElwktYJhHAYm6InszLnrK4xq18OirfsMC3cgz4oCEU2r3NZUoScSUiy1gmEcJjs8A5U22rO6hqZxiIyp/RyUCIhnEvGg7g2KULORFpChAdJC4lzyHX+l7ILJaZ1A1yFaEtShLg2KULOJCgBFHmbhGdI93bMXjAVioUfJkc75FpCOJMxQcb1uTL51/VMDCbwl1+2wjOkq2fXFfNH74TuxNq3m8OuJ4QzmDp10jqCaIIUIc0RLONChGdIq27ZSqln8tZIC8igP+HCzJ07ax1BNEGKkOaQcSHCAxwNTqDMUu7Qa670PkjRWJmyK1yXtIS4NilCmkNmyAgPkBaW6JTrPtn7AIq/v1OuLcTZMISHow8K0jqGaIIUIc0R0V3rBEKctTTfAKdc94ihlJ1Tujrl2kKcDWkFcX1ShDRHVE+tEwhx1tKVlm1a1xKzEnagJDlm+q8QjmKS8SAuT4qQ5ghKAHOg1imEOCtpNQVOu3atYmPBxGCnXV+I1pCWENcnRUhzRUpriHBfx33DyK8pdOo9PglKo3ag/D0RrsPUWYoQVydFSHNJESLcWHpkxza5zyvDysBgaJN7CdEknQ5Tx7b5uRetJ0VIc0X20DqBEK22x69tuko2mo5ybIJM2RXaM8bFoZONFl2eFCHNJYNThRtLb8PGiSd67EUJDmq7GwrRCBkP4h6kCGmuiO6gyMqQwj2lW4rb7F75uko2TpFmcKEtUyf5GXQHUoQ0l9EbwmS6l3A/lSZ/DlU6drn2M3k+djt0SmrTewrxR7Jcu3uQEWQtkTAICtK0TiFEi2REdkLFuTNj/syGymfjfZiR2aa31dTbRUX8VFHO/loLZp1CX29v/hkeTrKXqf6cWrudZwryWVxWhkVVGebry0ORUYQ1MZj3tcIClpSXc6yuDqOi0N1s5u9h4fT5bbyDxW7nobxj/FxRQZhez0ORUQzx9a1//nvHi8itq+M/kVHOe/EuyNRVFtBzB9IS0hLx52mdQIgWSwsM1+S+X/vvpWpYH03urYVNVVVcGRTEp4mJvBsXj1VV+cvhw1TZ7fXnPJ2fz4qKCl6MieXDhETyrVb+npPT5HWTvLx4MCKSBUnJfJSQSKzRyM1HDnPcemLxuS9KS9hdU8O8hEQuDwriX7lHUVUVgCMWC/NLSrg7TJufAa3ow8IwpaRoHUM0gxQhLZEgRYhwP+lG7Ro8nzuvEMVkOvOJHuDt+HguDQyik8lEV7OZ/0VFk2u1sqemBoBym42vSkv4d0QE5/n60sNs5smoaLbWVLO9uvq0150cEMgQX1/ivbzoZDLx7/AIKux2MmprAdhvsTDaz49OJhMzg4I5brNRbLMB8FheHv8Mj8Cvne107DtwoNYRRDNJEdISIcng176aNIX7S7OWanbvXcY8Dl7YflpD/qj8txaQwN8KgN01NViBwT6/d5WkmExEGwxsa6II+SOLqvJFaQn+Oh1dfyvuuphMbKmupsZuZ3VlJeF6A8F6Pd+WleKlUxjbDjcX9DlvkNYRRDPJmJCWShgEexZqnUKIZqnTe5FVeVTTDI933sO74WGoBW07LkVLdlXl6fw8+nl70+m3YqHQZsWoKAT8qVUizGCg0Nb0vj6pFRX882gONapKuMHAu3HxBP82juSywCD21tYyJfsAwXo9L8TEUGq381phIXPiE3i5oIDF5WUkGL14IiqKSKPROS/ahfgOkiLEXUhLSEvJuBDhRjIjO2G1O2/juuYo1dWwakqiphna2uN5eWTW1vJcdIxDrjfQx4evk5KZl5DIMF9f/pF7lKLfxoQYFYWHIqP4MaUDXyQm0d/Hh2fy87k6OJi02hqWV5TzTVIyvb3N/C8/zyF5XJkhOhqvxPb18+bOpAhpKRkXItxIelC01hEAeDViO/bu7WPdhifyjrGysoI58QlE/aHVIUxvoE5VKfttvMZJhVYrYfqmG6V9dDoSvbzo4+3NE1HR6IGvShvvZltfVUmWpZaZQcFsrKpiuK8fPjodE/wD2FBVddavz9XJeBD3IkVIS0X1BqPvmc8TwgWkmc1aRwBAVWDOWD0oitZRnEZVVZ7IO8ZPFRW8H59AnJdXg8d7mM0YgHVVlfXHDlhqybVa6dvC5cVVwKLaTzlea7fzeF4eD0dGoVcUbCpYOTFTxqqqnPoMz+NznnxQdCdShLSU3gCJQ7ROIUSzpNsqz3xSG1nqm0XZKM/dV+bx/Dy+LSvj2egYfHU6CqxWCqxWan4boOqv1zM1MIhZ+fmsr6pkd00ND+Yeo6/Zu37ND4BJB/bzU3k5AFV2Oy8WFLC9upqcurrfnpNLntXKeP+AUzLMLipiuK8f3X8rPs/x9ubH8nIyamqYV1LMOe1gLxXfQdIS4k5kYGprdBoH+37UOoUQTbIrOjKqtB2U+mez+uXwv7XeqM2cDeJOPispAeC6w4caHH8yKopLA4MAuD8iAl0B/D0nhzpVZehvi5X90QGLhXL7iS4bPSdaS/5+tJRim40gnZ6e3mY+ik+oH/B6UmZtLUvLy/g6Kbn+2Hh/fzZWV3HN4UMke3nxjIPGqLgqY0ICxhjPfo2eRlFPrmojmq8oC17tp3UKIZq0P6IjF/tatI5xiv9l9aPjFxu0jiE8UNDllxP9+GNaxxAtIN0xrRHaAYKTz3yeEBpKD4nXOkKj/peyCyVG1tsRjucjU3PdjhQhrdVxrNYJhGhSureP1hEaVaFY+GGya8zaEZ5FxoO4HylCWqvTOK0TCNGkNFyvK+akd0J3Yu3bTesYwoN4deiAIbx97ZHjCaQIaa2k80HfPvbEEO4pveqY1hGa9NZIC7SzPU2E88gqqe5JipDW8vKRqbrCZR0LiqPEot2eMc2x0vsgRWM9d8quaFv+46SL3B1JEXI2Oo/XOoEQjdoTnqR1hGZ5svcBlHa4wZpwLH1YGD6yUqpbkiLkbHSbAnjuCpDCfaX7BmodoVmOGErZOaWr1jGEmwu44AIU6dpzS1KEnI3AOIg7V+sUQpwiTbGd+SQXMSthB0pinNYxhBsLmHSh1hFEK0kRcrZ6XKp1AiFOkV5boHWEZqtVbCy4MFjrGMJNGaKj8e4ni0e6KylCzlaPS2jvXTJPrarl3Hcq8H+qjIhny7nksyoyChv/JK6qKhM/qUR5tIwF6XVNXvf6BdUoj5Y1+Jrw8e97odRaVa75ppqAp8ro/GoFP+1vuGX9s2tq+dtiz1se/ExKfEI4Vu0+RQjAJ0Fp1A7sqXUM4YYCJkxA8eCNET2dFCFnKyAG4tv31LCVB63cca4X627y5cdrfKizwwUfV1FpOXVHgJfWWVBaULRN6Kgn959+9V+fTv19Aa63N9ex+aiNtTf58tf+RmZ+Vc3JXQgOFNt5Z0sdT45xjV1k21JaZEetI7TKK8PKwCDbWYmWCbhQumLcmRQhjtDOu2SWXu3L9X296BGhp0+UnjkXmzlUqrI5t2FryLZjNp5fa+H9i5tfGJj0ClF+uvqvYO/fC5i0QhsXdTHQI0LPHed6UVClUlh1ogi57ftqZo01EWBqf5+Q0vxDtY7QKhtNRzk2QabsiuYzJiTg3Uta0NyZFCGO0OMSUOStPKm09sR/Q/5QMFTVqcz8qprXLzQT5df89yo120rEs+V0ea2C276rpqjKXv9Yn0g9qw/ZqK5TWZZlJdpPIcxH4ZMddZgNCpd2MzrsNbmTdIP7Fl5P9NiLEhykdQzhJgImTtQ6gjhL8i+nI/hHQYIsXAZgV1XuXlrD0Hg9PSN+nzJ3z9IahsTrubhr8wuDCR0NfHipN8uv9WHWWBMrD9qY+EkVNvuJ1o4bzzHSJ1JH9zcqeHJVLV9c7k1xDfw3tYZXJ5r5z881dHylnPEfV5JTZj/D3TxHmqVY6witlq+rZNOUTlrHEG5CumLcn3TAOkqfK+Dgaq1TaO6O72vYlW9j9Y2+9ccWZdTxc7aNrbf4NvHMU83o+XvB0itST+9IPR1eqSA128aYFANGvcLrk7wbPOeGhdXcNdCLrcdsLEi3sv1WP55ZU8tdS2v4arprbujmSFVevhyqytU6xll5LnYbn3ZKgsxsraMIF+bVsQPmLp21jiHOkrSEOEqPy8DLT+sUmrpzcTXfZVpZcZ0vcQG//2j9fMBG1nE7QU+XY3isDMNjZQBM/aKakXMqT3e5U6QE6wjzUdh3vPFWjRUHrOzOt3HnQC9Ss21c2MmAr5fC9B5GUrPdZ92Ms7E3sjN21b1bfWyofDbe8wtGcXakK8YzSEuIo5j8TgxQ3fqR1knanKqq/G1JDd+kW0m9zofk4Ia17f3DvPhLv4bdML1mV/LieBNTOje/e+ZImZ2iKpVo/1PHPNRYVe5YXMMnl3mj1ynY7PDbRBnq7NR34Xi6tMAIqCzSOsZZ+9p/LxcN64PP6u1aRxEuSrpiPIO0hDhSv+u0TqCJOxbX8PGOOuZd5o2/SeFYhZ1jFXaq6078wx/lp6NnhL7BF0BCoK5BwdL1tQq+STuxdkiFReW+H2pYd8RKdomd5futXPxZFR1DdIzvcGrt/PjKWi7sZOCc6BPXHpqg5+v0Onbk2Xhtg4WhCe2j3k7z8pzX+dx5hSgm2alanMrUvRum5GStYwgH8JzfWK4g/lwI7wYFaVonaVOzN50oHEbOrWpw/IOLzVzf16vZ18koslNae6Jw0SuwI9/G3O11lNSoxPgrXNDBwOOjTJj+NPtjV76NL/ZY2faHMSfTuhtIzTZw/geVdAnVMW9q+2jeT7eWaR3BYXYZ8zh4YT8SvtmgdRThYoKmTdM6gnAQRT25upNwjLWvw7L/0zqFaIfqdEYGJSdQZ296JVp3Emg38+77ZtSCQq2jCBeh8/Oj08pUdL4tG+guXJN0xzhanytB3/xP/0I4SlZkJ48qQABKdTWsmpKodQzhQgIvvlgKEA8iRYij+YRA10lapxDtUFpwjNYRnOLViO3Yu7vnUvTC8YKvmql1BOFAUoQ4w4AbtU4g2qF0s2fuk6MqMGesHmSTsnbPZ/B5mFJStI4hHEiKEGdIHg5RvbROIdqZdHvVmU9yU0t9sygbJfvKtHchV12ldQThYFKEOMvgO7VOINoRFYX0yqNax3CqWf1yULy9z3yi8EiGmGj8Ro3SOoZwMClCnKXnVPCP1jqFaCcOhqdQZfXclhCATGMRmVOkhbG9Crn6GhS9/swnigays7NRFIVt27ZpHaVRUoQ4i94IA/+qdQrRTqSHxGsdoU38L2UXSkyU1jFEG9P5+RE0/XKHXa+goIDbbruNhIQETCYTUVFRjB8/njVr1jjsHk1JSkripZdeOqtrjBw5EkVRUBQFk8lEbGwsU6ZM4euvv25wXnx8PLm5ufTs2fOs7ncm119/PZdcckmLnydFiDMNuAGMMpVMOF+aT/v4OatQLPw4SYqQ9ibo8svR+zlub66pU6eydetW5s6dy969e1m0aBEjR46kqMi5Wx5YLBaHXu/mm28mNzeXrKwsvvrqK7p3786MGTP4619//wCs1+uJiorCYGh8bVJVVbFarQ7N1RJShDiTdzD0lelkwvnScewvN1f2dtgurH27aR1DtBWDgZBrr3HY5UpKSli1ahWzZs1i1KhRJCYmMnDgQB544AEuuuii+vMURWH27NlMnDgRb29vUlJSmD9/foNr7dy5k9GjR+Pt7U1oaCh//etfqaioqH/8ZOvAk08+SUxMDF26dGHkyJEcPHiQe+65p74lA+DgwYNMmTKF4OBgfH196dGjB4sXL27ytfj4+BAVFUVcXBznnXces2bN4q233uKdd97hp59+Ak7tjklNTUVRFJYsWUL//v0xmUysXr0au93OU089RXJyMt7e3vTp0+eU17t7924mT55MQEAA/v7+nH/++WRlZfHII48wd+5cFi5cWP+aUlNTm/XnIUWIsw2+HRR5m4VzpVfnaR2hTb010gI6+XvVHgRMmIAx2nHj6/z8/PDz82PBggXU1tY2ee5DDz3E1KlT2b59O1dddRUzZswgLe3EthyVlZWMHz+e4OBgNm7cyJdffslPP/3EnXc2nJSwfPlyMjIy+PHHH/nuu+/4+uuviYuL47HHHiM3N5fc3FwA7rjjDmpra/nll1/YuXMns2bNwq8VrT/XXXcdwcHBp3TL/Nn999/P008/TVpaGr179+app57iww8/5M0332T37t3cc889XH311axcuRKAnJwchg8fjslk4ueff2bz5s3ceOONWK1W7r33XqZPn86ECRPqX9OQIUOalVf2jnG2kBToOhnSFmmdRHioY4ExHK8t0TpGm1rpfZAZ484hdNlmraMIJwu98QaHXs9gMDBnzhxuvvlm3nzzTfr168eIESOYMWMGvXv3bnDu5Zdfzl/+8hcAHn/8cX788UdeffVV3njjDebNm0dNTQ0ffvghvr+t4Praa68xZcoUZs2aRWRkJAC+vr68++67eHn9vpK2Xq/H39+fqKjfuxYPHTrE1KlT6dXrxODrlFauh6LT6ejcuTPZ2dlNnvfYY48xbtw4AGpra/nf//7HTz/9xODBg+vvv3r1at566y1GjBjB66+/TmBgIJ999hlG44ndzzt37lx/PW9vb2praxu8pmblbdHZonVG3g/IQkvCOdLD2+fiTU/2zkbx99c6hnAi3yGDMXfv7vDrTp06laNHj7Jo0SImTJhAamoq/fr1Y86cOQ3OO/kP8h+/P9kSkpaWRp8+feoLEIChQ4dit9vJyMioP9arV68GBcjp3HXXXTzxxBMMHTqUhx9+mB07drT69amqWt/NczoDBgyo//99+/ZRVVXFuHHj6luK/Pz8+PDDD8nKygJg27ZtnH/++fUFiKNIEdIWIntA94vOfJ4QrZDmF6h1BE0cMZSyc0pXrWMIJwq/+26nXdtsNjNu3Dgeeughfv31V66//noefvhhh9/Ht5n73PzlL39h//79XHPNNezcuZMBAwbw6quvtvh+NpuNzMxMkpOTm53r5DiW77//nm3bttV/7dmzp35ciLeT1uiRIqStjHxAxoYIp0jX2bSOoJlZCTtQEuO0jiGcwH/cOLz/1D3iTN27d6eysrLBsXXr1p3yfbduJwZFd+vWje3btzd4zpo1a9DpdHTp0qXJe3l5eWGznfr3Nj4+nltvvZWvv/6af/7zn7zzzjstfh1z586luLiYqVOnNvs53bt3x2QycejQITp27NjgKz7+xPT/3r17s2rVKurqGt8k83Sv6UzkX8W2EtENul+idQrhgdJr2u8297WKjQUXBmsdQziaXk/4PXc75dJFRUWMHj2ajz/+mB07dnDgwAG+/PJLnnnmGS6++OIG53755Ze8//777N27l4cffpgNGzbUDzy96qqrMJvNXHfddezatYsVK1bwt7/9jWuuuaZ+PMjpJCUl8csvv5CTk0Nh4Ym/v3fffTfLli3jwIEDbNmyhRUrVtQXPKdTVVXFsWPHOHLkCOvWrePf//43t956K7fddhujWrC6rL+/P/feey/33HMPc+fOJSsriy1btvDqq68yd+5cAO68807KysqYMWMGmzZtIjMzk48++qi+6ykpKYkdO3aQkZFBYWHhaYuVP5MipC2NvF9aQ4RDlfoEc7Q6X+sYmvokKI3agc5diEm0raDLLnXaRnV+fn4MGjSIF198keHDh9OzZ08eeughbr75Zl577bUG5z766KN89tln9O7dmw8//JBPP/2U7r+NUfHx8WHZsmUcP36cc889l2nTpjFmzJhTrtGYxx57jOzsbDp06EB4eDhwohvljjvuoFu3bkyYMIHOnTvzxhtvNHmdd955h+joaDp06MBll13Gnj17+Pzzz8/4vMY8/vjjPPTQQzz11FP1Gb7//vv6bp3Q0FB+/vlnKioqGDFiBP379+edd96pHyNy880306VLFwYMGEB4eHizF35TVFVVW5xWtN78m2DX/DOfJ0QzrE8+l7/QvqbnNubc2hjue+UoaLjoknAMxWSiww/LMJ6hNcHpORSFb775plWrgIrmk4/lbW3k/aDI/gfCMdL8Q7WO4BI2mo5ybILssusJgq++SvMCRLQdKULaWlgn6H2F1imEh0gzyF/hk57osRclOEjrGOIs6AICCPur7LnVnshvMC2MeQiMPlqnEB4gva5E6wguI19XyaYpnbSOIc5C6F/+gj7QNaacq6oqXTFtQIoQLQTEwNC/a51CuLlqLx+yK49qHcOlPBe7DTolaR1DtIIhIsKhe8QI9yBFiFaG3AUBsVqnEG5sb2Qn7Kpd6xguxYbKZ+OlldEdhd1+OzqzWesYoo1JEaIVLx8Y4/jV+UT7kR4og/ca87X/XqqG9dE6hmgBr6QkgqY1f3Et4TmkCNFS7+kQ00/rFMJNpXk5dg8HT/L8oAIUk0nrGKKZwu/+O4pB9lNtj6QI0ZKiwISntU4h3FSatVzrCC5rp1c+By+U1hB3YO7VC//x47WOITQiRYjWEgZBj8u0TiHcjFVnYJ8MSm3S4533oISHaR1DNMVgIPqxR8+446vwXFKEuIILHgcvP61TCDeSFdEJi92idQyXVqqrYfXkRK1jiCaE3nA95jPsjyI8mxQhriAwDkY9qHUK4UbSg2O0juAWXoncjr17R61jiEYYExMI+20zONF+SRHiKgbdKoNURbOle3trHcEtqArMGas/Mf5KuA5FIfqxx9HJ4OF2T4oQV6HTwZSXQScjxMWZ7bFXaR3BbSz1zaJspOwr40qCpk3Fd9BArWMIFyBFiCuJ7g3n3a51CuHiVBQyZFBqi8zqn4MirUcuwRAeTsR992kdQ7gIKUJczcgHIDhJ6xTChR0OS6LSKi0hLZFpLCJzSi+tYwgg8j//QR8QoHUM4SKkCHE1Xj4w6QWtUwgXlhaaoHUEt/S/lF0oMVFax2jX/MeNJWD8BVrHEC5EihBX1HEM9L5C6xTCRaX7yHTu1qhQLPw4SYoQrej8/Yn8z0NaxxAuRooQVzVxFvjLNExxqjTqtI7gtt4O24W1r6xLoYWIe+/FGBmhdQzhYmQqhqvyDoaLX4OPpwKq1mmEC0mvznPIdSozKilcXEj1wWqsJVYS/pZAQP/f++pLN5VyfMVxarJrsFXa6PBoB7wTmx7cWbqplILvCrDkWVBtKqZIE6ETQgkeGlx/TuGSQgoWFwAQfmE4YRN/X9W0KquKox8epcN/O6DonTOt9q2RFu7YoQO77EDcVnzOPZeg6ZdrHUO4IGkJcWUdx8C5f9E6hXAh+QFRFNUWO+Ra9lo75gQzMdc03uJmr7Xj29mXyOnN361X76snYkoEKQ+l0PGJjgSdH0TOezmU7zyxz03N4Rryvskj/rZ44m+LJ+/rPGoO1wCg2lSOzj1KzHUxTitAAFZ6H6RonEzZbSuKyUSULM0uTkNaQlzduMdgfyoUZWqdRLiA9PAUsB9xyLX8e/vj39v/tI+fbL2wFDR/eXi/bg3Hq5guMFGypoSqvVX49/KnNrcWc5wZv+4nzjPHm08cizdTuKQQ3y6++KT4tOLVtMyTvbN58Vd/1HLZBNDZIu69F1NystYxhIuSlhBX5+UDU98FvZfWSYQLSPML0jpCs6mqSsWeCmpza/Ht4guAKc6EJc+CpciCpdBC7bFaTHEmavNrKV5VTMRlbTNm4IihlF1TZGyIs/lPnEDINVdrHUO4MGkJcQcxfWH0f+DH/2qdRGgsXe/644NsVTYy7snAbrWjKAox18bg1/O3lo8YM5FTI8l+NhuAqGlRmGPMHHjmAFHTo6jYVUH+gnwUvUL0VdH1xYszPJ2wnY8T41APOqZlSTTklZhI9ONPaB1DuDgpQtzFkLtg33I4sFLrJEJDabWFWkc4I51ZR4fHOmCvsVO5p5LcT3Mxhhvru2pCRocQMjqk/vzi1cXozDp8Ovqw9/69dHi4A3XFdRyefZjOz3ZGZ3ROg22tYmPBhcFcPFuKEEdTTCZiX3kZvZ/zikjhGaQ7phEjR47k7rvv1jpGQ4oCl70Nfs0fJCg8S5l3IDlVjpkZ40yKTsEUacI70ZuwiWEEnhtI4feNF0/Wciv5C/OJuTqGqv1VmKJMmKJM+HXzQ7WpWI41fzxKa3wSlIZlYE+n3qM9inroP5i7dNE6hnADLSpCrr/+ehRFOeVr3759DgmTmpqKoiiUlJQ45DyP4x8F0z6QTe7aqfTIzlpHaBVVVbHXNT4dNndeLmEXhGEMMYL9xAyZ+ufZVFS787ufXhlWDgb5O+UogZdcQtC0aVrHEG6ixS0hEyZMIDc3t8FXsox8bpLF4sBPc0lDYewjjruecBtpAWFnPqkFbDU2qg9WU32wGgBLoYXqg9VYik78vForrFQfrKb2aO2Jx4+deLyu5PfF0o68fYRjXx6r/77guwIqdlVgybdQc7SGwiWFlPxaQtCQoFPuX7GrAkuehZAxJ7pmvJO9qc2tpXxHOcdTj59oUYl2/lbvG0w5HJsgU3YdwdSpE1EPy9g10XwtLkJMJhNRUVENvvR6PQArV65k4MCBmEwmoqOjuf/++7FarfXPra2t5a677iIiIgKz2cywYcPYuHEjANnZ2YwaNQqA4OBgFEXh+uuvb9WLKi4u5tprryU4OBgfHx8mTpxIZmbDKa5r1qxh5MiR+Pj4EBwczPjx4ykubnz9he+//57AwEA++eQTAA4fPsz06dMJCgoiJCSEiy++mOzs7Przr7/+ei655BKefPJJYmJi6OLoZskhf4PuFzv2msLlpRscu85C9YFqsh7OIuvhLACOfXqMrIezyP86H4DyreVkPZzFwRcPAnB49mGyHs7i+Irj9dewFFmwlvz+d9xea+foR0fJfDCTA08eoHRzKfF/jSdkRAh/ZLfYOfrxb2uC6E68LmOIkeiro8l5N4eCbwuI+0scOq+26TF+osdelOCgNrmXp9L5+BD78kvoZLdi0QIOa4PMycnhwgsv5Prrr+fDDz8kPT2dm2++GbPZzCOPPALAv/71L7766ivmzp1LYmIizzzzDOPHj2ffvn3Ex8fz1VdfMXXqVDIyMggICMC7lT/M119/PZmZmSxatIiAgAD+/e9/c+GFF7Jnzx6MRiPbtm1jzJgx3Hjjjbz88ssYDAZWrFiBzWY75Vrz5s3j1ltvZd68eUyePJm6ujrGjx/P4MGDWbVqFQaDgSeeeIIJEyawY8cOvLxOTKVdvnw5AQEB/Pjjj61+T5t08RuQnwaFe51zfeFy0utKHXo9v25+9Jxz+vEQwecHE3x+8GkfB0h5IKXB95FTI4mceuZxSzovHZ2fPrV7KWREyCkFS1vI11WyaUpf+n+4qc3v7SmiHnsMU0rKmU8U4g8UVVWb3el6/fXX8/HHH2M2m+uPTZw4kS+//JIHH3yQr776irS0tPqV8d544w3+/e9/U1paSnV1NcHBwcyZM4eZM2cCUFdXR1JSEnfffTf33XcfqampjBo1iuLiYoKCgk6bo6nzMjMz6dy5M2vWrGHIkCEAFBUVER8fz9y5c7n88suZOXMmhw4dYvXq1Y1ef+TIkfTt25dOnTrx4IMPsnDhQkaMGAHAxx9/zBNPPNHgdVosFoKCgliwYAEXXHAB119/PUuXLuXQoUP1RYlTFGTAO6PBUuG8ewiXUGP05rz4KGzqqYWycAw9Cp/Oj4XMbK2juJ2gGVcQ/duHTSFaosUtIaNGjWL27Nn13/v6npiClZaWxuDBgxsszTt06FAqKio4cuQIJSUl1NXVMXTo0PrHjUYjAwcOJC0t7WxeQwNpaWkYDAYGDRpUfyw0NJQuXbrU32fbtm1cfnnT+xjMnz+f/Px81qxZw7nnnlt/fPv27ezbtw9//4YrTdbU1JCVlVX/fa9evZxbgACEd4GLXoX5Nzj3PkJzmZGdsKklWsfwaDZUPhvvwwxZnLhFzD16EPl//6d1DOGmWlyE+Pr60rFjR2dkaTPN6eY555xz2LJlC++//z4DBgyoL64qKiro379//fiQPwoPD6///5PFmdP1vAxyt8Oal9rmfkITaYGRUFWidQyP97X/Xi4a2gefNdu1juIWdAEBJ8aBOPsDl/BYDhv11a1bN9auXcsfe3fWrFmDv78/cXFxdOjQAS8vL9asWVP/eF1dHRs3bqR79+4A9S0HjY3NaEkOq9XK+vXr648VFRWRkZFRf5/evXuzfPnyJq/ToUMHVqxYwcKFC/nb3/5Wf7xfv35kZmYSERFBx44dG3wFBga2OvdZGfsIdLtIm3uLNpFmkl/ybeX58wpQTM6flePuFC8v4l57Fa+4OK2jCDfmsCLk9ttv5/Dhw/ztb38jPT2dhQsX8vDDD/OPf/wDnU6Hr68vt912G/fddx9Lly5lz5493HzzzVRVVXHTTTcBkJiYiKIofPfddxQUFFBR0fRYh507d7Jt27b6r+3bt9OpUycuvvhibr75ZlavXs327du5+uqriY2N5eKLT8woeeCBB9i4cSO33347O3bsID09ndmzZ1NY2HBBpc6dO7NixQq++uqr+sXLrrrqKsLCwrj44otZtWoVBw4cIDU1lbvuuosjRzRaefHkQmaxA7S5v3C6dJuM+2krO73yOXhhH61juDZFIeaZWfgOHKh1EuHmHFaExMbGsnjxYjZs2ECfPn249dZbuemmm/jPf/5Tf87TTz/N1KlTueaaa+jXrx/79u1j2bJlBAcH11/j0Ucf5f777ycyMpI777yzyXsOHz6cc845p/6rf//+AHzwwQf079+fyZMnM3jwYFRVZfHixRiNRuBEcfHDDz+wfft2Bg4cyODBg1m4cCGGRhYs6tKlCz///DOffvop//znP/Hx8eGXX34hISGByy67jG7dunHTTTdRU1NDQECAo97OljN6w5WfQVCCdhmEU1h1BjIrj2odo115vPMelHDHrsviSSIfuJ+ACRO0jiE8QItmxwg3UJAB742DGsdO5xTayYzswmU+1VrHaHf+fqwPQz/YrHUMlxNy041E3nef1jGEh5C9YzxNeBeY/iHojFonEQ6SHhKrdYR26ZXI7di7u/cgfEcLmDKFiHvv1TqG8CBShHiilJEw+QWtUwgHSTP7aB2hXVIVmDNWf2LMlcB3yGBi/vdkg2UYhDhbUoR4qn7Xwqj/nPk84fLSVOmK0cpS3yzKRsq+MqZu3Yh95VUUo7SwCseSIsSTjbgPhtyldQpxFlQUMqpytY7Rrs3qn4PSjvdDMcbGkvD2W+j92mjtI9GuSBHi6S54HAbcpHUK0UpHQhMor5PpuVrKNBaROaWX1jE0oQ8KIv7ddzD8YSFGIRxJipD2YNLz0PsKrVOIVkgPTdQ6ggD+l7ILJSZK6xhtSjGbiX9zNqbkZK2jCA8mRUh7oCgndt3tOlnrJKKF0nz8z3yScLoKxcKPk9pREaLXE/vCC3j37at1EuHhpAhpL/QGmPYBdBitdRLRAumKVesI4jdvh+3C1qer1jGcTjEaiX3xBfxHj9I6imgHpAhpTwxecMUnkDj0zOcKl5Bek6d1BPEHb46qA53n/tpUzGbiXn+NgAsu0DqKaCc892+TaJyXD1w1H1LkU46rK/SPpKDmuNYxxB+s9D5I0TjPnLKr8/Eh/q238Bs+XOsooh2RIqQ98vKBmZ9DZ9n7wZWlRaRoHUE04qk+B1H8/bSO4VC6gAAS3n8P30GyIZ1oW1KEtFcGE1zxMXS/ROsk4jTS/YK1jiAacUhfwq4p3bSO4TD6kBAS586RQahCE1KEtGd6I0x7H3rP0DqJaESaXvaWdFVPJ+xASYzTOsZZM0REkPjRh5i7eU5RJdyLFCHtnU4Pl74J/a/XOon4k/TaIq0jiNOoVWwsvDBE6xhnxRgTQ+LHH2Hq0EHrKKIdkyJEnFhHZMrLcN4dWicRv6kwB3CkSmbGuLKPg/ZgGdhT6xit4pWYSOInH+OVkKB1FNHOSREifjfhf3DBk4Dskqm1tMhOqEh3jKt7ZVg5GAxax2gRU6dOJH78EcboaK2jCCFFiPiTIXfC9LlgMGudpF1LD5C9OtzBBlMOxya4z5Rdc48eJHw4V/aCES5DihBxqu4Xw7WLwCdU6yTtVrpRr3UE0UxP9NiLEhykdYwz8hszhoS5czEEy6wr4TqkCBGNSxgEN/0IIbJWhRbS6kq1jiCaKV9XyaYpHbWOcXqKQtjttxH32qvo/Xy1TiNEA4qqqtLxLE6vsgg+nQFHNmidpN2oNZg5LyEGqyr7xrgLPQqfzo+FzGytozSg+PgQ89RTBIyXZdiFa5KWENE031C47lvocanWSdqNfZGdpABxMzZUPhvvo3WMBoyxsSR9Ok8KEOHSpAgRZ2Y0w+VzYNxjoMhYBWfbE9SOtoz3IF/776VqaB+tYwDgM2gQSfO/xNyli9ZRhGiSFCGi+Yb+Ha75WgasOlm6yUvrCKKVnj+vAMVk0jRD8FVXkfDeuzIAVbgFKUJEy6SMhL+mQrRrfOLzROm2Sq0jiFba6ZXPoQu1+buhGI1EPf4YUQ/9B8XN1i4R7ZcUIaLlghLgxh+gz0ytk3gcm6Jnb2WO1jHEWXiicxpKeFib3lMfFkbC3LkEX355m95XiLMlRYhoHaMZLp0NFz4HOqPWaTxGdngHamy1WscQZ6FYV83qyYltdj9zz54kz/8Sn37us2iaECdJESLOzsCb4cZlEJysdRKPkBbi/juzCnglcjv27s5fOyTo8stJ/ORjjFEymFm4JylCxNmL6w+3roI+V2qdxO2le7vWNE/ROqoCc8fqT2wO6QT68DDi3pxN9OOPodN4IKwQZ0OKEOEYJn+49E2Y+h6YArVO47bS1BqtIwgHWeKbRdlIx3eR+I8fT8qiRfiPHOnwawvR1qQIEY7VaxrcthoSBmudxC2lV+dqHUE40Kz+OSje3g65li4ggJhnZhH38ksy/VZ4DClChOMFJcD138PI/5PFzVogJySBMku51jGEA2Uai8ic3Ousr+M7ZDApixYSeNFFDkglhOuQIkQ4h04PI/8NN/0A4V21TuMW0kPbbkaFaDv/67ALJaZ1A0cVs5nIBx8k/r33ZPCp8EhShAjnihsAt6yCEf+WqbxnkOYboHUE4QQVioUfJ7W8gDD37k3y118Tcs3VKE4a4CqE1qQIEc5n8IJR/we3rITY/lqncVnpimxa56neDtuFrU8zWwQNBsL+didJ8z7BlCJT34VnkyJEtJ3IHnDTT3DBk2CUqah/llaTr3UE4URvjqoDXdO/cr06diDps88Iv+MOWXpdtAuKqqqq1iFEO3T8AHz7dziwUuskLqHIL5yR4Y6ZRSFc1+wtfQhdtvmU4zofH8LuuJ2Qa69FMUq3pWg/pCVEaCMkGa5bdGJdkYBYrdNoLj2ig9YRRBt4qs9BFH+/BscCJk8mZckSQm+6SQoQ0e5IESK01Wsa3LkRht8HBrPWaTST5h+idQTRBg7pS9g1pRsAps6dSfzoQ2KfexZjZITGyYTQhnTHCNdRnA0//AfSvtU6SZu7t99ElhXv1jqGaAPhxhA+M9xK+NTpKHpZR0e0b1KECNezfyUsfQDy288/ypN7nsfByqNaxxBOZNQZmdF1Brf0voVA2dpACECKEOGq7DbY9D6sfAYqPXvWSKXJn8ExIajIX0VPNS5xHPf0u4f4gHitowjhUqQIEa7NUgXr34RfX4HqYq3TOMXmhH5cry/UOoZwgt5hvbn33Hs5J8LxG9kJ4QmkCBHuoaYU1r4Oa98AD9tf5ZNeE3i6Yo/WMYQDJQYkckffO5iQNEFWOxWiCbIajnAP5sATq64OvAXWvAgb3gVrtdapHCLNKIMTPUWvsF7c0PMGxiSMQafI5EMhzkRaQoR7Kj8Gq56HLR+5fTEyrff5ZJQf1DqGOAvDYodxY88bOTfqXK2jCOFWpAgR7q2yEDa8DRvegerjWqdpsTq9FwOT4rDaZd8Yd2NQDIxPHs8NPW6gS0gXreMI4ZakCBGewVIFWz+Gta9Bifu0KuyJ6cEVJs8a4+LpvA3eXNbpMq7tfi0xfjFaxxHCrUkRIjyL3QZ7FsCaVyB3m9Zpzuir7mN5pHqv1jFEMwSbgrmy25Vc2eVKgsxBWscRwiPIwFThWXR66Dn1xNf+lbDxXchYDC7a3ZFmNoF7D2nxeLF+sVzb/Vou7XQp3gbZZFAIR5IiRHiulBEnvsrzYOtHsGUulBzSOlUD6bYqrSOI0+gb3pcru17J+KTx6HUyg0kIZ5DuGNF+2O2Q9fOJlVj3LgXVpm0cRcd5HTtR7eazezxJUkASk1ImMSllEvH+srqpEM4mRYhon8qOnpjeu33eiY3zNLA/oiMX+1o0ubf4XYg5hInJE5mcMpmeYT21jiNEuyJFiBBHNsOu+bDra6g41ma3Xdx1FP+uzWqz+4nfeRu8GRU/iskpkxkcMxiDTnqmhdCCFCFCnGS3Q/aqEwXJnkVQU+LU2z1/ziTmlOx06j3E7/SKnkHRg5icMpkxCWPwMfpoHUmIdk+KECEaY7VA1vITrSP7fnTK5nl/OWcs60tkeq6zdQvpxuSUyVyYciFh3mFaxxFC/IEUIUKcid0GhzdA5jLY+wPk73bIZYd16Umppcwh1xK/8zX6MiByAIOiBzE0digpgSlaRxJCnIYUIUK0VMnh3wqSZXDgF7DWtPgSucHxXBAku6s6gpfOiz4RfRgUNYhB0YPoGdZTxngI4SakCBHibNRVw6G1cPBXyF4DOZvBVnvGp/3c6Xz+bnWf5eVdiU7R0S2kG4OiTxQd/SL6YTaYtY4lhGgF+bggxNkwekOH0Se+AKy1cGTTiaLk4Bo4shEsFac8Ld03AErbOKsbSwlMYWDUQM6LPo8BUQMINAVqHUkI4QDSEiKEM9mscGz7iWnAudvg6FYoyOBvfceRWrJH63QuKcArgC4hXegS3IXuod0ZFD2ICJ8IrWMJIZxAihAh2pqlivSSfewq2UtmcSaZJZlkFmdSUluidbI2pVf0xPvH0zm4c33R0SWkC1G+UVpHE0K0ESlChHAR+VX5J4qS4kyySrPIr8onvyqfwupCty5QArwCSApMIikgieTAZJIDkkkKTCLBPwGj3qh1PCGEhqQIEcINWGwWCqoLKKgqoKC6gPyq/Ab/X1hdSH5VPmVtMOXXoBgINAUSbA4myBRU/9+TX388HuMXQ4g5xOmZhBDuSYoQITxIra22viiprqvGptqwq/bT/9f++/eqqjZ4XEEhwBRAsCmYIHNQ/X8DvAK0fplCCA8hRYgQQgghNKHTOoAQQggh2icpQoQQQgihCSlChBBCCKEJKUKEEEIIoQkpQoQQQgihCSlChBBCCKEJKUKEEEIIoQkpQoQQQgihCSlChBAeRVEUFixYcNrHU1NTURSFkpKSNsskhGicFCFCCJdy/fXXc8kllzQ4Nn/+fMxm8/+3d+8graRxGMZfcbXwEizsjJggKkYQxDKNkYBBq0SxEdRAQEEkqIgWgiekES+VRUSEFBZaGfCCIF5ikSpaKEoqOwUVL4UGwUK2OGwWVzjrYbN8KZ5fOZlv/vN1D5MJ0cLCQtbnxeNx2Wy2rF8XwL/7w/QNAMCvrKysaGhoSEtLS/L7/aZvB0AW8SQEQM6anZ3V8PCw1tfXMwESiURUXV2twsJC1dXVaXV19cu6h4cHeb1eFRUVqaamRpubm9+eeXZ2JpfLpdLSUlksFjU3N+vk5CRrewLwNyIEQE6amJhQOBzW9va2vF6vJCkWiykYDGpsbEwXFxcaGBiQ3+/X0dHRp7WhUEjd3d06Pz9Xe3u7enp69PT09K25PT09slqtSiaTOj091eTkpAoKCrK+PwD8iy6AHNPf36+1tTW9v7/r4OBAra2tmc+cTqcaGhq0vLycOdbd3a10Oq2dnR1JP19MnZqaUjgcliSl02mVlJRod3dXHo9H8XhcLpdLz8/PKisr+zLfYrFocXFRfX19/+9GAfAkBEDuaWxslM1m0/T0tF5fXzPHU6mUnE7np3OdTqdSqdSX9X8pLi6WxWLR/f39t2aPjo4qEAjI7XZrZmZGV1dX/2EnAH6FCAGQcyoqKhSPx3VzcyOPx6OXl5ffWv/Pr0/y8vL08fHxrbU/fvzQ5eWlOjo6dHh4KIfDoVgs9lvzAXwPEQIgJ1VVVen4+Fi3t7eZEKmvr1cikfh0XiKRkMPhyOrs2tpajYyMaG9vTz6fT9FoNKvXB/ATP9EFkLMqKysz73C0tbVpcHBQgUBATU1Ncrvd2tra0sbGhvb397My7+3tTePj4+rq6pLdbtf19bWSyaQ6Ozuzcn0AnxEhAHKa1WrNhEgkEtHc3Jzm5+cVDAZlt9sVjUbV0tKSlVn5+fl6fHxUb2+v7u7uVF5eLp/Pp1AolJXrA/iMX8cAAAAjeCcEAAAYQYQAAAAjiBAAAGAEEQIAAIwgQgAAgBFECAAAMIIIAQAARhAhAADACCIEAAAYQYQAAAAjiBAAAGAEEQIAAIwgQgAAgBFECAAAMIIIAQAARhAhAADACCIEAAAYQYQAAAAjiBAAAGAEEQIAAIwgQgAAgBFECAAAMIIIAQAARhAhAADACCIEAAAYQYQAAAAjiBAAAGAEEQIAAIwgQgAAgBFECAAAMIIIAQAARhAhAADACCIEAAAYQYQAAAAjiBAAAGDEnxhs2XmXEXx5AAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 600x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Retailer_sales = df.groupby(by = 'Retailer')['Total Sales'].agg('sum')\n",
    "Totale_sales = Retailer_sales.sum()\n",
    "market_share = Retailer_sales / Totale_sales\n",
    "\n",
    "explode = [0, 0.1, 0, 0, 0] \n",
    "palette_color = sns.color_palette('colorblind6')\n",
    "plt.figure(figsize=(6 , 10))\n",
    "market_share.plot(kind = 'pie' , color = palette_color , autopct = '%1.1f%%'  , startangle=140 )\n",
    "plt.title('Market Share of Retailers')\n",
    "plt.ylabel('')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "retailer_sales = df.groupby(by = ['Retailer', 'year', 'month'])['Total Sales'].agg('sum').unstack(level= 0 ).reset_index()\n",
    "\n",
    "plt.figure(figsize= (12 , 6))\n",
    "for retailer in retailer_sales.columns[2:]:\n",
    "    sns.lineplot(data= retailer_sales , x= 'month' , y = retailer , label = retailer )\n",
    "\n",
    "plt.ylabel('Totale_sales')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Product and Retailer Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<function matplotlib.pyplot.show(close=None, block=None)>"
      ]
     },
     "execution_count": 105,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x600 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "product_sales = df.groupby(by = ['Retailer', 'Product'])['Total Sales'].agg('sum').unstack(level= 1)\n",
    "\n",
    "plt.figure(figsize=(12 , 6))\n",
    "product_sales.plot(kind = 'bar' , stacked= True , colormap =  'viridis')\n",
    "plt.title('Total Sales by Product and Retailer')\n",
    "plt.xlabel('Retailer')\n",
    "plt.ylabel('Total Sales')\n",
    "plt.legend(title = 'Product' , bbox_to_anchor=(1.05, 1) , loc = 'upper left')\n",
    "plt.show"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Regional Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Total Sales')"
      ]
     },
     "execution_count": 123,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x600 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "retailer_sales_by_region = df.groupby(by = ['Retailer', 'Region'])['Total Sales'].agg('sum').unstack(level= 0)\n",
    "\n",
    "plt.figure(figsize=( 12, 6))\n",
    "\n",
    "retailer_sales_by_region.plot(kind= 'bar' , stacked= True , colormap='viridis')\n",
    "plt.legend(title = 'Retailer' , loc = 'upper left' , bbox_to_anchor=(1.05, 1))\n",
    "plt.title('Total Sales by Retailer and Region')\n",
    "plt.xlabel('Region')\n",
    "plt.ylabel('Total Sales')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Time Series Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sales_by_year_month = df.groupby(by = ['year', 'month'])['Total Sales'].agg('sum')\n",
    "unit_by_year_month = df.groupby(by = ['year', 'month'])['Units Sold'].agg('sum')\n",
    "\n",
    "plt.figure(figsize= (12 , 6))\n",
    "\n",
    "sales_by_year_month.plot(kind = 'line')\n",
    "unit_by_year_month.plot(kind = 'line')\n",
    "plt.title('Total Sales and Units Sold by Year and Month')\n",
    "plt.xlabel('Year, Month')\n",
    "plt.ylabel('Total Sales / Units Sold')\n",
    "plt.legend()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Regional Sales Analysis\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 151,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Region     State           City          \n",
      "Midwest    Illinois        Chicago            9797488.0\n",
      "           Indiana         Indianapolis       8836198.0\n",
      "           Iowa            Des Moines         7424011.0\n",
      "           Kansas          Wichita            9972864.0\n",
      "           Michigan        Detroit           18625433.0\n",
      "           Minnesota       Minneapolis        7378068.0\n",
      "           Missouri        St. Louis          9683265.0\n",
      "           Montana         Billings          15710886.0\n",
      "           Nebraska        Omaha              5929038.0\n",
      "           North Dakota    Fargo              7735580.0\n",
      "           Ohio            Columbus          18484583.0\n",
      "           South Dakota    Sioux Falls        8495576.0\n",
      "           Wisconsin       Milwaukee          7727469.0\n",
      "Northeast  Connecticut     Hartford          11573448.0\n",
      "           Delaware        Wilmington        12298412.0\n",
      "           Maine           Portland           9195978.0\n",
      "           Maryland        Baltimore          7758059.0\n",
      "           Massachusetts   Boston            11076810.0\n",
      "           New Hampshire   Manchester        16411667.0\n",
      "           New Jersey      Newark             9934246.0\n",
      "           New York        Albany            24427804.0\n",
      "                           New York          39801235.0\n",
      "           Pennsylvania    Philadelphia      10357519.0\n",
      "           Rhode Island    Providence         8446806.0\n",
      "           Vermont         Burlington        14352923.0\n",
      "           West Virginia   Charleston        10689160.0\n",
      "South      Alabama         Birmingham        17633424.0\n",
      "           Arkansas        Little Rock       12639347.0\n",
      "           Louisiana       New Orleans       23750781.0\n",
      "           Mississippi     Jackson           15591709.0\n",
      "           Oklahoma        Oklahoma City     10620734.0\n",
      "           Tennessee       Knoxville         18067440.0\n",
      "           Texas           Dallas            20902864.0\n",
      "                           Houston           25456882.0\n",
      "Southeast  Florida         Miami             31600863.0\n",
      "                           Orlando           27682851.0\n",
      "           Georgia         Atlanta           18997466.0\n",
      "           Kentucky        Louisville        10072848.0\n",
      "           North Carolina  Charlotte         23956531.0\n",
      "           South Carolina  Charleston        29285637.0\n",
      "           Virginia        Richmond          21575040.0\n",
      "West       Alaska          Anchorage         14753103.0\n",
      "           Arizona         Phoenix           15782221.0\n",
      "           California      Los Angeles       25634913.0\n",
      "                           San Francisco     34539220.0\n",
      "           Colorado        Denver            20996536.0\n",
      "           Hawaii          Honolulu          22282457.0\n",
      "           Idaho           Boise             19276878.0\n",
      "           Nevada          Las Vegas         20858509.0\n",
      "           New Mexico      Albuquerque       19865016.0\n",
      "           Oregon          Portland          21349674.0\n",
      "           Utah            Salt Lake City     9696420.0\n",
      "           Washington      Seattle           26330718.0\n",
      "           Wyoming         Cheyenne          18577517.0\n",
      "Name: Total Sales, dtype: object\n",
      "--------------------------------------------\n",
      "Region     State           City          \n",
      "Midwest    Illinois        Chicago            25407\n",
      "           Indiana         Indianapolis       26332\n",
      "           Iowa            Des Moines         23446\n",
      "           Kansas          Wichita            29463\n",
      "           Michigan        Detroit            50095\n",
      "           Minnesota       Minneapolis        20838\n",
      "           Missouri        St. Louis          36404\n",
      "           Montana         Billings           42713\n",
      "           Nebraska        Omaha              19154\n",
      "           North Dakota    Fargo              22781\n",
      "           Ohio            Columbus           47781\n",
      "           South Dakota    Sioux Falls        22973\n",
      "           Wisconsin       Milwaukee          23950\n",
      "Northeast  Connecticut     Hartford           34696\n",
      "           Delaware        Wilmington         30275\n",
      "           Maine           Portland           22410\n",
      "           Maryland        Baltimore          20818\n",
      "           Massachusetts   Boston             32895\n",
      "           New Hampshire   Manchester         40812\n",
      "           New Jersey      Newark             26540\n",
      "           New York        Albany             57186\n",
      "                           New York          111954\n",
      "           Pennsylvania    Philadelphia       27662\n",
      "           Rhode Island    Providence         27473\n",
      "           Vermont         Burlington         38685\n",
      "           West Virginia   Charleston         29873\n",
      "South      Alabama         Birmingham         63327\n",
      "           Arkansas        Little Rock        48468\n",
      "           Louisiana       New Orleans        57615\n",
      "           Mississippi     Jackson            56814\n",
      "           Oklahoma        Oklahoma City      40459\n",
      "           Tennessee       Knoxville          66077\n",
      "           Texas           Dallas             69178\n",
      "                           Houston            90322\n",
      "Southeast  Florida         Miami              73135\n",
      "                           Orlando            60295\n",
      "           Georgia         Atlanta            56391\n",
      "           Kentucky        Louisville         28664\n",
      "           North Carolina  Charlotte          62936\n",
      "           South Carolina  Charleston         72610\n",
      "           Virginia        Richmond           52969\n",
      "West       Alaska          Anchorage          30815\n",
      "           Arizona         Phoenix            46919\n",
      "           California      Los Angeles        76384\n",
      "                           San Francisco      86900\n",
      "           Colorado        Denver             41378\n",
      "           Hawaii          Honolulu           40375\n",
      "           Idaho           Boise              63827\n",
      "           Nevada          Las Vegas          51831\n",
      "           New Mexico      Albuquerque        52633\n",
      "           Oregon          Portland           50536\n",
      "           Utah            Salt Lake City     48548\n",
      "           Washington      Seattle            46611\n",
      "           Wyoming         Cheyenne           50228\n",
      "Name: Units Sold, dtype: object\n"
     ]
    }
   ],
   "source": [
    "sales_by_location = df.groupby(by = ['Region', 'State', 'City'])['Total Sales'].agg('sum')\n",
    "units_by_location  = df.groupby(by = ['Region', 'State', 'City'])['Units Sold'].agg('sum')\n",
    "\n",
    "print(sales_by_location)\n",
    "print(22*'--')\n",
    "print(units_by_location)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Sales Method Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 166,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\v.lotfi\\AppData\\Local\\Temp\\ipykernel_6172\\1503988128.py:6: FutureWarning: \n",
      "\n",
      "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
      "\n",
      "  sns.barplot(data= sales_by_method , ax= ax[0] , palette='viridis')\n",
      "C:\\Users\\v.lotfi\\AppData\\Local\\Temp\\ipykernel_6172\\1503988128.py:11: FutureWarning: \n",
      "\n",
      "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
      "\n",
      "  sns.barplot(data=profit_by_method  , ax= ax[1] , palette='viridis')\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sales_by_method = df.groupby(by = 'Sales Method')['Total Sales'].agg('mean')\n",
    "profit_by_method = df.groupby(by = 'Sales Method')['Operating Profit'].agg('sum')\n",
    "\n",
    "fig , ax = plt.subplots(1 , 2 , figsize = (12 , 6))\n",
    "\n",
    "sns.barplot(data= sales_by_method , ax= ax[0] , palette='viridis')\n",
    "ax[0].set_title('Average Total Sales by Sales Method')\n",
    "ax[0].set_xlabel('Sales Method')\n",
    "ax[0].set_ylabel('Average Total Sales')\n",
    "\n",
    "sns.barplot(data=profit_by_method  , ax= ax[1] , palette='viridis')\n",
    "ax[1].set_title('Total Operating Profit by Sales Method')\n",
    "ax[1].set_xlabel('Sales Method')\n",
    "ax[1].set_ylabel('Total Operating Profit')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### State and Year-Based Sales Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 185,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Units Sold')"
      ]
     },
     "execution_count": 185,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x600 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "units_by_year_and_state = df.groupby(by = ['year', 'State'])['Units Sold'].agg('sum').reset_index()\n",
    "units_by_year = units_by_year_and_state.pivot(index= 'year' , columns='State' , values= 'Units Sold')\n",
    "\n",
    "plt.figure(figsize= (12 ,6))\n",
    "units_by_year.plot(kind='bar' , stacked= True , colormap='viridis')\n",
    "plt.legend(title='State', bbox_to_anchor=(1.05, 1), loc='upper left', ncol=3)\n",
    "plt.title('Units Sold by Year and State')\n",
    "plt.xlabel('Year')\n",
    "plt.ylabel('Units Sold')\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}