sales_forecast.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "from matplotlib import pyplot as plt\n",
    "from sklearn.model_selection import train_test_split\n",
    "# from sklearn.preprocessing import OneHotEncoder\n",
    "from sklearn.linear_model import LinearRegression\n",
    "from statsmodels.tsa.statespace.sarimax import SARIMAX\n",
    "from statsmodels.graphics.tsaplots import plot_acf, plot_pacf\n",
    "\n",
    "\n",
    "# evaluation metrics\n",
    "from sklearn.metrics import mean_squared_error, mean_absolute_error, r2_score\n",
    "from statsmodels.tsa.stattools import adfuller"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>product_id</th>\n",
       "      <th>product_name</th>\n",
       "      <th>category</th>\n",
       "      <th>price</th>\n",
       "      <th>review_score</th>\n",
       "      <th>review_count</th>\n",
       "      <th>sales_month_1</th>\n",
       "      <th>sales_month_2</th>\n",
       "      <th>sales_month_3</th>\n",
       "      <th>sales_month_4</th>\n",
       "      <th>sales_month_5</th>\n",
       "      <th>sales_month_6</th>\n",
       "      <th>sales_month_7</th>\n",
       "      <th>sales_month_8</th>\n",
       "      <th>sales_month_9</th>\n",
       "      <th>sales_month_10</th>\n",
       "      <th>sales_month_11</th>\n",
       "      <th>sales_month_12</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Product_1</td>\n",
       "      <td>Clothing</td>\n",
       "      <td>190.40</td>\n",
       "      <td>1.7</td>\n",
       "      <td>220</td>\n",
       "      <td>479</td>\n",
       "      <td>449</td>\n",
       "      <td>92</td>\n",
       "      <td>784</td>\n",
       "      <td>604</td>\n",
       "      <td>904</td>\n",
       "      <td>446</td>\n",
       "      <td>603</td>\n",
       "      <td>807</td>\n",
       "      <td>252</td>\n",
       "      <td>695</td>\n",
       "      <td>306</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Product_2</td>\n",
       "      <td>Home &amp; Kitchen</td>\n",
       "      <td>475.60</td>\n",
       "      <td>3.2</td>\n",
       "      <td>903</td>\n",
       "      <td>21</td>\n",
       "      <td>989</td>\n",
       "      <td>861</td>\n",
       "      <td>863</td>\n",
       "      <td>524</td>\n",
       "      <td>128</td>\n",
       "      <td>610</td>\n",
       "      <td>436</td>\n",
       "      <td>176</td>\n",
       "      <td>294</td>\n",
       "      <td>772</td>\n",
       "      <td>353</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Product_3</td>\n",
       "      <td>Toys</td>\n",
       "      <td>367.34</td>\n",
       "      <td>4.5</td>\n",
       "      <td>163</td>\n",
       "      <td>348</td>\n",
       "      <td>558</td>\n",
       "      <td>567</td>\n",
       "      <td>143</td>\n",
       "      <td>771</td>\n",
       "      <td>409</td>\n",
       "      <td>290</td>\n",
       "      <td>828</td>\n",
       "      <td>340</td>\n",
       "      <td>667</td>\n",
       "      <td>267</td>\n",
       "      <td>392</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>Product_4</td>\n",
       "      <td>Toys</td>\n",
       "      <td>301.34</td>\n",
       "      <td>3.9</td>\n",
       "      <td>951</td>\n",
       "      <td>725</td>\n",
       "      <td>678</td>\n",
       "      <td>59</td>\n",
       "      <td>15</td>\n",
       "      <td>937</td>\n",
       "      <td>421</td>\n",
       "      <td>670</td>\n",
       "      <td>933</td>\n",
       "      <td>56</td>\n",
       "      <td>157</td>\n",
       "      <td>168</td>\n",
       "      <td>203</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Product_5</td>\n",
       "      <td>Books</td>\n",
       "      <td>82.23</td>\n",
       "      <td>4.2</td>\n",
       "      <td>220</td>\n",
       "      <td>682</td>\n",
       "      <td>451</td>\n",
       "      <td>649</td>\n",
       "      <td>301</td>\n",
       "      <td>620</td>\n",
       "      <td>293</td>\n",
       "      <td>411</td>\n",
       "      <td>258</td>\n",
       "      <td>854</td>\n",
       "      <td>548</td>\n",
       "      <td>770</td>\n",
       "      <td>257</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   product_id product_name        category   price  review_score  \\\n",
       "0           1    Product_1        Clothing  190.40           1.7   \n",
       "1           2    Product_2  Home & Kitchen  475.60           3.2   \n",
       "2           3    Product_3            Toys  367.34           4.5   \n",
       "3           4    Product_4            Toys  301.34           3.9   \n",
       "4           5    Product_5           Books   82.23           4.2   \n",
       "\n",
       "   review_count  sales_month_1  sales_month_2  sales_month_3  sales_month_4  \\\n",
       "0           220            479            449             92            784   \n",
       "1           903             21            989            861            863   \n",
       "2           163            348            558            567            143   \n",
       "3           951            725            678             59             15   \n",
       "4           220            682            451            649            301   \n",
       "\n",
       "   sales_month_5  sales_month_6  sales_month_7  sales_month_8  sales_month_9  \\\n",
       "0            604            904            446            603            807   \n",
       "1            524            128            610            436            176   \n",
       "2            771            409            290            828            340   \n",
       "3            937            421            670            933             56   \n",
       "4            620            293            411            258            854   \n",
       "\n",
       "   sales_month_10  sales_month_11  sales_month_12  \n",
       "0             252             695             306  \n",
       "1             294             772             353  \n",
       "2             667             267             392  \n",
       "3             157             168             203  \n",
       "4             548             770             257  "
      ]
     },
     "execution_count": 109,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv(r'C:\\Clarenti\\Data\\Project\\Py\\Analytics\\Personal\\Analytics/datasets/ecommerce_sales_analysis.csv')\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 1000 entries, 0 to 999\n",
      "Data columns (total 18 columns):\n",
      " #   Column          Non-Null Count  Dtype  \n",
      "---  ------          --------------  -----  \n",
      " 0   product_id      1000 non-null   int64  \n",
      " 1   product_name    1000 non-null   object \n",
      " 2   category        1000 non-null   object \n",
      " 3   price           1000 non-null   float64\n",
      " 4   review_score    1000 non-null   float64\n",
      " 5   review_count    1000 non-null   int64  \n",
      " 6   sales_month_1   1000 non-null   int64  \n",
      " 7   sales_month_2   1000 non-null   int64  \n",
      " 8   sales_month_3   1000 non-null   int64  \n",
      " 9   sales_month_4   1000 non-null   int64  \n",
      " 10  sales_month_5   1000 non-null   int64  \n",
      " 11  sales_month_6   1000 non-null   int64  \n",
      " 12  sales_month_7   1000 non-null   int64  \n",
      " 13  sales_month_8   1000 non-null   int64  \n",
      " 14  sales_month_9   1000 non-null   int64  \n",
      " 15  sales_month_10  1000 non-null   int64  \n",
      " 16  sales_month_11  1000 non-null   int64  \n",
      " 17  sales_month_12  1000 non-null   int64  \n",
      "dtypes: float64(2), int64(14), object(2)\n",
      "memory usage: 140.8+ KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
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     },
     "execution_count": 111,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.duplicated(subset=['product_id']).sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {},
   "outputs": [
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       "      <th>sales_month_4</th>\n",
       "      <th>sales_month_5</th>\n",
       "      <th>sales_month_6</th>\n",
       "      <th>sales_month_7</th>\n",
       "      <th>sales_month_8</th>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>154</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>500.500000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>247.677130</td>\n",
       "      <td>3.027600</td>\n",
       "      <td>526.506000</td>\n",
       "      <td>498.306000</td>\n",
       "      <td>507.661000</td>\n",
       "      <td>506.739000</td>\n",
       "      <td>503.823000</td>\n",
       "      <td>487.194000</td>\n",
       "      <td>491.653000</td>\n",
       "      <td>507.011000</td>\n",
       "      <td>504.569000</td>\n",
       "      <td>491.934000</td>\n",
       "      <td>514.798000</td>\n",
       "      <td>505.83800</td>\n",
       "      <td>500.386000</td>\n",
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       "      <th>std</th>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>144.607983</td>\n",
       "      <td>1.171243</td>\n",
       "      <td>282.269932</td>\n",
       "      <td>289.941478</td>\n",
       "      <td>285.992689</td>\n",
       "      <td>294.010873</td>\n",
       "      <td>286.645567</td>\n",
       "      <td>287.844324</td>\n",
       "      <td>289.234018</td>\n",
       "      <td>291.047287</td>\n",
       "      <td>289.945691</td>\n",
       "      <td>287.514731</td>\n",
       "      <td>288.710119</td>\n",
       "      <td>288.82451</td>\n",
       "      <td>278.509459</td>\n",
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       "      <th>min</th>\n",
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       "      <td>1.000000</td>\n",
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       "      <td>2.000000</td>\n",
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       "      <td>247.250000</td>\n",
       "      <td>267.000000</td>\n",
       "      <td>251.25000</td>\n",
       "      <td>259.000000</td>\n",
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       "      <td>250.920000</td>\n",
       "      <td>3.100000</td>\n",
       "      <td>543.000000</td>\n",
       "      <td>507.500000</td>\n",
       "      <td>508.000000</td>\n",
       "      <td>493.000000</td>\n",
       "      <td>501.500000</td>\n",
       "      <td>497.000000</td>\n",
       "      <td>479.500000</td>\n",
       "      <td>522.500000</td>\n",
       "      <td>499.500000</td>\n",
       "      <td>495.500000</td>\n",
       "      <td>532.000000</td>\n",
       "      <td>502.00000</td>\n",
       "      <td>500.500000</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>373.435000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>772.000000</td>\n",
       "      <td>740.750000</td>\n",
       "      <td>756.250000</td>\n",
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       "      <td>770.250000</td>\n",
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      "text/plain": [
       "         product_id product_name category        price  review_score  \\\n",
       "count   1000.000000         1000     1000  1000.000000   1000.000000   \n",
       "unique          NaN         1000        7          NaN           NaN   \n",
       "top             NaN    Product_1    Books          NaN           NaN   \n",
       "freq            NaN            1      154          NaN           NaN   \n",
       "mean     500.500000          NaN      NaN   247.677130      3.027600   \n",
       "std      288.819436          NaN      NaN   144.607983      1.171243   \n",
       "min        1.000000          NaN      NaN     7.290000      1.000000   \n",
       "25%      250.750000          NaN      NaN   121.810000      2.000000   \n",
       "50%      500.500000          NaN      NaN   250.920000      3.100000   \n",
       "75%      750.250000          NaN      NaN   373.435000      4.000000   \n",
       "max     1000.000000          NaN      NaN   499.860000      5.000000   \n",
       "\n",
       "        review_count  sales_month_1  sales_month_2  sales_month_3  \\\n",
       "count    1000.000000    1000.000000    1000.000000    1000.000000   \n",
       "unique           NaN            NaN            NaN            NaN   \n",
       "top              NaN            NaN            NaN            NaN   \n",
       "freq             NaN            NaN            NaN            NaN   \n",
       "mean      526.506000     498.306000     507.661000     506.739000   \n",
       "std       282.269932     289.941478     285.992689     294.010873   \n",
       "min         1.000000       0.000000       2.000000       0.000000   \n",
       "25%       283.750000     245.500000     262.500000     243.750000   \n",
       "50%       543.000000     507.500000     508.000000     493.000000   \n",
       "75%       772.000000     740.750000     756.250000     777.250000   \n",
       "max       999.000000    1000.000000    1000.000000     999.000000   \n",
       "\n",
       "        sales_month_4  sales_month_5  sales_month_6  sales_month_7  \\\n",
       "count     1000.000000    1000.000000    1000.000000    1000.000000   \n",
       "unique            NaN            NaN            NaN            NaN   \n",
       "top               NaN            NaN            NaN            NaN   \n",
       "freq              NaN            NaN            NaN            NaN   \n",
       "mean       503.823000     487.194000     491.653000     507.011000   \n",
       "std        286.645567     287.844324     289.234018     291.047287   \n",
       "min          0.000000       0.000000       0.000000       0.000000   \n",
       "25%        261.500000     221.000000     236.000000     254.000000   \n",
       "50%        501.500000     497.000000     479.500000     522.500000   \n",
       "75%        749.500000     727.000000     740.500000     757.250000   \n",
       "max       1000.000000    1000.000000    1000.000000    1000.000000   \n",
       "\n",
       "        sales_month_8  sales_month_9  sales_month_10  sales_month_11  \\\n",
       "count     1000.000000    1000.000000     1000.000000      1000.00000   \n",
       "unique            NaN            NaN             NaN             NaN   \n",
       "top               NaN            NaN             NaN             NaN   \n",
       "freq              NaN            NaN             NaN             NaN   \n",
       "mean       504.569000     491.934000      514.798000       505.83800   \n",
       "std        289.945691     287.514731      288.710119       288.82451   \n",
       "min          5.000000       0.000000        1.000000         0.00000   \n",
       "25%        240.500000     247.250000      267.000000       251.25000   \n",
       "50%        499.500000     495.500000      532.000000       502.00000   \n",
       "75%        762.250000     735.250000      770.250000       761.00000   \n",
       "max       1000.000000    1000.000000     1000.000000      1000.00000   \n",
       "\n",
       "        sales_month_12  \n",
       "count      1000.000000  \n",
       "unique             NaN  \n",
       "top                NaN  \n",
       "freq               NaN  \n",
       "mean        500.386000  \n",
       "std         278.509459  \n",
       "min           4.000000  \n",
       "25%         259.000000  \n",
       "50%         500.500000  \n",
       "75%         730.000000  \n",
       "max        1000.000000  "
      ]
     },
     "execution_count": 112,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe(include='all')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1200x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.select_dtypes(include=['int64', 'float64']).plot(kind='box', figsize=(12, 4))\n",
    "plt.tight_layout()\n",
    "plt.xticks(rotation=45)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {},
   "outputs": [],
   "source": [
    "sales = df.drop(columns=['product_id', 'product_name', 'price', 'review_score', 'review_count'], inplace=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>category</th>\n",
       "      <th>sales_month_1</th>\n",
       "      <th>sales_month_2</th>\n",
       "      <th>sales_month_3</th>\n",
       "      <th>sales_month_4</th>\n",
       "      <th>sales_month_5</th>\n",
       "      <th>sales_month_6</th>\n",
       "      <th>sales_month_7</th>\n",
       "      <th>sales_month_8</th>\n",
       "      <th>sales_month_9</th>\n",
       "      <th>sales_month_10</th>\n",
       "      <th>sales_month_11</th>\n",
       "      <th>sales_month_12</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Clothing</td>\n",
       "      <td>479</td>\n",
       "      <td>449</td>\n",
       "      <td>92</td>\n",
       "      <td>784</td>\n",
       "      <td>604</td>\n",
       "      <td>904</td>\n",
       "      <td>446</td>\n",
       "      <td>603</td>\n",
       "      <td>807</td>\n",
       "      <td>252</td>\n",
       "      <td>695</td>\n",
       "      <td>306</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Home &amp; Kitchen</td>\n",
       "      <td>21</td>\n",
       "      <td>989</td>\n",
       "      <td>861</td>\n",
       "      <td>863</td>\n",
       "      <td>524</td>\n",
       "      <td>128</td>\n",
       "      <td>610</td>\n",
       "      <td>436</td>\n",
       "      <td>176</td>\n",
       "      <td>294</td>\n",
       "      <td>772</td>\n",
       "      <td>353</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Toys</td>\n",
       "      <td>348</td>\n",
       "      <td>558</td>\n",
       "      <td>567</td>\n",
       "      <td>143</td>\n",
       "      <td>771</td>\n",
       "      <td>409</td>\n",
       "      <td>290</td>\n",
       "      <td>828</td>\n",
       "      <td>340</td>\n",
       "      <td>667</td>\n",
       "      <td>267</td>\n",
       "      <td>392</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Toys</td>\n",
       "      <td>725</td>\n",
       "      <td>678</td>\n",
       "      <td>59</td>\n",
       "      <td>15</td>\n",
       "      <td>937</td>\n",
       "      <td>421</td>\n",
       "      <td>670</td>\n",
       "      <td>933</td>\n",
       "      <td>56</td>\n",
       "      <td>157</td>\n",
       "      <td>168</td>\n",
       "      <td>203</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Books</td>\n",
       "      <td>682</td>\n",
       "      <td>451</td>\n",
       "      <td>649</td>\n",
       "      <td>301</td>\n",
       "      <td>620</td>\n",
       "      <td>293</td>\n",
       "      <td>411</td>\n",
       "      <td>258</td>\n",
       "      <td>854</td>\n",
       "      <td>548</td>\n",
       "      <td>770</td>\n",
       "      <td>257</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         category  sales_month_1  sales_month_2  sales_month_3  sales_month_4  \\\n",
       "0        Clothing            479            449             92            784   \n",
       "1  Home & Kitchen             21            989            861            863   \n",
       "2            Toys            348            558            567            143   \n",
       "3            Toys            725            678             59             15   \n",
       "4           Books            682            451            649            301   \n",
       "\n",
       "   sales_month_5  sales_month_6  sales_month_7  sales_month_8  sales_month_9  \\\n",
       "0            604            904            446            603            807   \n",
       "1            524            128            610            436            176   \n",
       "2            771            409            290            828            340   \n",
       "3            937            421            670            933             56   \n",
       "4            620            293            411            258            854   \n",
       "\n",
       "   sales_month_10  sales_month_11  sales_month_12  \n",
       "0             252             695             306  \n",
       "1             294             772             353  \n",
       "2             667             267             392  \n",
       "3             157             168             203  \n",
       "4             548             770             257  "
      ]
     },
     "execution_count": 115,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sales.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>category</th>\n",
       "      <th>month</th>\n",
       "      <th>sales</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Clothing</td>\n",
       "      <td>1</td>\n",
       "      <td>479</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Home &amp; Kitchen</td>\n",
       "      <td>1</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Toys</td>\n",
       "      <td>1</td>\n",
       "      <td>348</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Toys</td>\n",
       "      <td>1</td>\n",
       "      <td>725</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Books</td>\n",
       "      <td>1</td>\n",
       "      <td>682</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11995</th>\n",
       "      <td>Home &amp; Kitchen</td>\n",
       "      <td>12</td>\n",
       "      <td>393</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11996</th>\n",
       "      <td>Home &amp; Kitchen</td>\n",
       "      <td>12</td>\n",
       "      <td>474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11997</th>\n",
       "      <td>Sports</td>\n",
       "      <td>12</td>\n",
       "      <td>654</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11998</th>\n",
       "      <td>Sports</td>\n",
       "      <td>12</td>\n",
       "      <td>394</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11999</th>\n",
       "      <td>Toys</td>\n",
       "      <td>12</td>\n",
       "      <td>110</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>12000 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             category  month  sales\n",
       "0            Clothing      1    479\n",
       "1      Home & Kitchen      1     21\n",
       "2                Toys      1    348\n",
       "3                Toys      1    725\n",
       "4               Books      1    682\n",
       "...               ...    ...    ...\n",
       "11995  Home & Kitchen     12    393\n",
       "11996  Home & Kitchen     12    474\n",
       "11997          Sports     12    654\n",
       "11998          Sports     12    394\n",
       "11999            Toys     12    110\n",
       "\n",
       "[12000 rows x 3 columns]"
      ]
     },
     "execution_count": 116,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sales_cols = [f'sales_month_{x}' for x in range(1, 13)]\n",
    "sales = df.melt(id_vars=['category'], value_vars=sales_cols, var_name='month', value_name='sales')\n",
    "sales['month'] = sales['month'].apply(lambda x: int(x.split('_')[-1]))\n",
    "sales"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = {}\n",
    "for i in sales.category.unique():\n",
    "    data[i] = sales[sales['category'] == i].groupby(['category','month'])['sales'].mean().reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>category</th>\n",
       "      <th>month</th>\n",
       "      <th>sales</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Clothing</td>\n",
       "      <td>1</td>\n",
       "      <td>435.471429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Clothing</td>\n",
       "      <td>2</td>\n",
       "      <td>485.078571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Clothing</td>\n",
       "      <td>3</td>\n",
       "      <td>548.542857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Clothing</td>\n",
       "      <td>4</td>\n",
       "      <td>500.628571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Clothing</td>\n",
       "      <td>5</td>\n",
       "      <td>440.307143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Clothing</td>\n",
       "      <td>6</td>\n",
       "      <td>450.878571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Clothing</td>\n",
       "      <td>7</td>\n",
       "      <td>472.178571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Clothing</td>\n",
       "      <td>8</td>\n",
       "      <td>531.585714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Clothing</td>\n",
       "      <td>9</td>\n",
       "      <td>519.107143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Clothing</td>\n",
       "      <td>10</td>\n",
       "      <td>491.471429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Clothing</td>\n",
       "      <td>11</td>\n",
       "      <td>512.021429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Clothing</td>\n",
       "      <td>12</td>\n",
       "      <td>516.557143</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    category  month       sales\n",
       "0   Clothing      1  435.471429\n",
       "1   Clothing      2  485.078571\n",
       "2   Clothing      3  548.542857\n",
       "3   Clothing      4  500.628571\n",
       "4   Clothing      5  440.307143\n",
       "5   Clothing      6  450.878571\n",
       "6   Clothing      7  472.178571\n",
       "7   Clothing      8  531.585714\n",
       "8   Clothing      9  519.107143\n",
       "9   Clothing     10  491.471429\n",
       "10  Clothing     11  512.021429\n",
       "11  Clothing     12  516.557143"
      ]
     },
     "execution_count": 118,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['Clothing']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Average Sales of Each Category')"
      ]
     },
     "execution_count": 119,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,5))\n",
    "for i in data.keys():\n",
    "    plt.plot(data[i]['sales'], label=f'{i}')\n",
    "plt.legend()\n",
    "plt.title('Average Sales of Each Category')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Stationary Check"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>category</th>\n",
       "      <th>p_val</th>\n",
       "      <th>stationary_check</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Clothing</td>\n",
       "      <td>0.999005</td>\n",
       "      <td>Non-Stationary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Home &amp; Kitchen</td>\n",
       "      <td>0.013520</td>\n",
       "      <td>Stationary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Toys</td>\n",
       "      <td>0.001890</td>\n",
       "      <td>Stationary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Books</td>\n",
       "      <td>0.000422</td>\n",
       "      <td>Stationary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Electronics</td>\n",
       "      <td>0.331751</td>\n",
       "      <td>Non-Stationary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Health</td>\n",
       "      <td>0.973343</td>\n",
       "      <td>Non-Stationary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Sports</td>\n",
       "      <td>0.006534</td>\n",
       "      <td>Stationary</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         category     p_val stationary_check\n",
       "0        Clothing  0.999005   Non-Stationary\n",
       "1  Home & Kitchen  0.013520       Stationary\n",
       "2            Toys  0.001890       Stationary\n",
       "3           Books  0.000422       Stationary\n",
       "4     Electronics  0.331751   Non-Stationary\n",
       "5          Health  0.973343   Non-Stationary\n",
       "6          Sports  0.006534       Stationary"
      ]
     },
     "execution_count": 120,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lists = []\n",
    "for i in data.keys():\n",
    "    result = adfuller(data[i]['sales'])\n",
    "    lists.append([i, result[1], 'Stationary' if result[1] < 0.05 else 'Non-Stationary'])\n",
    "\n",
    "s = pd.DataFrame(lists, columns=['category', 'p_val', 'stationary_check'])\n",
    "s"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>category</th>\n",
       "      <th>p_val</th>\n",
       "      <th>stationary_check</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Clothing</td>\n",
       "      <td>0.002202</td>\n",
       "      <td>Stationary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Home &amp; Kitchen</td>\n",
       "      <td>0.013520</td>\n",
       "      <td>Stationary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Toys</td>\n",
       "      <td>0.001890</td>\n",
       "      <td>Stationary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Books</td>\n",
       "      <td>0.000422</td>\n",
       "      <td>Stationary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Electronics</td>\n",
       "      <td>0.000140</td>\n",
       "      <td>Stationary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Health</td>\n",
       "      <td>0.044723</td>\n",
       "      <td>Stationary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Sports</td>\n",
       "      <td>0.006534</td>\n",
       "      <td>Stationary</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         category     p_val stationary_check\n",
       "0        Clothing  0.002202       Stationary\n",
       "1  Home & Kitchen  0.013520       Stationary\n",
       "2            Toys  0.001890       Stationary\n",
       "3           Books  0.000422       Stationary\n",
       "4     Electronics  0.000140       Stationary\n",
       "5          Health  0.044723       Stationary\n",
       "6          Sports  0.006534       Stationary"
      ]
     },
     "execution_count": 121,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lists_ = []\n",
    "for name, p, check in s.values:\n",
    "    if check == 'Non-Stationary':\n",
    "        global result\n",
    "        data[name] = data[name].assign(diff=data[name]['sales'].diff())\n",
    "        data[name] = data[name].dropna()\n",
    "        result = adfuller(data[name]['diff'])\n",
    "    else:\n",
    "        result = adfuller(data[name]['sales'])\n",
    "\n",
    "    lists_.append([name, result[1], 'Stationary' if result[1] < 0.05 else 'Non-Stationary'])\n",
    "\n",
    "pd.DataFrame(lists_, columns=['category', 'p_val', 'stationary_check'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 8 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "k, j = 0,0\n",
    "fig, ax = plt.subplots(2,4, figsize=(12, 6))\n",
    "for i in data.keys():\n",
    "    if s[s.category == i]['stationary_check'].values[0] == 'Stationary':\n",
    "        plot_acf(ax=ax[k, j], x=data[i]['sales'])\n",
    "    else:\n",
    "        plot_acf(ax=ax[k, j], x=data[i]['diff'])\n",
    "    ax[k, j].set_title(i)\n",
    "    if j == 3:\n",
    "        k += 1\n",
    "        j = 0\n",
    "        continue\n",
    "    j += 1\n",
    "\n",
    "plt.tight_layout(pad=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Sarima"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "order(p,d,q) <br>\n",
    "p (autoregressive order) = number of periods back in time for model to look at to make a prediction.<br>\n",
    "d (diff order) = if you have non-stationary data, define this param. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Forecast for Overall Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "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>month</th>\n",
       "      <th>sales</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>498.306</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>507.661</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>506.739</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>503.823</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>487.194</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>491.653</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>507.011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8</td>\n",
       "      <td>504.569</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9</td>\n",
       "      <td>491.934</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10</td>\n",
       "      <td>514.798</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>11</td>\n",
       "      <td>505.838</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>12</td>\n",
       "      <td>500.386</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    month    sales\n",
       "0       1  498.306\n",
       "1       2  507.661\n",
       "2       3  506.739\n",
       "3       4  503.823\n",
       "4       5  487.194\n",
       "5       6  491.653\n",
       "6       7  507.011\n",
       "7       8  504.569\n",
       "8       9  491.934\n",
       "9      10  514.798\n",
       "10     11  505.838\n",
       "11     12  500.386"
      ]
     },
     "execution_count": 123,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_sales = sales.groupby(['month'])['sales'].mean().reset_index()\n",
    "df_sales"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x2aec6bffbd0>]"
      ]
     },
     "execution_count": 124,
     "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": [
    "plt.plot(df_sales['sales'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Stationary\n"
     ]
    }
   ],
   "source": [
    "result = adfuller(df_sales['sales'])\n",
    "print('Stationary' if result[1] < 0.05 else 'Non-Stationary')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_acf(df_sales['sales']);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "metadata": {},
   "outputs": [],
   "source": [
    "model = SARIMAX(df_sales['sales'], order=(1,0,1), seasonal_order=(0,1,1,12))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "metadata": {},
   "outputs": [],
   "source": [
    "result = model.fit(disp=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "metadata": {},
   "outputs": [],
   "source": [
    "period = 3 # predict for the next n-periods month\n",
    "forecast = result.get_forecast(steps=period)\n",
    "forecast_mean = forecast.predicted_mean\n",
    "forecast_ci = forecast.conf_int()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 4)) \n",
    "plt.plot(df_sales['sales'], label='Observed') \n",
    "plt.plot(forecast_mean, label='Forecast', color='red') \n",
    "plt.fill_between(forecast_ci.index, forecast_ci.iloc[:, 0], forecast_ci.iloc[:, 1], color='pink') \n",
    "plt.title('Next 3 months sales prediction')\n",
    "plt.xlabel(\"Month\") \n",
    "plt.ylabel(\"Sales\") \n",
    "plt.legend() \n",
    "plt.ylim(df_sales['sales'].min()-10 if df_sales['sales'].min() < forecast_mean.min() else forecast_mean.min()-10, \n",
    "            forecast_mean.max()+10 if forecast_mean.max() > df_sales['sales'].max() else df_sales['sales'].max()+10)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Evaluate Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "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>month</th>\n",
       "      <th>sales</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>498.306</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>507.661</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>506.739</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>503.823</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>487.194</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>491.653</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>507.011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8</td>\n",
       "      <td>504.569</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9</td>\n",
       "      <td>491.934</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10</td>\n",
       "      <td>514.798</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>11</td>\n",
       "      <td>505.838</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>12</td>\n",
       "      <td>500.386</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    month    sales\n",
       "0       1  498.306\n",
       "1       2  507.661\n",
       "2       3  506.739\n",
       "3       4  503.823\n",
       "4       5  487.194\n",
       "5       6  491.653\n",
       "6       7  507.011\n",
       "7       8  504.569\n",
       "8       9  491.934\n",
       "9      10  514.798\n",
       "10     11  505.838\n",
       "11     12  500.386"
      ]
     },
     "execution_count": 130,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_sales"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- I'll use SARIMA to predict test data and compare the result of sarima prediction to its actual data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "metadata": {},
   "outputs": [],
   "source": [
    "train = df_sales['sales'][df_sales.month < 9]\n",
    "test = df_sales[df_sales.month > 8]['sales']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "metadata": {},
   "outputs": [],
   "source": [
    "model = SARIMAX(train, order=(1,0,1), seasonal_order=(0,1,1,len(train)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "metadata": {},
   "outputs": [],
   "source": [
    "sarima = model.fit(disp=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "metadata": {},
   "outputs": [],
   "source": [
    "start = len(train)\n",
    "end = len(train) + len(test) - 1\n",
    "predictions = sarima.predict(start=start, end=end, dynamic=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean Absolute Error (MAE): 4.461749999999995\n",
      "Mean Squared Error (MSE): 26.040980749999974\n",
      "Root Mean Squared Error (RMSE): 5.103036424522166\n",
      "R-squared (R²): 0.6230150604878069\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mae = mean_absolute_error(test, predictions)\n",
    "mse = mean_squared_error(test, predictions)\n",
    "rmse = np.sqrt(mse)\n",
    "r2 = r2_score(test, predictions)\n",
    "\n",
    "print(f'Mean Absolute Error (MAE): {mae}')\n",
    "print(f'Mean Squared Error (MSE): {mse}')\n",
    "print(f'Root Mean Squared Error (RMSE): {rmse}')\n",
    "print(f'R-squared (R²): {r2}')\n",
    "\n",
    "# Plot the results\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.plot(train, label='Training Data')\n",
    "plt.plot(test, label='Testing Data', color='orange')\n",
    "plt.plot(predictions, label='SARIMA Predictions', color='green')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "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>month</th>\n",
       "      <th>actual</th>\n",
       "      <th>prediction</th>\n",
       "      <th>error</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9</td>\n",
       "      <td>491.934</td>\n",
       "      <td>498.306</td>\n",
       "      <td>6.372</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10</td>\n",
       "      <td>514.798</td>\n",
       "      <td>507.661</td>\n",
       "      <td>7.137</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>11</td>\n",
       "      <td>505.838</td>\n",
       "      <td>506.739</td>\n",
       "      <td>0.901</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>12</td>\n",
       "      <td>500.386</td>\n",
       "      <td>503.823</td>\n",
       "      <td>3.437</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    month   actual  prediction  error\n",
       "8       9  491.934     498.306  6.372\n",
       "9      10  514.798     507.661  7.137\n",
       "10     11  505.838     506.739  0.901\n",
       "11     12  500.386     503.823  3.437"
      ]
     },
     "execution_count": 136,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pred = {\n",
    "    'month': df_sales[df_sales.month > 8]['month'],\n",
    "    'actual': test,\n",
    "    'prediction': predictions,\n",
    "}\n",
    "t_err = pd.DataFrame(pred)\n",
    "t_err['error'] = abs(t_err['actual'] - t_err['prediction'])\n",
    "t_err"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Persentase Error: 0.008866065626869132'"
      ]
     },
     "execution_count": 137,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f'Persentase Error: {mae/t_err.actual.mean()}'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Forecast of each category"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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NTHlWrDBVyGFCVceOHdmzZ0+xY3v37qVGjRoAREVFERISwqJFi2jZsiUAubm5LF++nNdff73c660oLBYr87cl8e7ifexPsZ259fd05R831OK+9jXxMpfer5CTk4k2NQNYtPMYa+NSFapEpFwlnD7LuLlbAfjHDbWYtSGe5PRs/th3nK71qxlcnYgI5TNSlZEJhxJtLdKLnvfcf3Ny4OfvbWHq5AnbsZAwuO9B6N774m3Qg6rYwpSXR5mXbiSHCVVPPvkkHTp0YMKECQwcOJB169YxdepUpk6dCtim/T3xxBNMmDCBunXrUrduXSZMmICnpydDhgwxuHrHY7FYWbA9mXcX7y2aBuPn4cqIzlHc16EmPu6uZfK8MVHnQtXBkzzSpXaZPIeIyN8VWKw8OWMz6dn5tIjw55me9cnNt/DF6kPM3nBUoUpE7ENZhqozWbY1UyfTLhyZys2F+T/A/76EEym2Y8EhMOxB6HXrxUemgqrYpvlV8DBVyGFCVZs2bfj+++8ZN24cr776KlFRUUyePJmhQ4cW3ebZZ5/l7NmzjBw5klOnThETE8PChQu1R9U1sFisLNyZzOTf97E72bYQ0cfdhYc61eL+TjXxLaMwVajduXVVGw6dosBi1ZQbESkXHy7dz7pDqXibXXhvcEtcnZ0YEB3OF6sPsWjnMU5l5lLFy83oMkWksiuLUHUmyzYydfL0ec9z7r95efDLT7YNe4+fC1PVguGeB+CWvuB63ufCwjAV4G8LU96Vq8mPyWq1h96M9iM9PR0/Pz/S0tLw9fU1upxyY7VaWbTzGJN/38fOJNtCRB+zCw90iuKBTlH4eZRtmCpUYLHS4tWFZGTnM290J5qG+5XL84pI5RV7OJWBn6yhwGJl8qAW9GtZvei6Pu/9wY7EdMb3bcTwjlEGVikiF7V9f/EwUNE1rw/+pTRYkHnWFqZOnPorEBXKz4df58HXn8MxW4dtgqrCPfdD79vB7byTTIX3DfSDmtUrXJi62mzgMCNVUjasVitLdqfwzu972Z5gC1PeZhfu71iTBztF4e9Zvmdmnc+tq1qyO4W1cScVqkSkTKVn5zFmxmYKLFbuaFm9WKACGNA6nB2JO5m14ahClYgYrzTGQjLPwuFEOH7qvMc999/8fFj4C3z1GSQn2o4FBsHQ4dCnH1ysuVsVP9vIlI9XyWtzYApVlZTVamXZ3uNMXrSXLUdtCxE93ZwZ3qEmIzrXMnSaS0yULVStOZjKQ51rGVaHiFRsVquVF7/fztFTZ4kI8ODV2xtfcJvbW1Rnwi+72ZmUzvaENJpU14keETFQSUJVVrYtTKWkXrhmKj8ffv8VvvoUEhNsx6oEwJD74LY7wXxex77CkakqvraRKd/KHaYKKVRVMlarlRX7TvDOor1sjj8NgIerM/d2qME/Otci0Nv49vKF+1WtP5SKxWLFSeuqRKQMfL8pgZ+2JOLsZOLdwS0v2oCnipcb3RsHM39rEt/FHlWoEhFjXU+oOpttm+aXknre45z7b0EBLP7NNjJ19IjtmH+Vc2HqLnC/SPtzP1+ICgNf72uvpQJTqKokrFYrq/af5J3f9xJ72Dbc6+7qxLB2NXi4S22C7CBMFWoS5ouXmzNpZ/PYnZxBo7DKs7ZNRMrH4ZOZvPTDdgCevLkurS6zhcOA1uHM35rED5sTGNe7AWaX69/kXESkRK4lU53NsY1MHTt54chUQQEsXQRffgrxh23H/Pzh7nvh9v7gcZGOff4+tpEpP4Wpi1GoqgT+PHCSdxbtZd0h2xkKs4sT97SrwcNdalHNx/42YHNxdqJ1zQBW7D3O2riTClUiUqryCiw8PmMzmbkFtI0K4NGudS57+851qxLi605yeja/70yhT7PQy95eRKTsXEWqyj4XppJPXng3iwWW/W4LU4fjbMd8/WDQPXDHQPC8SJMJP29bmCqtBhkVlEJVBbb2oG1kas1BW5hyc3FiSNtIRnatTTVf+wtT54uJOheqDqZyvxaHi0gpemfRXrbEn8bPw5XJg1pccesGZycTd7WuzodLDzBrQ7xClYgY53LT/7Jz4HASJJ+48DqLBVYshS+nQdwB2zEfXxg4FO4cCF4XGX3y9bZN8/PXye2roVBVAW04lMo7v+9l1X7bGQo3ZycGt41gZNc6hPjZd5gq1K5WAADrDqVitVoxmbSuSkRKbvWBE0xZbvtA8X93NiXM/+o2pRzQOoIPlx7gj33HSUo7S6hf5djMUkTszMVCVU4uHEmCpOMXDmRZrbByGXwxDQ7ssx3z8oaBQ+Cuu8H7YmHK66+RKX3+umoKVRXIxiOneGfRXv7YZztD4epsYmB0BKO61bnqDw72oml1f9xdnUjNzGVfyhnqBWvIWURK5lRmLmNnbsFqhbvbRnBL06sfcaoZ5EXbqADWxaUyd2MCo7pdfsqgiEiZOD805eTCkWRISrl4mFq1Ar6YCvv32o55eUH/u6H/EPC5yOcqH09bmKriqzB1HRSqKoDN8ad5Z9Felu89DoCLk4kB0eGM6laH8CqOuQGbm4sTrWtUYdX+k6w9eFKhSkRKxGq18vzcrSSnZ1Orqhcv3dromh9jQOtw1sWlMntDPCO71tYIuoiUP6sVcvNsI1OJxy8cubJa4c+VtpGpvbtsxzw84a7BttEp34t0MPX2hCiFqZJSqHJg246m8c7ve1myOwU4N++/VXUeu7EuEQGOGabOFxMVyKr9J1kTl8qw9jWNLkdEHNi36+L5bccxXJ1NvDe4JZ5u1/7nr3fTUMb/tINDJ7NYf+gUbaMCyqBSEZHLSDwOew9fPEytWw3Tp8LunbZj7h5w1yDbuik//wsfy8vDFqYC/BSmSoFClQPanpDG5N/38fuuYwA4meCOluE8flMdagRWnA3YYs59YFl7UOuqROT67U/J4NWfdwDwXK8G173XlJfZhT7NQpm14SizNsQrVIlI+cvILP691Qob1trC1M5ttmPu7rZOfoPuse059XdeHrZpfoEKU6VJocqB7EpKZ/Lve/ltx19h6vYW1XnsxjrUqlrx9gxoHuGPm4sTJ87kcPBEJrUr4M8oImUrJ7+Ax77dTHaehc51g3ighN1EB0ZHMGvDUeZvTWL8bY3xNuvPqIgYwGqFjeth+iewfavtmNls22Pq7nuhykVO+ni620amAv0VpsqA/ho4gD3JGby7eC+/bEsGbP8f3NY8jMdurEudahU3aLi7OtMywp+1camsPZiqUCUi1+z1BXvYlZROoJcbbw1sjtMV2qdfSesaVagV5MXBE5n8sjWJgW0iSqlSEZGrtCnWFqa2brJ972aG2+60hanAoAtv73EuTAX5K0yVIYUqO7bvWAaTF+/jl21JWK22/w/6NA1lzE11qVtJGjfE1Aq0haq4kwyJiTS6HBFxIEv3pPD5Ktvmlm8OaF4qm52bTCb6R4fzxq97mLUhXqFKRMrP1s3w+cewOdb2vasb9L0DhtwHQVUvvL2H2TbNr2oVhalyoFBlpxbvOsZDX20oWofYu2kIY26qR/2QyhGmCrWLCuA9tK5KRK7N8Ywcnpm9BYDhHWrSrUG1Unvsu1qF8+Zve9hw+BQHj5+pkNOvRcTOrF0Nzz9hm/bn6gp9+sHQ4VD1Iu9t7mbbpr1VAxSmypFClZ1qXzuQQC8zrWv4M+amejQKq5y7WbeMrIKrs4nk9GyOpGZVqEYcIlI2LBYrT8/ewokzuTQI8eH5WxqU6uMH+7rTtX41luxOYXbsUZ7rVbqPLyJSTH4+fPiOLVB17gqjn4LgkAtv5+5mG5mqpjBlBCejC5CL83RzYfHYLnwyLLrSBioADzdnmof7A7bRKhGRK/li9SGW7z2O2cWJ9+5uiburc6k/x4DW4QDMiT1KfoGl1B9fRKTI/B/hyCFbW/TnXr4wUJndoH5NaNsUggMVqAyiUGXH/DxdjS7BLsTUsnWwWRN30uBKRMTe7UxM5/8W7AbgxVsbldnG4Tc1DCbAy42UjBz+2HeiTJ5DRISsTPhiqu3yfSPA+7zpxmbXc2GqCYQEKUwZTKFK7F5MVCCgkSoRubyzuQU8PmMTuQUWbm4YzD1l2NzGzcWJ21uEATBrQ3yZPY+IVHIzvoZTqRAeaevwB+DmCvVq2EamQoLASR/n7YFeBbF7rWtUwdnJRMLpsxw9lWV0OSJip/49fyf7U85QzcfMG/2blXljmwGtbZ3/ft91jNTM3DJ9LhGphI6nwMz/2i4/PBpcXCCsKsQ0hdCqClN2Rq+G2D0vswtNq/sBGq0SkYv7dXsy36w9gskE7wxqQYCXW5k/Z6MwX5pW9yOvwMoPmxLK/PlEpJKZ/gnk5ECT5tCpq+2Yt6fClJ3SqyIOoXBd1VqtqxKRv0lKO8vzc7cC8PANtelY5yKbX5aRAdG2hhWzNsRjLdwDQ0SkpA7sgwXzbJcfHfPXeimtm7JbClXiENoVrquK00iViPylwGJl7MwtnM7Ko1m4H2O71yvX57+teRhuLk7sTs5gR2J6uT63iFRgH79na6He7WZo3PSv4wpVdkuhShxCdM0qOJng8MksktOyjS5HROzEJysO8OfBk3i6OfPu4Ja4uZTvnzV/Tzd6NAoG1LBCRErJ+jW2LxcXGDGq+HXKVHZLoUocgo+7K43Dzq2r0hRAEQE2x5/m7YV7AXjltsZEBRmzOfjAaFvDih83J5KdV2BIDSJSQRQU2EapAO4YCGHhxa/XSJXdUqgShxETdW6/KjWrEKn0zuTkM2bGJvItVm5tFkr/1uFXvlMZ6VgniDA/d9LO5rFo5zHD6hCRCmDhfNt6Km8fGPbARW6gUGWvFKrEYcTUKlxXpZEqkcru5R93cPhkFtX9PXjtjqZl3j79cpydTNzV+q+GFSIi1yU7Gz772HZ52APg63fhbTRSZbcUqsRhtK0ZgMkEB49nkpKhdVUildWPmxOYs/EoTiaYPLgFfh6uRpdUNFK2cv8JEk+fNbgaEXFIs7+BE8chJMw29e9ilKnslkKVOAw/T1cahPgCsE5dAEUqpfjULF78fjsAj91YlzY1AwyuyKZGoBcxUQFYrTAn9qjR5YiIo0k9Cd98abs8YiS4XWKvPY1U2S2FKnEoheuqtAmwSOWTX2BhzIxNZOTkE12jCo/dWMfokoopbFgxO/YoFov2rBKRa/DlNDibBQ0aQbful76dQpXdUqgSh9JOmwCLVFrvLdnPxiOn8XF3YfLgFrg429efsFuahuBtduFIahbrDunEj4hcpcOHYN4PtsuPjgGny7y3KVPZLfv6iyRyBW3PbQK899gZUjNzDa5GRMrLurhUPliyD4DX7mhKeBVPgyu6kKebC7c2CwXUsEJErsHU98FSAB27QPNWV7ixUpW9cthQNXHiREwmE0888UTRMavVyvjx4wkLC8PDw4OuXbuyY8cO44qUUhfg5Ua9YG8A1mm0SqRSSMvK44kZm7BYbQ0hbmseZnRJlzTg3BTABduSycjOM7gaEbF7m2Nh1QpwcoaHR1/59pr+Z7ccMlStX7+eqVOn0qxZs2LH33jjDd5++20++OAD1q9fT0hICN27dycjI8OgSqUsxJwbrdJ+VSIVn9Vq5Z8/bCMxLZuagZ6Mv62x0SVdVqtIf2pV9eJsXgHztyYZXY6I2DOLBaa8a7t82x0QWfPK91GmslsOF6rOnDnD0KFDmTZtGlWqVCk6brVamTx5Mi+88AJ33nknTZo04csvvyQrK4tvvvnmko+Xk5NDenp6sS+xbzFF66oUqkQqutkbjjJ/axIuTibeHdwSb7OL0SVdlslkKmpYoSmAInJZSxbCnl3g6QX3jbi6+2ikym45XKgaNWoUffr04eabby52PC4ujuTkZHr06FF0zGw206VLF1avXn3Jx5s4cSJ+fn5FXxEREWVWu5SOtuc6AO5OTictS9NrRCqqA8fP8PJPtincT/WoT/MIf2MLukp3tqyOs5OJjUdOsz/ljNHliIg9ysmBaR/ZLg+5D6pc5fYQClV2y6FC1YwZM9i4cSMTJ0684Lrk5GQAgoODix0PDg4uuu5ixo0bR1paWtFXfLzOLNq7aj7u1KrqhdWKOmyJVFC5+bb26WfzCuhQO5CHb6hldElXrZqvO13rVQVgdqz+pojIRXw/C44lQVA16H/31d9PocpuOUyoio+PZ8yYMfz3v//F3d39krcz/e2XzWq1XnDsfGazGV9f32JfYv8K11WtPahmFSIV0VsL97A9IZ0qnq68PbAFTk6O9UGisGHF3I0J5BdYDK5GROxK2mn4+nPb5Qcfgct8rr2AY70VVioOE6piY2NJSUmhdevWuLi44OLiwvLly3nvvfdwcXEpGqH6+6hUSkrKBaNX4vjaaV2VSIW1ct8JPllxEIDX72pGiN81fOCwEzc2qEaglxvHM3JYvve40eWIiD35+nPIPAO160KP3td2X41U2S2HCVU33XQT27ZtY/PmzUVf0dHRDB06lM2bN1OrVi1CQkJYtGhR0X1yc3NZvnw5HTp0MLByKQuFI1U7EtNIV9tikQrj5Jkcxs7aDMA97SLp0TjE2IKuk5uLE/1aVgfUsEJEzpNwFH6Ybbv86Bhwdr7GB1Coslf23UbpPD4+PjRp0qTYMS8vLwIDA4uOP/HEE0yYMIG6detSt25dJkyYgKenJ0OGDDGiZClDIX7u1Aj05PDJLGIPnaJbg2pGlyQiJWS1WnluzlZSMnKoW82bF3o3MrqkEhkYHcFnK+NYvCuFk2dyCPQ2G12SiBht2oeQnw9t20N0zLXfXyNVdsthRqquxrPPPssTTzzByJEjiY6OJiEhgYULF+Lj42N0aVIGYs51AVyjTYBFKoSv1xzm910puLk48d7dLfFwu9YzuPalfogPzcL9yLdY+X5TgtHliIjRdmyFZb+DkxM88vj1PYYyld1y6FC1bNkyJk+eXPS9yWRi/PjxJCUlkZ2dzfLlyy8Y3ZKK469mFVpXJeLo9iRn8J/5uwAYd0sDGoZWjKZBhQ0rvos9itVqNbgaETGM1frXRr+9+kKtOtf3OBqpslsOHaqkcivcBHhbQhqZOfkGVyMi1ys7r4DHv91Ebr6FrvWrMrxDTaNLKjW3NQ/D7OLE7uQMtiWkGV2OiBhlxVLYvtXW6e+Bh6//cRSq7JZClTis8CqeVPf3oMBiJfbwKaPLEZHrNPGXXew5lkGQt5k3BzS/7DYYjsbPw5We55ptqGGFSCWVlwdTP7BdHjgUgqpe/2NVnLfHCkehShxaTFFrda2rEnFEi3cd48s/DwPw1sDmBFXAZg4Dz00B/GlzItl5BQZXIyLlbt5cSIiHKgEweFjJHqsCnXSqaBSqxKG107oqEYeVkp7NM99tBeChTlF0qVeCs7d2rEPtQKr7e5Cenc9vO5KvfAcRqTgyMuCLabbL9z8Mnl4lezyFKrulUCUOrXCkasvR05zN1RlgEUdhsVh5avYWUjNzaRTqyzO96htdUplxcjJxV+twAGZvOGpwNSJSrr75AtLToEYU9L7N6GqkDClUiUOLDPAkxNedvAIrm45oXZWIo/h05UH+2HcCd1db+3Szi2O3T7+SAedC1aoDJzh6KsvgakSkXCQnwXczbJcffgxcSmF7WI1U2S2FKnFoJpOpaLRqTZymAIo4gm1H05j02x4AXu7bmDrVvA2uqOxFBHjSvlYgVivMidWeVSKVwmdTIC8XWkZD+06l85gKVXZLoUoc3l/7ValZhYi9y8zJ5/EZm8grsNKrcQiD20QYXVK5GdjGNlr13cZ4LBbtWSVSoe3ZBYsW2C4/8njphCHlKbumUCUOr3CkalP8aXXWErFzr87bSdyJTEJ83fm/u5pWqPbpV9KrcSg+ZhfiU8+yRh1LRSqu8zf67X4L1G9YSg9ced4vHZFClTi8WkFeBHmbyc23sCX+tNHliMglzN+axMwN8ZhM8M6gFvh7uhldUrnycHPm1uZhgBpWiFRof66EzbHg6gYPPlp6j6tMZdcUqsThnb+uaq3WVYnYpYTTZxk319Y+fVTXOrSvHWhwRcYYGG2bArhgexLp2XkGVyMipS4/Hz5533a5/2AICS3FB1eqsmcKVVIhtIvSJsAi9qrAYuXJGZtJz86nRYQ/Y26ua3RJhmkR4U+dat5k51n4eUuS0eWISGlb8BMcjgNfPxgyvHQfuxJNl3ZEClVSIcTUsp31jj18itx8i8HViMj5Ply6n3WHUvE2u/De4Ja4OlfePz0mk6lotGp2bLzB1YhIqcrKhM8/sV2+7yHw8Sndx1emsmuV9y+bVCh1q3kT4OVGdp6FbQmnjS5HRM6JPZzKu4v3AfDvfo2JDPQ0uCLj9WtZHWcnE5uOnGbfsQyjyxGR0jLzv3AqFapHwG13lf7ja6TKrilUSYVgMploW/PcflUHta5KxB6kZ+cxZsZmCixW+rUI446W4UaXZBeq+bjTrX41AGbHqmGFSIVw4rgtVAH8YzS4uhpbj5Q7hSqpMNSsQsR+WK1WXvx+O0dPnSUiwINX+zUxuiS7UjgFcO7GBPIKNGVZxOF9/glkZ0OTZnBDt7J5Do1U2TWFKqkwCjcBjj2USr4+pIgY6vtNCfy0JRFnJxPvDm6Jr7vO2p6vW4NqBHm7ceJMDsv2HDe6HBEpiYP7bQ0qAB4dU3bhR6HKrilUSYXRIMQHPw9XMnML2J6YbnQ5IpXW4ZOZvPTDdgCevLkurSKrGFyR/XF1duKOltUBmLVBDStEHNrH79k2/O1yEzRuVnbPo1Bl1xSqpMJwcjLR5ty6qrUH1VpdxAh5BRYen7GZzNwC2kYF8GjXOkaXZLcGREcAsHR3CsczcgyuRkSuy4a1sO5PcHGBEaPK9rmUqeyaQpVUKO20rkrEUJN/38uW+NP4ursweVALnJ30KeBS6gX70DzCn3yLlR82JRhdjohcq4ICmPKu7fLt/SE8omyfTyNVdk2hSiqUwnVV6+NSKbBYDa5GpHJZfeAEHy07AMD/3dWMMH8Pgyuyf4UNK2ZtiMdq1XuWiENZtAAO7AMvb7j3wbJ/PoUqu6ZQJRVKozBffMwuZOTksytJ66pEysupzFzGztyC1QqD20TQu2mo0SU5hL7NwzC7OLEv5QxbjqYZXY6IXK3sbPh0iu3ysAfAz7/sn1Ohyq4pVEmF4uxkIrqmbVH8Gq2rEikXVquV5+duJTk9m1pBXvyrbyOjS3IYvu6u3NIkBFDDChGH8t23cCIFgkPhjoHl85zKVHZNoUoqnJhatimAWlclUj6+XRfPbzuO4eps4r27W+Lp5mJ0SQ5l4LmGFfM2J3I2t8DgakTkik6lwjdf2i6PGAlmc/k8r0aq7JpClVQ4MVG2ZhXrD6Vi0boqkTK1PyWDV3/eAcCzPRvQpLqfwRU5nna1Agmv4kFGTj6/7Ug2uhwRuZIvp0FWJtRvCDf2KMcnVqiyZwpVUuE0qe6Hp5szp7Py2HMsw+hyRCqsnPwCHvt2M9l5FjrXDeLBTlFGl+SQnJxM9G9ta1gxO1ZTAEXs2uFD8NP3tsuPjgGncvworW6qdk2hSiocV2cnWtewravSflUiZeeNX/ewKymdQC833hrYHCf9wb9ud7WyhapV+08Sn5plcDUicklTPwBLAXToDC1al+9za/qfXVOokgqpndZViZSpZXtS+GxlHACTBjSjmo+7wRU5togATzrWsb1vfRd71OBqROSitmyEVcvByRkefqz8n1+hyq4pVEmFVLiual1cqvZ+ESllxzNyeHr2FgCGd6jJjQ2CDa6oYihsWPFd7FGtBxWxNxbLXxv93toPahgw3Vmhyq4pVEmF1CzcH3dXJ05m5rI/5YzR5YhUGBaLladnb+HEmVzqB/vw/C0NjC6pwujZOAQfdxcSTp/lT01dFrEvS3+H3TvBwxOGjzCmBmUqu6ZQJRWSm4sTrSLP7VelKYAipeaL1YdYvvc4Zhcn3ru7Je6uzkaXVGG4uzpzW/MwAGZrzyoR+5GbC9M+tF2++14ICDSmDo1U2TWHCVUTJ06kTZs2+Pj4UK1aNfr168eePXuK3cZqtTJ+/HjCwsLw8PCga9eu7Nixw6CKxWgxUefWVemMr0iJFVis/Lo9mf9bsBuAF/s0pH6Ij8FVVTwDzk0BXLA9mbSzeQZXIyIAfD8LkhMhqCoMHGpcHQpVds1hQtXy5csZNWoUa9asYdGiReTn59OjRw8yMzOLbvPGG2/w9ttv88EHH7B+/XpCQkLo3r07GRlqq10ZtT23rmqt1lWJXLf41CzeXriHjv+3hEf+G0tugYWbGwZzT7saRpdWITUP96NesDc5+RbmbUk0uhwRSU+Drz+3XX7wEXBXUx65OIfZ9v7XX38t9v306dOpVq0asbGx3HDDDVitViZPnswLL7zAnXfeCcCXX35JcHAw33zzDQ8//LARZYuBWkb64+bsxPGMHOJOZFKrqrfRJYk4hJz8AhbtPMbM9fGs3H+CwnMS/p6u3NUqnCdurotJZ0zLhMlkYmB0BP+Zv4vZsUcVXuW6fLBkHzM3xHN/hyiGta+Bq7PDnEO3P19/DmcyoFYd6NHH2Fr0vmvXHCZU/V1aWhoAAQG20Yi4uDiSk5Pp0eOvna3NZjNdunRh9erVlwxVOTk55OTkFH2fnp5ehlVLeXJ3daZFhD/rDqWyNi5VoUrkCvYdy2Dm+njmbkogNTO36HinOkEMahNBj8bBmF20hqqs9WtZnf9bsJst8afZk5yhaZZyTfYkZ/D2or1YrPDqzzv5dt0RXu7bmE51g4wuzfEkHLVN/QPbRr/OBr7/mVCosnMOeerCarUyduxYOnXqRJMmTQBITk4GIDi4eGvf4ODgousuZuLEifj5+RV9RURElF3hUu5iap2bAqh1VSIXlZWbz6wN8dw1ZTXd31nBpyvjSM3MJdjXzOhudVjxTDf++1AMfZuHKVCVkyBvMzc2qAaoYYVcG6vVyr9/3onFCk2r+1HF05V9KWe457O1PPz1Bm0sfa0+/RDy86FNO9uXoUwKVXbOIUeqRo8ezdatW1m5cuUF1/19SorVar3sNJVx48YxduzYou/T09MVrCqQmKhA3md/0boqTVkSsb0vbktIY8b6eH7anMiZnHwAnJ1M3NigGoPbRNClXlVcNGXIMAOiI1i48xjfb0rguVsaaPqWXJUlu1NYuf8Ebs5OfDikFX4errzz+16+XnOY33YcY+me4zx8Qy0e7VobTzeH/AhYfnZss7VRN5ngkceNrgawqqW6nXO4/6Mee+wxfvrpJ1asWEF4eHjR8ZCQEMA2YhUaGlp0PCUl5YLRq/OZzWbMZnPZFSyGalXDHxcnE0lp2cSnniUy0NPokkQMk5aVx49bEvh2XTy7kv6a6lwj0JOB0REMaB1ONV8twrYHXetXJcjbzIkzOSzZnULPxiFGlyR2Lq/AwmvzdwHwQKeoor93429rzN1tI3ll3g5WHzjJ+0v2813sUcb1bkjfZqE62XgxVutfG/32uhVq1zW2HkAjVfbPYU59Wa1WRo8ezdy5c1myZAlRUcV3so6KiiIkJIRFixYVHcvNzWX58uV06NChvMsVO+Hp5kKzcD8A1sRpCqBUPlarlTUHT/LkzM20nfA7//pxB7uS0nFzceL2FmF8MyKGpU91ZVS3OgpUdsTV2Ym7WlUHYPaGowZXI47g6z8Pc/BEJkHebozqVrvYdfVDfPjfQzF8fE8rqvt7kJSWzePfbmLQJ2vYkZhmUMV27I+lsH0LmM3wwCNGV3MehSp75jAjVaNGjeKbb77hxx9/xMfHp2idlJ+fHx4eHphMJp544gkmTJhA3bp1qVu3LhMmTMDT05MhQ4YYXL0YKaZWIBuPnGbtwVQGRmtqp1QOxzNymLPxKDPXxxN34q+tJ+oH+zC4bQR3tKyOv6ebgRXKlQyIDueTFQdZuieFlIxsqvko9MrFncrM5d3F+wB4qkd9fNxdL7iNyWSiV5NQutavxtQVB/lo2X7WHUql7/srubttJE/1qE+Al94TyM+Hqec2+h04FKpWM7ae8ylT2TWHCVVTpkwBoGvXrsWOT58+neHDhwPw7LPPcvbsWUaOHMmpU6eIiYlh4cKF+Pioc1JlFhMVwJRlB1irkSqp4AosVlbsPc6M9UdYvCuFfIutF7qXmzO3tQhjUJtImof7abqPg6hTzYeWkf5sOnKa7zcm8HCX2le+k1RK7y7eR9rZPBqE+Fzx5KG7qzOP31SXu1qHM+GXXczfmsT/1h5h3pZEnupRn6ExkZV7PeVPc+HoEagSAHffa3Q1xem9266ZrNoVtZj09HT8/PxIS0vD19fX6HKkFJzJyaf5KwspsFhZ9fyNVPf3MLokkVIVn5rF7NijzN4QT1JadtHxVpH+DG4TSZ9moXiZHeYcmpznm7VH+Of326hTzZtFT96gQCwX2J+SQc/Jf1BgsfLNQzF0qHNtrdPXHDzJ+J92sDs5A7CNZr/ct9E1P45htu+Hk6dL57HOnIEh/Wwb/j75PNx+V+k8bmkwmSAiBKKqG11JpXO12UB/ZaXC8za70CTMly1H01h78CR3tgq/8p1E7FxuvoVFO48xY/2RCzbovbNlOIPaRGh/owrg1uahvPrzDvannGFT/GlaRVYxuiSxM6/N30WBxUr3RsHXFYTa1Qrk58c68e36eN5auIc9xzIY8ulaejcN4Z+9GxJepRI1ePrmC1ugiqwJfW43upoL6ZyKXVOokkohplbguVCVqlAlDm1/im2D3jkbtUFvZeDr7krvJqHM3ZTA7A1HFaqkmGV7Uli65ziuzib+2bvhdT+Oi7MTw9rVoG+zUN5etJf/rjnML9uSWbwrhUe61OaRLrXxcKvg7yvHkmH2t7bLjzwGLvb2Edmq6X92zt5+Y0TKRExUAFNXHNS6KnFIWbn5zN+axMz18Ww4fKroeLCvmQGtIxgYHaHtAiqw/tHhzN2UwLwtifzr1kYV/8OtXJX881qo39e+JlFBXiV+TH9PN169vUlRC/Y1B1N5d/E+vos9yj97N6R305CKOwX1symQlwvNW0H7zkZXc3EV9d++glCokkohumYAJhMcOpnFsfRsgtU6Wuyc1Wple0I6364/csEGvd3qV+Puttqgt7JoFxVIRIAH8alnWbA9SaPtAsC3646wL+UMVTxdeeym0t1HqWGoL9+OaMcv25J5bf5OEk6fZdQ3G2lXK4DxtzWmQUgFW3O+dzcs/MV2+dEx9hlerNhnXVJEoUoqBT8PVxqF+rIjMZ01B09yewst9BT7VLhB74x18ew8b4PeyABPBrWJoH/rcJ0UqGScnEwMaB3B24v2MnvDUYUqIS0rj7cX7QVgbPd6+Hlc2EK9pEwmE32ahXJjg2p8vPwAHy8/wJqDqfR+9w/uaVeDsd3rVYxtGc7f6PfmntCgkbH1iMNSqJJKIyYqkB2J6ayNS1WoErtitVpZF5fKjPXx/LItiZx8CwBuzk70ahLC4LYRtIsKxMlJZykrq7tah/PO73v58+BJjpzM0nTPSu79Jfs4lZVH3Wre3N02skyfy8PNmSe712NAtK0F+y/bkvnqz8P8dK4F+5C2kTg78nvTmlWwaQO4usGDI42u5vI0UmXXFKqk0oipFcDnq+JYe1DrqsQ+XGmD3n4tqlNFm3EKUN3fg051gvhj3wm+23iUsd3rGV2SGOTg8TN8sfoQAC/e2qjcpgCHV/Hko6GtWX3gBK/8tJM9xzJ46YftfLP2COP7NiKmVmC51FGq8vPhk/dsl+8aBKFhxtZzJQpVdk2hSiqNtjUDADhwPJPjGTlU9TEbXJFURgUWKyv2HWfGuuIb9Hq6OXNb8zAGt9UGvXJx/VuH20LVhnjG3FTXsUcH5LpN+GU3+RYr3epXpUu9quX+/B1qBzH/8U78b+0R3l60l11J6QyauoZbm4Xyz94NCXOkvSB/nQeH4sDXD4beb3Q1V6a/C3ZNoUoqjSpebjQI8WF3cgbr4lLp0yzU6JKkEjl6KotZGy7coLdlpD+D20TQp1kY3tqgVy6jZ+MQfN1dSEzLZvWBE3SuW/4fqMVYq/af4Pddx3B2MvFCn+tvoV5SLs5O3NehJn2bh/HWwj18s+4IP29N4vddxxjZtQ7/uKEW7q523qUyKws++9h2+d4HwccB9vVTprJr+gsulUpMVAC7kzNYG3dSoUrKXG6+hd93HePbdRdu0HtHy+oMbhOpDXrlqrm7OnN7i+p8veYwszccVaiqZAosVv79804AhrWrQZ1qxr93BHi58dodTRkSE8krP+1k3aFU3l60l1kb4nmxT0N6NrbjFuwz/wunUiEsHG7vb3Q1V8de/y0FUKiSSiamViBf/nmYtQdTjS5FKrBLbdDbsU4gg9pE0qNRsP2fxRW7NCA6nK/XHObXHcmkZeXh51n6Xd/EPs1cH8/u5Az8PFwZU8ot1EuqcZgfMx9ux7ytSUz8ZRdHT53lkf9upGOdQF7u25h6wcYHwGJOHIeZX9su/2M0uDrI/0cKVXZNoUoqlbZRtnVVe45lkJqZS4CaAEgpycrN55dtycxYd6TYBr3VfMwMiA5nUHSkOrZJiTWt7lc0jfmnLQkMa1/T6JKkHKRn5/HWwj0AjLmprl02sDGZTNzWPIybG1ZjyrIDfLLiIKv2n+SWd/9gWLsaPHlzPfs5CTD9E8jOhsZNocuNRldz9ZSp7Jp2jZRKJcjbTJ1q3gCsi9NolZRcXoGFf/+8k5jXFvP07C1sOHwKZycTNzcM5tN7o1n9/I0807OBApWUCpPJRP/Wtn2qZsceNbgaKS8fLt3PycxcalX1Ylj7GkaXc1mebi481aM+i8d2oWfjYAosVr5YfYhuby3jm7VHKDjXnMcwB/fDgnm2y/a60e8lOVKtlY9ClVQ6MedGq9bGqbW6lNyM9fF8tjKOjJx8IgM8eaZnfVY/fyOf3hfNzY2Cy63dsVQed7SsjouTia1H09idnH7lO4hDO3Iyi+krDwHwYp+GuDrIe0pEgCefDIvmvw/GULeaN6mZufzz+23c9sFKNhwy8KTmJ++DxQI33AhNmhtXx/VwqABY+TjG/5kipahwLw2tq5LSMHP9EcA2JWfZ010Z1a0Owb7uBlclFVmgt5mbGwYDMHuDRqsquokLdpFbYKFz3SC61a9mdDnXrFPdIH4Z05l/3doIH3cXdiSm0//jPxkzYxPJ53VCLRcb1sLa1eDsbFtL5WiUqeyaQpVUOu3OjVTtSk4nLSvP4GrEke1ITGN7Qjquzibu61ATJ+0bJOVkQLRtCuD3mxLIzbcYXI2UlTUHT7JgezJOJnixTyP77aR3Ba7OTjzQKYplT3fl7rYRmEzw4+ZEbnxrGR8u3U92XkHZF2GxwMfnNvrt1x/CI8r+OUubg77+lYVClVQ61XzdiQrywmqF9UZOQRCHN2t9PAA9GoWo6YmUqy71qlLVx0xqZi5Ldh8zuhwpA+e3UL+7bcXYfiHQ28zEO5vx06hOtK5RhazcAib9toce76xg4Y5krNYyXG+1aAHs3wteXjDsobJ7nrKkUGXXSiVUFRQUsHnzZk6dOnXlG4vYAa2rkpLKzivgh82JAAxs44BnPMWhuTg7cWer6oCmAFZUczYeZUdiOj5mF8Z2r2d0OaWqabgf3z3SnncHtyDY18yR1Cz+8XUs936+jv0pGaX/hDnZ8OlHtsv3PAD+/qX/HOVBocquXVeoeuKJJ/jss88AW6Dq0qULrVq1IiIigmXLlpVmfSJlIqZWYajSSJVcn992JJN2No8wP3c61QkyuhyphAa0toX5pXtSSEkv57UpUqYyc/KZ9JuthfrjN9Ul0NtscEWlz2QycXuL6ix5qisju9bGzdmJP/adoNfkP/j3zztJzy7F6fnffQvHUyA4BO4cVHqPK3Ke6wpV3333Hc2b2zqmzJs3j7i4OHbv3s0TTzzBCy+8UKoFipSFmChbs4rtCWlklOYbt1QaszbYpv71j47AWWupxAB1qnnTukYVLFaYuynB6HKkFE1ZdoDjGTnUCPTk3g723UK9pLzMLjzbqwGLxt7AzQ2DybdY+WxlHN0mLWPm+iNYStqC/VQq/O9L2+WHRoLZgQOqRqrs2nWFqhMnThASEgLAL7/8woABA6hXrx4PPvgg27ZtK9UCRcpCmL8HEQEeWKwU26hV5GrEp2axav9JTCYYcG7PIBEjFP7+zdoQX7brUaTcHD2VxdQ/DgLwz94NMbs4G1xR+agR6MWn90Xz5QNtqVXVi5OZuTw3Zxv9PlpFbEn+Tn/5KWRlQr0GcFPP0ivYCApVdu26QlVwcDA7d+6koKCAX3/9lZtvvhmArKwsnJ0rx//84vgKR6vUWl2u1exzo1QdawcREaBNfcU4fZqF4uHqzMHjmWw8ohNEFcHrv+4hN99Cu1oB9GgUbHQ55a5Lvar8OuYGXuzTEB+zC1uPpnHXlNWMnbmZY9c6zfXIIfhpru3yo2PAycH7sylT2bXr+u26//77GThwIE2aNMFkMtG9e3cA1q5dS4MGDUq1QJGyomYVcj0KLFZmx9oaA6hBhRjNx92VW5raZo6oYYXjiz2cyrwtiZhM8NKtjttCvaTcXJx4qHMtljzdlYHR4ZhMtimuN765jCnLDpCTf5Ut2Kd+CJYCaN8JWkaXbdHloZL+PjiK6wpV48eP59NPP+Uf//gHq1atwnxufqqzszPPP/98qRYoUlbandsEeNvRNLJy8w2uRhzFH/uOk5SWjZ+Ha6U8iyz2Z2C0LdzP25Ko9zIHZrFYeXWerYX6oOgIGof5GVyR8ar6mHmjf3N+GNmRlpH+ZOYW8Pqvu+n5zoorbyWwdROsXAZOzvDI4+VSb5lTqLJrLtd7x/79+wOQnf3XUOx9991X8opEykl4FQ/C/NxJTMsm9vApOtetanRJ4gAKG1Tc0bI67q6a7izGi4kKoEagJ4dPZrFgWzJ3aZ2fQ/pxSwJbjqbh5ebM2B4Vq4V6STWP8GfOIx34YXMCExfs5tDJLB74YgNd61flpXre1P77HaxWmPKu7XKf26FGVHmXXDYUquzadY1UFRQU8O9//5vq1avj7e3NwYO2BZUvvfRSUat1EXtnMpmIqaV1VXL1Tp7JYdFO29nRwtEBEaOZTCb6t/qrYYU4nqzcfF5fYGuhPurGOlTzcTe4Ivvj5GTizlbhLH26K490qY2rs4lle47Ta34cE3ZnkJFn+evGSxfBrh3g7gHDRxhXdGlTprJr1xWqXnvtNb744gveeOMN3Nzcio43bdqUTz/9tNSKEylrWlcl1+L7TQnkFVhpWt2PRmG+RpcjUuSu1rZ1J2vjUjl8MtPocuQaTV1xkOT0bMKrePBAxwoyqlJGvM0uPH9LAxY+2YUbG1QjzwKfH8riWM65UJWba1tLBTDkXgisSPsIKlXZs+sKVV999RVTp05l6NChxbr9NWvWjN27d5dacSJlrXCkakt8Gtl5V7nwVSolq9VaNAqgBhVib8L8PYqmMH8Xq4YVjiQp7SwfLz8AwLhbGmpa8VWKCvLi8+FtmN6tOs/X96aO97kVLT/MhuREW5gaMNTYIkubpv/ZtesKVQkJCdSpU+eC4xaLhbw8baQqjqNmoCfVfMzkFljUjlgua3P8afYeO4PZxYnbmocZXY7IBQr3rPou9igFJd0wVcrNG7/uITvPQpuaVeh9rpOjXL1u1b15KMrL9k16Gnx1bhnKg4+Ch4dxhZUFZSq7dl2hqnHjxvzxxx8XHJ89ezYtW7YscVEi5UXrquRqFY5S9W4aip+Hq8HViFyoe6Ng/DxcSUrLZuX+E0aXI1dhc/xpvt+UAFTuFuql5r+fw5kMqFUHevYxuprSp98Pu3Zd3f9efvllhg0bRkJCAhaLhblz57Jnzx6++uorfv7559KuUaRMxUQFMG9LotZVySVl5eYzb0sSoAYVYr/cXZ25vUUYX/15mNkb4ulSTx1N7ZnVauXVeTsAuKtVOM3C/Y0tyNElHoW5s2yXH3kcnCvgNEqFKrt2XSNVffv2ZebMmfzyyy+YTCb+9a9/sWvXLubNm1e0EbCIo2hXy9asYtOR01e/oaBUKvO3JnEmJ58agZ5Fvy8i9qgw9C/ccYzTWbkGVyOXM29rEhuPnMbD1Zlne9U3uhzHN+0jyM+H6Bho297oasqGQpVdu65QBdCzZ0+WL1/OmTNnyMrKYuXKlfTo0aM0a7tuH330EVFRUbi7u9O6deuLTlUUKVS7qjdB3m7k5FvYEp9mdDlih2ZvsC38Hxgdoek5Ytcah/nSMNSX3AILP21JNLocuYTsvAJeX2Br7PVo19oE+6qFeons3G5ro24yVZyNfi9Gf37s2nWHKns1c+ZMnnjiCV544QU2bdpE586dueWWWzhy5IjRpYmdMplMtC1srX5QUwCluIPHz7DuUCpOJtsUHRF7ZjKZihpWaM8q+/XpHwdJOH2WMD93RnSuZXQ5ju38jX579oE6FXjjZJ3Us2tXHaqqVKlCQEDAVX0Z6e233+bBBx/koYceomHDhkyePJmIiAimTJliaF1i32KizjWriFOzCilu1rlRqq71qxHip7PJYv/6tayOq7OJ7Qnp7ExMN7oc+ZuU9Gw+WmZrof7cLQ3wcKuAa3/K05LfYdtmMJvhgUeMrqaMKVTZs6tuVDF58uQyLKN05ObmEhsby/PPP1/seI8ePVi9evVF75OTk0NOTk7R9+np+gNUGcWcWycTe/gUeQUWXJ0r3CCuXIf8AgtzNv419U/EEQR4uXFzw2AWbE9mdmw8L4c1NrokOc+k3/aQlVtAy0h/bc9QUnl58M4btssDhkK1YGPrKWvKVHbtqkPVfffdV5Z1lIoTJ05QUFBAcHDx/6mCg4NJTk6+6H0mTpzIK6+8Uh7liR2rV80Hf09XTmflsfVoGq1rVDG6JLEDS/cc53hGDkHebtzUsJrR5YhctYHRESzYnswPmxIYd0tD3Fx0osgebE9I47tzJ2rUQr0U7NgBqangXwXuHmZ0NWVPvy92rcTvsmfPniU9Pb3Yl9H+/iZltVov+cY1btw40tLSir7i4zUHvTJycjLRtua5dVVqrS7nzFxvez+4s1W4Ri/FoXSuG0Swr5lTWXks3nXM6HKEcy3Uf96J1Qq3twijVaRO3pVYixawYDH8exJ4eRtdTdlTqLJr1/UpITMzk9GjR1OtWjW8vb2pUqVKsS+jBAUF4ezsfMGoVEpKygWjV4XMZjO+vr7FvqRy0ibAcr6U9GyW7kkBNPVPHI+LsxN3tlLDCnvy6/Zk1sWl4u7qxHO9GhhdTsXh5w9Nmxtdhcj1hapnn32WJUuW8NFHH2E2m/n000955ZVXCAsL46uvvirtGq+am5sbrVu3ZtGiRcWOL1q0iA4dOhhUlTiKmHMdADccSiW/wGJwNWK0ORsTKLBYaV2jCnWqVYIzoFLhFHYBXL73OMlp2QZXU7ll5xUwYcEuAP7RuRZh/h4GVyQOR6NUdu+6QtW8efP46KOP6N+/Py4uLnTu3JkXX3yRCRMm8L///a+0a7wmY8eO5dNPP+Xzzz9n165dPPnkkxw5coRHHqnoHWGkpBqG+uLj7kJmbgE71DGrUrNarcw+d3Z/kEapxEHVqupNdI0qWKwwd9NRo8up1L5YfYj41LME+5p5uEtto8sRR6RMZfeuK1SlpqYSFRUFgK+vL6mptulSnTp1YsWKFaVX3XUYNGgQkydP5tVXX6VFixasWLGCX375hRo1ahhal9g/Z62rknPWHzrFwROZeLo506dZqNHliFy3wqmrszccxWq1GlxN5XQ8I4cPluwH4NmeDfAyX3WPMJHzKFXZu+sKVbVq1eLQoUMANGrUiFmzZgG2ESx/f//Squ26jRw5kkOHDpGTk0NsbCw33HCD0SWJgyhsra51VZVbYYOKW5uF6gOQOLTezULxdHMm7kQmsYdPGV1OpfT2or2cycmnWbgfd7SsbnQ54qiUqezedYWq+++/ny1btgC27nmFa6uefPJJnnnmmVItUKQ8FW4CvO5QKgUWndWtjDKy8/hlWxIAg9po6p84Nm+zC72b2kZb1bCi/O1MTGfm+iOArYW6k5M+Gct10poqu3ddp2CffPLJosvdunVj9+7dbNiwgdq1a9O8uTqwiONqHOaLt9mFjOx8diWl06S6n9ElSTmbtyWJs3kF1K7qpZbHUiEMjI7gu9ij/Lw1iZf7NtboazmxWq38Z/5OLFbo0zSUNueml4tcF4Uqu3dNI1Vr165lwYIFxY599dVXdOnShUceeYQPP/yQnJycUi1QpDy5ODsVbfy7Nk5TACujmYUNKtpEaGNOqRDa1KxCzUBPsnILikZhpez9viuF1QdO4ubixPO3qIW6SEV3TaFq/PjxbN26tej7bdu28eCDD3LzzTczbtw45s2bx8SJE0u9SJHy9Ne6KjWrqGz2JGewJf40Lk6moj1+RBydyWRiwHkNK6Ts5eZbeG3+TgAe6hRFRICnwRWJw9NJPrt3TaFq8+bN3HTTTUXfz5gxg5iYGKZNm8aTTz7Je++9V9S0QsRRnb+uyqJ1VZVKYYOKmxpWI8jbbHA1IqXnzlbVcTLZ3tfiTmQaXU6F99Wfhzh0MosgbzMju9UxuhypCBSq7N41hapTp04RHBxc9P3y5cvp1atX0fdt2rQhPl4LYcWxNQv3w8PVmdNZeexNyTC6HCknOfkFfH9uLx81qJCKJtTPg851qwLwXaz+Tpel1Mxc3l28D4BnetbDW2vYpDQoU9m9awpVwcHBxMXFAZCbm8vGjRtp37590fUZGRm4urqWboUi5cz1/HVVaq1eafy+M4VTWXkE+5q54dyHT5GKpHDPqjmxCepuWobeWbSXjOx8GoX60r+1TtBIKdFIld27plDVq1cvnn/+ef744w/GjRuHp6cnnTt3Lrp+69at1K6tncLF8cVEaRPgyqawQUX/1uG4OF/XbhMidu3mRtXw93QlOT2bP/YdN7qcCmnvsQy+WWdrof7irQ1xVgt1KS0KVXbvmj45/Oc//8HZ2ZkuXbowbdo0pk2bhpubW9H1n3/+OT169Cj1IkXKW0ytc+uq4lKxWnVGt6JLOH226ENm4dl8kYrG7OJMvxa2zWfVsKL0Wa1W/v3zTgosVno2DqZD7SCjSxKRcnRNE32rVq3KH3/8QVpaGt7e3jg7Oxe7fvbs2Xh7e5dqgSJGaB7hh9nFiRNncjlw/Ax1qvkYXZKUoe82HMVqhXa1AqgR6GV0OSJlZkB0OF+sPsSincc4lZlLFS+3K99JrsqyPcf5Y98JXJ1NjLulodHlSEWjkSq7d11zXPz8/C4IVAABAQHFRq5EHJXZxZmWkf4ArNG6qgrNYrEyO/avvalEKrLGYX40CvUlt8DCj5sTjC6nwsgrsPCfcy3U7+8YRc0gnZyRUqZQZfe0cEDkEgpbq2sT4Ipt9YGTHD11Fh93F25pEmp0OSJlbmC0bQ+2WZoCWGr+t+YwB45nEujlxugb1UJdyoBCld1TqBK5hPM3Ada6qoqrsEHF7S3CcHe9cARepKK5vUV13Jyd2JmUzvaENKPLcXins3KZfK6F+pPd6+Hrri7IUgYUquyeQpXIJbSKrIKbsxMpGTkcOplldDlSBk5n5fLbjmQABkVHGlyNSPmo4uVG90a2PSe/i9VoVUm9u3gfp7PyqB/sw2BNIZayokxl9xSqRC7B3dWZ5hF+gG20SiqeHzYlkJtvoWGoL02q+xpdjki5GXBuCuAPmxPIyS8wuBrHdeD4Gb7+8zBga6Gu7RikzGikyu7p/36Ry9C6qorLarUy89yakkHR4Zj0B0sqkc51qxLi687prDx+35lidDkOa8L8XeRbrNzUoBqdtWm4lCXteWb3FKpELkPrqiqu7Qnp7EpKx83FiX4tqxtdjki5cnYycVdr2+/9rHPrCuXarNh7nMW7U3BxMvHPPmqhLmVMJ/7snkKVyGW0rlEFFycTiWnZHD111uhypBTN3HAEgJ6NQ/D31FYQUvkMaG1b/7Ni33GS0vT+di3yz2uhPqx9DWpX1R6dUsYUquyeQpXIZXi6udA03Lauao3WVVUY2XkF/Lg5EYBB0VpYLpVTzSAv2tYMwGqFuRu1Z9W1mLE+nr3HzuDv6cqYm+oaXY5UCgpV9k6hSuQKtK6q4lmwPYmM7HzCq3jQoXag0eWIGKawYcVHS/fz4dL9ZOepacWVpJ3N4+1FewF44qa6GumW8qGRKrunUCVyBUXrquI0UlVRzFxvW0MyoHUETlr8K5VY3+ZhRNeoQmZuAZN+28ONby5jTuxRLBatIb2UD5fuJzUzl9pVvRjarobR5UhloT9Vdk+hSuQKomtUwckE8alnSTytdQeO7vDJTNYcTMVkgv7nztKLVFburs7Merg9bw9sTpifO4lp2Tw1ewt9P1jJqv0njC7P7hw6kcn0VXEAvHhrI1zVQl3Ki0aq7J7eDUSuwMfdlSbVz+1XpdEqh1fY6axz3apU9/cwuBoR4zk5mbizVThLnu7Ks73q42N2YUdiOkM/Xcv909ex91iG0SXajQm/7CKvwMoN9arSrX41o8uRysKEQpUDUKgSuQoxUYWt1bWuypHlF1j4LrZwbyo1qBA5n7urMyO71mHZM125r30NXJxMLN1znF6TVzBu7lZS0rONLtFQqw+cYOHOYzg7mXhRLdSlXJk0/c8BKFSJXAU1q6gYVuw7zrH0HKp4unJzI51lFrmYQG8zr9zehIVP3kDPxsFYrPDtuni6vrmMd3/fR1ZuvtEllrsCi5V//7wLgCFtI6kX7GNwRVK5WDVS5QAUqkSuQpuoAEwmiDuRWenP1jqywgYVd7QMx+zibHA1IvatVlVvPhkWzexH2tM8wp+s3ALe+X0vXSctY+b6IxRUomYWszfEsyspHR93F57sXs/ocqTSMSlUOQCFKpGr4OfhSsMQXwDWaLTKIR3PyGHxrhQABrXR1D+Rq9WmZgA/jOzA+3e3JCLAg5SMHJ6bs43e7/7Bsj0pWK0VO1xlZOfx5kJbC/UxN9UlwEst1EXkQgpVIlepqLW6NgF2SN9vOkq+xUrzCH/qh2jqjsi1MJlM9G0exu9ju/Bin4b4ebiy51gGw6evZ9hn69iRmGZ0iWXmo2UHOHEmh6ggL+5tX9PocqSy0kiV3VOoErlKWlfluKxWa9HUPzWoELl+ZhdnHupci+XPdOWhTlG4OTuxcv8Jbn1/JU/P3kJSWsXadiI+NYvPVtpaqP+zd0PcXPSxSQyiUGX39O4gcpXanusAuD/lDCfO5BhcjVyLjUdOceB4Jh6uzvRtHmp0OSIOz9/TjRdvbcTvY7twa7NQrFb4LvYo3d5cxpu/7SEjO8/oEkvF/y3YTW6+hQ61A7m5oZrbiIEUquyeQpXIVQrwcqP+uY5P6zRa5VAKR6l6Nw3Fx93V4GpEKo7IQE8+GNKK70d2oE3NKmTnWfhg6X66TlrG12sOk1dgMbrE67YuLpX525JwMsFLtzbCpA+1YiT9+tk9hSqRa6B1VY7nTE4+P29NAtSgQqSstIyswqyH2/PJsNZEBXlxMjOXl37YTs/JK1i085jDNbOwWKz8++edAAxqE0nDUF+DK5LKTS3VHYFDhKpDhw7x4IMPEhUVhYeHB7Vr1+bll18mNze32O2OHDlC37598fLyIigoiMcff/yC24iUhNZVOZ75WxPJyi2gVpAXbWpWMbockQrLZDLRs3EIC5+8gVdua0yAlxsHj2cy4qsNDJq6hi3xp40u8arN3ZTAtoQ0vM0ujFULdbELClX2zsXoAq7G7t27sVgsfPLJJ9SpU4ft27czYsQIMjMzefPNNwEoKCigT58+VK1alZUrV3Ly5Enuu+8+rFYr77//vsE/gVQUheuqdidncCozlypqrWv3Zm04CsCA6AhN3xEpB67OTtzXoSZ3tKrOlGUH+GxlHOviUrn9w1Xc3iKMp3vUJyLA0+gyLykzJ583ft0NwOgb61DVx2xwRVLpWVGmcgAmq6ONyZ8zadIkpkyZwsGDBwFYsGABt956K/Hx8YSFhQEwY8YMhg8fTkpKCr6+Vzd0n56ejp+fH2lpaVd9H6lcbnprGQeOZ/LJsNb0bBxidDlyGftTMrj57RU4O5n4c9yNVPNxN7okkUon4fRZ3vptD3M3JQDg5uzE/R1rMrJbHfw87G+N49sL9/Dekv1EBniyaOwN2ijc3m3fDydPG11F2asVDhH6zGGEq80GDjH972LS0tIICAgo+v7PP/+kSZMmRYEKoGfPnuTk5BAbG3vJx8nJySE9Pb3Yl8jlxNQ6NwXwoKYA2rvCUapu9aspUIkYpLq/B28PasHPj3Wifa1AcgssfLLiIF0mLeXzlXHk5ttPM4uE02f5ZIXtZO24WxooUIn90EwLu+eQoerAgQO8//77PPLII0XHkpOTCQ4OLna7KlWq4ObmRnJy8iUfa+LEifj5+RV9RURoIbtcXsy5KYBr49Sswp7lFViYu9EWqtSgQsR4Tar78c2IGD4fHk3dat6czsrj1Z930v2d5fyyLckumlm88etucvIttI0KoFcTjQqIHVGosnuGhqrx48djMpku+7Vhw4Zi90lMTKRXr14MGDCAhx56qNh1F1svYbVaL7uOYty4caSlpRV9xcfHl84PJxVWu3MjVTuT0kk7WzH2YqmIFu9K4cSZXKr6mOlWv6rR5YgItr/TNzYIZsGYzky4oylB3mYOn8xi5P82cteU1cQePmVYbbGHT/Hj5kRMJviXWqiLvdGvo90ztFHF6NGjGTx48GVvU7NmzaLLiYmJdOvWjfbt2zN16tRitwsJCWHt2rXFjp06dYq8vLwLRrDOZzabMZu1CFWuXrCvOzUDPTl0MosNh1K5qeGlf7/EOLM22E6Q3NUqHBdnhxyUF6mwXJydGBITyW0twpi64iDTVhxk45HT3DVlNb2bhvBszwbUDPIqt3rOb6Hev1U4Tar7ldtzi1wVhXy7Z2ioCgoKIigo6Kpum5CQQLdu3WjdujXTp0/Hyan4h6T27dvz2muvkZSURGhoKAALFy7EbDbTunXrUq9dKreYqEAOncxibZxClT1KTstm2Z4UAAZGhxtcjYhcSmHL8qExkby9cC+zYuP5ZVsyi3Ye4552NXj8xrrl0mV13tZENsefxtPNmWd61i/z5xO5ZgpVds8hTt8mJibStWtXIiIiePPNNzl+/DjJycnF1kr16NGDRo0aMWzYMDZt2sTixYt5+umnGTFihLr4SanTJsD2bc7Go1is0LZmALWqehtdjohcQbCvO6/3b8aCMZ3pUq8qeQVWpq86xA2TlvLJ8gNk5xWU2XOfzS3g/xbYWqiP7Fqbar5qaiMi184hQtXChQvZv38/S5YsITw8nNDQ0KKvQs7OzsyfPx93d3c6duzIwIED6devX9E+ViKlqbAD4PbEdM7k5BtcjZzPYrEWTf0bqAYVIg6lQYgvXz7Qlq8fbEuDEB8ysvOZuGA3N721nB83J2CxlH4zi2l/HCQpLZvq/h481LlWqT++SKnQSJXdc4hQNXz4cKxW60W/zhcZGcnPP/9MVlYWJ0+e5P3339d6KSkT1f09CK/iQYHFyoZDaq1uT9bGpXL4ZBbeZhd6N1X3LhFH1LluVeY/3plJ/ZsR4utOwumzjJmxmX4frWJNKc4QSE7LZsqyAwA8d0sD3F3VQl3slEKV3XOIUCVij2Kizu1XFadQZU8KR6n6Ng/F083QZaMiUgLOTiYGREew9OmuPN2jHl5uzmw9msbgqWt46MsN7E85U+LneOO33ZzNK6BVpD99m4Ve+Q4iRlGosnsKVSLXSeuq7E/a2Tx+2ZYEwMBoTf0TqQg83JwZfWNdlj3TjXvaReLsZOL3XcfoOXkFL/6wjRNncq7rcbcePc3cjQkA/KtvY7VQF/umX0+7p1Alcp3anRup2no0jaxcrauyBz9tSSQn30K9YG9aRPgbXY6IlKKqPmb+068pvz1xAzc3DKbAYuW/a47QddIyPliyj7O5V9/Mwmq18uo8Wwv1O1pW1/uF2D+FfrunUCVynSICPAj1cyffYmXj4dNGlyPArPXnGlRER+iss0gFVaeaN5/eF82Mf7SjWbgfZ3LyeXPhXrq9uYzZG+IpuIpmFvO3JbHh8CncXZ14tpdaqIsj0N80e6dQJXKdTCYTMVHnpgDGaQqg0XYmprMtIQ1XZxN3ttLeVCIVXbtagfwwsiPvDm5BdX8PktOzeea7rdz6/kr+2Hf8kvfLzitg4i+2FuoP31CbUD+P8ipZ5PopU9k9hSqREihsrb72oJpVGK2wQUX3RsEElMNmoSJiPCcnE7e3qM7ip7ow7pYG+Li7sCspnWGfreO+z9exOzn9gvt8tjKOhNNnCfF15+EuaqEuDkKzL+yeQpVICRSOVG2OP12mm1PK5WXnFfD9JtuCczWoEKl83F2debhLbVY80437O9bExcnE8r3H6f3uHzz33VaOpWcDkJKRzUdL9wPw3C311SFUHIdCld1TqBIpgaggL6r6mMktsLDpyGmjy6m0Fu48RtrZPML83Olct6rR5YiIQap4ufFy38YsGtuFW5qEYLHCzA3xdJ20jLcX7WXiL7vJzC2gebgftzevbnS5IldPmcruKVSJlIDWVdmHwgYV/VuH4+ykvzwilV1UkBdT7mnNnEfb0zLSn7N5Bby3eF/RiPa/+jbCSe8V4kg0UmX3FKpESkjrqowVn5rFyv0nABigqX8icp7WNQKY+2gHPhraisgATwD6tQijdY0AgysTuUYKVXZPk4lFSqjduZGqjUdOkZNfgNnF2eCKKpfZsUcB6FgnkIhzH5pERAqZTCZ6Nw3l5obBbI4/rT2pxDEpVNk9jVSJlFCdat4EermRk29h69E0o8upVAosVr7b8NfeVCIil+Lm4kTbqADcXPTRR0RKn95ZRErIZDLRtnBd1UGtqypPK/efIDEtGz8PV3o2DjG6HBERkbKhkSq7p1AlUgr+alahdVXlqbBBRb8WYbi7atqliIhUUApVdk+hSqQUFDariD18irwCi8HVVA6pmbks3JkMwMA2mvonIiIVmEKV3VOoEikF9YN98Pd0JSu3gG0JWldVHr7flEBegZUm1X1pHOZndDkiIiJlR5nK7ilUiZQCJycTbWoWrqvSFMCyZrVai6b+DVKDChERqeg0UmX3FKpESok2AS4/W46msedYBmYXJ25rUd3ockRERMqWQpXdU6gSKSXtzq2r2nDoFPlaV1WmZp4bpbqlSQh+Hq4GVyMiIlLGlKnsnkKVSClpGOqLj7sLZ3Ly2ZmUbnQ5FVZWbj7ztiQCalAhIiKVhVKVvVOoEiklzlpXVS5+2ZbMmZx8IgM8aRcVaHQ5IiIiZU/T/+yeQpVIKdK6qrJX2KBiYHQ4Tk76IyMiIpWA/tzZPYUqkVJUuF/VurhUCixWg6upeA4eP8O6Q6k4maB/a039ExGRSkIjVXZPoUqkFDUJ88XLzZn07Hx2J2tdVWmbteEoAF3qVSXEz93gakRERMqJQpXdU6gSKUUuzk601rqqMpFfYGHORluoGqQGFSIiImJHFKpESpnWVZWNpXuOczwjh0AvN25sEGx0OSIiIuVHI1V2T6FKpJS1q2ULVeviUrFoXVWpKdyb6s5W1XFz0VuXiIhUEgpUDkGfTERKWdPq/ri7OnEqK499KWeMLqdCSEnPZumeFEBT/0RERMT+KFSJlDI3Fyda16gCaApgaZmzMYECi5VWkf7UqeZjdDkiIiLlRyNVDkGhSqQMxJzblFbNKkrOarUye4Nt6p9GqUREpNJRpnIIClUiZeD8ZhVWq9ZVlcT6Q6c4eCITTzdn+jQLM7ocERGR8qWRKoegUCVSBppH+OPm4sSJM7kcOJ5pdDkOrbBBxa3NQvE2uxhcjYiIiMiFHC5U5eTk0KJFC0wmE5s3by523ZEjR+jbty9eXl4EBQXx+OOPk5uba0yhUqm5uzrTMsIf0LqqksjIzuOXbUmApv6JiEglpZEqh+BwoerZZ58lLOzCKUAFBQX06dOHzMxMVq5cyYwZM5gzZw5PPfWUAVWKQEwtrasqqXlbkjibV0Dtql60iqxidDkiIiLlT6HKIThUqFqwYAELFy7kzTffvOC6hQsXsnPnTv773//SsmVLbr75Zt566y2mTZtGenq6AdVKZddO66pKbOZ5DSpM+qMiIiKVkf7+OQSHCVXHjh1jxIgRfP3113h6el5w/Z9//kmTJk2KjWL17NmTnJwcYmNjL/m4OTk5pKenF/sSKQ0tI6vg6mziWHoOh09mGV2Ow9mTnMGW+NO4OJm4s1W40eWIiIgYQ5nKIThEqLJarQwfPpxHHnmE6Ojoi94mOTmZ4ODgYseqVKmCm5sbycnJl3zsiRMn4ufnV/QVEaF1G1I6PNycaR7uD2hd1fWYdW6U6qaG1QjyNhtcjYiIiEE0UuUQDA1V48ePx2QyXfZrw4YNvP/++6SnpzNu3LjLPt7FpgdZrdbLThsaN24caWlpRV/x8fEl/rlECsXUOjcFUOuqrkluvoXvNyUAalAhIiKVnUKVIzC0P/Ho0aMZPHjwZW9Ts2ZN/vOf/7BmzRrM5uJnq6Ojoxk6dChffvklISEhrF27ttj1p06dIi8v74IRrPOZzeYLHlektMREBfLh0gOsjVOouha/7zpGamYuwb5mbqhb1ehyREREjKNM5RAMDVVBQUEEBQVd8Xbvvfce//nPf4q+T0xMpGfPnsycOZOYmBgA2rdvz2uvvUZSUhKhoaGArXmF2WymdevWZfMDiFxB6xpVcHYykXD6LPGpWUQEXLgeUC5UuDdV/9bhuDg7xCxlERGRsqHpfw7BIXbSjIyMLPa9t7c3ALVr1yY83LaAvUePHjRq1Ihhw4YxadIkUlNTefrppxkxYgS+vr7lXrMIgJfZhabV/dgcf5q1cakKVVch8fRZVuw7DsDAaE39ExGRSk6hyiFUmFPAzs7OzJ8/H3d3dzp27MjAgQPp16/fRduvi5Snv9ZVqVnF1fgu9ihWK7SrFUCNQC+jyxERETGWQpVDcIiRqr+rWbPmRff9iYyM5OeffzagIpFLaxcVyCfLD2pd1VWwWKxFXf80SiUiIoJClYOoMCNVIvYqumYVnExwJDWLpLSzRpdj1/48eJKjp87iY3bhliahRpcjIiJiPGUqh6BQJVLGfNxdaRzmB6i1+pUUNqi4rUUYHm7OBlcjIiJiBzRS5RAUqkTKQUzUuXVV2gT4ktKy8vh1h22jbu1NJSIico5ClUNQqBIpBzG1AgG0ruoyfticQG6+hQYhPjSt7md0OSIiIvbBSaHKEThkowqjWSwWcnNzjS5DSsjNzQ0np/I5r9C2ZgAmExw8nklKRjbVfNzL5XkdSeHUv0FtIjDprJyIiMg5+pvoCBSqrlFubi5xcXFYLBajS5EScnJyIioqCjc3tzJ/Lj9PVxqE+LIrKZ11canc2iyszJ/TkWxPSGNnUjpuzk70a1Hd6HJERETsh040OgSFqmtgtVpJSkrC2dmZiIiIchvlkNJnsVhITEwkKSmJyMjIchkZiYkKYFdSOmsPKlT9XeEoVY/GwVTxKvuQKyIi4jCUqRyCQtU1yM/PJysri7CwMDw9PY0uR0qoatWqJCYmkp+fj6ura5k/X7taAXyx+pCaVfxNdl4BP2xOANSgQkRE5AIaqXIIGmq5BgUFBQDlMl1Myl7h61j4upa1tlG2ZhV7j53h5JmccnlOR/Dr9mQysvOp7u9Bx9pBRpcjIiJiXxSqHIJC1XXQIvqKobxfxwAvN+oFewPQ76NVfLEqjsyc/HKtwR4VTv0bEB2OkzociYiI/MWEQpWDUKgSKUcv9GlEFU9X4lPPMn7eTjr83xIm/bablPRso0szxOGTmfx58CQmEwyI1tQ/ERGR4kxaU+UgFKqkmJo1azJ58mSjyyg19vbzdKlXldXP38R/+jUhKsiLtLN5fLj0AJ1eX8ozs7ew91iG0SWWq9kbjgLQqU4Q1f09DK5GRETE3lg1UuUgFKoqkfj4eB588EHCwsJwc3OjRo0ajBkzhpMn1TihPHm4OXNPuxr8PrYLnwxrTXSNKuQWWJgde5Qe76xg+PR1rN5/AqvVanSpZarAYuW7WFuoUoMKERGRizGhoSrHoFBVSRw8eJDo6Gj27t3Lt99+y/79+/n4449ZvHgx7du3JzU11ZC6CgoKKu2eX85OJno2DuG7Rzswd2QHejcNwckEy/YcZ8ina7n1/ZX8uDmBvIKK+e+zYu9xktOzqeLpSvdGwUaXIyIiYp+UqRyCQlUJWK1WsnLzDfm61lGMUaNG4ebmxsKFC+nSpQuRkZHccsst/P777yQkJPDCCy8U3TYjI4MhQ4bg7e1NWFgY77//frHHGj9+PJGRkZjNZsLCwnj88ceLrsvNzeXZZ5+levXqeHl5ERMTw7Jly4qu/+KLL/D39+fnn3+mUaNGmM1mpk2bhru7O6dPny72PI8//jhdunQp+n716tXccMMNeHh4EBERweOPP05mZmbR9SkpKfTt2xcPDw+ioqL43//+d03/RkZqFVmFj4a2ZunTXbmvfQ08XJ3ZkZjOmBmb6fLGUj794yAZ2XlGl1mqChtU9GtZHbOLs8HViIiI2ClN/3MI2qeqBM7mFdDoX78Z8tw7X+2Jp9vVvXypqan89ttvvPbaa3h4FF+3EhISwtChQ5k5cyYfffQRAJMmTeKf//wn48eP57fffuPJJ5+kQYMGdO/ene+++4533nmHGTNm0LhxY5KTk9myZUvR491///0cOnSIGTNmEBYWxvfff0+vXr3Ytm0bdevWBSArK4uJEyfy6aefEhgYSHh4OC+//DJz5szhwQcfBGwjWLNmzeLVV18FYNu2bfTs2ZN///vffPbZZxw/fpzRo0czevRopk+fDsDw4cOJj49nyZIluLm58fjjj5OSklKyf+hyViPQi1dub8ITN9fjf2sP88XqwySmZfOf+bt49/d93B0TyfAONQlz8PVHJ87k8PuuY4Cm/omIiFyWQpVDUKiqBPbt24fVaqVhw4YXvb5hw4acOnWK48ePA9CxY0eef/55AOrVq8eqVat455136N69O0eOHCEkJISbb74ZV1dXIiMjadu2LQAHDhzg22+/5ejRo4SFhQHw9NNP8+uvvzJ9+nQmTJgAQF5eHh999BHNmzcvqmHQoEF88803RaFq8eLFnDp1igEDBgC2oDdkyBCeeOIJAOrWrct7771Hly5dmDJlCkeOHGHBggWsWbOGmJgYAD777LNL/sz2roqXG6NvrMtDnWvx4+YEpv0Rx/6UM0xdcZDPV8bRt3kYD3WOonGYn9GlXpfvNyaQb7HSPNyPBiG+RpcjIiJiv5SpHIJCVQl4uDqz89Wehj13aSmcSli4b1P79u2LXd++ffuiDnoDBgxg8uTJ1KpVi169etG7d2/69u2Li4sLGzduxGq1Uq9evWL3z8nJITAwsOh7Nzc3mjVrVuw2Q4cOpX379iQmJhIWFsb//vc/evfuTZUqVQCIjY1l//79xab0Wa1WLBYLcXFx7N27FxcXF6Kjo4uub9CgAf7+/iX7xzGYu6szg9pEMqB1BMv2pjBtRRx/HjzJ95sS+H5TAp3qBDHihlrcUDfIYfZPs1qtzNxgm/o3UKNUIiIil+cgf98rO4WqEjCZTFc9Bc9IderUwWQysXPnTvr163fB9bt376ZKlSoEBQVd8jEKP7BHRESwZ88eFi1axO+//87IkSOZNGkSy5cvx2Kx4OzsTGxsLM7OxUOft7d30WUPD48LAkDbtm2pXbs2M2bM4NFHH+X7778vmtYHYLFYePjhh4ut3yoUGRnJnj17itVZ0Tg5mbixQTA3Nghm29E0pv1xkPnbkli5/wQr95+gfrAPD3WO4rYWYXa/PmnjkdPsTzmDu6sTfZuHGV2OiIiInauYn20qGvtPBFJigYGBdO/enY8++ognn3yy2Lqq5ORk/ve//3HvvfcWBZI1a9YUu/+aNWto0KBB0fceHh7cdttt3HbbbYwaNYoGDRqwbds2WrZsSUFBASkpKXTu3Pma6xwyZAj/+9//CA8Px8nJiT59+hRd16pVK3bs2EGdOnUuet+GDRuSn5/Phg0biqYj7tmz54LmFxVB03A/3ru7Jc/2qs/0VYeYse4Ie45l8Mx3W5n02x6Gd6zJ0LY18PN0NbrUi5p1rkFF76ah+LrbZ40iIiL2QftUOQp1/6skPvjgA3JycujZsycrVqwgPj6eX3/9le7du1O9enVee+21otuuWrWKN954g7179/Lhhx8ye/ZsxowZA9i693322Wds376dgwcP8vXXX+Ph4UGNGjWoV68eQ4cO5d5772Xu3LnExcWxfv16Xn/9dX755Zcr1jh06FA2btzIa6+9Rv/+/XF3dy+67rnnnuPPP/9k1KhRbN68mX379vHTTz/x2GOPAVC/fn169erFiBEjWLt2LbGxsTz00EMXNOaoSMKrePLSrY1YPe4mnr+lAcG+ZlIycnjj1z20/7/FvDJvB/GpWUaXWUxmTj4/b00EYFC0pv6JiIhckTKVQ1CoqiTq1q3Lhg0bqF27NoMGDaJ27dr84x//oFu3bvz5558EBAQU3fapp54iNjaWli1b8u9//5u33nqLnj1ta8f8/f2ZNm0aHTt2pFmzZixevJh58+YVrZmaPn069957L0899RT169fntttuY+3atUREXPkDdN26dWnTpg1bt25l6NChxa5r1qwZy5cvZ9++fXTu3JmWLVvy0ksvERoaWnSb6dOnExERQZcuXbjzzjv5xz/+QbVq1Urjn8+u+Xm48kiX2vzx7I28NaA5DUJ8yMotYPqqQ3SZtJTR32xk69HTRpcJwPytSWTmFhAV5EXbqIAr30FERKQys6KRKgdhsl7rhkcVXHp6On5+fqSlpeHrW7wrWXZ2NnFxcURFRRUbRRHHVFFfT6vVysr9J5i64iB/7DtRdDwmKoARnWtxY4NqODkZ8wZ915TVxB4+xbO96jOy68WncoqIiFy17fvh5GmjqyhbtSMgPNjoKiqty2WD82lNlUgFYzKZ6Fy3Kp3rVmVnYjqfrjzIT5sTWRuXytq4VGpV9WJE51rc0bI67qXYRfJK9qdkEHv4FM5OJvq3Ci+35xUREXFoGqlyCJr+J1KBNQrz5e2BLfjjuW483KUWPmYXDh7PZNzcbXR6fQnvLd5HamZuudQya8NRALrVr0o134ozMigiIlKmlKkcgkKVSCUQ6ufBuFsasnrcjbzYpyHV/T04cSaXtxftpcP/LealH7Zz6ERmmT1/XoGFuRttoWqgGlSIiIhcPY1UOQSFKpFKxMfdlYc612L5M1157+6WNKnuS3aeha/XHKbbW8t45OtYYg+nlvrzLt6VwokzuQR5m+nWoOI3DxERESk9ClWOQGuqRCohF2cnbmseRt9moaw5mMq0Pw6yZHcKv+5I5tcdybSK9OcfN9Sie6MQnEuhqcWsDba9qe5qXR1XZ53LERERuWrKVA5BoUqkEjOZTLSvHUj72oHsO5bBp3/E8f2mBDYeOc0j/91IjUBPHuoURf/WEXi4XV9Ti+S0bJbtSQE09U9EROSaafqfQ9ApYxEBoG6wD6/3b8bK57sxulsd/D1dOXwyi5d+3EGH/1vM2wv3cDwj55ofd87Go1is0KZmFWpX9S6DykVERCowhSqHoFAlIsVU83Hn6Z71Wf38jbx6e2MiAzw5lZXHe0v20/H1JYybu5X9KWeu6rEsFmvR1D+NUomIiFwHZSqHoFAlIhfl6ebCve1rsvTprkwZ2ooWEf7k5lv4dl08N7+9nAe/WM+agye53P7ha+NSOXwyC2+zC32ahZZj9SIiIhWERqocgkOFqvnz5xMTE4OHhwdBQUHceeedxa4/cuQIffv2xcvLi6CgIB5//HFyc8tnDx6RisrZycQtTUP5fmQHvnukPT0aBWMyweLdKQyeuobbP1zFvC2J5BdYLrhv4ShV3+aheLppCaeIiMi1U6hyBA4TqubMmcOwYcO4//772bJlC6tWrWLIkCFF1xcUFNCnTx8yMzNZuXIlM2bMYM6cOTz11FMGVm0fhg8fjslkuuBr//79Rpd2Xb744gv8/f2NLqPSMZlMRNcMYOq90Swe24WhMZGYXZzYejSNx77dRJdJy/h8ZRxncvIBSDubxy/bkgBN/RMREbluGqlyCA5x6jg/P58xY8YwadIkHnzwwaLj9evXL7q8cOFCdu7cSXx8PGFhYQC89dZbDB8+nNdeew1fX99yr9ue9OrVi+nTpxc7VrVq1Wt+nNzcXNzc3EqrLHFQtap689odTRnbvR7/XXOEr/48RMLps7z6804m/76XITE1cHd1IiffQr1gb1pE+BtdsoiIiGNSpnIIDjFStXHjRhISEnBycqJly5aEhoZyyy23sGPHjqLb/PnnnzRp0qQoUAH07NmTnJwcYmNjL/nYOTk5pKenF/u6alYrZGYa83WZdSwXYzabCQkJKfbl7OzM8uXLadu2LWazmdDQUJ5//nny8/OL7te1a1dGjx7N2LFjCQoKonv37gDs3LmT3r174+3tTXBwMMOGDePEiRNF97NYLLz++uvUqVMHs9lMZGQkr732WtH1zz33HPXq1cPT05NatWrx0ksvkZeXV3T9li1b6NatGz4+Pvj6+tK6dWs2bNjAsmXLuP/++0lLSysacRs/fvw1/VtI6Qn0NjPm5rqsev5GJtzRlFpBXqRn5/Px8gNM/n0fYBulMuksm4iIyPXR31CH4BAjVQcPHgRg/PjxvP3229SsWZO33nqLLl26sHfvXgICAkhOTiY4OLjY/apUqYKbmxvJycmXfOyJEyfyyiuvXF9hWVngbVCL6DNnwMurRA+RkJBA7969GT58OF999RW7d+9mxIgRuLu7FwsqX375JY8++iirVq3CarWSlJREly5dGDFiBG+//TZnz57lueeeY+DAgSxZsgSAcePGMW3aNN555x06depEUlISu3fvLnpMHx8fvvjiC8LCwti2bRsjRozAx8eHZ599FoChQ4fSsmVLpkyZgrOzM5s3b8bV1ZUOHTowefJk/vWvf7Fnzx4AvI16DaSIu6szQ2IiGdwmgsW7U5i24iDrDqXibXbhjpbVjS5PRETEcSlUOQRDQ9X48eOvGGjWr1+PxWJbAP/CCy9w1113ATB9+nTCw8OZPXs2Dz/8MMBFz4ZbrdbLniUfN24cY8eOLfo+PT2diIiKt/7j559/LhY+brnlFurVq0dERAQffPABJpOJBg0akJiYyHPPPce//vUvnJxsA5l16tThjTfeKLrvv/71L1q1asWECROKjn3++edERESwd+9eQkNDeffdd/nggw+47777AKhduzadOnUquv2LL75YdLlmzZo89dRTzJw5syhUHTlyhGeeeYYGDRoAULdu3aLb+/n5YTKZCAkJKc1/IikFTk4mujcKpnujYHYnp2N2cSbQ22x0WSIiIo5LmcohGBqqRo8ezeDBgy97m5o1a5KRkQFAo0aNio6bzWZq1arFkSNHAAgJCWHt2rXF7nvq1Cny8vIuGME6n9lsxmy+zg99np62ESMjeHpe0827devGlClTir738vJi1KhRtG/fvljo7NixI2fOnOHo0aNERkYCEB0dXeyxYmNjWbp06UVHiA4cOMDp06fJycnhpptuumQ93333HZMnT2b//v2cOXOG/Pz8Yuvexo4dy0MPPcTXX3/NzTffzIABA6hdu/Y1/cxirAYhlXsdo4iISKnQSJVDMDRUBQUFERQUdMXbtW7dGrPZzJ49e4pGO/Ly8jh06BA1atQAoH379rz22mskJSURGmrbD2fhwoWYzWZat25dNj+AyVTiKXjlxcvLizp16hQ7drFRvMI9h84/7vW3n9FisdC3b19ef/31C54nNDS0aLrmpaxZs4bBgwfzyiuv0LNnT/z8/JgxYwZvvfVW0W3Gjx/PkCFDmD9/PgsWLODll19mxowZ3HHHHVf3A4uIiIhUBApVDsEh1lT5+vryyCOP8PLLLxMREUGNGjWYNGkSAAMGDACgR48eNGrUiGHDhjFp0iRSU1N5+umnGTFiRKXv/HcpjRo1Ys6cOcXC1erVq/Hx8aF69Uuvg2nVqhVz5syhZs2auLhc+CtUt25dPDw8WLx4MQ899NAF169atYoaNWrwwgsvFB07fPjwBberV68e9erV48knn+Tuu+9m+vTp3HHHHbi5uVFQUHA9P7KIiIiIg1GocgQO0f0PYNKkSQwePJhhw4bRpk0bDh8+zJIlS6hSpQoAzs7OzJ8/H3d3dzp27MjAgQPp168fb775psGV26+RI0cSHx/PY489xu7du/nxxx95+eWXGTt2bNF6qosZNWoUqamp3H333axbt46DBw+ycOFCHnjgAQoKCnB3d+e5557j2Wef5auvvuLAgQOsWbOGzz77DLCt0Tpy5AgzZszgwIEDvPfee3z//fdFj3/27FlGjx7NsmXLOHz4MKtWrWL9+vU0bNgQsE0JPXPmDIsXL+bEiRNkZWWV7T+UiIiIiFGUqRyCQ4xUAbi6uvLmm29eNiRFRkby888/l2NVjq169er88ssvPPPMMzRv3pyAgAAefPDBYk0kLiYsLIxVq1bx3HPPFbWtr1GjBr169SoKYy+99BIuLi7861//IjExkdDQUB555BEAbr/9dp588klGjx5NTk4Offr04aWXXirqOOjs7MzJkye59957OXbsGEFBQdx5551FTU06dOjAI488wqBBgzh58iQvv/yy2qqLiIhIxaTpfw7BZLVe44ZHFVx6ejp+fn6kpaVdMG0wOzubuLg4oqKicHd3N6hCKS16PUVERBzc9v1w8rTRVZStNk3AU59TjHK5bHA+h5n+JyIiIiJS6WigyiEoVImIiIiI2CtN/3MIClUiIiIiIvZKocohKFSJiIiIiNgrhSqHoFB1HdTbo2LQ6ygiIiIipUGh6ho4OzsDkJuba3AlUhoKX8fC11VERETE7mikyiE4zD5V9sDFxQVPT0+OHz+Oq6vrZTfIFftmsVg4fvw4np6euLjofwMRERGxUwpVDkGfJq+ByWQiNDSUuLg4Dh8+bHQ5UkJOTk5ERkZi0puViIiI2Ct9THEIClXXyM3Njbp162oKYAXg5uam0UYRERGxbzr56xAUqq6Dk5MT7u7a2VpEREREyphClUPQaXoREREREZESUKgSEREREbFXGqlyCApVIiIiIiL2SIHKYWhN1d8Ubgibnp5ucCUiIiIicllnMiDzjNFVlB2TCfSZ1FCFmaAwI1yKQtXfZGRkABAREWFwJSIiIiIiYg8yMjLw8/O75PUm65ViVyVjsVhITEzEx8dH+xeVo/T0dCIiIoiPj8fX19focqQU6DWtePSaVkx6XSsevaYVk15XY1itVjIyMggLC7vsVjwaqfobJycnwsPDjS6j0vL19dUbRQWj17Ti0WtaMel1rXj0mlZMel3L3+VGqAqpUYWIiIiIiEgJKFSJiIiIiIiUgEKV2AWz2czLL7+M2Ww2uhQpJXpNKx69phWTXteKR69pxaTX1b6pUYWIiIiIiEgJaKRKRERERESkBBSqRERERERESkChSkREREREpAQUqkREREREREpAoUoMM3HiRNq0aYOPjw/VqlWjX79+7Nmzx+iypBRNnDgRk8nEE088YXQpUkIJCQncc889BAYG4unpSYsWLYiNjTW6LLlO+fn5vPjii0RFReHh4UGtWrV49dVXsVgsRpcm12DFihX07duXsLAwTCYTP/zwQ7HrrVYr48ePJywsDA8PD7p27cqOHTuMKVauyuVe07y8PJ577jmaNm2Kl5cXYWFh3HvvvSQmJhpXsBRRqBLDLF++nFGjRrFmzRoWLVpEfn4+PXr0IDMz0+jSpBSsX7+eqVOn0qxZM6NLkRI6deoUHTt2xNXVlQULFrBz507eeust/P39jS5NrtPrr7/Oxx9/zAcffMCuXbt44403mDRpEu+//77Rpck1yMzMpHnz5nzwwQcXvf6NN97g7bff5oMPPmD9+vWEhITQvXt3MjIyyrlSuVqXe02zsrLYuHEjL730Ehs3bmTu3Lns3buX2267zYBK5e/UUl3sxvHjx6lWrRrLly/nhhtuMLocKYEzZ87QqlUrPvroI/7zn//QokULJk+ebHRZcp2ef/55Vq1axR9//GF0KVJKbr31VoKDg/nss8+Kjt111114enry9ddfG1iZXC+TycT3339Pv379ANsoVVhYGE888QTPPfccADk5OQQHB/P666/z8MMPG1itXI2/v6YXs379etq2bcvhw4eJjIwsv+LkAhqpEruRlpYGQEBAgMGVSEmNGjWKPn36cPPNNxtdipSCn376iejoaAYMGEC1atVo2bIl06ZNM7osKYFOnTqxePFi9u7dC8CWLVtYuXIlvXv3NrgyKS1xcXEkJyfTo0ePomNms5kuXbqwevVqAyuT0pSWlobJZNLMATvgYnQBImA7ozZ27Fg6depEkyZNjC5HSmDGjBls3LiR9evXG12KlJKDBw8yZcoUxo4dyz//+U/WrVvH448/jtls5t577zW6PLkOzz33HGlpaTRo0ABnZ2cKCgp47bXXuPvuu40uTUpJcnIyAMHBwcWOBwcHc/jwYSNKklKWnZ3N888/z5AhQ/D19TW6nEpPoUrswujRo9m6dSsrV640uhQpgfj4eMaMGcPChQtxd3c3uhwpJRaLhejoaCZMmABAy5Yt2bFjB1OmTFGoclAzZ87kv//9L9988w2NGzdm8+bNPPHEE4SFhXHfffcZXZ6UIpPJVOx7q9V6wTFxPHl5eQwePBiLxcJHH31kdDmCQpXYgccee4yffvqJFStWEB4ebnQ5UgKxsbGkpKTQunXromMFBQWsWLGCDz74gJycHJydnQ2sUK5HaGgojRo1KnasYcOGzJkzx6CKpKSeeeYZnn/+eQYPHgxA06ZNOXz4MBMnTlSoqiBCQkIA24hVaGho0fGUlJQLRq/EseTl5TFw4EDi4uJYsmSJRqnshNZUiWGsViujR49m7ty5LFmyhKioKKNLkhK66aab2LZtG5s3by76io6OZujQoWzevFmBykF17Njxgu0O9u7dS40aNQyqSEoqKysLJ6fiHwGcnZ3VUr0CiYqKIiQkhEWLFhUdy83NZfny5XTo0MHAyqQkCgPVvn37+P333wkMDDS6JDlHI1VimFGjRvHNN9/w448/4uPjUzT/28/PDw8PD4Ork+vh4+NzwZo4Ly8vAgMDtVbOgT355JN06NCBCRMmMHDgQNatW8fUqVOZOnWq0aXJderbty+vvfYakZGRNG7cmE2bNvH222/zwAMPGF2aXIMzZ86wf//+ou/j4uLYvHkzAQEBREZG8sQTTzBhwgTq1q1L3bp1mTBhAp6engwZMsTAquVyLveahoWF0b9/fzZu3MjPP/9MQUFB0WengIAA3NzcjCpbAKwiBgEu+jV9+nSjS5NS1KVLF+uYMWOMLkNKaN68edYmTZpYzWaztUGDBtapU6caXZKUQHp6unXMmDHWyMhIq7u7u7VWrVrWF154wZqTk2N0aXINli5detG/o/fdd5/VarVaLRaL9eWXX7aGhIRYzWaz9YYbbrBu27bN2KLlsi73msbFxV3ys9PSpUuNLr3S0z5VIiIiIiIiJaA1VSIiIiIiIiWgUCUiIiIiIlICClUiIiIiIiIloFAlIiIiIiJSAgpVIiIiIiIiJaBQJSIiIiIiUgIKVSIiIiIiIiWgUCUiIiIiIlICClUiIiKlyGQy8cMPPxhdhoiIlCOFKhERqRCGDx+OyWTikUceueC6kSNHYjKZGD58eKk93/jx42nRokWpPZ6IiDguhSoREakwIiIimDFjBmfPni06lp2dzbfffktkZKSBlYmISEWmUCUiIhVGq1atiIyMZO7cuUXH5s6dS0REBC1btiw6lpOTw+OPP061atVwd3enU6dOrF+/vuj6ZcuWYTKZWLx4MdHR0Xh6etKhQwf27NkDwBdffMErr7zCli1bMJlMmEwmvvjii6L7nzhxgjvuuANPT0/q1q3LTz/9VPY/vIiIGEahSkREKpT777+f6dOnF33/+eef88ADDxS7zbPPPsucOXP48ssv2bhxI3Xq1KFnz56kpqYWu90LL7zAW2+9xYYNG3BxcSl6nEGDBvHUU0/RuHFjkpKSSEpKYtCgQUX3e+WVVxg4cCBbt26ld+/eDB069ILHFhGRikOhSkREKpRhw4axcuVKDh06xOHDh1m1ahX33HNP0fWZmZlMmTKFSZMmccstt9CoUSOmTZuGh4cHn332WbHHeu211+jSpQuNGjXi+eefZ/Xq1WRnZ+Ph4YG3tzcuLi6EhIQQEhKCh4dH0f2GDx/O3XffTZ06dZgwYQKZmZmsW7eu3P4NRESkfLkYXYCIiEhpCgoKok+fPnz55ZdYrVb69OlDUFBQ0fUHDhwgLy+Pjh07Fh1zdXWlbdu27Nq1q9hjNWvWrOhyaGgoACkpKVdcn3X+/by8vPDx8SElJaVEP5eIiNgvhSoREalwHnjgAUaPHg3Ahx9+WOw6q9UK2Fqf//3434+5uroWXS68zmKxXPH5z79f4X2v5n4iIuKYNP1PREQqnF69epGbm0tubi49e/Ysdl2dOnVwc3Nj5cqVRcfy8vLYsGEDDRs2vOrncHNzo6CgoNRqFhERx6WRKhERqXCcnZ2LpvI5OzsXu87Ly4tHH32UZ555hoCAACIjI3njjTfIysriwQcfvOrnqFmzJnFxcWzevJnw8HB8fHwwm82l+nOIiIhjUKgSEZEKydfX95LX/d///R8Wi4Vhw4aRkZFBdHQ0v/32G1WqVLnqx7/rrruYO3cu3bp14/Tp00yfPr1UNxcWERHHYbIWTi4XERERERGRa6Y1VSIiIiIiIiWgUCUiIiIiIlICClUiIiIiIiIloFAlIiIiIiJSAgpVIiIiIiIiJaBQJSIiIiIiUgIKVSIiIiIiIiWgUCUi8v/t17EAAAAAwCB/60HsLYsAAAapAgAAGKQKAABgkCoAAIAhoyEAcBj07CEAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "period = 3\n",
    "for i in data.keys():\n",
    "    global sarima, sales_value\n",
    "\n",
    "    if s[s.category == i]['stationary_check'].values[0] == 'Stationary':\n",
    "        sales_value = data[i]['sales']\n",
    "        sarima = SARIMAX(data[i]['sales'], order=(2,0,2), seasonal_order=(0,1,1,12)) \n",
    "    else:\n",
    "        sales_value = data[i]['diff']\n",
    "        sarima = SARIMAX(data[i]['diff'], order=(2,0,2), seasonal_order=(0,1,1,12))\n",
    "    \n",
    "    result = sarima.fit(disp=False)\n",
    "    forecast = result.get_forecast(steps=period)\n",
    "    forecast_mean = forecast.predicted_mean\n",
    "    forecast_ci = forecast.conf_int()\n",
    "\n",
    "    # observed = sales_value[-period:] \n",
    "    # mae = mean_absolute_error(observed, forecast_mean) \n",
    "    # mse = mean_squared_error(observed, forecast_mean) \n",
    "    # print(f'MAE: {mae}') \n",
    "    # print(f'MSE: {mse}')\n",
    "    \n",
    "    plt.figure(figsize=(10, 4)) \n",
    "    plt.plot(sales_value, label='Observed') \n",
    "    plt.plot(forecast_mean, label='Forecast', color='red') \n",
    "    plt.fill_between(forecast_ci.index, forecast_ci.iloc[:, 0], forecast_ci.iloc[:, 1], color='pink') \n",
    "    plt.title(i) \n",
    "    plt.xlabel(\"Month\") \n",
    "    plt.ylabel(\"Sales\") \n",
    "    plt.legend() \n",
    "    plt.ylim(sales_value.min()-10 if sales_value.min() < forecast_mean.min() else forecast_mean.min()-10, \n",
    "             forecast_mean.max()+10 if forecast_mean.max() > sales_value.max() else sales_value.max()+10)\n",
    "    plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "base",
   "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": "3.11.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}