Microsoft Stock Forecasting.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "ba5e3d8d-f1c6-4aa2-a43e-b5c630f09682",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "# Allows for creation of U.S. Holiday feature\n",
    "# %pip install holidays\n",
    "# %pip install pandas\n",
    "# %pip install numpy\n",
    "# %pip install seaborn\n",
    "# %pip install matplotlib\n",
    "# %pip install xgboost\n",
    "# %pip install scikit-learn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "0df34b09-827c-40d9-94cd-a84a88b2485b",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import holidays\n",
    "\n",
    "import xgboost as xgb\n",
    "from sklearn.metrics import mean_squared_error\n",
    "color_pal = sns.color_palette()\n",
    "plt.style.use('fivethirtyeight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "d35027aa-d69a-462c-987e-e192df556253",
   "metadata": {},
   "outputs": [],
   "source": [
    "us_holidays = holidays.US(years=[*range(2015, 2021)])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "05e35684-8b84-4576-8bd9-c52cc0b05291",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "df = pd.read_csv('Microsoft_Stock_Clean.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "9a24ed3d-3143-40fc-84df-53d4772b7b75",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "df2 = pd.read_csv('Microsoft_Stock_Test_Clean.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "e9d1811b-4257-4ea0-a250-f48161d113be",
   "metadata": {
    "tags": []
   },
   "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>Date</th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Volume</th>\n",
       "      <th>Average</th>\n",
       "      <th>Net</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2015-04-01</td>\n",
       "      <td>40.60</td>\n",
       "      <td>40.76</td>\n",
       "      <td>40.31</td>\n",
       "      <td>40.72</td>\n",
       "      <td>36865322</td>\n",
       "      <td>40.53</td>\n",
       "      <td>0.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2015-04-02</td>\n",
       "      <td>40.66</td>\n",
       "      <td>40.74</td>\n",
       "      <td>40.12</td>\n",
       "      <td>40.29</td>\n",
       "      <td>37487476</td>\n",
       "      <td>40.43</td>\n",
       "      <td>-0.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2015-04-03</td>\n",
       "      <td>40.66</td>\n",
       "      <td>40.74</td>\n",
       "      <td>40.12</td>\n",
       "      <td>40.29</td>\n",
       "      <td>37487476</td>\n",
       "      <td>40.43</td>\n",
       "      <td>-0.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2015-04-04</td>\n",
       "      <td>40.66</td>\n",
       "      <td>40.74</td>\n",
       "      <td>40.12</td>\n",
       "      <td>40.29</td>\n",
       "      <td>37487476</td>\n",
       "      <td>40.43</td>\n",
       "      <td>-0.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2015-04-05</td>\n",
       "      <td>40.66</td>\n",
       "      <td>40.74</td>\n",
       "      <td>40.12</td>\n",
       "      <td>40.29</td>\n",
       "      <td>37487476</td>\n",
       "      <td>40.43</td>\n",
       "      <td>-0.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2187</th>\n",
       "      <td>2021-03-27</td>\n",
       "      <td>231.55</td>\n",
       "      <td>236.71</td>\n",
       "      <td>231.55</td>\n",
       "      <td>236.48</td>\n",
       "      <td>25479853</td>\n",
       "      <td>234.13</td>\n",
       "      <td>4.93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2188</th>\n",
       "      <td>2021-03-28</td>\n",
       "      <td>231.55</td>\n",
       "      <td>236.71</td>\n",
       "      <td>231.55</td>\n",
       "      <td>236.48</td>\n",
       "      <td>25479853</td>\n",
       "      <td>234.13</td>\n",
       "      <td>4.93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2189</th>\n",
       "      <td>2021-03-29</td>\n",
       "      <td>236.59</td>\n",
       "      <td>236.80</td>\n",
       "      <td>231.88</td>\n",
       "      <td>235.24</td>\n",
       "      <td>25227455</td>\n",
       "      <td>234.34</td>\n",
       "      <td>-1.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2190</th>\n",
       "      <td>2021-03-30</td>\n",
       "      <td>233.53</td>\n",
       "      <td>233.85</td>\n",
       "      <td>231.10</td>\n",
       "      <td>231.85</td>\n",
       "      <td>24792012</td>\n",
       "      <td>232.48</td>\n",
       "      <td>-1.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2191</th>\n",
       "      <td>2021-03-31</td>\n",
       "      <td>232.91</td>\n",
       "      <td>239.10</td>\n",
       "      <td>232.39</td>\n",
       "      <td>235.77</td>\n",
       "      <td>43623471</td>\n",
       "      <td>235.74</td>\n",
       "      <td>2.86</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2192 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            Date    Open    High     Low   Close    Volume  Average   Net\n",
       "0     2015-04-01   40.60   40.76   40.31   40.72  36865322    40.53  0.12\n",
       "1     2015-04-02   40.66   40.74   40.12   40.29  37487476    40.43 -0.37\n",
       "2     2015-04-03   40.66   40.74   40.12   40.29  37487476    40.43 -0.37\n",
       "3     2015-04-04   40.66   40.74   40.12   40.29  37487476    40.43 -0.37\n",
       "4     2015-04-05   40.66   40.74   40.12   40.29  37487476    40.43 -0.37\n",
       "...          ...     ...     ...     ...     ...       ...      ...   ...\n",
       "2187  2021-03-27  231.55  236.71  231.55  236.48  25479853   234.13  4.93\n",
       "2188  2021-03-28  231.55  236.71  231.55  236.48  25479853   234.13  4.93\n",
       "2189  2021-03-29  236.59  236.80  231.88  235.24  25227455   234.34 -1.35\n",
       "2190  2021-03-30  233.53  233.85  231.10  231.85  24792012   232.48 -1.68\n",
       "2191  2021-03-31  232.91  239.10  232.39  235.77  43623471   235.74  2.86\n",
       "\n",
       "[2192 rows x 8 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "b7d81f54-c57b-4938-b961-c7a5a261221e",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "df = df.set_index('Date')\n",
    "df.index = pd.to_datetime(df.index)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "15c42417-a770-44e0-879f-725b4d33be67",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df['Average'].plot(style='.', figsize=(12, 5), color=color_pal[0], title='Microsoft Stock Price (April 2015 - March 2021)')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f5dbb5b4-1733-4bf6-8b18-3505140adf91",
   "metadata": {},
   "source": [
    "# Outlier Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "1ac8480e-71e0-434c-b47e-10a878d37804",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot: ylabel='Frequency'>"
      ]
     },
     "execution_count": 9,
     "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": [
    "df['Average'].plot(kind='hist', bins=100)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "27921c22-f4fb-4f1c-b2a1-5421dd95d0ee",
   "metadata": {},
   "source": [
    "# Time Series Cross Validation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "cfe9d7cb-2423-498f-aaef-f9b7ddfd5118",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "from sklearn.model_selection import TimeSeriesSplit\n",
    "\n",
    "tss = TimeSeriesSplit(n_splits=5, test_size=180, gap=1)\n",
    "df = df.sort_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "e337b63e-73bc-4171-bff8-318f3d0567cf",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x800 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(5, 1, figsize=(8, 8), sharex=True)\n",
    "\n",
    "fold = 0\n",
    "for train_idx, val_idx in tss.split(df):\n",
    "    train = df.iloc[train_idx]\n",
    "    test = df.iloc[val_idx]\n",
    "    train['Average'].plot(ax=axs[fold],\n",
    "                          label='Training Set',\n",
    "                          title=f'Data Train/Test Split Fold {fold}')\n",
    "    test['Average'].plot(ax=axs[fold],\n",
    "                         label='Test Set')\n",
    "    axs[fold].axvline(test.index.min(), color='black', ls='--')\n",
    "    fold += 1\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "77204e82-6156-4777-8992-a9d2d41a20d3",
   "metadata": {},
   "source": [
    "# Feature Creation (Date Features and Lags)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "c733e9f5-8eb3-4927-932e-f36951222ebf",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "def create_features(df):\n",
    "    \"\"\"\n",
    "    Create time series features based on time series index.\n",
    "    \"\"\"\n",
    "    df = df.copy()\n",
    "    df['dayofweek'] = df.index.dayofweek\n",
    "    df['quarter'] = df.index.quarter\n",
    "    df['month'] = df.index.month\n",
    "    df['year'] = df.index.year\n",
    "    df['dayofyear'] = df.index.dayofyear\n",
    "    df['dayofmonth'] = df.index.day\n",
    "    df['weekofyear'] = df.index.isocalendar().week\n",
    "    \n",
    "    df['isWeekend'] = (df['dayofweek'] > 4).astype(int)\n",
    "    df.loc[:, 'US_holiday'] = df.index.map(lambda dt: dt in us_holidays).astype(int)\n",
    "    \n",
    "    return df\n",
    "\n",
    "df = create_features(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "08cb6f7e-112d-4934-a698-481162768bae",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "def add_lags(df):\n",
    "    target_map = df['Average'].to_dict()\n",
    "    df['lag6'] = (df.index - pd.Timedelta('180 days')).map(target_map)\n",
    "    df['lag12'] = (df.index - pd.Timedelta('364 days')).map(target_map)\n",
    "    df['lag18'] = (df.index - pd.Timedelta('424 days')).map(target_map)\n",
    "    return df\n",
    "\n",
    "df = add_lags(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "8f023a53-efe2-47b9-a731-e7d8b9e59463",
   "metadata": {
    "tags": []
   },
   "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>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Volume</th>\n",
       "      <th>Average</th>\n",
       "      <th>Net</th>\n",
       "      <th>dayofweek</th>\n",
       "      <th>quarter</th>\n",
       "      <th>month</th>\n",
       "      <th>year</th>\n",
       "      <th>dayofyear</th>\n",
       "      <th>dayofmonth</th>\n",
       "      <th>weekofyear</th>\n",
       "      <th>isWeekend</th>\n",
       "      <th>US_holiday</th>\n",
       "      <th>lag6</th>\n",
       "      <th>lag12</th>\n",
       "      <th>lag18</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2015-04-01</th>\n",
       "      <td>40.60</td>\n",
       "      <td>40.76</td>\n",
       "      <td>40.31</td>\n",
       "      <td>40.72</td>\n",
       "      <td>36865322</td>\n",
       "      <td>40.53</td>\n",
       "      <td>0.12</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>2015</td>\n",
       "      <td>91</td>\n",
       "      <td>1</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-04-02</th>\n",
       "      <td>40.66</td>\n",
       "      <td>40.74</td>\n",
       "      <td>40.12</td>\n",
       "      <td>40.29</td>\n",
       "      <td>37487476</td>\n",
       "      <td>40.43</td>\n",
       "      <td>-0.37</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>2015</td>\n",
       "      <td>92</td>\n",
       "      <td>2</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-04-03</th>\n",
       "      <td>40.66</td>\n",
       "      <td>40.74</td>\n",
       "      <td>40.12</td>\n",
       "      <td>40.29</td>\n",
       "      <td>37487476</td>\n",
       "      <td>40.43</td>\n",
       "      <td>-0.37</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>2015</td>\n",
       "      <td>93</td>\n",
       "      <td>3</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-04-04</th>\n",
       "      <td>40.66</td>\n",
       "      <td>40.74</td>\n",
       "      <td>40.12</td>\n",
       "      <td>40.29</td>\n",
       "      <td>37487476</td>\n",
       "      <td>40.43</td>\n",
       "      <td>-0.37</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>2015</td>\n",
       "      <td>94</td>\n",
       "      <td>4</td>\n",
       "      <td>14</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-04-05</th>\n",
       "      <td>40.66</td>\n",
       "      <td>40.74</td>\n",
       "      <td>40.12</td>\n",
       "      <td>40.29</td>\n",
       "      <td>37487476</td>\n",
       "      <td>40.43</td>\n",
       "      <td>-0.37</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>2015</td>\n",
       "      <td>95</td>\n",
       "      <td>5</td>\n",
       "      <td>14</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-03-27</th>\n",
       "      <td>231.55</td>\n",
       "      <td>236.71</td>\n",
       "      <td>231.55</td>\n",
       "      <td>236.48</td>\n",
       "      <td>25479853</td>\n",
       "      <td>234.13</td>\n",
       "      <td>4.93</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>2021</td>\n",
       "      <td>86</td>\n",
       "      <td>27</td>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>210.32</td>\n",
       "      <td>152.04</td>\n",
       "      <td>164.42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-03-28</th>\n",
       "      <td>231.55</td>\n",
       "      <td>236.71</td>\n",
       "      <td>231.55</td>\n",
       "      <td>236.48</td>\n",
       "      <td>25479853</td>\n",
       "      <td>234.13</td>\n",
       "      <td>4.93</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>2021</td>\n",
       "      <td>87</td>\n",
       "      <td>28</td>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>208.44</td>\n",
       "      <td>152.04</td>\n",
       "      <td>167.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-03-29</th>\n",
       "      <td>236.59</td>\n",
       "      <td>236.80</td>\n",
       "      <td>231.88</td>\n",
       "      <td>235.24</td>\n",
       "      <td>25227455</td>\n",
       "      <td>234.34</td>\n",
       "      <td>-1.35</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>2021</td>\n",
       "      <td>88</td>\n",
       "      <td>29</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>209.26</td>\n",
       "      <td>155.30</td>\n",
       "      <td>172.42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-03-30</th>\n",
       "      <td>233.53</td>\n",
       "      <td>233.85</td>\n",
       "      <td>231.10</td>\n",
       "      <td>231.85</td>\n",
       "      <td>24792012</td>\n",
       "      <td>232.48</td>\n",
       "      <td>-1.68</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>2021</td>\n",
       "      <td>89</td>\n",
       "      <td>30</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>212.66</td>\n",
       "      <td>160.67</td>\n",
       "      <td>170.99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-03-31</th>\n",
       "      <td>232.91</td>\n",
       "      <td>239.10</td>\n",
       "      <td>232.39</td>\n",
       "      <td>235.77</td>\n",
       "      <td>43623471</td>\n",
       "      <td>235.74</td>\n",
       "      <td>2.86</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>2021</td>\n",
       "      <td>90</td>\n",
       "      <td>31</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>208.26</td>\n",
       "      <td>154.28</td>\n",
       "      <td>170.99</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2192 rows × 19 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              Open    High     Low   Close    Volume  Average   Net  \\\n",
       "Date                                                                  \n",
       "2015-04-01   40.60   40.76   40.31   40.72  36865322    40.53  0.12   \n",
       "2015-04-02   40.66   40.74   40.12   40.29  37487476    40.43 -0.37   \n",
       "2015-04-03   40.66   40.74   40.12   40.29  37487476    40.43 -0.37   \n",
       "2015-04-04   40.66   40.74   40.12   40.29  37487476    40.43 -0.37   \n",
       "2015-04-05   40.66   40.74   40.12   40.29  37487476    40.43 -0.37   \n",
       "...            ...     ...     ...     ...       ...      ...   ...   \n",
       "2021-03-27  231.55  236.71  231.55  236.48  25479853   234.13  4.93   \n",
       "2021-03-28  231.55  236.71  231.55  236.48  25479853   234.13  4.93   \n",
       "2021-03-29  236.59  236.80  231.88  235.24  25227455   234.34 -1.35   \n",
       "2021-03-30  233.53  233.85  231.10  231.85  24792012   232.48 -1.68   \n",
       "2021-03-31  232.91  239.10  232.39  235.77  43623471   235.74  2.86   \n",
       "\n",
       "            dayofweek  quarter  month  year  dayofyear  dayofmonth  \\\n",
       "Date                                                                 \n",
       "2015-04-01          2        2      4  2015         91           1   \n",
       "2015-04-02          3        2      4  2015         92           2   \n",
       "2015-04-03          4        2      4  2015         93           3   \n",
       "2015-04-04          5        2      4  2015         94           4   \n",
       "2015-04-05          6        2      4  2015         95           5   \n",
       "...               ...      ...    ...   ...        ...         ...   \n",
       "2021-03-27          5        1      3  2021         86          27   \n",
       "2021-03-28          6        1      3  2021         87          28   \n",
       "2021-03-29          0        1      3  2021         88          29   \n",
       "2021-03-30          1        1      3  2021         89          30   \n",
       "2021-03-31          2        1      3  2021         90          31   \n",
       "\n",
       "            weekofyear  isWeekend  US_holiday    lag6   lag12   lag18  \n",
       "Date                                                                   \n",
       "2015-04-01          14          0           0     NaN     NaN     NaN  \n",
       "2015-04-02          14          0           0     NaN     NaN     NaN  \n",
       "2015-04-03          14          0           0     NaN     NaN     NaN  \n",
       "2015-04-04          14          1           0     NaN     NaN     NaN  \n",
       "2015-04-05          14          1           0     NaN     NaN     NaN  \n",
       "...                ...        ...         ...     ...     ...     ...  \n",
       "2021-03-27          12          1           0  210.32  152.04  164.42  \n",
       "2021-03-28          12          1           0  208.44  152.04  167.22  \n",
       "2021-03-29          13          0           0  209.26  155.30  172.42  \n",
       "2021-03-30          13          0           0  212.66  160.67  170.99  \n",
       "2021-03-31          13          0           0  208.26  154.28  170.99  \n",
       "\n",
       "[2192 rows x 19 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "45c1e6b0-3433-4812-b3c6-3656590b82a2",
   "metadata": {},
   "source": [
    "# Visualize the Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "c58b8634-2681-43c4-87cd-cc72fa240e99",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\bencg\\AppData\\Local\\Temp\\ipykernel_11536\\585066476.py:2: FutureWarning: \n",
      "\n",
      "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
      "\n",
      "  sns.boxplot(data=df, x='quarter', y='Average', palette='Reds')\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(6, 4))\n",
    "sns.boxplot(data=df, x='quarter', y='Average', palette='Reds')\n",
    "ax.set_title('Average Stock Price by Quarter')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "463437a7-f497-4788-8df1-54d73f1a40ab",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\bencg\\AppData\\Local\\Temp\\ipykernel_11536\\2907801111.py:2: FutureWarning: \n",
      "\n",
      "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
      "\n",
      "  sns.boxplot(data=df, x='month', y='Average', palette='Blues')\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmQAAAGqCAYAAAClG1jlAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjYuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy89olMNAAAACXBIWXMAAA9hAAAPYQGoP6dpAABm20lEQVR4nO3dd1QU198G8IciRaqCUgVBBRsWTGzYa+xii53E3pKoiSaxRE2MWKOJLbFLRMXesEusWGONaFRUBBT8gQKCNGHfP3h3wsouLFuYXXw+53iUmbsz3x2X3Wfv3LljkJSUJAERERERicZQ7AKIiIiIPnQMZEREREQiYyAjIiIiEhkDGREREZHIGMiIiIiIRMZARkRERCQyBjIiIiIikTGQEREREYmMgYyIiIhIZAxkRPRBioqKgq2tLWxtbREcHCx2ORpRGp5TaXgOHzr+H6qGgYyKJSIiQvhFs7W1xf79+8UuiTQsPDwcX3zxBZo0aQI3NzfY2dnB1dUVvr6+6Nu3L37++WecPXsW2dnZYpeqF3x8fGR+Z6R/7Ozs4OHhgXbt2mH27Nl4+vSp2KWSCsaOHSvz/zpixAilHnfp0qUCr4mMjAwtV0u6jIGMimXbtm0yP2/fvl2kSkjT3r59i4CAAHTu3Bl//vkn7t27h5SUFOTk5CA1NRWPHz/GiRMnsGjRInTv3h1//vlngW2cO3dO+HA5d+6cCM9Cf+Tk5OD169e4du0ali1bhkaNGmHjxo1il0VqCg0NxZs3b4ps9/57qT6QfrkYO3as2KWUSsZiF0D6IycnBzt37gQAWFpaIjU1FSdPnkRCQgLs7e1Fro7UFRAQgBMnTgAAKleujICAAPj6+qJcuXJ4+/Ytnj17hqtXr+LIkSOIiYkRuVr94+TkhN27dws/v3v3DrGxsdizZw927tyJzMxMTJ48GS4uLujQoYNK+3B3d0dSUpKGKqbiMjMzQ3p6Ovbv34/BgwcrbJeRkYF9+/YBAMzNzZGenl5CFZIuYw8ZKS0sLAxxcXEAgMDAQBgYGCA7O1sIaaS/jh8/LoSx1q1b49KlS5g0aRJatmyJOnXqoHHjxujXrx8WLVqEO3fuYM+ePahZs6bIVesXY2Nj1KxZU/hTp04ddOrUCWvXrsXcuXMBABKJBPPmzRO5UlJV586dAQAhISGFtjty5AiSk5NhZmaGNm3alERppAcYyEhp0i52Z2dnDBo0CE2bNpVZTvorNDRU+Pe8efNgZmamsK2BgQHatGmDxo0bl0RpH4Rx48bB1dUVAHDz5k3873//E7kiUsWnn34KADh//nyhvcjS98xPPvkE1tbWJVIb6T4GMlJKcnIyDh8+DADo06cPDA0NhTef27dv4+7duwUes2DBAmE8kbz17/vqq69ga2uLChUq4NWrV3Lb3L17F9988w0aNWqESpUqwcnJCfXr18eECRNw+/Zthdt+f2yTRCJBcHAwunfvDi8vL5QvXx4DBw4U2ufm5uLMmTOYMWMGOnbsCE9PT9jb28PNzQ3NmjXDjBkzEB0dXeRzAvIuhBg9ejRq1qwJBwcH1K5dG6NGjcLNmzcB/Dco2MfHp9DtJCQkIDAwEG3btoWHhwcqVKiA6tWrY+DAgTh06JBStSiS/8PDw8Oj2I+XXlXVrVs3YVm3bt0KDFqWd8VVdnY2Nm3ahB49eqBatWqoUKECqlatiu7du2PDhg1KXzxw/fp1TJo0CY0aNYKbmxsqVKgAb29v+Pv747fffkN8fHyxn1d2djZGjhwp1D9jxgxIJJJib6cohoaG8PX1FX7O///RpUsX2NraokuXLgCAx48fY+rUqfjoo4/g4uICW1tb4bVfnKvb1Dle2nwtyrN//374+/ujWrVqcHBwgK+vL77//nu8fPlSbvsWLVrA1tYWH3/8cZHbzszMhIeHB2xtbdG/f3+16mzevDlcXV0hkUiwY8cOuW1evnyJsLAwACjW/l6/fo3AwEC0atUK7u7ucHBwQK1atRAQEIDjx48X+tj3X0MvXrzAjBkz0KBBAzg6OsLd3R3dunUTTqMqerz0PW/btm0Ffrel21bkzJkzGDhwIKpXr46KFSuiVq1aGDduHB4/fqz0MSjtOIaMlLJ3717hCqB+/foBAHr06IGpU6ciIyMD27ZtE067SH366acIDAwEAOzcuRO1atVSuP2srCzhis22bduifPnyMuslEgnmzJmD3377Dbm5uTLrnjx5gidPniA4OBjff/89pk6dWuhzyczMRO/evYU3RXkWLFiABQsWFFiekpKCf/75B//88w82bNiAP/74QyaEvC8kJAQTJkyQCRUxMTHYsWMH9u7di19//bXQWqX27t2LL7/8ssBg4bi4OBw+fBiHDx9Gp06dsG7dOlhYWCi1zfxMTEyEf//777+oW7dusbehipiYGPTr1w8REREyyxMSEnD27FmcPXsWa9aswc6dO1GpUiW528jMzMSkSZOwdevWAuvi4+MRHx+Pv/76C/fu3cPq1auVrk16kYP0VO6sWbMwadKkYjy74ilTpozw75ycHLltjhw5gpEjRyI1NVXl/ah7vLT9Wnzfl19+iaCgIJlljx8/xurVq7F9+3bs2rULDRo0kFkfEBCAr7/+Gg8fPsSlS5cK7c0NDQ3F69evAQBDhgxRq1ZDQ0P07dsXS5cuRUhICCZPnlygzc6dO/Hu3TtUqFAB7dq1U+pK9bNnz2Lo0KEFxgfGxsYiNjYW+/fvR/fu3bFmzZpCe7cB4PLlyxg0aBASEhKEZRkZGTh37hzOnTuHCRMmFHgvV9ePP/6IX375pUDtW7duxcGDB7F79240bNhQo/vURwxkpBRpF3utWrVQu3ZtAICNjQ0++eQT7Nu3Dzt37sScOXNgZGQkPKZy5cpo2LAhrly5gl27dmHWrFkwMDCQu/1jx44JbzbSnrf8vv32W6xZswYA8NFHH2HIkCHw8PCAtbU17t+/j3Xr1uHatWuYN28eypUrh5EjRyp8LrNmzcLdu3fRsWNHDBw4EO7u7nj16pXMt+2cnBw4Ojqia9eu+Pjjj1G5cmWYmpoiNjYWV65cwfr165GamoqRI0fizJkz8Pb2LrCfy5cvY9y4ccjJyYGZmRnGjh2Ldu3awczMDDdu3MDSpUsxceJEVK9evdBjv3//fgwbNgwSiQSurq4YNWqU8C3zxYsX2LVrF3bv3o0jR45g/Pjx2LRpU6Hbk6du3bo4cuQIAOCbb77B1q1bUaFCBaUf7+zsjPDwcFy/fh0TJkwAAKxYsUKm10faTiotLQ09evRAZGQkAKB9+/YICAiAq6srYmNjERQUhGPHjuH+/fvo1q0bzp07BysrK5ntSSQSDB06FMeOHQMAuLm5YeTIkfD19YWlpSUSEhLw999/F3t6lqSkJPTr1w9XrlyBkZERli5diqFDhxZrG8WVvxfZ0dGxwPqYmBiMHDkSJiYm+OGHH9CkSROYmJjg9u3bKFeunFL7UPd4lcRrMb/169fj+vXrqFu3LsaPHw8vLy+8evUKu3fvxtatW/H69Wv07t0bFy9ehJOTk/C4Pn36YObMmXj79i22bNlSaCDbsmULAKBixYro2LGjWvUCeb1eS5cuxb///osbN26gfv36Muul76W9e/eGsXHRH8H//PMP+vbti8zMTBgZGeHzzz9Ht27dYG1tjYiICKxcuRIRERE4cOAADA0NCz3m8fHxwpmAmTNnomnTpjA3N8f169excOFCxMXFYcWKFWjfvj1atmwpPG7lypV4+/YtevfujRcvXqBz586YMWOGzLbLli0rd59BQUG4fPkyGjdujGHDhqFatWpIS0vD/v37sW7dOrx58wajRo3C1atXZb6UfIgYyKhIkZGRuHz5MoCCXeyffvop9u3bh/j4eISFhaF9+/Yy66UfajExMQgPD4efn5/cfUgvDLC2tkanTp1k1p0+fVoIYwsWLMDo0aNl1terVw99+/bF6NGjsWvXLvz444/o27cvbG1t5e7r7t27mDRpEmbNmqXwOQ8ZMgTffvttgTeIevXqoUuXLhg1ahTat2+P58+fY8mSJUJ9+X3zzTfIyclBmTJlsGfPHmHMHQA0aNAAPXr0QPv27Qs91frq1St88cUXkEgk6NOnD1atWiXTm1WvXj106tQJTZs2xddff419+/bhzJkzMm+myhgyZAiWL1+OtLQ0XL16FT4+Pmjfvj38/PzQoEED+Pj4FPrNu0yZMqhZsyYSExOFZe7u7oUO/F+4cKEQxsaNGyczmF16nH/44Qf89ttvePr0KQIDAwsMeF+/fr0QLjp06IDNmzfD3Nxcpk3btm0xdepUpa8MffHiBXr37o2IiAiYmppi7dq16N69u1KPVdWhQ4dw//59AHmnjKXjyfKLioqCg4MDjh8/Dnd3d2H5+71DhVHneJXUazG/69evo02bNggJCZH5XWzTpg0+/vhjTJw4EUlJSfjhhx+wdu1aYb2NjQ169uyJrVu3Yt++fViwYIHc3rqYmBicPn0aQN57mzIBqSje3t6oX78+bty4gW3btskEsrt37+Kff/4R9qeMiRMnIjMzEwYGBti8eTO6du0qrKtfvz569+4Nf39/XLx4Efv27cPhw4eFiwve9+jRI7i6uuLo0aMyr7F69eqhRYsW8PPzQ2ZmJtasWSPz/1a5cmUAEI6PjY2N0hf1SHvkli9fDkPD/0ZJNWvWDPb29ggMDMTTp09x/PjxIk97lnYcQ0ZFkn6jMzQ0RJ8+fWTWtWvXDnZ2djLt8uvVq5fwRqroaszk5GThQ6Jr164FPviXLl0KIO8D5P0wJmVkZITFixfD1NQUb968KbRHxNPTE9OnT1e4HsgLE4V9W3NxccEXX3wBADh69GiBcUXXrl3DnTt3AACfffaZTBiTqlChQpFX1K1fvx4pKSmwt7fHb7/9JvMBmN/w4cOF3ijpN/7icHFxwaZNm4QBxhkZGTh48CC+++47tG/fHpUqVUL79u2xZMkS4UpbdWRlZWHz5s0A8gLInDlz5Lb74YcfUK1aNQB5zyv/9AC5ublYtmwZgLzejbVr1xYIF/nJCznve/z4MTp27IiIiAhYWVlhx44dWgtjOTk5iIqKwi+//CIzmehXX32l8DGzZs2SCWPFoe7xKqnXYn4mJiZYsWKF3N/Fzz77DM2bNwcA7Nu3r8CFENIezdTUVOzdu1fu9rdu3SoMgShsmorikoatPXv24N27d8Jy6XtkjRo1UK9evSK3c/36dVy7dg1A3pff/GFMyszMDKtXrxbCkrwvh/ktWLBA7u9C1apVhUAUHh5eZG3KcnBwwJIlS2TCmNTYsWOF/9sLFy5obJ/6ioGMCiWRSIRLuFu0aCFzWgDI6xnp1asXAODw4cNITk6WWV++fHm0bdsWQN6bZlZWVoF97N+/H5mZmQAKnq5MSUnB+fPnAeSNWSuMra0tatSoAQC4cuWKwna9evUq9jfhlJQUPH36FPfu3UNERAQiIiKELvqUlBRERUXJtJd+6wYK/ybcsWPHAuPl8pNeSNG+fXuFpwSkpKGvsOdemPbt2+PKlSsYP348KlasKLMuOzsbV69exU8//QRfX1+sWLFCpX1I3bhxQzhFPWDAAIXh19jYGIMGDQKQd5ylH05A3qkcaS/O4MGDYWNjo1ZNt2/fxieffIJnz57Bzs4OBw4cUKt3533R0dEFZuqvW7cufvzxR2F85vDhw/HZZ5/JfbyJiQn8/f1V3r+6x6skX4tSrVu3ljnN/T5piMrOzhbeJ6QaN24sDCWQFwwlEokwjq5x48bw8vJSq9b8evfujTJlyiAhIQEnT54EkBfAd+3aBUD+sAx5/vrrL+HfhZ0yr1y5Mlq1agUAuHjxovB++j55ZyDyk/bmvX79WmPz2XXv3l1h77q1tTWqVq0KALxTBRjIqAjnzp0TrqxR9CYiXZ6RkSH3m6h0fVJSktyrgaRXIzk7OwvfeKVu374tDHAeP3683FvQ5P8jvXJR0dVXAIq8mlHq2bNnmDJlCnx8fODm5oZ69eqhSZMmaNq0KZo2bSrTk5H/VB0A3Lt3D0Bez11h+ytsfU5OjtDLJu+qpvf/SENSYc+9KI6Ojvj5559x//59nDt3DkuXLsVnn30mBF0gb7D7jBkz5F70oCzp8QFQ5JVwH330kfDv/IP/b926Jfy7SZMmKtcC5N3GpmvXrnj58qVwSuf9sT/aYmlpifbt22Pnzp1YsmSJwnZVqlQptEerKOocLzFei0DRp2Pzr5d3Jbc0xFy6dAmPHj2SWXfu3DkhBGiydwwA7O3thS+i0ruZSOdxNDQ0FC6MKor09+T9q3Dlkf6eZGZmFniuUlWrVpXbUyWVf5iHOheO5CdvfK28fWpqf/qMgYwKJe1iL1u2rMKrCT/66CNUqVJFpn1+nTp1Ek6FvX/aMjY2Vuge7927d4E3i/xXAhXH27dvFa5TNLYsvxMnTqBx48ZYu3atUtNbvD/TtvTbpZWVlcJTO1KK7nLw+vVrmdMdytLErN+Ghobw8fHB559/jmXLluHixYu4cuWKzNiUxYsXF+gZVJb0qjZA8fOXcnBwkPu4/CE4fxtV/Pnnn0hJSQGQd2pOeppUk5ycnBAeHi78uXLlCu7du4dnz55h586dBcZfvk+Z121h1DleYr0Wi7qwJP96eVPlDBgwAKampgAK9pJJf7a0tFSr51GRAQMGAMgb0pCcnCwEsxYtWhTa65ef9PVuZWVV5NWTin5P8isq0Od//1V0pW9xKbtPTe1Pn3FQPymUlpaGgwcPAsgLOMqMwbl8+TIiIyOFgAbkjXHo1q0bgoODcezYMaSkpAgBbdeuXcIYjr59+xbYXv5f0gULFhToQVOksFMqhX1DBPI+uEaMGIG3b9/C0tISEyZMEOZbsra2FgLWmTNnhNOo2pibKv9z//TTTwsdW1QSvLy8sGXLFnTu3BmXLl1CdnY2QkNDMW7cOLW2q+jK25LUuXNnHD9+HO/evcOYMWNw6NAhuLi4aHQf0pn6VVXU61abxHotqvvaKF++PLp06YI9e/Zg+/btmDlzJoyMjJCSkiK8t/n7+2tkeo73ffLJJ7C1tUVSUhKCgoKEU76qzHWmC78jpH0MZKTQgQMHVOpG3rZtW4FLovv164fg4GBkZGTgwIEDwikC6enKGjVqoE6dOgW2Jb1gAMj7plUSt+vZv3+/MBZuy5YtwtiM9xU2xkLam/HmzRtkZWUV2kumqBewfPnyMDAwgEQigUQi0YlbFRkaGmLQoEG4dOkSAKg8qWP+aRqKmpU+/wSl+R+Xf+ydKpO+5telSxf069cPI0aMwJMnT9C1a1ethDIxqXO8xHotFnXKM/9rR9FYzICAAOzZswdxcXE4fvw4OnXqhN27dwu9d+rOPaaIqakp/P39sXHjRvz888/IyMiApaVlofMWvk/6ek9JSUFGRkahvWSKfk9If/CUJSkkPf1oZ2eH9evXF/lHGqh27NhRoMeoefPmwoebNIRFREQI4z4UjamoXbu28O3w4sWLmn+SckjHbZQrV05hGAPyBqYrIp1bLP/YG3kKW1+mTBlh7NalS5e00gunivwXdrz/zV3Zb/L5x6TlH6gvz99//y38O38QyH+VmiauCuvZsyfWrl0LIyMjPHnyBN26dcPz58/V3q6uUOd4ifVazP9/L8/169eFfysKiS1atBCmbZCeppT+7e3trdUJSaW9YdKLNrp27Vqs3jjpMc/NzS30/Qb471iZmpoKA+U1jT112sVARnJFR0fj3LlzAPLeRHr37l3kH+mYiWfPnhW44snQ0BC9e/cGkHeftxcvXgjBzMDAoMB0GlL29vZo1KgRgLyeq5L4gJSensnMzCxwVwCpt2/fFnoD4fxX50nHjshz7NgxhbeJAv67WfGzZ8+0cksaqeJ8wOb/YHh/Cob83+DlXVErVb9+faEXMSQkROH4pHfv3gm3ALK2tpYZ4F+7dm3hNHpwcHCBK3xV4e/vL4Syx48fo1u3bnjx4oXa29UF6h6vknot5vfXX38VevylwcrY2BjNmjWT28bAwEAY3H/8+HGcPXtWCC+aHsz/vkaNGqF69eowNTWFqamp8B6prNatWwv/LmwKkaioKOGKzCZNmgjj5jRN+vtd2O82qY6BjOQKCQkRPqSLmm5Cqnv37sI3KHmD+6W9YLm5udi5c6dwCXiTJk0U3hYHAKZMmQIgLwQNGTKkwBWN+eXk5CAkJASxsbFK1SyPp6ensD95V43m5OTgyy+/LPSDomHDhsKtojZt2iS3RyIhIQHTpk0rtJYxY8YI4+0mTpwoXEWqSHh4eIEwrIzJkydj8eLFhYZDIO9KveXLlwPIu0L0/Qko8w8sfvLkicLtmJiYICAgAEDeZJU///yz3HY///wzHjx4ACDvwzP/AGFDQ0NhLNPLly8xatSoQgeRK/ua6NWrF9asWQMjIyNERkaWmlCm7vEqqddifllZWfjyyy/lBvagoCCcPXsWQN571PtTteQ3aNAgGBsbC/cmBfJ6/dS9d6UyLl26JNySqrjTqPj6+gpXkm7btk3uVeqZmZkYP368cIxGjRqlftEKSH+/C/vdJtVxDBnJJe3VKVeuHFq0aKHUY1xcXPDRRx/h6tWrOHDgABYtWiTTPV+7dm3UrFkTERERWLJkifANvag5edq2bYsJEyZgxYoV+Pvvv9GwYUN8/vnn8PPzg52dHdLT0xEVFYUrV67g4MGDiI+PR3h4uMrjf/z9/fHTTz8Jb3R37txB69atYW1tjXv37mHNmjW4efMmGjduLIylkmfx4sXo0qULsrOz0atXL4wbN67ArZPi4+Ph4+ODO3fuyD0dYG9vj9WrVwtBtEOHDujXrx86duyISpUqIScnB3Fxcbhx4wZCQ0Nx7949LFy4UGFvgSKJiYnYuHEjFi5ciDZt2sDPzw+1a9dGuXLlIJFI8OzZM5w8eRIhISHCt+OxY8cK4VWqUqVKcHFxQWxsLJYvXw5nZ2dUq1ZNuKVWhQoVhNsfTZkyBYcOHUJkZCSWLl2Ke/fuYejQoXB2dsbz588RFBSEo0ePAsibZ+n7778vUPfw4cNx7NgxnDx5EseOHUPjxo0xYsQINGjQAJaWlkhMTMSNGzewd+9e1K5dW+l7Wfbu3RsSiQSjR4/Go0eP0K1bNxw6dEjuLY30iTrHq6Rei/n5+vrixIkTaN++PcaNG4dq1arh9evX2LNnj9BjZGNjg59++qnQ7Tg4OKBDhw44fPiwMNaqY8eOxbo9mFh+/fVXtG3bFpmZmRg4cCCGDx+OLl26CO9Hy5cvF6aD6dmzp8JZ+jWhUaNGOHfuHK5fv46lS5eiXbt2wnu8mZmZ0lePknwMZFTAlStXhHlsOnfuXKxJVLt3746rV68iNTUVBw8elHurpVmzZglhzNTUVKkeuLlz56J8+fKYP38+EhMTsXjxYixevFhuWxMTkyIvES+Mi4sLlixZgi+//BIZGRlYtmyZMMO5VK9evRAQEFBo7U2aNMGKFSvw1VdfISMjA7/88ovMDXaNjY3xyy+/4MKFC7hz547Cmrt06YIdO3Zg9OjRSExMxJYtWwo9ffH+/R6VIR0XlpWVhaNHjwpBSB5jY2NMmDBB4a2nJk+ejK+//hpRUVHCffOkVq5cKUz0amlpif379ws3F1e03+rVq2PHjh1yn5ehoSH+/PNPfPHFF9i1axeioqIwc+ZMuXVJ78GqLOlp9PdDmbpTbIhJ3eNVEq/F/IYPH46aNWtiy5Ytcu9Pa2trix07digVBAICAoQrHQHtn67UlNq1a2PHjh0ICAhAUlIS/vjjD/zxxx8F2nXv3h2///67VmsZNmwY1q9fj9evX2POnDkyd9jw8/NDaGioVvdf2vGUJRWQ/3Sjsqcr5bWXd9qyT58+Mpfvd+jQQen5lSZPnoy///4bX3/9NRo0aIDy5cvD2NgYlpaWqFq1Knr06CH0tLzfc1NcgwcPxpEjR9ClSxfY29ujTJkycHR0RLt27bBx40Zs2LBBqWkIBg4ciL/++gv9+vWDk5MTTExM4OzsDH9/fxw9ehRDhw7FmzdvAEA4HSRPu3btcOvWLQQGBqJ169ZwdHQUgqerqyvatm2LH374AVevXi32OBUgb0qRf/75B7/99hv69++POnXqoFy5cjA2NoaZmRkcHR3RrFkzTJ06FVeuXMHs2bMVDvAdPnw4goKC0KZNG1SoUKHQQO/q6oozZ85g6dKlaNmypXCs7ezs0KJFCyxZsgTnzp2Dm5ubwm2Ym5tj3bp1OHLkCAYNGgQPDw+ULVtW+D9r27Yt5s2bh7lz5xb7uPTp0we///47jIyM8PDhQ3Tr1k3tKzrFpu7x0vZr8X0rVqzAxo0bhdeHqakpPDw8MGbMGFy+fFnpQfn5b/Pm5ORU5LxvuqRly5a4fv06pk6dinr16gnT7zg7O6N79+7YsWMHgoKC1PoiqgxnZ2eEhYVhyJAh8PT01Pr+PjQGSUlJunHpFtEHqn79+njy5An69etX5H3oiEg1MTExqFOnDnJzczF58mT88MMPYpdEJIM9ZEQiun79ujBANv8VhESkWcHBwcjNzYWBgYHenK6kDwsDGZEWFTZx6qtXr/Dll18CyBv3Jr1JOxFpVmpqKtavXw8AaNWqldpDGoi0gYP6ibSoT58+cHJyQrdu3VC7dm1YW1sjKSkJV65cwbp16xAXFwcgb3xcUfd0JCLl/e9//8ObN28QFxeHRYsWCbP+T548WeTKiORjICPSIolEggsXLuDChQsK23z++efCXGtEpBk//PBDgQuL+vfvr/T9cIlKGgMZkRatXLkSR44cwYULFxAfH4+EhAQYGRmhYsWKaNy4MQICAtCkSROxyyQqtUxMTFC5cmUMHDgQ48aNE7scIoV4lSURERGRyDion4iIiEhkDGREREREItP5QPb8+XOsWrUK/v7+qF27NipUqAAvLy8MGTIE165dK9A+MDAQtra2Cv9ERUXJ3c+pU6fQuXNnuLq6olKlSujatSvOnDmj7adHREREpPuD+tesWYNly5bBw8MDrVu3hr29PSIjIxEaGorQ0FCsW7dO7vxNAwYMkHu7FRsbmwLLQkJCMHr0aNjb2wu3+ti7dy969uyJTZs2Ffv2QURERETFofOD+g8cOIDy5cujWbNmMsvDw8PRo0cPWFhY4N9//4WpqSmAvB6yBQsW4ODBg0pd3pyUlIS6devC2NgYZ8+ehYuLCwAgNjYWLVq0AADcvHlT7ZvkEhERESmi86csu3fvXiCMAUDTpk3RvHlzJCUlISIiQuXt79u3D8nJyRg1apQQxgDAxcUFI0eORGJiIg4dOqTy9omIiIiKovOnLAtTpkwZAICRkVGBdeHh4fj7779haGgIT09PtGrVCpaWlgXanT9/HgDQpk2bAuvatm2L+fPn48KFC8KpzMJkZGQU9ykQERFRKWVmZqZ0W70NZNHR0Th9+jQcHR1Rq1atAusDAwNlfraxscH8+fMLBKvIyEgAQJUqVQpsQ7pM2qYoz58/R05OjlJtiYiIqPQyMjIq1n1T9TKQZWdnY/To0cjMzMTs2bNleshq166NFStWoFmzZnB0dER8fDyOHTuGefPmYdy4cbCxsUHnzp2F9ikpKQAAa2vrAvuRjhuTtimKs7OzOk+LiIiIPlB6F8hyc3Mxbtw4hIeHIyAgAP3795dZ361bN5mf3d3dMWrUKHh7e6Nnz56YO3euTCDTpOJ0TRIRERFJ6fyg/vxyc3Mxfvx47Ny5E/369cPSpUuVfmzLli3h4eGBiIgImR4vac+YvF6wN2/eyLQhIiIi0ga9CWTSnrFt27ahT58+WL16NQwNi1e+nZ0dACA9PV1YVtg4scLGlxERERFpil4EMmkY2759O3r16oU//vhD7pWVhUlLS8P9+/dhYWEhBDMA8PPzAwCEhYUVeMypU6dk2hARERFpg84HMulpyu3bt6Nnz55Ys2aNwjD25s0bPHr0qMDy9PR0fPXVV3jz5g169uwJY+P/hs75+/vD2toaa9asQWxsrLA8NjYWa9euhZ2dHbp27ar5J0ZERET0/3R+pn7pzPuWlpYYM2aM3DDWpUsX1KlTB1FRUahXrx58fX3h5eUFBwcHvHz5EmfOnEFsbCxq1qyJQ4cOoXz58jKPz3/rJH9/fwB5t05KTEzExo0b0bNnz5J4qjorISEBiYmJam3Dzs4O9vb2GqqIiIiodNH5qyyfPXsGAEhNTcXixYvltnFzc0OdOnVQrlw5jBgxAn///TdOnDiBpKQkmJubw8vLC6NHj8bIkSNhbm5e4PGffvop7OzssGTJEmzduhUGBgaoW7cupkyZglatWmnz6emF/fv3Y8OGDWptY9iwYRg+fLiGKiIiIipddL6HjMRXVA9ZVFQU5syZg1mzZsHd3V1uG/aQERERKabzPWQkPnt7e6XClLu7O7y9vUugIiIiotJF5wf1ExEREZV2DGREREREImMgIyIiIhIZAxkRERGRyDioXySc20t7eGyJiEjfMJCJhHN7aQ+PLRER6RsGMpH06NEDzZo1k7tOmXm9AMjck5P+w2NLRET6hoFMJMrM7cV5vVTDY0tERPqGg/qJiIiIRMZARkRERCQyBjIiIiIikTGQEREREYmMgYyIiIhIZAxkRERERCJjICMiIiISGQMZERERkcgYyIiIiIhExpn6iYioVEtISEBiYqJa27CzsyvyDiBE6mAgIyKiUm3//v3YsGGDWtsYNmwYhg8frqGKiApiICMiomLRtx6nHj16oFmzZnLXRUVFYc6cOZg1axbc3d0VbsPOzk5b5REBYCAjIqJi0rceJ3t7+yLDn7u7O7y9vUukHiJ5GMiIiKhYCutxApTrdWKPE5EsBjIiIioWZXqcAPY6ERUHp70gIiIiEhl7yIiIiKjU0/WLURjIiIiIqNTT9YtRGMiIiIio1NP1i1EYyIiIiEglun4aMD9dvxiFgYyIiEhH6FPAAXT/NKA+YSAjIiLSEfoWcHgXBM1hICMiItIRuj7O6X28C4LmMJARERHpCF0f50Taw4lhiYiIiETGQEZEREQkMgYyIiIiIpExkBERERGJjIGMiIiISGQMZEREREQiYyAjIiIiEhkDGREREZHIODEsEZEO0Ld7GBKRZjGQERHpAH27hyERaRYDGRGRDuBNmok+bAxkREQ6gDdpJvqwcVA/ERERkcgYyIiIiIhExkBGREREJDIGMiIiIiKRMZARERERiYyBjIiIiEhkDGREREREImMgIyIiIhIZAxkRERGRyBjIiIiIiETGQEZEREQkMgYyIiIiIpHpfCB7/vw5Vq1aBX9/f9SuXRsVKlSAl5cXhgwZgmvXrsl9TEpKCqZNm4batWujYsWK8PHxwcyZM5Gamiq3fW5uLv744w80bdoUjo6OqFKlCoYPH46nT59q8ZkRERER5TEWu4CirFmzBsuWLYOHhwdat24Ne3t7REZGIjQ0FKGhoVi3bh169eoltE9LS0OXLl1w584dtGnTBn369MHt27exfPlyXLhwAYcPH4aZmZnMPiZOnIigoCDUqFEDo0ePxosXL7Bv3z6EhYXh5MmTqFKlSkk/bSJSU0JCAhITE9Xahp2dHezt7TVUERGRYjofyHx9fXHo0CE0a9ZMZnl4eDh69OiByZMno0uXLjA1NQUA/Prrr7hz5w4mTpyI2bNnC+1nz56NZcuWYdWqVZg8ebKw/OzZswgKCkLTpk2xb98+mJiYAAD69u2Lvn37YsqUKdizZ4/2nygRadT+/fuxYcMGtbYxbNgwDB8+XEMVEREppvOBrHv37nKXN23aFM2bN0dYWBgiIiJQv359SCQS/Pnnn7C0tMSUKVNk2k+ZMgXr1q1DUFCQTCALCgoCAEyfPl0IYwDQvn17NGvWDGFhYYiOjkalSpW08OyISFt69OhR4ItcflFRUZgzZw5mzZoFd3d3uW3s7Oy0VR4RkQydD2SFKVOmDADAyMgIABAZGYkXL16gbdu2sLCwkGlrYWGBRo0a4dSpU4iJiYGrqysA4Pz587CwsEDjxo0LbL9t27Y4f/48Lly4gP79+2v52RCRJtnb2yt1utHd3R3e3t4lUBERkWJ6G8iio6Nx+vRpODo6olatWgDyAhkAeHp6yn2Mp6cnTp06hcjISLi6uiItLQ1xcXGoWbOmEOreb59/u0XJyMhQ5akUkJmZKfytqW1qkz7Vq0+1knbp02tBn2oF9KtefaoV0K969alWQDv1vj9mvTB6Gciys7MxevRoZGZmYvbs2UKYSklJAQDY2NjIfZy1tbVMO+nf0uVFtS/K8+fPkZOTo+SzUCw+Pl7429zcXO3taZs+1atPtZJ26dNrQZ9qBfSrXn2qFdCvevWpVkDz9RoZGSnsIJJH7wJZbm4uxo0bh/DwcAQEBOjUqURnZ2eNbCc9PR0A4ODgoBdj1/SpXn2qlbRLn14L+lQroF/16lOtgH7Vq0+1AuLXq1eBLDc3F+PHj8fOnTvRr18/LF26VGa9tEcrOTlZ7uPf7xErqgesqB609xWna7Iw0itGTU1NNbZNbdKnevWpVtIufXot6FOtgH7Vq0+1AvpVrz7VCohfr85PDCsl7Rnbtm0b+vTpg9WrV8PQULZ86Xxhjx8/lrsN6XJpOwsLCzg6OiIqKkruqcb32xMRERFpg14EMmkY2759O3r16oU//vhD7iD8KlWqwMnJCZcvX0ZaWprMurS0NFy+fBnu7u7CFZYA4Ofnh7S0NFy6dKnA9k6dOgUgb4oNIiIiIm3R+UAmPU25fft29OzZE2vWrJEbxgDAwMAAQ4YMQWpqKhYtWiSzbtGiRUhNTUVAQIDMcunPP//8M7KysoTlJ06cwPnz59GmTRu4ublp+FkRERER/Ufnx5AtWLAA27Ztg6WlJapWrVogaAFAly5dUKdOHQDAV199hcOHD2PZsmW4ffs26tati1u3biEsLAy+vr4YO3aszGNbtGiBoUOHIigoCC1btkSHDh0QFxeHvXv3oly5cli4cGGJPE8iIiL6cOl8IHv27BkAIDU1FYsXL5bbxs3NTQhkFhYWCA0Nxfz583Hw4EGcO3cODg4OmDBhAr799lu5l7IuW7YMNWvWxObNm/H777/DwsICXbt2xcyZM+Hh4aG9J0dEREQEPQhkq1evxurVq4v1GBsbGwQGBiIwMFCp9oaGhhgzZgzGjBmjSolEREREatH5MWREREREpR0DGREREZHIGMiIiIiIRMZARkRERCQyBjIiIiIikTGQEREREYmMgYyIiIhIZAxkRERERCJjICMiIiISGQMZERERkcgYyIiIiIhEpvP3siQi3ZGQkIDExES1tmFnZwd7e3sNVUREVDowkBGR0vbv348NGzaotY1hw4Zh+PDhGqqIiKh0YCAjIqX16NEDzZo1k7suKioKc+bMwaxZs+Du7q5wG3Z2dtoqj4hIbzGQEZHS7O3tizzd6O7uDm9v7xKqiIiodOCgfiIiIiKRsYfsAxcXF4fk5GS1thEVFSXzt6psbGzg6Oio1jaIiIj0EQPZBywuLg6DBg1CRkaGRrY3Z84ctR5vZmaG4OBghjIiIvrgMJB9wJKTk5GRkYFJ389GJbfKotYS/ewplgbORnJyMgMZERF9cBjICJXcKqNKNQ7CJiIiEgsH9RMRERGJjD1kRCLizPdERAQwkBGJijPfExERwEBGJKrCZr4HlJv9njPfExHpPwYyIhEpM/M9wNnviYhKOw7qJyIiIhIZAxkRERGRyBjIiIiIiETGQEZEREQkMrUH9efm5uLgwYM4c+YMYmNjkZ6ejgMHDgjrb968ibS0NDRp0gSGhsx/RERERO9TK5Ddv38fAQEBePjwISQSCQDAwMBApk1ISAj++OMP7N27Fy1btlRnd0RERESlkspdVgkJCfD398eDBw/g4+OD7777Dp6engXa9e3bFxKJBIcPH1arUCIiIqLSSuVA9uuvvyIuLg4DBgzA6dOn8e2336JixYoF2vn6+sLCwgLh4eFqFUpERERUWqkcyI4ePQpTU1MsWLCgwGnK97m7uyMqKkrVXRERERGVaioHsujoaFSpUgVWVlZFti1btizS09NV3RURERFRqaZyIDMxMUFGRoZSbRMSEmBtba3qroiIiIhKNZUDmaenJ6Kjo/Hq1atC2z19+hRPnz5FjRo1VN0VERERUammciDr1KkTsrOzMXfuXIVtJBIJpk+fDgMDA3Tt2lXVXRERERGVaioHsjFjxsDJyQmbNm3CkCFDEBYWhszMTAB548uOHDmCbt264fDhw3B3d0dAQIDGiiYiIiIqTVSeGNbGxgYhISHo378/Dh06hNDQUGFd3bp1AeT1kDk5OWHr1q0wNzdXv1oiIiKiUkitexn5+PjgwoUL+Prrr+Hh4QGJRCL8cXZ2xoQJE3Du3DmOHyMiIiIqhNr3srS1tcWMGTMwY8YMvH37FsnJybCwsOBVlURERERKUjuQ5Ve2bFmULVtWk5skIiIiKvU0GsgoT1xcHJKTk1V+vPSuBpq4u4GNjQ0cHR3V3g4RERFpj8qBbMGCBUq3NTIygpWVFdzd3dGwYUOUL19e1d3qvLi4OAwaNEjpSXMLM2fOHLW3YWZmhuDgYIYyIiIiHaZyIJs/f36R97CUu0NjY/Tu3RuBgYGwtbVVdfc6Kzk5GRkZGZg26ye4V/YQtZaop08wb85MJCcnM5ARERHpMJUDWf/+/fHu3Tvs378f2dnZcHV1hY+PDywtLZGamop//vkH0dHRMDExQffu3ZGVlYUHDx7g/v37CAkJwT///IPjx4+X2ukw3Ct7wMubV5cSERFR0VQOZMuWLUP37t1Rvnx5rFy5Em3bti3QJiwsDBMmTMCzZ89w4MABmJqa4sqVKxg2bBju3r2LdevW4YsvvlDrCRARERHpO5XnIfvll19w9epVbN++XW4YA4A2bdpg69atuHLlChYvXgwAaNiwIX7//XdIJBIcOHBA1d0TERERlRoqB7I9e/agWrVqqFevXqHt6tWrBy8vL+zdu1dY1qxZMzg5OeHBgweq7p6IiIio1FA5kEVHRys955i5uTliY2Nllrm4uCA9PV3V3RMRERGVGioHMmtra9y7dw+vX78utN2rV69w//59WFlZySxPS0srlVdZEhERERWXyoGsZcuWyMzMxIgRI5CSkiK3zZs3bzBy5EhkZWWhVatWwvLU1FQ8fPgQzs7Oqu6eiIiIqNRQ+SrLadOm4dixY/jrr7/g6+uLHj16FJj2Yv/+/UhISICVlRW+//574bF79uzBu3fvZEIaERER0YdK5UDm4eGBPXv24PPPP0dMTAw2btxYoI1EIkGlSpWwYcMGeHj8N0mqj48Ptm/fjjp16qi6eyIiIqJSQ617WX700Ue4evUqdu/ejVOnTuHhw4dIS0uDhYUFqlWrhrZt26J3794wMzOTeVz9+vXVKpqIiIhISt17SAOau4+0qveQVvvm4mZmZhg0aBAGDRqk7qaIiIiIiiUuLg4DBgxEVlamRran7n2kTUxMsW3b1mKHMrUDWUkICQnBxYsXcfPmTURERCArKwsrV66UGwIDAwMLvfH5rVu34O7uXmD5qVOnsGTJEty+fRsGBgaoW7cupkyZgpYtW2r0uRAREZHmJCcnIysrE29s6yPH2FLUWozepcIq6YZK95DWi0A2d+5cREdHw87ODg4ODoiOji7yMQMGDICbm1uB5TY2NgWWhYSEYPTo0bC3t8eAAQMAAHv37kXPnj2xadMm9OjRQ/0nQURERFqTY2yJHBNbsctQmdqB7Pnz59i1axdu376NV69eITs7W247AwMDlW+VtHz5cnh6esLNzQ1Lly5Vqjtx4MCBaN68eZHtkpKSMHXqVNjZ2eHMmTNwcXEBAEycOBEtWrTA5MmT0aZNmwLzqJE41B0noKkxAoDq4wSIiIjep1Yg27RpE7799luZECaRSIR/GxgYCMuk/1aFNqfH2LdvH5KTk/H9998LYQzIu5PAyJEjMX/+fBw6dEjoOSPxxMXFYdCgQcjIyFB7W+qOEQDyxk8GBwczlBERkdpUDmQXL17E5MmTYW5uji+++AL79u3D48ePsXz5crx+/RpXr17F0aNHYWxsjKlTp6JixYqarLtI4eHh+Pvvv2FoaAhPT0+0atUKlpYFzy2fP38eQN6N0N/Xtm1bzJ8/HxcuXGAg0wHJycnIyMjAmMnT4VKp4DjAkhQbHYXff/lZpXECRERE71M5kP3+++8AgFWrVqFHjx64cOECHj9+jMGDBwttHjx4gP79+2PDhg04e/as+tUWQ2BgoMzPNjY2mD9/foFgFRkZCQCoUqVKgW1Il0nbFCUjIwOZmZq5ykOTMjMz5fYq6VOt0nUA4FLJHZWreJVkWQoVVq+mtl8S+9EEfaoV0K969alWQL/q1adaAf2qt6Rq1eXPsven/SqMyoHs6tWrsLW1Rffu3RW28fLywubNm9GiRQssXLgQ8+bNU3V3SqtduzZWrFiBZs2awdHREfHx8Th27BjmzZuHcePGwcbGBp07dxbaS2/7ZG1tXWBb0nFjim4N9b7nz58jPj5eA89Cs+Lj42Fubi53ua5RVKt0na4prF5Nbb8k9qMJ+lQroF/16lOtgH7Vq0+1AiVbb2JiIt68eaPy458/fw4AuHHjhtrv31ZWVrCzs5O7Tlc/GywtLeHp6an0Y1QOZImJifD29hbGhhkZGQEA0tPTZV4kPj4+qFatGo4ePVoigaxbt24yP7u7u2PUqFHw9vZGz549MXfuXJlApknOzs5ITU3VyrbV4eDggEqVKhVYnp6eLkI1hVNUK6B/9WqC9Dlrez+aoE+1AvpVrz7VCuhXvfpUK1By9cbHx+O776chWwNze61Zs0btbZQxMcXmTRvh4OBQYJ2ufjYU937dKgcyKysrmQH80ukkYmJiUK1aNZm2JiYmSk1VoU0tW7aEh4cHIiIikJKSIvSISf9OSUlB+fLlZR4j/WYgr/dMHjMzM5iammqwas0wNTWV222qT7VK1+mawurV1PZLYj+aoE+1AvpVrz7VCuhXvfpUK1By9WZkZCA7KxMZrq0gMbPV2n6UYZCRBMScVngKsLR8NqgcyJydnREXFyf87O3tjSNHjiAsLEwmkMXHx+PRo0c60RVsZ2eHx48fIz09XQhZVapUwY0bNxAZGVkgkBU2voyIiKi0k5jZItfcXtQaDEXde8lR+Xk2atQIiYmJwrnbrl27QiKRYM6cOdiwYQPu3buH06dPY8CAAcjKyoKfn5/GilZFWloa7t+/DwsLC5nz0NK6wsLCCjzm1KlTMm2IiIiItEHlQNahQwfk5ubi2LFjAABfX1/069cP6enp+Oabb+Dn54devXrhxo0bsLCwwPTp0zVWtCJv3rzBo0ePCixPT0/HV199hTdv3qBnz54wNv6vY9Df3x/W1tZYs2YNYmNjheWxsbFYu3Yt7Ozs0LVrV63XTkRERB8ulU9Ztm/fHjExMTAxMRGWrVq1CtWrV8e2bdsQFRUFc3Nz+Pn5Yfr06ahRo4bKRQYFBeHixYsAgIiICADAn3/+Kcwh1qRJEwwdOhSvXr3Cxx9/DF9fX3h5ecHBwQEvX77EmTNnEBsbi5o1a+Knn36S2batrS0WLVqE0aNHo2XLlvD39weQd+ukV69eYePGjZyln4iIiLRKrZn6LSwsZH42MjLCpEmTMGnSJLWKet/Fixexbds2mWWXLl3CpUuXhJ+HDh2KcuXKYcSIEfj7779x4sQJJCUlwdzcHF5eXhg9ejRGjhwpdyzbp59+Cjs7OyxZsgRbt26Vubm4Nu8SQERERASoEcgWLFgAAwMDfPXVV1q/wmH16tVYvXp1ke2sra2xaNEilfbRrl07tGvXTqXHEhEREalD5TFkCxcuxK5du3TyclMiIiIifaJyILO3t5d7b0giIiIiKh61pr149OgRsrKyNFkPERER0QdH5UD21VdfIT09HT///LMm6yEiIiL64Kg8qL9ixYqYNWsW5syZg4iICAwePBjVq1dH2bJlFT5GH+4TRkRERFTSVA5kdevWFf596tQpYVZ7RQwMDJCYmKjq7oiIiIhKLZUDWf4bi2ujPRFRaREXF4fk5GSVHx8VFSXztzpsbGzg6Oio9nao+NR9HQCaey3wdaB7VA5kr1+/1mQdRESlUlxcHAYOHIjMzEy1tzVnzhy1t2FqaoqtW7eWmg9jfQm7cXFxGDBgILKy1H8dAOq/FkxMTLFtW+l5HZQGas3UT0REhUtOTkZmZiZqdv0cFnZOotaSlvgCEYc2Ijk5uVR8EMfFxWHAwIHI0pGwa2Jqim0Kwm5ycjKysjJhVKMzDMraqb0vdUjeJiLr3uFS8zooLRjIiIhKgIWdE6wc3cQuo0j6dFotOTkZWZmZsP6oF4ys7NXal7py3iQg5dqeIkOOQVk7GFg5lGBlpC80Eshu3Lgh3MA7PT0dK1asENbFxcUhOzubV1gSEek4TfY4ARo4rVZIj1N+Rlb2KFPOWa19EYlNrUAWHx+P0aNH4+zZswDyBu4bGBjIBLK5c+di69atOHbsGD7++GP1qiUiIq2R9ji5tB4Ik3IVRa0l6/VLxP61lafV6IOhciBLTU1Ft27d8PDhQzg7O6NVq1Y4c+YMnj9/LtOuf//+CA4OxuHDhxnIiIj0gEm5ijC3dxW7DKIPisoz9a9cuRIPHz5Ehw4dcPnyZaxcuVLuackmTZrA1NQUZ86cUatQIiIiotJK5UB24MABGBsbY/ny5YXeZNzIyAienp548uSJqrsiIiIiKtVUPmX59OlTeHp6omLFoscZWFpaIjU1VdVdERHJ0KcrAYmIlKFyIDMwMFC6bVJSEiwsLFTdFRGRIG+i1UHIzMzQyPbUvRLQ1NQMW7cGM5QRkVpUDmRubm54/Pgx3r59W+gNxV++fInIyEg0aNBA1V0REQnyJlrNQNNPx8CmorhTHSS/fI7wkN95JSARqU3lQNauXTusWLECy5Ytw7Rp0xS2mzdvHiQSCTp06KDqroiICrCp6IzyLpXFLoOISCNUHtQ/fvx4WFpaYvHixZg2bRoePXoks/7u3bsYPXo0Nm/eDDs7O4wYMULtYomIiIhKI5V7yBwcHPDnn39iyJAh+P333/H7778L6+zs7CCRSCCRSGBlZYVNmzbB1tZWE/USERERlToq95ABQMuWLXHmzBn06dMH5ubmQgjLzc2FiYkJunfvjrCwMPj5+WmqXiIiIqJSR+17WXp4eGDNmjV49+4dIiMjhSsqq1atCjMzM03USERERFSqaeTm4gBgbGwMb29vTW2OiEqYunN7aWpeL4BzexHRh0flQDZ16lQMHDgQ9erV02A5RCQGTc7tpe68XgDn9iKiD4/KgWzt2rVYt24dvLy8MGDAAPTr1w9OTk6arI2ISoh0bq9uw7+EnaO4N5VOjIvBwfW/cW4vIvqgqBzIevXqhSNHjuDff//FnDlz8NNPP6FFixYYMGAAunbtCnNzc03WSUQlwM7RFY7unmKXQUT0wVH5Ksv169fj33//xW+//YYmTZogNzcXf/31F0aPHg1vb29MmDAB586d02StRERERKWSWtNeWFlZYciQIQgNDcWtW7cwffp0VK1aFW/evEFwcDB69OiBOnXq4Oeff0ZkZKSmaiYiIiIqVdQKZPlVqlQJ33zzDa5cuYJTp05hxIgRKFeuHKKjo7FkyRI0bNhQU7siIiIiKlU0Fsjy8/X1xaJFi3DlyhV88sknwoSxRERERFSQxuYhk8rNzcXJkyexfft2HD16FBkZeZfRGxtrfFdEREREpYLGUtLt27exfft27N69G//73/+EHrHatWujf//+6Nevn6Z2RaQX1J1oFdDcZKucaJWISLepFcji4+OxY8cObN++Hffu3QMASCQSODo6ok+fPujfvz9q1aqlkUKJ9ElcXBwGDhqEzAz1J1oF1J9s1dTMDFuDOdEqEZGuUjmQ9e7dG2fOnEFubi4kEgnMzc3RuXNnDBgwAK1bt4ahoVaGpxHpheTkZGRmZGDw+ClwcHETtZb42GfYsnIRJ1olItJhKgeysLAwGBgYoEmTJujfvz969uwJKysruW2vXbuGLVu2YNmyZarujkgvObi4oZJHVbHLICIiHadyIJs2bRo+/fRTuLnJ//afkJCAbdu2YevWrfj3338BgIGMiIiISA6VA9mUKVMKLMvNzcWxY8ewZcsWnDhxAu/evRMG9zdo0ED1KomIiIhKMY1cZfngwQMEBwcjJCQEL1++BJA3uL9ChQro168fBg8ejOrVq2tiV0RERESljsqBLDU1FXv27MGWLVtw7do1AHkhrEyZMsjOzoa9vT3u3bsHIyMjjRVLREREVBoVO5BduHABW7ZswcGDB/H27VvhlKSPjw8GDhyIPn36oFq1ajAyMmIYIyIiIlKC0oFsyZIl2Lp1K548eSKEsAoVKqBv374YOHAg5xsjIiIiUpHSgWzu3LkwMDCAiYkJPvnkE/Tv3x/t27dnLxgRERGRmoo9e6uxsTHMzMxgbm7OMEZERESkAUoHsilTpsDV1RVpaWnYsWMH/P39Ubt2bcydOxeRkZHarJGIiIioVFM6kE2bNg23bt3C3r174e/vD1NTU8TGxuKXX37Bxx9/jA4dOmDTpk1q30yZiIiI6ENTrFOWBgYGaNWqFdavX4979+5h4cKFqFOnDiQSCa5evYrJkyfD29sbAJCTk4Pc3FytFE1ERERUmqh8B3BbW1uMHDkSp0+fxvnz5zF69GiUL18emZmZAIDExER4e3tj+vTpiIiI0FjBRERERKWNyoEsv1q1amH+/Pm4d+8eNm3ahPbt28PQ0BAJCQlYvXo1mjVrhrZt22piV0RERESljkYCmVSZMmXQo0cP7NixA3fu3MGMGTPg6ekJiUSCGzduaHJXRERERKWGRgNZfk5OTvj6669x7do1HDp0CAMGDNDWroiIiIj0mkZuLl4UPz8/+Pn5lcSuiIiIiPSO1nrIiIiIiEg5DGREREREImMgIyIiIhIZAxkRERGRyBjIiIiIiERWIldZqiskJAQXL17EzZs3ERERgaysLKxcuRKDBg2S2z4lJQXz58/HgQMH8PLlSzg4OKBnz5749ttvYWlpWaB9bm4u1q5di82bN+Px48ewsLBAq1atMHPmTFSuXFnLz46K63l0lNgl6EQNRERUeuhFIJs7dy6io6NhZ2cHBwcHREdHK2yblpaGLl264M6dO2jTpg369OmD27dvY/ny5bhw4QIOHz4MMzMzmcdMnDgRQUFBqFGjBkaPHo0XL15g3759CAsLw8mTJ1GlShVtP0UqhtW//Cx2CURERBqlF4Fs+fLl8PT0hJubG5YuXYo5c+YobPvrr7/izp07mDhxImbPni0snz17NpYtW4ZVq1Zh8uTJwvKzZ88iKCgITZs2xb59+2BiYgIA6Nu3L/r27YspU6Zgz549WntuVHxjJ0+HcyV3UWt4Hh3FYEhERBqjF4GsVatWSrWTSCT4888/YWlpiSlTpsismzJlCtatW4egoCCZQBYUFAQAmD59uhDGAKB9+/Zo1qwZwsLCEB0djUqVKqn/REgjnCu5o3IVL7HLICIi0phSNag/MjISL168QKNGjWBhYSGzzsLCAo0aNcLTp08RExMjLD9//jwsLCzQuHHjAtuT3hD9woUL2i2ciIiIPmh60UOmrMjISACAp6en3PWenp44deoUIiMj4erqirS0NMTFxaFmzZowMjKS2z7/douSkZGBzMxMFavXnszMTGRkZMhdrmsU1Spdp2t4bLWHx1Z7eGy1h8dWe/Tx2L4/Zr0wpSqQpaSkAABsbGzkrre2tpZpJ/1buryo9kV5/vw54uPjlS+4hMTHx8Pc3FzucgCIefa0hCsqSFqDolql63RNUcdWl/DYag+Prfbw2GoPj632xMfHw9LSUmEHkTylKpCJzdnZGampqWKXUYCDg4PcMXDp6ekAgF8CZ5dwRYopqhX4r15dUtSx1SU8ttrDY6s9PLbaw2OrPQ4ODnB2di7WY0pVIJP2aCUnJ8td/36PWFE9YEX1oL3PzMwMpqamyhdcQkxNTeV2m0prnfz9bLi6VS7hqmTFPHuKXwJnK6wVgF4eW13CY6s9PLbaw2OrPTy22lPYsVWkVAUy6Xxhjx8/lrteulzazsLCAo6OjoiKikJOTk6BcWTvty+tXN0qo0o1b7HLICIi+mCVukDm5OSEy5cvIy0tTeZKy7S0NFy+fBnu7u5wdXUVlvv5+WH37t24dOkS/Pz8ZLZ36tQpAEDTpk2LXcuzp09UfBaaows1EBERUdFKVSAzMDDAkCFDsHDhQixatEhmYthFixYhNTVVZg4yAAgICMDu3bvx888/y0wMe+LECZw/fx5t2rSBm5tbsWv5ec5MtZ4LERERfTj0IpAFBQXh4sWLAICIiAgAwJ9//onz588DAJo0aYKhQ4cCAL766iscPnwYy5Ytw+3bt1G3bl3cunULYWFh8PX1xdixY2W23aJFCwwdOhRBQUFo2bIlOnTogLi4OOzduxflypXDwoULVap5+qyf4FbZQ9WnrBHPnj5hMCQiItIDehHILl68iG3btsksu3TpEi5duiT8LA1kFhYWCA0Nxfz583Hw4EGcO3cODg4OmDBhAr799lu5l8wuW7YMNWvWxObNm/H777/DwsICXbt2xcyZM+HhoVqocqvsAS/vGio9loiIiD4sehHIVq9ejdWrVyvd3sbGBoGBgQgMDFSqvaGhIcaMGYMxY8aoWiIREVGRJG8TxS5BJ2qggvQikBEREZUGOfcOi11CsRhkJIl+j0WDjCSRKygZDGREREQlxKhGZxiUtRO1BsnbRKWDoVnMae0WQwIGMiIi0mvv3iSIXYLSNRiUtYOBlYOWq9GcDNdWkJjZilqDQUaSUsHQ6J34d8pRpwYGMiIi0mtvru0Ru4RSS2Jmi1xze1FrUPaUqVXSDa3WoW0MZEREJCPz9UuxSyhWDVYf9YKxlbih4d2bBAZDkb2xrY8cY0tRazB6l6pyMGQgIyIiGc//2ip2CcVibGWPMuWKdyNnKn1yjC2RY2IrdhkqYyAjIiIZzq0HwrRcRVFryHz9Uu+CIZE6GMiIiEiGabmKMLd3LbohEWmM2NOLEBEREX3w2ENGRFQC0hLjxC5BJ2ogIvkYyIiISkDEoQ1il0BEOoyBjIj0UvLL52KXUKwaanYdBgs7Ry1WU7S0xDgGQyIdxUBGRHopPOR3sUsoFgs7R1g5uoldBhHpKAYyItJLTT8dA5uK4s49lfzyud4FQyLSTQxkRKSXbCo6o7xLZbHLICLSCE57QURERCQy9pARkSDxRYzYJehEDUREJY2BjIgEBzf8JnYJREQfJAYyIhJ0G/Yl7JzEvWVO4osYBkMi+uAwkBGRwM7JFY7unmKXQUT0weGgfiIiIiKRsYeMSIviY6PFLkEnaiAiosIxkBFp0ZaVC8UugYiI9AADGZEWDR4/FQ4ulUStIT42msGQiEjHMZARaZGDSyVU8qgqdhlERKTjOKifiIiISGQMZEREREQiYyAjIiIiEhkDGREREZHIGMiIiIiIRMZARkRERCQyBjIiIiIikTGQEREREYmMgYyIiIhIZAxkRERERCJjICMiIiISGQMZERERkcgYyIiIiIhExkBGREREJDIGMiIiIiKRMZARERERicxY7AJIfNHPnopdQrFqiI2O0l4helQDERGVHgxkHzAbGxuYmZlhaeBssUsBAJiZmcHGxkbhemm9v//ycwlWpVhR9RIRESmLgewD5ujoiODgYCQnJ6u1naioKMyZMwezZs2Cu7u7ytuxsbGBo6OjwvWaqFdTtQJF10tERKQsBjItiXr6ROwSlKrB0dFRY6HC3d0d3t7eGtmWIpqqtyRqJSKikmP0LlXsEtSqgYFMw6Sn1ebNmSl2KQB4Wo2IiEo3GxsbmJiYwirphtilAABMTExV+txlINMwnlYjIiIqOY6Ojti2baveDL9RhIFMC3hajYiISgODjCTR58cyyEgqso2+Db+Rh4GMiIiIZEhPAyLmtNilAFD9NKA+YSAjIiIiGZo4DcjhN8XDQEZEREQFcPhNyWIgIyIiGVmvX4pdQrFqyHmToMVKNFuD5G2ilivRjxqoIAYyIiIC8P/jhkxNEfvXVrFLAQCYmBY+bkhab8q1PSVYlWKF1Ssdk5V173AJVyXfhzAmS98wkBEREYD/Hze0VX+mD9BEvSU1zqm0TM1A2sNARkREAn2bPkCfxjnp27GlksVARqRF8bHPxC5BJ2ogIqLCMZARaYGNjQ1MzcywZeUisUsBAJjyFlpE9IFLSEhAYqLiCxqioqJk/pbHzs4O9vb2Gq8NKKWBzMfHB9HR0XLX+fn5ITQ0VGZZZmYmli1bhpCQEMTGxqJcuXLo2LEjZsyYgQoVKpREyVTKODo6Yquat9ACOF6kNElLfCF2CTpRA5FY9u/fjw0bNhTZbs6cOQrXDRs2DMOHD9dkWYJSGcgAwNraGmPHji2w3M3NTebn3NxcDBw4EKdOncLHH3+M7t27IzIyEkFBQThz5gxOnjyptTRMpRvHixDw/72lpqaIOLRR7FIAAKZFXLlIVByF9Top0+MEaLfXKb8ePXqgWbNmam3Dzs5OQ9UUVGoDmY2NDb7//vsi223duhWnTp1Cnz59sHbtWhgYGAAANmzYgMmTJ2Pu3LlYtmyZlqslotLK0dERW/XkSkCi4lKm16mwHidAu71O+dnb2+t0B0upDWTKCgoKAgD88MMPQhgDgM8//xy//fYbdu7cicDAQJibm4tVIhWTPn1jow+DPl0JSFQcut7rpE9KbSDLyspCcHAw4uLiYGVlBV9fX3z00UcybTIyMnDt2jVUq1atwKlMAwMDtG7dGhs3bsSNGzfQtGnTkiyf1KBP39h0TWJcjNglKF1D8svnWq5EP2ogEpOu9zrpk1IbyOLj4zF+/HiZZb6+vli/fj08PDwAAE+ePEFubi48PT3lbkO6PDIyUqlAlpGRoXR9iYmJCntxnj3Lm6bg4cOHyMzMVLgNOzs7nfhmIa0xMzOzWMdAWz755BN8/PHHam3Dzs5OJ55LSR1bMzMzmJqa4uD637S2j+IwNTWFmZmZ3OcsrTU85HcRKiuosFo1Rdd+x4qiT/XqU62A/tX7oTMzM1O6bakMZIMGDUKTJk1Qs2ZNWFhY4NGjR1i5ciVCQkLQvXt3hIeHw8rKCikpKQCgcICrtbU1AAjtivL8+XPk5OQo1Xbv3r3Yv39/oW0CAwMLXd+jRw/4+/srtT9tio+PF/7WlVO76tbx9u1bvH37VkPVqK4kj+28efPw5s0blR///PlzrFmzBqNGjYKzs7NatVhZWSErK0vh1dLq1gport6iatUEXfwdK4w+1atPtQL6V++HzMjISGGHjzylMpB99913Mj/XqVMHf/zxBwAgJCQEmzdvxoQJEzS+3+K8qQ8aNAiffPKJWvsrqR6ywnrzANlvbOnp6XLb6Epvnr6RHk8HBwdUqlRJq/tSd/sPHjwAANSvXx9eXl6aKEkhTRyLkqxXXSX5OtAEfapXn2oF9K9eUl6pDGSKfP755wgJCcHly5cxYcIEoQdM0dVP0p4xabuiFKdr0sXFBS4uLkq3F9PRo0eVmrulsB69D3VMlrpMTU2Fv4vz+hKDPtUK6Fe9+lQroF/16lOtgP7VS8r7oAKZtIdGeiqqcuXKMDQ0xOPHj+W2ly6vUqVKyRSoo3gVDRERkXZ9UIHs2rVrAP6bHNbc3BwNGjTA1atX8ezZM5krLSUSCf766y9YWFigfv36otSrK3gVDUlxShEiIu0odYHswYMHcHV1RdmyZQssnz17NgCgT58+wvKAgABcvXoVP/74o8zEsBs3bsTTp0/x2WefceAk0f/jlCJERNpR6gLZ7t27sWrVKjRt2hSVKlVC2bJl8ejRI5w4cQLZ2dmYPHky/Pz8hPYDBw7E3r17sWvXLkRFRcHPzw+PHz/GwYMH4e7ujhkzZoj4bIh0C09fExFpR6kLZM2bN8eDBw9w+/ZtXLx4EW/fvoWdnR3at2+PESNGoE2bNjLtDQ0NsXXrVixduhQhISFYtWoVypUrhyFDhmDGjBk8tUKUjz6dvi7s9Cqg3ClWnl6lksbX7Yer1AWyZs2aFfsbvKmpKb777rsC02UQkf5S5vQqUPgp1pI8vcrxeQTo3+uWNKfUBTIiIkD/Tq9yfB4B+ve6Jc1hICOiUkmfTq8C/CDWJn3qfdS31y1pDgMZEZEO0KcPYn0b58TeR9IHDGRERFQs+jbOib2PpA8YyIhEpG89DUSA/gUcfep9pA+XQVJSkkTsIog+VOvXr1eqp6EwPJVCRKT/GMiIRFRUD5ky2ENGRKT/GMiIiIiIRGYodgFEREREHzoGMiIiIiKRMZARERERiYyBjIiIiEhkDGREREREImMgIyIiIhIZAxkRERGRyBjIiIiIiETGQEZEREQkMgYyIiIiIpExkBERERGJjIGMiIiISGQMZEREREQiYyAjIiIiEhkDGREREZHIGMiIiIiIRMZARkRERCQyBjIiIiIikTGQ6YiQkBBMnDgRrVq1QsWKFWFra4vg4GCxy5Lr+fPnWLVqFfz9/VG7dm1UqFABXl5eGDJkCK5duyZ2eQVkZGRg2rRp6NSpE6pXrw4HBwd4eXmhY8eO2LJlC7Kzs8UusUjLli2Dra0tbG1tcfXqVbHLkeHj4yPU9v6fLl26iF2eXAcPHkTPnj3h4eEBBwcH1KlTB8OHD0dMTIzYpQmCg4MVHlfpn+7du4tdpkAikeDAgQPo2rUrvL294eTkhI8++ggTJ07E06dPxS5PRm5uLtasWYMWLVrAyckJlSpVQqdOnXD48GFR6yru50BKSgqmTZuG2rVro2LFivDx8cHMmTORmpqqU7Xevn0bP/74I3r16oUqVaqI8t6gbL3Z2dnYv38/xowZg4YNG8LFxQWurq5o27Yt1q9fj5ycHK3VaKy1LVOxzJ07F9HR0bCzs4ODgwOio6PFLkmhNWvWYNmyZfDw8EDr1q1hb2+PyMhIhIaGIjQ0FOvWrUOvXr3ELlOQlpaGDRs2wNfXFx06dIC9vT2SkpJw4sQJTJgwAXv27MGuXbtgaKib308iIiIQGBgICwsLpKWliV2OXNbW1hg7dmyB5W5ubiJUo5hEIsGkSZOwadMmeHh4oHfv3rC0tMSLFy9w4cIFREdHw9XVVewyAeQF3W+//VbuugMHDuDevXto27ZtCVel2IwZM7By5Uo4OjqiS5cusLKywj///IPNmzdj9+7dOHbsGGrWrCl2mZBIJPjss89w4MABeHh4YPDgwcjKysLhw4cxcOBALFy4EKNGjRKltuJ8DqSlpaFLly64c+cO2rRpgz59+uD27dtYvnw5Lly4gMOHD8PMzEwnag0NDcUvv/wCExMTVK1aFYmJiVqrSxFl633y5AkCAgJgaWmJFi1aoFOnTkhJScHRo0fx9ddf4/jx49i+fTsMDAw0XqNBUlKSRONbpWI7ffo0PD094ebmhqVLl2LOnDlYuXIlBg0aJHZpBRw4cADly5dHs2bNZJaHh4ejR48esLCwwL///gtTU1ORKpSVm5uLd+/ewcTERGb5u3fv0LNnT5w/fx4hISHo2LGjSBUqlp2djXbt2qFMmTLw9PTEjh07cOLECXz88cdilybw8fEBANy5c0fkSoq2evVqfP/99xgxYgQWLFgAIyMjmfXv3r2DsbFuf0/NyspC9erVkZKSgoiICFSsWFHskhAfH48aNWrAxcUF58+fh42NjbBu5cqVmD59OgYNGoSVK1eKWGWe/fv3IyAgAI0bN8bevXthbm4OAEhMTESrVq3w8uVLXLlyBe7u7iVeW3E+B+bNm4eFCxdi4sSJmD17trB89uzZWLZsGX744QdMnjxZJ2q9d+8eMjMzUatWLbx69Qre3t7w8/NDaGio1upTtd7nz5/j8OHDGDBgACwsLITlaWlp6Nq1K27cuIFNmzahZ8+eGq9RN7sEPkCtWrXSud4ERbp3714gjAFA06ZN0bx5cyQlJSEiIkKEyuQzNDQsEMYAwNjYGF27dgUAPH78uKTLUsrixYtx//59rFixokB4oOJJT0/HggULULlyZcyfP1/u8dT1MAbk9Ta8evUKHTt21IkwBgDPnj1Dbm4uGjduLBPGAOCTTz4BACQkJIhRWgHSEDB58mQhjAGAnZ0dxo0bh8zMTNGGiyj7OSCRSPDnn3/C0tISU6ZMkVk3ZcoUWFpaIigoSFtlAijeZ1aNGjVQr149lClTRqs1FUbZep2dnTFixAiZMAYAFhYWGD9+PADgwoULWqlR9999SK9If+H0ITzk5ubi1KlTAKATp1Led/PmTSxZsgTTpk1D9erVxS6nUFlZWQgODkZcXBysrKzg6+uLjz76SOyyZISFhSEpKQmDBg1CTk4ODh8+jMjISNjY2KBVq1bw9PQUu0SlSD9ohw4dKnIl/6lSpQpMTExw6dIlpKSkwNraWlh39OhRAEDLli3FKk/Gy5cvAUBuD5h02blz50q0puKKjIzEixcv0LZtW7nBoVGjRjh16hRiYmJ05hR8aaDtzzcGMtKY6OhonD59Go6OjqhVq5bY5RSQlZWFJUuWQCKR4PXr1zhz5gwePHiAQYMG6cyHhVRmZibGjh0LHx8ffPXVV2KXU6T4+Hjh26OUr68v1q9fDw8PD5GqknXz5k0AeW+mfn5+ePTokbDO0NAQ48aNw9y5c0WqTjnPnj3DmTNn4OLignbt2oldjqB8+fKYNWsWZsyYgYYNG6Jz587CGLKzZ89ixIgRoo3Lep+dnR0AICoqCt7e3jLroqKiAEDmtaGLIiMjAUDhlwhPT0+cOnUKkZGRDGQatGXLFgBAmzZttLJ9BjLSiOzsbIwePRqZmZmYPXu2TvaQZWVlYcGCBcLPBgYG+OKLLzBr1iwRq5Jv3rx5iIyMxOnTp3XyWOY3aNAgNGnSBDVr1oSFhQUePXqElStXIiQkBN27d0d4eDisrKzELlM4ZbZy5UrUrVsXYWFh8PLywu3btzFx4kSsWLECHh4eGD58uMiVKhYcHIzc3FwMGDBA514X48ePh7OzM7788kts2LBBWN6kSRP06dNHZ04Ht2vXDrt378bSpUvRokULYeD7q1evsHr1agBAcnKymCUWKSUlBQAKnB6WkvZQStuR+jZt2oQTJ06gRYsW6NChg1b2wTFkpLbc3FyMGzcO4eHhCAgIQP/+/cUuSS5LS0skJSXh1atXuHv3LhYvXoygoCB07dpVp964rly5guXLl+Obb77RyVOp7/vuu+/QsmVLVKhQAWXLlkWdOnXwxx9/4NNPP0V0dDQ2b94sdokA8l6nAGBiYoLg4GD4+vrC0tISTZs2xaZNm2BoaIgVK1aIXKViubm5CA4OhoGBAQYPHix2OQUsWLAAo0aNwuTJk3H37l3ExMTgyJEjyMjIQNeuXUWfUkKqb9++aN68OS5evIimTZtiypQpmDRpEho3bix8cdDVK65JHEePHsWUKVNQqVIlrFmzRmv74auO1JKbm4vx48dj586d6NevH5YuXSp2SUUyNDSEi4sLhg8fjl9//RWXLl3CkiVLxC4LQN5VfmPHjkWtWrUwadIksctRy+effw4AuHz5ssiV5JH2GtSrVw9OTk4y62rWrInKlSvjyZMnSEpKEqG6op0+fRoxMTFo0aIFKleuLHY5Mk6fPo3AwECMHDkSkyZNgouLCywtLdGkSRNs374dZcqUwYwZM8QuE0DehRu7du3Cd999B0NDQ2zevBkHDx5E586dhfF59vb2IldZOOlrWVFPnvQLZv6xfKSa48ePIyAgABUrVsTBgwfh6OiotX3pRh8y6SVpz9j27dvRp08frF69Wu++WbZu3RoAcP78eZEryZOamiqMD6lQoYLcNu3btweQN55BepWoLpKO1Xn79q3IleSpVq0aAMWneaTLMzIySqym4tDFwfxSJ06cAAA0b968wDoHBwdUq1YNt2/fRmpqKiwtLUu6vAJMTU3x3Xff4bvvvpNZLh3MX79+fTHKUlqVKlUAKL46XLpc2o5Uc+zYMQwdOhR2dnY4ePCg1r8IMZCRSvKHsV69euGPP/7QuTEtyoiLiwMAUS/Hzs/U1BRDhgyRuy48PByRkZHo1KkT7O3tdX6aFOldG3SlTmlYePDgQYF12dnZePz4MSwsLHSyd+TVq1c4fPgwypUrp5MhPCsrC4DiqS0SExNhaGioM79niuzcuRMA0Lt3b5ErKVyVKlXg5OSEy5cvIy0trcB8WZcvX4a7uzsH9KtBGsbKlSuHgwcPlshV2PrVnUE6QXqacvv27ejZsyfWrFmj02Hs/v37cntp3r59i+nTpwP4r9dJbObm5li+fLncPw0bNgSQN3/S8uXLUadOHZGrzQs38o7tgwcPhMkq+/TpU8JVyefh4YE2bdrg8ePHBeZoWrp0KZKTk9GlSxedGXye3/bt25GVlYV+/frpzITL+TVu3BgAsGrVqgKn0TZs2IDY2Fg0bNhQZ2qXN2Z0//792LJlC3x9fdGtWzcRqlKegYEBhgwZgtTUVCxatEhm3aJFi5CamoqAgACRqtN/J06cwNChQ2Fra4uDBw+WWE8jZ+rXEUFBQbh48SKAvFvl3Lp1C40bNxamDGjSpInOnKoIDAzEggULYGlpiTFjxsgNY126dNGJwADk1btq1So0btwYbm5usLKywvPnz3Hy5Em8evUKTZo0wZ49e2QmidRFY8eOxbZt23Rqpn7psW3atCkqVaqEsmXL4tGjRzhx4gSys7MxefJk/PDDD2KXKXjy5Ak6dOiA//3vf+jYsaNwKu3s2bOoVKkSTp48CQcHB7HLLKBp06aIiIjAhQsXdHJKmZycHHTr1g3h4eGoUKECOnXqBBsbG9y6dQtnz56Fubk5Dh06hAYNGohdKgAI9yj08vKCmZkZ/v77b5w/fx6VK1fGgQMHROvVLc7nQFpaGjp27Ih//vkHbdq0Qd26dXHr1i2EhYXB19cXoaGhWn1PK06tDx48EMYXZ2RkYO/evahYsaLMrb+kV7iKXe+DBw/QvHlzZGZmonfv3qhatWqBbbm5uWnlLjq691XwA3Xx4kVs27ZNZtmlS5dw6dIl4WddCWTPnj0DkDfeafHixXLbuLm56Uwg++STTxAXF4crV67gypUrSEtLg7W1NWrVqoXevXtj8ODBOtkrog+aN2+OBw8e4Pbt27h48SLevn0LOzs7tG/fHiNGjNDafD2q8vDwwF9//YV58+bh1KlTCAsLg4ODA0aOHImpU6cqHLcnpr///hsRERFo0KCBToYxIG9ut71792LVqlXYu3cvdu3ahaysLFSsWBH9+vXD119/XWDOLzH5+/vj4MGDuHbtGrKzs+Hu7o5vvvkGX375pagD4YvzOWBhYYHQ0FDMnz8fBw8exLlz5+Dg4IAJEybg22+/1foXzOLUGh8fX6Dty5cvZZZpO5ApW298fDwyMzMBALt375a7LT8/P60EMvaQEREREYmMY8iIiIiIRMZARkRERCQyBjIiIiIikTGQEREREYmMgYyIiIhIZAxkRERERCJjICMiIiISGQMZERERkcgYyIiIiIhExkBGRKRnfHx8YGtri3PnzoldChFpCG/gR0SkQwIDAwHk3Uze1tZW3GKIqMQwkBER6ZAFCxYAAAYOHMhARvQB4SlLIiIiIpExkBERERGJjIGMiPRe/kHuDx8+xPDhw+Hl5QUnJyf4+flh69atQtuUlBT8+OOP8PX1hYODA2rVqoWZM2fi7du3crcdExODKVOmoEGDBnB0dISbmxvatGmD5cuXIyMjo8h6oqOjMWHCBNSoUQMVK1aEj48Ppk+fjpSUFJnHBAYGypyirFu3LmxtbYU/0rFl71N2+0Sk2ziGjIhKjZs3bwpjsKpWrYrnz5/j7t27GDduHF69eoWBAweic+fOePjwIapXrw4nJydERUVh+fLl+Pfff7Fjxw6Z7Z0/fx4DBw5ESkoKTExMUL16daSnp+P69eu4fv06du7ciT179sDe3l5uPXfv3sXgwYORkZGB6tWro0yZMoiOjsbKlStx5coVHDlyBMbGeW/Drq6uaNy4MS5dugQAqF+/PkxNTYVtubq6qrV9ItJtBklJSRKxiyAiUoePjw+io6NRpkwZDBkyBHPnzkXZsmUBAPPmzcPChQthaWmJRo0aITU1FRs2bICLiwsA4OTJk+jfvz/evXuHffv2oVWrVgCAxMRENGrUCAkJCejYsSNWr16N8uXLA8gLfoMHD0ZMTAw6duyIkJAQhfX06tULCxcuhI2NDQDgzJkzGDBgAN6+fYsVK1Zg8ODBMo+V9pLdunUL7u7uRT7f4m6fiHQTT1kSUalRrVo1LF68WAhjADB16lQ4OTkhNTUVFy5cwPr164UwBgDt2rVDly5dAADHjh0Tlq9fvx4JCQmwt7fHxo0bhTAGAPXq1cPKlSuFx9y8eVNuPR4eHlixYoUQlgCgZcuWQkg6evSoWs9X29snopLDQEZEpcaQIUNgaCj7tmZsbIxatWoBANq2bSv31F/9+vUBAI8fPxaWHT9+HADw2WefyQQ8qZYtW6JOnToAZINcfgEBAShTpkyB5Q0bNiywP1Voe/tEVHIYyIio1PD09JS7XDrGq6j1aWlpwrKHDx8CAGrWrKlwf9J10rbvq1q1qtzlFSpUAACkpqYq3LYytL19Iio5DGREVGrI68kCAAMDA6XWSyT/DamVhpmKFSsq3J+joyMA4M2bN8WqR9qLl39/qtD29omo5DCQERHJYWlpCQB4+fKlwjZxcXEAACsrqxKpiYhKLwYyIiI5vLy8AAAREREK20jXSdsSEamKgYyISI4OHToAADZt2iR30tizZ8/i9u3bMm01QXoaMj09XWPbJCLdx0BGRCTHsGHDYG9vj4SEBAwbNgyvXr0S1t2+fRvjx48HAHTs2BH16tXT2H49PDwAAKdPn9bYNolI9zGQERHJYWdnh02bNsHa2hpHjx5FjRo10LJlSzRs2BAtWrRAdHQ0fHx8hPnINKV///4AgO+++w4NGzZE586d0aVLFwQHB2t0P0SkW3hPDSIiBZo1a4YLFy7gt99+w8mTJ3H//n2UKVMG9evXR69evTBixAiYm5trdJ/SnreQkBA8fvwYDx48EGohotKLt04iIiIiEhlPWRIRERGJjIGMiIiISGQMZEREREQiYyAjIiIiEhkDGREREZHIGMiIiIiIRMZARkRERCQyBjIiIiIikTGQEREREYmMgYyIiIhIZAxkRERERCJjICMiIiISGQMZERERkcj+DxUSPreJLZ6PAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(6, 4))\n",
    "sns.boxplot(data=df, x='month', y='Average', palette='Blues')\n",
    "ax.set_title('Average Stock Price by Month')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f3dea8d8-0e4a-404c-b5ed-3ee27d741e0c",
   "metadata": {},
   "source": [
    "# Train with Cross Validation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "f9806112-7c69-4e88-9a89-6f40cdd1b8de",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0]\tvalidation_0-rmse:69.75649\tvalidation_1-rmse:106.93099\n",
      "[100]\tvalidation_0-rmse:25.79699\tvalidation_1-rmse:40.49958\n",
      "[200]\tvalidation_0-rmse:9.66296\tvalidation_1-rmse:16.02949\n",
      "[300]\tvalidation_0-rmse:3.86382\tvalidation_1-rmse:7.98908\n",
      "[400]\tvalidation_0-rmse:1.96910\tvalidation_1-rmse:6.35432\n",
      "[500]\tvalidation_0-rmse:1.47879\tvalidation_1-rmse:6.22808\n",
      "[561]\tvalidation_0-rmse:1.37679\tvalidation_1-rmse:6.23143\n",
      "[0]\tvalidation_0-rmse:75.28160\tvalidation_1-rmse:131.89452\n",
      "[100]\tvalidation_0-rmse:27.82711\tvalidation_1-rmse:63.89763\n",
      "[200]\tvalidation_0-rmse:10.45759\tvalidation_1-rmse:36.62008\n",
      "[300]\tvalidation_0-rmse:4.25376\tvalidation_1-rmse:25.45539\n",
      "[400]\tvalidation_0-rmse:2.21984\tvalidation_1-rmse:21.31824\n",
      "[500]\tvalidation_0-rmse:1.65191\tvalidation_1-rmse:19.34365\n",
      "[600]\tvalidation_0-rmse:1.49716\tvalidation_1-rmse:18.37809\n",
      "[700]\tvalidation_0-rmse:1.39787\tvalidation_1-rmse:17.86564\n",
      "[800]\tvalidation_0-rmse:1.33248\tvalidation_1-rmse:17.31251\n",
      "[885]\tvalidation_0-rmse:1.28905\tvalidation_1-rmse:17.34379\n",
      "[0]\tvalidation_0-rmse:83.28473\tvalidation_1-rmse:155.31137\n",
      "[100]\tvalidation_0-rmse:30.77739\tvalidation_1-rmse:74.12388\n",
      "[200]\tvalidation_0-rmse:11.53602\tvalidation_1-rmse:46.11340\n",
      "[300]\tvalidation_0-rmse:4.64011\tvalidation_1-rmse:36.97310\n",
      "[400]\tvalidation_0-rmse:2.38334\tvalidation_1-rmse:33.71191\n",
      "[500]\tvalidation_0-rmse:1.79316\tvalidation_1-rmse:32.54281\n",
      "[600]\tvalidation_0-rmse:1.63311\tvalidation_1-rmse:32.16298\n",
      "[631]\tvalidation_0-rmse:1.59720\tvalidation_1-rmse:32.26839\n",
      "[0]\tvalidation_0-rmse:92.81896\tvalidation_1-rmse:195.16383\n",
      "[100]\tvalidation_0-rmse:34.38072\tvalidation_1-rmse:101.89892\n",
      "[200]\tvalidation_0-rmse:13.02154\tvalidation_1-rmse:67.41376\n",
      "[300]\tvalidation_0-rmse:5.48817\tvalidation_1-rmse:54.16448\n",
      "[400]\tvalidation_0-rmse:3.11529\tvalidation_1-rmse:49.36045\n",
      "[500]\tvalidation_0-rmse:2.38462\tvalidation_1-rmse:47.42922\n",
      "[567]\tvalidation_0-rmse:2.23212\tvalidation_1-rmse:47.34048\n",
      "[0]\tvalidation_0-rmse:105.97999\tvalidation_1-rmse:221.13267\n",
      "[100]\tvalidation_0-rmse:39.31992\tvalidation_1-rmse:99.90125\n",
      "[200]\tvalidation_0-rmse:14.90003\tvalidation_1-rmse:54.43812\n",
      "[300]\tvalidation_0-rmse:6.28788\tvalidation_1-rmse:38.35545\n",
      "[400]\tvalidation_0-rmse:3.56920\tvalidation_1-rmse:33.06398\n",
      "[500]\tvalidation_0-rmse:2.74454\tvalidation_1-rmse:31.76236\n",
      "[549]\tvalidation_0-rmse:2.55926\tvalidation_1-rmse:32.36926\n"
     ]
    }
   ],
   "source": [
    "tss = TimeSeriesSplit(n_splits=5, test_size=180, gap=1)\n",
    "df = df.sort_index()\n",
    "\n",
    "\n",
    "fold = 0\n",
    "preds = []\n",
    "scores = []\n",
    "for train_idx, val_idx in tss.split(df):\n",
    "    train = df.iloc[train_idx]\n",
    "    test = df.iloc[val_idx]\n",
    "\n",
    "    train = create_features(train)\n",
    "    test = create_features(test)\n",
    "\n",
    "    FEATURES = ['dayofyear', 'dayofweek', 'quarter', 'month','year', 'isWeekend', 'US_holiday', 'lag6', 'lag12', 'lag18']\n",
    "    TARGET = 'Average'\n",
    "\n",
    "    X_train = train[FEATURES]\n",
    "    y_train = train[TARGET]\n",
    "\n",
    "    X_test = test[FEATURES]\n",
    "    y_test = test[TARGET]\n",
    "\n",
    "    reg = xgb.XGBRegressor(base_score=0.5, booster='gbtree',    \n",
    "                           n_estimators=1000,\n",
    "                           early_stopping_rounds=50,\n",
    "                           objective='reg:squarederror',\n",
    "                           max_depth=3,\n",
    "                           learning_rate=0.01,\n",
    "                           random_state = 50)\n",
    "    reg.fit(X_train, y_train,\n",
    "            eval_set=[(X_train, y_train), (X_test, y_test)],\n",
    "            verbose=100)\n",
    "\n",
    "    y_pred = reg.predict(X_test)\n",
    "    preds.append(y_pred)\n",
    "    score = np.sqrt(mean_squared_error(y_test, y_pred))\n",
    "    scores.append(score)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "c3c7a425-d0f3-43c5-8fd1-00e53f328291",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Score across folds 26.9115\n",
      "Fold scores:[6.2128316820507115, 17.28576348443325, 32.073719037723535, 47.23418687432757, 31.751041587865377]\n"
     ]
    }
   ],
   "source": [
    "print(f'Score across folds {np.mean(scores):0.4f}')\n",
    "print(f'Fold scores:{scores}')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f5e9eaa5-894a-4c8a-84e0-c8519dbd2cb9",
   "metadata": {},
   "source": [
    "# Making a Forecast"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "30ad874d-ce36-4c1c-8213-70bc7126761a",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0]\tvalidation_0-rmse:108.92145\n",
      "[100]\tvalidation_0-rmse:2.46768\n",
      "[200]\tvalidation_0-rmse:2.06829\n",
      "[300]\tvalidation_0-rmse:1.75067\n",
      "[400]\tvalidation_0-rmse:1.55362\n",
      "[499]\tvalidation_0-rmse:1.39549\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<style>#sk-container-id-1 {color: black;background-color: white;}#sk-container-id-1 pre{padding: 0;}#sk-container-id-1 div.sk-toggleable {background-color: white;}#sk-container-id-1 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-1 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-1 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-1 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-1 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-1 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-1 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-1 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-1 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-1 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-1 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-1 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-1 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-1 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-1 div.sk-item {position: relative;z-index: 1;}#sk-container-id-1 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-1 div.sk-item::before, #sk-container-id-1 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-1 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-1 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-1 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-1 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-1 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-1 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-1 div.sk-label-container {text-align: center;}#sk-container-id-1 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-1 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-1\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>XGBRegressor(base_score=0.5, booster=&#x27;gbtree&#x27;, callbacks=None,\n",
       "             colsample_bylevel=None, colsample_bynode=None,\n",
       "             colsample_bytree=None, device=None, early_stopping_rounds=50,\n",
       "             enable_categorical=False, eval_metric=None, feature_types=None,\n",
       "             gamma=None, grow_policy=None, importance_type=None,\n",
       "             interaction_constraints=None, learning_rate=0.1, max_bin=None,\n",
       "             max_cat_threshold=None, max_cat_to_onehot=None,\n",
       "             max_delta_step=None, max_depth=3, max_leaves=None,\n",
       "             min_child_weight=None, missing=nan, monotone_constraints=None,\n",
       "             multi_strategy=None, n_estimators=500, n_jobs=None,\n",
       "             num_parallel_tree=None, random_state=50, ...)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" checked><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">XGBRegressor</label><div class=\"sk-toggleable__content\"><pre>XGBRegressor(base_score=0.5, booster=&#x27;gbtree&#x27;, callbacks=None,\n",
       "             colsample_bylevel=None, colsample_bynode=None,\n",
       "             colsample_bytree=None, device=None, early_stopping_rounds=50,\n",
       "             enable_categorical=False, eval_metric=None, feature_types=None,\n",
       "             gamma=None, grow_policy=None, importance_type=None,\n",
       "             interaction_constraints=None, learning_rate=0.1, max_bin=None,\n",
       "             max_cat_threshold=None, max_cat_to_onehot=None,\n",
       "             max_delta_step=None, max_depth=3, max_leaves=None,\n",
       "             min_child_weight=None, missing=nan, monotone_constraints=None,\n",
       "             multi_strategy=None, n_estimators=500, n_jobs=None,\n",
       "             num_parallel_tree=None, random_state=50, ...)</pre></div></div></div></div></div>"
      ],
      "text/plain": [
       "XGBRegressor(base_score=0.5, booster='gbtree', callbacks=None,\n",
       "             colsample_bylevel=None, colsample_bynode=None,\n",
       "             colsample_bytree=None, device=None, early_stopping_rounds=50,\n",
       "             enable_categorical=False, eval_metric=None, feature_types=None,\n",
       "             gamma=None, grow_policy=None, importance_type=None,\n",
       "             interaction_constraints=None, learning_rate=0.1, max_bin=None,\n",
       "             max_cat_threshold=None, max_cat_to_onehot=None,\n",
       "             max_delta_step=None, max_depth=3, max_leaves=None,\n",
       "             min_child_weight=None, missing=nan, monotone_constraints=None,\n",
       "             multi_strategy=None, n_estimators=500, n_jobs=None,\n",
       "             num_parallel_tree=None, random_state=50, ...)"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Retrain on all data\n",
    "df = create_features(df)\n",
    "\n",
    "FEATURES = ['dayofyear', 'dayofweek', 'quarter', 'month', 'year', 'isWeekend', 'US_holiday', 'lag6', 'lag12', 'lag18']\n",
    "TARGET = 'Average'\n",
    "\n",
    "X_all = df[FEATURES]\n",
    "y_all = df[TARGET]\n",
    "\n",
    "reg = xgb.XGBRegressor(base_score=0.5,\n",
    "                       booster='gbtree',    \n",
    "                       n_estimators=500,\n",
    "                       early_stopping_rounds=50,\n",
    "                       objective='reg:squarederror',\n",
    "                       max_depth=3,\n",
    "                       learning_rate=0.1,\n",
    "                       random_state = 50)\n",
    "reg.fit(X_all, y_all,\n",
    "        eval_set=[(X_all, y_all)],\n",
    "        verbose=100)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9e9b83ef-3aff-4e87-a294-ab0e94cf5a18",
   "metadata": {},
   "source": [
    "# Feature Importance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "2b6a5565-ccd3-4f20-85fe-30ed8e19916e",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fi = pd.DataFrame(data=reg.feature_importances_,\n",
    "             index=reg.feature_names_in_,\n",
    "             columns=['importance'])\n",
    "fi.sort_values('importance').plot(kind='barh', title='Feature Importance')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "a2cd55c6-2ec5-43ee-b1a3-0f49136be8e7",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\bencg\\AppData\\Local\\Temp\\ipykernel_11536\\3126939779.py:15: DeprecationWarning: In a future version, `df.iloc[:, i] = newvals` will attempt to set the values inplace instead of always setting a new array. To retain the old behavior, use either `df[df.columns[i]] = newvals` or, if columns are non-unique, `df.isetitem(i, newvals)`\n",
      "  df.loc[:, 'US_holiday'] = df.index.map(lambda dt: dt in us_holidays).astype(int)\n"
     ]
    }
   ],
   "source": [
    "# Create future dataframe\n",
    "future = pd.date_range('2021-04-01','2021-10-01', freq='1d')\n",
    "future_df = pd.DataFrame(index=future)\n",
    "future_df['isFuture'] = True\n",
    "df['isFuture'] = False\n",
    "df_and_future = pd.concat([df, future_df])\n",
    "df_and_future = create_features(df_and_future)\n",
    "df_and_future = add_lags(df_and_future)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "e7c53f6b-ef0f-4b22-af84-13bb6946f943",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "future_w_features = df_and_future.query('isFuture').copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "e7e29f34-08d2-4d1d-958e-98c4efc73e8e",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "future_w_features['pred'] = reg.predict(future_w_features[FEATURES])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "1b8dafd6-f073-4f05-a0a5-95f91857a9af",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "future_w_features['pred'].plot(figsize=(8, 3),\n",
    "                               color=color_pal[4],\n",
    "                               ms=1,\n",
    "                               lw=1,\n",
    "                               title='Future Predictions')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "58638de3-c73b-4281-86a7-a40196ae8c24",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2021-04-01    235.339355\n",
       "2021-04-02    234.748581\n",
       "2021-04-03    234.475906\n",
       "2021-04-04    235.713455\n",
       "2021-04-05    235.954590\n",
       "                 ...    \n",
       "2021-09-27    240.651154\n",
       "2021-09-28    230.509216\n",
       "2021-09-29    229.876297\n",
       "2021-09-30    229.559402\n",
       "2021-10-01    229.478302\n",
       "Name: pred, Length: 184, dtype: float32"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "future_w_features['pred']"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4cac4bb4-97b0-4e99-8d0c-7b186909d1ff",
   "metadata": {},
   "source": [
    "# Compare Forecast to Real Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "13d98a1f-cece-48d0-b623-05ac481d6c18",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "df2 = df2.loc[(df2['Date'] >= '2021-04-01') & (df2['Date'] <= '2021-10-01')]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "52cbe0a2-91b4-415b-b455-e52ed4a694ed",
   "metadata": {},
   "outputs": [],
   "source": [
    "df2 = df2.set_index('Date')\n",
    "df2.index = pd.to_datetime(df2.index)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "fa657e14-782d-429f-a8c5-078ae413b9d4",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Date\n",
       "2021-04-01    240.44\n",
       "2021-04-02    240.44\n",
       "2021-04-03    240.44\n",
       "2021-04-04    240.44\n",
       "2021-04-05    246.33\n",
       "               ...  \n",
       "2021-09-27    294.71\n",
       "2021-09-28    286.76\n",
       "2021-09-29    284.89\n",
       "2021-09-30    284.72\n",
       "2021-10-01    285.64\n",
       "Name: Average, Length: 184, dtype: float64"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2 = df2.Average\n",
    "df2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "3b24f261-0650-476b-bb2c-da6b6bb769e2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df2.plot(figsize=(8, 3), color=color_pal[5], ms=1, lw=1, title='Real Stock Price')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "08c7b99c-432d-4621-81fa-643a8176b20b",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "RMSE Score on Test set: 38.61\n"
     ]
    }
   ],
   "source": [
    "# Calculate Error\n",
    "score = np.sqrt(mean_squared_error(df2, future_w_features['pred']))\n",
    "print(f'RMSE Score on Test set: {score:0.2f}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "be0b6905-341a-4c28-97a2-df2f96fb58b1",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Comparison of Real vs Predictions\n",
    "future_w_features['pred'].plot(figsize=(8, 3), color=color_pal[4], ms=1, lw=1, title='Real Price vs Predictions')\n",
    "df2.plot(figsize=(8, 3), color=color_pal[5], ms=1, lw=1)\n",
    "plt.legend(['Predictions', 'Truth Data'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "44bea970-e5b7-4b1a-974e-86208dbec40f",
   "metadata": {},
   "source": [
    "# Save Model (as JSON file)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "3ac8f02e-ffe4-469b-9edd-1fac8c4357cd",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "reg.save_model('model.json')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}