{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "f6c3cc2b-7359-4736-a8ab-845475ff2e4f",
   "metadata": {},
   "source": [
    "# eCommerce Example\n",
    "\n",
    "This notebook details a time series analysis and forecasting application performed with scalecast using the eCommerce dataset. The notebook starts with an exploratory data analysis; moves to time series decomposition; forecasts with an exponential smoothing model; an ARIMA model; a multiple linear regression model; moves to automated forecasting with scikit-learn models, Facebook Prophet, and LinkedIn Greykite/Silverkite; explores TensorFlow recurrent neural nets; and finally finishes with combination modeling.\n",
    "\n",
    "The utilized dataset is available on kaggle: https://www.kaggle.com/carrie1/ecommerce-data/\n",
    "\n",
    "[Library Imports](#Library-Imports)  \n",
    "[Exploratory Data Analysis](#Exploratory-Data-Analysis)  \n",
    "[Forecast with scalecast](#Forecast-with-Scalecast)  \n",
    "\n",
    "  - [Holt-Winters Exponential Smoothing](#HWES)  \n",
    "  - [ARIMA](#ARIMA)  \n",
    "  - [MLR](#MLR)  \n",
    "  - [Elasticnet and Auto-Forecasting](#Elasticnet-and-Auto-Forecasting)  \n",
    "  - [Auto-Forecasting the Scikit-learn Models](#Auto-Forecasting-the-Scikit-learn-Models)  \n",
    "  - [Prophet and Silverkite](#Prophet-and-Silverkite)  \n",
    "  - [TensorFlow Recurrent Neural Nets](#TensorFlow-Recurrent-Neural-Nets)  \n",
    "    - [SimpleRNN](#SimpleRNN)  \n",
    "    - [LSTM](#LSTM)  \n",
    "  - [Combination Modeling](#Combination-Modeling)  \n",
    "\n",
    "[Export Results](#Export-Results)  \n",
    "\n",
    "## Library Imports\n",
    "[Back to top](#eCommerce-Example)  \n",
    "First, let's import the libraries and read the data. Some data preprocessing in pandas will be necessary before calling scalecast."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "d2c6f7a1-2ce3-493e-8d1c-c49c89543140",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import datetime\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from scalecast.Forecaster import Forecaster\n",
    "from scalecast import GridGenerator\n",
    "from scalecast.notebook import tune_test_forecast\n",
    "\n",
    "plot_dim = (15,7)\n",
    "sns.set(rc={'figure.figsize':plot_dim})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "918ad72f-496b-48e4-908c-05de0ac72518",
   "metadata": {},
   "outputs": [],
   "source": [
    "data = pd.read_csv('eCommerce.csv',parse_dates=['InvoiceDate'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ab340e1a-aa62-428f-ac28-678eaacd067f",
   "metadata": {},
   "source": [
    "## Exploratory Data Analysis\n",
    "\n",
    "[Back to top](#eCommerce-Example)  \n",
    "Let's view the data's first five rows."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "0ad6900f-c34c-4a92-81fb-f46b2ddff949",
   "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>InvoiceNo</th>\n",
       "      <th>StockCode</th>\n",
       "      <th>Description</th>\n",
       "      <th>Quantity</th>\n",
       "      <th>InvoiceDate</th>\n",
       "      <th>UnitPrice</th>\n",
       "      <th>CustomerID</th>\n",
       "      <th>Country</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>536365</td>\n",
       "      <td>85123A</td>\n",
       "      <td>WHITE HANGING HEART T-LIGHT HOLDER</td>\n",
       "      <td>6</td>\n",
       "      <td>2010-12-01 08:26:00</td>\n",
       "      <td>2.55</td>\n",
       "      <td>17850.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>536365</td>\n",
       "      <td>71053</td>\n",
       "      <td>WHITE METAL LANTERN</td>\n",
       "      <td>6</td>\n",
       "      <td>2010-12-01 08:26:00</td>\n",
       "      <td>3.39</td>\n",
       "      <td>17850.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>536365</td>\n",
       "      <td>84406B</td>\n",
       "      <td>CREAM CUPID HEARTS COAT HANGER</td>\n",
       "      <td>8</td>\n",
       "      <td>2010-12-01 08:26:00</td>\n",
       "      <td>2.75</td>\n",
       "      <td>17850.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>536365</td>\n",
       "      <td>84029G</td>\n",
       "      <td>KNITTED UNION FLAG HOT WATER BOTTLE</td>\n",
       "      <td>6</td>\n",
       "      <td>2010-12-01 08:26:00</td>\n",
       "      <td>3.39</td>\n",
       "      <td>17850.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>536365</td>\n",
       "      <td>84029E</td>\n",
       "      <td>RED WOOLLY HOTTIE WHITE HEART.</td>\n",
       "      <td>6</td>\n",
       "      <td>2010-12-01 08:26:00</td>\n",
       "      <td>3.39</td>\n",
       "      <td>17850.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  InvoiceNo StockCode                          Description  Quantity  \\\n",
       "0    536365    85123A   WHITE HANGING HEART T-LIGHT HOLDER         6   \n",
       "1    536365     71053                  WHITE METAL LANTERN         6   \n",
       "2    536365    84406B       CREAM CUPID HEARTS COAT HANGER         8   \n",
       "3    536365    84029G  KNITTED UNION FLAG HOT WATER BOTTLE         6   \n",
       "4    536365    84029E       RED WOOLLY HOTTIE WHITE HEART.         6   \n",
       "\n",
       "          InvoiceDate  UnitPrice  CustomerID         Country  \n",
       "0 2010-12-01 08:26:00       2.55     17850.0  United Kingdom  \n",
       "1 2010-12-01 08:26:00       3.39     17850.0  United Kingdom  \n",
       "2 2010-12-01 08:26:00       2.75     17850.0  United Kingdom  \n",
       "3 2010-12-01 08:26:00       3.39     17850.0  United Kingdom  \n",
       "4 2010-12-01 08:26:00       3.39     17850.0  United Kingdom  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9689fdcd-d64f-414c-aa27-58589f0a11d0",
   "metadata": {},
   "source": [
    "Now, let's view the data's dimensions."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "ad950157-6182-452b-9d0d-4cf1546f229d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(541909, 8)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "863c84f7-736c-4d58-9b8c-094cc1f4dcbc",
   "metadata": {},
   "source": [
    "Let's see how much time these 550,000 observations span."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "a7b3c12a-a8b4-49f6-b1b2-eae255f43cde",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "first date in data: 2010-12-01 08:26:00\n",
      "last date in data: 2011-12-09 12:50:00\n"
     ]
    }
   ],
   "source": [
    "print('first date in data:',data['InvoiceDate'].min())\n",
    "print('last date in data:',data['InvoiceDate'].max())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f2a376fb-44ec-4c49-90e3-ce6208aa1f52",
   "metadata": {},
   "source": [
    "In spite of there being over half a million rows, there is only about a year's worth of data to analyze. Before proceding, we should decide a datetime frequency to aggregate the data to, otherwise we will be trying to forecast with an incosistent interval of time between observations. This decision depends on what question we are trying to answer. For this example, let's try answering the question of if we can accurately predict daily gross sales revenues in the United Kingdom over 30 days. This means we will be removing sales that were negative in value (probably representing returns), creating a \"Sales\" column by multiplying quantity by price, and aggregating the entire dataframe to the daily level. Then, we subset to `country=='United Kingdom'` and fill any days that show no sales with 0."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "bbc55e6f-0ce8-459e-b30c-75c1f0f4812d",
   "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>DateTime</th>\n",
       "      <th>Sales</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2010-12-01</td>\n",
       "      <td>54818.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2010-12-02</td>\n",
       "      <td>47570.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2010-12-03</td>\n",
       "      <td>41308.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2010-12-05</td>\n",
       "      <td>25853.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2010-12-06</td>\n",
       "      <td>53322.12</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    DateTime     Sales\n",
       "0 2010-12-01  54818.08\n",
       "1 2010-12-02  47570.53\n",
       "2 2010-12-03  41308.69\n",
       "3 2010-12-05  25853.20\n",
       "4 2010-12-06  53322.12"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# drop negative sales quantities\n",
    "data = data.loc[(data['Quantity'] > 0) & (data['Country'] == 'United Kingdom')]\n",
    "# create the Sales column\n",
    "data['Sales'] = data['Quantity']*data['UnitPrice']\n",
    "# aggregate the dataframe to the daily level\n",
    "dt_aggr = 'D'\n",
    "data['DateTime'] = data['InvoiceDate'].dt.floor(dt_aggr)\n",
    "tbl = data.groupby('DateTime')['Sales'].sum().reset_index()\n",
    "# view first 5 rows\n",
    "tbl.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "20b1d652-5c86-44d3-a277-5bca44942676",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(305, 2)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tbl.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "6417323c-91b8-41ab-9ccb-f3a5c9e3feb3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "first date in data: 2010-12-01 00:00:00\n",
      "last date in data: 2011-12-09 00:00:00\n"
     ]
    }
   ],
   "source": [
    "print('first date in data:',tbl['DateTime'].min())\n",
    "print('last date in data:',tbl['DateTime'].max())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6abf78b0-3f01-4e38-8f43-d3a8669b4d08",
   "metadata": {},
   "source": [
    "It is possible that after making this aggregation to the daily level, some date observations in the range are missing. Some forecasting libraries will process missing data for you automatically, but because scalecast mixes so many model concepts, it is necessary to have every possible date in a given range represented. If we run the code below, we will limit the dataframe to only days and any missing dates will have their sales filled with 0."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "f5a3cc31-7248-42a4-a254-6e4d96e907cd",
   "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>DateTime</th>\n",
       "      <th>Sales</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2010-12-01</td>\n",
       "      <td>54818.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2010-12-02</td>\n",
       "      <td>47570.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2010-12-03</td>\n",
       "      <td>41308.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2010-12-04</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2010-12-05</td>\n",
       "      <td>25853.20</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    DateTime     Sales\n",
       "0 2010-12-01  54818.08\n",
       "1 2010-12-02  47570.53\n",
       "2 2010-12-03  41308.69\n",
       "3 2010-12-04      0.00\n",
       "4 2010-12-05  25853.20"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_dates = pd.DataFrame({'DateTime':pd.date_range(start=tbl['DateTime'].min(),end=tbl['DateTime'].max(),freq=dt_aggr)})\n",
    "full_data = all_dates.merge(tbl,on='DateTime',how='left').sort_values(['DateTime']).fillna(0)\n",
    "full_data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7b64d42c-886f-4fb5-9a53-e07e7bf644a2",
   "metadata": {},
   "source": [
    "Let's see how that looks plotted."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "372ba441-37ec-49dc-aea7-e971115c2f2e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "full_data.plot(x='DateTime',y='Sales',title='eCommerce Sales Original')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "135a510e-75dc-46ea-ac9e-754ec0853e3b",
   "metadata": {},
   "source": [
    "We notice the last observation in the dataframe is an outlier. Let's look at it more closely."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "7f9cbc9e-6a54-4763-bf9a-c54c209b2020",
   "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>DateTime</th>\n",
       "      <th>Sales</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>373</th>\n",
       "      <td>2011-12-09</td>\n",
       "      <td>196134.1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      DateTime     Sales\n",
       "373 2011-12-09  196134.1"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "full_data.sort_values(['Sales'],ascending=False).head(1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c485b924-1f3b-4546-9375-fb526fc6bec0",
   "metadata": {},
   "source": [
    "There are different ways to handle outliers in time series, but we will try ignoring it to see how well our models can predict it."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "347b422c-46a2-42fd-994e-bb28feab70db",
   "metadata": {},
   "source": [
    "The last preprocessing function we want to perform is removing the first month or so of observations because so many of them are 0 or close-to-0 in value. Starting January 4, 2011, we see a more normal pattern."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "78d28a45-c370-4fe4-8b2f-abd0439c5141",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "full_data = full_data.loc[full_data['DateTime'] >= datetime.datetime(2011,1,4)]\n",
    "full_data.plot(x='DateTime',y='Sales',title='eCommerce Sales Starting Jan 4')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "217a2285-fac6-4824-ae9b-a21a22cdcf8a",
   "metadata": {},
   "source": [
    "Much better. In the real world, we might want to know more about that outlier -- why it exists, the best way to mitigate it, etc. This example is more interested in producing forecasts and showing the scalecast process, so we are going to sweep the issue of this outlier under the rug and forget about it. Let's now try to get a better idea of how the data is distributed."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "28fc4a1c-9a92-463a-89bd-86cf50b047ef",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Sales</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>340.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>24278.908776</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>20781.112463</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>12518.370000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>21182.990000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>31394.397500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>196134.100000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               Sales\n",
       "count     340.000000\n",
       "mean    24278.908776\n",
       "std     20781.112463\n",
       "min         0.000000\n",
       "25%     12518.370000\n",
       "50%     21182.990000\n",
       "75%     31394.397500\n",
       "max    196134.100000"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "full_data.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "2875c002-f9a7-4cfd-ae9b-835f3a6842e1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "full_data['Sales'].hist(bins=25)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c3603d1d-0f6d-4985-81e5-72f1cf628c47",
   "metadata": {},
   "source": [
    "The remaining data looks somewhat normally distributed with a slight right skew. We see that one outlier far above all other values."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e556ca2c-97dc-40d5-b910-52d041a99250",
   "metadata": {},
   "source": [
    "## Forecast with Scalecast\n",
    "[Back to top](#eCommerce-Example)  \n",
    "To load the object, we call the Forecaster() function with the `y` and `current_dates` parameters specified. If we hadn't already dropped the first observations of the data before calling the object, we could have done it by using the `keep_smaller_history()` function as shown below. We can then plot the values that we will be using for forecasting."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "036e603c-cace-416d-a911-54b6aaa2a66a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Forecaster(\n",
       "    DateStartActuals=2011-01-04T00:00:00.000000000\n",
       "    DateEndActuals=2011-12-09T00:00:00.000000000\n",
       "    Freq=D\n",
       "    ForecastLength=0\n",
       "    Xvars=[]\n",
       "    Differenced=0\n",
       "    TestLength=1\n",
       "    ValidationLength=1\n",
       "    ValidationMetric=rmse\n",
       "    ForecastsEvaluated=[]\n",
       "    CILevel=0.95\n",
       "    BootstrapSamples=100\n",
       ")"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f = Forecaster(y=full_data['Sales'],current_dates=full_data['DateTime'])\n",
    "f"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b85fd1bb-f4bd-4b22-a407-40fcdc8b1393",
   "metadata": {},
   "source": [
    "The first thing you should do after initializing the object is set its test length. What that length is is up to you. The longer the length, the more confident you can be about your reported error/accuracy metrics. The library requires a test length of at least 1. Let's set our test length to be the same size as our forecast length: 30 days."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "d52dd97b-181b-4393-9da2-60a7b31006aa",
   "metadata": {},
   "outputs": [],
   "source": [
    "f.set_test_length(30)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a5e13235-5d98-4335-b554-0667eabd2858",
   "metadata": {},
   "source": [
    "Before beginning the forecasting process, we should get a better idea of the signals within the time series itself. Using ACF, PACF, and Periodogram plots, we can observe how the series is auto-correlated. We leave the test set out of all visualizations (`train_only=True`) to not leak data when making decisions about which signals exist in the data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "b4a9e7f5-ac1f-4022-83d6-42950e64e956",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f.plot_acf(train_only=True,lags=30)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "42063a7f-daa3-429a-bba5-4cc7c599cff4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f.plot_pacf(train_only=True,lags=30)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "8d39f588-34a6-4436-abc9-52a3f0cdf8ce",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Bsaberr3ZpZozcbBuvjxRgX5enV6A+/l66YrJCZo7KV4ZR8v08a487ThYpPpGR5tDQKLDAzRqSLhGxIUqMS5U9maHThbX6GRRjfKKa7Q/58ultb4+ViXYgmULD9DeIyVyGtL1lw3TddOHtfk3P2dQqL+uvmSI3t96QvOnDmn3BNiuvHk2SE4ZbVPW8XL92//t0KI5ibpiSoI27jutqpomfW/h+IuuCFssFi2ak6QnX9unDftOaf7UIW0+55VPs9Vod+iHt6S2uWkUHOCjGalx2pRRoEVzk1r9Xn5/6wlV1TTpgVtSu/0+OXmkTQF+3tqUWeDRgJd+tFSvfJKt4rP7/Y6fru5w6ai7OZ2GfvvyXuUUVCs4wEeTR0Vp8iibThSe0bubc1VZ06jw8w7F6Y8IeAD6nMN5lTKkNgesnG/6uFi98mm2HvvzDl0/Y5guHRPT5i6umXYdKlZ0REC/vQisrmvS2h0nlZYUqasvGaKwYD+FB/uqtLJBv/rrTu3LLtXsCR0vJ+qumnq76hubFRnq3+rfz2kY2nukVB9sO+F6E959uEQb9p7SgkuHav7UIQrw81ZecY2eWrVPjXanfrpkgvKKa/TyJ9kqrqhTdMSFL9/dc6REyQlhCgvy1czUWH2042TLMsORkfKyWlXX0Kx3NuVozNDwNkeKTx0TreiIAP1y5U6t25mnW2cnXvA4OnOqpEaF5XXy8/WSv4+3/Hy95O1l0RfpBfpkd56sVotunDlc10wbKn/fi3u79/ayas7EwXr7ixzlFFRrz5ESzUiN6/Yd99hBgfrpnZP19Kp9umv+qA6XVAYH+OjHt09Qbb1dId24gTBtbIw+3Z2vfdmluiwlttXH0o+WyWKRUhMjFRzgo5HxYdqbXaqbL7/wf4+Pd+bplU+zNXZYhB66Y1KPv94wDLctEd2fU65X12dr6ZUjNb6LC3F7s6PH1ZFzLTDmTYrvdBnuV1ktFk0cGaWJI1t+LgzDUFOzU/Vnl3cGB/i0+2879rw/g73ZqdOltcorrtHJ4jPKK6rRwdxyTRwZpcVzkrq1BPu66cP0Rfppvbb+qB65c1KP/t4/3Z2vD7ed1NxJ8brn6lEqq27Q39ce1sufZGvHwWKVVNW3VO86eY/qiXHDIzRmaLjrhNvzf14zjpVq+4Ei3TxrRIctR66akqANe09p495TWjiz5cZocWW9PtpxUpeNj+3RzR1fHy9NHxejTZkFqpvfrEB/90aFooo6vfJJtjKOlSkuMlD335yi597O0uG8yl4LeJ9nnFZOQbXuvnqU5kwc7FpKPCjEX+9uztX+nPI2N6D6GwIegD7n8MlK+XhblTi44zelK6cmKCTIR+9tOaEX3j2gd77I0fWXDdf08TFu2/tkb3aotqFZIYE+Xe4lOV9VTaOeeydL/r7e+tldk9vdF9HXrduRJ7vdqdvnJbe6qAiM8VZkqL/2HCm56IBX39isX63cqbLqBnl7WRQdEaiYiADZwgOUebxMBWV1soX7a9mC0ZqZGqviinqt/vy43v4iR5/uztfsCYO1fk9+y9/z3ZOVYAs+exR5trJyynXFBQa8ksp65RXXaMkVyZIkL6tVi+ck6enVmfoio0BzJ8br/a25qq23a8kV7e/pGhoToqmjbfp0d56uuXRIh/vePtx+QpnHyrT89gndvgAvrqzX258f17YDRe1+3CJpRmqsbp2dpIgQ992FnjNhsNZsztVzb2epqdmpGV8JVF2ZlhKnEdFBXV5oWy2WboU7SUqMD1VkqJ+2HyxqE/AyjpZqZHyYq4I6caRNqz47qpLK+gtaqrrjYJFe/TRb/r5eOpJXqYam5h4F56ycMv35vYO6dXaiLr/In51TJTX649uZamh06Per0vXdheN06di2h93UNdj11w8PadfhEsXbgjRu2CCNHxGh0UMi5Ofb+XzbnFmgIdHBF32TymKxyM/HS34+Xt2uivh4WzUsNuRs78ILu9AO8PPWTZcn6h8fHda+7FJNGtW9ZXe7D5fo5Y+PaNLIKN09f5QsFouiwgK0/PYJ2rq/UK98kq3ahmZ97yL23n3VuSrein/s1se78rVwxnBJLUss//HRYQ2OCtJ1l3W8HWFwVJBSEgdp/Z5Tunb6MHl7WbVq/dGW311zk3o8nllpcfps7yntOFjktuX4RRV1+mhHnjZlnJa3l1W3z0vWVVMT5O1lVUJ0sI7kVfb4e36RcVq5hWd0+9zkLufzObUNdq3eeFyjhoRr3qT4Vv+GQ2KCFRLoQ8ADAE84dKJCyfFh7e5FOMdqsWj6uFhdOjZGew6X6L0tufrLBwe1budJ/ds3prplLf/TqzOVdbxcFosUEuirsCBfhQX7anba4A4rEJK081CxDEPyslr05Kp9+sXdUy760I/eVFNv16d78nXJ2Og2d4wtFoumjLZp/Z78dpfF9cQbG46pvLpBi+cmqbbersLyOhVV1CvzeLkGRwbqvhvHa+qYLw9qiLcF60eL0nTsdJVWbzyu97ee0OCoIP3k9gkaFNpykEJMRICiwvyVdbxcV1xgA+E9Z09bPP+CcOLIKCXHh+mdTTkamRCuj3fl67KU2E6bZ98wY7h2HS7RJ7vy211unF9co9Ubj8vhNPTu5lwtmtP5hVh1bZPWbMnVhr2n5GW16PrLhmnq6GjZm51qsDerscmhhiaHhsWEeOSmQliwn6aOidb2A0WKiQhQ0uCeL3tz9wEnVotFl4yN0cc781RTb3eFufLqBp0srtFt513cThoVpVWfHdXe7FJdfUnbZXCdOXiiQv/33gGNTAjTtdOH6X/fyNChk5Xdbgj92d5TemndERmGodc3HNOU0bYeH3ZzTnVtk/73jQz5envpZ3dN0T8/PqI/vbNf1bVNuuq85X05BdV67u0sVZxp1LxJ8SqqqNNne0/p41158rJaNCE5St+/aXy7N8ROldQot/CMll458oLG2FfMnhCnT3bladWGY0qIDtagUL9Ob9Zl51fqhTX7lTg4VN+7cXyrVQUWi0UzUuKUMiJSJ4vPtKo4ukNSfJgmJkdp7faTmjcpXsEBPlr9+XGVVzfqZ/d0ffLt1VOH6Her0rXzYMuy7D1HSnTr7MQLuskzPDZE8VFB2pRZcNEBL6egWh9uP6ndh4vlZbVoZmqcbpo1olXYHzUkXF9knFazw9ntG7Tvb83VmxuPS5KOnarSg4vSXO8DnXlnU45qG+y6s50Dl6wWi8aPGKSs4+VyGka/3v5hSsArLCzUs88+q8DAQPn7+2v58uVmDANAH1RTb1decY1uurz9/XdfZbVYNHVMtKaMtmlzZqH+8sFBfZ5e4Dq8oT1n6ppU19Dc6Qmc9Y3NOphboQlJkRoWG6LKmiZV1zYpt7BaL31yRBNHRnX4RrT9YJESbMH63o3j9F//3KMnV6Xr53dP7nZV4qsO5pbr3c25umHGcI0f0fVFhWEYyiuuUebxMmUeL1dpVb1+cc/Ubr/Rr9uZp8Ymh244exf5qyaPsmndzjxlHi9rt2rQHef21V19yZA2B+V0tYwtaXCYHrpjknILqxUTEdgqZFosFqWMGKStB4p6dLFwvj1HSpRgC26118Visei2eUn6zT/36Lcv7ZHVoi6XXg6NCdGkkVFatzNP8y8Z0mqcTsPQ3z86rAA/b40eGq4Pt53U1NHRHQbGz/ae0qrPjspud+ryCXG6ceYIt1bnuuvKyQnafqBIM1Lj+sxplNPGxmjt9pOtqsrn+oKlnRfAYiICFW8L0t4jJT0KeCeLzuiZ1RmKiQjUjxanydfbS74+VmUdL+sy4DmdhlZ9dlTrduYpLSlS104bqv9+ea/e33pCt81LbvdrCsvr9Kd392vyyCgtuHSofH2+vFllb3bo6dUZqqpt0iN3tqwO+OmSCXr+nf16+ZNsVdfZdfPlI/TJzjy9vuGYwoN99chdk5V8dolek92h7Pwq7csu1ad78vXp7nwtuHRomzFsziqUl9Wi6R20wOgvvKxWLbkiWb9/PUOPPL9VVotFESF+soX7KyKkJQw4nE45HIaaHU5l51dpUIifHlycJj+f9m8Shgb5KmVE13tPL8StsxP12F926MNtJzR5tE2f7srXvMnxrn+/zowfMUhxkYH6aOdJOZyGosL8teDSnt3IOMdiaQliqz47qtOltR0uDe1MxZlG/d97B3TwRIUC/Lx17bRhmj81oVXD93NGDwnXp7vzdaLojJI6Wbkjtbw/rP685Qbf9HExumRstF5cc0CP/32XHlyU1ul+y1OltVq/+5TmTBjcYWU6ZcQgbdtfpLyimk5v4PV1ppzhfPz4cW3fvl35+fmKi+vfJVAA7nPsdJVeeHf/2f13PVuL3/KGFKtRCWF6f2uumjrojeV0GnpqVbr+66U9nTZWPpBbIYfT0DXThurmyxN177Vj9ODiNN2zYLSqapo6bCxbWlmvY6eqNW1ctBJswXpwcZrKqxv0+9fT1dDUs8a79maHXv00W0+8uk/Z+VX63zcyOu2zVl7doL9+eFA/fXazfrly59lmv3aVVzdq56Hu9Q2sbbDr0915mjLapgRb+1Wg5PgwhQT6uCpdPdXY5NDKDw8qOjxAt7QTkrobHIbHhrZbQUxJjFRjk0NH83ve2LqqtklH86s0eVTbC/eRCeGaNDJKNfV2XX3p0G7dLV44c7jqGpu1fk9+q+c3ZRTo6Kkq3TYvSfdeO0YhgT5a+cFBNTva9sL6PP20/vHRYSXHh+nx71yqb1wzxpRwJ0nJCWF6+I5JuuYCLxw9YWhMsGIiArT9vCWr6UdLFRXmr8GRrW/iTBpp05H8yg777X1VaVW9nno9Xf6+3lp++wQF+fvIx9uqMUMjlNXFYT4NTc16ZnWm1u3M01VTEvSjRakaPTRCl6XE6uNd+Sptp5m0vdmp59/J0qmSWr31RY5+/uI2bd1fKKdhyDAMrfzgkI6dqtZ3bxinxLMVVB9vL91/S4pmT4jTe1ty9fMXtunV9UeVlhSpx755aatw4OvjpfEjBumuq0cpNTFS727OVfVXGtg7nE5tzSpUamKkQnuw966vSkuK0r/fO1XfvHaMrrtsmEYOCVOzw9CRvApl51fqRFGNCivqVFnTpMTBoVq+ZOIF34y7WAnRwZo2Pkaf7M7Xn987qPAQvy4r++dYLBbNnzpEJ4tqdKqkVkuuGHlRK1kuS4mV1WLRpvN64tU3NuuL9NNn52hNh1/b7HDqj29n6vjpat02L0n/c/8MLZ6b1G64k6SRZ1vQdLVM02kYeunjI3p/6wnNmThY37lhnCaNtOnn90yRt9Wq/3ppT4fvdYZh6NVPjsjP10s3d3Jz7tx+1r7a07S7TKngxcTEaOXKlYqOjtZ3vvMdLV261IxhALhIhmEoO79Kuw+X6Mop8Z0eauFwOrVtf5GCA3wUGxmoqDB/eVmtLacknqzUe1tydfBEhYL8vbVoTqJGJvT8xD+LxaKbL0/Uf7+yVxv3ndb8du7Sb9x3SrmFZyS1HCHfXm8zqeWXu7+vV5vN6WlJkYoI8dPGfac1uZ09HTvOvrmcq2yNGhKu7980Xs+sztSzb2XpXxandauqdKLwjF5874BOl9bqyskJunb6UP3vGxn6wxuZenBRqlISW99B3pddqj+/f0B2h1MTkqKUkjhIqYmRCg/202N/2aFdh4q7VbX4ZFe+6hsdrj0g7bFaLZo0MkrbDxZf0OENb31xXCWVDXrkzkkd3iW/GGOHRcjLalFWTnmPjzDfl10iQ2r331aS7rhqpGIiAnXttLZVj/YMjw1VWlKkPtqRpyunJMjf11vVdU16/bOjGpUQpllnK2F3Xz1az76VqY92nNT1lw13ff3uw8X629pDShkxSA92c+542sUeC+9ulrPN1tdsyVVVTaP8/bx14ESFZk8Y3OZmweRRUXpvS67Sj5Z2ucemvrFZT61Kl93u1M/untwq0KcmRirjWJmKKuoU087vPafT0BOv7FNuYXWrdhBSS5Vm56Firf78uL53Y+sj/N/ceEwni2r0o1tTFejvrVc/PaoX1xzQJ7vyNSwmWNsOFOnW2Yltloh7Wa36xjVjFBrkp3U7TuqOK0fqqqkJnd4sWXJFsv79zzv0zhc5umfBl21F9udUqKq2qd/vQTrf8NhQDY/t+ZJiM9w8a4R2HixWYXmdHlyU1qNl8JelxGr158c1JDq43ZtUPREW5KsJyZHaklWoMUPDtXV/kfYcKZG92SmrxaLs/Cr94p4p7d7oemPDMR07Va3v3zS+W6s8woJ8FRcZqCMnK3XttPb3GjqcTq384JC2ZBXqmkuH6rZ5Sa75nWAL1r99Y6qeWZ2p597O0vFLh2j+1CGtxrYvu1T7cyt0x5UjOz0BOizYT0Oig7U/p7zV7+L+xpSA9/LLL2vp0qXy8fGRn1//PoYU6A17jpSo8VCxLutk31dvqmto1tb9hdqw95ROldZKallWtPz2CR1+zfo9p/TKJ9mux15Wi2IGBcrLalFecY3Cgnx1+7xkzZk4+KL2dY0Z1nIa2QfbTmj2xMGtAkR1bZPe3HhcyQlhyj17EmB7Ac8wDGUdL9O44YPaXFB7Wa26PC1OazbnqrSyvs3euu0HipQ0OLTVIQ6TRtr0jWvG6K8fHtIrn2S3uphq77U/2HZCb3+Ro+BAH/3k9gmuMPfQHZP0xCt79Yc3vwx5zQ6n3thwTOt25mlYTIi+f/P4NhecU0fb9NYXOSqvbui06lTX0KyPd+Zp0sioLg9WmDwqWp+nF+hAboUmdHMfktQSqj/emad5k+M9dmJagJ+3kgaHKiunrMcHDOw50lL5GdLBHraosADdfkX7S+s6snDGcK34x25t2Hta10wbqlXrj6qhyaF7rhnjukCZMtqmqaNtemdTriaPsikuMkj7c8v1p3db9gP98JbUPhHu+qpLxsbo3c252nmoWFHhAbI3O9tt4TAsJkQRIX7ac6Sk0wDjdBp64d39Kq6o10+WTFT8V6rZKWeXSmcdL1fMlLYBL+NYmXIKqvXN68a0aV7d6gj/S748wj/jWJnW7czTFZPjXfs//+3eqdqaVag3Nx5TTkG1ZqbE6voODtuwWCy6dXaibpo1vFuHQg2OCtK8yfFav6dlGeC5iv3mzAIFB/h0qwUG3C86IlC3zUvWmbom10mk3eXn46XH7r1Egf7ebllCPSs1TnuzS/X71zMU5O+tWWlxmpESKx+vlmrZU6+n62d3TW61n3TXoWKt29lyQ6snS/hHDQnXjoPFcjqNdk/EXrM5V1uyCnXL5SN0w4zhbf58oUG+euiOifrHuiP6aEee1u3M04SkKM2eOFhjh0bo1fXZrjnflfEjBunjnXk9PkipLzHl3eKWW27Rk08+qX//93/XNddcY8YQgH5j16FiPftWpl58O0vHT1f3+OsPn6zQibMVq4tV39isv390WD95dpNe+viIfLytuvfaMbp51ghlHi/TwRMV7X5dXYNdazbnaszQcP387in65nVjdPUlQxQTESBfH6vuvnqU/vsHl+maaUMvKtydc9OsEaqqbdKGvadaPf/6hqNqtDt079leZXuOlMgw2i7TLCirU1l1o1IS29/vdu6C7fOMglbPnzvW+9J29q3MnjBYCy4dos/2ntLuwx0vl/xoR57e3Hhck0ZG6fFvT2tVqQsO8NFDd0xSXGSg/vBmpj5PP63//Mdu15vpz++Z0m414dzd/t2HO19S+emefNU1NmvhzOGdfp7UUiXz9/Xq0TJNe7NDKz84qEGhflrczWVHF2p8YqROFtWoqrap608+q76xWQdPlGvyKJtb95clxYdp/PAIrd1+QhnHSlvuQE8bqviv7Gu5a/4o+flYtfLDQzp2qkrPvJmpmEGB+pfFE7p9QtzXVXxUkBJswdpxsFgZR0vl5+ul0UPa3kCwWFqqz/tzytXYwTJuqaXKnH6sTHdcNVJj26lYRkcEyBbur/057S/TXL83X+HBvh2eNHrd9GEKCfTRqvVHZRiGqmoa9ef3DyjBFuQ6vVVq2WM8MzVOv/neZfrhLan6xrVjupybPTnx96ZZIxTo561XP82WYRiqbbBrb3aJpo9z32nE6LmrLxnS7aWZXxUZ5u+W91FJSkuO1C2zE/XDW1L0uwdm6Z6rRytpcJiGxoTogVtTVVhWp6ffzJS9uWVpeVF5nVZ+eFCJg0NbzePuGDUkXPWNzcpvZ+lns8OpjftOa0JSpBbOHNHhz4CPt5e+dd1Y/df3L9N104cpp6Baf3gjQz9+ZpNKKht0x5UjuzWvU0YMksPZsrqov3LrT29NTY1uuOEG5ed/uddgzZo1uu666zR//ny99NJLkqSUlBQ9//zz+vWvf61bb73VnUPA15jD6dSrn2br8Mn2Q0Z/lHW8zHUHPyzYV69/drTdQNKR8uoGPfV6ul5870CPvq49ReV1WvGP3dq475SmjY3Rv31jqv793ks0e8JgXTt9qAaF+nU4vve3nlBtvV1Lrxyp5IQwXZ42WLfNS9aPFqXpF/dM1RWTE9xy6uU5o4dGaOywCH247YQam1ou4o7kVWpzZqGuvnSIBkcFadLIKJVWNSi/pLbN12cdb1l7n9LBgSaRYf5KTYrUFxmn5XB+uWdq+4EiWSzSpR1UWhfNSdLw2BCt/OCQyqoa2nw883iZXt9wVFPHROsHN6e02yD7/JD31w8PqbiiXj+8JVV3zR/V4amjcZFBSrAFaWcnwbKuwa51Z/vedWcpk4+3VWlJkdqbXdrpXsbzrdmSq4KyOn3j2jFuuwDpyLl/uwMdXIC3J+NYmZodRofLMy/GwpkjVF1n1zOrMxUV5t/uATZhwX5aeuVIHc2v0n+9tEehQT766ZKJpjRK74+mjYvW0VNV2nmoWCnDB3X48zBplE1Nzc4O58b2A0WuPT7zOjhBsOUwn0gdPFHRZt9kcUWdso6Xa+7E+A7DVoCft26eNUKH8yq1N7tU//feATU2OXTfTSnt/i708/XSlNE2t4eu4AAf3ThrhA7kVij9WJl2HCxWs8MYUMszceG8rFYtnDFcU0ZHt/l5Gjd8kL51/VgdzqvUn99vmb/PvpUlq8WiH9zU9amfXzW6k314mcfKVFXbpNkTu9deJDo8QIvmJOmJ+2foh7ekavSQcM2bHN+tQ8qklv3Wvt5W7e9in21f5rZ32PT0dD366KPKzc11PVdUVKSnnnpKq1evlq+vr5YuXapp06YpOblnqf6rIiP7Zk8pm63/nrZjluqzd9fdsZH7jfXZWrczT7uPlOi5R670+AXkOS13PZvdfhG2/3iZnnkrS8NiQ/UfP5ipjbvz9PxbmTpRWqdLxnWv/9RfPjykJntLw9iqRodGtnNHuzt2HSzS//xzl6xWqx6/b4YmjGx7AXzPteP0v6/t1ZGCM5o14cuLouLyOn2yO1/zpg7RlJSLb4zdXfcuHK9HntmkHUdKdNPsJL36t12KCg/Qt25Mlb+ft66cPlx//+iwDudXafL41hczh/OrNCQmWGOTO14Se+PsJP3Hyh3KLanT9JQ4GYah3UdKlJoUpeQRHS+r+dk3L9WPf7dBf/nwkH5z/0x5nX0TPFVSoxfe3a9hsaF6ZNkl8u9k/tok/dcDl2vNF8d11aVDOz0N9Jw5U4bopbWHZPX1VmRY25YNqz45otqGZn3jhvHd/l02d+pQ7ThYrOKaJqUmdb6UqLy6Qet25Gnu5ATNu3R4t77/xYiMDFZokK+yC6p147zuHfW+/8QhhQf7afrEBHm1s0ToYthsIUrddlKZx0r1w9smKmFweLufd9O8YGXklOtYfpX+8/5Zio3s+el1fZkn3yevmZmoNzceV21Ds2ZNiu/wtWYNCtLzb2dp8/4ipYyK1uDzll8eza/Uyg8PaXxipP7ljimdtmqZOTFen+09pZKaJqUlf/k7cc22k/KyWnTzFSPb/Vk759arRuuzfaf1wpoDarI79MBtEzRxbM96C7rD7VeP0efpBXpz4zEF+PtoeFyopqT0nVNSe4prsd5z49wQNRvSyvcO6ERRjYrK6/TYd6ZrTHLPb5LZbCGKHhSoE8W1bf4Nt727X4NC/XTltOGu98zuiosN0zWzOj/xuD2pyVE6lFfRZiz9ZX657Qp41apVeuyxx/Twww+7ntuyZYumT5+u8PBwSdKCBQu0du1aPfDAAxf1WmVlNd2+Y9xbbLYQlZS4Zxnc18kTr+xV+ZlG/fpbl3b4Rup0GnrunSzZwgJabao936mSGr209qBGxIUqp6BaK9/N1G1zL+5GQnc4nE79fe1hbckq1L99Y+pFN4Q950ThGf33K3sUEeKnBxelqr6mQQsuG67VG47qz+9kaWhkYLtr1M93MLdcm9JP6+pLhmj9nlN6//PjuuvqUT0ah2EYem/rCb19dtP2A7emKircv925njosXPG2IK1cs19JMcGuu3cvrtkvSbru0iG9+jNiC/bV+BGD9Pqn2aqsqlduQbV+eEuqzlTX69wokuLD9MW+U7rqvDX5jXaHMo+V6YrJ8Z2Od5gtUOHBvnp34zElxQQrt7Bap0trdfUlnf85fSTdffVovbjmgP78dqZumZ2o+sZm/cffd8lisej+m8a3GmNnrp4SLzkc3fp7HTek5bCYdVtyWvXKkqTquia9sT5bE5OjFBHg3e1/p2FRgfL2smr9jhOKDe18P/XLnxxRs8PQNZck9No8GDssQnsOFqmouLrLfkb2Zod2HizStLExKi/r+HS4i7Hs6lE6djpGw6ICO/07uO+GcWp2OOXldA6o9xVPv096Sa73gOHRwZ2+1rzJ8Xpvywnd91+fuir6Y4ZF6C/vH1RIgLe+e/1YVVa0re6fLy7cX15WizbtyVdcWMve1ia7Q+u25WrSKJucTc1d/nlvuXyEnn4zU1NH2zQpcZBp/96L5yTqf9/IkNRy+EppqWd+BjyNa7HeN2t8jPIKqvXJ7nzdMGN4l7/fOpM8OFSZR0tUXFztutYrr27QroNFum76MJWXd/4z6U6j4sO0+1CxDmYXu/ba96X5ZbVaOi14ua3Wv2LFCk2dOrXVc8XFxbLZvkzx0dHRKioq+uqXoh+pqbcr83jZRS/3k1rC0bFTVSoqr9O6nSc7/LyN+05p9+ESrd1xUu9uzm3z8WaHU//3/kEF+HnrX25L08zUWK3bkaeCMs/+Imi0O/Ts6ix9kVEgp2FoY/rpi/6eLadSVurJ1/Yp0M9bDy2d6KpuentZtXhOkk6V1mpzZkGn36fZ4dRLn2QrKsxft85OPHviYVG7R7Cf4zQMlVc36NCJCn2RflpvbjymJ17Zq7c+P65p42L0s3s6b9ZttVq0eE6Siivq9fnZv4ucgmpt21+kqy8Z0q0j5d3t5lkjVFNv11tf5Cg1MbLNqWKTR9qUV1yjkvOOKz98slLNDmeH++/OaTlsZbCyjpeptKpe2w8Uycva0gS8K5eNj9XMlFjXyaHnDnP44S0pHmuIHhcZpHhbkHa1c4T0ms25arQ7dNu8nu35CPDz1vjhEdrbwV7GcyrONGrD3tOakRLb6Umr7pYyYpCq6+zKK+r6YjX9aJkamxzd+ve7UJFh/t06dMBqtbTqfYbuWzQnUYvmJCqsi1Uht85O0hM/mKE7rxqpsCBffbjtpJ58dZ9q6+360aK0bq0qCfDz1siEMGWdt9Rz56Fi1TY0d7i086smJkfpkTsn6ds3jDO1YpaWFKnxIwa19L4b3/tVRPRfFotFS68aqUeXTdXN3exf25FRQ8JVXWdXYXmd67nNmQUyDOnytN5dNnxuOWdWbv9cpunRHbTtveH315K/mRqamvX3tYeUedz8nhyvfZqtp1al6y/vH5S9ueMN6t1xqqRWTc1OBQf4aM2WXJVXt92TVFXTqDc2HtfYYRGamRKrdzblaOO+1gdnfLjthE4UntE9V49WaKCvFs9Nlq+Pl17+JLtHQdTZg8+tqbfrf17dq/Sjpbr76lGaNi5G2/YXdbppvzN1Dc36bE++frVyp37zzz3yslr0/5ZOahOKpoy2KXFwqN7elNPpa63fna/TpbW646qR8vXx0szUWNXU25V+tP05ZG926Fcrd+r//XGL/vuVvVr54SF9uO2kyqsbdceVI/XdheO6dZx9WlKkRg0J17ubclTf2KxV648qJNCnTSPr3pIUH6a0pEh5e1l11/yR7R6ZLkl7zzsoJPN4mXy9ra79AJ25fELLG87n6ae142CxUhMjFeTfvaW6d109StGDAvXUqn2uwxw8darkOVNHRys7v0qVNY2u54oq6rRh7yldPW2Y4i5gOeDkUTaVVTfqZCch6oNtJ2QYhm7oxuEt7uR6g+5GP6ON+05pUKifqwcS+qdxwwd1+2jzyDB/XTV1iB66Y5J+/+AsffeGcfrp0ok9WomRkhipvOIa18/U+j2nFBcZqDFDw7v19RaLRaOHRnikXUhPWCwWfW/hOD1856QuwzHwVVaLRYmDQ7tcKdGVr+7DcxqGvsgo0NhhEb16c1CS4iIDNSjUr9/uw/PoJqWYmBjt2rXL9bi4uFjR0X3jmPf+5KWPj2hzZqE27DvtOlmps30BF6K6rkk7DxZr3uT4Dn9AG5qatetwiaIjArQ5q1Cny+r0wK2pF9xw91wvsvtuHK8/vJmhVZ8d1fdvSmn1Oa+tPyp7s0N3Xz1KtvAAVdU16e8fHVZokK8mjbTpZNEZvbs5V9PGxbhOCgwL8tXNl4/QK59ka8+REk0Z3XbOGYahkrMNqY+ertKx/Crll9TK18eqsGA/hQf5KizYV+HBfoqLDFR8VLAGRwUp0N9b5dUNevK1fSqprNcPbk7R1DHRGhwZpG37i7T7cLFmpHT/LlNpVb3e3ZyrHQeL1GR3amh0sO5ZMFrTx8W0u4fQYrHotrlJ+u3Le/XJrrx2L2Sqahr19qaWitXEs8fXjx8xSGFBvtqSVdBuheKTXfnKK67RrbMTNeLsEf+RoX49Oo3NNb55SVrx9916+s0MHc6r1N1Xj+q1/ZDt+f5N41VV09Tum0N0RKASbEHak12qqy9t6WuWdbxMY4ZFdOvQl6iwAKUkRmrt9jw1O5y6rQdH8vv7euv7N47Xb/65W3MndXyYgztNHROtdzblnO1b2NKX682Nx+XtZdWdV49Wc2P3mj+fb8LIKFnWSruPFGtYbNsL44ozjdq472z1zkPVyY6EB/spwdZ1P6Piijrtz63QzbNGdLn0GQNTcICPLuvgxMvOpIwYpDc2HNP+nHINjgpSTkG17ryq7c2k/iAk0Ne0Bt+A1HI6bViQr47kVWrOxHgdPFGh0qoG3Tqn53voLlbLQUqDtPNQiRxOZ4+vh8zm0auuGTNm6Omnn1Z5ebkCAgK0bt06Pf744558yQFna1ahNmcW6trpQ9XU5NS6nXk6fLJS9900XrHdOFihuzbuO623Pj+uQSF+rv47X7X7cIka7Q5967qxOlPXpP9776B+/bedeuCW1DbNoLvj+OlqBfl7a9zwCF03fZje2ZSjORMrXEdS788t17YDRbpx5nBXZeH+m1P03y/v1Z/e2a/lt0/Qy59kKyjAR3fNb7237IrJ8foi/bRe/TRbKYmRrrujjXaHNu49pY925qniTMsdVz9fLyXGhWrBtCGyNztVWdOkqppG5RacUWVNqZqav1zWGBHiJ3uzUw6nUz+5faKr4e/ooeGKjgjQF+kF3Q545dUN+u1Le3WmvknTx8VozsR4DY8N6fLCYPTQCE1Mjmrp8zZhcJs35Nc3HFOzw9nqIsPLatX08TH6ZFe+quuaWjX5rK5r0ntbczUhKbLdk/16KmlwmKaMtmn34RLFDgrU7Am9d7BKe/x9veU/qONfdZNG2vTe1lxV1zWpobFZRRX1rZoSd2XuxMGuql9PexYNiw3RUz+aJX9fr165IIyPCtLgqJZlmldOSdCxU1XadahYN84crohQf5WU9DzghQb6avSQcH2RUaDLxse2qQK+vzVXhmF02jjdk1ISu+5ntDH9tKwWiy43ea6i/xkSHaywIF9lHi/T4bxK+fpYe3STD8CXLBaLRg0Jd1Xwvkg/rSB/b03xwMnG3TF+RKQ+Ty9QzukzSk7o+XWumTxewVu+fLmWLVsmu92uxYsXKy0tzZMvOaAUltfp7x8d1qiEMN06O1FeVqvGDY/QXz44qF+t3Kk754/U1NHRbrk4zM6vlCR9sju/w4C3ObNA0eEBGpkQJovFopiIQD29OkO/fXmPvnHNmB4fq5xTUK0RcaGyWCy6dtpQbc4s0MsfH9Fj37xEhmHonx8dVnR4QKumrv6+3vrxbRP0n//crf9+Za8MQ/rRotQ2J1h6Wa26a/4o/fblvXp/6wndcNkwbdh3Wh9uO6Gq2iaNGRquhTOGKyk+TPFRQR3etXcahsqqGnSqtFanS2t1qqRWtQ123To7sdUyHovFosvT4vTmxuMqLK/rMnxX1zXpydf2qbbBrn+9a3K3jqU/36K5Sfr3P2/Xn97drzFDIxQa5KvQIF81NDZrS1ahrr9sWJuTFWemxOmjHXnafqBI8887ZOPdTTlqbHL2uHlzZxbPSdKpklrdOb97PWfMNHmUTWu25Co9u1T2s3sUU8/rPdeVtORIRYb6a9SQ8AtqiNrb1c2po21aszlXVTWNWvXZUYUG+eqaaUMv6nsuuWKknlq1T//x9926/5YU1zLH8uoGfZ5+WjNT4zy2t7ArKSMGae32k8o6Xu6q8p+v2eHUpowCTUiOvODVCPj6slgsGj9ikNKPlsre7NRlKbEK9O+fjZGBvmDUkHDtPFSs3MJq7TlSormT4t3aRqknxg2PkMUiHcgtJ+CtX7++1eOFCxdq4cKF7n6ZAc/e7NTz72TJ28ui79043lUanjTKpl/HherFNfu18oNDWvnBIXl7WVqWVgT4KCTQx7XMouX/+ygy1F/jRwzqMAQ6nYaOnapSgJ+XDp6oUH5xjRKiW5/MU1pVr0MnK3XzrC8bTCZEB+vfvnGJ/vhWplZ+cEgj4kI1OKp7e3gamxw6VVLrWkLo6+OlO64cqadXZ+qzPadUd7aS8pMlE9r8YIcG+eont0/Qb1/eq9TESE1q58h+qaXSNX18jNZuP6Ev0k+rqrZJY4dF6Ps3je/2XierxSJbeIBs4QGusXZkZmqc3vo8R19knO70BM+6hmY99Vq6Sqsa9JPbJ/Q43EktlZgbZ47QRztO6kBu675/ESF+uqGd5WgJ0cEaGhOsLZmFroBXUFarDXtPa86kwRe0/6ojMYMC9Z/fm+627+dJQ2OCFRnqrz1HSmSxWGQL91d0RPfDiJfVqse+eYl83bxs2lMuGROtdzfnauWHh5SdX6VlC0ZfUDA937DYED36jan6wxsZeuq1dN119SjNmxSv97eekGFIN8wwZw+m1HKxEB0RoNc3HFVqUmSbvU57jpToTJ29V5bIYmBKSRykLVmFksQ8Ai7SuX14f197WM0OQ7PTzFtZEeTvo8VzkjQ8rufXaWbjNlMf9fpnR3WyqEYPLkprc9BGRIif/t/SSdpzpESlVQ06U9ekM3X2lv+tt6uookpn6u2uBs+S9NOlEzs8PCC/pEb1jQ7dedVIvbHhmD7Znad7rx3b6nO2nn3zmvGVPQrBAT76/s0p+tmftur1z47qX26b0K0/34miM3IahkYM/vKHZuLIKKUkDtJbXxxXs8OpS8dGK2VE+5WU6IhA/fb7l3XZq+q2uck6kFOuuMjAHgW7CxEe7Ke0pEhtySzULZcntlu5arQ79Ic30pVfUqMfLUq9qPHcNGuEbpo1Qo12h87UNqm6zq7q2iYNjgqUn2/7d7tmpsTplU+zlV9SowRbsF7/7Jj8fK26adbFnXzVn1ksFk0aFaUNe0/Ly2rRjNTYHlfE+1Mj6sFRQYqLDFTGsTLFRQa6Doq5WFFhAfrZ3VP0p3f36x8fHVZOQbW2ZhVqVlqcojrpBeZp3l5WfeOaMXrilb16Z1OObp/X+ubLhr2nFBXmr3HdbIALfNX44YNkUcuhTu5qlQN8XQ22BSnI31u5hWeUODi0TcGht11r0iFxF4uA1wftPVKiT3bn66qpCR3u6bFaLe0uNzpfk92hytomPfridmUeK+sw4GXnV0lqCVj5JbXaur9Qi+YkufZ2GYahLVmFGjM0vN1lVqGBvrr+suF6Y8MxHcgt17hunEKXU1AtqaVn0TkWi0V3XjVK//Z/210Vvc50Z+lfRIifnvrRrF7b8D57wmDtO1qqzGNlbZa6Njuc+uNbWcrOr9J9N41XWheNobvLz8dLfuEB3VoCN218jFZ9dlRbsgqVmhipfUdLtXhuUqs9eV9HU0bZ9MmufDU7pNQObioMFBaLxVXFWzw3ya0bxwP8vPXgojS9tv6oPt6VJy+rpd1qcm8bOyxCsyfE6aMdJzVtbIzrMJiCslodOlmpRXMSL/r0N3x9hQT66p5rRmt4O4cMAegZq8WikQnh2ne01PQ9/P1Z/1hT1A8dyat07WvriZyCav35/YMaFhNy0Y26fX28FB0eoFFDwrQ/p+NjXrPzKxUR4qfIUH9dNTVB9manq4+ZJB07Va2iivpON47Pn5qgyFB/vbb+aLea0OcUVCsy1K/NccyxgwL1w1tS9eCiVIUFu2c/TG+eZpaaNEhhwb6t/v6klr1IT7yyV5nHy/SNa8d0qxeWJ4QG+io1MVJb9xfqtfXZigz10/yp3T9QZKBKTghTcICPvKwWjRkWbvZwPG7BpUP1w1tSu1x2fCGsVovuuGqkvnfjOH3rurGKDOv9/oftuX1eskIDfbXyg4OufpAb97VUbWeZuAQIA8PcifEXtNweQFuTR9kUEeKnS7ooZKBjBDwPWfnhIf3mn3v01w8Pqq6heyfTHT5ZoSde2atAf2/98JYUt7VCSBkRqVOlte32mTMMQ0fyKl0HpyTYgjV2WITW7znlugjanFUgXx9rpw2Afby9tHhukvKKa7Q5q/Mm3FLLCZojOljTPHFklMf7gXmKl9WqWalxyjhe5jqlM+NYqX65cqdOFtfoezeOM/2O1MzUWFXVNOlkUc3Zlhs0VPayWrXg0iGaNyn+ovej9QcBft6aMtrm0Zsf08fFXtCx854S6O+ju68epZPFNfp4Z57szQ5tzizQ5FE2+n4BQB8yKy1OT/5wpqktlvo7Ap6HNDc7FBbkqy8yCvSL/9uuPec1Um5P5vEy/W5VuiJC/PSzu6e49cS5FFez37ZVvLKqBlXWNGnUeU2d508dooozjdpzpERNdod2HCzWlFHRXf6gXTo2WkmDQ7X68+Ot9v99VXVdk0qrGlrtvxtIZqXFyTBaml+v+uyofv96hiJC/PTYvZdo+jjzL3jTkqIUHOCjEXEhunScOZXEvuj6y4brzq+028DAMmV0tCaPsuntTTl6f+sJ1TY0ay6HYgAABhgCnoc4nIYmJEfq0WVTFRLgq2dWZ+qPb2fpROEZV2XsnF2HivWHNzIUFxmoR+6a7PajuuNtQQoP9m034J3bfzcyIdz1XFpSpGzh/vpkV772HS1VfWOzZqZ2HUwsFouWXDFSVTVN+nD7iQ4/L/fs/rvEfngqUXfERARqzNBwvbMpR2u3n9TcSfF6dNkUt/YtvBg+3lb97O7JenDxBPYd4Wvnrvmj5O1l0bubcxUzqOVnFQCAgYTap4c4nYasVqtGxIXq3++dqg+3n9SazTnadahY3l4WxduCNSwmREEB3lq7/aSSBofpx7elKdDf/afxWSwWpYyI1N7skrPj+vKi/kh+pQL8vBV/XnsDq9WiK6cM0aufZutMXZMGhfq5Gnp3JTkhTFPHRGvtjpOaMzG+3bB6/HS1LBa5DjoYiK6ZNlRFFfVackWyafvtOuPOlghAfxIR4qfb5iXr72sPa86Ewb26RxcAgN5AwPMQh9OQ19kLB28vqxbOGK5ZqXHKzq/UicIzOlF0RrsPF6u2oVnjh0fogVvTOjza3h1SEgdpU2aBcgqqlRT/ZbPG7PwqJceHtWn0PSs1Tm99cVxFFfW6/rJhPar0LJ6bpH3ZJXrr8+P61vVj23w8p+CMBkcFDei9TmlJUXryh+4/wALAxZszYbAGhfh168RfAAD6m4F7hW0yp2G0CU0RIX66dGyMq6JjGIaq6+wKDfTx+F3kcWf79GTllLsCXk29XadLazW9nX1Ygf7empUap09352tmas/6ZEWHB+iqKUP00Y6TumpqQqu+QIZhKKegusP2DwDgaRaLxW1tSgAA6GvYg+chDqfRZRNui8WisCDfXlkiFBzgo+FxocrKKXM9d/Ts/rvzD1g536I5ifrXuyZf0N6xG2YMU1CAj15bf1SG8WXbhNKqBtXU2wfs/jsAAADATAQ8D/nqXre+IGXEIB0/Xa3as20bsvMr5e1l0Yi49vfC+ft6dxj+uhLo76ObZo3QwRMVSj/2Zahsr8E5AAAAAPcg4HmIoy8GvMRBMgzpYG6FpJb9d8NjQz3WB23OxMGKHRSoVeuPuk4OPX66Wt5eVsXbOOQDAAAAcDcCngc4DUOGIXn3sYCXODhUAX7eysopU5PdoZyCao1MCOv6Cy+Qt5dVt89LVmF5nTbuOy2ppYI3LDZY3l5MPQAAAMDduMr2AKezZc9ZX6vgeVmtGjcsQpnHy5VTUC2H02jV/84TJiRHunrC1dTbdaLwDMszAQAAAA8h4HnAuYDX1SErZkhJHKSKM43amN5SUUv2YAVP+rL5eW29XS+s2a+mZicHrAAAAAAeQsDzAEcfreBJUsqISEnS9v1Fio8KUnCA+xurf9Ww2BDNSI1V1vFySdKIwQQ8AAAAwBMIeB7QlwNeZJi/4iIDZUge3X/3VbfOTpKvj1VB/t6KDg/otdcFAAAAvk5odO4BfXmJpiSNHzFIBWV1Ht9/d76IED99Y8EY1TbYe6XvHwAAAPB1RMDzgL5cwZOk6eNilXG0TOOGR/Tq616WEturrwcAAAB83RDwPMBVweujlarEwaH6r+9fZvYwAAAAALgZe/A8wGH07QoeAAAAgIGJgOcBfX0PHgAAAICBiYDnAX19Dx4AAACAgYmA5wFU8AAAAACYgYDnAU4qeAAAAABMQMDzAAcVPAAAAAAmIOB5wJdLNPnrBQAAANB7SCAe4HA6JbFEEwAAAEDvIuB5AIesAAAAADCDaQGvublZd999tzIzM80agsfQ6BwAAACAGUwLeM8884xiY2PNenmPcjio4AEAAADofd5mvOjbb7+tiRMnysvLy4yX9zhXmwQLAQ8AAABA7zEl4H300Uey2WzKyspSbm6unnzySTOG4TG0SQAAAABgBlMC3nPPPSdJevrppzV37lwzhuBRTvbgAQAAADCBW/fg1dTU6IYbblB+fr7ruTVr1ui6667T/Pnz9dJLL7X6/B/96EdKTU115xD6BCp4AAAAAMzgtgpeenq6Hn30UeXm5rqeKyoq0lNPPaXVq1fL19dXS5cu1bRp05ScnHxRrxUZGXyRo/UMmy1EkhQUVCFJiooKli0yyMwhYYA5N8cAT2B+wdOYY/A05hg8qb/ML7cFvFWrVumxxx7Tww8/7Hpuy5Ytmj59usLDwyVJCxYs0Nq1a/XAAw9c1GuVldW4DjLpK2y2EJWUnJEkVVbVS5KqKuvkdbbpOXCxzp9jgLsxv+BpzDF4GnMMntSX5pfVaum04OW2gLdixYo2zxUXF8tms7keR0dHKyMjw10v2We5TtFkiSYAAACAXuTRPniG0bbKZvkatA5wEPAAAAAAmMCjAS8mJkalpaWux8XFxYqOjvbkS/YJTg5ZAQAAAGACjwa8GTNmaOvWrSovL1d9fb3WrVun2bNne/Il+wQHjc4BAAAAmMCjffBiYmK0fPlyLVu2THa7XYsXL1ZaWponX7JPONcHz9uLgAcAAACg97g94K1fv77V44ULF2rhwoXufpk+jT14AAAAAMzg0SWaX1dOlmgCAAAAMAEBzwMcTqesFsvX4sRQAAAAAH0HAc8DHE6D5ZkAAAAAeh0BzwOcToMWCQAAAAB6HQHPA6jgAQAAADADAc8DqOABAAAAMAMBzwOcVPAAAAAAmICA5wEOKngAAAAATEDA8wCn06AHHgAAAIBeR8DzAIdBBQ8AAABA7yPgeQB78AAAAACYgYDnAezBAwAAAGAGAp4H0CYBAAAAgBkIeB5Ao3MAAAAAZiDgeQAVPAAAAABmIOB5ABU8AAAAAGYg4HkAh6wAAAAAMAMBzwNokwAAAADADAQ8D2CJJgAAAAAzEPA8wOk05GUh4AEAAADoXQQ8D6CCBwAAAMAMBDwPcBocsgIAAACg9xHwPIAKHgAAAAAzEPA8wOl0UsEDAAAA0OsIeB5AmwQAAAAAZiDgeQCNzgEAAACYgYDnAS0VPP5qAQAAAPQuUogHUMEDAAAAYAYCngfQJgEAAACAGbzNeNGCggI98cQTCgoK0iWXXKIbb7zRjGF4DG0SAAAAAJjBlAreqlWr9M1vflOPP/643nnnHTOG4FEOBxU8AAAAAL3PlIBXWlqqmJgYSZKXl5cZQ/Aop9OQ1ULAAwAAANC7TAl4sbGxKi4ultTSFHwgcRqGDIkKHgAAAIBeZ8oevNtuu02//e1v5efnp0WLFpkxBI9xOg1JYg8eAAAAgF7n1oBXU1OjpUuX6vnnn1dCQoIkac2aNXruuedkt9t177336q677lJ0dLSefPJJd750n+E4G/Co4AEAAADobW4LeOnp6Xr00UeVm5vreq6oqEhPPfWUVq9eLV9fXy1dulTTpk1TcnLyRb1WZGTwRY7WM2y2ENU12CVJoaH+stlCTB4RBhrmFDyJ+QVPY47B05hj8KT+Mr/cFvBWrVqlxx57TA8//LDruS1btmj69OkKDw+XJC1YsEBr167VAw88cFGvVVZW41oK2VfYbCEqKTmjmvqWgFdX16SSkjMmjwoDybk5BngC8wuexhyDpzHH4El9aX5ZrZZOC15uC3grVqxo81xxcbFsNpvrcXR0tDIyMtz1kn2SkyWaAAAAAEzi0VM0DaNtlc0ywNsHODhkBQAAAIBJPBrwYmJiVFpa6npcXFys6OhoT76k6VwVvAEeZAEAAAD0PR4NeDNmzNDWrVtVXl6u+vp6rVu3TrNnz/bkS5rOYVDBAwAAAGAOj/bBi4mJ0fLly7Vs2TLZ7XYtXrxYaWlpnnxJ07kqeF4EPAAAAAC9y+0Bb/369a0eL1y4UAsXLnT3y/RZX/bB82hxFAAAAADaIIW42bkKnpU9eAAAAAB6GQHPzRxOpyTaJAAAAADofQQ8N6NNAgAAAACzEPDcjEbnAAAAAMxCwHMzJxU8AAAAACYh4LmZgwoeAAAAAJMQ8NyMCh4AAAAAsxDw3IwKHgAAAACzEPDcjD54AAAAAMxCwHMzKngAAAAAzELAczOnwR48AAAAAOYg4LkZFTwAAAAAZiHguRmnaAIAAAAwCwHPzajgAQAAADALAc/NnAQ8AAAAACYh4LmZgyWaAAAAAExCwHMzlmgCAAAAMAsBz804ZAUAAACAWQh4buZwOiVRwQMAAADQ+wh4bkYFDwAAAIBZCHhu5jpkxULAAwAAANC7CHhu5jQMWS0WWQh4AAAAAHoZAc/NHE6D5ZkAAAAATEHAczOn0+CAFQAAAACmIOC5GRU8AAAAAGYh4LkZFTwAAAAAZiHguZmTCh4AAAAAkxDw3MxBBQ8AAACASQh4bsYSTQAAAABmMS3gNTc36+6771ZmZqZZQ/AIDlkBAAAAYBbTAt4zzzyj2NhYs17eY1iiCQAAAMAs3r3xIq+99pree+891+NFixZp4sSJ8vLy6o2X71UcsgIAAADALL0S8JYsWaIlS5a4Hv/gBz+QzWZTVlaWcnNz9eSTT/bGMHqFw2nIy0LAAwAAAND7eiXgfdVzzz0nSXr66ac1d+5cM4bgMU6DCh4AAAAAc1zUHryamhrdcMMNys/Pdz23Zs0aXXfddZo/f75eeumlTr/+Rz/6kVJTUy9mCH0Oe/AAAAAAmOWCK3jp6el69NFHlZub63quqKhITz31lFavXi1fX18tXbpU06ZNU3JysjvG6hIZGezW7+cuNluIvLys8vPzls0WYvZwMAAxr+BJzC94GnMMnsYcgyf1l/l1wQFv1apVeuyxx/Twww+7ntuyZYumT5+u8PBwSdKCBQu0du1aPfDAAxc90POVldXI6TTc+j0vls0WopKSM2pobJbVIpWUnDF7SBhgzs0xwBOYX/A05hg8jTkGT+pL88tqtXRa8LrggLdixYo2zxUXF8tms7keR0dHKyMj40Jfol9yOg15+9A/HgAAAEDvc2sSMYy2VTXL1+xESRqdAwAAADCLWwNeTEyMSktLXY+Li4sVHR3tzpfo85y0SQAAAABgErcGvBkzZmjr1q0qLy9XfX291q1bp9mzZ7vzJfo8KngAAAAAzOLWPngxMTFavny5li1bJrvdrsWLFystLc2dL9HnOQ3aJAAAAAAwx0UHvPXr17d6vHDhQi1cuPBiv22/5XAa8vLikBUAAAAAvY8k4mYOh1NW9uABAAAAMAEBz81YogkAAADALAQ8N+OQFQAAAABmIeC5mdNJBQ8AAACAOQh4buakggcAAADAJAQ8N3NQwQMAAABgEgKem1HBAwAAAGAWAp6bUcEDAAAAYBYCnps5nQZ98AAAAACYgoDnRk7DkCFRwQMAAABgCgKeGzmdhiSxBw8AAACAKQh4buQ4G/Co4AEAAAAwAwHPjajgAQAAADATAc+NqOABAAAAMBMBz40IeAAAAADMRMBzI5ZoAgAAADATAc+NHE6nJAIeAAAAAHMQ8NzIyRJNAAAAACYi4LmRgyWaAAAAAExEwHOjLyt4/LUCAAAA6H0kETdyVfAsVPAAAAAA9D4Cnhs5DfbgAQAAADAPAc+N2IMHAAAAwEwEPDfiFE0AAAAAZiLguRGNzgEAAACYiYDnRg4qeAAAAABMRMBzIyp4AAAAAMxEwHMjKngAAAAAzETAcyMOWQEAAABgJu/efsHCwkI9++yzCgwMlL+/v5YvX97bQ/AY2iQAAAAAMFOvV/COHz+u7du3Kz8/X3Fxcb398h7FEk0AAAAAZvJ4Be+1117Te++953r8k5/8RCtXrlR0dLS+853vaOnSpZ4eQq/hkBUAAAAAZvJ4wFuyZImWLFnievz4449r6dKl8vHxkZ+fn6dfvle5KngWAh4AAACA3tfre/BuueUWPfnkk4qOjtY111zT2y/vUU6DCh4AAAAA81xwwKupqdHSpUv1/PPPKyEhQZK0Zs0aPffcc7Lb7br33nt11113tfm6lJQUPf/88xc+4j6MPXgAAAAAzHRBAS89PV2PPvqocnNzXc8VFRXpqaee0urVq+Xr66ulS5dq2rRpSk5OdtdYXSIjg93+Pd0hMNBXkmSzhSgseGAtP0XfYLOFmD0EDGDML3gacwyexhyDJ/WX+XVBAW/VqlV67LHH9PDDD7ue27Jli6ZPn67w8HBJ0oIFC7R27Vo98MADbhno+crKalwHmvQVNluIqqobJEmVFbVqqm8yeUQYaGy2EJWUnDF7GBigmF/wNOYYPI05Bk/qS/PLarV0WvC6oIC3YsWKNs8VFxfLZrO5HkdHRysjI+NCvn2/xSmaAAAAAMzktj54htG2omb5mp0m6XA6JbEHDwAAAIA53BbwYmJiVFpa6npcXFys6Ohod337foEKHgAAAAAzuS3gzZgxQ1u3blV5ebnq6+u1bt06zZ49213fvl84d4qm9WtWuQQAAADQN7itD15MTIyWL1+uZcuWyW63a/HixUpLS3PXt+8XnIYhq8XytVuaCgAAAKBvuKiAt379+laPFy5cqIULF17UgPozh9OQlxfhDgAAAIA53LZEE5LDYbD/DgAAAIBpCHhu5HQa8mJ5JgAAAACTEPDcyGFQwQMAAABgHgKeGzmdBj3wAAAAAJiGgOdGDicVPAAAAADmIeC5ERU8AAAAAGYi4LmRkwoeAAAAABMR8NzIQQUPAAAAgIkIeG5EBQ8AAACAmQh4buSgDx4AAAAAExHw3MhJHzwAAAAAJiLguRF78AAAAACYiYDnRuzBAwAAAGAmAp4bUcEDAAAAYCYCnhs5nE4CHgAAAADTEPDcqGWJJn+lAAAAAMxBGnEjlmgCAAAAMBMBz404ZAUAAACAmQh4buQg4AEAAAAwEQHPjZws0QQAAABgIgKeGzmchqwWAh4AAAAAcxDw3MhpUMEDAAAAYB4CnhuxBw8AAACAmQh4bsQePAAAAABmIuC5EW0SAAAAAJiJgOdGNDoHAAAAYCYCnhtRwQMAAABgJgKeG1HBAwAAAGAmAp6bGIZBwAMAAABgql4JeHl5ebr11ltdj7Ozs/XQQw/p17/+tf74xz/2xhA8zmm0/C9LNAEAAACYxdvTL1BdXa1XX31VQUFBrucqKir0yCOPKCoqSt/97nc9PYRe4XQ6JYkKHgAAAADTuD3gvfbaa3rvvfdcj3/3u9/poYce0n333ed67tJLL5UkvfDCC7r++uvdPQRTOBwtJTwqeAAAAADM4vaAt2TJEi1ZsqTTz2lsbNRvfvMbXXnllbr88svdPQRTOM6u0fSyEPAAAAAAmMOUQ1aeeeYZ7d+/X++8845+8YtfmDEEtzsX8KjgAQAAADBLtyt4NTU1Wrp0qZ5//nklJCRIktasWaPnnntOdrtd9957r+66664Ov/5Pf/qT6///9Kc/vYgh900O9uABAAAAMFm3Al56eroeffRR5ebmup4rKirSU089pdWrV8vX11dLly7VtGnTlJyc7KmxukRGBnv8NXqqrKpekhQWFiCbLcTk0WCgYm7Bk5hf8DTmGDyNOQZP6i/zq1sBb9WqVXrsscf08MMPu57bsmWLpk+frvDwcEnSggULtHbtWj3wwAMeGej5yspq5DzXl6CPMLy8JEm1tY0qKTlj8mgwENlsIcwteAzzC57GHIOnMcfgSX1pflmtlk4LXt0KeCtWrGjzXHFxsWw2m+txdHS0MjIyLmCIA4PrkBWWaAIAAAAwyQUfsmIYbStolq/xCZLn9uBxyAoAAAAAs1xwwIuJiVFpaanrcXFxsaKjo90yqP7oywqeKQeTAgAAAMCFB7wZM2Zo69atKi8vV319vdatW6fZs2e7c2z9yrk9gdavcRUTAAAAgLkuuNF5TEyMli9frmXLlslut2vx4sVKS0tz59j6FYeDPXgAAAAAzNWjgLd+/fpWjxcuXKiFCxe6dUD9VfO5PnheBDwAAAAA5mDDmJucq+BxyAoAAAAAsxDw3OTcHjwv9uABAAAAMAkBz01okwAAAADAbAQ8N6HROQAAAACzEfDc5FzAo4IHAAAAwCwEPDehTQIAAAAAsxHw3MRJBQ8AAACAyQh4bnLukBUqeAAAAADMQsBzE/bgAQAAADAbAc9NXHvw6IMHAAAAwCQEPDehggcAAADAbAQ8N3GyBw8AAACAyQh4bkIFDwAAAIDZCHhu0kwfPAAAAAAmI+C5yZdLNPkrBQAAAGAO0oibsEQTAAAAgNkIeG5yLuCxRBMAAACAWQh4bnKuDx5t8AAAAACYhYDnJg6nU15WiywkPAAAAAAmIeC5idNpsP8OAAAAgKkIeG7iIOABAAAAMBkBz00cTkNeLM8EAAAAYCICnps4HE4qeAAAAABMRcBzE4fToEUCAAAAAFMR8NyEQ1YAAAAAmI2A5yZU8AAAAACYjYDnJg4HFTwAAAAA5iLguUnz2UbnAAAAAGAWAp6bOFmiCQAAAMBkvRLw8vLydOutt7Z6/Itf/EIrVqzQiy++2BtD8DiWaAIAAAAwm8cDXnV1tV599VUFBQW5nvvb3/6muLg41dTUaMqUKZ4eQq9wsEQTAAAAgMncHvBee+013XPPPa7/NDY26qGHHlJgYKDrc3JycjRz5kz96le/0rPPPuvuIZjCQZsEAAAAACbzdvc3XLJkiZYsWdLp59hsNgUHB8vX17dV8OvPnE5DXhYCHgAAAADzuD3gdce3v/1t/e///q/CwsK0cOFCM4bgdlTwAAAAAJit2wGvpqZGS5cu1fPPP6+EhARJ0po1a/Tcc8/Jbrfr3nvv1V133dXh1//pT39y/f+RI0fqmWeeuYhh9z0OB3vwAAAAAJirWwEvPT1djz76qHJzc13PFRUV6amnntLq1avl6+urpUuXatq0aUpOTvbUWF0iI4M9/ho95XAaCgrylc0WYvZQMIAxv+BJzC94GnMMnsYcgyf1l/nVrYC3atUqPfbYY3r44Yddz23ZskXTp09XeHi4JGnBggVau3atHnjgAY8M9HxlZTVyOg2Pv05POJyGHM1OlZScMXsoGKBsthDmFzyG+QVPY47B05hj8KS+NL+sVkunBa9uBbwVK1a0ea64uFg2m831ODo6WhkZGRcwxIHByR48AAAAACa74DYJhtG2gmb5Gp8i6XA6CXgAAAAATHXBAS8mJkalpaWux8XFxYqOjnbLoPojh8PgkBUAAAAAprrggDdjxgxt3bpV5eXlqq+v17p16zR79mx3jq1fcTgNWb/GFUwAAAAA5rvgPngxMTFavny5li1bJrvdrsWLFystLc2dY+tXHE4qeAAAAADM1aOAt379+laPFy5cOGAalV8sh4M9eAAAAADMdcFLNNGaw2nIy4uABwAAAMA8BDw3cTgNebEHDwAAAICJCHhu4qRNAgAAAACTEfDchDYJAAAAAMxGwHMTh9OgggcAAADAVAQ8NzAMgzYJAAAAAExHwHMDw2j5Xyp4AAAAAMxEwHMDh7Ml4VHBAwAAAGAmAp4bOM8GPCp4AAAAAMxEwHMDVwWPPngAAAAATETAcwOnQQUPAAAAgPkIeG7AHjwAAAAAfQEBzw3YgwcAAACgLyDguYHD4ZREwAMAAABgLgKeGzjO7sHztvLXCQAAAMA8JBI3YIkmAAAAgL6AgOcGHLICAAAAoC8g4LkBFTwAAAAAfQEBzw0cBDwAAAAAfQABzw2cLNEEAAAA0AcQ8NyACh4AAACAvoCA5wauCp6FgAcAAADAPAQ8NzjXB48KHgAAAAAzEfDcgD14AAAAAPoCAp4bsAcPAAAAQF9AwHMDKngAAAAA+gICnhvQ6BwAAABAX0DAc4Nmp1MSFTwAAAAA5iLguQEVPAAAAAB9gbenXyA7O1svvPCCQkJCFBUVpfvvv18FBQV64oknFBQUpEsuuUQ33nijp4fhUQ724AEAAADoAzwe8CoqKvTII48oKipK3/3udyVJq1at0je/+U2lpqbq29/+dr8PeF8eskJBFAAAAIB53B7wXnvtNb333nuux7/73e8UFRWlF154Qddff70kqbS0VDExMZIkLy8vdw+h17FEEwAAAEBf4PaAt2TJEi1ZssT1uLGxUb/85S915ZVX6vLLL5ckxcbGqri4WNHR0XKePaCkP2OJJgAAAIC+wONLNJ955hnt379fNTU1Wrt2rVasWKHbbrtNv/3tb+Xn56dFixZ5egge56rgWQh4AAAAAMxjMQzD6M4n1tTUaOnSpXr++eeVkJAgSVqzZo2ee+452e123Xvvvbrrrrs8Oti+avVn2Vr53gG9/p/Xy9/P45kZAAAAANrVrTSSnp6uRx99VLm5ua7nioqK9NRTT2n16tXy9fXV0qVLNW3aNCUnJ3tqrC5lZTWuqllfUH2mQZJUXl4rH28OWoFn2GwhKik5Y/YwMEAxv+BpzDF4GnMMntSX5pfValFkZHDHH+/ON1m1apUee+wxRUdHu57bsmWLpk+frvDwcAUGBmrBggVau3btxY+4H2IPHgAAAIC+oFsVvBUrVrR5rri4WDabzfU4OjpaGRkZ7htZP3KumsgWPAAAAABmuuD1hO1t3bN8TROOw2nIy2r52v75AQAAAPQNFxzwYmJiVFpa6np8ru3B15HzbMADAAAAADNdcMCbMWOGtm7dqvLyctXX12vdunWaPXu2O8fWbzichry8CHgAAAAAzHXBZ/rHxMRo+fLlWrZsmex2uxYvXqy0tDR3jq3fcDgNWa2cngkAAADAXD0KeOvXr2/1eOHChVq4cKFbB9QfsUQTAAAAQF9A2ckNHE5D3izRBAAAAGAyAp4bOFmiCQAAAKAPIJW4gYMlmgAAAAD6AAKeGzgNAh4AAAAA8xHw3IA2CQAAAAD6AgKeG7ScoslfJQAAAABzkUrcoOWQFSp4AAAAAMxFwHMDDlkBAAAA0BcQ8NzA6XQS8AAAAACYjoDnBi2HrPBXCQAAAMBcpBI3cLJEEwAAAEAfQMBzA4fBISsAAAAAzEfAcwOHgwoeAAAAAPN5mz2AgWD2hMGKtYWYPQwAAAAAX3MEPDeYOyleNluISkrOmD0UAAAAAF9jLNEEAAAAgAGCgAcAAAAAAwQBDwAAAAAGCAIeAAAAAAwQBDwAAAAAGCAIeAAAAAAwQBDwAAAAAGCAIOABAAAAwABBwAMAAACAAYKABwAAAAADBAEPAAAAAAYIAh4AAAAADBAEPAAAAAAYIAh4AAAAADBAeJs9gAthtVrMHkK7+uq4MHAwx+BJzC94GnMMnsYcgyf1lfnV1TgshmEYvTQWAAAAAIAHsUQTAAAAAAYIAh4AAAAADBAEPAAAAAAYIAh4AAAAADBAEPAAAAAAYIAg4AEAAADAAEHAAwAAAIABgoAHAAAAAAMEAQ8AAAAABggCXg+tWbNG1113nebPn6+XXnqpzccPHjyoRYsWacGCBfrFL36h5uZmE0aJ/qqr+XXOI488otWrV/fiyDBQdDXHPvnkE91000268cYbdf/996uqqsqEUaI/62qOffzxx1q4cKGuv/56/eu//quamppMGCX6q+6+T27YsEFXXHFFL44MA0VXc+yZZ57RvHnzdNNNN+mmm27qdB6axkC3FRYWGvPmzTMqKiqM2tpaY+HChUZ2dnarz7n++uuNvXv3GoZhGD/72c+Ml156yYSRoj/qzvwqLCw07rvvPiMtLc148803TRop+quu5tiZM2eMmTNnGoWFhYZhGMbvf/974/HHHzdruOiHuppjtbW1xqxZs4ySkhLDMAzjxz/+sfHqq6+aNVz0M915nzQMwygpKTGuueYaY968eSaMEv1Zd+bYfffdZ+zZs8ekEXYPFbwe2LJli6ZPn67w8HAFBgZqwYIFWrt2revjp06dUkNDgyZOnChJuvXWW1t9HOhMV/NLarmrdOWVV+raa681aZToz7qaY3a7Xb/85S8VExMjSRo9erQKCgrMGi76oa7mWGBgoNavX6+oqCjV1dWprKxMoaGhJo4Y/Ul33icl6dFHH9UDDzxgwgjR33VnjmVlZenFF1/UwoUL9etf/1qNjY0mjbZjBLweKC4uls1mcz2Ojo5WUVFRhx+32WytPg50pqv5JUnf+c53dNttt/X20DBAdDXHIiIidNVVV0mSGhoa9MILL7geA93Rnd9jPj4+2rhxo+bNm6eKigrNmjWrt4eJfqo78+vvf/+7xo0bpwkTJvT28DAAdDXHamtrNXbsWD3yyCN66623VF1drT/+8Y9mDLVTBLweMAyjzXMWi6XbHwc6w/yBp3V3jp05c0bf/e53NWbMGN1yyy29MTQMEN2dY3PmzNH27ds1b948/fKXv+yFkWEg6Gp+HTlyROvWrdP999/fm8PCANLVHAsKCtKLL76oYcOGydvbW9/61re0cePG3hxitxDweiAmJkalpaWux8XFxYqOju7w4yUlJa0+DnSmq/kFXKzuzLHi4mLdeeedGjNmjFasWNHbQ0Q/19Ucq6ys1KZNm1yPFy5cqMOHD/fqGNF/dTW/1q5dq5KSEi1atEjf+973XL/PgO7qao6dPn1ab7zxhuuxYRjy9vbu1TF2BwGvB2bMmKGtW7eqvLxc9fX1WrdunWbPnu36eHx8vPz8/LR7925J0ttvv93q40BnuppfwMXqao45HA59//vf17XXXqtf/OIXVJDRY13NMcMw9NBDD+n06dOSpA8//FCTJ082a7joZ7qaXw8++KA++ugjvfPOO3rhhRcUHR2tl19+2cQRo7/pao75+/vriSeeUF5engzD0EsvvaT58+ebOOL29b3I2YfFxMRo+fLlWrZsmex2uxYvXqy0tDR997vf1YMPPqjU1FT9z//8jx599FHV1tZq3LhxWrZsmdnDRj/RnfkFXIyu5lhhYaEOHDggh8Ohjz76SJKUkpJCJQ/d1p3fY48//rjuu+8+WSwWJScn61e/+pXZw0Y/wfskPK07c+zXv/61fvCDH8hut2vy5Mn65je/afaw27AY7S02BQAAAAD0OyzRBAAAAIABgoAHAAAAAAMEAQ8AAAAABggCHgAAAAAMEAQ8AAAAABggCHgAAAAAMEAQ8AAAAABggCDgAQAAAMAA8f8Bc8axaoAfIvIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "a, b = f.plot_periodogram(diffy=True,train_only=True)\n",
    "plt.semilogy(a, b)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "5d9c590a-dc89-43f4-8066-51f15609f887",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x504 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f.seasonal_decompose(train_only=True).plot()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b7126b62-92a8-4125-8e09-6c8c6c47b022",
   "metadata": {},
   "source": [
    "From these graphs, we get a sense that the data has a seasonal pattern over seven periods, or one week. The data appears to be significantly autocorrelated back 1, 6, 7, and 13, and 14 periods, possibly more. This is good information to use when deciding how to specify the forecasts. "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b36a7101-ad39-4411-accc-71f3a4b420ea",
   "metadata": {},
   "source": [
    "Now, let's test the data's stationarity using the Augmented Dickey-Fuller test. The null hypothesis of this test is that the data is not stationary. To return the p-val and critical value from this test, pass `full_res=True` as an argument. The way we have the test specified, it will simply print out the implications from the test."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "7c1784e1-913a-4390-8eae-56f323f2376e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "series might not be stationary\n"
     ]
    }
   ],
   "source": [
    "isstationary = f.adf_test(quiet=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0258dbfa-46ad-4047-971d-4da7117e9942",
   "metadata": {},
   "source": [
    "Since our test implies non-stationarity, let's view all these plots again, but pass differenced data into them by using the `diffy=1` argument."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "b1a97e31-9333-4c31-aa58-34532135030e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f.plot_acf(diffy=1,train_only=True,lags=30)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "a8e20805-4c85-4e31-93fd-9ca4efa5dd39",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f.plot_pacf(diffy=1,train_only=True,lags=30)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "bc920452-8cf4-4751-836d-b8a31124dfb8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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4cSKkJGtIgf6OZVm8+MEJvLMjvrL0UAM3Dj1/fj483gAGJtgv+PxBWB1erF5UjPwsFZ7ZcDRp6lP7MIWFSMRArZLCSikhkwu/EjijOANiEZOUgIXL44fV6UN2BvewyqS86SYFLIhTRyAYxNGmfjIlHMaRJjP0WjnK8zQwJ3lQNhVo6BhAUY4aWToFGACDp8BfQvitriFzz74kTh57LS74AyzEIgadptQNWASDLDbvaoPD7cf+k6ak7PNQQ98Zo86zu3w40WZJ+n6dbh/+8NohvP15c9L3PRn0Wpz4zQv7Eg4uHgupK5bMzEFbr+2srEjm8QXQ3e9EbYs54XdgYyfnO2C2JrdPPBq22jmQ5JXlI01mtPXakyIrP9bCPYsMkq+w6Aj101w+/MTGJEaLC4Egt49k5f8nC/7eETGMoOQcCT41IlOjgEwqgnMMgW1+fhLuYQGMb25hsXHHzT8DyaTX7ASLoaCMLk0Gjy+QNB+/zw93g2GAxTOz0dxtS4ra6LNDXYLaaKx09zsxYPeOqEA4WG9CUbYas0q5xfGe/omNYyyhcVxelgr3XFsDqUSEP71xZNRnjWVZBIMjf8fu8oEBkKaQCp9pVWNP66GARZJp67VDJhEhL1MFtUqalJSQoQohIYWF9OxOCdl3wojXtzRO9mGc8Wze1YbHXz2EY+PsdE8Xbb02/ORvX5wWczh/IIjaFjPmVmRBr1OgP8kD01THHwiiqduKygIdxCIRFyU/Rdc9yLJo6rSiOEcNILHVpkThpbZzyjJhtLhSNuXiUGMf+q1uiEUMdtdNPHfbNODCH18/jLe3n96J+HhlxjwNHYMxA2Pv7mzBoy8dEAbLyWLPcSP8ATblJjPjZfexXjR0DqKpK7HJxLFWC3IyVVg8MweBIHtWmgvzRucWmwemBIOljSGFhcXmSWqgv7bZjAyNHDKpKOkpeB/s4Uz2rEkIhBxrNSNPr0KmVoH+weSqk/j+3+0NwOmZ2ES1q49rW6lElHIpIf2DbjAMUFGgFYI0I8GPe3RqGdIU0jEpLPiVbz4lRCblpoTeMc4tPL6A8LuNXclXKPD9MJ/2oh2nB0IsAsEgPj/SjbnleiyckQ1/IDhhlQjLsnj543r88bVDCfe54fAB43gL3naXD/Wdg6ipzBJUJxN9V/GLb5laBfQ6BS5bWoJes3NEFYTF5sFP/74L//7w5Ij7drj8UCkkEIkY4TNtmmzM6lwKWCSZtl4bCrPVEIkYaJSypCgsToakSjmhG1OoEnIWrnoEWRavfdqI975oPaVS9LMdi80jyNFSQSI3EnWtFnT3O3G4IX6+X7Kobx+AxxtAdbkemVoFLDbPqNHlM4l2ox1eXxDTCjnDzVPh1s3T3e+E0+PHqpp8iBgGbb3JC1h0mOwQMQwWVmUjyI5/YhrLFC0YZPHMhqNJCQp8sq8DGRo5Ll1UhLoWy4SDQ/wq6rbD3fD5T8/7w+7y4d6nPsf2Iz3j2t4fCOJ3/zmAVz9tiPrbsRYLWAy5pSeLnbWcaWJPf3JygycbwVcggYm3PxDEibYBzCrNQEWBFsDZ6WMR3iecSMB41OXxo91kR5pCAo9v4pNqnkAwiGMtFswpy4QuyWaDbb02HGuxIE0hwaDDO6F73R8I4mT7AGaVZiJLp0i+wiIsYD3RdBM+HXBWSYYQmEoVzFY30tVylORo0GlyjJoKyd8P2jQZVArJmDwshJSQkFRfIeM8BsY6txgIBYylEtG4Juij0dXnAAMgN5QWrxtnWcxYHGkyY9DuxcqafFSGxjUTHfNanT54vAH4/EE8+fqhhAOePLxSyenxx1R7HGnsB8sC8yqzhGIM3RMNWITS2PRaBQAgO7RAHu/Y7S4fHn/lILr7nfjiWO+IqhS724c0pTTiM41KChspLCYPlmXRZrSjOEcDINQgEyxr6nD7sHFHC2YUpaMgZDijOItNN+taLTAOuMACqGtJ7so/y7J4b1frKa8aYLF58IfXxt6JnU5e39KAQJBFhkZ+SiLmbq8/aTn5/IDjdChBDjf1QyJmMLMkA3qtAkGWnXDJTY8vgMdePoBtIdOnVIafuAjlqU6BWzcPv1pZVZKBPL0qqQqLDqMDOZlKlORyffV4jDcbuwZx9x+3YcswR+33d7dh73HjhCsFdPc7UNtiwfnzC7Bsdi6CLIu9JyamsuCfFbvLlxTFRiIcb7XA5QlgTwx3/60HO0fNne/qc8DrD+Joszli8G5zeoV74sAo6TJjmYj1Dbpwsn0AGRo5nB5/wk79wznY0IfddcmvFjFWPL6A8NwmMols6rLC4wtgVkkmNCoZcjNVKR20PlBvwr1/+hy//r89+OvGWmze1ZYUxRTvcZCmkAiLRiPR0m0FywLzQ2bEyUoLae6yweXxY065Hro0eVJLPH+wpx1yqRgXLSiEP8COaXV+OI2dg/D6gphVkhFSH44vqMCGKlcMp8NkFyZREw1YdPc5oNcqUJKrgWnQlVIlWPutbui1ChRmq+HxjZ4KyS/c6VQypMklI6aE+PwBbNjWJFxfwVtASAnhpoRjTQkxhwIWc8v1sNiSX3mlx+xEVroCUgk39xEUFklQG2071AVtmgzVFXqkq+XI0ikmHKA1hnxRrr+wEoEgiz+8dijh8W4gGMTxNgtkEq4tYi16H2zogy5NhtI8DRiGQU6mUuivxgvfX2Vo5AAAQ3r8gIXL48cTrx5Er8WFixcWwuXxC+O1WNhdPiEoxqNVkcLitOJw+/CL53fjYD23umMadMPl8QsSZo1KOmGFxcbtLXC4fLjx4mlgGE5OIxGLIBYxZ6WHxdaDXUhTSJCmkKC2JblO3FsOduG1Txvx5rampO53OG993ozDjf3Ydjg5btfJpqFjEDtre7F6cRHmluvR1GlNquFhkGXx+1cO4uEX9486kTBb3aMOJviVsGMt5oSPs7XHhufeOTbmgcrhxn7MKEqHXCaGXsdFoidqAvbKJw2oa7Xgg73tE9rP6aChYxB6rRyZoSj8qVRYNHYOIk0hQU6mCkU5arQZkydL7zDZUWhQIzdTxflYjCNI2R5SfLwY5qjd2mPDG581QSYVoaffOaEc20/3d0IiZrCqJh8FhjTkZ6Vh9wSDIL0WJ5RyMfL0KnyyP7mly+LBr+4fb7NEeCGwLIv3vmjDtsNdIwbfeXmuzemLqBZzom0AADCtUIe6VgtccVa0g0EWj718AK98kph5Ih9oWre0BMD4qwi89OFJ/PmtWrzySX1S+8+x0tAxCH+ATdhX4FiLGQwDVJWkA+CCkw2dg0lTmrAsi9e2NOCjJPV3e48b4fUHoJRLUN8+gFc/bcBH+ya+7x6zE3qtHFXFGcK9NhL8JGfhjGwAI5e8drp9eOOzxoQmMUeb+8EwwKzSDOjUY+tvjQMu7DsRO5hnsXmw61gvzq3OE6T2E+nLj7VYwDCcf1uWjlMfjuX96vMH8fnhbjz4/G58/8nPI4LILo8ffYNuzKvkjJ4nqt7o7HMgPysNOZkqsGz8VeSR8PgC+KK2B/tPmnCyfQC9luSoscxWDzK1chQa+FTIkd9Ng3Yv5DIx5DIxVKOkhNS1WvD29hZhjGtz+iCTigTvCv7fY00JsYRW5xfO4IJ1yVZZdPc7hXsUCFNYTFBlPejw4nBjP5bPyYVEzE2HKwt1aOiYWH/Hp/FXV2bhe1fPhWnAhT+/VZvQPpu7bXB7A5g3jbvXh9sK+ANBHG3uR3WFHqLQnDA3UzXxlBCbB2qlVLgHskLj2+HPBsuyeOqNI2jrteM7V83Bl84rh1jE4NAI5WBjBizSZHB5AmNSelLAIga9lsQ6r6YuK9qMdvzl7Vq0G+1oDw2mSgSFxcRSQnrMTny8rwPn1eQJqg0ehUyc0lVCgiyLxs7BMcnTRmPQ4cWBkyasmJuHmSUZqG1O3AxrNEwDLrz6SQMkYgYH6/uSVo52ON39Ds7gB0iaiV4yCbIs/v3RSaSrZbhsWQkqCrRwevwTjt6Gs+1QFxo7rejsc4y4ctXcbcWP/7wT7+xoGXF/vRYX5DIxbE5fhGwUAF784AS2xyiD9tG+dmw/2jMmB3zTgAvd/U7MreBeJPykfSIBiwP1Jmw50ImcDCU6TY5TUrEimZL2hs5BVBamC//PKyxOhWy+oXMQFQU6iBgGxdkamK2J16UfCX7wW2hIg0QsQnaGclyqKqPFBYlYFHLUPoLmbiv+urEWGpUUt1w6Ayww7jQWl8eP7Ue7sagqG9o0GRiGwZKZ2TjZMTih1atesxM5GSpceE4hmrutaO5Ovnx3OMdaLVArpfD5gzgeNvFrN9o5tRyLEXOG23rtkIZWm440DQWpj7VaoJCJ8aXzyhEIskL1nuF8vL8Dx9sGYprBDdo9ePOzJiHYwbIsdhztwbRCHeaEKn0NHwieaLPgydcPjzgZszq86Bt0IydThfd3t+PZN49O2gLDsVYzxCIG04vSE0oJOdZqQWmuRjBIqyzUwe7yJTwuGo2NO1rw3hdtePmj+qSkmtR3DGJWSSb+54b5eOw7KzCzJAMf7e2Y8Kp5t9mJXH0ad90G3aM+d41dVuRnpaHQwE2sRvJV2XvChHd2tOLpN46MepxHm80oz9MiTSEdU0pIQ+cg/t//7cXTbx5BdwxDvk/2dyDIsrhkUdHQBHAC6o1jrdxxqhQS6HUKsOzQyvtonGiz4L5nd+D5TXVgWW4cEp7mxRsjV5VkQCaZWHWuYJBFd78T+Vkq5GRE5/8HWRavfFKPN7c0jKhm+aK2B3/deAxPvXEED/97P/73L19MWFUXZFmYbZzCoiArDQwi1X/HWy2475kdERN1q9MLnYprvzTFyAoL3rvjs4Nd6DE7YXP6BP8KINzQf2zPDn+vV1dkQSoRJVWVy6ds5oZS4gFubsUwE1dY7D1uRCDI4rzqPOGzygIdBkP993gxWlxgGG7SP6M4A9ddUInaZrNQ2WMkjrWYwQBYVJUDALANG/M0dAzC5QkIwTuA8/boH3RPyBzZbHUjM6SuALh7IV0tiwpYmAbdqGu14EsryzFvWhaUcgmmF6Xj8AgBC4fLhzSFJOIzXiUzljkyBSxisPVgYitPvBxVIRPjydcPo7bZDBHDCKkbGpUUrjg5SInw6icNkEpE+NLKiqi/yaTicaWEsCyLf2yqwz/fq8Phxv5TYjbX3e/AI//ej4de2Id7n/ocf3m7Fkeb+yec67/9SDcCQRar5uVjVlkmLDZPUkzRgqFrwjDAd780F4Egiy8m+OIBgKNN/di8qy1ide3Nbc2QSkW4fHkpuvocMQcSiXCooQ8btjXhbxtr8ZsX9+HT/R0TPl4A2FXbi9YeG758QSUUMokg/U/WC8jm9OL1LY2oLNBBKZdga5w0CLfXj7++XYtAkMXuOmPcCbHHG4DF5sHy2bkAhnL/AO75/GR/J97Z0RKxfTDICp3rSHWu+X28u7MFL35wAn/beAwAUF2hBwChcx+vPHXA7sE/Nh1HcY4aP7xhHhgAe5IgIW/utuJvG2vx0At78f0nt+GeJz9PqKb2aKvAgw4vLDYPyvK0wme6NDm8/mDSg6cOtw/d/U5UhO6/ouzQalMSSqbxwQl+BavAoB5XpZBeixPZGcqQo7YYv3lhH7r7nfjG5bME5+7WcZoVflHbA5cngAsXFAqfLZ7JDWBipVYkfswu5GSqsGx2LuRSMT4J9RseXwBvfNaUdDNOs9WNXrMTqxcXQSYV4UjYoGbfCRN4C66RVuRae20oydWgJFeDo2FBibpWC6YXpWN6UTo0KmnMALDZ6sYbn3GribEmHwca+rBxRwt+/8pBONw+oVrCstm50OsUEIuYqLKHu+qMONjQN2KQhQ8E3bZmBm64aBr2nzThiVcPJV1p0Wmy44UPTuCzQ11x932sxYLyfC0KDGkwjdJXuTx+NHdZhfsXgPAMxksLsdg86EvQYHHPcSM2bGvG4pnZyNTK8fy7dSMOsmubzSOuwHG/7RY8dQBg7ZJiQT0wXtiwSdL0onQAGDG4zi/QVORrka6WQ8QwI5Y2beqyQixicLxtAP9873jc95vd5UNztxWzQ8EznVoOh9s/6qrk/pMmPPbyAShkYjBA1LXw+ALYcqAT50w3IDtdCZ16YiaGTrcfzV02zAzdN1l8MD9B5cLmXW1gGOCH18/Dr76xGMU56oi+oj00aS8yqLl0kzG8cz/Y3RYRmOVTQPL1acgJeSKEq6hae2x4f3c7nt9Yix8+vR2//8+BmIG1XosLEjGDn9+2ED+8fh5yM1V4f0/7hIL3NocX/gCLTK0CcpkYhgylcO4AsGlXK/qtbtS3Dx3PoN0jTP5UCinsIywSdvc7oJRLIJGI8N+tjdzKt2po5ZtfXXf7xrbQaLZ5kKaQQKWQoCRXg8YkKizMVjd8/qBQIQTgymJqVBNXd/b084rDIfUGP+adSDDVNOCCXqsQVBsXzC9ATqYKr21pQCA48pzrWIsFxTka5IXOd/jiKV9quyik5Ac4hQWLxBfbY2G2uoVFOB5DuhKmgchnrTs0fgrvc2sq9Ojqc8QNiNtdsT0sgEiVzGjPDgUsYnDgpCkh1/EOox2ZWjnuvrYaVqcXWw52IU+vEqKUGtXYI0g8tS1mHGzow/oVpUL0OxyFTDyiMU5nnwM7a6NNziw2D7Yd7sa2Q934w2uHcM+T2/Dk64excXszjjT1T0gREQgG8e7OFjz4/B50mhy48aJpOLc6D0eb+vH4K4fwr03Hxr3vIMvis4NdmF6Ujjx9GmaHXoxHE5iIjcan+ztxvG0AN1w0DTWVWSjJ1WB7EtI1Xt/SiFc/bcBf366FPxBEc7cVe48bsXpREc6fXwAAceWaI9EXcvrfuL0FJ9oHYLa68eqWxqSsPu8/aYJeK8eSWdzkKCdTBZVckrRSVf/d2gi3N4Bb18zAstk52HvcFPO4X/qoHkaLC0tn5aDH7ERXHIUHP5mYUZyO/Kw0wV0ZgOAt0GtxRUxIm7qtghRytIj3PzbV4b9bm/BFbS9cHj9WzcsXqvUo5Vxq0nhylYMsi+dCg/VvXTEbWTolZhSnjxicidpHnADgpp2t2HfCBKlYhJrKLOjUMvzx9UNC6lqsY3n6jSP43csHRvxtXr3CBw+A2OZXLMuiuds6oYEbP4GtzNdG/GYyfCz4UnEFoX0WZKXBNOAa8wq4ccCF7HQl9DoF7r6mGhKxCGuXFmN2aSYyNHLo0mTjdhvfe8KEAkMaysOCQzmZKpTkasbti+Dzc7XsczKUUCkkWDYnF7uOGbHvhBEPPr8b7+xowTs7WsatBHB5/FFl+Ph0kLnleswszsDhpj7hvth30oTpRenI0iniKj2CQRbtvXaU5GgwtzwTjZ1WON0+IRAyqyQDIhGDmsosHGnqj1oc+PeHJ8EGWSyYboipBOLN4tp6bXjspQP4aG87xCLOjFUiFiErXRllytfawx3rSGkCzd1WMAxQmqvFpYuK8JXVM3CyfQCHRjEH9QeCCT03PWYn/vJ2LX7+3G58drAL/3zvOB759/4opZDd5UNbjw0zSzKQpVPC5RnZO+hk+wACQRazSjKEz/L03Dsg3gD+bxtr8ehLB0YdiLf0WPHcO8dQWaDDNy6bhdvWzUSP2YkN22IHyY63WvD7Vw7i0xFSlwRPnTDV1+yyTBQa1Ni8q23cfdCA3QuPN4DcTBWKstVQykf2seg1O+Fw+zlFmIhBukY24nuhqcuKmSUZuOrcMuw42oONcVSEda0WsCwwp4wLkusSqI6w82gPnn7zCAoNavz0qwsxozgdu4a9V3Yd64XD7cclC4tC+5UL5z0aLo8fBxv68OonDdi4owVNXVbUtVoQZFnMLuXuG30o/70vASWEP8Apr86ZbsDsskwwDIO55Xo0hJ51gHv3KOUSZGrl0GsVCe0X4Ma7//mkAW9+NpTmyz8j+VlpSFNIoVFJIxa++D7rt99ZgcuXlaK524aN21ui9m0acEGvU6I0V4vZZZm4ZGEhWntsE5qs81XHeOPDIoNaeO8aB1yoDSnMWnuHfsPq9An3RZpCAo83EHeRtKvfgeJsNdYuLsa+EyY0dQ0KE0dgyB/PG6awsLt8eO3ThhEDixarBxka7pgr8rVoCSsNarF58PSbR8Zd4nOoSqIq4vPRymImUv7WbHMjUxM5SS80qCGXiScUsOi1uAS/FYBL47/u/Ap09zux7VD8uYXby3lBzCrNENpl+PyRf2fxzywAQX0ykQVcPhUpHC5gERmE4I27w4M81SG1R6y0EH+AW9CK5WEBRI4dd43iq3XGBiw2btyIdevW4ZJLLsG///3vMW0bZFl8mEB+ZbvRjiKDGmV5WnxtXRUACP4VAKBR8jfc2KOAWw90QqeW4eIFRTH/LpeKY3YgPn8QG7Y14RfP78bfNh6LWh3iy5P96Kb5+P511Vg8Mxs9Zife3NaMJ149hJ/+/Yu4ucCjHvPBLvx3axPmVerx0O1LcMmiItxy6Qw8/r1zsbAqG+9sbx73pJo32zx/Xj4A7kHKzlDi2AgBiw6THe/saMHTbx7Bj57dIayQh2OxefDalgbMKc8UZGHnzs1Dm9EekS89VgYdXrQZuYH27joj/vjaIbz2aQPUSilWLy5GhkaOinztuAIWvGP5g19bhN99ZwW+f10NvN4A3t/dNu7jBbj7/kT7AKqKMwS/FBHDoLxAmxSFRUPnID471I1LFhah0KDGypp8+ANB7DwaGVjbXdeLzw9347LlJfjyhZVgwJWyjQX/MsvNVGFWSQZOtg/A5w/A5fFjR20P5pbrwTCIMCs81NAHEcNg3ZIS9JidUc8Ij88fRLvRjjVLivHUvSvx628uwVfXVAnXBuAGFuORpzZ3WVHbbMY151cIHf+imVxwJpFJ+cn2Adz9x21R1w7gAjLnTDfgRzedg6+tm4kf33QOirLVePrNIzEnu+990Yp9J0043jYwYh4if1y85BmIXV5s3wkTfv1/e/GXt2vHPflt6BgEwwBloYCFNk2GdLUMbWMMWDjcPjz95hG88emQf0GH0QG5TCzkaBZkpYEFYqqdgkEWH+xpx46jkYOMIMvCFDYoKc/X4g93n4vrzq8UvlOSqxmXwoJlWbT22FBZoIu41wBgycwcNHfbxuVsbxxwc7XsQ4ObC88pgD8QxNNvHgVY4PLlpfAH2FEHaj5/7BKl7+xswS//sSdileVYC5cOUpitRnWFHqYBN3otLrT32tDV58CCGQaU5mnjBix6LU54fAGU5Ggwp0yPIMviWItFGPxWhSbW50wzwOUJ4Hjb0KB4/0kTDtT34Ypzy1BRoIPXH4TLE3k/Dti90KbJcPc11eg2O7H9aA+qK/TC4Co3Q4mesNVXfyAo5JSH/9ZwmrqsKMhSCxW9VtbkIUunwKadrSOqxX7+3G78YxQT0h6zEz9/bhcO1JuwZmkxHv/eCnx93Ux09Tnwi3/sjvCGONHGVVGZVZoJQzp3v/cNxO+vjjabIZWIBLd8gHsHVBToYpqq8YaefYNuHKyP33f4A0E89cYRaFRSfO/quZBKRJhdmolV8/Lx/p62mPccr/4ZqQJMfccAZBJRxLiLYRisWVKEzj5H3DSh0egJ9QW5ehVEIgbTCnUjVgoZbkacoZHHTSFxe/3o7LOjPF+L9StKsXxOLjZsa8aGrY0R94bV6cWmna1IU0hQls+lBCcSsNi4owXFORr86Mb50KpkWDIrB71mp5CexrIsPt7XgUKDWlglVcrFkEpEI04AHW4ffv+fA7jrD9wi10f72vHmZ034f//ai2fePAKZVITyfG5/mRo5GCYx9WFj5yA8vgDmhKl65pYPPesAp7AoMqSBYZgxKSx4ZeGxFotwzcIDFgAXCO4dFrDIz0rDnIosfGllOWaXZQomiuH0Dbhh0A1NdpfNyYVSLonyZjnZPoCjzYndh/w9w08cCwxpMFq4YPrWA51gGAaZWjlauofeK1aHN0xhwcnuY1WoYVkW3X1O5GWl4dLFXBqQw+0X5ilAWEpImGLySFM/3tvVNuJzaLENTXYr8nWhftKOIMvi+U112HfChMdfOYgtYer1E20WPPj8bjz5+uERr8lQwEIZ8Xk8P5dgkMWrnzTgvmd3xFXw8pitHmQMm6SLRAwq8rUTMho2WpzIHhZgmT8tC9MKddjweXPcOdbJ9kEuYFyaiTSlFAwTI2Dh8EKtlAppkkBYwGKcim2Xxw+nxx9TYTFg80Qourr6HdCqpBEBiNxMFbIzlDHTQhy8sWsMDwsAsDqGzm8k407gDA1Y9Pb24oknnsBLL72Et956C6+88goaGqJLosWjuiILWw50jqg28PkD6O53ojC0Srd0Vi7uunourji3TPhOvAjZaASDLOpaLZhbpo+4KcOJ5WHRYbTjF//Yjbe3twgDuaZhK+MtPTaIGAZleVpUV2ThtrUz8Zs7luKp76/Et6+cjQG7N8r1PlH2HjciPysN3/nSXOjUQ52AVCLCFStK4fEGhEFILPyBYNwUia0Hu6BWSrEgZOoDALNLM3G8bSBmNNnm9OKhf+3DG581oT2UA727rjdqAnWwoQ9eXxA3XjRkarpkVg4kYgafx1BZGAdc+GR/B175pH7EyRgfSPnq2hn42toqHGu14HjbAC5fXgqlnHupnDPDgNZeW0J5xeGcbB9AmkIi3HuFBjUWVmXjo30dEQGhQDCIzj5HwqtMnSYH7C6fcO/wVOTr0GVyJBTI8voCcSfcL390EhkaOa44txQAUJyjQVmeFlsPdQnH2G604/82n0B5vhZXrChDulqOigId9scJ7PAR5ewMJWaVZcLrD6Kh04pdx3rh8QZwxYpSzChKj5DRH2zow/QiHZbO5lQkh+OoLLr6HAgEWZTmamL+HeB8LMbjKcAPcBdXZQufLZhhgIhhRpX8N3VZ8YfXDsHp8WPfMBm8xebh0jbyh1bm1Uop/ueG+SjP1+Ivb9di444WYTX0ZPsA3vysGQurspGlU+Dtz5vj3i8dJjt0apmgHANiD6Cbe7jV5T11Rjz87/0JqdWG09g1iCKDWiizBnD3y1g8IfoGXfjNC/uw74QJ/9pUJ9wrHSY7CrPSBMOqglAAZnhaiNnqxmMvH8B/Pq6PWKEDuNxZrz8YMYji5bQ8JTkadPU7xpy61z/ohtPjF7yQwlkyKwdiETMug1Z+UM6Xxy40qLF6cREuW1aCX35jMdYuKYaIYXA8xkqYy+PH9iPdeOLVQ/jO459hc4zgaGOnFYEgi01fcOWQWZZFXasZVSUZEIVWTQHOuHbHEW4guWBGNsrztOgbdMecLPEBn5JcDSoKtFDKJTja3I/jrUOBEIAzJJRJRThQzyk4DjX04YX3T6DQkIZLFxWFSd4j78VBuwfpahnmlOtx73U1yNIpcPHCoUWCnEwVjBankG7R1eeAPxCETi1DfcdgzHcPrzAqzx9qP7FIhDVLitHYZY2rzHj3ixb0mJ34/HB3lBdPOHuPG+EPsPjV1xfjuvMroVHJcG51Hh66fSlml2bipY/qBTXVsVYL5FIxyvO1yNKFVr3jpG/4/EHsOtaLmgq94MbPU1moQ2efI0qd0djJGXqKRQw+HsHost1oh9nqwbXnVwoDVQD48gWVyNTI8Y9NdRHpqRabB/tP9kEpF6O+YzBuXn59xyDK87WC9Jpn8cwcZGrleO+L8QXx+b4iL/SszChKR3e/M+6EvrHTCpVcIsjWMzWKuP4NLd02sCxQns8FJG9bW4Vzphvw3NtH8fy7dfD5AzBanPjNC/vQ1e/ANy6bBbGIO7/00LjKGkcJ0TfoQo/ZiWWzcoRg2YIZ2RCLGHxxjAtuN3QOot1ox4ULCoQxD8MwIQPl+H31Kx83oK51AGuWFOO+G+fj6XtX4g93nYs7rpiFFdV5uPLcMmG8KhGLkKGRJ+QDcDSUSh0+7uCf9SNN/WBZFh1Gu/Cs67UK2F2+hPrVo839kElFXIWl0Hu1q8+JDI1cGIflZqjQEwpI+PxB1LcPYGbYsWRnKNE36I5SEPUNuoRKCgBXEvS86jzsOzGk0G7utuL3rxzEU28cibp3ei1OPPbygYj3Iz+W4A29i7LVYMH1g9sOd2PetCzMKctES48NLMvCHwjC7gpXWHBzjlhzF6vDC6fHjzy9CgqZBFeG5irh73O54GERiNgOwIgeBRabW6guUR4aezR2DuLT/Z2obTbj2vMrMKs0E//afAIvfnACf327Fo+8dADGARcONvThxAjB316LE1KJCOmayMAC5+cSeb+6PH48+d/D2Ly7DUq5GJu/aBsxFT2WwgLgAo8dJnvMMe9olVscbh8cbj+y0yMDLAzD4MsXVsLq8MZdXDzWYoZELMK0Qs67S62Uwj5swXvQ7hHeZzxymRiZWvm4S5vyfVW0wkIBFpEmt939jgh1BU91hR7H2yxR8yI+RSmewiJ8QX+0FPkzMmCxY8cOLF26FOnp6VCpVFi9ejU2b96c8PbnzyuA2xvApwfiT667+rhBTLg8ev50Q4RsSROjQRKhtdcGh9uPWWUZcb8jj+Fh8db2Zgzavbj3yzW497oayGXiqNzglh7OGEo2bHCtUkiweGYOZpdl4v097RHqDdOAC/c9swP/+bg+rtTM7vLhZPsg5k/Livn3QoMaC2fm4KO9HRE3dJBlUddixj/fq8O9f/ocP/nbrqjIpj8QxJHGfiysyo4YSM0uy4THF4gZlft4H/c7v/jaIjz87WW44aJpCATZqH3XtVqQqZVHGPqolVLMn2bAztoe+PxBuDx+bNzRgv/9y07c/+edePGDk3h/dzs+2Rf//jja3A+NSoriHA3Oq8nH3ddU49zqPFwwP1/4zoJQ+bPhk87RONk+gGmF6cKECwDWryiNUFm4vX788bXD+Nnfd+F///oF3t7ePGqeMb9iOKM4PeLzigItWHAr9yNR22zGz5/bjQef3x014O4bdKG524ZLFxVFTEJXzctHV58DDZ2DOHDShN+8sA8KmRh3XDFbGISeM92AtpBB33B6zU6kq2VQyCSYUcRdk2MtZnx6oBNF2WqU52uxYEY2uvud6Azl2HWaHKipzEJ2hgp5elVcH4uWkPS7ZISAxXgVFg2dg8jSKSICe1qVDDNL0rHrWG/coEFbrw2Pv3IQaqUUc8oyUd8xEPFd/nkPTyUAuPSVH3x5HhZVZePNz5rw2xf3o6FjEH95uxZZOgW+trYKly8vRUuPLcLYMJwOE6coC0erjpb1dZocKMhKw13XVKPH7MSv/rknpoqFZVm4PP6of5xuH5q6rELuPE9Rthrd/Y6EfHdaeqx46F/7MGD34ttXzoZMKsarnzRwg1+THQVh55GdoYREzETI6Q+cNOHB53ejpdeGWaUZ6B9m+MmvuA1fRQmnNFcDlkVEDnIi8Gkkw42WAW7ldsXcPGw71I3BMRrk8W0QHmS5/sJpuGZVBeRSMZRyCcryNFHKAeOAC//zzA48924duvrsUCkkUZ4oQZZFa68NYhGDbYe70T/oRo/ZiQG7V0gvyEpXIk+vwpGmfuw80o2KfC0yNHKU5XHnGUtl0dZrh0QsQp5eBbFIhFmlGTjSZEZdmwVVxUN9oEwqxpwyPfaf4Lwi/vj6YSjkEty+nutH0kMD+uGS9wG7V5gEVpVk4NE7l0dMVnIzVfD6g4IMl1coXrygEB5vIGbKj3HABYfbH+H1AnDKPa1KindDAZ3hbbN5Vxvmh0zMNnwe30vkUGMfSnI1UfeeNk2GO6+ag5IcDf72DqeurGvhfD649Bbe9T12f3WgnkvPWzkvP+pvvHJguEnx8TYLRAyDtUuLcbxtIG6ghX/vhuc9A1y/dMvqKnT3OyMG8VsPdoJlWXzlkhkhQ9XoPsnt9aO91x6RDsIjEYtwycIinGgfwP6TpjGnhnSbnZBLxcIkbDQfi8bOQZQXaIX7MVMrh8Xmifm7vFqRn9hJxCJ850tzcNOlM7D9aA9+8wLn/+V0+3HfjfOFagHA0KrkQJzACa9I4D0vAG48M7dcj911RgRZFp/s74RSLsGyWbkR245U8elocz8+P9KNtUuLce35FZhZkgGpRAxtmgxLZ+Xi6+tmYu2Skoht9NrElBC1zWYhQMEjFokwuzQDR5vN6Bt0w+0NDAUsEqzOFQxyCo2FM7JRaFALAZuufoegrgCAnEwlBu1euDx+NHUNwusPRqREZWcoEQiyQroGwFV5cbj9wjPFc+GCQgSDLLYc6ITF5sGf/ntYMBzevCtykvqfj+pR12rBgfqh8V+/1cNV+whdC95n6a3POXXyBfMLUJqrhd3lQ/+gW1gMHa6wiJX2xafV5ocmm+fV5GHZ7BzBkwsAJGIGIiayAiF/Txxp6o/pk+PzB2F1+oRnJVOrQIZGjl3HevHqp5x6ee2SYtxzbTUuXVSET/Z3Yu8JE65YUYrH7lwOXZoMb8dIueExWrjUS9EwtaE2TYZBh094xgbtHvzmhX042mTGLZdOx9fWzoRxwBXX3N7nD8Dm9EVN0gEuQMuysce8r3xcjx/9eSeefvNIzHLovCIke5giBOAW/xZVZWPz7raYCznHWiyYVqiLsBWIUljYPcI7K5zcTFVcc/yGzkH85+P6uEE+C6/s0UQrLIChd0a4Smc4NRVZ8PmDUak/vMJiuIeFXCaGTCoS7i+PNwDTKB4cZ2TAwmg0wmAYWonPzs5Gb2/ieb8FhjTMLddj0xetcV2C22Pkcw9nJBdUfyCIbYe78P/+tTeiwwIg5OHPLMmM2o5HHsPDYtDuRXGOGnPL9RCJGJTlaiKk/LzUeKQV48uXlcDq8AolN4NBFn9/5xgGHR58sKcdj718IOY1OdzYhyDLYv40Q9TfeK69cBrsLp+gXPD6Anjqv0fw2H8OYledkTtuhsGhYRPIlm5bqC58ZACnqphbuRte3tTjDeDjfR2YV5klDPqnFepCJldDD1OQZXG81YKZYSkQPOdW58Hh9uO5d4/hR8/uwJufNUGvU+Cmi6fhN3csFe6PWCs/QZZFbbMZs0szhU62pjILX183MyLgkp3B5ceOJWAxaPeg1+ISBlA84SqLth4rHnnpAI61WLBmSTEyNXJs2NaMHz27Ez946nM89vIB/PvDk1FR4uOtFmTpFMJKHA8/+Y0VGGJZFp19Dvzl7Vr8/pWD4F30hrch7zXCr7LyLJ6ZDblMjOffrcNTbxxBfpYKP/vqwojoNK+qiaWy6LEMuUcr5RKUF2ix9WAX2o12nD+fW0FaMMPApZUcNwqyRt5hubpCjxPtAzEj6a29XN7s8Eh5OJk6OVyeQMSKxj/fO46/v3MsbsktNmTQVjlsQg5waSF9g25hYsTj8QWw9WAnfvefg1DIxfjRjfOxsCobNqcvIm+xqXsQYhETIZHmkcvE+PaVc/DtK2ej1+zEb17cB5vTizuvmgOlXILlc3Kh18rx9vZolUUgGERXn0MYNPKolVKIGCZiZa4zVDJ03rQs/OSWBbA6vdhxJDp15eWP6/HdJz6L+ud7f9gGtzcQdX2KczQIBNlRK3o43D489vIBSMQMHvjKOVg8Mwc3XDIdBxv6sONoDxxuf0Rai1gkQm5mmlCh5WhzP5568wiy0pX4xW2LsHpxMQBETMZ6RxiU8PCBrvC0kMauQfziH7uxYVtTXGVOa68dIoaJOMZw1i4tRiAYxAd7Ile0j7WYUTdCqedesxNalRQqhTTud6pKMtDSbYsox/r54S64vX786Mb5ePTO5Vg4IxtNXdaIlatesxMebwDrl5cC4Mzh+MnTzNKhfru6Qo/jrRY0dgxiQaj8Y0muBgwTO2DR2msTqrkAXP9hsXlgtnoiAgsAJ7kddHjR2GXFDRdW4tffWCy8n/nA4PAgz0BIYRGPnGG5wS09NijlYpxbzU3qY6klmkNBw+EBC5lUjEsWFaG22SwEQ3le/qgeYrEIt6yegdWLirD/pCnqOwAXGGzqtEY4xA//je9+aQ5EDPDEq4fQY3YK1ylNIYVSLokbuN56sAtZOkWE4SZPZYEWCpk4avB/vG0AJbkaXLqoGFKJCB/HUVA2dEaWQw6nukKPBTMMeGdHC/oGOEPErQe7MKdcjyWzcqBWSqPeJwAXnA2ybFQQhGdlTT4yNHI89cYR/PjPO/HfrY2oazFz9+ooqWo9/U7kZCqFcUFJrgYyqSgqLcTp9uNAvQldfY6I/ipTo4DPH4yZAtvUZUVOhjJixVHEMLhxdRXuunoueixcsOR/v3JOVB+oTZOCQfR9zHO02Yx0tSxiQg5wyiyLzYO9x43Ye9yIc+fmCQqMoX3HDli4PH7833snkKdX4YoVpTF/NxZZOsWoCgu7y4fWHpvgSRYO/6x/EfJi44Pl+gSrc7X22mB3+TC7LBNLZ+egsdMKo8WJ7n6HMGkHhuT0RosrrDRruvB3fhEyPC2En8AZho2VstOVqKnMwpaDnXjqjSNweQL4/nU1WDorF5/s7xCub22zWUi/DO9DzFauQgh/3xnSlZBJRahrtSA7Q4mZpRnCe6WlxyYsFGgTUFgMT4URi0S4ff3siOedYRjIZZGLofxv2Jy+mH00Px/ICFNAVORr0dhlhVwqxtfXzQTDMBCJGNxw0TT88Pp5+H+3L8FV55VDrZRi7dIS1LVa4qosjMP8IHh0aTL4A0Fh7PbRvg509zvxg+trcME5hYKh7Obdsb1sBFVBDIVFeZ5OWPwKxx8IYs9xI/L0KmGB7rl3jkUs5PKeD/HGjdecX4FAgMWGbZGqzaPN/egw2VET1rdrlNKoBe8Bu1cIwIeTl5mGHnN0ad2dR3vw6Ev78cGedvx1Y21MxUn/sFQkHj5gwb8zBsNUOsOZXpQOuVQcpcTh+0B1jHGHViUTzq+jz47RwsqSUf4+JYl1cw6fkI6EXq/Gd788D9977FNs2N6C+76yMOo7/fZWyKRizJ7OSXRj7ifIQiRiEGAYGAwa4dje29mC1z6uR9+ACyIG+GBvBy5dXi5sV99pRWmeFpWl+pj7BYB0rRINnVZhvwCXt1ZeoBM+mzvNgDc+bYA2XQW5VAyjhStjNKcyK2K7cLKy1Ji5oxUf7G3HtZfMwIatjajvGMQPbjoHIobBn147iF/931785GuLURUWUKltrUOmVoFFc/MhinM9srJYVJVk4MN9HVh3XgV+/8/dONbcj6+vn421y0uhkEnwoz9tQ33nYMTxfXKQkw+vOKcoQk4KADNKMnCyI/L7b3/WCIfbj5vWzIz4fHpxRsQ1a+4ahN3lw+K5eVHXY5VejRfeP4HddUYsnJmDGy+dgenFQwNkVZoc339iK7Yd7cVX1s6M2LaxYwBWpw/LavLjXmeelecU4qX3j0Mkk8DrC6KpaxDNXYNo7rSiqWsQSrkYf/zBBYLU8kRoMLykOnrfX718Nu76/ae45/EtEItF+OnXF2NRaBWl1+zEjsNdaOm2or3Xhs8OdaHf6sGvv70cABeYqu8YxNI50dcCAIpyNOjocwp/23W0G1v2d+BoYz8G7B5IxCLcdOkMXHvRNNz3p2041jqA264Y2k99pxVZ6UpUV+VEPYsXLCjC5p0tWDm/AHdfPz9KWm8waFBeoMPhpn7ccvnsiL+ZBtxYFtZ+i2fl4qUPTkApF+PylRVQKaQwGDSYVa7HgYY+ZGoVKDCoMWcGlw6yakEx3t/djk6LC8vmRq4sdvY5MK0oHdnZkROPcMoKuXuClYhhMGgwaPdg2+EusCxnnHvn1TUwGDQR19Ro4Vaea2ZkR13rS5eX4cUPTuD9PR1YOCsHEhGDDqMdH+xqhd3lQ3mBDj++ZSHyDWpodEr8873j6Bn0oLoqN3TMTpQX6JCflx73mC8zaLBsXiH+791jmD/dgIVh5339pVV45vVD6LC4cc6MoXSVth4r/AEWM8uj+450jQwePwuDQQOHy4d+qweXlWYK512ap0W7yRG13dFmMyqL0rEqZEAbjkwqxsWLiiOUYDVgABzFgMuHhQYN+gddcLr9KBqmRDi0uxUuTwD/79srhGd2/XkqvLezBS9+eBIAMGda5LUvL9TheIsZ7iDwl7dqUZKrxaN3nQelXBIKLByCxekTtrF7ApCIGcwoz4JYHDvun5WlRrpajp4Bl7DdUxuOorvfiXYjZ3C5YGYO7v7y/Ai5a4/FhaIcNQry02Pu12DQ4Lx5BdhysBO3Xj4bapUMe4714PFXDyEYZLH+vHLcdtmsKBVdv82LgmzNiH3Skrn5eHdnK4w2LxZUZSAYqtIzf3o2zlvIBW7mVWXj0wOdcLNASWhftaFB90VLS+HyB/HxnnZUFupgyFBi9rRs4Zk/b34R3t/NBVouWVYKQ2jiUJKrRWe/M+LYWJZFm9GOc8P60ZULivHPkMfDinOKYAhTyly+Kg1qtRyLZuVGKJcAQKnmBqXh7+JAIAir04v8bG3cayIKqcEcviAMBg06+xyoLMxAZakeRTkaNPXYorbtGWiBXCbGvJm5UffGdZdU4b1dbfj4QBfuv5W773cf68HhRu49OK0sCwV5Ony8vwObdrXjwW8ujdj+cEsbWADnLyyOe8wGgwY/vnURfvG3ndx1ml8ofDdPnwaryy/8P//v7j4H6lot+MqaKuTE6e+WV+djV20P0jNUkErEcHv8aOm24sqVFSgrzsQFC4qwZX8HvnVNTYTMHOCCUbMr4o87vnvdfHzn0Y/x323NWDW/EIMOL750QSVycrRYPDsXu2t7kJmZFnE9uw50gWGAJdUFUat3PH++/yJ8cbQHWw904L1dbXh355C6paJQh1/dsTxqTAEAxkE3qoozIo53VqkeWw504khTP7RpMgRZoKVrEEGW669WLigSvl8aUn2wYnHUPd3SY0PNdEPMa3HpinIsqs6HXCqOG1jUqeXwBhG1fSDILcAsmZMb9c66eKkS/9x8HP96/wQCQRbXXjw94tkBgNwsNRq7rFH7/fMbh2G2ufHId88b8b0ynOI8HXbVGaPaLZzjBzvBAlhxTmHU765aVIx/vHccn4RSlGtmch4RjJR7Jj0xrkE4n4T8C1YuKIbXF8DrWxrx6aFueH1BzCjLFLad6efmC05/EA1dVkwrSkdJETe2NRg0EMtDQQBvUNimPuQhMa1MH3UM11w0DT/7y07YnD48cNsinDM7D7nZGuyq68XWw9247bJZeP2fe5CrV6G8QIdjzWZkZanBMAwGXT7kZqVF7LMkV4v69gGsP68cOdlaZGamQSJm0DvohiGLa8OSwnQYDBq4Q/NmsVQSdVwDTh+UcgmmlelHnA8p5RIwYpGwvcsbQF5WGnr7HWjstmNpTWHE9402bsJZVjj0vMyrysHeEybc9eV5mFYWGVw9f9hxXXvJDLy/uw3v7W7HuQuKI/6m16thGnBhcYxxaWEud4+L5VJkZamx94QJ86YbsGrRkNLn6gun4c9vHIbJ7sPsYYtl3aFgWnlRRsz7aP4MA/YcN+Hb18wT5jQHThjhcPvx/RvPwawyPV56/zje3d6MS5eXCeMle+i+m1lpgEIePcU2GDS4/NxybNzWiOsvrUJJnhZeXwAvf7wL+Vlp+PKlM4SFzaxMFVq7h57JYJCF1eFFXoz3eGVJBj7e3wGxXAq9TolgkMWLm+vw2sf1mFuRhZrpWXjxveN4Z1cbvnHFnIht3QEWIgaYVpYVkV6XlaWGTCKCPeT95Aw9K7Pi9OXzZxhwvM0S8TcmpI4rLkyHYZgqUK9Twh16t+5LoOTrGRmwyMnJwd69e4X/NxqNyM7OHmGLSPr77ZCBxbqlxXh7ewsWzTBERYBPtppRkKWCuX9kua9aIUFvnx0mE9fB1bVa8Ox/D6OyQIevXDIdXX0OvPppAw7W9aAgKw0eXwDHmvtx0YJCYZtYBAMBuDy+iO8M2DyQiRnhs9x0BQJBFvuOdmFaYbqwQq3XyEbc9+pFhfjDa4fx7GsH8fG+DiysysbsIi7f8ie3LMCTrx/GI/+3Bw/dvgRSiRg+fwD7jxuxbE4u+ke4HgaDBhcvKMRTbxzBnQ9/BIfbjzvWz8aSWTmwDbpgAzCtQIuNO1rQ0m4WosV7j/WgOFsNj9MDkzNyZWFagRYbt7fg831tmFGcAX8giP9+Wo/phTpkqaUR51mRr8GmnW1o67BAKZdgRyjlpyBDGfN63HNtNXyBIEpDHWP4d7RyMRbPzMaGrY1YOjM7opLLtv3cgLxIrxrxOgNAVYEWLAt84/99iEAo8iliGOTpVcjNUOJosxkf7mzGopDXwd6jPZBLxdDIRFH7VkkYLJudi9oWM+66uhqlhjThOyIA587Owbkh34Z3d7bgv1ubcPBYNwoMarSFViNKc9JiHnNpjhr7T5rQ22vFm9ua8O7OVqSrZZhZkoEZxRmYU5aJTK0CAxYnZhVn4J2dLWhuM0OtlMIfCOLgSSMWVWWjry/6/rh8SRGm52tRU6mHdSC2pK2mQo83P2vCyaY+IZJvd/lgdXihUw61c0k2NwFaMisXDpsbjlBpueryTLz8UT3aem1YvahY+H6Wmlt13La/A5VhyiN/IIjmLisuWlAwYhtKQzHh+pZ+pEkY7KztAcsCX1tXhU/2d+Lhf+3B2mWluG7VUEByd6jEXK5OEXPf86cZsPtYD3aHJKwMw6UPXbywCNMKdWDAwmSyQQaWK+d4rAfzyzMRDLI40WbBijm5o953APCVi6cBiLyva0ozkKGR44V3j6EwY2il58hJLv9XpxBH7VutlMLY74DJZBOk3+mqoTYpzdFgZ20PenutwovfYvOgp9+J62vysSJUkWY4g8PuBUmQhVwqxqbtzXhvRwvq2wcgkYjw2HeWC/mQAPDp3nZk6RRIDztWg0GDa1ZW4Ok3j3DHPOz50WvkMFpcePCvOyAWMfjOVbNht7pgBzfJ0KqkqGvqx7KZ3HPY0jkAvU4Js3lktUdhdhpOtJhhMtnQabJj/3EjvrSyHEtn5WDb4S68u6MVr314HFedFxawbrdgdmnmiG140fwCfHagE698cBwzSzLw+/8cRFG2GtMKdNi4rQkHTxjxrStmR6y0dhhtmFumH3G/Bo0MYhGDXYe7UKxX4USbBUaLC1euKBu6lqHnb+/RbqjEXHsePmmCTCKCQsTionn5+Gh3G463WnDu3LyIZ96gkUEuE6MgSw1xMCjss9CQhoP1fTAarcI9ZxpwweHyIWfYc1KQlQanxw8pG4w6l5qyTHhdXphckatSLMtCIhahs8cmbMNJ9gGZCHGvCcuykElFaGi1oLs8M6JPqCzQYsfRHnT3DEYM8mqb+lCSrY57b1wwvwDv7mzFzT9/D+lpMphtHuTpVVhaZRCO49JFRfjv1ibsPNgRscq+7UAH0tUyaOXR/X84hZlKXH/hNOw7YUSadGhMkK6WocvEjUcMBo3w+YYtjWAYYH5F/PujuiwTn+xtx5bdbZg3LQtHm/vhD7AoDr1nVszOwQe7WrHhk3qsWTI08TBb3egbdKMoK/a7heeKFWV49dMGHG8xI0unQHHo/VlVqMMne9ux82AHZoQtGhw60YuCLDWcdjec9vir7XNL0jG3JB1WpxedJgcsNjdMA268u7MFv/77Tvzg+nkR7ef1BWAK+UCEH++VK0qRk6GAzemDzelDIBjE5ctLMaM4AxX5WsikQ/2NOLRo1thmhlY+FDjsH3TDYvOgIDN6bBDeHn63T3h3DUetlKLHZI/avqnLCrvLh4o8TczrPL8yC18c68XsskxIQ++QcORiBlaHN+J+bumx4t3tzbh4YWHUeGo0lFIRgkEWJ5v7olSbPDsPdUIll0T01eEUGtToMNmRna4U+uNgkPNMae0cELZp67Vh86423LpmhpByuvtIN0pyNPC5vWDAqWw/DKVlaORDvydhg2AAHDlpwsk2C1YvLo54Pvg+oLF96PcaQ2oASYw+KD9dgSWzclCRr0VlLrcPKYBls3KwaXsz2EAQrT02fOeqObC7fdhxuBtHTvQiT58GY78DBcPGjQV6FVq6ragpG3onFBjUqGvuh1bJnWvQ64fJZIMnND7uMdmi74+OAeRmqmKOwcKRihkM2tzC9n0DLuSkK5GmkGDnkS5cuiBygaGpnZuQisL684WVeuTcsiDuvTic1YuK8J9PGrB9f7ugHjYYNKhv7oPXH4xoLx4m5CnS0m5BZ7cVvWYnLltaEjmeKcuAWinFf94/jruvrY7Yvrmda0NRjDYEgIXTDdh33IjP97cLKrWPd7dCLhOjKFMJj9ODy5cUY/POFuw81ImiUInc5o4B6NQy2KzcnCYWF83Px4e7WvGXNw7j3i/X4O3Pm9Hd58APr5+HgTAlj0zMYMDmEY7P6vAiEGRjvrPUIcVUbT1XYewf79bhUGM/Vtbk4SuXzoBELEK30Y4NWxuhkYtxwTlDgaeOHit0ajksMd5ZWelKtIWUNXUhpZtKEvv9Y9AqsKs28p3YY+S+53V6YRpWjlkpE6NvwAWTyYZjjX1ClZp4nJEpIcuXL8fOnTthNpvhcrnwwQcfYOXKlWPez2XLSpCdocSLH5yMyJtmWRbtRruQXzYSw3OQWkINf/e11aiu0GP5nFyIRYxQRrO+YwD+ABtTlhmOQiaGxztUAs0fCMLp8UesbPCOzXxJytZeK0QME5WHPpy55XoUZavxwZ52qFVS3Lp6hjCILDSocdvaKvQNuvHhXm7Cf6yFM1qJ518RzrxpWcjTq+D2BXD3tdVC+UyeWaWZYFkIxm9eXwANndYoI0ielTX5yM5Q4rGXD2LzrjbsOtYLs9WDtUtLor5bVZyBIMuivmMAABc8yslUxZSpAtxLgQ9WxOKq88rh83OlXMOpbTaj0KCOmWc2nPysNKxdUozz5xXgtrVV+NlXF+KZH3AVKb5/XQ30WnmECeqJ9gFUFkSbjPF8bV0V/vGzS4X82HismlcAqUSEj0I+HPz1riqOfZ0rCnRwuP149OUDeHdnK1bW5OPRO5fj9vWzsbImP+IaVlfqwbLA0ZBDe1OXFS5PQCjNNhyVQop507JGjPrzfh/hkmQhJz9zaDBUUaDDtedXCNL04duzLFBTGZ6zKcKcskwcbozMz+TN9UbyrwAgnDcv7z/SxHmXrJibh5/eugAra/Lx3s6WCBl2Y+cgZFIRCrNjS/6/deVs/OHuc/H7767Ao3cuwx/vPg/f+dJcTC9Kj7hGDMNgWmG6kFfOGzyO1vYjIZWIsHpxMRo6ByNKybYb7RCLmJhmS+FSYr6sZWHYRLmiQAu3NxCRysGbjk6LkX8eD5GIQWmuBvUdg7A5vbhkURF8/iC2Hxkyx3W6fahtNmPhjOyo++mc6Vmh8o6KKAMo/ngtNg++d011xACbYRgUZasjzGSNFleUa3ksSnM16OpzwusL4MO97ZBJRDh/Xj4M6UpcvbICFQW6iNK6g3YPBu3emIab4RRlqzGvMgsf7mnHH187jAytAvd+uQY3XTId91xbDYvNg0de2i+4e7s8fgzavRHPSix4g0Y+dW5nbS/kUjHOmT6U6peTwQ1em8LSDVt7rCjKUUMs4kqBLp/DKX7C00EA7v76+rqZuONLcyM+L8/j8rJNYRLycMPNcG5ZPQNfW1c1JtUkwzBIV8swEJa6xEuZR+qnGYZBToYKvRZnVJ9QVZwR5WPhDwTR2mOPML0dzuXLSnHNqnLMq8xCplaB3EwVbltbFdGnX7SgEBqVFP/d0ij0Sz5/EEebzaiuGLmv5LlkURHu/8qCiNxvTqbvilCh+gNBfH6kGzUVWRGy7uHMKs1AmkIiVBo60TYAcaiCBsDdkzOK0vHxvo4I2fHwChrxuHhhIQqy0jDo8OKCcwqE4ObsskyIRUxEBaNgkEVjlzVuOkgsOI+gDCyfwxlE3ra2CsfbBvDShycjrofR4oqopsNTkqvB9RdOwzcvn4V7v1yD/7lhPq46rxwzSzKi1Ey8tHp4adPh/hXjIV51hNpQJYp4Y0f+mbxkYWHMv8fyI+Lz0a9YURZzm5EQvCbipIWwLIvaFjNmlmYIpqLDmVvBnUt4KqJIxCBDI4/Y7yf7O/DFsV689mkjAK6/a+yyRnh5LJ2dKzxL4e8xmVSMTK0CO452IxBko/oshmGQna6KTAkZdEEllwiLasO//60rZkeY9wKcz5g/wOKtz5sxvSgdC2YYMCM0OT/RPgCvLwCr0xc1Hr1qZTl+csuCiHdWWa4GLd3RKSG8KscRJyUkPyu+5xIPV4FwaL4zGKpCUlOhR2uPLSolnPdiCO87ZFJxlAfVSKyaXwBtmgxvDfPu6Q0zVR9OuOH37rpeSMQMzpkeOQeRS8W48JwCHGzoizJ05J/NeH0e5yckFiqEBYJB7DthQk2FXnje5TIxKgt0qGsZSmcxWbgAz0iolVJcvrwUR5r6seVgJ97Z2YrFM7Mj7leASwlxuHyC4etI7yw+TWPb4S78/LndqG2x4OZLpuOra4beLTdeNA01FXq8+OHJiPQes9WDzDjXwaBTCGku3f0OKGTiuGmUep0CLDtUehXgFhYlYhFk0uhnXJsmFVKn24y2mN4Y4ZyRAYucnBzce++9uPXWW3HVVVfh8ssvR3V19egbDkMqEeMrl05Hr9mJ93YNSQkH7F7YXb4R/St4NKrIHKR2ox0ZGrnQ+WjTZKipzMKOo93wB4I41mKBRMxg+igDeblUjGDIJRgYyhMKr6msS5MhS6cQBpYt3TYUGKINN4fDMAyuOq8MMokI31g3M2pwP6s0E/Mqs/DOjhYM2j04UG+CQiaOO9kNR8Qw+OH18/DrbyyJ8jMAuBe5QiZGbagD4FzIg1H5yjyZWgV+ftsizJ+ehVc/bcD/bT6OAkNahJEQT2WBDhIxg+OtAwgEgzgxzA16rORmqnBudS62HOgUJs9urx/1HYOYUz5ywImHYRhcd0Elbr50OlbW5KMsTyu0j0jEYGVNPupaLei1OOFw+9BpsmPaMP+KcMQiUZTDeyzUSimWzc7BzqM9sLt8ON42gOx0ZdzgTUVogFXfMYAbLpqGr66ZETdoUpanhUYlxeFQwOJosxkMEz15GQv5WWnI06siynIazUMlTXlEDIN1S0uiXkKZWgUqC3RIU0giSvYBXA71oMMb4TUgTJZGmTjq1NyKdL/VjWCQxdEmM+aUcV4sYpEIly/jAmc7a4eOu7FrEOV52riDNBHDQKuSIUMjR5ZOGfX8hTOtUAfjgAsDdk/c3PmxsnhmdlQp2Q6jHbmZqphVi8LN2jpNXMlQfVi5N37gEl66MFY5wkS444rZ+PU3FuP/fXMJbrhoGqYV6rD1YJcwED1Q34dAkMWCqmgvHYZh8L2r5+L+m8+J+lt5vhbaNBm+tm5mzIlVUbYGnX12+ANckLh3wDWitwlPSY5WKM+342gvls/Niwgq11Tq0dprEwZ9raEqKIlcl8uWlcDh9kMmFeGHX64RVCY1lVn41hWzYXP6cCBULSJeLftYVBVnCPnRe44bcc50Q0S+O8MwKMvXCgavwSCL1l57RHD3qvPKcV51XkyvhUVV2VHyXP6ebQ4ziW4z2mJ6eUwvSo8b/BwJnVqGwTDTTX5Qla6J72EBcD4WPWan4CvDnyc/2TgZloPeYeLukZGeQblMjMuWleK2tVW4+9pqPHDLgqjAnUImwdUry3GifQAfhxYGTrYPwOMNxPWvSIQsnQJeH2eSx3OooR9Whzem2WY4ErEIC6uycaC+Dx5fAMdbLSjN00SYKF+4oBD9VndEGceGjpEDtOH7v21dFWaWZOC86qFjUcolmFGcjkNhZRU7THa4vYExBSyGs3xOHtYuLcaWg134OMxAm3faHx6wGAvaNO69MNxYr6nLCqlElNDYMR7pMaojANxCSUmOJkJtFs6ccj0e/tZSVFfEvn9iVXzq6nNAp5aN+A6KB182Op6PRY/ZCbPVE9O/gqc61E8M7wPC/TGCLIuDDf2QSUT49EAnjrWYcbzVgkCQxZywCeDCGQaIRVw1lOHnk5uphNXJTaymxej/czKUEabffQPuKMPN0cjOUGH53FwwAG64qBIMwyA3UwVtmgwn2weEe0U/zEdAq5JFGTCX5mnh9PjR0DEIhUwspNFKJSLIJKIobzWn24dBhzfCuyMeMplY8HgJBlnYnFzAgr9vjgzzKLBYPVDKxRGmqWNFLhXjogWFqGu1RNx/vQPx31uCAa2dC1jMLdfHTKO6cEEhJGIRth6MLHFqtnmgVkqjUpB5ZFIxFs7Ixt4TJnh8AZxsG4Dd5cPCGZFq/ZmlGWjrtQnzvN4B14hm3DwXLSiAXqvAvzafgETM4PoLp0V9R6OSgQVgd/mFcwViByzSNXLIpCJ8UdsLjUqKn391IS5aUBgR3BaJGNy+fjbEIu57wrWwupERZ+xvSFfCNMAFubv7ncjTp8UNmMcyxLW7fFArJTG30ahksDt9CAZZdBgdo96fZ2TAAgDWr1+Pd955B++//z5uv/32ce9nTpkei6qysWnnkAFnIoabPOphCot2ox3Fw7Y7tzoPVqcPRxr7cazZjMoCXZQh0nD4QQJf2pT/jeG5oxUFOjR2WYXcydFWjHnmTzPgyXvOw5wYQQUA+PKFlfD5g1xaQX0f5pbHL8E6nEytIqIcVDgSsQhVxRmC2U1dyIV8uMlkOEq5BN+5ag5uuGgaAAZXriiL+XDIpGJU5OtQ12oJGcsFJhSwALiVB6lEhIf+tQ9Hm/pxvG0g6kU5Ec6tzoeIYbD1YBfqOwbBYmigPFEuXlAErz+IrQc7caJ9AFUl8febl5WGdUtLcO91Nbh0UdGIK3wihsGcMj2ONpkRDLKobe5Heb425mrEWFgxNw/1HYNCpLzH7ATDIO69NJzb1lbhrmuqowIFNZVZkEpE2BZWs7u11waFTCyY7sVDFKqLbrZ60NzDSXL5VSGAk9PNqdBjx5FusCwLry+Atl77mFYfRoJ/Luo7BtHUzZXWG+2YRyNdLUdFoQ77wkxOO0zRhps8ujQ5rA5vyICVKxkafn9kp3NBl8aIgEXscoSjkaGRo8CgFvZ//rwCGC0uQSG097gRmVp5VJUUHqVcEjMop1PL8cT3VmDZ7NwYW3F9vT/AosfshNXJldQbyXCThzc4fumjk/AHglGrm7zBFm8qOFKFkOFUFOhwxxWz8OObz0HWsGdgZgmX2rPjKJdWxAdUE5mEVZVkgGWB17Y0wOXxCyuzEb+dr0NnqNRxT8jEMNzMOUMjx9fWzUx4EFtgSINUIopY9WntsSM/Ky2hAGwipKfJIwbDiSgsAG4y0zfgRlMXNzng212bxpkbHg8LWDTHqdIzHlbW5GNeZRZe29KIDqMdBxv6IJWIJhT45e+TcMPlbYe7kKGRY24CQfbFM3Pg8QWw61gvmrttUYsU86dlQauSRkwOGjpHDtCGU5Gvw303zo+aUNZUZqG73yncx7yqbHjweaxcs6oC8yqz8PLH9UKQpSf0fplIwELEcCoA87C0jqYuK0pyNGPu98LRhhQW4aqQWIqCWIw0kdKlhYxpIwIWzoQmubHgzQzjBSz4SkMjHXNloQ5rFhdj2bA+KLw6V3O3FVaHFzddMh05mSr8Y9Nx7D1hhFwqjrg/NCoZlszKiTk2yw61dWWBNuaCXnYGN2njlUOmAVeU4WYi3HLpDPzyG4uFoCcTGtueaBtAH1/SNM7EMRx+IaWu1RLlwaJSSKIUFrxaMpZCcjgKqXhoXuHygWW5YFahIQ0ZGnmUqaLF5kFGDOPKscKb6jeEFNAAF2iXiEXIiFHJI00phVjEYN8JIwbsXiyeGTu1lAv4cGnP4Zit7riqAp7lc3Lh8QZw4KQJe0+YIJOKMHfYYuis0kyw4AyIPd4ABu1eGBIYG0glYlx7fgUALsAfS+nBL0DzwRDebHd4WVOA63MuWViEtUuK8bNbF8Ydr6kUEswqzcCBeq56EsuyMNs8UYEyHkO6Em5vAFaHl6uwE8NwkydLG/3M212+uB5DWpUMgSBXBtzjC4y4b+AMDlgkk2tWlSMQZPHOjhYAYbLnMSosfP4AuvudKBq2eja3PBO6NBne29WGNqMdM0dJBwHC6iULAQvuNzTDbozyfC0sNg8aO7nJ1EgVQoYzkhIjN1OFixYU4vMj3bA6fZg/ffyrPsOZWZoBo8WFvgEX6lotKMvTjDrwZRgGly4qwrM/XImFVfH9SqpKuGgoPxkbXsJzrGRqFfjprQuhU8vwxKuH8MonDZBJRWOSuo9EhkaOmko9Pj/cHarRzEx4BZ2nMFuNquJ0bNzRApfHH5EfPBwRw+Da8yviBrCGU1Oph93lw+HGfrR028a1IjqcFXPzIBYx+CwUWOi1OJGlUyQ8+MvPSosZ+FIrpVgyMwc7a3sFd+3WHhuKczRRpbRiwZdvO9LYD4ZB1LleuKAIvRYXmrqsaOmxIRBkUZGfnIBFUbYaMqkIJ9sH0NxlRVleYsc8GgunG9ButMNoccLp9qPf6o5btUKbxr10HG4/OkyOiJKhAPdsVhbo0BCazLk8frT12mKWIxzzcVYZkKaQYOvBLjjdftS2xE4HSYSRtuH7bP6aACMP/nkytZyarm/QjZoKfdSAsSArDVk6BQ6FlBBtPTZkZygTnugvnZUbc/VJJOL8bI42mbnKQqFV40QGUnzK2fYjPYJPzXAq8rlSxy3dVqGaxVjeLcORiEUoydEIZeS4ilZWlIxRgTMSnMJiaGXaYveCYRB3RZonJ0OFIMti/8k+lAzrE2YUp+Nkx4Ag2W3qtkKjkkYojMYLwzC4bV0VVAoJ/rKxFgfr+zCzJCPuimAiGELHZQpzfT/S1B9KTR29H51RlA6dWoY3PmtCkGWjAhYSsQgrqvNwqKEfFpsHHi8XoJ1oYIEP7D39xhH871+/wH8+rkeGRp7Q5G4kRAyD29fPQkFWGp7dUIvufgd6zE5kauWjLhqNRqZGHpES4g8E0dprm1A6CMAFFvwBNmJSerwtWlEw9v1GpoRwK6qjr3rGQyoRIV0tE1I3WJbF1oOdeO7dY/jdfw7g7e0tyM5QjrjgIBaJ8OULK6P6OL1OgQGbh/PHqu+DKFQN7BuXzYTZ5sbO2l5UFadHjQ2+efksfOPyWVG/kxvaf7yxd3aGEv4AC7PNjSDLom/QnfBCSThSiSgqlXxGUTosNo9QLSSeyjWcglDlJK8/GBWwSFNIo6qEdAsVQhJNCeHmFfy9oEuTgWEYVFfoUdtijqiKYbZ5RkwlS5SSXA1kEhFOtg8tbPSanTCkK2KOaUQMA41KivqQgmsk5VlB1lAVMOG4rZ5Rr/W0onTotQp8fqQb+06aUF2uj+p/y/I0UMjEqGsxC6kTiaSLAlz1noduXxI3TYtfgOYXpIeC7LHfWdesqsB1F1SOqqKfPy0LfYNudJgcsLt88PmDMaulAEMLgk2dgxi0e0dM2+BT4cIVFg6XL2aFEGBIJcMHL/OzRn7fU8AiAbIzVDivOg9bD3ahb8CFdqMdeq08oRVjjVIKh9sfKgvoRJBlUZQdObATi0RYPjdXkEyPJJHj4c1J+NKmQwqLyGPiJ0afhMqNjeTJMFbWryiFOhTlrE5wIpsI/PnvO2lCc5ctrn9FLEYbdM0syQAL4JMDHSg0qEcdrCZCnj4NP711IZbNyUWv2Ymq4oyE1SaJcP78AthdPmw50IXSvNgrAOPlkoVFQr5iIik9iTKnjCvp+uqnDWCBhFNkRkKXJsO8yixsP9IDnz+IXrNrwmoCngsXFMDjC2D70W4EgkG0G+2jpoPwZIZWe440mVGep41aHVxRkw+pRIQdR3uEZ7yiIDnPoUQsQkW+DrXNZnSYHChLUiDknFAp2X0nTEMB2jjeN/xAtz1k3FoQI7BRUaBFr9kJm9OLpm4rWBaYPsFJDMCtUqyYm4f9J03YdrgL/gA7YsByvORmqiARM6GAReKDEoZhBFUbXx51+N9rKrJwrJXzAWrttSV8343GirlczvbO2l70mF3cJCyBvkMqEaMydH8unZUbs+oT79HQGArCyaSihFbvRqI0T4PWHhv+8nYtHn3pAKxOH4onEAQZji5NBofbL/h6DNg90KXJ4la14uFX2u0uX5RCkfexePjF/fjX+ydwrMWCsjztuAJmsdCqZPjGZTPRaXKg3+qeUDoIMCTZ7QuVZdxd1wuW5fL7E0EkYrCoKhtWhxdiERMzELGqJh9BlsW2w11o6eFKj47mXzEa2elKLKzKDnlwpWH14mJ864rZSbnOSrkEd19bDYmYwR9fP4yWHtuE1BU8mVpFROnidqMdPn9wwgELfrISroSobTZDPkbfgOEMSey5SZHF5oHbG0hokhuPLJ1S8G/6orYX/7f5BI42m+H2BjCjKB3XnV85rv3qtQqw4CbLBxv6ML1IhzSFFJUFOqGfTXRxBUDomeXMvWMxVNrUhUG7F/5AcMwpIfHgF82+qO0Bg/ieCuFIxENpRboYCovhKSFd/Q5IxKK45qfhyKRDKSF8uXL+3qiu0MPtDeBkWHlfi82dlICFRCxCeb4WJ8MVFgOuEdMYeVXQvMqsEQOMBQY1bE5fhD9LIsctYhgsm5OLYy0WWB3emGMLsYhXhVuEcudjCWaNlGIxXGEx4PAiTSGZsOpwXmUWGAAH6k1CUHV4SVMeQ+g+3xtKx45V0pRHKhFDmyaL8Jexu/1xU8q0ofOrbTFDxDCjemxRwCJB1ofSDN7a3oyOBA03gaEImd3pQ1vILTVWKsm5c/MAcC/PRFaqZPEUFsMm4EXZakjEDPYcN0IsYlA0Sh7pWEhTSPHNy2fi+gsr45bgGg95ehUyNHK890Urgiw74bSNcMrytJBJRPD64vtijAe5VIxvXDYT37+uGjdeHJ2LNhFml2UiS6eAPxBMWjoIT01lFgzpCuRkqpLy0uFRKaSoLNShx+xEmkKCsiQFylbOy4fd5cOBehN6LE5hZWSilOZqUZ6vxaf7O9Hd54TXH0x4xViv5VZ7WrqtUXJBgLsW50w3YHddL463WZCToYx6TifCtNB1DrLshAfDPFk6JUpzNdh7woRO08gpcPyA6VgoLSNW38hPWBq7rGjoGATDIGlpMavm5SMQZPHfrU3I0MiTdg3CkYhFyM9KQ7vRjl6LCyKGSXgVfcWcXCyfkxtXzVUzTQ+fP4j9J0zoG3SP2dcjHnn6NJTlabHjaDd6Lc6E/Ct4+L5x6ezYMts0hRS5mSpBNVScoxl14j8a8yqzIJOI0NQ1iADLYsmsnKh84YnAlzrlfSwG7d6EjJHDg6LD+4TqCj0uWlAIkYjBrmO9sNg8SQ38ApwJ9sULCrmFgTgTqkRRyCTQqKSCZPeL2l4UZ6tRMIrZWThLQtLr8nxtzABYdoYKs0ozsO1QlzCxKU9CIPU7V83BL76+GN/50lxce37FiGmiYyVLp8T3rp4Ls9WN7n5nUgIWGRo5LDaP4K/Dp8RNVF0nKCHC1EK1zWbMKE6f0EKJVCJCmkIiBEK6+vlV+fGPGXmvif5BN1788CQqC3X4/XdW4Ke3LsR3r56LBTOivYYSge97T7Ra0GlyYN60of186bwyXH9hZcxUtnhUFurwx7vPi5uKx6eBGS0uYRV9PAqLWORnpQkqPJ1alrBitDSPO9ZYCovhKSH8PZ1IHy0P87AIV1gAwKySTMhlYnwRqnTmDwQxaPeOmlqRKJWF6WjrtcHl8SMYZGGyuEZMveRTI+Klg/Dw6lB+LOPxBuBw++NO0sPh7yOpRBS3/51ZmgHjgAt1rZxSIJF00UQYrrAYtHujSnaPB51ajvICLQ7U9wlB1XhqEz6NcE+ozUdTXIWnawEjp4RoQvdVY6cVeVmqUe/9M7Ks6akgQyPHhecU4MO9XMnKRFMghiJkPrQb7ZBJRTHN2vL0aaip0CNdI0+oU4mlsGCAqEiWVMJJbRu7rCjOVictH5gnnoHTRGAYBrNKMrD9aA8kYmbCqzPhSCUiVBbqcKzFMqFc4FhwkrnkXw8Rw5lvvvFZU9JSTYR9ixjcdU01AgF29C+PkZoKPU62D2BWaeaEJzM8s0szodfK8c6OFni8gaQpLADgwnMK8Pd36vBeqPRZon4vep0C/NWLZSQLcC+9Xcd6cbTJPKaBVCKED9yTkTvPs2CGAf/d2gSNSgqVXBI3oMUPmHjfmVgKi9I8LUQMg8bOQTR3W1FkUE/IpCucPH0aZhSl40T7ABbMMCQlJSYWRdlqHGnsR5pCAr1OnvDAcuns3BFXsGcUZUAuE+OdULWhRO+7RFgxNxcvfnASYhGD82pGNlUM5+KFRSjP143opVGRr8Xhpn54fAGsrE583/GYVZqJP31/7NW8EoVfmR5weJGVrsSA3ZNQSoFaKYVaKY2psJBLxbj5kukAOMm7zeUbl0HhaNxw8TSsXlyckFx8NPhV7y6THc3dVnz5grGtcpfnazGnLHNEJdOqeQV4dsNRfLi3Q5iQpTrTCtPx1TVVeO7duoQXpEYiU8uVlbc5fdCopNhysAsFWWkJTZJGQlBChCaTvRYnei0uXLQgtqx8LOjUclhDAb3uvsR9D+Kh1ymw57gRz717DEGWxTcvn5WUsQAfsODNUueFVf6SSsQx1WyjMdI9mq6RQyoRwWhxCdUOspKQ9gVA8Gjbf9I0phSn0lDfrFMND1hI0G4cprDocyQcyJdLRWEBC24//D0nl4mxZGY2vjjWixsvmgaXxw8WialCEmF6kQ7v7OC8XlRqBbz+4IhKRr1WAZVcMqr/Dp+m2mFyYGZppuAtEy8NIpzcTBVml2UiPU0WYTAcDl+ZZ2dtD9RK6YT92njUobK1gsLC7ombDjJWzplmwGtbGgXVb7x3i1wqhi5Nhu5+ByRiZlRlkV6nQHvIL4RlWS4lJJ7CInRfBVk2ytsxFqSwGAPrlpVAJhWDZePLo4czFCHzCsqMeB32PdfV4KtrqhLaL7+y4Q0zx0lTSmPum1/dSOZA+FQzK5SLWVmgS2oKBMCpChQy8aiVWFKJixcW4uZLpmN2WXKDLAB3L5+Ke4MrVcr9O1mIRAzOq85Hh4lb/RlNQjYWFlVlQ62UYmdtD+RSccKrbPwAVKuSxr2Os0ozhFWKZAbgAG4CIWIYZOkUUastE4Ff3T7c2I/CbHVc2SK/ytHSY4M2TRYzzUouFaMoR4369gE0dlqTHnjjB+tLRllpmQjF2RpYnT40dg4m5F+RKFKJCHNKM9EdMkZLxHAzURbPzIFEzCAQZJE7hlUfpVwyqoFfeYEONqcPXt/o5X9TAcFU0D72wV9OpnJUE14mVN3nVATMxqLoGQ1DugJ9A25s3d8BBogqLT4aDMPgB9fPw8oRAmC8+abd5RPSi6YCK+bm4RdfW4QVIcXrROBXnc1WN/YeN6Krz4H1K0onnMaSPkwpdDhUFrl6gulCQGTFp65+B9RKaVSa8VjQ67igzfG2Adx40bSEKislAj/RbDPaUZCVltT+OBYihkF2uhK9FidMoXSqZAUsgCEj9bEEJPm0vPRhwQLVMIWFxxdA/6A7YS8SvqxpkGUx6PBAJhEJC6QAcF5NPry+IHbX9cIslDRNzrWoyNeBYbgqYrzvRvYIfe6V55XhgVsWjLoQq1VxQefOPk5hMVoaxHB+8OWamN4nPPl6FXRqGVyeQNKUNwCXbpKmkMDm4hUWHuE9NlH4cfm2w92QiJkRn3P+nHIyVaOm3WdpFei3csoytzeAQJCNG7BQK6Tgu8PhVgmxoIDFGNCqZFi9iKutnKhcXFBYuDiFxUTKWYUTrbDwxr3h+Hz5iZiinW5mlXK110cbNI+Hi84pxKN3LodKMXUERgqZBBctKEzIGC1VyNOn4eFvLcPSMQ6IR+Pc6jyhk0tWSgjArcycV8MNVIty4gcWh8Oviswp18edrIhFIqECRbJSIXgUMgnmlGeiJsnqnpxMlSCljGe4CQAquQQSMQOWxYjS8sp8HU52DMLjC0zYhG84C6uy8ei3lyX92obD9939Vk/SBt48vKlghkaeFF8dHrVSKuw7mWokYKjUMcApaFKdodx/zqzP5vQllBICAOdV5+PSRUWnTL1zOsnSKdFvdePT/R2YUZye1FRAHt58E0h+f3eqKc7RJMWDip989g+68fb2FuRnpSUlxUkhE0MmEQly/cONfcjTq5LSJ3EBC24y19XHVQSYSICFn9TPq8zCedUTDwLxSCUiIVCezAWRkcgOlTbtG3AhQyNPqlqZV0mORWFRaFDje1fPjQrSpykkoYki503W0+8EC4xolhgO7wXh9XGVIbQhw02e8jwtCgxp+OxQt1CKNVkpIUq5BMXZGpxsH0BXKGCRM8J9rVXJEkpZYkLlsTtDC118GkS8Up6xth/t73yVk0QNNxNFE6o0ybIsBuzepCks8vRpyM1Uwe7yIVMT29iUh/exSCTopQ+lr9ucPjhCgZY0Zey5lkjECIUihhejiPn9Ub9BRLB+RSl+ftvChCO6/OCztdcGh9uftIAF36l4wsqaDq8QwjOnLBNLZ+Vg/vTx5QtOBro0GX7x9cW4dNHYpX2jIRIxU0KieiZgSFcmzYCOJ1OrEMroJkMiHc4F8wrAMGML7hnSlaiu0OP8eQUjfm/dshJ8bV3ViJP/8fL962pw86XTk77fBaEB9kgVkRiGEZQdIynPwo1GpyU5YAEgqrRnsgl/oSYrR5WnukIPBkia4WY4F51TCLUyvvpnvBQY0iCTiiCXipGX5GDIqUCjkoFhuFr2/Or08NXJeKysycdV55WfysM7bWSFVr27+xwJm22Oh4sXFGHBdIMQMDvb4Esxfri3nVNXLC9NSjoE398OODxwefw40T4wYW8THm3aUMnUrj5HwpPceEwvTMfly0tw27qqpI8D+BKKEzWiTZTsDCVMFheMA66kqisALhi+bHbumIMv50w3RJlN8gtxfKUQvgz8aCUjeYQKhL4gBh3eKFNPhmGwsjofzd1WHA6V445VdnS8TCvUoanLivZeGyRiJmljvAKDGh19DgRDZTwBICMJfhA8M0u4xdVkKiwAbtHb7vTC7vIhEGQTDrInAm9tMJrShD+nkQw3efRhgVp7yPx1pPkW72ORyNyYAhZjRCwSjanShlopBQPgWAtnSJe0gEWoU3F7wxUWsSNvKoUUd1wxO6k3+umgICstqdU2iDOHW1fPwD3XVifNG4MnK12JH904H5cvK014G4lYhO9fVzOqakCtlOK86vykD9xOJcvm5KIgK01YPYgHP6iJ5V/Bw6fC6LWKpAeaTgdpCqnwYk92wEKbJsM151fELW82EapKMvDkPeclvf8Xi0SYUZSBaYW6pD+HpwKRiEvZGLR7Ri0PdybD5yBLxCIsHKfpYSJkaOT47tVzk6oYmkpolFJIxCLUdwwiT6/CoiRWL0pXyzFo9+JYiwX+AJs076x0tRxeXxDGARccbv+4S5ryyKRiXL2y4pTcA7l6FdLVMiE14lSTnaGC1x9ES48t6ZNSkYgrr5sMI1neP4EPWNR3DEIuHTmdLZyhgMWQwmI4y+bkQiJmsPNoL2RSEVRJ8qMCOLWJ1x/E9sNdMKQrk/ZuKTCkweMNwDzohtnqhjZNltT5xZxyzpA02abfvMKCD7LrkvjOmh8yqx0tpYevLpOImoVPXey3umF3jR6w0KpkSFfHTiUeztTRxE9RRCIGaUop2no4E5JkmDkBkZ0KEFJYFJFqgDg7yDyFk94ZSXb5n8pkpyvx628uGfV7XF6lbcT+Ta9TIEunSHoVhdNJcbYGZqvnlORMr1takvR9nmq+feXsyT6EMaFTcyvIQwGLqRXETwaG0OBz0aycpFb3IiJhGAaZGjmMAy5csaIsqUE9XZoMPWYnDjf2QSkXJ02xxgee60IVnyZSIeRUc/2F0+D2+E9bmhYfpPb5g0lXWCQTXmHhcPvBsiwONvRhdllmwibR4f54gw5vzJQutZKvfGZEhia5Klr+Xu4bcMUtMzse+LFJR58DZpsnaWksPOlqOf50z3kQJzl4r1FJ0dBxat5Z5flaVBRoURWnghnPjOJ0VBTqEvIe04cWdfoH3UjXcP3JSAGLNUuKhdSR0aCAxWlAEzKfMqQrkuaMLxIxkElE8HgDCAZDTqxn6UoGQRCTizaNeyHlZ41sSvjALQtilkKcKpTla3Gs1QxDCg9YTyfJep+dLviV6QE+JeQsDFhkpSuwZFYOrhljdRBi7OTqVZBKRElVVwCAVi3D8TYLDjf1Y3aZPuHJaCL7BYDjoYBFIhLwyYKv3nO6CPdSSLbCIpkMKSx8aOu1w2Lz4EvnJa7A4VNMnB4/7E5fVEoIz8qafOyuMyZ94q9Tyzm/EIsrqb5LvL9Wp4m7JskoXTycZD2H4WhUUthcPsEvJJmqQBHD4Ce3LBz1e4Z0Jf5w7/kwmWyjflelkEIpF6N/0C0oWOKVNQXiV9aLxdQabUxRNEopupGYC+pYkMvEcPsCsLt9YIEJuTkTBEGMl2Wzc5Gulsct+8Uz1SeIqxcVYXFVdtIrFxGnB12aDK29NgzYPRCLGKjPwnemWCTCt66YDYNBk9AAlBg/t6+fBZZF0lOm0tNkQiWIZK5C85PT460WKGTiU2LIOlXJ1CogETPwB9iUDliEKywau6xggDF5nPALCv2DbrBA3MpjVSUZKMhKS5pqPJxphToYLa6kpl4q5RLotXJ0mhwwW92jprmmChqVDCwLdIZMSHVTYAyl1yrQb3UL79e0JBU4oIDFaYD3lkiWfwWPXCqGxxuAzRmqlUwKC4IgJoEZxRlnRSqNbAy5wETqoVPLYXV4YbZ6oE07NSVICYIn7RSl3PCTFgZjW6Ecdb+hyanV6UN5vnZK+S2dakQiBoZ0Jbr7nSmdEpImmG76cLChDxUFujGVO+cDFsYBFwDEVViIGAY/v23hKalcN70wHduP9CTdK6rAoEZ9xyDc3sCU8dHiF6I7THYo5ZIpoVDVaxXoG3RDr+OyCpJ1j5Cj4WmAv+GSHbBQyMTw+AKwO70Rv0MQBEEQRCS6NG61qt1on/JqH+LshZ+AluZpxzQZHY00pVTIwU/ldJDJIjtdCYmYSbi60GTA+9J09DnQ2mNDTeXYAloyKTctNIUCFiPdX1KJ+JQYLi+emYNb181Mut9VgSEN/aGSpqNVxkgV+AVv7p01NRal9TpOYeFw+aCOU9J0PFDA4jSgPlUKC5kYHq9fUFjEqxJCEARBEGc7/ICvq88xZQZ/BDEc/t5NZjoIwK2a8xPUVDbcnCwWz8zBypr8lFZmSSUiyCQi7KkzAgDmTRtbJSA+rXM0hcWpRC4T47qLpifdE6Iwa2gOljlKZYxUQRPyf7A5fVMmyK7XKeDy+GEacCXVZ4ZSQk4Di6uywbJs0mVkCinnYWEjhQVBEARBjAgvpQ+ybEqvkhLESBQa1Fi7tBir5uUnfd+6NBksNs+ES5qeiSybk4tlc3In+zBGRaWQYMDuhSFdgfwxKmXkvMLCMrrCYqoRXnZ9qvizhC9EJ7Ok6alEH0q3aTfZk1Kql+e0Kyw2bNiAc889F1deeSWuvPJKPPHEEwCArq4u3HzzzVizZg3uvPNOOBycwYjVasUdd9yBtWvX4uabb4bJZAIAeL1e3HfffVi7di2+9KUvobGxEQDAsiweeeQRrFmzBuvWrcO+fftO9ylGUZitxjWrKpKeDyiXSSI8LE6nYzJBEARBTCXSwwbfU2W1iiCGIxGLcN35lafEgI9fUc8jhcWUhfdOmVdpGPO8gzeUHnR4IZOKRjXSnkrk6VUQMQwYBkLJzVQnfCE6PW1qvLP4gIXXF0zqvPS0ByyOHDmC+++/H2+99Rbeeust3HvvvQCAX/7yl7jpppuwefNmzJkzB8888wwA4A9/+AMWLlyI9957D9dddx0eeughAMALL7wApVKJ9957Dw888ADuv/9+AMD777+PxsZGbNq0CU8//TTuv/9++P3+032apwW5VAR3KGChkktOSUkdgiAIgjgTCF+hopQQgogmQyOHTCpC1hQxJSSi4SuFzBujfwXABcN4H5PJSAc5lUglYuRkKpGulp8Ss9BTgUQsEsqHT5V3lj4sm0CdROPhSQlYbNiwAVdccQX+53/+B4ODg/D5fNizZw9Wr14NALj66quxefNmAMCWLVuwfv16AMDll1+Ozz77DD6fD1u2bMEVV1wBAFi0aBEsFgu6urqwdetWrFu3DiKRCGVlZcjPz8eBAwdO92meFuQyCby+AGwuL6WDEARBEMQISCViqEKDvwxSWBBEFOuWluCea6pPiZkicXpQK6VQyiWYNk45Pl+J4kxKB+GZP82AOWWZk30YY4Kf302FkqYAd99IxFz/MaUVFgaDAXfddRfeeust5OXl4Ve/+hUsFgvUajUkEonwnd7eXgCA0WiEwcCZxkgkEqjVapjN5ojP+W16enpgNBqRnZ0d9fmZyJCHhY8MNwmCIAhiFHiVBaWEEEQ0WelKzCydWhM6IpLLl5fiW1fMGrfqWi7jAha6KZKCMBauPb8CX1s3c7IPY0zwAYuporAQMYxQNjZtKphuvvfee/jtb38b8Vl5eTn++c9/Cv//zW9+ExdffDF+9KMfRW0/Ut6VKI6URyQSgWXZhL8fD70+udU8ThWZ6Up4fUE4PH7k6dNgMGgm+5BGZSoc45kAXefUgtpj8qE2SC0mqz0MGSp09ztRXpI5ZVasThX0TKQW1B6pxVRtj4ket0ohhcXmQc4kzyum6vVPNlnpKjR2WlFenAmDYfLmp2Npj7ysNBgtLuTnaJLWjqcsYLF27VqsXbs24jObzYZ//vOfuO222wBwBpkSiQSZmZmw2+0IBAIQi8UwmUyCSiI7Oxt9fX3Izc2F3++H3W5Heno6srOzYTKZUFJSAgDCNjk5OYIxZ/jnY6G/345gMDrwkWr4fQEAQG+/E6U5aphMtkk+opExGDQpf4xnAnSdUwtqj8mH2iC1mMz2UMnFEIsYeJwemFzeSTmGVICeidSC2iO1OJvbQxJKB5KJmUm7Bmfz9R+OLJReEfD6pkx78OVYg75AwtuJRMyIgoHTmhKiUqnw97//HYcOHQIAvPjii7jkkksglUqxcOFCbNq0CQBXSWTlypUAgFWrVmHDhg0AgE2bNmHhwoWQSqVYtWoV3nrrLQDA3r17IZfLkZ+fj5UrV2Ljxo0IBAJobW1FS0sL5s6dezpP87ShCMm2PL4ApYQQBEEQxCgsnpmDSxcVJb1qF0EQxJkAX9r0TPSwmIqU52tRkquZUhVbsoSUkOQd82k9e7FYjD/84Q/4xS9+AbfbjdLSUjz66KMAgAcffBD3338/nn32WeTl5eHxxx8HANxzzz24//77cdlll0Gj0eB3v/sdAOCWW27Bz3/+c1x22WWQyWTCftasWYPDhw8LhpwPPfQQFIoz0+2YN8YBhqJZBEEQBEHEZl5lFuZVZk32YRAEQaQk8tDEWEsLoSnBqnkFWDWvYLIPY0wU5aghEYsEL4tkwLCxTB/OcqZKSsj+kyY89cYRAMDtl8/Csjm5k3xEI0MSr9MDXefUgtpj8qE2SC2oPSYfaoPUgtojtTib2+OZN49g7wkTHrhlASoLdJNyDGfz9U9FxtoeLMvC4faPqUpISqWEEMmFd/IFQGVNCYIgCIIgCIIYN2dyWVPi9MAwTFJLmgIUsJjSKMJTQki6RRAEQRAEQRDEOJHxZU1pXkGkEBSwmMKQwoIgCIIgCIIgiGSQm6lCToYyYo5BEJPN1LEcJaKIVFhQwIIgCIIgCIIgiPFxycIiXLSgcLIPgyAiIIXFFIaPfsplYkglFAklCIIgCIIgCGL8iKjsM5FiUMBiCsMb41BJU4IgCIIgCIIgCOJMgwIWUxipRASGIcNNgiAIgiAIgiAI4syDAhZTGIZhoJCJyb+CIAiCIAiCIAiCOOOggMUUR6OSQa9VTPZhEARBEARBEARBEERSoSohU5x7r6uBSkHNSBAEQRAEQRAEQZxZ0Ex3ipOTqZrsQyAIgiAIgiAIgiCIpEMpIQRBEARBEARBEARBpByksIiBSET1h08VdG1PD3SdUwtqj8mH2iC1oPaYfKgNUgtqj9SC2mNyoeufWpzq9hht/wzLsuwpPQKCIAiCIAiCIAiCIIgxQikhBEEQBEEQBEEQBEGkHBSwIAiCIAiCIAiCIAgi5aCABUEQBEEQBEEQBEEQKQcFLAiCIAiCIAiCIAiCSDkoYEEQBEEQBEEQBEEQRMpBAQuCIAiCIAiCIAiCIFIOClgQBEEQBEEQBEEQBJFyUMCCIAiCIAiCIAiCIIiUgwIWBEEQBEEQBEEQBEGkHBSwIEbkqaeewmWXXYbLLrsMjz76KABgx44dWL9+PS699FI88cQTUdv8+Mc/xhtvvBHx2euvv477778/7u90dXXh5ptvxpo1a3DnnXfC4XAAABobG3HTTTfhyiuvxPXXX4+6uroknl1qMdnXuqGhATfccAOuuOIK3HLLLejs7Ezi2U09Jrs9eHp6erB48WJ0dHQk4aymDpN9/ffs2YMlS5bgyiuvxJVXXon//d//TeLZTT0muz3sdjt++MMf4qqrrsJVV12F2traJJ7d1GCy2+Dqq68WnofVq1dj1qxZ6OvrS+IZTi0muz0GBwdx++2344orrsC11157Ro+PEmGy26OlpQVf+cpXsH79etxyyy1obm5O4tlNDU5XG/D88Y9/xJ/+9Cfh/61WK+644w6sXbsWN998M0wm0wTPaGoz2e0BANu3b8dXv/rVCZxFCJYg4rB9+3b2+uuvZz0eD+v1etlbb72V3bhxI7tq1Sq2ra2N9fl87Ne//nV2y5YtLMuybE9PD/utb32Lra6uZv/73/+yLMuybrebfeyxx9h58+axP/7xj+P+1h133MG+8847LMuy7FNPPcU++uijLMuy7A033MB+8sknLMuy7I4dO9j169efylOeNFLhWn/lK19ht27dyrIsy7700kvsD37wg1N5yilNKrQHy7JsIBBgv/71r7Pz5s1j29vbT+EZpxapcP2fe+459s9//vMpPtOpQSq0xwMPPMA+9thjLMuy7NatW9lrr732VJ5yypEKbRDOfffdxz777LOn4EynBqnQHk888YTw3x9//DF7ww03nMpTTmlSoT1uuOEGYV8HDhxgr7jiilN5yinH6WwDq9XK/u///i9bXV3NPvnkk8Lnv/zlL9m//OUvLMuy7Jtvvsnec889p+6EU5zJbo9AIMA+99xz7OLFi9mvfOUrEz4fUlgQcTEYDLj//vshk8kglUpRUVGBlpYWlJSUoKioCBKJBOvXr8fmzZsBABs3bsRFF12EtWvXCvvYs2cPgsEg7rvvvri/4/P5sGfPHqxevRoAt4rD7/O6667DypUrAQAzZsxAd3f3qTrdSSUVrvU//vEPrFy5EsFgEF1dXdBqtafwjFObVGgPAPj73/+O5cuXIyMj4xSdaWqSCtf/yJEj2L59O6666ip8+9vfPmP7nkSY7PZgWRYffPAB7rjjDgDAypUr8Zvf/OYUnnHqMdltEM7OnTtx/Phx3H777afgTKcGqdAewWBQWN13uVxQKBSn6nRTnlRoj7q6OqxZswYAMG/ePBiNRrS3t5+qU045TlcbAMDHH3+M0tJSfO1rX4v4fMuWLVi/fj0A4PLLL8dnn30Gn8+X5DOdGkx2ezQ2NqKxsRG//vWvk3I+FLAg4jJt2jTMmzcPACd127RpExiGgcFgEL6TnZ2N3t5eAMA3v/lNXHfddRH7OPfcc/GjH/1oxBepxWKBWq2GRCIBwD1k/D6vvvpqiMViAMCTTz6Jiy++OGnnl0qkwrWWSCSwWq1YuXIlXn75ZXz5y19O5ilOKVKhPY4ePYpdu3ZFvZDPBlLh+ms0Gtx6663YsGEDVq1ahXvvvTeZpzilmOz26O/vh0wmw4svvoirrroKt956KwKBQJLPMrWZ7DYI58knn8S9994rvJvPRlKhPb7+9a9j586dOPfcc/HTn/4Ud999dzJPcUqRCu0xa9YsvPvuuwC4oN7AwMBZlZJwutoAAK666irccccdUX2Q0WgUfk8ikUCtVsNsNk/01KYkk90e06ZNw0MPPQSdTpeU86GABTEq9fX1+PrXv44f//jHKC4ujvo7wzAT2j/LsiPuk2VZPPLIIzh06BAeeOCBCf1WqjPZ11qr1eLzzz/H448/jjvvvPOsmxQMZ7Law+Vy4Ve/+hV+/etfQyQ6e7vpyXwefvWrXwkB0htvvBENDQ2w2WwT+r2pzmS1RyAQQF9fH3Q6HTZs2IBvfetb+O53vzuh35qqTPY7or6+HhaLBRdccMGEfudMYTLb49e//jVuvvlmfP7553j++edx7733RnkgnW1MZns8/PDD+OCDD3DFFVdg+/btqKqqglQqndDvTUVOdRuMlbN5DAWkXnuMF8lkHwCR2uzbtw933303HnjgAVx22WXYvXt3hMmW0WhEdnb2mPd75ZVXCv/9+uuvw263IxAIQCwWw2QyCfv0+/348Y9/jN7eXvzrX/+CRqOZ+EmlKJN9rTdt2oS1a9eCYRisXLkSbrcbg4ODyMzMnPjJTUEmsz327t2Lvr4+3HnnncJv3XHHHXjqqadQXl4+8ZObAkzm9Q8Gg/jLX/4StWLAr6qdjUxme2RkZEAikeDyyy8HAKxYsQJOpxP9/f3Q6/UTP7kpwmS/IwDgo48+wrp16yZ2ImcIk90eH3/8MX71q18BAObPnw+9Xo/GxkZUV1dP8MymJpPdHn6/H08//TRkMhmCwSBeffVVFBYWTvzEphCnow3eeuutuN/Lzs5GX18fcnNz4ff7YbfbkZ6ePubfO1OY7PZIJmfv6IsYle7ubnz3u9/FE088gWXLlgEAampq0NzcjNbWVhQWFuKdd97BNddcM+Z9D7/BFy5ciE2bNmH9+vXYsGGD4FvxyCOPwG634/nnn4dMJpv4SaUoqXCtn3/+eUgkElx66aX44osvkJGRcdYGKya7Pc477zx88sknwncuvPBC/PWvfz1rBj+Tff1FIhE+/PBDlJSUYN26ddiwYQNqamqgVCqTcn5TjcluD5lMhuXLl+Pdd9/FTTfdhIMHD0KpVJ5V3i6T3QY8Bw8eTI7j+xQnFdqjqqoKH330Ea688kq0tLTAaDSirKxs4ic3BUmF9njiiSewbt06rF27Fq+99hrmzJlDfdQpaoN4rFq1Chs2bMC3v/1tbNq0CQsXLjwrVS5AarRHMqGABRGX5557Dh6PBw8//LDw2Q033ICHH34Yd911FzweD1atWiWYDE2EBx98EPfffz+effZZ5OXl4fHHH4fZbMa///1vFBYWRuRVTcaDcqqZ7GsNcHLGn/3sZ3j66aeh0Wjw5JNPTvi3piqp0B5nM6lw/R955BHhecjMzBRKgp2NpEJ7PPTQQ/j5z3+Ol156CRKJBE888cRZJfVNhTYAgPb2duTk5Ez4N6Y6qdAeDz/8MH7+85/jb3/7G2QyGR555JEzWoU6EqnQHv/zP/+DH//4x3jqqaeQk5OD3/72txP+ranE6WyDeNxzzz24//77cdlll0Gj0eB3v/vdKfutVCcV2iOZMGyshCyCIAiCIAiCIAiCIIhJ5OxZniAIgiAIgiAIgiAIYspAAQuCIAiCIAiCIAiCIFIOClgQBEEQBEEQBEEQBJFyUMCCIAiCIAiCIAiCIIiUgwIWBEEQBEEQBEEQBEGkHBSwIAiCIAiCIAiCIAgi5aCABUEQBEEQBEEQBEEQKQcFLAiCIAiCIAiCIAiCSDkoYEEQBEEQBEEQBEEQRMpBAQuCIAiCIAiCIAiCIFIOClgQBEEQBEEQBEEQBJFyUMCCIAiCIAiCIAiCIIiUgwIWBEEQBEEQBEEQBEGkHBSwIAiCIAiCIAiCIAgi5Zi0gIXdbsfll1+Ojo4OAMCOHTuwfv16XHrppXjiiSeE79XV1eGaa67B6tWr8ZOf/AR+vx8A0NXVhZtvvhlr1qzBnXfeCYfDAQCwWq244447sHbtWtx8880wmUyn/+QIgiAIgiAIgiAIgpgQkxKwOHToEG688Ua0tLQAANxuNx544AE888wz2LRpE44ePYqtW7cCAO677z787Gc/w/vvvw+WZfHqq68CAH75y1/ipptuwubNmzFnzhw888wzAIA//OEPWLhwId577z1cd911eOihhybjFAmCIAiCIAiCIAiCmACTErB49dVX8eCDDyI7OxsAcPjwYZSUlKCoqAgSiQTr16/H5s2b0dnZCbfbjXnz5gEArr76amzevBk+nw979uzB6tWrIz4HgC1btmD9+vUAgMsvvxyfffYZfD7f6T9JgiAIgiAIgiAIgiDGjWQyfnS46sFoNMJgMAj/n52djd7e3qjPDQYDent7YbFYoFarIZFIIj4fvi+JRAK1Wg2z2YycnJxTfVoEQRAEQRAEQRAEQSSJSQlYDIdl2ajPGIYZ8+fxEInGJiTp77cjGIz+DWJiGAwamEy2yT6MMx66zqkFtcfkQ22QWlB7TD7UBqkFtUdqQe0xudD1Ty1OR3uIRAz0enX8v5/SX0+QnJwc9PX1Cf9vNBqRnZ0d9bnJZEJ2djYyMzNht9sRCAQiPgc4dQa/jd/vh91uR3p6+uk7GYIgCIIgCIIgiEnE4fbhYEPf6F8kiBQnJQIWNTU1aG5uRmtrKwKBAN555x2sXLkSBQUFkMvl2LdvHwBgw4YNWLlyJaRSKRYuXIhNmzZFfA4Aq1atwoYNGwAAmzZtwsKFCyGVSiflvAiCIAiCIAiCIE432w5148nXD8Pq8E72oRDEhEiJlBC5XI6HH34Yd911FzweD1atWoU1a9YAAH73u9/hpz/9KRwOB2bNmoVbb70VAPDggw/i/vvvx7PPPou8vDw8/vjjAIB77rkH999/Py677DJoNBr87ne/m7TzIgiCIAiCIAiCON1YnVygom/QDW2abJKPhiDGz6QGLD755BPhv5ctW4a333476jtVVVV4/fXXoz4vKCjACy+8EPV5eno6/vznPyf3QAmCIAiCIAiCIKYIdhdXJbHf6kZ5vnaSj4Ygxk9KpIQQBEEQBEEQBEEQycHBBywG3ZN8JAQxMShgQRAEQRAEQRAEcQZBAQviTIECFgRBEARBEARBECmE1elFW+/4y0na3X4AXEoIQUxlKGBBEARBEARBEASRQryzvQW/+8/BcW/Pe1j0/X/2zjI8rutq2/fwSCPNiBktySAzM7MdJw5z0qZtypBS0r6lJE3btP2SNk3KYU6axAFDTDGjZBDbYmbGwfP9GM1YaEueEdn7vq73epvx6Mw5Zx9Y+9lrPaux3U17JBCMDEKwEAgEAoFAIBAIBIJRRG1TBy3tZtqNlkH/rSRJl0pCRIaFYIwjBAuBQCAQCAQCgUAgGEU42pI2tBgH/bcdJitWm4Rep6bdaKWtw+zu3RMIhg0hWAgEAoFAIBAIBALBKKKp1S5Y1DcPXrBwZFfEhHgDUCOMNwVjGCFYDJKSqhaefvMMRpN1pHdFIBAIBAKBQCAQXIM0tdpFh6sRLFo6Myqigu2ChegUIhjLCMFikFQ1tHOhuIGKuraR3hWBQCAQCAQCgUBwjWE0WTGa7YujVyVYdGZYRHcKFjXCx0IwhhGCxSAxeKkBqL+KejKBQCAQCAQCgUAguByNnf4VcHVzDodgEeLviVopFxkWgjGNECwGiY9OA0CjECwEAoFAIBAIBAKBm3H4VwA0XJWHhb2ziJeHCn+DVnQKEYxphGAxSBwZFo0tpit8UyAQCAQCwVBxNLWcx/55HKvNNtK7IhAIBG7FMc/Qe6pcMt3UaZX467WjOsOivLaVL86WjvRuCEYxQrAYJEqFHC8PFQ2tQrAQCAQCgWCkSM+vo6qhndomkfEoEAiuLRwtTaND9FddEuKhUaBUyPE3aEd1l5BD58t4/fML3bJKBIKuCMHiKvDxUl9VepZAIBAIBAL3UFzVAkB1ffsI74lAIBC4F8fkPSrYi6YWExbr4DLJWjrM6LQqAPz1WlrazaO2w2FDZzZJfnnTCO+JYLQiBIurwOClobFVCBYCgUAgEIwEZouV8lp7t66qBiFYCASCa4umVpO9nMOgRYJBZx+0tlvw8rALFgEGLcCo9bFw+AIKwULQH0KwuAp8dGqnGigQCATXEukFdfy/d84KXwDBqKaspg2bJAFQVS/ajAsEgmuLplYTep0aXy+72f9gfSxa2s3oOgUL/1EuWFzKsGge4T0RjFaEYHEV+HhraGo1OYMld3GhqF6oiwKBYERJvlBNekE91Q2jM7BxFyVVLfz9o1TMFiHMjEUc5SAalYIqURIiEAiuMRrbTBh0any9r06waG03OzMs/PWdgsUo9bFwZK3nlzchuXluJRg+jCYrlfVtXCxuIKe00a1jqXTblq4jDDo1VptES7sZvafabdt9cXsmfnotj907y23bFAgEgsFQ0jkRrKhtI8TPc4T3Zug4nlFB0oVq1s9vJi7MMNK7IxgkxVUtqFVyJkT5UC1KQgQCwTVGU6uJmBDvqxYsWtrNeHV6WPh4aVDIZaPSeNNottJutNo7mTR1UNPYQVCQfqR3a0gor23laGoFtywfh1wmG+nduSKSJLEnqYR9Z0r48Z0zCPTx6Pe7248X8MHBvG6fbVwQxW3L45C54VhFhsVV4NOZnuVO482GFiM1jR1UitRWgUAwQtgkiZJqu2BRXtc6wnsztOSX2bPZHAKNYGxRXNVMeIAXwb6eVDW0i1U5gUBwTdHYWRLi5aFCqZAPqlOI1WajzWhB52Ffl5bLZfh6a0ZlSYjDv2JGQgBwbftYHDpfxo4ThVTWjf65ntli4+UdWbyzL5vq+nayiuov+/1zOTWE+nvy0KZJ/PDO6ayYGc7OE0W8sfuiWyoShGBxFRi87FkVjW5sv5Nb2mjfZotp1Lr4CgSCa5vaxg46Op8/FbWj/4V6tdhsEvkV9lrZkqrLCzOfHSvg/S9yhmO3BANEkiSKq1qIDPIiyNcDk9nm1vexQCAQALy7P5v9Z0qG/XeNZitGkxWDTo1MJht0d8K2DguAsyQE7Mabo7EkxOFfMTnWD6VCfk0LFgWdHh2FlaPbq6OpzcQf3z7DkdRyblgUg0atcJZh9oXVZqOosoWp4/xZMi2UKbH+3L9uPBvnR/HF2VJe/CzTZV80IVhcBQZHhsVV9EXuj9zSSzeocDwXCEaO/WdKnFkG1xuObAMPjYLyMbACcLWU1bY6heHLjXWHycL244V8fqp40Om4gqGjvtlIa4fFKVgAwsdCIBhCmttM/PQfx7hY3DDSu+IW6po6SMqquux3jGYr+5JLOJ5WMUx7dQlHRxBH2bmvt2ZQ76CWdjOA03QT7MabozLDovNYA/RaooO9nNmP1xo2SaKgU6gorhzdMeZnxwooKG/mm1uncMuyccSE6i+7z2U1bZgtNmJCvJ2fyWQyblsRx83LxnE8vYKCCtdEGiFYXAU+us4MCzd2CskpbcRDY0/dGgupQgLBtUh9s5E3dl/kwx51eNcLxdUtyIDpcQHXdIaFIyCaGOVDSXVLv+UEyReqMZqt2CSJwyllw7mLgk6MJivvf5HDhS7pqA6RKTLIiyAfIVgMlprGdswWkckpGDjp+XXUNHaQ05kNPNZ5Z38Of9+WRnNb/3F8XmkjFqtEWW3bsJecOQULXRfBYhCLpK3tvTMs/PVaGpqNWKyjy2jasfhr8FITG6qnoLIZ6yjbR3dQWdfmXCgpGuUZFql5dSTG+DF3YhAA48IMFFX1HysVdGbFxIR29x6RyWRsWRTDn7+1iHGhrvmSCMHiKlCrFHhqlG7LsLBYbRRUNDsvDJFhIRCMDFmF9klRal7tZQOZa5WSqhYCfT2IDvGmpd3sXKW51sgrb8JDo2T2hCBaOyz9rlwdS6sg0EfLpGhfDp0vw2YTPgnDSVVDO0+9nsTOk/Y6WEew5EhNjQj0wt+gRS6TiffmAGlsNfHzf5/g+88ccJaiCgRXIqPA/m6sG4Ur9IOlqc3E2YvVAJcVYC50ZpO0Gy1uKTkrqGji7b3ZA6rn71OwaDYOWDhxvLu9emRYSIy+MWxsMaGQy/DyUBEbqsdktl22/GCs4igHiQ3VX3byP9JUNbRTWdfGlHF+zs9iw/S0Gy39ZujkVzTjoVE4Mx574qfXumy8KQSLq8TgpXZbhkVhZTMWq40psX7oPVUiw0IgGCEyCutQKuRYbRKnr5Auei1SXNVCZKAXof727iDXapZFflkT40K9iQzyAqCkurePRV1TB1mF9SyaEsrKmeHUNRlJy68d7l29bknLr+XJV05T32xk+YwwSmtanZOm4qoWAgxaPLVKlAo5fnoNVdepYXV9s3FQ2RJZhfVYrBINzSZ+90Yy7+7PxmgW2RZX4uMj+Tz73vmR3o0RQZIkMgrrAKhrGvulccdSK7DaJGQyyC65jGBR1IBCbp9klde4bkK953QJe5KKe5U8mC1Wnno9ySmigL2lKdi7EgL4emkwW2y0dnpTXIm+SkICRmlr04YWIwYvu1dHbJh9Ff7iFQwexyL5FU2oVXLmJwbT3GZ2encMNUaz1bkYNxDS8+xxztRx/s7PYsPtndT6KwspKG8iJkQ/pJ1PhGBxlfh4aWhodc+D2+FfERduIMjXU6S2CgSdHDpfNmwrp5IkkVFQz4x4f8IDdJxIrxyW3x0tGE1WqurbiQjycrYzLa+99jqFGM1WSqpbiQ0zEBGoA/r2sTiWVoEELJoSwoyEAPQ6NQfOirKQoaawopnnP0zlmXfP4+ut4ZcPzuGeNePR69TsSSoG7IJFRKCX82+CfD2uy9amHSYLv/jvCT45WjDgv8kqqsdDo+TfP1vN8hnhfH6qmFd3ZQ3dTl4jpOTWkJpX6+xocD1RWd9OXZMRGaNvdX6wSJ3lffHhBsaF6cnpR7Awma3kljUxe0IgAGUuivddRZ+kC90XQ1Jya8ktber2uSPDwrvTw8LHe3DdCVs7OjMstF0yLDrL52pG2Rg2thgx6OzHF+TrgadGSfY14pXSlYKKZqKCvZ0+D8NlvLnndDF/fPtsv9d6T1Lz6ggwaAnuki0RE6JHBhT1kflittgzYrr6VwwF/QoWq1atYvXq1f3+3/WOjxszLHJLG/HXa/D11hDk6yFSWwXXPCm5tRxLK7/sd8prW3llZxY7jhcMyz5V1rdT32xkUowfCyYHk1PaOObvxcKKZv71STptHVcu7SitaUXC7gsQYPBAqZBRcQ1mexVWNGOTJMaF6vHUqvDTa3q1NpUkiaNpFYyP9CHQxwOlQs6SqaGcz60Z8wH7aESSJC4U1fOX98/z+CunySysZ8uiGP7v/jkE+XqiUspZNTOclNxaiiqbqahrc2bHANet0H8up4Z2o5WMgroB/01mYT0TIn3w8lTzwPoJrJkdQVJW1Zgu/3JHy7zLbt8mUdq5wu7I8rmeyOy8vibF+FI3xs2Hc0obKa9tY+n0UBIifMgvb8LUR4bRhaJ6LFYbCxJD0KoVlLko3pfVtNLYYkKllJOUVd2tHOB45+JIXvmlCWxjqwmdVolKaZ+m+XYKFgP1sWhpNyOXyfDQKJyf+XlrkDEKMyxaTfh0dl+Uy2TEhHpfcxkWNptEUWUzMSGXMjuLh0mwOJtdA8DOk4VX/K7FaiOzsJ4p4/y7lXBoNUqC/Tz7LNUpqW7BapN6+Ve4m34Fi+eee46//vWvzJ8/nyVLlvC3v/2Nv//976xZs4bly5cP6U6NBQxeGhpaBl5PdjlyShuJ60y3Cfb1oL7ZKFI0BUPKSNbi22wSr32excs7sqi5jCCQdMGeHpmaVzcstX6OoCwx2pcFiSEAnEgffndwd2Gx2nhxewYnMyrZd6b0it93ZBlEBHkhl8sI9vWk/BosCcnrTMd1pJ5GBHr1yrDIK2uisq6NxVNCnJ8tmxGGJMGRlMsLbYKBY7HaOJpazuOvnObpt86SV9bEzcvG8advLuLmZePQqC8F2ytmhqNUyHnt8wtIEt0FCx8PWjsszlXF64VTGfYV2cKKlgG1Q69r6qCqvp2JUT7Oz5ZMC8VilTiZcfmMstFm1Ad2oevtvdn86IWjzhXpoaC6oR2T2X786YMQh64VMgrqCTBomRDlS0u7+ariU5sksftU0ZBn7VmsNrYdzutXpD90vgytWsHciUEkRBiw2qQ+uxek5dQgA8ZHGggL0LlcEpLeKXRtXhhNbVOH8zdb2s2k5NagVSuorGtzPsOaWk1O/wqwl4QAA+4U0tpuRueh7DbpVCrk+HhrBiVYSJJEYUXzkMZgjS0mZ/dFsHs8FJQ30W4cWPnLWKC8thWT2UZsiB4PjZIgXw+KhqFTSEOLkfzyJgw6Neeya654/2WXNGI0W5ka69fr3yKDvPo0C3Vcy7EjlWExZcoUpkyZQnZ2No8//jiJiYlMmDCBn/3sZ6SkpAzpTo0FfHRqLFZpwPVk/VHX1EF9s9EpWAT52lOxq6/D1aKRwCZJnMupoap++F2gRwqj2crP/32Cv29LG5EgNLOwnromI1abxMdH8/v9XvKFKuQyGfXNRkp7eAzUNLSTmudeP4GMwnr89PYsJ3+DlgmRPhxPrxyz18XepBJKqlvx12vZc7r4ikFmcVULGrWCAIO9zjXEz/OazLDIK2/CX6911gZHBHpRXtvW7V44mlaBWilnTqcRMtgnxZNj/Th4vqzPFbmR5p8fp/Hm7osjvRuD4vXPL/Di9kwsVokHN0zgT99axJZFMXhqlb2+q9epWTg52Ck4dc+wuP46hbR1mEnLryU8UIdNksgtu3K6b1bnquXEaF/nZ1HB3kQFe11WiKtpbOfbzx7qVmM/XDS2mjiRUcHruy9w4GwpVpv9PpUkibf2ZLMnqZjGFhOfny4asn1wCJpBvh6kFwyPgD5asNkkMgvrSYzxxc97cJPmrnx+soh39ufw3v4cd+9iN3JKGvnkaIFzVbkrbR0WTmdWMT8xGK1aSXxn3J1d0tDru2l5tUQGe+GpVRHq77p4n1FQR7CfJ6tnR6CQy5weWUkXqrBYJbYsigEuGTM2tZqcLU3hUknIQM99S7u5m+GmA3/94FqbHjxfxuOvnOaNPReHJJPJYrXR0m52dl8Ee3m8zSbxvb8e5jcvn+LlHZm8sjOTv32Qwh/eSObZ987z9t5svjhbOma8ixyT+phQ+6Q+Kth7WEpCUnLtcfJXtySiVMr5/FTxZb+flleLQi7r9o5wEBXsRU1jRy8xsKC8CS8PFf6dseNQcUUPi6amJurqLinKlZWVtLRce+6tg8WhBrpaz5jbGXzFOwULe+BVeR0FXiPJkZRynvtfCo/96wQ//cdxXtqReVUvYwc5JY1UjvIH6JGUcqoa2knKquL5D1OHvb3d4ZQydFolq2aFcyytok/Ft6q+jaLKFtbMiQDoJU68uecif3n/vNtKNmySRFZhPZOifZ0rEgunhFBZ1+Zy7+iRoK6pg4+P5DMjPoCvbUmkpd3MofOX918oqWohIlDnNE0K8fekuqF9yEQtq802Iplk+WVNjAu7lLoYEaTDapOcAWlbh4WTGZXMmhDobDXtYNOCaOqbjXwwytreFlU2cyqzimPp5aNyJbwvGlqMHEurYPmMMJ78yjyWzwhHo1Jc9m/WzokEQKNSENilvtbR2vR68rE4m12DxSpx16oEZMDFAdR8ZxU2oNMqiegi9gAsnhpKYWVzv878GQX1mC02dpy4ckqxu2jtMPPUa0k88rcj/PuTDI6klPPa5xf4zUunScur5a292ew7U8L6eZHMmxTE/jOlQ1bWUlLdigxYMzuCxhaTszzkeqCwspk2o4XEGD/8Ok0bB1sWl1PSyAcH8/DQKEjNq3Nbh72+cMQENX1kEZzMrMRksbFsehhg94cI9ffsZbxpttjIKqhjQqR90hbmr6Ox1dRtopaWX8sPnz9C0wC6iVmsNi4UNZAY44tOqyIxxo+krCokSeJEWgWh/p4snxEOQF6n8Ngzw0KpkKP3VA1KsND1IVgEGLR9npu+kCSJfUklaNQKvjhTyss7Mt2enesorTd4XTrWaXH+/PKh+WyYH4W3h4pzOTWcz62lqqEdmUxGQ4uRg+dKef3zCzz+StKASl7dhdFkpaZx8O+ZgvJmNGoFwZ3+YNH9TP4dvLYri1d2Zrq0rwDnsmvw12tIjPZl8dRQjqWVX3bempZfR0KEoVfsAxAZZBdber4n8svtpS6udgG5ElcULB588EG2bNnCo48+yk9/+lNuueUWvvGNbwzpTo0FHPVWDS6mIeaWNqJSyp2rRcHOlaLRPekdLCazddStSlisNj47VkB0sDf3rh1PdIg3J9Ir+fBg7lVtz2yx8v/ePcdTryWP2pVpi9XGzpOFxEcYeGD9BFJya3nug9Rhmzi2dpg5c7GGBYkh3LgkFrVKwbbDvbMskjvLQdbMiSAiUNdNsKhr6iAlrxZJgt2n3LOqVlzZQmuHhcToS2lwcyYEolTIOJ429spC3tqbjSRJ3LMmgfGRPiREGPj8VFG/k1lJkpwdQhyE+HlitUlDNgl8Z28Ov301aVjLkxpbTdQ2dXQTLBzH7FhF3ZdcTLvRwvq5Ub3+flK0L6tnRbAnqZjMQbhu94XFauOTI/luCd4dZpTtRqszA2EkaWk38+GhvMtmonxxphSbTWLDvKgBBzoRQV7MiA8gIcLQzY080GdkhP7j6RX89B/HRsSc9mRmJQEGLYkxvkQGeV2224GDrKJ6JkT59nJyX5AYjEIu42hq31kWDjEkt6xpQJkc7mDHiUJ7idDSWH754Bz+/sNlfPvmqZgsVp557zz7kktYNzeSO1bGc8PCGIwmK3uTLr966GBvUjF/evvsgGOSkqoWgnw9mJlgN2DMyHe9LMRqs9eKv777Ao/98zhHzl+5bG8kcPijTIz2xU9vX6jr2Skkr6yJc31kNID9WfDPT9LwN2j48V0zsUnSkL5THe+rvspNk7KqCAvQdTMHTIgwkF3S2C17IL+8CZPF5iydCvW3mzN3Nd48nlZJQ4uJtAFkeuaW2tPsJ8fY44s5EwKpaezgzMVqLpY0smByCJ5aJaH+nuQ7MizaugsWYM+yGOj7orXD0s1w04G/QUt9s3FA792swnpKa1q5Z00CW5fEcjS1gn99ku5WUdzRvKBrSYhcJmPe5BBuXR7Hj+6ayV+/t5Rnv7OEJ78yn0fvncXjD83j7z9azmP3zqLdaGFvUonb9udK/OuTdB5/+fSgsywLKpqIDvZ2Pnujgvue/INdMDuWVsGh8+UutXc1me3+RjPiA5HJZKyfG4nVKrE3ue/zVd9spLiqhSlduoN0xem90WWfjGYrZTWtQ+5fAQMQLO655x5efPFFJk6cSGJiIi+//DJbt24d8h0b7fh4Dc6xtz9ySxuJCfFGqbAPhadWhZeH6rKB12ib+F+JwopmfvTCUf7yzuUDhOGolevK8fQKaho7uGlpLKtnR/CdW6aycHIwyRerryrlO7OwHqPZSofJwjPvnnPLRMSR/uouTqRXUtdk5IaF0ayYGc6XN00kI7+O5/6XMixp7iczKrFYbSyZForeU83aOZGczqrqVReXdKGK2FBvAgweTB3nT3ZJo7Oe8WhqOZIEiTG+HEkpH9AKx5VwuHd3TYPz1KqYER/Aic59HgtIksSh82WcuVjNlsUxBHRO5DYvjKGuydhv55P6ZiNtRku3lVdHkDZUrU3LalsprWkl5SpLeyRJGnSNq6OdXGyXl2uwnycKuYySqhbaOizsPl3MjPgAovupx7xtZRzBfp68tD2DNhdKAtPy6th2JJ9PjxVc9TbAnuV3MqOShZODkctkbi+Vuhr2nynhs2MFnMvpexJjMls5cK6UaXH+zhWngfKtm6fwvdumdftMo1Zg8FIPWymlJElsP17Afz7NoKaxg7S84fU1aG4zkVlQz9xJQchkMhIifcgta7zsc6qmoZ2axo5u/hUOvD3VzIgP4Hh6RZ/buFjcwOQYXzw0imGZHDS0GNmXVMKCycFsWRxLbKgehVzO7AmB/ParC7hrdQJ3rIznzlXxyGQyIoK8mDU+kL1JJd3uyfpmY693aGV9G+99kUtmYf2As+dKqu1dafwNWkL8PJ1+BFdLfnkTP37hGH96+yxHU8oxWqz868PUYV0pHigZBfVEBnmh91Q7S0Lqmruv0H94KJcXPkqlsMf5lCSJl7Zn0tRq4ptbpxAbqic+wsDhlPIhi/McZWHVfWQRVNS19VoJTojwod1ooaxL2emFonpkMkiI9AEgNKCza1ZnZo1NkpwtrtMGIF6lF9i3NzHKHl/MHB+IQi7j1V0XALtgCPb3Ul6nCWi70dpLsPD10gwyw6L3Krm/XovVJvWKT09mVPYyQt93phQvDxXzJwVz45JYbl8Rx+msqiv63QwGR4aFj5f6Ct/sjlwmY3ykDzPiA9iTVDwsfhdpebWcy6mhtcPiLLUYCBarjaIeXTSiOmOtwj58LHJKGjBZ7M8tV+KDjMJ6TBYb0xPsAkSwnyezJgTyxZnSPs9Xeue1PKUP/wqwj5G3p6pbp5DiqhZskjTk/hUwwLamTU1NREREEBYWRkFBAbt37x7q/Rr1ONKXGl3IsGjrMFNY2ez0r3AQ7OvRb4ZFaXULP3rhKLtODl29pjspqW7h/717DrPFxv6kYo5dRlnff6aUx185zfmcoQ+4rTYb248VEh3izfS4S2rigskhdJis/Qbal+NcTi0atYKf3D2T5jYzz753vt8JTX3z5Q1bJUnipR2Z/PzfJ9w2WbbZJHacKCQyyMvZX3nptDC+csMksgrreeGjNMyWoZ2YH04pJzLIyzkZ3DAvEk+Nkg8P5TnPR01jO/nlzcyZYPcPmDrOH2tnHa1NkjicUs6kaF/uXTsek8XG/n7U4sGQWVBPqL+n04nbwZJpYbS0m/tdPboSLe1mSvtomeluJEkiJbeWJ15N4pWdWcSG6lk/71KGwNRxfkQFebHjRGGfKysOxTyiR4YF0C1bKLes0aVJelccJnkDXRXtisVq4/kPU/nRC0cHlVGQll+LXCbrJkYoFXLCAnQUV7ewL7mY1g4LNy2J7XcbGpWCr94wibpmI2/tvfq63lOZ9qDvWGqFS+d0/5lSrFaJGxfHEh+uH/bJc09skuT0Q+gvmD90tpTmNjNr5kYOevtKhdwp8HclyGd4OmxZbTZe332RDw7msSAxGL1OPWzt6RwkX6zGapOYN9E+0Rkf6YPJbLvsfmT24V/RlcXTQmluM5PaIxCvbzZS09jB1HH+LJ0WRlJW1ZB3yvn0aAFWm9TnfahSylk3N5IN87tn5tywKJo2o4X9Z0qoa+rgxe0Z/PiFozz3v1TnO1SSJN7YfRGlQoZMBmezr+zJYTTb2z2Hd7ZAnhzjx4Xi+qt+V7Z1WPjHtjSUChnf2jqFv35vKT+4bTpNrUY+6iPbcCQxmq1kl9hLGQBUSgXenqpeGRal1a1YbVKnH82l8/LBwTzO5dRwx8p4YkLsIvHSqaFU1LU5y6HdzaWSkO7PAqPZSn2zsVurRrBnWABkl17KHMoqaiA6RO/0gAg02DtFOcoGCyuaaW4zo9MqSc+vu+I7IKOgrrMrlV1A8PJQMTHabmCaEGFwZojFhuppajWRX24/N4aegoX3wAWL1v48LDp9BnqWhWw7ks+Ln2U6Y9+axnbOZlezbHoY6s5SvTWdJXnu7BTjKE9wtDUdLFsWx9DaYb/vhxKL1cbb+7IJ8vXAoFNzfBCG7GU1rZgtNqd/BdgzSgw6dZ+dQtIL6lHIZayZHUFyVlW3ErTCimb+9PZZfvnfk/zohaN89y+H+s3yOZdtN3N1lDYBrJ8XRZvR0qu1LthLrw06dTd/qK7IZDKigrwo7iKyFHReq6Miw+KnP/0pP/7xj3nttdd4/fXXef3113njjTeGfMdc5dNPP2XTpk2sXbuWN9980+3b16qVaNQKl1bRj6SUY7FKzJ8U3O3zIF/PPjMsTGYr//wkncYWE+99kcPu090D/eY204A8NS4U1ZOSW0NNY7tbVO62DgunMiv5z6cZPPlqEh8eyqO4qoXy2lb+/PZZlAoZv3loHpPH+fPG7ot9lks0tZr46JC9LnzPVUxgBsvxtEqqGtq5cXFMt6BnQqQPPl7qfleiLVYbHxzM5Sd/P9YtVV6SJM5lVzMlxo+ECB++fcsUympaeeGj1F6Cw/G0Cn70wlH++XF6v6rwx0fyOZJSTnVDh9tSvM9crKairo3NC6O7HfOiKaE8uHEiqXm1/PPjvo04LxTV8+Srp/nwUN5VCyjFVS0UVjSzZFqo8zNPrYrNi6JJya3lxe2ZmC02znSWgzj6n8dHGNCqFaTm1ZJZWE9NYwdLp4cS6q9jZkIA+5JLBuSQ3x8Wq42LJQ3dykEcTIn1w9dbw5F+UqUvR1uHmd+9nsyv/nXsqvetK5Ik9SmQ2mwSz3+Yyl/eP09ru5mHNk3i5/fP6japk8lkbFoYTUVdG+/sy+4VbDs7hHQRLDy1Sgw6tTNIS8mt5anXkvnL/867RURrbLW3eMsoqB9UTbitU8w7m12DUiHn2ffO9ery0ROT2corO7PYf6aUORMDe3klRATqKKxovmJ2hYO4MAObF8ZwLK2Cbz1zkN++lsSruy7f9aYrRrOVs9k1xIXpMZqtva6vgWaPmMxWvjhbyvT4AIL9PJkyzp/CyuarEtItVvd4ilzovEcdwXzPd4wkSXx6OI/wAB2J/Uyer4agywj9YBcazl6s5i/vn+f5D1Ov6jcaW0088+55DpwtZdOCaL66JZGYkOExT+vK6cwqgn09iAq236/OSVdx/+UaWYX1eHuqCA/Q9fnvU8f5odepe12LjnKQhEgfVs+OwCZJfHF26MoXqurbOHS+jGXTw5wm5AMhJkTPtDh/tp8o5Gf/PsHJjEpmjg8kNa+Wl7ZnYpMkTmdVkZ5fxy3LxjE+wqdPY8aelHVp9wyQGOuLyWwjt3TwpTGSJPHqrizqmox8/aYpzJkYhEatIDrEmw0LY9h/pqRPF/6R4kJRAxarRGLMpXejn17bLcOiuc1EY6uJxBhfSqpb+PRoAWAXonecKGTFzHBWz45wfn/OxCDUKjlHUi7vqXQ1SJLkzLCobzJ2e085sq96XlOBPvYJqMN4M7e0kdzSRqbGBzi/I5fLCPHzcLY2TcmtRQZsWRRDc5u52wSuJ60dZvLLm7qdQ4C5nYbOCyZf6kTlKFV0LNr1yrDw1tDSbr6i75jJbMVksfVrugl0M940W6zOZ+e/P0mnrKbVeY+vmBnm/J5KKUetktM6CK8Yq83GkZTyfoWWhhYTMkCv672vAyE2VM/Ucf58fqrYpTjwSuxPLqG8to27Vicwb1IwqXm1/XalkiSJDw/l8tbei6Tm1TrL9WJDuk/q7cabva+d9II64sL0bFkcg1qlYHtnloVjAbisppUQP0+mxPphNNv67FxkkyTO59YwJdbP2RoXIC5Mj4+XupcwbbHaSMuvY2qPdqY9iQz2prSm1Xlv5Zc3Y9CpB50hczX0zhfqQVJSEjt37kSn6/slNxqprKzk2Wef5cMPP0StVnPXXXcxf/584uPj3fo7Pjq1M51psNhsEvvOlJAQYegVHAf7enA8vQKT2epUNgHe3Z9DaXUr37ttGkdTynlnXzYqhYypcf7sOlnE4ZRyvDxU/OHrC1Ap+zYvs9kk/t+757BY7UGkRq1g/dxIti4dN6j9N1tsnMup4WhqOen5dVhtEjqtkhA/T7YfL+CzYwUo5DJ0WiU/uXsmIX6e/Pje2XznT/v558dp/N/9c7rdRB8czMVotrJ4SghH0yooq2klrJ/A6kpUN7TzxdlSTqRXEBdu4KFNk7oZyFhtdu+KqGB7PXRX5HIZ8xOD2ZtU0stluaKujX9/kk5BRTMyYPepYu5dNx6wG1M1tJiYkWDf3pRYf760cSIvbs/k3f053LvW/r3SmlZe/TyLIF8Pki5UUVLdwrduntotiDyaWs4nRwuYNymIpKxqUvNqGd+Zmng1SJJEfbORz44XEOzr4cxc6Mqy6WGYLTbe3HOR5z9MZfXsCMZH+iADPjyUx57Txeg8VHx2rIDzOTV8ZfMkZw3eQDmSUo5SIWNhlxc0wIZ5UZjNNrYdyaeqoR2T2UpUkJczsFAq5CTG+JGaV0tbhwWdVsns8XYxY+OCaM5m13A4pYw1cyKRJImGFnv/cvUVDPwcZBXWYzLbnKtIXZHLZSyeGsL244XUNxt7ZWD0h9Vm4x/b0pziXLvR0qeJ0UC3lZRVza5TRRRWNHPPmgTnSgfAJ0fzOZtdw83LxrFxflSfq88AcyYEsWpWA3uTS7hY0sDDWyZj8FJzLLWCL86WEmDQ9urO4OgU0tBi5MXtGRi81OSUNPLeFzncs2b8VR2P45ha282smBXOkZRy9iUV88CGiVf8O0mSeHPPRU6kV3Lr8nHMmxTM799I5v+9e46f3TuLdqO91OB0ZhV+eg2JMX7EhxvYnVxCTnEDmxZEc/Oy3qu2EUFeHO8UKS+XXdGVm5bEdNYcN1FS1cLxtAqKKpv5v/vnIJdf3pMhNbcWo9nKzcvGse1IPvuTS1gzJwK5TIbFauOZd8+RVdSAl4eKYD8PooK92Tgvylni4+B4egUt7WbWz7NfD1PH+fPhoTzS82tZNCW0r5/ul39/kk5Kbi2Lpoaydk6EsyRosBxOKcdTo+SmJbG8tTebstq2bs+3i8UN5JU18uCGCW416Qry8eBoiwmj2dpLkDp8voxtR/KpbzaiVMixWG3UNXU4TQQHwoWieqfI/NCmSU7hNTrYm9S82j5/191U1reRlFVFVlE9Nyy8JLb7eGkI8vEgu6SBDfN7e69IkkRWUQMTonz7PecKuZxFU0LYfaq427PuYkkDGrWCqGAvFHI5MxMCOXC2lBsWxQzJ8W47ko9CLmPL4phB/+1NS2J5+s0zzJkQyM3LxhFg8GD78QI+OJiHWqXgfG4N0cHerJoVgU2Cd/ZlU1nfRvBlhJGSHtlnEzs9QNIL6vrNVumPQ+fLOJ1Vxa3LxzmN1h3cv3ESh86W8saei/zs3lmXvTcsVhvH0yuYmRDY56TUXexJKkbvqWJCl/jDz1vTrRtPWafYvGFeFAadhu3HC5HJ7FkyMxMCuG/t+G7H4qFRMndiEKcyq7h79fhurYt70tph5p/b0gj09WRBYjDxPbxren/fQrvRQmSQF8VVLdQ2dTjH1mGGHuzX/Rkqk8lIiDBwsbiB977I4fNTRfh6a9i4MKbb90L9dRRU2BePUvNqiQ3TM39yCO/szyEtv7ZfkTursB5Jgsk90uwXJAbTbrR0a50dGeSFUiFzZjn0zLBwPK9e3J7JqlkRJEQY+rxOHOazfZluOjIsurY2La9tQ5LgjpXx7DpZyHMfpNDWYWFmQiABhu7nS6dVDSojcPvxQrYdzketlLN2biQb50d3izMaW41469Qo5ANK+O+TLYtj+N3ryXxxtpQN86No7TBT32wkLEB32etloDS1mvj4aD5TYv2YHuePQadmT1IxyReqnQauXTmSUs5nxwpRyGXOEjoPjbKbUTTYu25kFNRhttic86HmNhNFFc3ctDQWb081q2aFs+tUEfMSg3llZxZKhYzH7p3ljI8LK5r7XPAprGimscucxIFMJmNanD+ns6qwWG3OePFicQPtRgsze3y/J5FBXlisNs5crCYlt5ZTmZXMTAgYcsNNGIBgERYWNqbECoBjx46xYMECfHx8AFi/fj27du3iO9/5jlt/x8drYAY4qXm1pObWcvvKeOdFmZJbS3VDB7et6C2iODqFVDe0E975kky+UM0XZ0tZPy+SGfEBTIn14+8fpfH67osoOoPjqeP8OZdTw+GUclbNiui1XYA2owWLVWLVrHAiAr04c7GaT48WMHdikPO3wF7v+snRAlbMDO9mUNfaYeazYwUcSSmntcOCr7eGtXPt+xQfbkAul9HYauLsxWpnUOUIfAN8PHho0yT+9mEqr+zM5N614/HUqsgra+JwSjkb5kWxYUEUJzOr2HemhPvXTRjIMAB2ISYtv5b9Z0pJza1FJpMxMdqHsxdreKo2me/eOpVgX08q69v49GgBVQ3tfOeWqX3eZAsSQ/j8VDFJF6pY0encfDqrihe3Z6BSyPnW1imcz6nhcGoZNy2NxctDxbnsGmQymNqlvGTx1FCKq1rYfbqYyCAv5k8K5h/b0tCqFDx27yzKa9v418dp/PbVJGaND8RPr0GrtptQTozy4as3JFLffJa0/DpuXR434HMB9qyX4+kVJF+ooriqxdl+9yubJ/U7mVo9OwKrTeKDg7mk5NaiVMjReShpbDGxalY4t6+IJ7Ownld2ZfHkq0ncvSah3+usJ5X1bRxJLWNGHwGWTCbjxiWxhPh7OrMsbl7WXUCbMs6PMxerqW+qYvWcCKcgFx9uICHCwPbjhZzPqaGgopnWDgsy7C/3ED8PtBolNpuEzSYRH2FfGe/KoU6hrz+joSVTQ/nsWCFHU8u5YVH3v+0wWTiXU0Nqbh1RwV4snBKC3lPN23uzSS+oZ2ZCAGeza6isb3OmxF4Js8VunFhSbfd4SM2tobbJSLCfJ+MjfXhrbzZenioWJIaQnl/Hp0cLWDQlhBt6ZM70RC6Xcd+6CUyJ9eelHZk8/srpzt+zMS5Mz63LeouWof6enM6q4j+fZmA0W/nVg3M5eK6MPUnFjAvTsyAxpNff1Dcb+eRoPnesjO9XpGlpMyMB4QE6FiQGcyytgltXxKHrYRJmkyQ+OJDrfCG3GS3klDSyYX4UmxbYj/dHd83k6TfP8KsXT2Gy2FAr5cwaH0hjq4n9Z0rZfboYT62S79wylVmdQldPHJORgWRXOFDI5SycHOIU4E5kVPDvTzLYk1TcrRwnKcsuTN60JNY5PiczK9Hr1EyM8mXNbDP//Did1NxapscH8Pa+bLKKGlg7JxKTxUplXRtHUso5fL6MVbMi2LwwmqZWE1lFDew6WURUsJdT0IwM9kLvqSItr25QgkVOSSNJF6qJCfHmSEoZB86WMmdiEA9vSexXAOuL1g4zSReqWTY9lJkJgby1N5v0vNpugsXepBK8PVXdVhbdgSMYrKxr6yamlta08uquC8SGeXPf2vH46jU88UoSmYX1LJ46sHN0PK2C/27PIMjXkx/dOaOb10t0iDeSZJ/Y9izv7Iviqhbe3nsRs9WGSiHHQ6PkluVx/WY+OP7mxe0ZFHWuxsWF61kxM7zbdxIiDZzPqcUmSchlMs7n1HDofBkqpRyF3N4eelIf/hVdWT49jF0niziSUsaWxXbhLru4gfgwvXNCsXZOBGcuVvPnt8/i3dl2cVqcf6/9uRpKqlo4mV7JhgVRTp+wwRAbqufvP1rebZKyaUE0zW1mdp8uRgZ879ZpyOUyZiYE8M6+bM5erOlT5HHuU3UraqXcmbbvoVEyLlzP+ZxaZ3ZNdUMHt6+Iu6wAllfWxFt7s0mM8WXjguhe/+7lqeb2FXG8vDOLf3ycjlopp8NkJSxAx9alsd2O6eMj+Ww/XsjBsDJ+cvfMbsKRJElIEpcVTW2SxDt7s9F5qJgzIZCwAF2vd0d+eRPp+XXcviKum/jvp9c62+MCzmdzeKAX96zVk1FYxydHC4iPMPD1Gyf3uR9Lp4VxNLWCpAtVl70HPziQS0ZhPaqSRg6cLcVPr2Hh5BCWzwjrNZGGS/4ViTG+FFe1UN3Q7hQsHP8W5NNbnEqI8CHpQjW7ThaxYkYYt6+MJzLYm+rqS9kuof6eznKo/LImbloSi0GnJirIi7S8ul5xhYP0gno0KkW3OBpArVJ0e0+AfXEmKtjbmVXbta0pwLxJwRRWNHM0rZxTmVVEBOr4zq3TnF2SHDjivb5MNzUqe1lP1wwLh+g0ZZwfceF6/vjWWaw2idWzet/TOq2q38yCnhRVNjuFK41KYb9mz5Xxra1TnGJfQ4vJ5dX5+HADiTG+fHwkn89PFTkzDL9x02Tm9chgvxq2HcnHZLZx95oEZDIZMSHeBPt6cCK9opdgUVXfxlt7s5kU7cv3bp3GxZIGUvNqCfb17CWeRAV7Y7VJlFS3OH21MgvrkbgkcK2fF8W+5BKe+18K3p4qfnz3rG5ZQmGBuj47RJ3Psc9JpsX1FiCmxQVw6Hw52SWNTOoch3PZNaiU8l6ZQD1xeG/88+N01Cq5MyYZDq4oWMyaNYtHHnmElStXotVeehivW7duSHfMFaqqqggMvBSYBgUFkZKSMuC/9/fvu36nJ8H+OrKLGwgM7D/A3X4kj39vS8UmgUqj5Fu3Tgfg0AepBBi0rFsU2ysgnDDO/rBpt0JgoDdV9W28uivL/gK4dYZT9PjV1xbwjw9S8NAo2bo8ngAfLY8+f4Rdp4q5ZfWEbhkMDoxV9gfwrEkhLJ8VwfrF4/ja7/aw/WQR//fl+YD9hffs+ymk5tZwJLWctfOiuH/jJE6kV/D6jkxa200smR7OmnlRTEsIdAomDgIDIT6m78nfusXjqG428e7eC6QX1HPfhonsOVWEn17Dl2+agqdWxbKZ4RxLKePrt0zvUyHuSrvRws5j+ew4VkBlXRs+3hruWDueDQvshoPns6t5+rXTPPVaMpPH+XMqowKFXM6WpeNYtyi2zwleQIAXEUFeJF+s4fa1EzlyvpR/fZLOhChfHn1gDv4GDybFB3I0rYKk7BpuXz2etIJ6JsX4ERfd/bi/dfsMqhs7eGP3Bc5k11Be28oTDy8kITaAhFiYnBDIPz9MIae0kdrMDmw2iagQb379tYV4eaqZPzWUN3ZmodKqnX24+6O+uYO80kbePZDLgTP2MonYMD1LZ0YQE6onIdKH8VGXXxG6d1Mit62dQHpuLWcuVFFc1czNy+OYMd6elRER7sP86eE8+/YZ3th9keBAb1ZcQbRo6zDz95dPo1Qo+Pot0wjsZ+V2c6A3CTH+fPBFNjetiMe/S0CyYk40r+26gATctCKh2z33wOZEnnr5FB0WG0tmhBMTqqe5zUxpVQulNS00NXSgkMtoM1pIyatl9fwYIjsnNI0tRs5lV7NpUSxhoX1PNgIDvZkaF8Dx9Eoe3DIFuVxGWU0Lb+zM4mRnJpTOQ8Xx9Ao+OJjLhGg/0vNquXlFPKvnRvKdP31Bq1m67HPCgSRJ/OpfxznXWVut81AxPtKHb902jjmTgjFbbfz638d58bNMPDw0vLI9g4hgbx65ZzbaAWZwrA30Zs6UUF7bkYlaJWfDwhhiw/o+9rgoPw6cKyOzsJ7v3TGD6ZNCmDw+iNJa+yRw2oRgonsIMUczKjl4royYcB9uW5XQ53ZbzPZ0wohQA/OmhnE4pZwzObXcsrL79z87ksfOk0XEhOpRKuUgk3HHmvHct2Gi894NDPTmia8v5I2dWcyZFMzKOZFOUcxotnKxsJ7QAF2v7ISuLPDWsjCzivs3ThrQOPXFDcu8OJtTy0eH81mzIIYQfx27Txbyj4/TkCQID9GzaVEsbR12n4C186MJDtazPsCL977I5VBKOSjkfHGmlFtWxPPlLZOd265paOetz7PYe7qIPUnFOKosAn09+Pot0wgKujQGsycFk5RZhZ+/l/PZLElSv2KWJEn8v/fO4+ut4U/fW0a7ycL/9mXzyeE8Ni6OZV4folR/nDqaj8VqY8vyeOIjfIgI8uJiaRP3dp7TkqpmzmRXc9uqBCLCfAZ5hi/PgmlKXtl5gU+OFfKbry1AJpMhSRLPfZiKh1bJ4w8vwuClwWaT8PZUk1/ZwtZVAxvrYxnniQjy5s/fW4pnj0nALKUSPkylttXMgi7XTlVdG3K5rNt1Z7ZY+c0rp6lvMhIXbsBstXGhuIE3dl/kj99d2ufkzmaT+P2bZ2hqNfOVGyezaGoYQX0Ylc6eFMLR1AqMNsgpqedvH6bi46XBQ6Ogw2QlyNeDlfNiuq3y9bzWAwO9mZ4QwJG0Ch68cSrtHWZKa1pZMTvS+d2AAC/W5tSSX9ZIU7uZ+qYOLhQ3sHVVQr+ZnQPlxR1ZeGiV3L95slMMcQffuXMmPgYPvDxUzJtmn4QFBnoTG6YnvbCe+2+Y3O/fVjW2ExWqJzj40j02b3Iob32exQsfpdnHTJLw0Wv5zu0zev19U6uJN3dlsut4AT7eWh57cB6+/QgbW1eN52JpEyk51XholKiUCs5crEahVPDVm6YAcP5iNTtOFDIpxo+swjpe2XWBn31pHgq5jPyyRp556wwAT359Ub8xw8m0cmengI+P5BMe6MUda8azqkvm3r8+zcDLQ8Vtayd0u+ajQvXsSy7B00uLzkNFbYsJnYeKhFh7Kvmj989l1/ECvnHrtH7HMCDAi/DdF3hr70Wqm4zcsGQcoT0Eu8z8Og6cK2Pr8jjuWT+Rk+kVHEi2l5nsPFHI7EnB3LV2QreYJqOzJGrh9HA+P1VMh/XSNd7YbsHgpSY6sncMtH5xLPmVzdyweBzTu4jaXe+PibEBfHK0gGMZVUjA0s57Yu7kELYdzEXnre31bLBYbZzNrmbWxCBCQ64sZgIkjvN3Chbjov16ZYp+/57ZfN1o4eDZUv75YQrHM6qc14aD8s7sifBQfZ/vs2B/Hc3tFue/1bcVo5DLmDI+GJVSzk/kClJyqlk6p3cHJx+9BpP1yvGM2WLjiVeT0OvU/OSBuXh7qskpbuC3L59kd3IJS+fYxZpWo4UgP12f2xvMu/hrN0/jpU/SCerMSHx370UKq1vZvMw1M0ir1cbpzEqWz4pg2sRL78JVc6N4Z88F5GqlM1a1Wm08/fZZlEo5P31gLgE+HkSE+7Bqfkyf216oVfHi9kwOnC93Ppdy9+eg81Axd2o4CrmMwEDYuiKeXccL+O03FvWK1cZH+3EivbLX9VdQ2UJchA+xUb0FiKXeWv75cRo55c0smxOFJEmk5tcxY3wgEeE+/Z6LwEBv/Py9WDUnkhA/TzYvGderbGkouWKEe/bsWQDef/9952cymWxUCxZ9+TIMJl2ltrZlQC1/tCo5tU3tVFU19dq+zSbx7v4c9iTZa6IDfLTsPFZAmK8HMaF6zmVXc+vycdTX9U7lUcvsv51TWEe4r5bfv5GM1WbjK5sm0VDf/ft3r+rM0LBYqKlpYeO8SJ557zwff3HR2de5K0WlDfb9s1ic6vG6uZFsO5zPifMlxIUZOHiulNTcGu5aFU9Dq4k9p4vZe7oISbKbe92zZrpzBauuduCGgoGBdsV63exwJoTreXtfNn//wC4kPbwlkdbmDlqbO1gyJZj9ScV8fCCbtV1eoD1Jz6+z1403djA+0oebl8Yya3wgSoUcyWw/vjAfLf/3wBz+9kEKqTk1bFoQzerZEfh4aaip6X/f504I5KPD+by9M4N39+cQF6bnu7dMwWayb1enlDE51o+PD+YyKdJAXmkjt6+I66bIO3ho00R++2oSKTk13Lg4hnBfj27fe/iGRPuY2OweBd6eKtpbjbS3GhnXWaN8KKmIhVN6TxwaWox8cDCXtPw6Z3mSWqVg/qQgVs4K77Wq39f+9UWkvweRiy6ppj3/7mubJ9LcYuQvb59BbrUyqR9V1iZJvPBhKqVVLfzozukobLbL7oOvh5KvbprkPM9diQryQq1SoFPKuv1buK8Hf//h8iseU1OriZ/+4xhv7szgK5vt53zP6WIsVok5CQGX3a/5kwL572eZHDtrT5d+9fMLyGUylkwNYd4ke6pqeU0rh1PKOZZWwezxgWyeF4nVZkMmg+yCWiZHXjlgySyo41x2NTcsimHlzHB8vNTOZ0tt5732zRsn8/RbZ/jru2dRq+T85K6ZNDe1M9jK53tWX8ru6u/YvTX2YGl+YjDTY32d3/vq5kn85qVT/PN/5/nhnTO6/U1qp9jy0YEcFk4M7LM0p6Ckc4XOYsVLJWdilA+fHMpldnyAM120uqGdVz7LYMo4Px65fXq3Z2zPe9dHq+Q7N9uDtvaWDtpbLq0ehRg0BPh4XPHa/9rmSZc9FwPhzhVxpObU8OxbycweH8jruy8yZZwfkgT//TiNcF8PCiubMVlsTI25dD6XTw/lo8P5pObWMCnal43zInrtx92r4lk6NYRjaRWE+nkyMdqXAIMWmaz7/ZAQpueL5BKS08qIDvbmk6P5HDxXxg9un95n9sj5nBrS82q5f914mpvsq5A3LIjii+RidhzJIzZw4BmWO4/l2zsKqOVUVzczMdKHg+fLKC1rQK1S8OaOTFQKOTcu7ftZ6Sp3rIzjjd0XeW93FqtmRXA2u5pzF6u5e00CpnYT1e32Z+T4SAPnL1b1+e7ui9KqZibH+jnfUV2RJAkvDxXpOdXMGx/g/OwX/z1JU6uJn9w90/m+fP9ADkUVzfzg9ulM68zGO5pazovbM/nkQHafq83H0yrILm7gK5snsTgxGKzWPs9dqI99Evz8e+fILKxnUrQv3711Klp1lzCvy3vf8T7uyaLJIfxjWxoHThVgk7CLbX7d7x9n3IH9+vnr/1I4lFTsPKb+sNkkLFYbFquEh0bR7dyXVLdwNKWMGxbF0NFqpKPVfcZ+ABvm2IX1rscxNdaPT48VkFtQ22/gnV/ayLS47u+HRZOC8FDKCPXXERGo4939Oew7XcS62RHdygZPZ1Xx2q4s2owWVs4MZ+vScViMZqqre69QBwZ6U1vbwlc2TQTs5XGSJPHW3mw+PpSLVmkvp/zTG0mE+HnyvVumciiljLf3ZvPc28n4emvYdjgfnYeKDqOFR58/zE/vntnncf1v30X89Bp+ft9se7ZoSjnPvn2G1pYOFkwO6cx0qeDGxTG9rnl1p6h2Mb+GiEAvcovshtWOZ3KIQcOXNky44hh+a+sUPj1WwPaj+Xx6OI/ZEwK5a3UCfnotFquNv757Bj+9hnWzw2lpamdypIHJkQZqGts5dL6Mg+fKeOLFEzzz7cXO6yi3yF7LH+Sttgs4JfVUV9uvycKyRgIN/b8HHHFYf/eHl9q+ALjzeAHenioMWgXV1c2MC7Gvkh85U+xse+vgbHY1jS0m5o4PHPDzLrRLJk9jQ/+ePLPi/JgU7cvxlDJuXNhdWCjtNEK0GHvHUQAGTxWl1S3Of8surCfYz9M5vxgf5s34MO8+Y2S1Qk5lfVuv7VbVt5Fb2sS4cD1BPh58dDifgvImvnfrNOe1YNAqmDcpiN2niskvqsPLQ0VNQzthfp69ttff86k/DBoFj9x+qXvUqbRy0nJqXH7P5JY10tphYXy4vvuzI8aXtyXYcTjPmaH1yZF8LhTW842bJjvnIFdiw7xIPjlawJIpwcSHG0jOqmRipE+3udX62eGsmRmGUiHvtU1DZyeYlKxKZ4afTZLILq5nweSQfvdhfKQPJ1LL2LIgipLqFirr2tgwL7Lf73cdj/vW2BeWjG1Gqtvc95yWy2WXTRi4omDx+uuvu21nhovg4GCSkpKc/11VVUVQUO+6fVcxeKkxmW10mKy9Up9f332Bg+fKWDMngrtWJSAhUVLVwmufXyAhwoBSIe+z9gnsKVc6rZLy2lb+9Uk6ZTVt/OCOaQNq/zY51o/YUD3bjxeyeGpor+yNljb7i9Lb49JLbO2cSPYll/DhwTy+ekMi732Rw8QoH9bOjUQmk7F0Wij7kksYH+nD3IlBbqlVig7x5tF7ZpJ8oZryujbmJ15K24oJ0RMXpmd/cgmrZ0f0SqNq6zDzzv4cjqSUE+znyWP3zrqsx0OQjwe//tJcJEka8ArQ/MRgPjqcz1t7s4kL0/OD26d3D/yA9fMieebd8/z3swyAXrViDnRaFY/cOYPz2TXdzKd6IpfLenkkRAV74+2pIi2/tptgYbPZjc8+PJSL2SIxd2Ig0SF6ooO9mDU5tFdQ7W5USgXfvXUqv3/jDM9/lMqj98zq09PikyN2f4W7Vyf0K2oMlEfumH5Fb4DLodepWTY9jC/OlnLTklj89VoOp5QRG+rdLcW7L2ZPCOLNPRf558fpNLaaiI8w8I0bJ3dLAQ4P9OKu1Qnc2RnMy2Qy5HIFQb6efRrN9sXHRwvw8VKzZVF0v9eqp1bJD++Yzn8/y2DFzPCr9noZCIkx9m4si6aEdLvvfbw0zJ0YzJHUcqw2W7f607yyJgIMWmoaOziS2nd5mqNDiCOY3rI4lmfePccf3jzDI3dMx8dLzSs7s5DJ4MH1E93yzBkO/PRabl8Zz+ufXyCjoJ7pcf586+aptHWY+eWLp/j3J+nodWp8vTXER1wSsJbPCOfTYwUYdBq+cdPkfut5IwK9uGPl5b2YEmP9kGH3t7D7WdShVMj572cZ/OpLc7tl3tk6S8CCfD1Y2uV9pFTImZ8YzIGzpb28fPqjqLLZ6bHiGK8p4/zYm1xCdkkjIX6eHE+vsAtx3hqqO1xvR9yTlTPDOZddw3v7c0iI8OHdfTmEBehY2aNcYVK0L8kXqqluaL+isaPRZKWhxdSvz4Gss+tM15aOdtPpNhRyGX9+5xw/vWcmRpOVXSeLWDottNvEfuGUEPafKeV/B3OZNT6wWyxhNFv538FcYkK8+xSsuxLk64FepyazsJ4Z8QF8c+vkq8p4mJkQgF6n5sDZMkL97S1/Yy/jAJ8Y44tGbc8E6E+waOsw89TryU4DX7DHKt+/bZozRvn0aAEatYJ1V9E55mqZmRDIJ0ftvkxL+4jHGltNNLWZe70fPLXKbuLS+vlRHDhXyp7TxdzR+fwvrWnlP59mEBnkxZc2TuzXef9yyGQy7l6dQEOLkXc7Y57WDgs/vHMGGrWCtXMiqW3scBqwz5kQyP3rJ1Ba3cpf3j/PH98+20u0KKpsJquogdtX2ktYVs6KYPHUUJ597zwvbs/EU6viWFo5GrWim1eSAz99Z2vTJiPhATpKa1qdBpKDIdRfx8NbJnP7ini+OFvC7tPFpObXcdvyONqNFrtf263TesVdAQYPblkWh5+3ltc+v9DtHq5qaMfHS41WrcTfoKWm4VIcVNXQ7kx/vxqC/TyRyexZvQsnhzjj0oQIAxqVgrT8ul6CxdHUCvQ6NVPGDTz2cZSODGTlekZCAK9/fqGXT5DDw6K/57a/Xktqbq0z866sppWoAZZC6rTKPk03tx3Jd5rVG3RqmtvMLJ4S0isunj0+iJ0nijifU8PCySE0tZowXEX515WICzfw6bGCXv5h7+7PpqnVzNe2JA5oOxmdna56Xjshfp7EhHhzNLUck9nKmexqiipbWDA5eFBlKBvnR3M4pZy392bz1RsSqWsycsPC7teLTCZDqeg7BnKMe2lNq1OwqKpvp91oJeYyPnPT4uwlcdUN7c4ueNPj+57DjBauWJxaXV3Nww8/zPr166mtreUrX/kK1dVXbgU1kixatIjjx49TV1dHe3s7u3fvZtmyZW7/HUeNZU8fi5zSRg6eK2Pd3EjuWTMeuVyGQi7nGzdNwctDRUZBPQsmB1825THYz5OjqRWk5NZy37rxTIm9/MqFA5lMxo2LY6hp7Oiz00VzHw8yD42SzQtjyCys55l3z2G1Sjy48dIkIdRfx33rJjBvUrBbJw4ymYw5E4PYsiim13ZXz46gsr7d2R7PQXltK0+8msSx1Ao2LYjmiYfmDsiQUqmQDyp4C/L1ZOo4f+IjDDxyx4w+a/Enx/gREagjt7SJYF8PZxvIPrfn48HauZGDnnDLZfZMjrQurbPajRZ+/2Yyb+65SGyonie/Mo+vbZnMurmRTIjy7ZWWOFR4alU8coddyPnL++d7uUAnX6jmk6MFLJ4awpo5A/O6uBwGL43LacIOJfzzk8UUVDRTUt3K0ml9C4dd0agUzpfrDYtiePSemf3WK8tksm7Xc3iQ14AEiwtF9VwsbmDjgv7FCgcGLw0/umsms/swUHUnSoWc1bMj+rz+EyINGM1WZ0tUgKY2EzWNHaycFU5cuJ5dJ4uw2np3FGlqtT+HHDW6k6J9+cHt06lubOd3r9s7DWUW1nPHyninSdhYYfmMMOZMCGTh5BC+fctUVEo5Bi8ND22eRFFVC2n5dcydGNRNiNXr1Pz0nlk8du8sl69xvaeamFBv9iaVcKGongc2TOA7t0yltKaVbYfzun33REYFJdWt3LJsXC9xe8nUUCxWydl+9UocPFeGUiHr5k0xIdIXpUJGWn6tsxX35fwCXEUmk/HlTZNQKeX87o1kqhrauXt1Qq9jm9iZRp5V1HDFbTraJAb59l9SFN3pnO7ovpN0oRqZDB69dxZKhV20+M9nGfh5a7hrdfeyJ7lMxj1rE2hsMbH9eGG3f/v8ZBH1zUbuWp1wRfM4mUzGxvlRrJ0TybdunnLV5RlKhZyl00I5n1tD8oVqYkP1lzUwVikVTBvnz7ns6n4zU3edKqa81t6h6rYVcWyYF0V6fh1v7L6IJEmU1rSSlFXFmtkRQ2oi2ZOoYC/89Zp+u4Vc6p50eVE4yMeDeZOC+eJcKa0dZixWGy9+loFWreB7t027KrHCgVwu4+EtiSREGCitaeXOVfHdtnfHqni2Lonl6zdO5ptbp+DtqWZi5/O0pqGdP759lua2S+LgntPFaFQKlncRaNQqBd+9dRrhATr+/lEqp7OqWDkzvM+x8PO2P4/rmjtobDXR2mHp5n82WHy9NdyyLI4nvzKf+HADb+65yIeH8pg9PrDfRSDAaVqa06VbS3V9u9PPIdCgdbY27a+l6WBQdfEx6SrMKRX2DMH0Hu2km9pMnZPy4EH5AAX5euCpUfYy3OwLh2n8uR7teZ2mm9q+16QDDFpMFhvNbWaMZqvdL2+ACx86D5XTI6MrjS0mwgN1PLB+AokxviTG+nL3mt4lobGh3vjpNSRfqKapzYQkMSQdJuLDDUgSzhaxYDf7Pny+nJMZlQM2Ds0oqCcq2KvP9/LCySGU1rTy8ZF81CoFd6yM58EBmId3RaNWcNvyOAoqmnllVxZgX3QYKAE+HqiVckqrL2XfD6TVqOMaTsmt5VxODbGh+qvyDRpOrngXPf7446xZswaNRoNer2fixIn83//933Ds21UTHBzMI488wgMPPMDWrVu54YYbmDZt2pX/cJD4dD5QGrp0CrF1utj7eKnZurS727xep+ZbN08hNlTPxisEbUG+HtgkiXVzIwdtZjUtzp/oYG8+O17Qqz+0Qxn18uz+Ilo5Mww/vYbSmla2Lh13Wdfs4WDOxCDGhel5ZWcW//w4jaY2E2l5tfz2tWR7uuO9M7ltRZzLNbOX4/u3TePn983u1TnBgUwmc5omTY8fOpfcqbH+ztZZkiTx0vZM8sua+crmSfzozhkDyrwZKvz0Wn5w+3TajVae/zAFU2dbxJLqFv77WQaxoXoeWO/ebgCu4KfXsnBKCIdSyth+vBC1Uj5gNfzOVfH8/usLuGXZuEE5WkcEelFZd+UWwh8fycegU3cLJEczjoCxayvFfEftbaiezQvswumpjN79vpvaTCgVcjw0l+7fybF+PHbPLMxWie3HC5kY5cOyGWPjXHRFLpPxrZun8rUehpUz4gNY2Wli1jWjzEF8uMFt4szS6WFEBHrxs/tms2JGONPi/FnWaaiYU9KIxWpj9+li3tyTTXSwN3P6WCGNCvYmItCLowNo6dvUZuJIajkLJ4d0m+Ro1AoSInxIvlDNoZQyFk4JGVRnjqvB11vDgxsmYjRZmZkQ0MudH+wGeobObISutHaYe92njnZ/l3snxnSmhZfW2J/RSVlVTIj0IT7cwE/ungmd7Ra/3KNjlYO4MIO9Q8fpInJLG2lsNVFZ38aOk4XMmRA44C5R6+dFcfea3gLNYFk2PQwku1iTMIBSttkTAmlqM3ebPDpo6iwrnTsxiFuXx7FpQTR3rIpn88JoDp0vY29SCZ8dK0CtGt7sCrC/w2cmBJJeUNdn28XSHh1CLsemBdEYTVb2J5ew40QhBRXNPLB+woAmnldCpVTwg9un84Pbp7GqhxGivNO0en5i9wWlidG+fP/26VQ3tPPMe+dpN1pobDFyMrOSJVNDey1seGqVPHLnDHy8NSgVctb3MxY+3mpkMnuGhWOS5I4sv0AfD354x3S+esMkpozz4561l+9CFRagQ6tWkFN6aUJa2SXbIsDHg+rODAuH4aarsVKYvw6ZrHfHjynj/KlqaO/WVvlkRiVWm8TiQXZrkslkbFwQxaIrZFSB/VkXE+LtXCF30NphRq2U9ys0OjuFNHVQUdvmNMAeCDqtErPF5oz1HDS3mQg0eLBiZjhf2zKZH94xo8/FM5lMxqzxgaTl11HZuZBj0Ll/ojwuTI+M7oJWbmkTbUYLNknqsxVoTzpMFnJKG5ncT3bwylnhfPeWqTzz3SX8/L7ZbJgfdVWdk+ZPDiY2VE9OSSOBPtpeJqqXQy6zl6aVdSnfKahoRqWUExbQ//Ue4udJkK8HR1LLyStruqw4OFq4YklIaWkpd9xxB2+99RYqlYqf/OQnbNmyZTj2zSW2bNky5Pvp33lR7UsuIS7MvgpxJKWcwopmvrYlsVcqG9gDk18+OOeK214+PQw/by239OHcfyVkMhlLpoXy5p6LNDQbuwWIze32B1nPm0qlVPDljZM4k13N2rmur4a7ilIh57F7Z7HzRCGfHC0gPb+ONqOFiEAvvnvr1D4dot3NQLIh5icGU1bT2ivl2J04Xo6pebVkFdWTfLGaO1bGD9jhfqiJDPLi4RsTef6DVF7akcl96ybwtw9S0KoVfOeWqUMqKl0NmxZEczS1nDMXq1k0JaRfQaonKqXiiunjfREW6IXRbE8r768t6sXiBrKKGrhrdcKA27GONH56LQEGLdklDaztDG7zy5uQyewlX2qVgvBAHTtOFDJ/cnC3FeKmVhMGnaqXkBUd4s3/3T+b7ccLuGFRjFtako0m7l6dwKIpIZdNsXcHK2aEOzscObhzVTwZBXX8+9N0FHIZlfXtTI714/514/s9z4unhvDu/pwrtpn+4kwpZoutl+s9wJRYP94/kIsM+703HMyZGMQP75ze73m2d5Hy7Ww5aE+Lzi5p4I9vneUbN01h9oRLqd2V9VfOsHCkUxdUNKNUyKmoa2NtZ1ZZqL+On98/m/Latss6sN+2Io7ki9U89Xqy8zOlQsZtVygBGgoCfTycmX3jI3yu+P2p4/xRKmScuVjdS1zZcaIQk8XaawHn5mXjKK9t45392SDBhgVRbjXaHCiLp4Zy4FwZv3rxJHd13p+O51JJdSt6T9WA0vMjg7yYFufP56eKMZqtLEgM7lMIvFo8NMo+Hf8vx6RoX761dQrPf5jKX/+XwrhQPVarxJp+YjyDTs0vHphD42XS9BVyOT5eGuqbOijtzEAJH4TPzeWQyWQsmhI6oA5HcrmMuDD7JA/sWRSNLSanqWyAQUtLu5l2o8UpJFzuHh4IqzozB3tmnkyL8+ftvTJe3pHFD26fjkat4GhqOdEhVy437Yv+Oo70xYyEAD4+nE9ji9E5Zi3t5ssa1vt3zglqGjucwsNARSdHJ6/WDku3WKW53Tzg99rs8YHsTSrhcGcG9VBkWHhqVYQF6roJFim5tSjkMtQqBSm5NVcsZbpY3IjVJvX73FYq5Mzsp/PYYJDLZNy9JoHfvZ7M5AFm03clLEBHZuElAaagotnZhvpyTBvn7zTfnTHKy0FgABkWMpkMW5eU3paWlm7/fT0T5OPBnaviOXuxmj+9c5bK+jY+OJhLfLiBBX2soA2GCVG+3LYi7qpr9v06J0ZNbd3rhFva+n+Q2YPXCS71Q3YnSoWcLYtj+fWX5xIWoGPuxCB+dt+sYRErBopSIef2lfGX7UDgKnqdmuhgbw6eK+P9L+x1zuvnDe9K1JWYmRDIrSviOJVZxa9ePEl9s5Fv3zK13wn6SBLi5+l8US2dNvSij2N1rqL2Uspea4eZP7yRzG9fS+L/vXOWF7dnoNepWTHGMgoSIgxklzQ6V6XzypsID9ChVSuRy2RsWhBNaU0raT3TZVtN/U4CAn08+NLGSaPqPncXSoWcuH46sgw1HholX9k8idqmDuRyGT+4fTo/vGP6ZUW4BZ212kfT+s+yMJmt7EsuYXqcf59Br0NwnTMx6LJlc+5mSqx/rza5XZkU7Utjq4ny2jaMZisvbc/EapPILmno9r2q+jb0nqp+W/SCPf3cQ6OkqKKZpKwqZNCthW6Qr+cV64N9vDT86sE5fGXzJO5bN57bV8TxnVt6tywcLjYvjCY21HtA2R0eGiWJMfbW010zVOqaOth/ppRFU0Kc7c0dyGUyvnrDJCICvVCre7d4HC6iQ7x5/KG5hAboeHF7Js+8e4539mXzn0/TOZdTM6hyh00LomkzWvDyVF0xQ2C4mB4fwFdvSCS7uIFdp4qYHh9w2WwhLw/VFVfb/fQa6pqNlNZ0CjojIDSB3aegtKaFdqOFakfplqMkpPP/1zR2OEVHVzOHp4zz71NMCPTx4GtbErlY0sBzH6SQW9pIUWULS4ZhUWlmQiAScD63FrB3lDp7seayAkSAI8OisYOymlaUCtmAxRzH/KFra1NJkmhpMw9YcEyI8EHvqXKWGxqGQLAA+wJxXmmTM9M8JbeGhAgD0+L8Sc2r65WB3pOMArv/U0LE0L+z48MN/OD2ady4OGbQfxseqKOhxURbhxmbTaKwsrmX4X5fTIu3iyP+eu0Vy95GA1dcWly3bh0//vGPaW5u5p133uH9999n48aNw7FvY4L186Lw12v5z2cZ/OI/J7HZJH54x/gRT4HXdz4AGlt6CBbtZryHsUbUHThSm69npozzY/vxQoJ8PXho06QRv776YuP8KMpqWjmWVsGXNk50lgyMRu5YGU98uGHAqdauEN65wlJR386kGPtnKTm1XCxpZHykDx0mK2qlgpuWxI6Z7AoHCRE+HE+vpKrBXjucX9bUbaI2e3wg/wEKKpq61f02tZqu2KZX4H4mRPnyp28uwuClHpAwbdCpmTrOj+NpFdy6rG8B/WhaBS3t5n69KSKDvLh37XhmjrKU04lRPgBkFdVTVd9OZX07Xh6qbp4sYE8nv1JmlUwmIzrYi8LKZoxmG+Mjfa7KSC7UX9drYj9STIjy5ZcPzh3w92eNDyQlt5aiyhZnN5rPjhUgSRI3LY7t82+0aiWP3TuLlnbziE16wX7eH7t3Fl+csRtZZ5c2ovdUE+ijHVRJ7vhIH+5cFc/4SJ9h9eK4EvMTg2k3WXh3X45bspz8vLUUVTZjNFuH1PT5SsRH2H0K8sqbMJnsmQKOibdTsGhop7LuyqKjq8xPDMZmk/jvZxn8+Z1zKOSyPkv/3E1EoA5/vZZz2TUsmhLCPz9JR0Li/nX9C2aeWhUeGgW1jR1UN7YT4uc54DIyR0ZqV+PNdqMFq00a8DUvl8uYOT6Qg+fKgKEpCQG7CHDofBnltW14qBWUVLdy+8o4fHQaTmZUUljRfNmskIyCOhIiDMMWlw02g8pBV+NNnVaF0WQlZgAmqhMifdBplcyZGDgq5xQ9ueLd+41vfINt27Zhs9k4duwYd955J7fffvtw7NuYYc7EIHz1Gp7/MJW5E4L6bB033Bg6X/4ON34Hze2mXv4VgtHP/EnBnMup4eEtkwdcwjDc2A3vJrJxfpRLJlzDgZ9e26cD+lD9llolp6KLQ35avr2l10/vmTmmyx4cKw8OH4vWDovT5RzsZm4+XmqqO1e4HDS2mQbsSi5wL4P1kFg8NZTzubWk5df2CqhsNondp4qICel/JV4mk122O9JIEejjgb9ew77kEipq21g5MxyrTSL5QpWzTATsJSED6S4QE6Ln88723/eOktX14WRGfAAyGZy5WI2vt4ZjaRUcTiln2Yywy2YgemiUQzqRHCjyzut05axwl57JI5UpciVWzAhnSR+d464GP72Gczk1NLSahiWLoD/GhRqQAbkljWjU9kmlQ6hwZBFUN3YMSHR0BwunhGDr9BmbPSFwWEQruw9LAAfPl/H2vmzyypr45tYpVzxef70HtU32DIuu7+wr4dWZtdbVtLLZ0X1wEHOL2RPsgoVOq+zWucqdxIXbjyu3tNFpCDwtLgBvTxUyIDW3tl/BorHFSEl1K7etuLKXyEjTVbBQd57LyxluOlApFfz2q/OHzajfVa74lvjpT3/KH//4R7Zu3ToMuzN2iQsz8P++tZjRMvdwpFs3tvbMsLA469cEY4eIIC+e/Mr8kd6NK6KQy0e9WDHcyOUyQrq0NpUkiYyCOhJjfMe0WAEQGqBDp1WSXdLgbLvVMwAI8vFwpuuC3Zi4udXsFjM6wdAzIyEAHy81u08X9xIszmbXUFnfzjdumjwmVmi6IpPJmBjly9G0CgIMWm5fGcextAoOnS+jvtP7aTDdBaJCvJAkepWDXC/odWoSInzYk1TMjhOFWG0SCREGbuwnu2K0MtafyZfDHWIF2DMsHB1x3OVfcTV4apWEd/oUBHZ213CIBF4eKjRqhT3Dor6tX+NEd7N4aihhATqncDIczEgIYG9yCV+cKWXlzPABtZkNMGgprWmhprFjUKWxjs4jLV1KQhzdBwfjQTMxyhdPjXJIO1OE+Hmi0yrJKW2kpc1MgEFLmL8nMpmMcWF6UvJquXFJ38+njAK7IXNizNW3wh0u/AxaNCoFZZ0muBqVgtABll8ORUvZoeKKgkVWVla31QZB/1yt38RQoFYp8NAoemVYtLSZRlWqokBwPRDi70lBeTMApdWtNLaahi2AGkrkMhkJET5kd65wqZXyXgFsoI9HN0futg67S/dIpoALBo6jte0HB/MoqmwmqrO3u80m8dmxAgIM2m4mlWOJqXH+HEu3l7Bp1UrnsRVVtuCn116qix/A6mx059/GRxhGpXfPcLBiRhgfHMxj9oRAlk4PG3DnAcHYwk9/6foe6TGODzdwMrMSSZKchptgFyQDDVpKa1ppaDG5bLg5GIbaVLkn4ztT+/30Wu5aPTCTXn+9lnM59u4iYQEDX2Ryeli0d82wsM8zBpNhoVTIuWlJ7BW7p7mCTCYjPtzAhaJ6GltNLJ4a6pzLTo3z5+PD+TS1mfqMRTIK6tBpL70TRjNymYywAE9na+3oYK9RNR91F/0KFiaTCbVaTWBgIJs3b2b69OnodJceTL/4xS+GZQcFV49ep+mWYWG12WjrsAjBQiAYZoJ9PTmdVYXZYiMt3z5576vd4lgkIcLAuZwaJEkiOsS7lzdCoK8HDWkmTGYrapXC+Uzy1onn0FhhxcxwPjtWyO7TxXz1hkQADpwrpbCymYdvTBw1Rs2DZe7EICZ08ZuICNQhA4qqmpmREOBshziQyU6wnycTo3xYNWv0lb8MFwsmh7Bg8uhPoRa4RteyspEWLOLCDRw4V8aF4kZmje+eARZg8HC+b0ey/ftQo1TI+dl9s/H2VA24K1vXFtqDyZLRqhXIZTLajF0yLBwlIYOcW6wdhjbGceEGpyHp9C4+WtPi/Nl2OJ+0vNpeXWmsNhvpBXVMivEbMxlXYQE6UnJrMZqsg/LdGUv0G2XceeedAMycOZNNmzYRHh6Oj4+P8/8Eox+DTt1NsGjtsCAxuLQtgUDgOiH+nkgSVDW0k1FQR6i/56C9BEYrCZ1tDyvr2/ushXWkxlY3dgCXfHUM4jk0ZtBpVSyZFsrJjErqm400tpr44GAek6J9mT9p6I3lhgqZTNYtJVarVhLk50lxpd14s7KzHeJASkLkMhk/vWeWW1tZCgSjEUcXOl9vzYjXv8d3+ihZrLZeZRgBPlosVnvpiqsdQkY7YQG6QcX2Do8PpUI+qE5EMpkMT62ynwyL0fdOd5i/q5RyJkRdKu+ICvZGr1OT0ilmdOXDg3k0tJhc7vY4nIQHeNHcZsZksQ3IcHMs0m+GhSNN5zvf+c6w7YzAveh1akq6OJ63dKqgIsNCIBheHO0cS6pauFDcwPLpY6t96eWIDvFGqZBjsdr6TIV1BEPVDe2EB+icgkV/bU0Fo5O1cyLYn1zC/jMl1DUZMZmt3Ldu5DtiuZuoIC8KKpoAe4cQLw/ViE/KBILRhLdOjUIuG/HsCrC/X7w9VTS3mXtNvAO7tMYezpKQsYAjwyLM33PQ5QM6D1W3tqYt7WbUSrnT+HQ0ERuqRy6TMSnaF02Xbh9ymYxp4/xJvlhFcVULkZ3d3M5erGbnySJWzAwfU15EXbv1DMRwcyzSr2BhNBrJyMjot75o8uTJQ7ZTAvdg0KlJ75Jh0dJpjCO6hAgEw4tDsDicUobZYrtmykHAvnIxLtSbiyWNjOvjRRnYRbAAhGAxRgny9WTW+ED2JBVjMtu4YVH0qGnB6U6igr04nVVFW4eFqvr2AWVXCATXE3KZjMVTQ51dokYSh0/B2eyaXqJEgI99Uj7ULU3HIg7z/bCrME3VaZW09ugSMhj/iuFEo1bw4MYJRAX1zjpYNzeS1PxafvtaEnevSSAx2pf/bs8kOsSbuwfoBTJacIiHHhrFNSvO9XsHFxcX893vfrdPwUImk7Fv374h3TGB6+h1atqNFswWKyql4pJgIVaLBIJhxUOjxKBTk1FQj0IuY0KUz0jvkluZPTEIo8XWrS7Wgben3a3d0dq0qc2EXCZzmncJxg7r5kWSfLGaAIOWGxbGjPTuDAmRnYFtSXULlfVtTOinXatAcD3zpY0TR3oXnCRE+HAuu6aXT4VDLA+6hv0rrhZvTxUJEQam9+j8NBB0WpWzDATsgoWXx+hdgFg6re+M1oggLx7/8jz+82k6r+26gIdGiVwG3946ZcBeIKMFP70GrVpBdLD3mPHdGCz9Chbx8fFs27ZtGHdF4G4MXVqbBhg8nILFaFVCBYJrmRA/TxpbTSREGNCqr63VnrVzIlk7p28DLbtbu0e3DAtvT9U1+1K9lokPN7B1aSyJMX6oVWMroBsoUcH21ODc0kbqmowD6hAiEAhGjtWzwxkXpu/VItPh0xA8jC1GxwoymYyf3Tf7qv5W56Gkoq7V+d8t7aYxO6/Q69Q8cucMdhwvZOfJIr62JZGAMXi9yGQybl0eN6ztdIebaytqFnSjp2DhUETFyqZAMPyE+HtyobiBxGugnelgCfL1oLzWHuA0tZpEOcgYRSaTcePivvvWXysYdGr0nirOXKwGBma4KRAIRg6VUsH4PjKhtGolq2dFMD3Bv/cfCa4anVbVw3TT7Cx7HYvIZTJuWBTD5oXRY9qTafXsa7tDVb+CxZw5c4ZzPwRDgGNS4KgZb2k3o1bJuxnPCASC4cHxQr+W/CsGSqCPltS8WmySZO97LgQLwShFJpMRGexNemc7RJFhIRCMXe5dN36kd+GaQ6dV0m60YLNJyOWyUV8SMlDGslhxPdCvYPGLX/xiOPdDMAR0zbAAu2AhOoQIBCPD4qmheGqV12zLqcsR5OOB2WKjscVEU6uJEL9rz6xRcO0QFeTVRbAQGRYCgUDgQKdVIQFtRgtqpRyj2TpmS0IEYwdREnIN48ywaOkULNqEYCEQjBReHqp+zZ+udRx1lVX1bTS2mp1iqkAwGons9LHQaZXinSkQCARd0HnYp46tHWZMCjkgvPEEQ48QLK5hlAo5Oq2SxrZLGRbeIvgSCATDTGDnKnVRVQsWqw1vnXgOCUYvjhZ4ohxEIBAIuuPZ2WmwrcPiNM/29hSLEIKhRQgW1zh6ndqZYdHcbh6T7rcCgWBs46/XIpPZOy8A6EVwIxjFhPh5olbKheGmQCAQ9MCrU7Bo7ew8CIhMNMGQIwSLaxyDTn0pw0KUhAgEghFAqZDjr9eSW9oEIEpCBKMauVzG12+aTLDIsBAIBIJuOEpCWjrMSDb7Z6IkRDDUyEd6BwRDi8FLQ1OLCavNRpvRIgQLgUAwIgT6eFDb1AEguoQIRj0zEwIJCxDmsAKBQNAVXZeSkObOLAtREiIYaoRgcY2j91TT2Gpy9kwWgoVAIBgJAruUownBQiAQCASCsYenttN0s91Mc5sJuUzm/EwgGCrEFXaNY/BSYzRbqWm0r2yKtC2BQDASBPponf9bCKcCgUAgEIw9lAo5GrWC1g4LHSYrXh5Kp/mmQDBUCMHiGsdhblda0wKIiYJAIBgZHB0XvDxUKBUiuU8gEAgEgrGIl1ZJa7uZNqNFlIMIhgUhWFzjGLzsD5KymlZACBYCgWBkcGRYiHIQgUAgEAjGLp5aFa0dFlo7zCJzWzAsiGWuaxyHG3+pECwEAsEIEtTpYaEXwY1AIBAIBGMWnVZJa4eZZtF9UDBMCMHiGsexmllaLQQLgUAwcnhqVei0SgxempHeFYFAIBAIBFeJzsOeYdHcZhIlIYJhQZSEXON4e6qQAfXNRjQqBWqVYqR3SSAQXKd8ZXMi/gbtlb8oEAgEAoFgVKLTqmhuM9HaYRElIYJhQQgW1zgKuRwvT5VI2xIIBCPOjISAkd4FgUAgEAgELqDTKmluMwOIDAvBsCBKQq4DHD4WQrAQCAQCgUAgEAgEV4uuy3xCzC0Ew4EQLK4DnIKFSNsSCAQCgUAgEAgEV4lOeylBX5SECIYDIVhcBziMN72FCioQCAQCgUAgEAiuEp320nxClIQIhgMhWFwHGHR2V36RtiUQCAQCgUAgEAiuFpFhIRhuRkyw+Otf/8rf/vY35383NTXx8MMPs3HjRu69916qq6sBMJlM/OQnP2Hjxo3cfPPN5ObmAiBJEk8//TQbNmxg06ZNJCcnO7f10ksvsWHDBtavX8/u3buH98BGIXpREiIQCAQCgUAgEAhcRHhYCIabYRcsmpub+fnPf85LL73U7fO//OUvzJkzh507d3L77bfz1FNPAfD666/j4eHBzp07+fnPf85jjz0GwOeff05ubi47duzghRde4LHHHsNisZCSksInn3zCxx9/zFtvvcUf//hHGhoahvswRxXCdFMgEAgEAoFAIBC4iqMkxEOjRKkQyfqCoWfYr7J9+/YRExPDl7/85W6fHzhwgC1btgBwww03cOjQIcxmMwcOHODGG28EYO7cudTX11NWVsbBgwfZtGkTcrmc2NhYwsLCOHv2LIcOHWLt2rVoNBr8/f2ZN28eBw4cGO7DHFXohWAhEAgEAoFAIBAIXMSzsyRElIMIhothFyy2bt3Kww8/jEKh6PZ5VVUVgYGBACiVSry8vKirq+v2OUBgYCAVFRVUVVURFBQ04M+vZ2JDvZmZEEBChM9I74pAIBAIBAKBQCAYo2jVChRymTDzFwwbyit/5erYuXMnv//977t9Nm7cOF555ZUBb0Mu71tPkcvlSJI0qM8Hg7+/16C+PxZ44huLR3oXAAgM9B7pXbguEOd5dCHGY+QRYzC6EOMx8ogxGF2I8RhdiPG4PN6eavx9PIfsPInzP7oY6fEYMsFi48aNbNy4ccDfDwoKoqamhpCQECwWCy0tLfj4+BAUFER1dTXR0dEAVFdXExQURHBwsNOY80qfx8bGDmrfa2tbsNl6Cx8C1wgM9Ka6unmkd+OaR5zn0YUYj5FHjMHoQozHyCPGYHQhxmN0IcbjysxICCAyUDck50mc/9HFcIyHXC67bMLAqHFKWb58Odu2bQNgx44dzJkzB5VKxfLly/n4448BSEpKQqPREBYWxrJly/j000+xWq0UFhZSUFDA1KlTWbZsGbt376a9vZ26ujpOnDjBwoULR/DIBAKBQCAQCAQCgeDa4IH1E1g5K2Kkd0NwnTBkGRaD5fvf/z6PPfYYmzdvxtvbmz//+c8A3H///fzqV79i8+bNqNVq/vjHPwKwYcMGUlJSnIacTz31FFqtlmnTpnHjjTdy2223YbFY+N73vkdwcPCIHZdAIBAIBAKBQCAQCASCwSOT+jJ9uM6pr28VJSFDgL+/F7W1LSO9G9c84jyPLsR4jDxiDEYXYjxGHjEGowsxHqMLMR4jizj/o4vhGA+5XIavr67ffxeChUAgEAgEAoFAIBAIBIJRx6jxsBAIBAKBQCAQCAQCgUAgcCAEC4FAIBAIBAKBQCAQCASjDiFYCAQCgUAgEAgEAoFAIBh1CMFCIBAIBAKBQCAQCAQCwahDCBYCgUAgEAgEAoFAIBAIRh1CsBAIBAKBQCAQCAQCgUAw6hCChUAgEAgEAoFAIBAIBIJRhxAsBAKBQCAQCAQCgUAgEIw6hGAhEAgEAoFAIBAIBAKBYNQhBAvBZXn++efZvHkzmzdv5o9//CMAx44dY8uWLaxbt45nn3221988+uijfPjhh90++9///sdjjz3W7++UlZVx7733smHDBr75zW/S2toKQG5uLvfccw833XQTd955J5mZmW48utHFSJ/rnJwc7rrrLm688Ubuv/9+SktL3Xh0Y4+RHg8HFRUVzJs3j5KSEjcc1dhhpM//6dOnmT9/PjfddBM33XQTP/vZz9x4dGOPkR6PlpYWfvSjH7F161a2bt1Kenq6G49ubDDSY3DLLbc474f169eTmJhITU2NG49wbDHS49HY2MjXvvY1brzxRm677bZrOj4aCCM9HgUFBdx3331s2bKF+++/n/z8fDce3dhguMbAwV//+lf+9re/Of+7qamJhx9+mI0bN3LvvfdSXV3t4hGNbUZ6PACOHj3Kgw8+6MJRdCIJBP1w9OhR6c4775SMRqNkMpmkBx54QPr000+l5cuXS0VFRZLZbJYeeugh6cCBA5IkSVJFRYX09a9/XZo2bZr0wQcfSJIkSR0dHdKf/vQnacaMGdKjjz7a7289/PDD0meffSZJkiQ9//zz0h//+EdJkiTprrvukvbv3y9JkiQdO3ZM2rJly1Ae8ogxGs71fffdJx08eFCSJEl66623pB/+8IdDecijmtEwHpIkSVarVXrooYekGTNmSMXFxUN4xKOL0XD+X3zxRemf//znEB/p2GA0jMfPf/5z6U9/+pMkSZJ08OBB6bbbbhvKQx51jIYx6MpPfvIT6R//+McQHOnYYDSMx7PPPuv83/v27ZPuuuuuoTzkUc1oGI+77rrLua2zZ89KN95441Ae8qhjOMegqalJ+tnPfiZNmzZNeu6555yfP/7449K//vUvSZIk6aOPPpK+//3vD90Bj3JGejysVqv04osvSvPmzZPuu+8+l49Hk8wiVgAA69BJREFUZFgI+iUwMJDHHnsMtVqNSqUiLi6OgoICoqOjiYyMRKlUsmXLFnbt2gXAp59+yurVq9m4caNzG6dPn8Zms/GTn/yk398xm82cPn2a9evXA/ZVHMc2b7/9dpYtWwbAhAkTKC8vH6rDHVFGw7l++eWXWbZsGTabjbKyMvR6/RAe8ehmNIwHwH//+18WLVqEr6/vEB3p6GQ0nP/U1FSOHj3K1q1b+cY3vnHNPnsGwkiPhyRJ7N69m4cffhiAZcuW8bvf/W4Ij3j0MdJj0JXjx4+TlZXF1772tSE40rHBaBgPm83mXN1vb29Hq9UO1eGOekbDeGRmZrJhwwYAZsyYQVVVFcXFxUN1yKOO4RoDgH379hETE8OXv/zlbp8fOHCALVu2AHDDDTdw6NAhzGazm490bDDS45Gbm0tubi5PPvmkW45HCBaCfklISGDGjBmAPdVtx44dyGQyAgMDnd8JCgqisrISgK9+9avcfvvt3baxZMkSfvrTn172RVpfX4+XlxdKpRKw32SObd5yyy0oFAoAnnvuOdasWeO24xtNjIZzrVQqaWpqYtmyZbz99tvccccd7jzEMcVoGI+0tDROnjzZ64V8PTAazr+3tzcPPPAA27ZtY/ny5TzyyCPuPMQxxUiPR21tLWq1mjfeeIOtW7fywAMPYLVa3XyUo5uRHoOuPPfcczzyyCPOd/P1yGgYj4ceeojjx4+zZMkSfvGLX/C9733PnYc4phgN45GYmMj27dsBu6jX0NBwXZUkDNcYAGzdupWHH3641zOoqqrK+XtKpRIvLy/q6upcPbQxyUiPR0JCAk899RQGg8EtxyMEC8EVyc7O5qGHHuLRRx8lKiqq17/LZDKXti9J0mW3KUkSTz/9NOfPn+fnP/+5S7812hnpc63X6zly5AjPPPMM3/zmN6+7SUFPRmo82tvbeeKJJ3jyySeRy6/fx/RI3g9PPPGEUyC9++67ycnJobm52aXfG+uM1HhYrVZqamowGAxs27aNr3/963z729926bfGKiP9jsjOzqa+vp6VK1e69DvXCiM5Hk8++ST33nsvR44c4aWXXuKRRx7p5YF0vTGS4/GHP/yB3bt3c+ONN3L06FEmTpyISqVy6ffGIkM9BoPleo6hYPSNx9WiHOkdEIxukpOT+d73vsfPf/5zNm/ezKlTp7qZbFVVVREUFDTo7d50003O//2///2PlpYWrFYrCoWC6upq5zYtFguPPvoolZWVvPbaa3h7e7t+UKOUkT7XO3bsYOPGjchkMpYtW0ZHRweNjY34+fm5fnBjkJEcj6SkJGpqavjmN7/p/K2HH36Y559/nnHjxrl+cGOAkTz/NpuNf/3rX71WDByratcjIzkevr6+KJVKbrjhBgAWL15MW1sbtbW1+Pv7u35wY4SRfkcA7N27l02bNrl2INcIIz0e+/bt44knngBg5syZ+Pv7k5uby7Rp01w8srHJSI+HxWLhhRdeQK1WY7PZeO+994iIiHD9wMYQwzEGH3/8cb/fCwoKoqamhpCQECwWCy0tLfj4+Az6964VRno83Mn1G30Jrkh5eTnf/va3efbZZ1m4cCEA06dPJz8/n8LCQiIiIvjss8+49dZbB73tnhf4nDlz2LFjB1u2bGHbtm1O34qnn36alpYWXnrpJdRqtesHNUoZDef6pZdeQqlUsm7dOk6cOIGvr+91K1aM9HgsXbqU/fv3O7+zatUq/v3vf183wc9In3+5XM6ePXuIjo5m06ZNbNu2jenTp+Ph4eGW4xtrjPR4qNVqFi1axPbt27nnnns4d+4cHh4e15W3y0iPgYNz5865x/F9jDMaxmPixIns3buXm266iYKCAqqqqoiNjXX94MYgo2E8nn32WTZt2sTGjRt5//33mTJlinhGDdEY9Mfy5cvZtm0b3/jGN9ixYwdz5sy5LrNcYHSMhzsRgoWgX1588UWMRiN/+MMfnJ/ddddd/OEPf+C73/0uRqOR5cuXO02GXOHXv/41jz32GP/4xz8IDQ3lmWeeoa6ujjfffJOIiIhudVUjcaMMNSN9rsGezvjLX/6SF154AW9vb5577jmXf2usMhrG43pmNJz/p59+2nk/+Pn5OVuCXY+MhvF46qmn+NWvfsVbb72FUqnk2Wefva5SfUfDGAAUFxcTHBzs8m+MdUbDePzhD3/gV7/6Ff/5z39Qq9U8/fTT13QW6uUYDePx4x//mEcffZTnn3+e4OBgfv/737v8W2OJ4RyD/vj+97/PY489xubNm/H29ubPf/7zkP3WaGc0jIc7kUl9FWQJBAKBQCAQCAQCgUAgEIwg18/yhEAgEAgEAoFAIBAIBIIxgxAsBAKBQCAQCAQCgUAgEIw6hGAhEAgEAoFAIBAIBAKBYNQhBAuBQCAQCAQCgUAgEAgEow4hWAgEAoFAIBAIBAKBQCAYdQjBQiAQCAQCgUAgEAgEAsGoQwgWAoFAIBAIBAKBQCAQCEYdQrAQCAQCgUAgEAgEAoFAMOoQgoVAIBAIBAKBQCAQCASCUYcQLAQCgUAgEAgEAoFAIBCMOoRgIRAIBAKBQCAQCAQCgWDUIQQLgUAgEAgEAoFAIBAIBKMOIVgIBAKBQCAQCAQCgUAgGHUIwUIgEAgEAoFAIBAIBALBqEMIFgKBQCAQCAQCgUAgEAhGHUKwEAgEAoFAIBAIBAKBQDDqEIKFQCAQCAQCgUAgEAgEglGHECwEAoFAIBAIBAKBQCAQjDqUI70Do5H6+lZsNmmkd+Oaw9/fi9ralpHejWsecZ5HF2I8Rh4xBqMLMR4jjxiD0YUYj9GFGI+RRZz/0cVwjIdcLsPXV9fvvwvBog9sNkkIFkOEOK/DgzjPowsxHiOPGIPRhRiPkUeMwehCjMfoQozHyCLO/+hipMdDlIS4QLvRwpOvnmZfcgmS5N6BPJ5ewdNvnqG8ttWt2wV45r1zfHAwF4vV5tbt5pQ08sQrp7lY3ODW7QK8sfsCL36WQbvR4tbt1jV18PjLpzmRUeHW7QLsOV3Ms++dp66pw63btVht/O6NZHaeKMTm5uvuXHYNv3s9maLKZrduF+CfH6fx5p6LmC1Wt263pKqFx18+TUpurVu3C/DhoVz+vi2N5jaTW7fb2mHmiVdOc+BcqdufHYdTyvjT22eprG9z63YlSeLP75zlw0N5WG3ufXZcKKrnyVdPk1PS6NbtAry6K4vn3j3r9mdHTUM7j798mtNZVW7dLsDOk4X89f3z1Dcb3bpds8XKU68l8fmpIrc/O5IvVPG7N5IpqXL/KswLH6byzr5szBb3XneFFc08/spp0vPr3LpdgPe+yOGfH6fR0m5263ab20w8/sppDqeUuf3ZceBcKX9+5yxVDe1u3a5NkvjjW2f45Ei+24PejII6fvtaEnllTW7dLsBL2zN5dVcWRpN731mV9W08/vJpzlysdut2AT47VsDfPkihscW9zw6jycqTryaxJ6nY7dfdqcxK/vBGMqU17o93n/tfCu99keP2eDevrIknXjlNZmG9W7cL8PbebP7zaTptHe59djS2GHn85dMcSyt363YB9iWX8My756hpdO+zw2qz8Yc3kvn0WIHbnx2pebU89VoSBRXuf3b859N0Xt99AaPZvc+OsppWHn/5NOeya9y6XYCPj+TzwkepNLW6N951zJX3n3FtriwECxeobewgv7yZN/dc5O8fpbn14ZJd3MCF4gaeeCWJo6nue7hYbTbS8urYfryQp988Q40bA5P88iYKKpp5+q0zfHLUvYFJen4dR9Mq+M3Lp8gvd9/Dpby2jcLKZv79SQYv78h068Mlq6ie1Lxafv3SKbc+XJpaTeSUNPL+gVz+8t55tz5cckobySlt5LevJbtdiEvJrWVfcglPvprsViGuqKqZwspm/vL+ebcHJhkF9SRlVfGbl09zoch9gUl1QzsFFc28tusC//w4nbYO902mLxY3kFlY73YhzmSxkVFQz2fHCnj6rbNuFeLyypvIL2/mD2+eYfvxArdOptPy6thzqognXjlNYYX7hLjSmlYKK5v5x7Y0Xvv8AiZ3PjsKGzifa392uFOIq28xkVvWxLv7c3jufyluFeKySxrJKWnkydeSOHDWvULc+dxadp8u5qnXk6isc58QV1jZTGFFM8+8axfx3SnEZRTUcSqzit+8fMqtQlxlfTuFFc28vCOL/7hZxL9Y1EBGQT2Pv3zKrUJch9FCVlED247k86e3z7pViMstayKvrInfv5HMrpPuFeJS82s5eK6MJ149TbEbhbiSKvuz4/kPU3lzt3tF/MzCes5m1/Drl065VYira+4gv7yJt/dm8/yHqW4V4rKLG7lY0siTr5zm8Hn3CXGSJHE+p4ZdJ4v4/RvJbhXiCivs8e6f3z7LtsPuFfEzCuo4nl7Jb14+TW6Z+54dFXX2ePe/n2Xy4mcZdJjc9+y4UFRPWn4dv3npNMkX3CfEtbZbuFjSyEeH8vh/756jwY1CXG5pI7llTTz1WjK7T7tXiEvNq+OLM6X89tUkSqvd+OyobqGwspnnPkjhnX3Zbo13MwvqSL5Qza9fPkVmgfueHTWdc+U3dl/k79uufq4sBAsXMHa+ZGYmBHAup4Zfv3TabSvTRrMNvaeKmBBvXtxuf7i444FoMtu3MSXWj7LaVn7jxpVpU+f5mDMhiG2H8/l/755zm4hjstiIC9NjtUn87vVkvjhb6p7tmh37HMiRlHKefDXJbS81k9lKkI8H/gYtz32Qwrv7s93yQDR1rjLOiA/gQnEDv37pFDml7nmpmcxWNCoFiTG+TiHOHcGUJEmYzDYmRvnQ0GLk8VdOcyqz0g17fOmanjsxiF0ni/jDm2dodJOIYzJbiQryQq2U88e3z7LjRKGbtmvf59njA0m+UM3jr5xy20vNZLZh8FITEeTFvz/J4JWdmW4RDx33ypRxfhRXtbg1IHacj1kTAvngYB7PvnvObRMxk8XKpBg/jGYrT72exKHzZW7arn2f50wM4sDZUn77WpLbVpdMZishfp74eGn4y/vn+eBgrnueHZ1jOCM+gIyCOn790im3rUybLDY8NErGR/rw2ud2Ic4dwZTNJmGx2pgU7UttYwe/ecV9AbHz+T8xqFPEP0uTm0Qck9lGdLA3CrmMP7x5ht2nity0Xfs+zx4fyMmMSp545bTbBGCj2YqfXkOov45/bEvj9c8vuEUAMHbe39Pi/CmoaObXL51y28q0yWxFLpMxIz6A977I4a/vp7htImYy20iIMNDWYeHJV923eOSMlSYGse9MCU+9nuy2xSOTxUpYgA5vTzXPvHuObYfz3LPdzjGcmRBASm4tv3n5lNsEYKPFipeHirhwAy/vtAtx7nh2WKw2JGByjC+Vde08/rL7Fo8c1/SciUF8crSAP719zm0ijtFsJTbUG4A/vHGGvUnFbtpuZ9wxIZBjaRU88Yr7BGCTxUaAQUuQrwcvfJTKW3suuvWdNT3On9zSRn7z0im3ZXGbzDaUCjlTx/nzzr5s/vZBqtsWLU1mKxMifWhuM/Hkq0mcSHfP4pGxyztr9+lifvd6sttEHKPFRkSgDk+Nkj+/c45Pj+a7ZbuOMZw1PpBz2fa58tUIwEKwcAHHA3zd3Eh+dt9sLFYbr39+wU2TUivenmp+cvdMNi+M5mhaBacyXV/xcFw4M8cH8usvz8NPr+GlHZlumZQazTZkMvjGTZP58qaJZBXWs8uNQVpMqJ7ffHkek6J9eXP3RbdMDhyi083LxvHDO2dQ39zBe/tzXN6ufds2/A1a/u/+OSyfEcbnp4rdEqQ5xnDx1FB++cAcVEo5L+/IdEtgabJY8dAo+N5t07h9RRzJF6s5dN71IM1qk7BJEokxfjz+0DwiAr14ZWeWWwQtx/l4cMNEvrV1CkWVzXxyxF0PWhthgTp+9aW5zB4fyP8O5Lol5d2xz+vnR/HYvbPoMFl5Y/dFl7fr2LZBp+bRe2ayYV4Uh86Xk+yG1GOnMDQhiN98aS56nZqXdmS6JbA0ma2olHK+edNkHtgwgfSCevacdk+QZjLbmBDty+MPzSMhwofXP7/glhVexxjeviKOR+6YTnVjB/87kOvydsF+Hwb6ePCLB2azZGoo248Xku2GVXrHGC6fEcYvHpiDXC7jlZ2ZbgssdVolj9wxnZuXjeN0VhVH3DDBc0zupo7z5/GH5hHq58nLOzLdImg5RKevbJ7Ewzcmkl/exGfHClzern3bViKDvPjNl+cxPd6fd/fnuEVYcIzh5kXR/PTumbR2WHhrj5ueHRYbvl4aHrt3FmvmRPDF2VLOu2GC5xjD+ZOC+dWX5qDzUPHS9ky3LcJo1HK+dfMU7l07ntQ8eyafOzCZrYyP9OHxh+YRF6bn1V0X3CKGO54dd69O4Hu3TaOiro3XdmS4vF37tm0E+3rwiwfnsGByMJ8cLSDXDQsajonSqtkR/N8Ds7HZJF7ZleW+Z4eHih/dOYMbF8dwIr2SE+muL2g4hbL4AH7z5bkEGjx4yU2ZtI5r+uEbE/nqDZPIKWl034KGxS52/ubLc5kc68fb+7KpckOJp+O6u2lxLD++eyZNrSbe3pft8nYd2/bTa/n5/bNZOSucvcklpLlhQcPY+YxeOCWEX35pLlq1kpd2uGcRxmixolUr+O6tU7lrdQLncmo44IbFUJskYbLYmBBlf3ZEhXjzyq4stwhajuf/fevG851bplJa08pHh9wlSloJ8dfxqwfnMndSEB8dzneLKOm47tbOieCx+2Y558qDRQgWLuB46KlVCsaF6blhUQy5ZU1uCSyNZitqlRy5XMbNy8YRFqBj54kil18Ozn1Wygny8eDuNeNpajVxLM119c9ktqJWKZDJZCydFsas8YHsTy51y2qH43x4eaj40saJyGSw57TrQYnj5teoFEyO9WP17EjOXqx2T2BpsmcrqJRy7lkzHoNOzc6Trgs4jjHUqOREBHlxy/JxlNe2cT7H9cDSaLahVimQy2RsXBBNfISBz08VuRxYdr1XfL01PLB+Ah0mKwfOub7afWnbcuZMDGLRlBCOpJa7pVTGaLaiVirw0Ch5YMNENCqFW0S4rvdhfISBzQuiuVDc4Jb0T2PnfaiQy7ltRRzBvh7sPFHovmeHSkGwnyd3r06gvtnIyQx3BJZW1Eo5MpmMFTPCmR7nz97kEpcDS3tmjxWNWoG3p5ovbZyITZLcsmLV9XxMHefPqpnhnM6qckuGlv0+lKNWKbh33Xi8PFTsdEMw3HWfo4K9uXnpOEqqW90TWHZed3KZjBsWRhMb6s3nJ4tcDiwdkw61So6fXst96ybQZrRw2A2ZMg5vApVSzoLEEOYnBnPofJlbAkujyf7O8tAoeXDjRJRKOZ+79dmhYEKULxvmR5FeUO+WwNIxhkqFnDtXxRNg0LrnnWW69IwO9ddx58p4aps63FJ24nhGy2QyVs+OYHKsH3uTSlxehLFYbVhtEmqlHL1OzYMbJ2K12twihnS9pmfEB7B8ejiHzpZS2+h6mZ1jDDUqBfevn4BOq2SXG8bQMenQKBXEhOi5aUkshRXNZLllEcaGRmmPd29aEktkkBe73OCz49xnlYIAHw/uWTuelnYzR1JcF1KNZitKhQyFXM6iKaHMmRjIgbOlbinvdIyhp9Ye7yrkMj53g4DfNVaaFO3LunmRpOTWuiW70xGjKxVy7l6dgK+3xi3vLFOXd1Z4gI7bVsRRVd/uFv8Xe4xujzvWzY1kYpQPu08Xu7wIY+4yrzB4aXhw/QRMZhv7z7hjznLpPpw1PpAl00I5nl7htkUYjVKORq3ggfUT0aoV7DzpjrjD8bxTEBdm4IZFMeSUNpJd0jCo7QjBwgVMXSYdAEumheLloXLTy8GGWqkAQC6TsX5eJCXVLaS7WFfUdYIOMDHKh+gQb3adKnbLy0GjvHRJbVgQRZvR4vIKvdVmw2KV0HSeDz+9lnmT7IFlq4sr9F0DeIA1syNQKOR8fsoNLweLfdIB9oB4zZwI0vPrXC4bMnW5+cFeCuGv17otKHFcdwAb50VR09hBUpZrLwdTlwANICrYm8kxvuw5XeyykZ7JYkMhl6FU2Le9fl4UFot7AkuTxercZy8PFUunh3Iyo9Jl/4ae9+HS6WF4atwUWFpszvtQLpexfl4UBRXNXChqcHG7l4IdgMmxfkQEerHrpOtCqqlTKHOwcUE0Le1ml1OwzRZ7SrDjPAf6eDB3YhAHzpW6vELvvKY7z/WaOZHIZTK3pP53vQ81KgWrZ0dwPrfWZVM6k7n7GM5PDMbXW+PGd5Z9uzKZjA3zo6msb+dstqvPjksTdIBxYXomRPqwO8n1wNJxf8tkMgA2zIvCZLbxhTsCS8ula1rvqWbJ1FCOpVW4nL7bcwxXzAhDo3aPkGrqFA4BFHI56+ZGXlVg2Wu7lu7vrGnx/oT6e7LLDYswXZ/RABvnR9HYauK4iyv0Pd+zIX6ezBwfyBdnSlxehOl5Ta+bG4kE7HGDkNp1DLVqJStmhnPmYjUVLqb+G3u8wxdNCUGvU7PTTSKc4zzbnx1RlNW0ulyubOwRoydEGIgL17tlEaZrjA6wcX40HSYrB8+5tkLvENkd59nHS8PCySEcSSl3uVyt5324alYEapXcTc8OmzNGVyrkrJ0TSVZRg8uec5cm6PbzMWt8IEE+Hux0Q9xhtHSPOzbMj3bLIozR0n1eER7oxbQ4f/Yll7jsdeW4plWd18f6uZFYbRJ7k90haF06H55aJStmhJOUVU21i4swph7nwzFX3nlicNedECxcoOekwxFYnsupocwNgaVGfelGWpAYgo+XetAD3JOeN5JMJmPj/Cgq69pcru0z9ph0xIUZGB/pw57TRS4Flj0DB7AHJUazlS/OuPZyuKTA228FvU7Nkmn2wNJVl21Tl5cwwMqZ4W4JLLuuGkBnYDkv0ml65+q2NepLj4XpCQGE+Hm6PCntuc8AGxZE09hqcrm2z9jjPIf665iREMD+MyUuu7ubzLZu+7xubiSS5Hpg2fM+9NAoWTkrnDMXql3u7tHzuls0JQS9p8rlldKezzvHs6O0ppXUPNcCS5PF2u08J0QYiAuzB5aurNA7AjSt+lIH7w3zo2g3WjnoYnZPz2va11vDwin2wNJVM8uez/9Vs8JRK+V87uoYWrqPoSOwzCysd0tg2XUMZ48PJNBH63Jg6TzPXc7HxgVR1DUZOe1imWTP+zsiyD2BpU2SMFt6PDvm2QNLV4XUnmPoqVWxYkYYpzOrXPZBsJdXXNrnpdPC3LJC3/NekctkbJgXRVFVCxkurtD3HMNJ0b5EB3u7bMDpCLI1PeKO1g4Lh11coTdZ7L4bSoVdKPM3aFk2M5yDbliE6Xk+HIswrgqpPc+HSqlgzewI0vLqXDYktT//L8Ud9kUY14XUvt9Z0dQ0drjsg9PzGR0d4k1ijC97klxbhLFYJSSpR6w0PwqzxcZ+V58dPe5DLw8VS6eFcSLd9UWYnnHY8hlheLhhEcYplHWea7lcxvr5UeSXN7nsZdEzVpo6zo/wQB27TrnnndVTSG1uM3PUxWx2k8W+MCDvFNmDfD2ZMyGIA2fLXF+E6RGHrZkTgUwGu13M7jH2mGdpVApWzQrnXE7NoLLZhWDhAj1X5+FSYOnqpNTYRSUH+wr92rn2wNKV1E+TqfuFA3YDnkAfrctp4z0DVrA/aGubjC6lfvYUFcAeWE4Z58fepGKXUj+NZhsycK7OQ6diabWx1w0vB00XBd5Tq2L59DBOZVS55L9h7ONhuKwzsHQ1fcvYY9VA3rnaUVjZ7JL/Rtc0ZgeJ0b5EuSH1s+tqhION86M7A8urn5Q6U4K7XNMBBg/mTQriwLkyl/w3+roP7YGlzOXsHmOP+1CtUrB6TiSpebUu+W/09bybOykIP73GdSHV1H0MHats1Q0dLvlvOASrroFlTIieSdG+7HZRSLWnBNvTmB1smBeFyWJjv4tCqrFLtgKAt6eapdPCXE79vJSa3zOwVLghsOwe/Mnl9klpnotlksYemSxg97MID9Cx86Rr7yxHOUFXNsyLoqnN7FKZZF8Ba7CvJ7PHB7L/jGvZPX3dh2vnRLotsOx6PjRq+yLM2ezBBZZ9bRe6n48Fk0MweKnZ5WLaeM/rzvHsqKhrc8l/o699jgs3kBBhYPcpF58dJlu3zB6AW1bEYzRZXa6h73k+DF4aFk8N4UhqhUv+G31ddytnhdvLJF2NO0zdF7uUCjnr5kZxsbjBJf+NvvZ5RkIAwX6eLgupPWN0sMe7DS0ml7pz9RUrhfrrmBEfwP4zpS4twjhX55Xd411Jgr1Jboh3u9wrHholK2eGk3ShyiX/ja4lEA4WTwnB2y2LMN2zwmWdQmppdSupeVefzW7sIZQBjI/0ITZU73KZZM/7GxyLMBaXFmFsncb4XZ93fnotCyYHczilzKUS674WnVfNjrDPlQcxhkKwcIGeKdJgDyyXTAvleJprgWXPFGmA5dPD8dC4VlNktPS+cBRyOevnRbnsv2G09J44Tovzd9l/o699BvuktMlFxbKr74aDYD9PZk0I5AuXA0tbr/Oxbq7rgaUzra9HYLlqVgTnsmsoqXJB0OpDdFo4OcRl/41LKx09Xg4Lolz23+iaiuggPsLQ6b9RfNWpnz1TER1smB+F0WR1qVNNX9e0wUvDoimhHEkpdymw7PnSgc7sHhf9N3qWwMGlwNJV/w2TpffzbmZCIMG+HuxwQUjta5UU7KsdDS0ml4zd7CuZ3c9zWIA9sNzngv/GpZTg7vu8bl4kNklyKbvHeT6U3QPLFY7A0oUVepOl93W3eGqoPbB0YVJq6mPS4ZiUuuq/0ZfYOSHKh9hQb7uQepWB5aVyoR7X3YJo2o0WlzrVmPqYdPjptSxIDOZQimv+G32dj1WzI1C56L/R1/lQKeWsmxP5/9l78zBJijJ//FN3VdfR13TPwcBwKqLiIJeoO+MJDDgDiygs9/IIyG+/K6I7gveKIod+xQUUL1y/rrKHgoMgICsu6A6ogCjXcA3MAXP03dXVR535+yMrsvKIiIzMjOyumonP8/AwXd31ZmQcb7zxeY8IXH+jQjk4HnXoQOD6G8wxPHYFRotlPBbECVNzru8DlnXjTQf04b8D1N9okezW/jjhmP2a9TcC6A5bSggAZNMJrF65DH/aNBSo/gatP/7mLUsDR/fQbHQ9umffwPU3aDb6G/fv0+tvBIjuoZGdgB5VVpqtBipkXKla02cBYFFPBke/QU+TDFJ/w55eAege+qD1N2jEYbIZzf7k5lG8GqD+hj0qHDCnSUrYs+LWPWvNsfthaCJY/Q2ajj5gaQGH7teD/w6QJlllnLNImuQ9D/svZE8jnQrkrOzBCaMIiwCgsUYAcPwx+wUu7GYPzQFaOUWPPjfkO6eIZvwBumEZtP6GPRQRaIV+vjpcwhM+Q/Bo6QSAXn9j/yXBCrtVas5DB6AfSoMUdiNX8dnb3FdIBy7sZoRXJa2y33vkcsTjUWx4yP9NBWXKoYNE9wSpv2FPgSAg9TeCGJY0xhnQD6VBCrvZQxEJ9lucD1zYrVKtOwwHADjhmH0DF3ajGX+5TAKr3rIsUP0Ng3Sy9ccqGYYlhSgjoZ9bd03hOZ/1N0ib07Y2G/U3AkT3lCn9DOi6I0hhN3IVn10vGfU3AhR2Y+1Z7ztyX8Siwepv0MaQGJZ/DVDYjUU6EcMyEBlSc+poEjYepLAba88ihmWQwm6EkIyaSHZAv3EoaGE3Wn8QwzJI/Q1Wf6xeuQ/SAdMkaXYHccIEqb9BS0UCWvU3gnjo7d5ogjXH7heoCHq15vTsAnr9jaBF0Flj+P6j9gUQLE2S1h/pZBzvfuvyQPU37CkhBEb9jYBkCF136E6YJ1/ylyZpT/kiOGR5Dw7eJ1gRdJqOBvRDaZD6GyySvSeX0ougB6i/weoPUn8jSJokbQx1J4xef8Pvld+0qHCgWX+jNxMoMpCm7wCdDA9Sf4O1vvcZyOEtB/Xjrt+/7DtN0l53g+D4Y/bzVH9DERYBUK7qV/HZDYfBngzeeEBfoIJBZQqLBgCrj9gHmgY87TNn3Djs2jwSqUQMb3/TEjy5edS/Ac84OL7tjYuRSsbwqM8wORrDCuibw7uO2Ae7x2d95/3roejONh+0rBv7DebwV59jSAtFJHjXyn1QqTZ8F0GkeboBvf7Gka8b8N3PRDatzatXLgMA3/3RSoFwGpar3rIUL7066TvFgmX8veXgRejOJf0bDhRWmOBdK5dhcrqCrbv8HcJY63tpfxaHrujFk5v9RZxomoZyhb6hveuIZag3NN8eaVqoKqAblm87TNcdvqOoKF5SQA/9TMSjviNwWOSerjuWYcfINEZ8egZZa+WQ5d1YtijrW/+XGaQCoOuOuUrd9yGszDBKevMprDx4Ef7qc60Q2aw2A8CTvvcsp2cX0A3Ld755KZ7bNuE7moWl/9/6ugHkuxL4q891yNqzAP2QPj5V9u0ZpKWxAMDygRwOWd7te941GnrdDdYY1uoanvVZ9JvVH13pOI49bHGgCDvWvHvnm5ciFo34ntP2go0E0UgEq1fug+1DJd9RtDTPLgAcuqIXg72ZALqDbXesPmIZZso1bH7N3yGsXNXrbsSiVnu3vzuNNx/YH3AMG9Q5/a6Vy6ABeEpyfyTiMbzjzUvw9CtjvolD1h5+1KGD6ErF/esOStoeweqVyzAyOYedIz7tXUabVyzJ44ClBd9jWKs3mnU36PquWmv4jmZh9Ucuk8DRrx/0bZMS2bT+WPWWZYgAvu0w1h4ejUaw+i3L8MrOKUzN+HdY0tbKmw7oQ38hHfzMQrHDVh+xD4rTFd91rkhBbuZZWVBHK8IiAGihiAQD3RnfYd1aM5eIdujoL6QQAXzLZnnYAN2D19A0355/Vn/EY1H05lIY9+2doYdmAsCi7jQA+M6vonmjDdk9mQBy6Ua2Lpe02b+xE4E1JNgse6JUCRSOSDugZ9MJdKXivvujTAnNJFjUkwHgf07TQhEB3bBc1J32L5dz6FjUHazNtHDSlmz/ba43NDQ0jSqbrBX/baZ7DQB93lVrDcyW/Uac0PVdIh5Ddzbp3ztjtDnu+B0ZQ99rvNpwEL+AToboYyjXGw20dEeQMbTX3WjJ1vesIJ4fmv7PdyWQTEQD9DPbgG/p0iD639nmaDSCvkIaxWmfeyEjvBYwjWHJf3/Q5gagz2nfcnk6Oqju4PVHdxpzlbpv0ok1hqlkDIVsMtD6Bhi2ErE7Auglmj0TiUQwEED/83T0gLFn+bfD7HU3CBb1pAPdYMEif3vyKcSikcD6n6aXSH/4PTjabwkhiMei6CukAukkgL4OBwLaSrQIqpbsILYS20YP3ma+7ViarfqPVmPYjplUHLmuREh7VlC7g67viN1RDHjOsjt3gJa+82+js89ZXs7KirAIAHtFbTMK2aTvhcTKJQJ0j3SghcQIrwX0NgNA0bchxVaGhWwSEz69EazQTCIXCHZwpG3uRHZww8HZ5nxXIiDp5Ky7QVDoSqLR8E86lasNJJNh9Ac9rI/IBYIpcOa86wpgsDJCEQFzm33O6RqdGCKyp6arvkgnVt0NQD/8ZwKRTmy91FqHPkk4zobWnU36PoQRQyqdcsruJm32LbvuSBciCHJQ4hFl3YHXCkffdSVRq/sjnUhIMG2tRCIRFLrC0aXdUvQ/Z96FQDp1dwUbQ1raniG7Se75IZ14OjqdjCEZl0A6UfRScP3PsTuCzDsBWykY6cTeZwOTLJS9pdXPfkk49j7bnU1itlz3FTJO6m7Q+iMaieh2RwCbFHCzHf2vcZ793662EmufLXRJcAxQ+qMrHddJpwD9EY9FEIuydYd/0oljOwYZwxqbOCx0JQCEQzoVsklM+u0LQgxxdEeQPZyn70TPyoqwCABWaA7QMqT8LCReaA6R7ZvpqtBziQDTQvKptFihmYDe5okpf6HXvP4IarC6jaFf0okXmmmQTr4VC8dgzaUA+NvQjLobnIN08EOY/EMHrbipITuXkhBhIZ90YoUiAnp/NDQN0z5IJ146AZEdxNih1d0AZBlSHAM+cIQFx/gLIJtGDAF6P0/N+CWdmgYrZR0GJp14Ojrnvz+qNb3uBvcgHdh7R9P//vWdLput/8MinWTMO+ahI5tEtdbAnI+bBFgpX0CTdArYHyzvfFASzm1O+5ZbCY84ZKWE6LJ177wf0om3ZwUlnVjpBEAw/c+LZAGCHaR5c1rKvOPo/8C6g9PmQPYu01byTzrxbHSDdArJRgf8jaGmafz+kLFn0ezdADa6Lpt/zgpD32UziUCkE0/feSGdFGERAG5GNhBMgfNYtCBeY1rdDcC0kAKElPL6w2++J29Dy2YSiEaCsLd84w/wRzpVOEY2kT3pM3SrXOFFFPhnb3nGDhCMKBPxsAWKOGEdOroSvkknVrVuQA/7zGaCRDrxWXLAX3/wDuhEdijGTtiebr9REDW25ydP1orfdeiyCdcbfkmn5rwLw3vHiWRpeY299wcv5J/IDiPCIkzPj278ySedkokYMqlYKCkhQdYhT98R2YFS4JiHDt3u8CO7oTXrbrD22a4AUTJCEWXhrMOKT9KJlxISMQ6OQVJCQph3jILchuxcgAiLWh2RCBCPUaJRA0fJ8PW/3/Q63jpMJ2NIBIp04kcjASGSTiE5MwB/UTK1ugZNoxNDRHZwe5eiO7ok2Luc/pgt13wVg+dFFEcjkUDOP56N7oV0UoQFAy+9Oula1dzPoaPR0LDxqZ3cKr9uCpy1kHaMTLsWY3MLn6e1GQAee26IWxSRV3eDtHlmzrmQJktl/MWl0A8vNDMaiSCfTVDb/OyWMdfbVFi3hABsBV6p1vHIM7u4m5HrwZHhNdiyq+h6xZvIocPeZk3T8MjTu7iKrKWwvIWqDk3MYpNLMbYKp+5GjkM6/eXFEdcDlIgBbyedpueqrtfSuRGHLAP+he0T2Dk67dpmN+PP3h/1RgMbn9rJvRGH59kF2GP46nAJL7ncd+9moNHaDAB/2rSbez1w6yo+tuzp2apDZ45PlV2L07VCgp01LOKxKHIZeqTT06+MYmTSTXe4zzt7f5QrdfzBTXcYV48yZDNSAl/ZWXS9xYdVd0OXSzz/1v7QNA0PP72TS/q56TuW52f3+IxrMbZyjV13g5BONNlPvDDs6pll1b8Bmul1lEinqZmK6+0hrqQTQ/8/v23c9UYEXkQZax3W6k3dwZ13/hwl24dKrtX03UKvaW0GgD8+u5t7q0WVE/JPZNMincaKc66Fy3lzOpmIIZ2MUdv81Mujrjcx8UOk6XN6tlxzvQGAl7any6aP4eYdk3h1yMXe9TGGDU23d8V0B9sOo62VnaPTeGH7hEubdZuUmj7LiXR6/Plh1wMUT/+zIp2K0xU88SJfd/DWIS+9btPWcQy5FJ/nOnfImcXWH9VaAw8/vVNsz/J4Ztm2e8q1kKOfc5amafjDM7u4dXFc29wkWezvPTIxi2dc7V22HZZJxRCP0Umnv7404urYdTtnAc7+mJmrud6Wx6u7Aej1ZGhtFjoru6SE0NpMgyIsGLj1nk34+YP86yHdQnMAJ/O3ads4bv3VJjy7hW2kuR06iPFnX0i3P7QZP7j7WYE20+VmUk321qawxqfK+PaGp7nX9Ll52FgM/G8efxU33f4kNwxNtD/M0DQN3/rFU/jVI1uYcgF2lXigFSJtb/Pjzw/j+3c9i+2cDd41WoHhNfjp/S/gp//9ArfNrOJ2gMlbZZO9bXcJ37/7WTzOuVpWJMKCxt7e/fAWfHvD09w2k7VCMxwI6WQfw7lKDTfd/iQe+DP/qi2+AU8Pv/v9X3fi2xue5pIhvNBMXTbdkPrB3c/ijodedmkzO5yUpcCfeWUMt/5qE57fxtYdIuuQtjH8/MHN+Nd7NnHbzCrICphIJ1t/DE/M4jt3PsO9po9Xd4O0WYOTdLr/0W246fYnucYw61YMs2ya7rj59qdcr7zzE3Hyp0278b27nsWOUbZhWa6wC/YCQIHh6fjxfc/jPx54UaDNjPlM9J1tTby8o4gf3L0Jf3mRTSyLEGWlGSfp9Mv/fQXf+eUz3DZXKmxS2SCdbP0xPVfFTXc8hQefYOsOTdNQEdD/dtkP/WUHbr7jKW6dIJE5TdP/3/3lM9jwe77u4K1D1rx7cvMobv3VJrz0KpuU5N1OYLSZMu/+87cv4kf3PsdtM2+tsEinXWMz+O4vn+Ee0t10dHcz0sl+DfC9f9yGG29/ikvgGFfx8cL+bfqu3mjgxp8/iV//aTtTri6bnxICOMfwD8/uxnd/+Qz3RjS3QwdrDH9073P4z/95yaXNvBSIZptt/fHi9gnc+qtNePpl9gGPV7ARaKX12Mdqw+9fwffu4usOnr5LNUkne38Upyv41i+ewv1/ZF+XXG80UKtrrvrfPqd/++dXcfPtT3EJfNd1mEtSa2fdsuFp/HLjFqZcwD0lBHBGWD/x4jB+cPcmvLKTTYb7sdEB4LbfvIif3P88v808Hc1wKr42Mo3v3fUs1ynFS4EA9P6gRTrd84etuPmOp7gETrnaYKbPRiIR6jqs1hq48fYn8RuX64FFUmTssjc+vRO3bHgao5wb0dzGsDdPtzvEzsru0VkqwsInNE3DWHEOY65Ml/uhwz4IZMLwGHiRlBDaQhotzmF8quzi+WeHZhrsrU1hjTbbyusPXsg/aTPgXEijxTloGrj3u/MKSRHZdrmz5Rpmy3WMFV3GUCRE2rY5jJD+4Mjm3RICsL0GI8U5jLnU+ihzPB0s0olc3Sg0hh7Z29HJOUzP1YwNgCqbU3cD0Dceu9zxqTI0AOOctULqbnglykY99Yf4oaPR0DBWLLuOIa9gL0uBi7TZ7YDOChkcnZzDWJGvO3jGjhHpZOuPMUN38DZKd68g4CThRifnUG9o3I2uUtWv4qOFBBPZ9vU9NVNFpdbAuJvu4OhSpv5v9gdvTrt5froZ4bWjxTl3fcfxdLBIJ0P/i+xZHEOKRjqNTs6hOF0xCk3TwCvICtD1P+kHXn/U6nrdDbcIO9qepcsONqft/VyrNzBZqrjaHVzSyVV3uM87r6TT6OQcxt30HSeShZBOTB3N22cFiDLAScKNTs6hVm9w0z1ZV/GZZdt10mSpgnpDE9D//KLLAM92FNH/3iLsdP3vvmexxtAgnZi2I093uNgdXXTSabQ4h4mpCjfikGejA/T+IG0e4UTnitikAMPeBbhedF7BRoCkOVnnbblaR2m26j6GvGgFou8C6H+3ekB2+4LYHfw2s+2OVDKGFIV0EjpnuUUjMciQkeIcypU6ZjikEy+CFiD9YX3v8VIZmsa370gku9cIOyH973LupEVYCJ+VfZyzaOASFhMTE9z/9lToqQsNsdAcxqEjldAXkr0iM5HJVVgCChxwhrKNT5VRq2uYcvH8sCYkQDekxNrsHj4POBcSORS49UciTg8JBugGPFlAblep8qrms9jbcQHZIiHSlWrDEu5aqzdQLFUw6XItKU8ZRiIRqmIhBqXYGLopQ8acdukP13nnYwzdQxHp3rsxkf4QCZG2rZXJpifIVXfU2Cx5JhVHPOZMkRnzpDvcPD/WMRybKqNcrXNviOAZOwB/HfJuCBIJJwXo+s78f6rsagOpJL3YH5HNXN8ChDUvFB2gzTsJ+j+bwEy5ZjnkV5oGq2708D0/LLnRSAR5SroJMSh561Ck7gbA7g9epJOr8UdpM9F3PCJclChjzQ8uyS5w+LfLnWgStG63afHSGHOZBCIR50HJaPMUj9xz13cagJLpkK81dd30XI0bJelP/zd1NG8MBXQ0wBlDHvkrQJSxdBJPbkPTuAQ+67BrzGmBPZxnO07NVi2H/NlyDXOVOnc+A/wUiHgsimw67jjserF3vYaMj0+V0dA0big5z0YnsllzY5STEsi7FQNgH3ZFbKVytdGsuyFehLol1yWNxQfZOS6g/137g9R0MpFODU3DRKmM4nTFJWXIu90h0h8iNjrA1qVupBNrPhPZdtKJODF4csm19Z7PWV7sDoZd2pNzFgMuzVYFz8rs/mCdlWngEhZve9vbcNxxx+Ftb3ub47/jjjvOVXingkxQMhgs8EJzAPq1aGKGlMstITmnx7FaqxveAu4mzPGSkjY7FZaA4SAQigj4VeAuLHnOyd6KGA7kKj7WGBL21nFAF1Asbv1B24QnSxVo0JXSFG8TdolWoIVuCRloAuG1gHUMNdPh3K0/eMYfLbxWhMxqHTpcSBYfhpRxow4nJNhOOhF5k9MVbp0a3i0hrJBBMWLIu+dHj0aqucp2G8NCzh/Z6RqaGeDwL6KjneSNu74z6m4w5kZXk3TyM4Zuc5pWZZzIq9YaFqPQDrfDPy1qyNOhw6WwornNxGA1t58um113A9D7IwgxxDT+GCkhY0J6qc68ig/Q+3l6zko6GeSeK+nEHsNoNNLMvba2TYSgFd3DzXN6eq5mELvuusPFgPdx+BdJgQCcXmMhAr/ifujwY89UXYihvAvpJHRw5KRXaJpeh4WAzLvZcp1bL8R1DDnrkG93iKUTm2XXGw1Dd7jZ0u42OouwEAifZ9ro9LQe0TnNSp8lbZ6asUaWEJt0wiXCmjeGBukUyHYU38OnpvVoJA38dAC3MSxQbgISm3di0VksAsdtTodBdrrp6DwjKtCbbEZKSCHtIJ2IXPezMr8/RK8Q5xIWzz33HDZt2oTnnnvO8d+mTfx8507GhGmw3bwoPAXO9RqLeDo8sLdmJtHNa+w5vNaDl5Sdp+pcSJqmmWTz+4M72buc7C3pA57nx+0qPiLbSTqJbDr8W0JoCtw8blzjj3NLCAD05NKBokK81GWZLdcMRefWHyKhmVbSyZ3cc2OF08k4UglnRX5RLynrKj7SZsA6p0mbNY1/371btALP8yOy6Xhh4M194GpI8Q6OtLQewzvDJ+AAb+RevdEwxtQtAsdNR5erdSrpNMXx/Lh5MlnXQHo5hLlWczcZPOb0FTevMe8QRjek3D277sSh8/ai0kwVtbrWfEYAoow37wIY2WzSSSxajWtkZ0kxYKf+50VJGiS7q+7wFwUHsOtu0Ax4cx+46X/WIdpoM4sok9Fmi3OnYRSWdYvecOtnFunEi5Is1/j7bDQaQZ4XNSowp2nX1gP0NCdzOo/rnHaJdGLrfxHbUTxkfLJUAeleN1LSVd8xInt4hIVbNBKNdNLD58WIVB5BW8g2SSeTjiBzgxclSepuhBLpKprWaZJtTiNw6w/v6cTiEcVe6kHMVWpGKohrm130nYN0MvUzi3SquOyzibhOOjEjrLnrkF13A9AjLACr/jePoZud7tYf0mpYVCoV/Pd//zc2bNiADRs24Pbbb8cNN9wg8tWOxKTo4d8tVInnJXUxKgFeESIne2vOiQ4amm9fSGbPD2sTdlPgibizONqU6bpJ9/AqPsMK2BaSQH+4hfwT2f4UuFiYu3mujYkaDi6hqr0FZ4SFkMfR5ZaQPIUoM+cfBpl33dkkanXNkhdI2jpbrjOLVLmFIhLZ5kNYrd4w3iHo+gbYCpwl27iKjyvb5xgKpoSYjT9xw0EsvNa82Y5NuXt+3NYKIZ3M/Wy+btL1oORxDEkfaGBfeeeWxkJk+zKkanrdjRgrBY4SYSdKdrodpH1H9oim9UzT9Z0bGc71dOfYpJPu+aEb8G57Fo10KlfrBjHuZqDxdRJlDxc4/JOr+NzDjb2T7KKebj+HXSHSyUaUjQl6MgF2KlI2HUcsGrHINo+b+0HJXXdYSSe9P3hRkm46mshmRTLy1wq/7gYtakiU7HTdw6kRFuKRPV5SUUX3LDfSiRbp1OrnOWaUpB/SabZcN97VLcJOZN5NMuYx0951OaAT2b5SkdzqLtH0f1FwHbo5d2g2upc0Fk60QiTiz6mo63/++maRTrwoSbc2A06nc6OhYaLkbu+66ejeAn/PYsk2bpDk9UdXknpbmx1ChMXll1+Om266Cddddx3uuusuXHPNNXjxRX418k4GSxGY4XYVH8BgKw2GlcPeVvgKnLC3zIOSS1Emt43SvpBIW2t1zZK/apcLsBU4oBdtmWRslLz+4IXPA61aE0z2ltEfbtWYiWyzXJIrrreZ38+sq/gAkwKf8aHAXaIVenIpJ+nUJHAmS+wiVW79Qdhbr/0MCBisVALHnb0tu0SyENmTtigC0gNB0globRaZ0yIGa8F2a4qmaUKpSG7RCnTSyXzo4IfBuhk7dtLJ6vmhb8JuoYiA3h+TzDZLmHceZQu12WGw1gzvFz9FpsGP7KFEWAiTnULeeTvpRPYsZ9E0o80u+t+IdGLof24h2YqbZ5dPhrCie0T2LHv0hrlv3YrfuukkgD3vWLLd0vaIbHvqTctRIlL8UDzCwhth7UI6VeqWws2krdNzrSg+VptZ0RsG6VTyru9EPN2AfQzd50fZhSgjsi3RSKaQa9d551XfCcxpo+4Grz8YhbPN/6fBzTtvkE7TdPsoqL4DbCkyzTFsaBzC2sVGB5z636KTXArJus0NwK7/xe0OLxEnpBCw/Rl2lKv1Zt0N79Go+r95+t+FOOzSSSdzNCSRx6uP4baHR6MR5G3FgIWJMgHHAGA9a3qyO1zTXFttnmym3ri12S2ShRphIdDmWl2vu+GW1sOrY0UgRFhs2rQJd9xxB9773vfiM5/5DP7jP/4DU1NTIl/tSExOl5FJ6Z3LGgS3UETAuZBIrngmFeOmKrjdpU0WUpESTppJxQJ72AAnqyjaH9yDtK0YpHCbBUIzuW1mRliIHJSsi5/IyqRiAt55ttxcVwIRSpuTCd07wmcrXVJC8iloGgxiheSKZ1IxbpEqt9BMgNIfzU1HbAzdjT+7MSw871zzBZ1MtvsYuqcTAM6Do3ubxQzWqZlWcTSSK55JxfibcIW/DhPxKLpScYu3irQznYy5FqnyOoZiusPd8+Ocdx7G0MXI5rY5gLeqYMvLHxPWd24GqzO9YmyqjHSS38+EZHczWGt1zSCXSK54JhVDrd5gXuXpFqpK2k0j2TOpmEBqloj+t85pMoYsz6Av/V9s6TvXFDiBMWTNO2abBSLKCs2CboRcIrniej/zUxV4dTfSyTiSiahj3kUiui7jEtZuezjlhgKR/hAjO5MOuYD7GIrkoQNOj6PoGHJ1Rxdb37lG9rgcogFbOplpz2LJdqu7AehzulxpRRGQumqZVAxzFYEoSTfSibEOg6RX0Jxd5v5g6Wk3Gx0Aum0ku6i9W3ZJY6Ta6EV3u0OkzfZ+JnXVyFrhpSrw6m4Q0sk+p+MxPQUhaFon0OoPEo3kNqeFIqwd807c7vBKOnmxlbyQTuK2Ej+SpSef1tvs1b4TOFeQszKv7hsgSFgMDg4iHo9j//33xwsvvICDDz4Ys7PsCrqdjslSBcv6s0gmou6eXZ7hYAu/I7IOWFqw/GxHpVrn5hIBQCGbcnh2u1JxDPZ2CYTXih/+Gw0NE1MVo81uBjzPkOrNp6mH3QOWFgKHIprbrMsut/o5wMGRhAwaqSvF1hjOltlXebpVGI9Fo8h32Te0OfQX0ujOJZltFqm70dtULEbx2GauuPu8E1CGFEMqEgFWLM4HUuC0iJPxqbnWvHNRhm6yaQr8gKUFV5KFJzfPIJ32HcghFo1w1ooIS55CQ9Mc0TwHLC1wi1S51d0AdG+m3VtV6EpgUXfaNdzYi+4gqTfuukNkDFPUw67rGLqlhNDSyUy6w5Ww5oX955KYMqWumPXd1Ay7SJUbMZSIx3TSyab/F3VnkO9KuBNDIuHGzf4gueLC/eHBazw+VUYsGsG+gyK6w92AnzQZrGNFkTEU0/800umApYVAaYy09IqxqTJWLM4jEuHpO/eIMj3SqWEcEM1trjc05lWebmuFyLbv4T25FHrzKeY6FK27AbTWYbmip96463+xMWTrfw5BKziG9v4Q13f8iJNJU6STeQx5UZJuRFk6GdNJJ1sk4+LeLmRScc5hV+DQYSusS/rWze5wq7sBOOuyjDWdO8sWZV1vAvJio5PDrrvtKOIooTvo3O1dsX3Wrkv3XyLWZrc5PWcincxtrtQazKs83ew7Kuk0VUZvPoUejr0rUnfDbjuSumqtMfQfYWdPJyZ7+P5L+GNYdnHQsRzDrmtF0KlIi2Q5YGkBEyV+lCTPJs1lEs1IJ2ubly3KIhlnn5VFSRbAee25HUKERVdXF+666y4ceuihuPfee/H888/v0deaTkxX0FtIozefFoiw4LNGQGshkU3nwGXdAPhhP7zJDujsrd2z21tIoc/FcCDhxmy51hx3ck0jabOrp4PTH/aUkLGmwbpicZ7v+XHxknYZIYPWRbq0P8tlFYVCgm2KZdw+hhyjhCeXyKYpcJ7x5xbyD+j9zG1zkHCzXNIxht3ZJBZ1Z9yrdXtICSG54gcuczN2RDy7SZQo9VIOXNaNMsfz4xaKGItGkXOQTmX0dafRm08F9goC5jGcM9psfgc73CKoADrp1Jvn67tGQ6TuhtWQmvA679y8pLb1nYhHsXwgx/X8uM07QjpN2gzW5QM5JOJRAX3HJ/cspFPR2h+sEEg3zy5A9xr3FXTd4XYwCKLveLJ5dTcAJ+k0PjWH3nwKfYVUoPDaVpt1GSRXXHzeuUQ6WUgn0h8FfpSkAOmUScUd/bGoO4PubJLt2RVIY7QfaBxjyLU7BOadXd819yx23Y2GUN0NAI5Cum77rGh/2PesTCqGpf1ZgVB0caKM5IqvWJzXCWtmPwt4ursI6WQ9OB64rJsbJel26IhEmrfIzDjtjr48ex1WXG5yAijzruhlz2LX3QCcdVlE9ixddl3IRidt1uuqacK6gxu9kbWRTsU5RKAfHN1SFVxJp3jUQbIv7utCLpMQSIETtzvGBO0ONxudyLavw958mj/vBCMZAThSV0RsdMD9IG2vFZXLJLC4N+OaAudFR5udOxFw1krFO+lk7g9+lCTfMRCNOkmnsaky+vK6vRtknyW6lNU2ow3c3zbxhS98AZs2bcI73vEORKNRnHPOObjwwgtFvrpguOuuu3DSSSfh/e9/P3760596+u7kdHMTznEMB5HFbyuO1jJY3aMV3A2HlGMh9eZT6OEYDuQOXy/htWMGo+ji+RFY/L35FOYqdeNvx4pl9OSS6Gtel+PX8xO1sbckV7wvn0JPjnP4FyGdsnbSiShwd+8dbzMjsp0KPIXeHGfxCyis3jwpjlP22GZ+3Q0ATmOnOIfefFono0rsqzzd6m5km+wtkU3m8OLeLmTTbM+PiKejVRytNadTyRiWLerS34ETveFOHLbmHckVJ+swqFcQaG1orU2HP4ZlF08HQCGdioQoY+s70fB5apvdvFVC4bVO0okY2VzPj8sYEtKJjCEpwNZXSOvr0C0lRCTyy1bw6kABD6yQp9tSa2nOVXe0opHED2HjgvNO37P4kT0Og7XY0ne8qzzdjD876UTIvX0WZZFKsEPoRdIYu7NJR6RTNh3H4l5dd/C8Sm7EoVn/k1zxXpfDv2hEGUAjndz1v9uhw0k6uZPsZQ+HDmOfLVr3rCBpPd0U0qm3aWTPlmvMqzzdUlHtpFNxRk+96e/mR0kK7Vk5q+NofGoO0UgE+y/JA+BH5/LWN5Ftj87ta+7hbM+u+J5V9LpnuUSjAk7nztjUXNNG1/UdTXcYdTe8OAaaNvp+gzluqoKI/i9knaRTIZvEou40P0rSZR2SaAWiO6o1va5ab9PeDRZRbC2saNcdPNleo7PGivoY9vAcdCLRSPZ51xzDg1xtpQYiADeSvTubQnHGGulE2uwWJck7V9hJp4mSXldtoCeDfDYpEOnkxdlVRjwWxb6DOeNnumxBR4nFuTPn7mQVrLsESCIs9t9/f3zqU59CJBLBN7/5TTz66KM466yzRL66INi9ezduuOEG3Hbbbbjzzjvxn//5n3jppZeEv1+tNgyvASsvU+jQ0cXwkgqEufMmO9AKVdJMmzBR4KwiVSIhYelkDAnTQiLvv6g7rXt+OJMdcPH85+ye/7lmJEvK+JkuW2BDMx2kSRt7mx5Hd0+Ht8WfTcexpI8cdhltrta5oYhENpFLrmkkh3/3fDB+rRC9zdZ0AjfPj1vdDdLm2bKJdDJ52BqaRr3KU6TuRjQSsaTIEGOnr+DSH4Kh6IB1DMlaIT/TZbtvwuYxnJqpot7QdMaZd3D04+ku6qk3BzQNVu6hw20MHR42PTqrp1nlneb5ETF2spkEopGIwzsz2JvRPT9u/SFQ4K5FOrUMBwBsPS04hsa8ax6UDEOqyChgJnBwLHQ1a02YIuwK2SQW9egpW0EOjnqEhd4X5JpGw3CQ4a2yrUNXz49L+Dyg98e0jXQi65t1ladI3Y14LIpsJtG6qtLQHfoYsorFiaQxUnVHs83mZzll828JIbKNw+60nive11yH7mk9XojDOcRjEexnGKysonze1gpJvSGHf9ZVniLpU/kua00P8v7L+ruQScW4Y8iru0Ha3NA0TBuk05yg/heY06YxNOZdU/8z2yxAHNL0f08+if6CrjvGOHapF1uJXNPYW0jx2xwoOsudKHMlWUhNJ7u9m08xr/KsCtjoyUTMqAtlbmN/dxp93ZwIay/E4YxZd6QMe5c3p70c/lvzTpc9xlzf4s4ds+xUIoZ9FmW5bRYmnWZazp2JUtmyZ9FIJ9G6G4C5n/X3J1GSvCKkySS77gaRXa01MFdpkU7EmQHwI3+TnFsx7CkyljEU0P9eCWsyN8zPcsoWdJQ05c6Ua6g0z8o9vLOysc8K2HcMEo9AiLD405/+hHPPPRfr1q3D2rVrjf/aFQ8//DDe9ra3oaenB11dXTjhhBNw3333eZLRW2gxzrRN2FN4rdlg7Uog35XQi1RxvOiuhw7TQiLhRCQ0B6AzoSIH9EgkYgm/axl/aVcWza3uBjHyJn0sJJH+aIWEkUOH2MFRKF+QyDZ5Bd3a7BZhYa7IT4w9sqGxilQZi59z6Mik4hbSaayop95055LoznFIJ4GQYJoyJMYO+dkOkbobgNX4Mx8cuREngreEAKaIk6LYvHMLryWyaYddslaom7DgDRN6m1tzuieXQiGbRDzGqY8hyJIT0omk3pj7g7YJi6QL6ZFOCYd3xu0gTcLnuYaDnfxtRvYYY8iJhBMy4G0HdIPsdA1F9xZe2ys078TGsJUr3joo9eRTzKs8RfYsB+lUnEMyEdX3rWySmxLiGo2US0GDTjppmmaJKAPoe5aIJxNoRiuUSESZad5xPN2iFdcBWNa4iP4XDZG2ewV7RcNrhVJkWofd3nwK3Tn9mr5ga6VFOpFccUKysK7yFEmfisf0a8/tRJmb11hERzvHsBUFB9DnnaZpYnPaTLI39b8R6eqaxiiSTtwiaC1tDjCGrMMuKYpOi5IUKTJPSKdJ07zrSsVR6ErqUZIBU+DqDZ10InXVegsp9OT1fqLJFtF3ACy3mxDbsTefQn+BXdOJ6H+3uhsALHqpN582HHdBU7PsuqOvGSUZKI3REa0wZ6xvXpsrFTHSqdhMMSd11cjhn3WVp0gKRDIRQzoZa0WyT+nOne5c0tX+d7fRrXPa0P+cPbzR0FCrN1ydzlbbUdxWIu/Mkws4x9DYs7jrUNzZZcy75hi6npUlRFjEub9t4qqrrsIHP/hBHHbYYVyjsl0wNDSEgYEB4+fBwUE8+eSTnmQcuG8v6oig3tiGVKa1URBkdpcAAIsH8hgYyDPldKXjqDSAgYE8pst1DPR1YXCwgEU9GcxWGvTvRiLIdiW5cpc3ozRiqQSisSg0APst68ZAbwYAoMViju9XoY/dor4sV3Z/dwazVb1tc3UNyXgU++/bi8X9WewYmaZ+NxaPIZV0PtOMybmmER2PYdGiHMZLFRw3mMdBK/oAADVEqN+vVBvo7c5wZS/uz2LHqN622stjAICDVvRh864pPPLsbvT15xz51cn0KABg6ZIC+rszVLn55uf1iN62qbkqFvdnsXyfHmTTcZRrGrVddQ3IZVPcNi8bLKBS245cIYOxWV1ZH7C8F6WmQogk4o7vDzULCA0O5LiyewtpzNX1MZyp1tHfk8HiwQIGerswXa5RvxuJRdGVdj7TjH2beYHRZBzZfBpzlTr2XdKNA/brBQA0os4xJIqzr7eLK3ugtwuTpTIGBvKoNHYCAA4+oB9LB3J4/Lnd1O/Gk7oK22dZDzN/vt70vmnRKAYG8picruCg5YM4+IBFAICKRh/DWl1DdyHNbfOSRTn8+YURLFqUw0u7dJ1w4H59mK42UKluR1denz9mGekdUwCApYMFpmxN09ddVWvqjrk6Bpu6o7+brTsaAHJuuqNZnCueThre7hX79BhXniLmnAMzdX0jWtTP1x193RnMEd1R09CVjmO/5bruGCvOUb8bjceQTvLn3f4kciceQ19/DhOlCpYvyeOgFf0A6LqD1N3o7XaOgRmL+7PYtGVM1x0vjgAADtm/H89um8SfXxjGokU5x76XTOuGzLIl3Ubqhx1dOd0bWm+2bWqmiiX9WaxY3otkIoZynaU7NBRybrojj9nyq+ju6cJuUgh43x7kJ/Ri2NFkAgP9Wct3dozrxvhiF93Rk0+h0mzbTKWOgZ4MBgcLGOjNoFSu03VHNIqudIKvO8ielYwbkTz7Li2YdEfU8X1yCOx30R2LejOYrehtK9c1RCLAwfsvwpKBHJ59eZSpO6IRXf+z7Joysb+abZuYruCwgxbhkAP0eUfWpx1VId3RmnfPvVYEoO9ZY9MVzPz5NeS7M0gnrSZaavskAL3NAwM5qtz+hoZoNGK0bWquhsG+LJYs7kZfIW3s7YC17RrEdIcGIJlJoqLpa3LFPj2Go0KLO22AYtP7vaifP+/6utMo15q6o9pAIZvEsqU9WNyXRWmOvmdFY1GkU3zdsV9zfUTjcfT0ZlGcqWD5kkLL7og45121VoemAb3dLntWfxZbdhT1Peu5IQDAIQf0Y9nmUTy7ZZz63WRKH9NlS7qRzSSs8pp/n8zoupjojuJMBfsv68aB+/UhHouwdUdDQyHP1x1LB/Mo/XUH+vqyeG1c1xcH7NuLeCoBTQPiqSQW9Vjtoa0jMwCAwUG+vVvIJlFp6G2brtQw0KvbbYt6Mphh6A5EIujKuOiOJbrdEUslEE8n0NA07Le0G/su1r+jUXSHNqa32V13dGG22tIdsWgEB67oR393Gi+/NknXHYk4kvEoFg8WmHL3rzWVR3NNTJTKeOuhgzh4fzfd0XDVHYsX5fDyTn3ePb1tAgBw0P79eG1sFr/760709GaRsB3GU6+MAwCWLunGQDNC2I7ePn3PqJl0x+K+LJYt7dYdHTW23VFws3cX5/XbirJpTFVadgexQWj2bldzbx1Y5KI7CmljTcxWG+jNp433nGbtWbEo0i571n7LmvtpIo58dwbTczUsX1LAgfvpuqNB0R0zc7pe7O1xt3d3j8007d3dAIBDDliEpc8OYXNTp9iRaO4Hy5Z2M0mcaPNv6sTenanisAP6cPAB/YhEgEqdPu/q9Qa68/x5t3Qwh0ee2YX+/pyhEw7YrxdV6LqHdlZOk7Oyi+7IpOKo0rNCDQgRFolEAn//938v8qdtAZpX0yvREqnXkYjocl7aMooVS6wdPTw6DQCYmZ7D8PAUU04+k8DukRKGh6ewa2Qai7rTGB6eQqErgV2jJep3SzMVxGNRrtxIc5Fv2T5ufBaPaMbnr7w6jiXd1omzc7curzxb5cruSsUwPD6D4eEpvLa7iJ58CiMjJXQlYxgZn6V+d6KoF8HjySUTefuOSSwupFCp1pGOR1GbqyIaiWD7zknH90lIcK1a58pOxiKYmCpj91AR23boRl2jUkMqFkGjoeHlraMGS0wwOq4vuFJxFg1GHiugp8ns2D2F4eEpDI/NYJ/+LIaHp9CdS2HHMH0MZ+aqiGgat80x6GP18tYxbB/SF3W00UCsOX9f3jaGtI3wHGrKm52uMGUPDOSRS8cxPDqtz7vhErq7EhgenkIuHcdrw9PU706V9EgMXptR143Pra9OYLYZsZCMAmh6dLe+NomDbWuFHDqq5RpXdjoRxcuT+np6dVcR2XQcU5OzSMejGJ8qY9fuSUfo7/jkDOKxKMZGS0y5tSbD++quInbumtSvAEtEUZyYQTYdx2u7pqjtmq3U0Kjx510iqjP121+bwNbXJow+SjTVzUuvjGDlYUstMoabbS2V5jA8zNZL+a4kdjXn1+6xaeyzKNvSHSP0eTc9U0E2k+DrjqYH7ZXtY4YHI65piDTH9pVXx7EoZzWkdw8R3cGedwCQTcVNumMKPbkUhoen0JWM4YXm53YUi3NIuOi7elVfn9t2TKA7HdM3x1gEjYpuHGzf4dQdxAtWa36XJT8Zi2C8OIehoSK27ZxENBJBba6KVCyCaq2BLdvHkbMdLMaaumOqOIvKLD2MUdM0xGNR7Bhq6o7xWRy0rICRkRJ6cknjcztm56rQGg0X3aHriM1bR/HKq7q+izYaps/HELN5SodG9Hk3M13mys5l4thNdMfINApdSQwPTyGfTmBoNIjuaO5Zr04YHyUjQKSpO7a8NoH9B6wky1Cznytl/p6VScTw2lDJ0B2FriQmxqeRSUQxOjmH3UNFR1G/iclZJBMxjIywdUe93JxfO4vYsXMCxekKMvEIppt1cLbvKlLbVa7U0KjxxzARjWB6roYdO026o1Yz6Y5RLLYdLEbHdLujVJzFMNjWXb4rYeiOobFpHLSsu6k7WjplYCBvad/0bBWZZMxFd+jPfGXbuOFpi2saYlrD+LwnbTUrdw+L646hMX1+vTY0hZ6sPu+yqRi2Mvq5WCojEePPO625/rfumEAyqukFQGMRaJWWThke7rF8Z7p56KhVXPasWBRjRX3P2r6zqJMJM2WkYxHMlmvY9uo4MilrfxDdUZycwUyptZ+Zx6OhaYhGItgxVMTQUBHDE7N44/59GB0toTubxGu7WbqjBq3On3dx6H3w8rYxvLJ9AoC+J8Sb8+mlraPQqt2W7ww318hsia87dHtXH8OdI9PIN+2OfCZh6BQ7StNlxMDWz3r7mjpi+7iRWhSPwNiztrw6geV9VpJl54i+Vtx1RxSvNm2iV3dNoSeXxNhoCf3dGfzp2V0YGio6zg8TRV13cPescmtv2tbfhZm5GjLxKMozek0Bmu7QC+PXXe2OZFSvjbRr96ShO7RKDcmY3s6Xtoxgkc0JNzre0h3RujMCjyCXSWCnoTtmcNj+vbq9m00an9sxPVs19noWDLt26yiGmkRZTGtAa+qOl7eNIRtv9fPAQB67h/V5NzfDn3fZdNzYm3YM6W0l9u7LFNsAaOoOlz1LM+zaCUOPJKOAVmvplEOXW0kroy5RhT/v0okoRif189T2XZNIJWOYnppFOh7B1EwFO3ZOIGGLShifmNXrNY1PM8+0hADasauI3UNFjE7MoisRw/iYvpe/tpuuS2fL/D1rYCCPOHRiYuur43jlVf3sGanVQawj+lm5aXeU+GflQlcCw02SkQWhlJBDDjkEzz//vMiftgUWL16MkZER4+ehoSEMDg4Kf98IJ2peD8kNNxMJ+zFClfRccQACYY7u4aSAvjhaodf8lBCR62WIbHOIdF9TZm8+hRnGVZ5uRWYA6/Wj5vD5aDNdgRYGJRKKSNpcb2iYmasZqTeJeJQbuiUcMtjMvSO54ub+CHLTi3kMLWHM3Da7p/UA9jDHsiGTmy8oGD4P6Hn55pD/fFeCWR9DJAUCsKbIkMJogB6er2mwFAojqFTc626kEnr0z+R0xcgVJ+uQVWVc0zRUXG4JAaypCmNTc4hF9VocvFQFL3O6OF225IrrbeYXgxQJRQR0g8ecAtFXYNdWEKnGr8tOmMKN54x+6MunUJypUutjiIVet/rZPO/iMT1dIYiO7s4mUWmm140Xy+jOJRGNRox1zpvTdi+WGXp6XQKTpUorV9zUH0FTQgCr/u/J8VMVvOi7ScoYuuo7wT2rOF3B6CQJvU6jkNVTFbhpjAJz2pwr3upnvaBziVLQWUTfZVJxxGN6MWDzPqvLpu/h5Co+kYK9QGsMk4koulJx/rwTXIfdXa0bCsbt+p9zi4BoSuCkbR3y9J2o/renKhhtLqSYV3m63eQEWOeduc2ppH49MO3aQ5GUL112ArPlGqq1utHmSCTikl7XcE2fNWo6lSpGrnhrDNP8lBBB/T9Zqhj5/b3N8HmAtQ697eFAK+VXbzO/KKunMbSkQAjMOxHdYdF3+vpe1JNGpdqgpuaK7Fm5TAKRCGy6g8wPeuqGSAFq0maSXkfqqqWSMVPqBic1SyS9upkaROqqkbbzCsm62jMWW4kyhhJsdMB5Zhmfol/l6cVGt7e5KxVHMhEN1uauJEozVdQbDWOt6HODnDvpY5hM8OtuxGNRZNNxTE5XjLpqpI95BU6FUkJMaU6krlp3LmnY03R7173uBpFdmqHvTQRChMX27dvxwQ9+EMcff3xH1LB4+9vfjkceeQRjY2OYnZ3F/fffj1WrVgl/v5BNIRblH3YrXjbhmYolVxxoLn5mkaqGa8Gubsom3JdPIZOKI52kF6kSucMX0BfSVDNXkOS/kjYD7M3BrS8S8eZCMivwAt8YFsn3BJyGVG+hpWQB9hi6XcVHZBenK4aRYLQ5l+IWMHM/KLUInPGpOSSb/cMr6CZSdwPQlYj58N9n2nRYRapE626QNpsVeDQSaRaLc/aHSN0NQO+PekPD9FxNrwJu6meAsaEJFHvSZSdtbTYd/ilya3W97oZIxXXANO+afWHMO0ohIi9zenK6alzTaGw6nMrong4d5nWYSyGbjuuV0WljKFDsFbCSTmbDgZcvLlJ3I5XUSafidNWUs5s2ZAfR0eZaQ2PNwmjmNrPmtNtVfLrslMVgJaSQWyFZkeJXQGsdZlJxZFJxoT1LONe4eU2j2dhhXeUpcrOV+ZrvkUndw9ZXaJJO2SR1zxIpFEfaXKk2MFepGYXRgFahZ1Z/uJEspKaTZZ8tWNehU644yQLoxZHJ9XCRSISv/wWK/QH6DWXF6YpxTaOxh3P3LAHSKWead81rGrtzSRS6kohG6IS1l/4wF4omY9ibSzGv8hS5yamLkE42WwkAs0ih6MGx5YSpYrw4Z9lXAHqRQpErz4HWOhwvOnUHTa5e3LrBLW6ny222uamX8l0JJOIxfptF+6PZZlJXzXzYLZYYBZ0FCzYCNnu3kEYiHmMWdPZio8+U9duhxk36v7+gRyjQx9DdvotGI0Z9JLv+ZxU4FSlATdoMtPrDbqNT57QHu6M4XUGxebOOda34J50MW6k572LRCPLZpKuOBsT6w15XDdD7mXWVp8gY5puk0+R0i9zrK+h6mlUfQ3jPyumkU6lJOvXZz1mUgt9ut960ZKeMcwVg0neMNht1NzzYHeNTZfTkmmdlSY4SWuFtM4RSQi6//HKRP2sbLF68GJdffjnOO+88VKtVnH766Tj88MOFv08GpZBNMK/yFLklRJeRxKat44ahblYspEiVPQe6UnNnyXOmhTRXqSGdjBmhhywm1MthV9N02Xol35aSBfT+WGILVa3U3Cc70DRKSmbDoSV7RzPNxipX0EAzvMZljE/NYaCZg8lbSGRzd0sXKmST2DEy7WhzTz5lMNH2VAXRKvGA9bAbiUSQSuieHyox5JF0IlcvmQ1WQCedumyhu+Vm3jAPZvaWnJd7THOaq7Bc+6NV4Gh8qmzcpuN2CBMx/gr2Q4fR5iS27qaEdAtu7mavwXjRdEDnFDjyMqdf3lk0bZStfiZFquypCiIV183G32SpglwmYbxnb54V6SSm7wjpVJypomg67JrJTnt+tMgBHSBe43LLK2gySugErWibzR7HMpY3b1OQRZSNFuec8850ladZ/xhX8Xk0WIncDMfz48V7V5yuNHWbZmkzoHuNB3vt+t99DAnpNFmqIBKLItY06Ils/p7lLVrt0BV6XQyz7rCHqoo4BohsexQc+f9z28Ydfy9yKwZgH8M56lqxo1xtIBIB4jEXkr2ruWeZinkCQE9eL7hLu8pT6HYCE+k0PlVGIZc0IgVYV3l66Y9ytY7iTMW4plFvc2vekc+8tNl8DeSYoz/oxTFFbSVzceSxqTIOXt5tbTODdHKbz0DLa+yYd7kUnto86tAdxrX1rsRQ60YWc/RlrhklGcR2JP1st3d78injKk9yaDfLdusPQjoRu4M4vwB2tLIXGx1o6dKVh+i1rfq69XZOTJWx3FYvRnTPIhHW5mKegN4fW3Y67Q4v3mjSZlLM0yyfNYYJIZI9iVd2FB1t7s2Rgs4NR2Sh0C1RpsjO8WYR8WgkgmgsokdJBrA7CtkkpudqKM5UMFepO4hDnZiz2raVat3V3o1GI8h36ZGuZI5a7F1uRIFYxAmxd5ft32eRz4rOFZp3XQmdGCL6zmQ7vmhKyTTkip4rLM6u1p5lFHQO6Ch5eUeR+zdCERbHHHMMUqkU/vSnP2Hjxo3GZ+2MtWvX4u6778avf/1rXHTRRZ6+SwyJWDSK7ix9EzaqBAsYltNzNQw1i6HZFQvVKKm4T8oWe1u2REEATc9PgNBMspBeGy45wokAdsigqAE/2dyEo03vFZFNDZ8UDM00e43HTP2Rzyb1TZgVFeKyuRPZ5jQWs2Gpaa3rQwlI3Q23Q4eZvR2zjWFvgWXAiylDQjptax7G7cYwa0MTJp2aRrZ+a0VLkdPC2FopEGIRJ6OTc5iacRqsrM3BLSpEl00MVuthtyeXwtS00/MjTu7pciabKSEksicR16ves9ZKPBZFVCCyZ2qmgpFJ57wDGOtQIFrBTDqRqtcErIOjOEuuG8Pbd081r2l0kp002SJeA+I1HpsqIx6LIN8ka1hEmainw2r8zRkH9O5cknmVp0hVdCLbelBqzWnaVZ5Vgas2ARjGl30MSUgpT/+Lkk6vNfOHHXtWgDHsblYZH52cQ08z9YbIZh3QAfEIu6HxWcyWa05vVSD9n2Lqf9pVniLV+M1tnpwuGzcXAUA6GUcmRb9FjOhoV5I9Z92zCNlJDHn2GIqTTuYIKoA3hmL9Qdbhtl30PYvZZi97eLP2SCbVJGgZHkfhNJZcawwtnm6uvnPX0aTNZF8BrFEhtChJ0fVtIfeKrehLEhnIG0MRe7dcrWNXMxfdTnb67Q/zNZDktiWyBpiOEtH0qabdsXN0GpVaw9B3/d1ua0XM7iiaDo7EkUH62R4lKbrPWiKKTfo/m9ZviGONoZBjoDnvxil7FuBMc2o0I3tEI51IhAWxwYhs7u1kgv1h1x28W3VE0hiJbBLZmU3HjT7sYTiGhVNRm7pjfKpsIWNbqVnslBDXNudS1pRf0x5Oi5IsezhXAK10YtLmWFSPkmSldUYAbgocoOulGUr6lRlChMWGDRvwsY99DJOTk5iensYnP/lJ/Nd//ZfIVzsSJOwR4LBoNfer+IDW5rCluZDMXlKAHb0hZMCThWQKnzTaLCFU9RVWmxnMn8jiNw67xTkjV5zIpnl+vHgFAWB4fNaSKx6NcOpjCISTEtlW0om/CYuG3rXYW/3wbxlDV0NKzPPTGsOWR4nWZoB4jUUVeMViZJM2T1BSFYTrbjTHcKtBsuhtzmcSiMfonh9RBW6OsCC54vozdM+PvT6GqJFtDRm0kU6cdSh62NU0YFuzIKvDa2Bbh6J1N4hsu3ceYOc4itbd6LbNOxGyU6TuBpFdbIZPmg3W1lWeDNJJ8OC4c2zGkisej0WZV3mKEENAM8xxpoJR+2GXkS9uRFC59AfxMBpjWDCvQ76n2+3QQUgnu/7np6qJ90dxuoKRiVljfRPZLG80IK7/t9jmHTdKUsCzS2SQfu5KxY2bO1hXeYp6BQnpND5V1nPFzQY8J+JEyGDtSqJW1/Bqs/CgW2qWQbJ7IJ3MqYYAe88S3Q8ddofAYVfkynMAltD8PpvuIFGS1Da72UrNMXx1eLoZjaT3RzIRY17lWREkWQqmfTYSafUP6yrPiuA+m07qhy4jssd+cGSMoVvdDdJmwKT/BVNzhfqjq+XsshJlSW4ko6jdYZ93BmFBle1N35nrqgFgXuXptc2jxTm9rlrBRFhz1qGovVuu1rGzGfHc5zKGVUEb3UI6UWxHXgqc1zEUIQ697Fkt+86q7yYopJNXR8m2oZJ+I1GBREnGkEqwCGv36EvAvFbmdOdOV8u5A9B0h1ibzZFOZrITaI4hS9+JkOwu0S6AIGHxox/9CD/72c/w2c9+Fp/73Ofw85//HD/+8Y9FvtqR6MmalSH9LmaRUETAZEjt1ENdyAJi3Wvc0PSr+MQXUtkSmqO3mV6kSjg0M2dtM5mUuucnzkmv8BZea/fOALTDv5jXIJuOIxaNtIihvBiB42UMt+6aQiZlTb2htlkw5B/QFctEqWzJFQf4B0eRuhuOeWdX4IxoBe8K3DqGNM+PaH9029ts2oRZUUOi4bXdXTrpNNw8KLW8M3SjRPTQEY3qnv7XhkuWXHFdNl+Bu7bZ1B8kVxxgb8KidTeIbLIOe01EWV8+DVqRKuEUmWbb7PMum9avgWPXvxENry03PUrW9Q04vShGm130Uq4rgQilzeTf4xRPh5cxJJFOuUzCqPptFKli6DtRw3KsWLbkirfazDZ23EKCCelk748+hrFD2u3Fe6cTFq1+7mt6fsoOz4+3lBB7m2PRKPPw74V0IlEh5sMdqz9E0/YScZ043T5UQkPTLGPYx4k4EXUMAHp/kFxxgG2wVgXD54nsyRLd7ghSd8Op/5uENSdK0ksqKm3P6mNESYqnQCSsbbb1BzOS0aXOBGlzra5HOnWbIhmJbWOXLXroIO0enpi11FUDeKSTePQlYLYd+c4u0bobQNNRUqo4Iop782lGlKRoOgF9DBPxGPJd9ChJTykhRlSISUcXWGMo1uZ0Uk/922o7oAN88leUGAJ08jdpSr1h7bOia4XIbkVnWftDBtlpn3fcKEmBNBbS5uJ02VJXDdD7gxYl2UpFEotkt7c5wol0Ep93CZQrdewanTFSbwA2YS2qOyIR3cm6a2zGUlcN4Oi7mpiDrlsWYdFoNCy3bCxevBjRqNBXOxLmjmPmR3sIJwV0r7E5V7w7qxepssv2svi7s0nDO2M//NOKVAmHZnbZPd3uRomX0MxypY7d4zOOUHTAqVhEQzMJe0ttMydawcvBcevuKepByV7ETLTNgK5QX22m3tgNB1qRKtG6G+Rwu3X3lCX1xvD8SEgJcWw6rv3hwt42SScyho5wY1oBy4rgocPUHyJEmWibAb2wIrPNAaNCSJvNueIsT7coqUBkj07OWXLFiWxakSovBcxImwHrJswrjim6oU3P1TA8OeeN7HTRS7FoFPmuhKnNdq8xrYCZe4Fa0maAMu+Y+k784NidTWLbkJ564zBYS2VqqoLYWmntWfFY1KiTkknplejtbRatuwGYIiwmrYddFoEvarDmm6STof9NJBy7GLCo/tcPtduHS45+BpyFdclVwUJzOkffs7hrRcAxYJ53ZoPVfZ8Vkz00MYvZct1C4PTmU5ir1B23KpSrdaG6G84Iu1aUZE8uaaRVWWQLRpR155KYmqli1JYCR8bQXqRQdA9PxPV6U6wxpNuO7sX+ALbd4dZmMd2R4tp3tFQF0ehL0mZzXbVcJtEs6Gwn2cXqbgD6/Jiw1VUjbdZAI6zFb4kibSbyDNk8+1+wP2p1DTtGpqn2rl2213VI3bNY804g1Ryw2o721BsAjnUoeq4gbd4xOo1avWHrj2QzStJJWIvU3TCPYQStNUIKOgdK68npxc8dadsM/S+aipROxnTSyRZRTGTT9izxM0trD6fZHc55J0ay6LJN886m/1nzzou9y4MQ69DT04Pf/OY3xs+/+c1v0N3dzflGZ4OE3JF/z1Ku8hQORWyyt/bJTq7yZBtoYsbfRKniMFjNxdHssiNwDwlOJ2NIxqMYK+q54rmuVmG/Xs71o6JtBvT+sKexAJz0CsENzbhBwBbmGDSNxWizqZ9JkSpmaKYgm20vBAboHlhSpMoMUWKIkE5jxTJ68klLvQQaEypadwPQFRYxTO0GK+A/VDXaJJ3s+f7k3+zULLEQacA5hm5RMmJGScI076yHXb3oqV13iNfdoLXZuMozANlp3sSFCJxaHfFYxFFc1g5COo0Vy81c8VZhVyZx6MHTTdpmmXcByU4im6Y72KSTtzbb9R2rSJU3L6mpzRavsX6V59SMk3Ty4ukg885MjtJqnFQ9kCyFrG6YVqp1Qf0vTjrlulrrkMwJIptVW0dkHVr1P6XNjggLD8RhF30MWVGSZVEvqanN5rVCrvJkzjvB/qDpaFa+OInccyPZCelkzxUnsukRFuIpIQ1Nazp3rDoaoBBlHiNOWPo/qHceILrDerijttmj7Ui1O/IpVGoNRy65lxQI0mbz3Ig0SSdnP3vTd0VSCNiWPgU4c/5FSfZEXN+nxopl47YzQzYzSkaMdGKNITljsKIVgqzD3rx+A6EjVUE01byLPoZdKT1Kkra+Ae97FpX8LTnHUNQmJW0211UjslmRPaK2NHHi2NNn9Tb7m9ORSMSq/0VSAj2UCwCI/qdEozL1v/8x1NP6KWdljzY6D0KExec//3lcd911WL16NVatWoVrr70Wn/vc50S+2pGwRFiwjBLBdAKaLPPPTrniE8cq28nA0wx4EcOBRCsAsHhniGzW3eKizH6rze7GjjevAb2ve/MplBmenyByyebmyEMXTL0BWmy2o82s+hiCBhphb+1yAbr3zuthl9Zm3rzzKtucKw60FDjN8yOUh27uZ9PGQK7ydIxhxYvByp/TNI+EV8bZvL6JbLZHyVv4nRDZWRFb31GT7nAcdinzzkvdDXOb6ZE9waLVAFhyxQH2VZ5eUiDs7QRaRapYuaReDtJ22axoBdF5R0gnu1zyM3PP8jyG7mSnUezPA9FizhUHeBF2Ddd0IV6bWVd5eiGdzPrfftilRUmKFns13zzWRxvDgJE9LdnOwz9N/4vIJaST3karvqONYb3RQK2uCXqNTXONRrI79L/3OR2LtnLFiewiJVXBa7SCuZ0AWld5MusuSViHlP4Q6WdCOtnlEtmsfvYaMk71dFNsdJG6G2bZ5rpqRpsDFrCktZl1lacn25Fhd7Cu8hQv2Ei3O1hRkp5sdIYdxjpIlwUjygjpZJZlyKbY6AYh6dlGdyc7RdMYzbLNddXIO0zQCjqLRskw5l0mFUeaEiXpdw+nzmnKHi5as80NQoTFIYccgvvuuw8//OEPceutt+LXv/41Xv/614t8tSNhMQSZhRXFFr95ITkUOGUTFq0zYW+nmNdYjJ0DWpOStunYPT/kDt8gk924yjNgTjcAS644wBvDYG0mPwfyVnXxFTitzSIKi7C3uiyK8cfK9w9y6GB6fsTqbphlm/sC4Hh+RMNru9ibMK1olxfPj9lgtYxns29GJ2cdskUUOIl0MssyZFN1hzevoL2dgKmgGyXCQqQvAJjmnZMos3t+vNTdYLWZXOXJrGHhoT/MueIAm8ARvtmEpzuoZKdY3Q3S1pZsAQJH0EtqJp3s65BG0PrR0eZ2ErkA3WssUnfDLNtJ7rGjJEWKvbLazIqSLHshnZprxXxNo95mxrwTHEMe6UQjO71G9hBQD440W0mgL8yy++zzjnJw9BbJ2CIShKIka+KHjta8czp3aFGSXqMV9Dbb5jRnHXrV/z0i61DQUcIlnWhj6CUayQdhLbxnsexdI0qyRTppgrdi8NrMjpL0FlEMwFJXDeD3h2fSyW6HUWxHT/q/izGGPBtdoC8A6zq0tDmojZ6l2+jsKElvEdZ6G9MO5w41SlLQDuPaHZx16EXfRQBLNBLvzCLSF8lEDGkXu0doF9m8eTPuuOMOHHjggbjhhhtw/PHH4w9/+IPIVzsS5rBnZpESQQUOsBcS1XAgCjzAQiKeH5pR4nnxF5yHXbvnx0v4PG8TpioWDxsaj2QB6KFbIm3WSSf9+fY7xGlXeXoJkSNtjseixjWNRC6tzaIsuVk2rT/sRar8jqGI54ds7m6RPQD7sBvUKHE7OMrY0Hrs3pkcISysuYiiRFnEFq1gaTPH0xEkWoHl+fFz6KD1s93zU/ZhoNllsyqj+5nTNCMb8H/4TydjrcrwIoaDYAoE0For5msaLW2myBY5RJtl09ps9/yUPYbP29sJcDw/XogyjsEKWPvDqLvh0cimEansFDjx/jDnilva7FPfRSPmyvDu0QoVD15By2HXFj5Pb7MYyQ7w5509StJvm839wY6SFLuKzyybpu8AxsFRYH1nM4lW7RER/e9D39lTb4IeOsyyHfYuJUrSSyg6y3HEipKUZaMDwKRpjdcbzbobAe0OHnEoNKcZ65ufmiVGOmUz1lslCGjpxH5IJ3NdNfNz6PpO0Mna7A8HuUeJkvRko1tIFrEoSZFr6wG2je5G4LshzyBoiexgBXuTxv8tzh3WWdnDmSVnOgPRIDQTvvjFLyKVSuF//ud/MD4+jq9+9au44YYbhBrQ6SCD4CxwJL4JG5PSfvjP61d5mjdhP6GIJDqBIBqNoCfvLFIlGl5labNDYTnvpvYSTmoPmbTKZocMejk4Mg1WSnEcYUOqGX5nl92X14vjmDdhTykQOXr4PLnKU4q3itIf9iJVrdBM/6GI5OfxorMYmPBaybHbDFjnHam7IbK5JxMm0skuu5CmFAr1EDLIOuwW6BEWfkgnh6c7n3IUqfJWd0OXl03HLe/IKlLl5dDB7A/KGMqIKCOyaQSOSN0Nvc0pplx7m4ls0UgnHnHo0EkeC/YSuWbd0brK07kOheedIds5hvarPD2lQBgGqzXUlsh2zDvBFAizbCep0NyzTHrJS92NTMpMOgmQ7D5SkUT2WSJblHRizWnjKk8TYe0nwq6QTVpSb1IJ+lWefuYdaw8fs9gdXuYdZ88q0McwmXRPn9VleyPZy9U6kgK3YuiRTuyDo319e4mwY9mkvFQF7/au01aq2K7ybKVAiNt39rpqkUgEffmUFBvdvr77OPNORHbOTDo5+iPNLmDpIc2JFhVibzORLUo68fT/+JS1oLM327Hp3LHVVcuk4tSrPL3MO1Is2tnPTsLaj40OsOx/fykQAPvMQtaOeU7rkT1i/WEulk07dwYt9mpuI0FPztlmIlu0P/IudSyEpJTLZaxbtw4bN27EmjVrcOyxx6Jarbp/cQ8AucqTVtBHRqgSYD04eroSk+GdAWDcEWxtsxg7J9Jm2qFDpD/IQopQDFZq2GeTJfdiODA3YUo0i7AhZbC3zkVaqTaonh/RO+0BZz9HGJ4fXwdHisICrEWqvLDkhHTKd1lTb4hsv5EsQMvD5tgoKYaUF5bcIpsSNWS/ytNrESJdrnUMSZEqZ4SF9w2NZjgA1iJVflJC7PMOoId9ejl0sPqDpju81N1INUMGzdc0mmUH8wo2DwasNpv6gxgOXr13NMNhpmy9ytNrsT/AqZPIVZ4yPN0i0Wp+6m70FdIOIolaH8ODjuYRtPY2i149CljT60TSOr3U3WBF9uRJqgLF8y+SLmSRTTHgNc2mSz0WP9Tb7NQdtCKFnvSdi/6foOh/UdIpHosimbCm3hDZQYgh3voGrP1s1N3waDvSdGlxpmqJkvR2sxV9DBNx/cYkmtfYe7QCw/NP28M9RFjYU2+IbKpnN2A/06IVvBQ3jUYiyGcZtiMtwqImXneDFY1ErvKkRZwEjXTqaRLWJVOqgr9IRoq9S7UdvdjojGgF2rzz0GZCOtnrqgGsaAUPbXY5/JtlV2t6+qzXtH7aGc6e1t/SpeL1XuzrO5OKI5OKUc7K4v0hJcKiUqlgZGQEDz74IN7+9rdjZGQE5XLZ/Yt7CFihu549PwIhg16UIVlILMMhSE4fa1LSFbj44iey7bnigN4fehVoU6qCh0MHq5/JVZ7mxd/QNFQFr+IDTOytiNfYS4hcjm5UEtmswqlCbeaEZgL0Q4dIfxDSiTrvgipwhoeNv+mIzw97rjiRXatbPT+VmthVfEQurc1kE6amhASc07TwOy8GKytcnMgOEl7rJTXLK+nUnU2yDVbbVZ6ewkkNb7RzE7Zf5Vmra9A0MSObtJm00dJm6iHMu9eYNoasYsDC/cHQS3TSSXwMCenU35Nx/I51cPTaz2Jkp7i+A/T+sOeKA3p/2K/yrNQaQlfxEbmA02AlV3nS0pxED7us/iDz0Bz55anuBmN9AwwCx8uhw8u883DoIJFO9lxxInu8VLZFSXo/dNh1tHGVZyB9l3LkipufRbPDvBw6RMfQ08HRk/4Xd9BlUnrqB2vPCsVG50UFeliH9rpqAKhXefrS0bY286IkA+t/3plFiHRi71m91FsTPUQUs6KzAjq7COkkaqOL1pkAzJHb1v7ozjYLOpf8nSt02UlHXTXS5oamoThDiZL04KBj2f90h6U3oowFoZlwxhln4N3vfjeOPPJIHHzwwTj99NNx/vnnCzVgTwDtKk8vG9qi7jTisSjbS+rz0BGNRNDfncLiXobxR63WKtbm/m5dpl02zfPjJSVEl53GYG+Xs81Nz8+kyWvsqc1ND8cgrT9sisVLKDqgj2Euk7DkihO5gP9ws1wmgVQyhkGaAR8wWmFRdwaRiN52aptpYY6C/cEbQ5rnx8vcAJxjGI85PT9eqjHrsjMY7M1QDVbA1h/NWzFEInt68inEohF6f+RSgVJC+rvTSMajToM14CFMN/xS1LVCrQQueEsI0JpvA7Y5Xcg6PT9e1gqRTV3fOafnx8u8W8SYd0R2kDb3d6fRk0s6/p6v/8XyVJPxKFvf0a6I89DmWDRi6FQCHsnipa+XLso6Pu+hen7EDx2LmnuWvT/I9bpmz4+XlC/S5sEe5/qmEfhe5l1fPo1IBFT9b/fANjwU+yNtTiViRvQQAa22jmHAC/RHKhFDoSvB1h1U77xoP+sy7bqDSrJ7CEXXZaepthIrStKr7rDLpl3l6YVUILL7m/ajvc0AHHNatO4GcRjR9ixatIKX9NlF3RnEohFqJCPgX99FIhGu/rdHSXq10QFgsa0/SJSkXxtdl52hzztqlKQHHV1II0JpM5FtXivGtfUe+iOTilvqqgHB7d1MSnceUs8srPQKDzo6AqfuCNpmIptlo9ujJMse0hhZdgcp6Gy1Sb23eVFPxlFLg7UORetu9OSIvethDAX7g0YKmRHn/raJs846C2eeeSaizRDOX/ziF+jt7RVqwJ6AnnwKO0bHjZ9bIcFiE+ddR+yDNx3Q51h4vGgF0Un5yTNWoivtDKMxF6kiXiEvt4S8+cA+fOGCo7B8MGf5nOb58eIVBIAL1hzquF8esBaaJJudFy/pop4MvnjB0djX1mYim+rpEGTJP3Dc/lj9lmWOAyyt0Bjpj4TAwTEaieAL5x/FiVYYgaZpxnO9hHW/7Y2Lsd/inOOwSzw/fkMzAeD//O2bqe9n9vwQ49MLS37Qsm58/vyjsP+SvFN2zk46eWvzGe892DBy7XIBfQzJ3PHCCucyCXzhgqOxpI9O4Lyya8r42UvdDQB435H7YuUhA46+pnt+vB3CPnXWEdQQvN5c0ihSRfrAS3+85ZBF+MIFR2Fpv/VQSvP8eAnNBIALTz6M+rm5P4gHwEtkz+K+LnzhgqOw32LKvHPoDm9tPuWdB+C9Ry5nt9mml0TrbsRjUXzhgqMdpAKgz+lNW8ctn5Vr4rrjHW9aioOWdTtySmmeHy+HDgD42AcPx7Kl3ajMWgkVs+eH6KxyteGIiGLhkOW67jhgacHxO+YYCuqOs973OstNAYZck+4g891r+PwXLzgayygETm8uhVeHp42fqx7ShQDg+GP2xdFvGKSm3gA6YXHI0rzRZkDca/zpc46k5hv35lIolvQoSfJcL+kVR75uAF+84GjH4YAWJVn26HG8aO1hVIPcrDuILVX24BjYZyCHL1xwFFawdEeANv/tqgNxwjH7sttsm9OidTeSiRi+eMFRWMQ4hL2ys2j5zIujZNVbluL1+/agixLJCNijJL3N6cs//BZHlBORTaIkyZ5WqdZdQ8wJ3rCiF58//yissNkdJEqSlhIiuoefe8LrLfViCMxRkmS+V6oN4TXYm0/hCxccjeWDdN0xYnKUeD1XrDl2BY574xKmc4ceFShGOn3m3CMdNilgjZKMmuxdUR19zBsGsc+irIMoo0VJeo2wu/SUN1FvuTMT+Iub9p+XaKQVS/JMe9ceJenVVvrQuw+2kLCGXPMYLm3KrjaE53MmFccX//5opqN8p+OsLD6Gx71xCff3QpbA2NgYfvnLX2J6ehqapqHRaGDr1q34v//3/wo1otPR00xVIAvJy1V8gK4k9hlwHqJTzUKA1ogC8VtCAFAZctJmAJicrrQICw9eg0gkgv2XOA0/Irs47VxIorJpygpoGX/FkrW2gqhcAI4Nx/zM10zGn1cF3pWOOzZgAOhpHo6K09ZaAsmEWEgwAMfBztzmSq2BuUrdGEMv3vl4LEo9gBHPz+S0f6Ksv9t5SNLbrPfH5HTFRFg0jM9FQDtwAK1icY42i+Z0dyUBynJptdnaH6LrGwCVJNNlpzBuIp2qHg3WVDKGfSiHmUwqjkQ8apl3ZY+HMJpnhrQZ0Of0op4W6STaH1EX3TE57a/uBkAPQzS32X57kRfdwW5zEi++OmmS663N2XQCWQqpTMJjJ+0eNsHxA0A96AJ6SO9suUU6ea27kYhHqXM6GtULAU6WnPVvhD0/PRl051IYthEWxhiWWoRFpVZHX4LvdSGIRCJs3cHUd97y8h1y85R554FUBkDV0YBeVO+ZLS3jz6tjIJ2MY2m/c88yrvI0FUfzUncDgGGc20Gu8pyaqVpIJ9G6G9FohL2HM/S/aH/YDzKGXNOetc8Ake1tDHn6bvtQyfjZ6z6byySoh24Ssj9pCxkXJYYAUG1SQCclS80oyXgs2qq7IdjmRDzmcHQBrVTSSdqeJSjb7j0n6DH1B+mvsgcHHV93pKw2uo9UVJZcAI7+EJUL8OzdJDbvaO1ZrbQ98UMpjRgietC6z4rX3QD49m69oWHGTDp52MNjUbq9S2TbbXRA3HZk6g6T/jcIi2odaUrfscDbs4YnzKSTt32WpTuo886DQwoAljN0R0/eelY2SHbBfnZz8grNsI9//ON4+OGHcfvtt2PXrl3YsGGDEW2xN6A7m9TDjZvX8XnJ2XWXncIE7RAWUHaBsqF5VYZM2dmkpc1elSFPLgCr7IqcNndnk8ZCArx7BVnQb5+IY8KWxuLl0MECMUoIu++17gZXdjbpaDMQvD9ohzCZ884+nwFxco8nF7C3WZwld5NdqdYxW6435XozdlggOdkTNuJQtO4GD8a8s61xWXPaPjeA4P3RnWXpOxlrRT8okXBjLzc58ZBJxZCMRy0HaWltzlkNy1q94anuBld21npwlNUfxhia+6Miawzt807OHt5N1R1y9H+PiXQicoHg+i7avC7ZfEMNKcgtSrKzQOsP0Ws8RWTT9L+XQzpVbi68Pas7m3SsbyD4PpvL6KSTfR3KaHNPrkU6Ad4jGXnoziV9193gyqXYjl6ioN1kW+R6DM3nyQWcEdZB+wLQ5/SUKTXXawQVCwbpVLLraDn9DLT6Q9M0lCvipJObbKq9G7A/aGNY9hBRzJWdSzFs9GBtzncl9NRce3SWJHvXelaWs2cRCEnZsWMHvve972HVqlU455xz8O///u/Ytm2blAZ0Arptnn9ZpALQPEjbqpeL5hK5yQWcnh9ZC8lukADyFpLVayDPYDUvJK8FbNxk2z0/UjYdW/RG1SMrzEOhSeAQyOoPOgMvbwyL01WDdPJawIwFQjrZx1Am6USMVlkGGpE9abslRLTuBlcuy/Mvi3SieLqlkU4OfSenzdVawyCdvIZmshBpHhzt3io5+4rVi+K1zhBXtn3eSeoP6mHXQ3gtX7aVdJK1Z6WTTtLJSyQLD/Y57dUr6CbbEmHh0cPGgp10amiap1RUN9m06Cx5RJld/8vR0bPlumG4yzr8E9LJvg5l2aRASHuWze7wUneDK5cWnSuRKDNHFHsp9spDtkk6WfpDmr7Tx5CQTrIOu0BT/4dk3wFmkl1DQxOvu+EmmxqdK2vPChBhx5Ndmg2JdOpKOCJOpJ5ZStY9S8YYAoKExaJFiwAA+++/P1544QUsXrwYtZozN2ZPhX1SymLJAcrilzxxyIbm5Q5fEdnUhRRQNnshyVCy80k6yd10HPNOykGaEV4b0Eijkk4SFXhDM5NOcsdwPkgnqd6qbMqREiKLVABgGGle627wwCKdgh7CWKSTjMOdk3QK8fAv0SsItPS/17obPDhJJ/G6G25yAefBUUY/s0inoHN6PkkngxiSdAiz53SHYXd4rbvBl20jnSTpfzrpJGcMCw797y2N0U22g6CVsb5z1jH0WneDB9o+K1p3w00uYE+vaCCZDI90Cjo/qKSTRBsdMO1ZxjoMhzgMw0b3WhiTK9tBOsmZ03TSSe4e3iKd5ESyE9lBUpF4cgHnniVjDAFBwqK/vx8/+MEP8KY3vQm33347fvvb36JUKrl/cQ+Bk3FuLn5J3rswJk7WFjLo9Q5fHpgLSVKqgqM/JBlowHyRTpIWvy1UVeahw046kVD0oIYDjXSSpgztG1pFbn9YSCdJKSHseReS8SdhDRayTdLJTrKEQDpJJeGoukM+6SS3zTTSSV5KCDHSZM87M+kkS0fbSSdN00JIkSH9IXFOU9KcwiCdZOu7CUsNC0n6LheevrOTTqQ/ROtusEAjneSNoT3SSV6INC3dJAxbSVYKhC7bGekUNKUHcJJOjYaGWl28gCUPdtJJ9px2kCxhkE6y7Y4wUqDttlJFd4rL0v9W0qnuqe4GCyzSSW7EiT3SKSQHnaToe8C8z8rbswBBwuKqq65CMpnEUUcdhTe96U248cYb8U//9E9SGtAJ6A558c9V6sbmK+uwaywkG8Mq0yghOVBSF5Itb0teTp+9zfJIJ1odEhmLP5uOIxaNGHUKyjK9VTmn51/GpgM0+6M5hrLrbgAw+kP2nLaMoSyWnFSRdkT2yCedKtWGFM9dLKpfIevw7ErKjwZMJJykuhu67KQjsifMMZSXWyvfs2tEOtnTCSSNYUNrXSEry0DTZbfGsFbXpNXd6MkyIk6kyHZGq4VBsngtbuome8J0haysFLhEPIauVJzSz8H7w14cuVJrICGh7oYuO+VIr5AxhuZikIB88tfhnZcRUWY/OEpKgQD0eaeTTvphVBZRFolELMShTBvdsWfJnNNZ+54VEukk2UZ3kE4S5kY6GUMyETX2Q+MaT0k2OmAlDmXtWY5aYpIjTiZK9nUogyhL2eoBheOgW5CUkP7+fnz4wx/G888/j09+8pP4j//4D7z//e+X0oBOQDoZRyoRCyXMpcfGSOnXGslbSKEoLPvil1R3Q5ftDN2SuZAcLLmkkPFypY65imkTliCXbML2NJZwFIucUETAGnEis+6GnTiUPafDSAnJpuOIxyItxjkE4rBoWoeySCd9Q5NPshQcXgM5dTeI7CC3hLDgDHOUe3CcnqsZofOyDNZYNIq8Wf/LPHRQ+kOa7qC0WUpovq0yutQUGQpRJqXNXUlEIrQIOzn6rmGu6SRJ3wFE/9scAzIP0qUQ9izTvCNX8YWjO+QeHIszJtJJkmMgEdevkLXnoYfVH/LGMEXR0WF4uvW6GyLX1rvKpkTnSrXRHUSZnP6o1U2kkyQbnRQSDyOSxbCVTHNa1iFaj84ldTf09Nkwzixer9Ploac578zpdTLmHSGdwrDRAUHC4i9/+Qve97734ZJLLsHQ0BBWr16NP//5z1Ia0Ckwb2jlitzFD9iYPwmbO5HtZJxDyMuvyKm7QWSThaRpGiqSKhA7SCdJFcYBmmKRU+yJyA6VdDLND5mMsyMUXaLXwL6hyTIcHKSTpE24J58OqXaK7RBWCefQ0Ur5kk86yQq9BqwGK7mKT8acJpFORn9IuhUDMKfXtfpDxuGOyLbrf5l5+eb+kDWGBcs+Gx7JUq56u4rPTbaZdJIVIh2NRpDvSlpsA0DuIczwZko24MOou2QnnWTuWWbSSWbkXt5GOsm2wzQNmCLpdRV5h/+CyWssO6IYCM/uCCv1ErDPO1kku5V0kpUSkohHkU3HKbpDXn8YEYcS5515D58ry9d35vQKaTZ6jmKjS0nNtUZnyZ7TtbqGGSPSSc4eTkinMFLgAEHC4vrrr8ePfvQj9PT0YMmSJbj++utx9dVXS2lAp8C6ocnNYQOsIdLSIiwsC0lu3Q3AtJAkhc8D1oVUq+t1N2STIYDsq2lpG5qsNqcobQ5BgUtiyYlsQjrJ9GQ6SSc5V/EB4ZJOvfkUxZCSGDJuKo4WxqEjjMgecz/L2szMpJPM4qaOSCdJBRsBCukkyUuqy3Z6usMgnWSFzwN0L6mUmk62SCdZqZeAlXQi3nm55G8ItWTsKYES9/ACVXeEENkjNY2xRTrJDPm3k05yiy7b0k0k22GOMZRxCHNEOskbQ4uNLnHPspNOsm69AaykE6m7Ee46DCNlSG5/tGwlUsOivW10M+kk81xhJ50q1TqikQhiEiLZ7TVO5O5ZKUdkz7xGWMzNzeHggw82fl69ejXq9bqUBnQKesLydNMUuES2cspYSPJSIGgLSVqbTfmCMhe/LptGOkksNGPa0GR6OpzsrUwvaRgpISmDdJJZd0OXbdrQZBpopmJxMq/iA4C+Qjq0ApYAwjmENfOBzaSTnDzVOFJJK+kkM6IA0A9hMqvx67KtxKFed0M+6ST7IB3mwdF8kJa1vnsspJO8fdYINzY7BqRFI7X28HpDv4pPbqqC7RAWUo67rP7oydFC88MhneTNO30Mp2Yq0o3sHgvpVNfrbshIn6XVoZI4p8NICenJUeadJB3dYyGd5IXPR6MRFLqSodhK5honsm9UsKbXSSyM70hjl2132GpYhEQ6yRxDQjpJH0OzLq02kEoGL4wPUBwlIaWEy6y7AQgSFvF4HJOTk0ZHvfzyy1Ie3knoNuV0y/R05zMJfSGZwu9kThxNI5uwvMOuLjtlYedk1t0Amgpccv6TPVRJxlV8RC7gDBmUge5sElPTFdQbjVBJJ9mhmYAeMiiT2SeyDdJJZgqEKUWmKttgzaccnh+pofkl+YeO7mwK9YaG6bmafOLQVGhSVvg80DLgJ0oV6aGIeputpIIcw8FaSFam/i+YSCeZIcGEdJowh3VLq53S0qWyK4wXTMWRZadAAHp6hcywXSJ7IpR0Ant6hdz+IKSTzPQpI9w4hHSCQpaiOySuQ6u+k7/Pyry2nsgOI72iK9UkncLoD3KLmFl3yEzNNbdZolMRIPpO3rkCIDZ66/Avs+4GAEuaq8wUaEI6zUlMCWyRTmGMYevMIjONkcieDGGfNbdZZt0NIrtVLkCeswsQJCw++tGP4pxzzsHOnTvxiU98An/3d3+HSy+9VEoDOgWFXBIz5RqqtbpUT0c0ar0WR2bF9W6L8SdZGdo2tDA83fIPHVaSRdbiz2USiEZ0zw8xHGRWzdegXyFreKskbvBFC+kk2dNtJp1CKCQrOwUCaM47yaxwbz6NqZmqhXSSYTjEY1HkMonQDh2A3h8yU+CI7GIInl1i/OkRFvIje4qW/Fe5B6ViqSK17gag315BSCfZ1brtnn95RnaLhJMZPg9YjT9ZxU2JXKC5VkI4dBRNUV+y6m6kks0rZEPojwJVd8gjnSzpU9L1XVl6m62RTnIjaAG9za1r6+Xpu3K1GekksT/sOe4y+8My70IgneypqLLkAkTfhUCykNTcmjyS3SCdLHZHp5BOIaSimkgnmWmMumzzTY9yzxWAdc+SaaMT0klmkXkAiLv9gaZpWLVqFQ466CA89NBDmJ6exiWXXILXv/71UhrQKbAb8NFIRMpVfER2OHmZrWtxwgg327xjEoC+kNJhHJQkHzrspJOsUMRoNIJ8NoHJUsW4ik9eSkjL8x9GtMJEGIyzSRl2pRMA5ESFAPqcfnbLOAC5oYhm0klm+DwA9BZSFtJJVt0NwB72KdfTATS9BhJTQojs10amAeikE3mWDLmAPu96C/q6kRrpZJBO8oxsM+kk/YBODTcOobaC1FtCWgYrydWVSTq9TPasah2ppHzSKYyowHpDw8xcTaqOBkhtnXLrVgxJ/UEjnWT2x8jkHAB9DEkqhwy5gK47ss09S+acbpFO8qIgUskY0s30Opkh/4BZ/1ekk51W0kluVAigEzi1ul7EUuqeNazvWVIjWbpMRJnsNMZcEpWqHqkgM12IkE7kWuRaXW4KNNB0HFXk9oeddJIpF9DXiuw9q2AmnSSmXmZSccRj0XAcUqaUoUq1Lo1kB1wiLF566SW8973vxe9//3ssXrwYt912G+666y5ceuml2Lhxo5QGdAosHtiKvvhlsJW6bGtRPukLaVp+qKp5Ien9IX8hhRFeC7SiN2Rt7kT2ZBisMC3iJIRwM7mebqenQ9ZB2kE6yao+bCKdypKN7N68uS6L3ENHocnAN2QX+6Mw8FJv8wihZkOuy0Q6SQ5F7M6aIp0kGqxEtmWtSK7pQXSHrLobRLb5No+wdDQgV99ZSCdJOslMOoWm/5vRarLmMwD0FtIGyd7QNOmOklC8pDnrDVSyU0KKIaSEWEinirw2E9lF8+EulFSFZt0NmSR7SLeEANbDrsw9i5BOMvdwM+nUuo1Lbn+QdShzzypkUyiGcK4wk07kxja5RahDTK+w9Ic8O4yQTjLnnTm9Tma6KOBM65Sp77iSrr/+enz84x/Hu9/9bvzqV79CJBLB3XffjZ/+9Ke46aabpDWiE9BjKqwosxoz0MqPM3KJQlBYskNVe3KpFnsrsT8ikYh+R3BJfmhmj83zI3MMe5o1PWR75601PRrS6m4AxPhrkk4Sw2szqTgS8ahFGcoLc2+NoUxPty47ZQ0nlXVLSCENoMU4yzx0kOKYVdnFTSmRPTKvAZsp60UVpZJOkQgK2YSehy47NNNcDFhiaCbQJJ1K5VabJaebENJJVkgwoPeHUdNDYn8Q0mmiVJZasBHQ26wBKE6HQDo16xTILPYHmGuchLBnNW8vku9ha9X0CGM/JKSTzGhUQjpNWPS/XPKXzGnZtqM5gjaUlEDJzp2e5pXZxo06slORwuiPnE46Tc9WpRbk1mXbbUfZEdZlqY4BgIyhOQVC3rkCaDl3ZNXdILKNSCeJB+lUIoZMKhZKGmOPOd1EtpO1uQ7lnw3NEYfy1jfgQljs3LkT69atAwD88Y9/xHvf+15Eo1EsXboUpVJJWiM6Afb8ONmHDmJEAfIUlnUhyQ9VBULqD8PjGNIhrGmkyWWcm4tf+sHRbjjINHZSqNQamC3XpW5orTzVMA4d1tQs2YcO61qRlBKSbxIWIRBljsgeaaRTDIl41OIlTUg+hBWbXiVZ6UK67JTllpBQctwlhmYCxHAIQ0dbSSdZxJAuO4nZcg1zlRpqdXm3YhDSKcwIu+J0RepVfER2MYT6N3bPv0z9T65blk2ytNLrKlLrbgA20ikU/W8inUKIdJJNlBVy1jGUFnGSszpKZPUFoM/p0kzVKKooSzYtvS6sqNFQIuxCSNsGWrUVwogolr1n5bv0dCwSJSOTZC9kraST7IiTMPrDsQ5DjOwMo5CsbB3NncFRkyf3iSeewNFHH238XC6XpTWiE5DvSiACktMt/9DR0DSMFvU+DWMhlavy7vAFrAtJZngt0Eo3CSONBQgnVEk3WKutMDZJbU4mmsXRSFif1MOd3h+jxblm3Y0QUmRCCM0EzBuaZE/3dFn6rRg9eWt4rVzdkUK11jBCbGXnqZIDutS6Gzmb8SeThMvZwhxDyOmWPYY9Jh0NyCWdkibSSfaeBQDDE3o9AdlEquVqWumHDvkeR8P4kxya35Ozethk1ZkA9OuWZ8s1lGarACRePWcmnSSmCwG28OtKSKST9DSWZoqMQTpJjFbIJi2h+bLmXS6TQCwaMaXPytTROulEapFI9xqbb+sJobBuGLo0nFtCrCkysh10pZkqZsty7V1Lel0I6VMAMD6lF6kN13EUxsUJkuddM7JHtu5wkk7zlBLS3d2N5557Do899hiGh4cNwuLPf/4zFi9eLK0RnYB4LIpcV8IwpGQrcAAYnpgFIG+yA9ZoBbl1N2ye/xAWkuzQzEK2RTrJDlUipNNYk3QKZQwls+SEdDLmXQikk/wq8TavgeRNpzhdlX5wTJlIJ+mebtsYhsHAl6WnwJlCVSV7ugtZe5hjCJE9kg8dhWzSQjrJOqBHIhFLf8j2RgPmeSc/zalcbSACuXU3AHPEidw5HYbBmk7qpNPktJ4yJDvCAghH/xukk+T0KTKGY0W9bk8opFNoRFkllHU4W65jaiYM0ilpsu/kj2HL3pW9h+ttjseiiEpy0JlJJ5m3hACkzWXpnu5sk3RqrcPOI51k2+iAqc0h2ei67DCiZOSvw9KsmXSSI9sS6STZRue28BOf+AQuuOACXHDBBfj4xz+Orq4u3HrrrbjkkkvwsY99TFojOgXdprAf2d5oIBzDwVwPQuZGSTw/Y8Uy6g1Nan/0GAtJbshgLBpF3kQ6yYxW6LGRTrIPjsUw8hCb825ovNlmyf1BUiBk1t2wkk7y57ROOukbmtQ5bcr5DMfTHcKhw0Qcyj6QAi3DQe4YWkknWbIT8Ri6DNIp3MO/XMMy2azpIdvYsZPssg+OTX2XlFl3w3rNd1JitEJ3rkk6TRPSSV56nfngKHWtNFPVWvpfPukUPlEmWd+FEOmUTsaQTBDSSX7RZQAYmST6X3ZtnYr08PlwSfaUSUfLt9EnpuXbHXbSSW56XdKUiirXRgdMukOyXUoKyXaMjZ6zkU6S1qGFdAohJQQwk04hnDslrxXutaYrV67E7373O8zNzaFQKAAAjjjiCPzsZz/D/vvvL60RnQJi/DUamqF0pcgli39C/sHRnF4hU2F1peOIRSMYnpRvsBqe/8kwPP96sTjZoZkF2xjKPTgmsWXXFOLxqHQDDTAfduWztzPlmtS+IKRTWGk9gGkMQyisW67W0SvpKj4iFzDpDsn98cL2CekpcCS9Lpx+TjXT6/RNWFbdDcDm+QnBcAirP3aPzSCbjody6BgKzfjTc9xlRiMR0ml8Si9wLTfCIsQxNEWcyNR34UZYJLF19xT6CqlQvKRDIUWjVmsNTDSv1JUV2WOuyC8/WkEfwzBsR72gZxnxWBSZFPeo4FkuENIYEoJWso4mpNPI5Bw0yJ53zXUYEuk00UwZkls7JTySvZBNYdfYBHoKtc6x0bMt0klmJDshnSbmwe4IIzq3Vm+gS6LucJ0NyWTSICsA4K1vfeteSVYAptCtkFjy4fFwDo5zFbKQJIbmNBeS0eYwvMbjs82r+OQsfsBc4E6ypztnG0PpYe7yWXKDdApj0yFe9IlZqW0G9A1tdFKvuyE7jQUwr8MQUmRkG6yEdAppHZZmq5idq4ZCOoWl7wC9P2RexUdkhxWaCbTGUHZxzEmjyKR80ikMfUdIp7HinNQ2A7qeDisqBAhrD08hjNRLcntRWB7HKUI6SZwbhHRqrZVwxlD2nmX1/Ic578JJkQlLRwPy12Gt3sBEqSxVLiGdQmmzzXaUH50bQtq2I61H9u0VFcxJrn9DSKew9ixA7w+Za1CXrZNw1bBSwkM5s6RCKTIvVyvv4TAXVpG5CWdSuvcrHENKX0gjE7NSFaEuOxlODrNp8ackVgnWZbdIp1AMhxCMv55cCuVKHcWZitwrggjpFBLDCrTGUCbMh45wQ/PDOHTIVeDZ+SCdJuekrm9A39CGQ4ooA8KZd+bw2lAjnSTPaZ10kuutMkinTtMdIe1ZBdMYyryKD2hF9sgvUJtCJBKevutY0mliVn6bs0mMFef0a+slp8ABYdWSSbVIJ4k62iCdQtcd8kmnsNsss+4G0EpFLYdwSwgQXgp0rd7AeHFOqlyDdArZdgxjzxoJwVbqCTOtM2c+KyvCYkHQnUuhVtcwWaqEsqGFldMN6IcOmQpLl50KLf8JaLY5BGNnolRBra5JNdDSyThSyZipoI/8DW10ck6qwgL0vg6jCBHJFwxjDHuy4bTZnNMnMyQY0Pu5XKmjNFuVvwnnzLpDZp5qiGNonneh6Q75+o6kmoRBOoWh/803AcknDlPh6LsQxzCsNtv3LNkk+/RcTfc4SqwzEYtGkO8Kx+4w69JQDPgQ9F23ac+SSQzpsk1tlmiH5buSiEQQmt3R0DSMT5Xle40t+j+cMQzDdgzF7jDPuxAcA8UZ/fYimeswEY8hm46Hqv+Hxmc6Rv+b9V2obQ4hojiMddjTJJ2K05X5uyUkDDz++OP44Ac/iFNOOQXnn38+XnvtNQBAsVjExRdfjDVr1uDss8/G8PAwAKBSqWD9+vVYs2YN/vZv/xabN28GAGiahuuuuw4nnngiTjrpJDz++OPGM374wx/ixBNPxAknnID7779fWtvJpKw3NOkbWiGn3xEMyE8nACCd2SeyW22WGW5sarNkkqU7m2q1OYTQLSI7jIJPndQfljbL3oRz4cw7QjqFtVaAcPqjO6R1SAyHMPrD2uaQ9F2I61vmOiSkE5Ette5Gk3QKfQxD8N6FPoYS+6MrFUc8FgltfQPh2B3zozvkG/Ad1+aQ+jnaJJ3qDU06yR7mHm61lcKxO2QSQ0S20WaJ6zCfSSASCU9Haxqk190AbPa/5BQ4ALpTMVR9J5906iRbKRGPIpuOG+tbJsleCMl2nHfCYv369bj66qtx5513Yu3atfjKV74CAPjmN7+Jo446Cvfeey8+9KEP4eqrrwYA/Nu//RsymQzuvfdefOYzn8GVV14JAPj1r3+NzZs345577sG3vvUtXHnllajVanjyySfxy1/+EnfeeSduu+02XH/99ZiYmJDSdqIMAfmL3ypbfrgxIHdjAKxtlpunqi8kQG4IFGBrc0iy9bob8g9hgNy5YZctsz8I6QSEMe/Cn9PSw0lNRXrlb8Kt/giDdALk90chF878IKSTbLmAba2ENO+k193Izc+eJbWg2zzoaEDunCbhxrrcENd3h+zhYdkzdtky+5qQTrLlAvNjh8knhkLUd7lw5rRV34U375IS9VI0GkGhi4xhiG3ukHU4HzY6ILfNhHSSLRcIdx2SvTZMm7RjU0IqlQouu+wyHHrooQCA17/+9di5cycA4MEHH8TatWsBAB/4wAfwu9/9DtVqFQ8++CDWrVsHADj66KMxPj6OHTt24KGHHsJJJ52EaDSKAw44AMuWLcMTTzyB3/3ud3j/+9+PVCqF/v5+HHPMMXjwwQeltD9UBT4PCynMDU1++J0+4cNgWAnkRyu0Nh2pIcHzRDrJ7A8z6RTqGIZ0CJO/uYc3hoWQ+sNMOoXZH2EZUh2l75r90Sn7CmAlncKIdALk62jLWpEdJdkcwzBC0Qnk5+U3SXaER7KHERVCIHONm0mnMB0DnbNnzddhV2Ih8fkinUKa09KjQuaBdJJdd8Pq3OkMx7CVdOqMNptlh3qukNgf8u4bEUAymcQpp5wCAGg0Grj55pvxvve9DwAwNDSEgYEBvVHxOHK5HMbGxiyfA8DAwAB27dqFoaEhDA4OUj9/85vf7PjcC/r7c9TPM7m08e++3i4MDOQ9yeVh2eKWrGVLuiUX3klhfKqM7nxaapv3Xdpt/HvJYF5ItujzF/VksGNkGrmupNQ2zzVMbenPSZW9ZFEOeH4YmWRcqty+fg3RaASNhobenozUft5nSesGoGVLuy2H1KDo685gem4KhVxKan+s2Kds/Htwkdi8E8VgXxYvvjqJrnRCqtwD9+sz/t3fJ1l3DOqy4rEIli7pdvlrb8h3JTA1U0V3QbbuaM27JYvzGFhE17l+sKgng6HxWYfuCNr+/ast5THQn5XaH4sXZYGXRpBOydUdPb1Z49+9PXLn3T6LrbrD69WHvLb0FdLYOTKNguQ9a799Zo1/Lxbcs0Qx2NeFV3YW0ZWRqzsiiVa/9vfJnXdLB/MAdiGVjGFwsOD6916QScUwW66jp1vuGC636I4CBnq7pMnu78lgtFhGLivX7th/rmb8e2AR2+7w88zFi7J4+pUxdKXkzrt8IWP8u0+y7iB7FgAsW9ojtUhtbyGN4fFZKbrD/P19l7X2Vtm6Y1FfF7YNlZCVbO/Wo61+XSRZdyxZlAOwG+lkTG5faBoS8SiqtQZ6u8XsXVHsY7KPli0uGDclyUB/dwaT0xXks5Lt3VLV+PcgR3f4weL+HJ7bNoGujJjdIfrsjMkh1S9Rd4RGWNx777245pprLJ8deOCB+NGPfoRKpWKkcFxyySVMGdEoXYlFo1Fomubpcy8YHS2h0XDK0UwLqVKuYnh4ypNcHshAJONRjI6WpMkF9EPH+FQZjXpDapsjjZYBP12aw/Awn2QZGMgLP78rpTN+EWhS29yotAyHudmKVNnJJrMfj0WkygX0MZwsVVAt11xle+nnmGm9TE3OYm66zPlrb8g1Iyy0htx5p9VaYzg7XZYqO91kg2NRSJM7MJBHebaMaCSChqahPCdXdyQizdoH8Zj0eVfoSmJqpopGrS5VdtSsO6bmMEzR235B7v2OoDWGXtYEC41qeLojRXRHVL7uyGUSKM1WUZW+Z7XGrDg5g5KHqDK38cin49gJQJO9Z9Xqxr9nSnNSZWeI7oA83QEAtXprrcjUHQMDeSRI9GU8GorumC3Pol6VrTta8256ag7DpjENiizRHZpcu0Ortto4N0PXHX51VComf88iSCdjmKvUUa1I1h3NPSsWjWBifFqaXECPKh4en0WjHmze2ccjUrfrDomRIU0Pd1SyvVurtNpclm7v6v9PhKQ7RotzqFXd7V0viGktXTpVnEWtXOX8tTeQiGI0JOsOs707I9feTcX1DSAacbc7vOgnTdMQj0VRqzdQETizEESjEWbAABAiYbFmzRqsWbPG8fn09DQuvfRS9PT04JZbbkEikQAADA4OYmRkBEuWLEGtVkOpVEJPTw8GBwcxPDyMFStWAACGh4cxODiIxYsXG4U53T4/4IADpLwTCRkMq/I1ID/kR5edAlDqmPAqs2zZcjOpmEE6hRVeK3tuENmTpYr8nL6cue6GvKges+xw0wlCCq+VHPKpXyGbwESpEkJKCEknkJ/hV8gm8drIdAjh82HW9AgnNDOXSRikU6eEZhLZsm+nIXIB+XU3gNY1oWEU7CUIK+xfttx4LGqQTmHV1gnH7khi93g4V4QShJbWKVkn5bsSxr/D2rPC0h1zldkQUiDCWd+67A6sJRPSOkwlYwbpJLPuBhDymSWnExZhpteFtw7DS2MM4/YiQP5aIWdlfQw7+JaQ9evXY8WKFfiXf/kXJJOtgVi9ejU2bNgAALjnnntw1FFHIZFIYPXq1bjzzjsBAI899hhSqRSWLVuGVatW4a677kK9XsfWrVuxZcsWvPnNb8aqVatw//33Y3Z2FmNjY/jDH/6A4447Tlr7w9rQWhOncxR4uHmqzUOYZIMkzDzV1qYTxhiSmh6dUXfDKltumwnpBIRZdDMs4jC82gphGQ5hyO5k0kmXLf/6OSAc3RHWQbpVsCu8PUv2GBLSCQix7lKIe3h45J583RE26RQBpKYSAOa1IlcuIZ2A8GzHsEgnXXZn6GirbLltDpN0CktHA+b6GJ1ho+uywyWd4rEIYh4j711lh0U6JWLINCPOw6t/E8IYhtAf81rD4tlnn8UDDzyAgw8+GKeeeioAPbLi+9//Pi677DJceeWVOPnkk5HP5/H1r38dAHDuuefiC1/4Ak4++WQkk0lcf/31AIATTzwRTz75pFGQ8+qrr0Y6ncbhhx+OdevW4fTTT0etVsPHPvYxLF68WNo7FEJi0bpDKtgFhL+QZst1qVfxAaaFJJkVJrJDuac7pMJ5uuxwi+OEeUAPi70N6651IEQFvrvTxjAcfUdIp0ZDk1rsDwh/Tk+EGOkUSptDkm2s75B0dBiyrZFOnTPvSKST7P4Iy54BwuuPXCZhXOEpnWTPhbiH58KNdApl3oXUH4UQ9V0hpP6wRjqFNYbhrEM90qmzbHRAvh2W70oggnDnXSjkbzaF2fJMeHt4h5xZ5pWwOOyww/D8889Tf9fT04PvfOc7js9TqRSuu+46x+eRSARXXHEFrrjiCsfvLrzwQlx44YXBG0xrZy4cYoEspE5iyXXZKdTrc9JDgg0jOwwGPhcOM9yJnu5kIoZMKh6Ol5S0OZQxJKlZHUQchu4lDTGyJyTSadpUjE4WQvV0N0kn2WPYE6Kx0xNS9EYmFUMyHg1tfQMhRW/kdNKpkzzdPSH1R09It3HpssPpD510Slpqe8hCuOswideGp0OIsAtP34XVH4R0CqXNIdnouuwkZuZqiEksiq/LDW8dhkXCtWz0cHS0LjsE0qkrId1JArTGMAzSqSebxO6xmfAcdCHOu45OCel0hBVCSRZSqIs/pENY55Es4YyhQTqFGiIXjuxO8s7rslPSr+IDwibKwpnTLdIpzINjOLI7aX2bZYeVp9pJKSGR5sGxk4gyXXZS+lV8RC4Qlv4Ppz/SySbpFKbHMYT+KGSToeikQogRdqFdextmekVI/RE1dEfn2Y7JRAiRPfOwZ8mWnTVIp85pM5HdSWmMQHjrMOxzBSDXllaEhUf05PVNJxNCGFRvLoW0x6vhROUC+v320mXnU0iHERIWYpt78vphV3Z4bSwaRSGXDGcM8yGPYSqE+UzaHNKcTqfi0g2HfJe+CYfSH8057fX6RyHZ+VQ4co02h9MfmZDWNxCSjs6nEImEE+mUTcdD6Y/ekPsj1DaHtlbCMYQjkXDa3GPof/mkU09I/RHqGOZCajPRdyHN6Vg0Iv2wlE7G9OKKIfRHT4j90ZNLhaKTWvo/nHUYxnwuZJOIIKR9NiTdEY1E0JNLhmajAwhnTufDOWeF2uZcCsl4VHrdjWxGjzYJ9cwisT8iGu0e0L0crGtNAaBcqeOvm0dwzBvk1cUgeHlHEcl4FMsH2de6+EFD0/DHZ3bj6DcMSvdI7x6bweR0Ba/bt8f1b71e2/XEC8M4eHk38l1J9z/2gOJMBZtfm8QRhwxIlQsAz28bR08+hcUS74YH9KvtHt00hLe9cbHrId1rP2/bPYV6Q8MBpvvtZUDTNPxp0xBWHrJIegTH6OQcdo3P4I3790mVCwBPvTyK5QM5Q+EGBRmP2XINT78yhqMPHZQi14zNr00inYxhnwH5uuMPz+zCsYctlr5Z7hydRmm2ikOW90iVCwCPPz+MQ1f0IJvWC6XJuNYUACanK3hlZxErD14UWJYdm7aOY1F3GgM9Galyq7U6Hnt+GG87zF13eMXWXXqfrlji7Z51t/HQNA1/fHY3jnz9ABKSPVbDE7MYmZjFG0LQHU9uHsGKxXmDcJeFmbkqNm0dx5Gvl6c7yBi89Ookspk4lvZnpckGgEZDwx+e3YW3HbZEejTLayPTmC3XcPA+3VLlAsBjzw3hsP370JWWa8RPlMrYtruEww/qp/4+iI56ZssYFvdmsKhbru6oVOv484vDOPYN8nXHll1FRCMR7LfYm+5wg6Zp+MMzu3HUoYOBirLSxmNofAZjxTIOXdEbtJkO/OXFERy4rGApZi8DpdkqXtg+gbe+Tr69+8L2CRSySSzpk2/vbnq1iDfu1y093fzV4RIq1QYOXCbX3gWAP23ajTcf2C+d1BorzmHHyDTedCBddwTB06+MYll/Fn2FNPfvvOonP2dlt2tNFWFBAY+wUPAPWYcGBT5UP7cX1HgsPNQYtBfUeCw81Bi0F9R4tBfUeCwsVP+3F+ZjPNwIC5USoqCgoKCgoKCgoKCgoKCg0HaY11tCOgWywxcVWlB9Oz9Q/dxeUOOx8FBj0F5Q47HwUGPQXlDj0V5Q47GwUP3fXgh7PNzkq5QQBQUFBQUFBQUFBQUFBQWFtoNKCVFQUFBQUFBQUFBQUFBQUGg7KMJCQUFBQUFBQUFBQUFBQUGh7aAICwUFBQUFBQUFBQUFBQUFhbaDIiwUFBQUFBQUFBQUFBQUFBTaDoqwUFBQUFBQUFBQUFBQUFBQaDsowkJBQUFBQUFBQUFBQUFBQaHtoAgLBQUFBQUFBQUFBQUFBQWFtoMiLBQUFBQUFBQUFBQUFBQUFNoOirBQUFBQUFBQUFBQUFBQUFBoOyjCQoGLm2++GSeffDJOPvlkXH/99QCAhx9+GGvXrsXxxx+PG264wfGdK664AnfccYfls5///Oe48sormc/ZsWMHzj77bJx44om49NJLMT09DQDYvHkzzjrrLJxyyik444wzsGnTJolv115Y6L5+6aWXcOaZZ2LdunU499xz8dprr0l8u87DQo8Hwa5du3DMMcfg1VdflfBWnYOF7v9HH30Uxx57LE455RSccsop+PSnPy3x7ToPCz0epVIJn/zkJ3Hqqafi1FNPxTPPPCPx7ToDCz0Gp512mrEeTjjhBBx22GEYGRmR+IadhYUej8nJSVx00UVYt24dTj/99D3aPhLBQo/Hli1bcM4552Dt2rU499xz8corr0h8u87AfI0Bwb/8y7/gpptuMn4uFou4+OKLsWbNGpx99tkYHh4O+EadjYUeDwDYuHEjzj///ABv0YSmoMDAxo0btTPOOEMrl8tapVLRzjvvPO2uu+7SVq9erW3btk2rVqvahRdeqD344IOapmnarl27tEsuuUQ7/PDDtdtvv13TNE2bm5vTvva1r2krV67UrrjiCuazLr74Yu3uu+/WNE3Tbr75Zu3666/XNE3TzjzzTO23v/2tpmma9vDDD2tr164N85UXDO3Q1+ecc4720EMPaZqmabfddpv2iU98IsxXbmu0w3homqbV63Xtwgsv1FauXKlt3749xDduL7RD/996663ad77znZDftDPQDuPxmc98Rvva176maZqmPfTQQ9rpp58e5iu3HdphDMxYv369dsstt4Twpp2BdhiPG264wfj3Aw88oJ155plhvnJbox3G48wzzzRkPfHEE9q6devCfOW2w3yOQbFY1D796U9rhx9+uHbjjTcan3/pS1/Svvvd72qapmm/+MUvtMsuuyy8F25zLPR41Ot17dZbb9WOOeYY7Zxzzgn8PirCQoGJgYEBXHnllUgmk0gkEjjooIOwZcsWrFixAvvuuy/i8TjWrl2L++67DwBw11134b3vfS/WrFljyHj00UfRaDSwfv165nOq1SoeffRRnHDCCQB0Lw6R+aEPfQirVq0CALz+9a/Hzp07w3rdBUU79PW//uu/YtWqVWg0GtixYwcKhUKIb9zeaIfxAIAf/OAHePvb347e3t6Q3rQ90Q79/9RTT2Hjxo049dRT8dGPfnSP1T0iWOjx0DQN999/Py6++GIAwKpVq/DVr341xDduPyz0GJjxyCOP4LnnnsNFF10Uwpt2BtphPBqNhuHdn52dRTqdDut12x7tMB6bNm3CiSeeCABYuXIlhoaGsH379rBeue0wX2MAAA888AD2339//P3f/73l8wcffBBr164FAHzgAx/A7373O1SrVclv2hlY6PHYvHkzNm/ejC9/+ctS3kcRFgpMHHLIIVi5ciUAPdTtnnvuQSQSwcDAgPE3g4OD2L17NwDgIx/5CD70oQ9ZZLzzne/Epz71Ke5GOj4+jlwuh3g8DkBfZETmaaedhlgsBgC48cYb8b73vU/a+7UT2qGv4/E4isUiVq1ahX//93/Hhz/8YZmv2FFoh/F4+umn8cc//tGxIe8NaIf+z+fzOO+887BhwwasXr0al19+ucxX7Cgs9HiMjo4imUziJz/5CU499VScd955qNfrkt+yvbHQY2DGjTfeiMsvv9zYm/dGtMN4XHjhhXjkkUfwzne+E5/73OfwsY99TOYrdhTaYTwOO+ww/OpXvwKgk3oTExN7VUrCfI0BAJx66qm4+OKLHTpoaGjIeF48Hkcul8PY2FjQV+tILPR4HHLIIbj66qvR3d0t5X0UYaHgihdffBEXXnghrrjiCuy3336O30cikUDyNU3jytQ0Dddddx3++te/4jOf+UygZ7U7FrqvC4UC/vd//xff+MY3cOmll+51hwI7Fmo8ZmdncdVVV+HLX/4yotG9V00v5Hq46qqrDIL07/7u7/DSSy9hamoq0PM6HQs1HvV6HSMjI+ju7saGDRtwySWX4B/+4R8CPatTsdB7xIsvvojx8XG8+93vDvScPQULOR5f/vKXcfbZZ+N///d/8cMf/hCXX365owbS3oaFHI9rr70W999/P9atW4eNGzfi0EMPRSKRCPS8TkTYY+AVe7MNBbTfePhFfKEboNDeePzxx/Gxj30Mn/nMZ3DyySfjT3/6k6XI1tDQEAYHBz3LPeWUU4x///znP0epVEK9XkcsFsPw8LAhs1ar4YorrsDu3bvx4x//GPl8PvhLtSkWuq/vuecerFmzBpFIBKtWrcLc3BwmJyfR19cX/OU6EAs5Ho899hhGRkZw6aWXGs+6+OKLcfPNN+PAAw8M/nIdgIXs/0ajge9+97sOjwHxqu2NWMjx6O3tRTwexwc+8AEAwDve8Q7MzMxgdHQU/f39wV+uQ7DQewQA/OY3v8FJJ50U7EX2ECz0eDzwwAO46qqrAABHHHEE+vv7sXnzZhx++OEB36wzsdDjUavV8K1vfQvJZBKNRgP/9V//heXLlwd/sQ7CfIzBnXfeyfy7wcFBjIyMYMmSJajVaiiVSujp6fH8vD0FCz0eMrH3Wl8Krti5cyf+4R/+ATfccAOOO+44AMBb3vIWvPLKK9i6dSuWL1+Ou+++Gx/84Ac9y7ZP8KOOOgr33HMP1q5diw0bNhh1K6677jqUSiX88Ic/RDKZDP5SbYp26Osf/vCHiMfjOP744/GHP/wBvb29ey1ZsdDj8Td/8zf47W9/a/zNe97zHnzve9/ba4yfhe7/aDSK//7v/8aKFStw0kknYcOGDXjLW96CTCYj5f06DQs9HslkEm9/+9vxq1/9CmeddRb+8pe/IJPJ7FW1XRZ6DAj+8pe/yKn43uFoh/E49NBD8Zvf/AannHIKtmzZgqGhIRxwwAHBX64D0Q7jccMNN+Ckk07CmjVr8LOf/QxvetOblI4KaQxYWL16NTZs2ICPfvSjuOeee3DUUUftlVEuQHuMh0wowkKBiVtvvRXlchnXXnut8dmZZ56Ja6+9Fv/4j/+IcrmM1atXG0WGguCLX/wirrzyStxyyy1YunQpvvGNb2BsbAw//elPsXz5ckte1UIslLCx0H0N6OGMn//85/Gtb30L+XweN954Y+BndSraYTz2ZrRD/1933XXGeujr6zOuBNsb0Q7jcfXVV+MLX/gCbrvtNsTjcdxwww17VahvO4wBAGzfvh2LFy8O/IxORzuMx7XXXosvfOEL+P73v49kMonrrrtuj45C5aEdxuOf/umfcMUVV+Dmm2/G4sWLcc011wR+VidhPseAhcsuuwxXXnklTj75ZOTzeXz9618P7VntjnYYD5mIaLSELAUFBQUFBQUFBQUFBQUFBYUFxN7jnlBQUFBQUFBQUFBQUFBQUOgYKMJCQUFBQUFBQUFBQUFBQUGh7aAICwUFBQUFBQUFBQUFBQUFhbaDIiwUFBQUFBQUFBQUFBQUFBTaDoqwUFBQUFBQUFBQUFBQUFBQaDsowkJBQUFBQUFBQUFBQUFBQaHtoAgLBQUFBQUFBQUFBQUFBQWFtoMiLBQUFBQUFBQUFBQUFBQUFNoOirBQUFBQUFBQUFBQUFBQUFBoOyjCQkFBQUFBQUFBQUFBQUFBoe2gCAsFBQUFBQUFBQUFBQUFBYW2gyIsFBQUFBQUFBQUFBQUFBQU2g6KsFBQUFBQUFBQUFBQUFBQUGg7KMJCQUFBQUFBQUFBQUFBQUGh7aAICwUFBQUFBQUFBQUFBQUFhbaDIiwUFBQUFBQUFBQUFBQUFBTaDoqwUFBQUFBQUFBQUFBQUFBQaDvEF7oB7Yjx8Wk0GtpCN2OPQ39/DqOjpYVuxh4P1c/tBTUeCw81Bu0FNR4LDzUG7QU1Hu2FvWk8/vziMH79h20YL5XRm0vhhLfth7ceMrCgbdqb+r8TMB/jEY1G0NubZf5eERYUNBqaIixCgurX+YHq5/aCGo+FhxqD9oIaj4WHGoP2ghqP9sLeMB6PPLML/+/e51CpNQAAQ+OzeGVnEeevORTHvXHJgrZtb+j/TsJCj4dKCVFQUFBQUFBQUFBQUNiLcMdDmw2ygqBSa+COhzYvUIsUFOhQhIWCgoKCgoKCgoKCgsJehNFi2dPnCgoLBUVYKCgoKCgoKCgoKCgo7EXoL6Q8fa6gsFBQhIWCgoKCgoKCgoKCgsJehNNWH4Rk3HoUTMajOG31QQvUIgUFOlTRTQUFBQUFBQUFBQUFhb0IpLDmHQ9txmixjP5CCqetPmjBC24qKNihCAsFBQUFBQUFBQUFBYW9DMe9cYkiKBTaHiolREFBQUFBQUFBQUFBQUFBoe2gCAsFBQUFBQUFBQUFBQUFBYW2gyIsFBQUFBQUFBQUFBQUFBQU2g6KsFBQUFBQUFBQUFBQUFBQUGg7qKKbHYZHntmlqvkqKCgoKCgoKCgoKCgo7PFQhEUH4ZFnduH/3fscKrUGAGC0WMb/u/c5AFCkhYKCgoKCgoKCgoKCgsIeBZUS0kG446HNBllBUKk1cMdDmxeoRQoKCgoKCgoKCgoKCgoK4WBBIizOO+88jI6OIh7XH3/VVVdh27ZtuOWWW1CtVnHBBRfg7LPPBgA8/PDDuOaaa1Aul7FmzRpcfvnlAIBNmzbhc5/7HEqlEo466ih86UtfQjwex44dO7B+/XqMjo7igAMOwNe//nVks9mFeE3pGC2WPX2uoKCgoKCgoKCgoKCgoNCpmPcIC03T8PLLL+POO+80/luyZAluuOEG3Hbbbbjzzjvxn//5n3jppZcwNzeHz3zmM/j2t7+Ne+65B08//TQeeughAMD69evx+c9/Hr/+9a+haRr+67/+CwDwpS99CWeddRbuu+8+vOlNb8K3v/3t+X7F0NBfSHn6XEFBQUFBQUFBQUFhz8Qjz+zC+m9vxIXX/hbrv70Rjzyza6GbpKAgHfNOWLz88suIRCK46KKLsG7dOvzkJz/Bww8/jLe97W3o6elBV1cXTjjhBNx333148sknsWLFCuy7776Ix+NYu3Yt7rvvPrz22muYm5vDypUrAQCnnXYa7rvvPlSrVTz66KM44YQTLJ/vKTht9UFIxq1DloxHcdrqgxaoRQoKCgoKCgoKCgoK8w1S245EWpPadoq0UNjTMO8pIcViEccddxz++Z//GXNzczjvvPOwZs0aDAwMGH8zODiIJ598EkNDQ47Pd+/e7fh8YGAAu3fvxvj4OHK5nJFqQj73iv7+XIA3DA/r3pVHIZ/Gj+/dhJHxWSzqzeC8NW/Au47cd6GbJoyBgfxCN2GvgOrn9oIaj4WHGoP2ghqPhYcag/aCGo/2QieMx4b/fYRa227D/76Cde86ZIFaJQed0P97ExZ6POadsDjiiCNwxBFHAAC6urpw+umn45prrsFHP/pRy99FIhFomub4vp/PvWJ0tIRGwymrHfDG/Xpw3SXHWT4bHp5aoNZ4w8BAvmPa2slQ/dxeUOOx8FBj0F5Q47HwUGPQXlDj0V7olPEYHp9lft4J7WehU/p/b8F8jEc0GuEGDMw7YfHYY4+hWq3iuOP0Q7emadhnn30wMjJi/M3Q0BAGBwexePFioc+Hh4cxODiIvr4+lEol1Ot1xGIx43MFBQUFBQUFBQUFBYU9Bf2FFLXw/p5Y2+6RZ3bhjoc2Y7RYRn8hhdNWH4Tj3rhkoZulME+Y9xoWU1NTuP7661Eul1EqlfCLX/wCX/va1/DII49gbGwMs7OzuP/++7Fq1Sq85S1vwSuvvIKtW7eiXq/j7rvvxqpVq7DPPvsglUrh8ccfBwBs2LABq1atQiKRwFFHHYV77rnH8rmCgoKCgoKCgoKCgsKegr2ltp2q1aEw7xEW7373u/HXv/4Vp556KhqNBs466ywceeSRuPzyy3HeeeehWq3i9NNPx+GHHw4AuPbaa/GP//iPKJfLWL16NU488UQAwNe//nV87nOfw/T0NA477DCcd955AIAvfvGLuPLKK3HLLbdg6dKl+MY3vjHfr6igoKCgoKCgoKCw10B5wOcfpH/39H6/46HN1Foddzy0eY97VwU6Ihqt8MNejnauYdHJUDlp8wPVz+0FNR4LDzUG7QU1HgsPNQbthU4fD+IBNx8qk/Eozl9zqJQD5XyTIZ0+Hp0Oe/9feO1vmX/7wyvfMx9N2quxV9aw2BugWGYFBQUFBQUFBYW9AWF6wO1kCEkHAKBs670Ee1OtDgU6FGEhGUqxKigoKCgoKCgo7C2gHSZ5n3uBSgdQOG31QdQInj2tVgegnN4sKMJCMpRiVVBQ2NOhNlQFBQUFBYIwPeBhkiEKnYG9pVaHcnqzoQgLyVCKVUFBYU+G2lAVFBQUFMwI0wOu0gEUAN2+2NNtDOX0ZkMRFpKhFKuCgsKeDLWhKigoKMwfOiGiLUwP+N6UDqCwd0M5vdlQhIVkKMWqoLBnoxOMxzChNlQFBQUFJ8LYGzopoi0sD/jekg6goKCc3mwowkIylGJVUNhz0UnGY1iQsaGGSfrQZK97V16KbIXOw95OMCrMD8LaG1REm469IR0AUPpqodAu/e7F6d0ubZ4vcAmL97znPYhEIszfP/DAA9IbtCdgb1GsCgp7G5TxGDyKzIth73VDZsku5NN44349Xl5TYQ+A30Pk3mYI2rG3v78fhLU3qIi2vQfKIbIwaKd+F3V6L1SbF3Jv4BIWN954IwDgtttuQyKRwBlnnIFYLIY77rgD1Wp1XhqooKCg0C5QxmPwKDJRw97PhsyS/eN7N+G6S46zyFYHsj0ffg6R7WS8LgT29vf3i7D2hrBDxFm6cE/Wke36bsohsjBot34XcXovRJsXem/gEhZvetObAAAvvvgifvaznxmff/rTn8bpp58ebssUfKNdlbGCQqdD5RfqCBJFJmrY+9mQWbJHxmeNfy/0ptvJ6LS9xc8hst2M16DwOmZ72vvPF8LaG8Koi2aeE2YQXfjSqxPY+NSuPVJHtrP+71SHSKftC3Z0Yr/LbrPIGPrdG2TND6EaFsViEWNjY+jr6wMA7N69G6VSyfPDFMJHOyvjhUKnK1OF9kG7FNVt1zkt0i5Rw97PhsySvag3Y/xbHcj8oRP3Fj+HyE40XlngjRmrrsue9P5B4FXHhrU3yK6LZp8TdlRqDTz0lx1oaM7P9wQd2c76vxMdIp24L9jRif0us82iY8jbG9Z/e2PoqStChMX555+PtWvX4p3vfCc0TcPGjRuxfv16Tw9SmB+0szJeCOwJyrRT0K6HaJloh6K67TqnRdslatj72ZBZss9b8wbj5046kLXTmurEvcXPIbITjVcWeGO27l2HUL+zJ72/X/jRsWEQC2GsfdqcsMNOVhC0o470Ci/6P+gYtAvpFSY6cV+woxP7XWabRceQtTcAbB0pc34IERZnnXUW3vrWt+KRRx5BJBLBRz7yEbzuda/z9CCF+UEnGePzgT1BmXYCZB2i2+mAxsJCF9Vt1zkt2i5Rw97PhsyS/a4j98Xw8BSAhcsJ9yOnnYgpv3vLQt7a4ucQ2YnGKwt+xmxPen+/8KtjZe0NYa59EVswGqGTFu2mI/1AVP8/+Pj2QGPAG0OArpPawSHiFXvCmaMT+11mm0XHkLY3mEHTkTLnB5eweOSRR3Dcccfh/vvvBwDss88+AIAtW7Zgy5YtOP744z0/UCFcsJRxNAJceO1v23Yhim5gXjc6GYulEw7Rdsy3Z0DGIXq+DmidOJ5mtKuB4KVdIoa93w3ZTXaY14bJnMNhEFNB5r4food3a0txam5e1qHXQ6TfedeOesVtzHhtbrd3IZiPfl5oHRsmKc3zkgK6LnzHm5dYaliQz2WQVgtNxIrq/x/fuynQGLDG8Lb/fh7VmsZ8/4V2iHiFl32hHXUkgcx+n6/3lNVm0TG07w002D+X6SDiEha/+tWvcNxxx+Hf/u3fHL+LRCKKsAgIkUktI6QMaLHlMjeH+fYk+tnogi6WMK5gDFuZhekZ8Frs0IuB57ei/0IdKBcKMjaAMOZgGJELYRhvogcymbeU+DloyD40BZ37fjzvrP743oanUK7UA61D8xzOpmOIRCIozdakzGev8y5MvRJkrfLGzG2faEd9OF/6e6HTYsJMW+B5Sc3fP3h5z7ylpAQhY7y+v6j+NxdqNkNU/7L+bnqu7visHSIk/UJ0X2hXHSn7mZ1oY7J0wmixVZuCREWSvWH9tzcK6UiZEXtcwuIrX/kKAFgIC03TUKvVkEgkPD9MoQWRSS0jj5IW2idDOS6EJ9HPRhd0sYg+UzbpEsQYd/MMuMn2088yDDyvB7SFPlB6AW9Dne8817A21E4KJRc5kPmZKzJJBtmHpqBz34/nnfXeUzPOa9FZOor2HPscNh8CwjQQWe0KS68EXau8Mbviu4+0ZWoZD3772Y8zwY4gUVhedbzo2g+z1kZYpJVMHUl7/x/e/Sz+/TcvcO0l3ruRsWKU8RDWv26RLHYsdISkX4jOp3bVkbKf2a4puzzwIifMUZFv3K/H+FzU3pMZsSdUw+Kxxx7Dn/70J3zkIx/BGWecgZdffhnXXHMNTjrpJM8PVNAhMqll5FFeeO1vqX8TxEvH2tDD9iT62ejsi4Uc0L9/17O446HN0lJKZJIuQY1xnmdARDYrP428M834oimvWAQoV+vCqUi8DZ5WgditL2ntXIhQX54nE8C857mGtaHK3JjaAby5wjqAyAyPlU0AyZj7Xg8xfox2mjH4/buexffvepZLqpoRhoHIM1J5fcuqni6CMA/oQT3I9ufIjnLx0jbe3gSwdSyPBDMjSBSWnwOV6NqXYSPON3g6UkYqal0DSrM1AMGjS+3won9ZY5hMRI32meFGhHR6OkVYtpcfO1CEFPf7zIWwMe3w8268yIlKrYEf37sJ111ynOXvATF7T5a+ESIsvva1r+Gyyy7Db37zGyxatAg33XQTPv7xj+/1hEWQCS9i4MiY+DK9dG7KXKRttD4Trbvh913IYmm1v2601byZeWmb/ZkySBcy7kGN8UW9GQxTjNH+QkpINq/gFsv4On/NoTh/zaEW47VcbXgyHHihqrTvux0oae3MZeK+jAU/ECH3yL/tvwszzzWsw5W5bWFgvg021trPpmPMA4jM8Fi/BJAMMkUW3Ip00drC01FupKr9b3mQWaeHR8zwdB/rwG/+t9d3Ez0g8/YJEbiR33aSyWtEmZf9GAD+8ZsPoVxtoFbXLO+dTER9OxNIf3zt/3sH9ZlhOZ5E174fUnWhwdKRhx/ULy0V1Qwv5CVP9/hN83Uj0AB3IqQT0wzs8OqQEoUfO/ClVycsNVq89ifvmWG9pyiCzhVW22kEt9neI2uApvNlQYiwqNfrePvb347Pfe5zeN/73ofly5ej0RAzQBYKd911F2655RZUq1VccMEFOPvss6XKDzopRAwcGYcrP146L2GvXtrG8jTTCjwBzrobQQtB8QwHgO6FcXsm6SsW7P0hMu5BjfHz1rwBN/3XX6ht/v5dz7rKbmj639O+z+vDr/1/7zDm/vpvb8T0nJOlJX0lEjlgR6XWsETG8A5grHYm4hHmu8lEUHLPS56rrHBj0qZ2NITCNthEo4aS8SgikYhBehKY1wAgLzzWKwHEi07IpmOIxyLGgY68z2mrD/J1uBH5jtuaNkNUR/FIVTN4e5HsOj0XrT2Mu97tustKoDsP/LT1L/puonOLt0+IQMQeAPxFlBHC204+sGwFgK0z3SIGWT+7fS76Hb8Escja90OqLrReZ0W9/s8TOxx/60Y2iEZwiZLxPFks0spNl7CeJ4ss9bo/eHlu2KmsBEHmJ8/hSdtLKrUGHvrLjkCp8jzbM6z3FIXfiBPzO9DebVFvhvnM+SLUhAiLRqOBJ598Eg8++CA++tGP4oUXXkC16sxBbRfs3r0bN9xwA+644w4kk0mceeaZOPbYY3HwwQdLe0ZQBeLmeZJ1uBJl6lneYPPEEzU47fJ43qJKrYEnN49avPOsuhv2v+MpUFp4Ks9wYI0n75l+wgdFxt2LMU5TPuvedQizAr/IwcEcdm3/Pusw4cX4c9vcj3vjEmYqk/k7PDKJ1c7puTqy6RiSibgxNw4/qN+VGZbhjbWDjKGIwUVg/1tZ4cZmmA9Xhx/Ujyc3jzLX1HwZv2GlsQDsPrRHDZF3dlsDQcNjRb0wtDnJm3fTc3XEIjCIcNGQ+SBh9ub+4K1przqKRqqa4ZaO5mc+8YxUUWLG3E+iB347RGopsJ5txruO3DfQTS1e9JbXiDIW+WDfj4PAnoLg5ypPkaglUYLYz1W/fkjVsAheL3JZUa808MbZSwSXyN7opXaIm73qFkHjpb/8kGl2eLUVeH8PiOt/u11ObC87/M5P1hzg2dCs34n2Jy8FmjgHZL8nILbu/EScAK1xY+mU89a8gdmuMO0zMyKaprkcjYD7778fX/va13DyySfj4x//ON7znvfgs5/9LN773vdKa4hM/OIXv8Cjjz6Kr371qwCAb33rW9A0Df/n//wfoe9/8IMfwq5du7h/03vsJxGJRByfa5qGRqWI2W2/R2X0Oco3W0j2H4rMfn+DaLLAlKXV9DCcSDzDlWuWJfp3ZtkAqG1otaUBICL0zsn+Q5E98AREYmKFWTVNw/gf/6/xM69vzX9nfy/eM7V6FVqjimiiy/G7enmSOwbmZ5r7D9AQiUSp3+GNm8i4o1Fjv0ujBq1eoY6bVq/in849Fp/92FnU77r2U1MdsOZQ9xEXIZbqdnyvXp7E5BPfd/07TWtQ+0z0+/a2svrZ7ftavYrpl38NAI7+IL8zj5fb39jBmsPG913GkDdXxfo52Bw0y2H93q0P7M8R1Ys0+NEJZmzc+Hu84x1/Q/2d6Jx2+3uiI0Xe03V+MtahVf845w2ice540t6L9/6z235Pnfui89MM0X4W2T9I22h7mVabRSSWRCTa8sfY56qsPYa2BkR0F2/PYYFnW4j2mbmfeWtCBCLvaQaZ06x+F+kL8/i46ViCRnUGkWjCMW7loaeQGnyz9XNbO9x0nMicEB2be24+z9d40HRs9uCTA+lLt+c53tnFbmBBdK2wdAppj1kP2Ne+F3myxhPw1tdu+6TXPYoGWftcvTwJAL51OW+fMvcZ0U8iNoSIXW59jpgdyoPbvBN5T9Z5jPaeQfcf3rjRznD2Pv+fX36fqZ+C2mcES5Yswe23/4z5eyHCwo56vY5YLOb1a/OG7373u5iZmcHll18OAPjZz36GJ598El/+8pcDyX3w8e348b2bMDI+i0g0ggaHwkslYvg/H3oL3nXkvq5yL/zK/dRcUlFZDz6+HTf/7K8oV+vc79D+Lihoz3F7HxoGejM4b80b8K4j92V+f6A3gx9+jn6Vrsgz810JVKoNaj/9+N5Nrs/00n+pRMx1PHjved6aNxhzLdelK6jSTBW5rgRmyzVLWDevzQTmuWuXB9Cr9ovOIS9/x+q7CIBf/t9TuN9nwe9cH2iGuLHmTZ7TN+T7rH7mzcU8ZwzJ2AMQ6ud1n7yTWc3cjlg0gq50HKWZKhaZ5pjXtWpvL2tNis4VEfjRCaJg9aF9ThKIzC3WnDSvQbd1bJcFOOeEHVGXfQlovZfbXI2AXeeAB7MuN8PLfOC1zW0OicwV1t9EoxFoDc1YH6x2jYzPcv/GbZz89K1ffQP4X3c8eLUnROamG0TG0Azz2rGPG6vf3OaAHaJzwm2t0XSNV7g9R4a+DGqvmuG2f/mZt0H72m08Re1b0b4W0Ysy9lJeX9N0Nm9fBCC0Z/L0LEsXmNvi571F5tR7j1qOBx57lSmXNQdYn3t9T/KOPP1pf09RG4jXZ9+47c/S15uXtgWFEGExPDyMz372s9i6dSt++tOf4oorrsA111yDwcFBaQ2Rie985zuYnZ21EBZPPfUUrrrqKqHvj46WHJNMJCfdDl6xJq+yebJ49+Gav8P6O79gVdz1i2Q8ivPXHArAWZSI9kwzeOHGZly09jDh9A7SHnNdBpH346V0eH2mHSJtiAC49cr3GD8HeTfavBOtDM8KWffzHDcE/b5f/NCln80gfS7aByL9HGRNJ+NRbk64KMx9YIaXOeUGP2uFfO+OhzZjrFhGH0N38PpQJEWIF0rOm/OxCJBJ08NGabIAsZBVXqqEuV0ie06QuUUbG5HxsMNr+DlvLyBzVWTP9TK/aPsJT/eIjgGtLV71GqvPBgbyGB6ecn0XHkRTP2WCV7zQvKbc3kFknsgGS9dEI4CmAV0B0u5E95+gIdoitpbbfuymG4mMIGmHovsPa97b1weByPt76eug7RSFm63gxSYE6HuRvc28vuLtU8l4FP/44ZX40d3PeLYhRPdznu6m2RqsFOTz1xzKrbtES+sXTWszv6cXfcXSy6Lp5rS+Za0H8jw/9pkd0WgE/f055u+Falh86Utfwvve9z785Cc/QXd3Nw499FB87nOfw/e+9z3hhswnFi9ejMcee8z4eWhoKDC5wso35U0A2mQUqSYsKsvtd6J1BfyCTGo/ZA4NrMJ1ZrBy5USMa5JrbP7eI8/sMhScOe+Mdv2pjMMCrf12xcK7clWkDfbiOCL5ZV7mHSv/lFWPAvB3v73zOd4KWJLv+9l4RWDPaxWtMC5aB0Skn73ewmCGjJxwXn63jLxbAtFaPGaI5uyKFsliPZ93dTRvbOqa7tFIJWKufeKlzxLxCDN/llc8l/ZM1v6WTccsNQfsYOWvkjnt5bDsNd9bJA/dPp/85KGLFNtjGXK0fZ91S4iXukm0d/bjNBGpY2LX8XZ5boSeG1iEnluNGfueY69N5LVQtky45dt7vcLcDNH9JyhEbC3771nzi3cIDNpWkYLzvHnPqinCK/LY0CBkx5khuk961YN2iNSuMus7Xp0G3t5ihltxSpbdUanp12j6sSFY426fU6z+ZNnLvEKdou8pYgey3lO0vor53ey2o4geni/7zA+ECIvXXnsNH/7wh3HbbbchkUhg/fr1WLt2rdSGyMTb3/523HTTTRgbG0Mmk8H9998fOB2ENYgNzVuhHjcDx+1wRYPo8/14zEQKUXktHsY71JP28fqDZki6KWORqwWn5+pIxqN49xHLmpuo9YDIurWF9JGI18DeftHDP4HIGA6Pz1oK94kofS/KkEC00A7PyBbZ3EUIPV473QwXPwd+2nxitS0Ca4VxXl+LFlIUIfdEMFoseyKGzHArAOxnTgHswyuNAOMVShWdn27zi1YU0Lw+eQasCCngdsMEeQb5ezcQPXbR2sMs7+XVWALouj8Zj+Ks97/eIpsG0fkou8K4yEGFyCbyeaQTCyLzy82Q83oI8bLXhnmDFuvKUgKRvuXBLYrMrP+8FAy0X2doh0ifBfF0ixBltPcUkc+bq14j2mjwGvFohp+i5kEhcojizft17zqEKpd3IAYgZMeZ4XefFIF9rr7jzUuMIto0mD+nEarmq+rtbaWNG08XEx3B0g8j47O++ibo4Zl31mP9PW0Pt78nYLVbvN50JbqvmeHH0e533gUl1EQgRFhEIhHLNaalUqmtrzVdvHgxLr/8cpx33nmoVqs4/fTTcfjhhweS6cagiUwkEQPHz6QU/Y6oN1YkPMos220DI4fS6dmaEQbMC4s3g6dYecpY5EYDr0wq69YWmjfAa0SA6OFKdAxFDlRBlaHoQYWlNFteWvfNXcRjyYKo4SJ6wGLNJ1Y/2yNeWH3NuodelNzzm7ZGQOunILeEsObqaNF6E4Y9fJF2naG5fbyrO83t8hM1xDKeeNfMssZTZBxI1BfAnoN+yDW3A52bl5D1Oe3A7YdkN0N2hXE/Bqsfw9iPZzToXfVBdZRXuaNF+g1a5t/7PZDRonRo+6kfQszL3m5up6yoLR68kjlextwLEe5l3nnZW7yQ+WbCPAy4yfYyt1i3XdjJNa+6zI/tZW8PbUxpc3XjU7tc01LNMPcf7ap68h1e6orZLqe1k2c3nfrOA3z1TZA55dWxS9vDRcbDjaywv6fbM2jzgUe+8EiWdoUQYXH88cfjn/7pnzA1NYX/+I//wM9+9jOsWbMm7LYFwtq1a6VGgbgxhYC7geSH1RTZXES/Q2NM3Q4gIrJ5G6VZkdnDgEUWC8/YYSnjsJjU6bk6swaGGX4iArwYv2bZvKgOtwOVF2XIeocgpBPvEMh6rl/2nLeBiR743UJVWf1svw6KN4Y0Y0f0uj3e+rYTAaRtPK9zUPDWAcvjKTInRA9Qfg6hXo0VYnCTdrmtSTPM/U871LqRa+R3oilGZnglWRoaO6/fr8Ht1k4v42CH13nMewfWeHidXzIOu27z0284Pe9d3MbB74HMHqXjlQj2QybxDgkiUQiyyTWR/hUl/rwS4YD4vGPpXF7Iu/3vwooiCAK/0dHmKLag5Jofm0ZEl/DmalgOKh5J4kU/AHqk8B0PbXYlPGRD1CkIsPdwGtyiHUTPY14iylhR4aIkS7tBiLD46Ec/ig0bNqDRaODhhx/GGWecgQ9/+MNht62t4Da4IgaSqHL0c2gQ/U4Ysv0oP9HFwpIt455xr15Gssi99LNoRICXDZ3WBt6hxQuhJcvIt7+D10MgD7x2ygzXFY0ocPO8vOvIfR3FiryMYUOjF26ira+w+sYvSHtYYd08j6cZ5u+KHqBkRqslE1Hmxg+w+51l+PD6X4RcM0PUW2aXY/6uG8kSZgiuF90X1hxmvQPgTIfg1Y/hzS8Zh12eMR2kP3jvIhJ9FuRA5tZeP+vYz97Og1s6hF9yze1w5IX480qEe5l3QSMkgpKaYUFmdDTgP8rFq+0l0h63MSNyZDqo/Mw1N8eGV0dkUIg4HAF5UWw8Z4AoWP3OigoXJVnaDUKEBQCceuqpOPXUU42fN27ciHe8I3heXCch6OC2q9IOijC83m6y/XgV7WCNB6sQlJ9xCkrMiD7TbTMJOndFisV6fTe3Q6CfNsoM1/XzTJbnRQS8MRTxYrlhITcnPx5PM8xzQoQAsxtlY8WyUYHfS70U1sEVkEfKBoVf3SFKsoQdgivaftm1LuygvQMvxNteP8ZtfGUcdsOaU25yRWus8OT7baOfd5a5t4ve4uYHLB3l55YQIs+LM0MUQSMk/M7bsEl20XaJrt0wo1y8tke2TSiip/3qODfHht8IJr/gtQcQL2Zs/05YUUa8KGaRqPBOAZewePrpp/GVr3wFPT09+OpXv4q+vj7s2LEDV199NX7/+9/jySefnK927hGYLwN2IRDmYUiWV5Em1yzLPB4HL++RNk5BiJkgnjdZZJhIsVgeZB4CeZAdrjvfz3RLO+tkPeHV42mGfU6IhGzajbJntk3gpv/6i6d6KTSEQcoGhcx9RYYsr4cM0WcuxPp2M8C9jK8sgzWsOcWS6+ZxnA+ni9d3lrm381LQgODvT96Nd21gEMiYdzLsi6DOANkEpZd2eYmOBsKJcvHaHtk2oYieDjrXZEcwBYXMPgzTRuf1e6fbjmZwCYsvfelLWLNmDXbs2IFbbrkFRxxxBD772c/irW99K+688875auMehT1p8iwkZC1+npE23+Mkyws1ViwbxU1lvIOMzVbmIZCFhdjsZD5zTyY0vXg8zdcZ0vrAzwHqx/duCnUOLzRkti2ILL+HDJFnLsT6lukV6+QIS/P4LERqmR/I2tv9hoW3Sz/JIhuA+d2bZB/yg4yHlz4MK8rFa3vCGDO3tRN2pHBQhEWmiyDMNdTJe4sXcAmLqakpXHjhhajX6zjhhBNw77334itf+QpOPvnk+WqfggIVe/Lhzi/C8tSEeVCQedBaiMJesp/ZzofiIJAdzeT1ADUyPkuVs1Cemz0VYUZBLMT6lmkItsueRdaLX2J7T9VRLPDmHSssfL6iA0Qga97N97jLtDuCjkfQPvSru3hXfIu0Z77HLGg/LWSkMAvt4gxwkwss/N4SNriERSaTAQDEYjGUy2V8//vfxxve8AbeVxQU5g17m+G0UFiIg4IfLATLvLcw2zIQVjSTyPcX9WYwTCEt2m0OdzrCJDcXYq3JNgQXes9qp4N0p8DPvFuI9CUeFnre+YFMuyPsKFE3+JlDIqm47Time3KkcDujXeeDTHAJC01rJRf39fUpskJBYS9EpxzKF4Jl3luY7U7HeWve0Kxh0d5zuNMRJrm5UGttTzIE93SjPQz4mXftlovfiZBpdyz0ePiZQ3vrWhWNFPaa3rHQc0AhOLiERaPRwOTkJDRNg6Zpxr8Jenp6wm6fgoLCAqOTDuULcbjYkw40eyredeS+KE7NdcQc7mSETW6qtRYMymj3B6/zrlOiEsOGzGvGg+jsdhgPWbVT1Fr1FynWDnNAIRi4hMULL7yAt73tbQZJceyxxxq/i0Qi2LRpU7itU1BQaAuog4JCp0PN4fDR7uRmuxRCXCgoo31+EDZx1wnzOMxrxr2+f6dEiZqh1iobfqJPOnEOAJ2x1ucLXMLiueeem6927LFQk01BQUFBYW9BuxJDqn5D5xrtnYYwibtOmcdhpTT4ef92J1JpUGuVDT/RJ504Bzplrc8XuISFQjCoyaagoKCgoLDw2Ftzws0Is6idghVhEXedMo/DSmnw+/7tSqSy0IkH7PmC3+iTTpsDnbLW5wuKsAgRarIpKCjs6VBRZAqdAJUTrkO0qJ1CeyLMeSxTl4eV0rA3reNOO2DPF/aW6JO9aa6LQBEWIUJNNgUFhT0ZKopMoVOgcsIV9gSENY9l6/KwDpVqHfOxNzgQ9pbok06d62HNQUVYhIhOnWwKCgoKIlBRZAqdgr3FK6ewZyOseSxbl4d1qFTrmI29yYGwN0SftMNcJ+SDaAphmHNQERYhoh0mm4KCgkJYUFFkCp2CvcUrp7BnI6x5HIYuD+NQqdYxG8qBsGdhoee6H/IhzDmoCIsQsdCTTUFBQSFMqCgyhU7C3uCVU9jzEcY87iRdrtYxHcqBsOdhIee6H/IhzDmoCIuQoRSrgoLCngoVRaagoKDQ+VC6vPPRSaSTQvvDD/kQ5hyMBpbgERs2bMA73/lOnHLKKTjllFNwww03AAB27NiBs88+GyeeeCIuvfRSTE9PAwCKxSIuvvhirFmzBmeffTaGh4cBAJVKBevXr8eaNWvwt3/7t9i8eTMAQNM0XHfddTjxxBNx0kkn4fHHH5/vV1RQUFDYK3DcG5fg/DWHGptRfyGF89ccqkhaBQUFhQ6C0uWdj9NWH4Rk3HqsU6STgl+wSAYe+RDmHJz3CIunnnoKV155JT7wgQ9YPv/Sl76Es846CyeffDK+9a1v4dvf/jbWr1+Pb37zmzjqqKPwve99Dxs2bMDVV1+Nb37zm/i3f/s3ZDIZ3HvvvXj00Udx5ZVX4mc/+xl+/etfY/PmzbjnnnuwdetWXHzxxbj33nsRj6tgEgUFBQXZUFFkCgoKCp0Ppcs7GyoNXUEm/ERdhTkHF4Sw2Lp1K773ve/hda97HT7/+c+jq6sLjz76KL71rW8BAE477TScc845WL9+PR588EH89Kc/BQB84AMfwFVXXYVqtYoHH3wQl112GQDg6KOPxvj4OHbs2IGHHnoIJ510EqLRKA444AAsW7YMTzzxBI4++uj5flUFBQUFBQUFBQUFBYXQoUgnBVkwkw+it4SQ74UxB+edsBgYGMDFF1+Mww8/HN/4xjdw1VVX4YorrkAulzOiIAYGBrB7924AwNDQEAYGBvTGxuPI5XIYGxuzfE6+s2vXLgwNDWFwcNDxuYKCgoKCgoKCgoKCgoKCAh+EfBgYyGN4eGpB2xIaYXHvvffimmuusXx24IEH4kc/+pHx80c+8hG8733vw6c+9SnH9yORCFN2NEovvRGNRqFpmvDfs9Dfn/P09wriGBjIL3QT9gqofm4vqPFYeKgxaC+o8Vh4qDFoL6jxaC+o8VhYqP5vLyz0eIRGWKxZswZr1qyxfDY1NYUf/ehHuOCCCwDoBTLj8Tj6+vpQKpVQr9cRi8UwPDxsREkMDg5iZGQES5YsQa1WQ6lUQk9PDwYHBzE8PIwVK1YAgPGdxYsXG4U5zZ97wehoCY2Gk/hQCIZ2YOj2Bqh+bi+o8Vh4qDFoL6jxWHioMWgvqPFoL+yt4/HIM7vaogbG3tr/7Yr5GI9oNMINGJjXW0K6urrwgx/8AH/9618BAD/5yU/w/ve/H4lEAkcddRTuueceAPpNIqtWrQIArF69Ghs2bAAA3HPPPTjqqKOQSCSwevVq3HnnnQCAxx57DKlUCsuWLcOqVatw1113oV6vY+vWrdiyZQve/OY3z+drKigoKCgoKCgoKCgodAQeeWYX/t+9zxnXUo4Wy/h/9z6HR55RafUKC495rWERi8XwzW9+E//8z/+Mubk57L///rj++usBAF/84hdx5ZVX4pZbbsHSpUvxjW98AwBw2WWX4corr8TJJ5+MfD6Pr3/96wCAc889F1/4whdw8sknI5lMGnJOPPFEPPnkk1i3bh0A4Oqrr0Y6nZ7P11RQUFBQUFBQUFBQUOgI3PHQZsuNEABQqTVwx0ObVSFPhQVHRKMVfdjLoVJCwoEK8ZofqH5uL6jxWHioMWgvqPFYeKgxaC+o8Wgv7I3jceG1v2X+7odXvmceW7J39n87Y69LCVFQUFBQUFBQUFBQUFBoH/QXUp4+V1CYTyjCQkFBQUFBQUFBQUFBYS/FaasPQjJuPRYm41GctvqgBWqRgkIL81rDQkFBQUFBQUFBQUFBQaF9QOpUtMMtIQoKdijCooPRLtcPKSgoKCgoKCgoKCh0Lo574xJ1jlBoSyjCokNBrh8iFX3J9UMAlLJRUFBQUFBQUFBQUFBQ6HioGhYdCt71QwoKCgoKCgoKCgoKCgoKnQ5FWHQoRotlT58rKCgoKCgoKCgoKCgoKHQSFGHRoVDXDykoKCgoKCgoKCgoKCjsyVCERYdCXT+koKCgoKCgoKCgoKCgsCdDFd2kIBqNLHQTXPGONy9FJh3Hr/+wDeOlMnpzKZzwtv3w1kMGFrppXHRC3+4JUP3cXlDjsfBQY9BeUOOx8FBj0F5Q49FeUOOxsFD9314Iezzc5Ec0TdNCbYGCgoKCgoKCgoKCgoKCgoKCR6iUEAUFBQUFBQUFBQUFBQUFhbaDIiwUFBQUFBQUFBQUFBQUFBTaDoqwUFBQUFBQUFBQUFBQUFBQaDsowkJBQUFBQUFBQUFBQUFBQaHtoAgLBQUFBQUFBQUFBQUFBQWFtoMiLBQUFBQUFBQUFBQUFBQUFNoOirBQUFBQUFBQUFBQUFBQUFBoOyjCQkFBQUFBQUFBQUFBQUFBoe2gCAsFBQUFBQUFBQUFBQUFBYW2gyIsFLi4+eabcfLJJ+Pkk0/G9ddfDwB4+OGHsXbtWhx//PG44YYbHN+54oorcMcdd1g++/nPf44rr7yS+ZwdO3bg7LPPxoknnohLL70U09PTAIDNmzfjrLPOwimnnIIzzjgDmzZtkvh27YWF7uuXXnoJZ555JtatW4dzzz0Xr732msS36zws9HgQ7Nq1C8cccwxeffVVCW/VOVjo/n/00Udx7LHH4pRTTsEpp5yCT3/60xLfrvOw0ONRKpXwyU9+EqeeeipOPfVUPPPMMxLfrjOw0GNw2mmnGevhhBNOwGGHHYaRkRGJb9hZWOjxmJycxEUXXYR169bh9NNP36PtIxEs9Hhs2bIF55xzDtauXYtzzz0Xr7zyisS36wzM1xgQ/Mu//Atuuukm4+disYiLL74Ya9aswdlnn43h4eGAb9TZWOjxAICNGzfi/PPPD/AWTWgKCgxs3LhRO+OMM7RyuaxVKhXtvPPO0+666y5t9erV2rZt27RqtapdeOGF2oMPPqhpmqbt2rVLu+SSS7TDDz9cu/322zVN07S5uTnta1/7mrZy5UrtiiuuYD7r4osv1u6++25N0zTt5ptv1q6//npN0zTtzDPP1H77299qmqZpDz/8sLZ27dowX3nB0A59fc4552gPPfSQpmmadtttt2mf+MQnwnzltkY7jIemaVq9XtcuvPBCbeXKldr27dtDfOP2Qjv0/6233qp95zvfCflNOwPtMB6f+cxntK997WuapmnaQw89pJ1++ulhvnLboR3GwIz169drt9xySwhv2hloh/G44YYbjH8/8MAD2plnnhnmK7c12mE8zjzzTEPWE088oa1bty7MV247zOcYFItF7dOf/rR2+OGHazfeeKPx+Ze+9CXtu9/9rqZpmvaLX/xCu+yyy8J74TbHQo9HvV7Xbr31Vu2YY47RzjnnnMDvoyIsFJgYGBjAlVdeiWQyiUQigYMOOghbtmzBihUrsO+++yIej2Pt2rW47777AAB33XUX3vve92LNmjWGjEcffRSNRgPr169nPqdareLRRx/FCSecAED34hCZH/rQh7Bq1SoAwOtf/3rs3LkzrNddULRDX//rv/4rVq1ahUajgR07dqBQKIT4xu2NdhgPAPjBD36At7/97ejt7Q3pTdsT7dD/Tz31FDZu3IhTTz0VH/3oR/dY3SOChR4PTdNw//334+KLLwYArFq1Cl/96ldDfOP2w0KPgRmPPPIInnvuOVx00UUhvGlnoB3Go9FoGN792dlZpNPpsF637dEO47Fp0yaceOKJAICVK1diaGgI27dvD+uV2w7zNQYA8MADD2D//ffH3//931s+f/DBB7F27VoAwAc+8AH87ne/Q7ValfymnYGFHo/Nmzdj8+bN+PKXvyzlfRRhocDEIYccgpUrVwLQQ93uueceRCIRDAwMGH8zODiI3bt3AwA+8pGP4EMf+pBFxjvf+U586lOf4m6k4+PjyOVyiMfjAPRFRmSedtpp+P/bu7uQpv44juNvdQ2ElqmgBaMoCCQiCbzpyVFE4KwUgugBvPDCEskYBBMpg4m0QTgYSlS0i+gBqosFuYuyroweKDDozqKii2hNexqVsOn/Ihr/8m/R/6zOOZ3P60p0nK/f38ezc/Y75/wsKSkBIBaLsWnTpoL1ZyVWGGuXy8X79++pr6/nwoUL7Nixo5At2ooV8nj06BF3796dcUB2AiuMv8fjoaWlhUQigc/nIxAIFLJFWzE7j/HxcdxuN2fPnqW5uZmWlhZyuVyBu7Q2szP4t1gsRiAQyB+bncgKebS2tnL79m3WrVvHoUOH6OzsLGSLtmKFPJYvX87Q0BDwZVLv7du3jnok4U9lANDc3ExbW9uM96BUKpWv53K5mDt3LhMTE0ZbsyWz81i2bBl9fX2UlZUVpB9NWMhPjY2N0draSjAYZNGiRTN+XlRUZGj709PTP9zm9PQ0kUiEhw8f0t3dbaiW1Zk91vPmzWNkZIT+/n7a29sd96Hge2bl8enTJ0KhEL29vRQXO/dt2sz9IRQK5SdId+3axePHj/nw4YOhenZnVh65XI50Ok1ZWRmJRIK9e/fS0dFhqJZdmX2MGBsb482bN2zYsMFQnb+FmXn09vayZ88eRkZGiMfjBAKBGWsgOY2ZeYTDYa5du8a2bdu4desWNTU1zJkzx1A9O/rdGfwqJ59DgfXy+L9cZv8CYm0PHjygs7OT7u5uGhsbuXfv3jeLbKVSKaqqqn55u01NTfmvL1++TCaTIZfLUVJSwuvXr/PbzGazBINBXr16xZkzZ/B4PMabsiizxzqZTNLQ0EBRURH19fV8/vyZd+/eUVFRYbw5GzIzj/v375NOp2lvb8/XamtrY2BggKVLlxpvzgbMHP+pqSlOnDgx44rB16tqTmRmHuXl5bhcLrZs2QLA2rVr+fjxI+Pj41RWVhpvzibMPkYADA8P4/f7jTXylzA7jxs3bhAKhQBYtWoVlZWVPHnyhJUrVxrszJ7MziObzTI4OIjb7WZqaoqLFy/i9XqNN2YjfyKDK1euzPq6qqoq0uk0CxYsIJvNkslkmD9//i/X+1uYnUchOffsS37q5cuXdHR0EI1GWb16NQC1tbU8ffqU58+f4/V6uXr1Ktu3b//lbX//B15XV0cymWTr1q0kEon8uhWRSIRMJkM8HsftdhtvyqKsMNbxeByXy8XmzZu5c+cO5eXljp2sMDuP9evXc/PmzfxrNm7cyMmTJx1z8mP2+BcXF3P9+nUWL16M3+8nkUhQW1tLaWlpQfqzG7PzcLvdrFmzhqGhIXbv3s3o6CilpaWOWtvF7Ay+Gh0dLcyK7zZnhTxqamoYHh6mqamJZ8+ekUqlWLJkifHmbMgKeUSjUfx+Pw0NDVy6dIkVK1boPeo3ZTAbn89HIpFg3759JJNJ6urqHHmXC1gjj0LShIXM6vTp00xOThIOh/Pf27lzJ+FwmP379zM5OYnP58svMmTEkSNH6Orq4vjx4yxcuJD+/n4mJiY4d+4cXq/3m+eqzNhRfjezxxq+3M54+PBhBgcH8Xg8xGIxw7Xsygp5OJkVxj8SieT3h4qKivy/BHMiK+TR19dHT08P58+fx+VyEY1GHXWrrxUyAHjx4gXV1dWGa9idFfIIh8P09PRw6tQp3G43kUjkr74L9UeskMfBgwcJBoMMDAxQXV3N0aNHDdeykz+ZwWwOHDhAV1cXjY2NeDwejh079ttqWZ0V8iikoun/eiBLRERERERERMREzrk8ISIiIiIiIiK2oQkLEREREREREbEcTViIiIiIiIiIiOVowkJERERERERELEcTFiIiIiIiIiJiOZqwEBERERERERHL0YSFiIiIiIiIiFiOJixERERERERExHL+AawW88t76bW0AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1080x504 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f.seasonal_decompose(diffy=1,train_only=True).plot()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8ca541b0-d97d-4f33-8bf7-bd0845a6a8dc",
   "metadata": {},
   "source": [
    "This doesn't give us a very different view of the data, but reinforces that there is strong autocorrelation in our dataset. Some of that can be controlled by using the series' first difference.\n",
    "\n",
    "You can see below all functions available to plot the information in the object:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "be03c8f6-2af6-4fa7-8748-bc72f414326c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "plot_acf\n",
      "plot_pacf\n",
      "plot_periodogram\n",
      "seasonal_decompose\n",
      "plot\n",
      "plot_test_set\n",
      "plot_fitted\n"
     ]
    }
   ],
   "source": [
    "print(*f.get_funcs('plotter'),sep='\\n')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "498a0c10-492c-4672-afd2-33edcd49945f",
   "metadata": {},
   "source": [
    "All setter functions:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "ec10bdc3-171b-4f72-969f-f94de17293cf",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "set_last_future_date\n",
      "set_test_length\n",
      "set_validation_length\n",
      "set_cilevel\n",
      "set_bootstrap_samples\n",
      "set_estimator\n",
      "set_validation_metric\n"
     ]
    }
   ],
   "source": [
    "print(*f.get_funcs('setter'),sep='\\n')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e501d15f-8873-4486-8712-fdea3ff0513c",
   "metadata": {},
   "source": [
    "All getter functions:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "4a00a8f5-ec02-4e98-a4c7-0c5c05d4014f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "get_regressor_names\n",
      "get_freq\n"
     ]
    }
   ],
   "source": [
    "print(*f.get_funcs('getter'),sep='\\n')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1d0451f1-f017-4aa0-b93c-52fe66912a01",
   "metadata": {},
   "source": [
    "### HWES\n",
    "[Back to top](#eCommerce-Example)  \n",
    "Let's run a couple of exponential smoothing forecasts using Holt-Winters Exponential Smoothing from StatsModels. Most exponential smoothing is considered a somewhat simple way to forecast time series. They are models that smooth out recent trends and predict them to the future. The added benefit of using Holt-Winters is that setting extra parameters to this basic idea, such as seasonality, is possible. We will try one HWES model with seasonality and one without.\n",
    "\n",
    "Before running any forecast, we need to generate a forecast period. We are attempting to predict 30 days into the future."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "f2d496dc-f248-47ec-b340-625bf3ad8630",
   "metadata": {},
   "outputs": [],
   "source": [
    "f.generate_future_dates(30)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f90f3591-3440-4933-9ba3-c25cad8fa803",
   "metadata": {},
   "source": [
    "To run an HWES model, we first set the estimator to hwes, then call the `manual_forecast()` function. We can run as many hwes models as we like and differentiate them by using the `call_me` argument. By default, the model will be called whatever the estimator is (\"hwes\" is \"hwes\", \"arima\" is \"arima\", etc.)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "ee9d5026-9988-4a53-8e0c-dc68cdead70e",
   "metadata": {},
   "outputs": [],
   "source": [
    "f.set_estimator('hwes')\n",
    "f.manual_forecast(trend='add')\n",
    "f.save_summary_stats()\n",
    "\n",
    "f.manual_forecast(trend='add',seasonal='add',call_me='hwes_seasonal')\n",
    "f.save_summary_stats()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8541b708-2b21-4e68-8659-4dd08d643dd8",
   "metadata": {},
   "source": [
    "We can view the results of the model by plotting the test-set predictions with the actual test-set observations, setting ci=True to show 95% confidence intervals. Any confidence level can be set by using `f.setcilevel(...)`. The intervals are evaluated with bootstrapping on the fitted values, and could be different than what is returned from the underlying statsmodels function. This is to make all forecast comparisons consistent across all model types. If the forecast shows tight confidence intervals but are less accurate on the test set, this is a good indication that your model is overfit."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "6e9568da-db44-4224-a04f-67d1e8d8e2aa",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f.plot_test_set(ci=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "55151a0b-5992-4d22-b64a-ab5df51bf3f8",
   "metadata": {},
   "source": [
    "We can see the models' performance over the 30-day forecast horizon as well:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "19cf4fab-3f4f-4348-a22d-39ddc5c2d574",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "hwes LevelTestSetRMSE: 36031.56799119545\n",
      "hwes_seasonal LevelTestSetRMSE: 29432.19251120192\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f.plot(print_attr=['LevelTestSetRMSE'],ci=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "90f26db0-b683-44c0-a7a5-758553a34952",
   "metadata": {},
   "source": [
    "You may have noticed we called a function save_summary_stats() after running each ARIMA model. Most models allow feature information to be saved from them using `save_feature_importance()` or `save_summary_stats()`. Some models don't allow either. They should be called before running a new model because they automatically save that information for the last model run only. As a rule of thumb, saving summary stats is much less computationally expensive than saving feature importance, which will be explored later.\n",
    "\n",
    "We can see the summary statistics for the better-peforming HWES model exporting the saved summary stats to a dataframe."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "649433d0-2851-4aa2-b2f0-bcabb4199994",
   "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>coeff</th>\n",
       "      <th>code</th>\n",
       "      <th>optimized</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>smoothing_level</th>\n",
       "      <td>0.111071</td>\n",
       "      <td>alpha</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>smoothing_trend</th>\n",
       "      <td>0.000100</td>\n",
       "      <td>beta</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>smoothing_seasonal</th>\n",
       "      <td>0.197540</td>\n",
       "      <td>gamma</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>initial_level</th>\n",
       "      <td>22137.727000</td>\n",
       "      <td>l.0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>initial_trend</th>\n",
       "      <td>190.311940</td>\n",
       "      <td>b.0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>initial_seasons.0</th>\n",
       "      <td>31545.165000</td>\n",
       "      <td>s.0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>initial_seasons.1</th>\n",
       "      <td>-1669.115200</td>\n",
       "      <td>s.1</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>initial_seasons.2</th>\n",
       "      <td>-911.148380</td>\n",
       "      <td>s.2</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>initial_seasons.3</th>\n",
       "      <td>1028.341700</td>\n",
       "      <td>s.3</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>initial_seasons.4</th>\n",
       "      <td>-20410.079000</td>\n",
       "      <td>s.4</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>initial_seasons.5</th>\n",
       "      <td>-10495.992000</td>\n",
       "      <td>s.5</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>initial_seasons.6</th>\n",
       "      <td>912.828050</td>\n",
       "      <td>s.6</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                           coeff   code  optimized\n",
       "smoothing_level         0.111071  alpha       True\n",
       "smoothing_trend         0.000100   beta       True\n",
       "smoothing_seasonal      0.197540  gamma       True\n",
       "initial_level       22137.727000    l.0       True\n",
       "initial_trend         190.311940    b.0       True\n",
       "initial_seasons.0   31545.165000    s.0       True\n",
       "initial_seasons.1   -1669.115200    s.1       True\n",
       "initial_seasons.2    -911.148380    s.2       True\n",
       "initial_seasons.3    1028.341700    s.3       True\n",
       "initial_seasons.4  -20410.079000    s.4       True\n",
       "initial_seasons.5  -10495.992000    s.5       True\n",
       "initial_seasons.6     912.828050    s.6       True"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f.export_summary_stats(model='hwes_seasonal')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6aeb7241-6223-4826-9217-960061b192d2",
   "metadata": {},
   "source": [
    "### ARIMA\n",
    "[Back to top](#eCommerce-Example)  \n",
    "Now, let's run another common, albeit slightly more advanced time-series model: ARIMA. This model uses the series' own history, errors, and stationarity to forecast. Using the output from the plots above, as well as the results from the ADF test, we can specify a 1,1,0 x 1,1,0 ordered model. The seasonal period will be 7 periods--one week."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "71ca5e52-c2d8-41d3-9c39-c2e82a17b71e",
   "metadata": {},
   "source": [
    "To run an ARIMA model, we first set the estimator to ARIMA, then call the `manual_forecast()` function. We can run as many ARIMA models as we like, and differentiate them by using the `call_me` argument. By default, the model will be called whatever the estimator is (\"arima\" is \"arima\", \"mlr\" is \"mlr\", etc.)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "ae9a2995-6c5f-4f86-b3d5-936c703e338e",
   "metadata": {},
   "outputs": [],
   "source": [
    "f.set_estimator('arima')\n",
    "f.manual_forecast(order=(1,1,0),seasonal_order=(1,1,0,7))\n",
    "f.save_summary_stats()\n",
    "\n",
    "f.manual_forecast(order=(1,1,1),seasonal_order=(0,1,1,7),call_me='arima_ma_terms')\n",
    "f.save_summary_stats()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bab0321d-2c9c-4647-8818-52324b4db1ea",
   "metadata": {},
   "source": [
    "We can view the results of the model by plotting the test-set predictions with the actual test-set observations."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "2112ae76-0832-4898-94e1-a17262789c6b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f.plot_test_set(models=['arima','arima_ma_terms'],ci=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "31898901-d27f-4b64-a3a0-0caeee14e528",
   "metadata": {},
   "source": [
    "Those models appear to capture the daily trend fairly well. Let's see how they look into future periods compared to the HWES models previously evaluated."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "c34e34ab-61e2-441c-9e31-86b11649a708",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "hwes LevelTestSetRMSE: 36031.56799119545\n",
      "hwes_seasonal LevelTestSetRMSE: 29432.19251120192\n",
      "arima LevelTestSetRMSE: 49010.85466653722\n",
      "arima_ma_terms LevelTestSetRMSE: 46563.90435412486\n"
     ]
    },
    {
     "data": {
      "image/png": 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/t27dmkceeYQXX3yRN954g1deeYUVK1ZQXl7ObbfdxpQpU5g5cyZLly7l/fffB2DUqFGMHTuWf//73xhjmD59OgDjxo3joosuYtasWXTu3JkpU6YA8Oijj9KtWzfefvtthgwZwvjx4+vqFX9yevToxfPP/5WuXY/j2GO789prr9CpU2ccx6Fr1+P44IPZ5OfnYYzhoYcmMH36i8yZ8z533z2WXr16M3LkLaSmprJ586Z9/SoiIiIiIvsNH4OF1eDLVusseFy1ahWWZXHNNdcwaNAgpk2bxty5c+nRowfZ2dmkpaVx2mmnMWvWLD777DMOPvhgDjzwQAKBAAMHDmTWrFl8//33lJeXc8wxxwBw7rnnMmvWLGKxGAsWLOC0006rchxg9uzZDBw4EICzzjqLDz74gFgsVlev+ZPSq1dvNm7cwNFHH8Phh7fHdWP06tUHgPbtj+DKK6/hhhuu5dJLL8D3DZdccgU9epxAOBzm0ksv4De/uZx+/fpz2GGH7+M3ERERERHZf8SDx3jH1YaszspWCwsL6dmzJ3fddRfl5eVcdtllnHHGGVVKSFu2bMlnn33G5s2bqx3ftGlTteM5OTls2rSJ/Px8MjIykuWwFceBKtcEAgEyMjLIy8ujVatWuzz25s0zqvx582Y7vh6xHuzKc44//niOP/745J/vvPPu5M8ffrgg+fOsWf+tct3gwecyePC51e43bty9ezJU+RH25PfJtm1yclRO3JBp/honzXvjpvlvfDTnjdPO5r2EKE1JA6AFGVhY9TGsva7OgseuXbvStWtXANLS0jj//POZMGEC1157bZXzKtbr7WhPjtfGtnfvP9S3bi3G97c/w/d93F1sZPNjBAJ2vTxH9q09nWff98nNLaqDEUl9yMnJ1Pw1Qpr3xk3z3/hozhunXZn3PKuMD1JW08VtxaZYIc5PeNML27aqJdOSn9XVQxcuXMi8efOSfzbG0K5dO7Zs2ZI8tnnzZlq2bEmrVq126Xhubi4tW7akWbNmFBcX43leleMQz1pWXOO6LsXFxWRnZ9fVa4qIiIiIiPyg/wutYkLGh2y0ixt04WqdBY9FRUVMnDiRSCRCcXExr7/+Og8++CDz5s0jLy+PsrIy3nnnHfr27UuXLl349ttvWbNmDZ7n8dZbb9G3b1/atWtHOBxm0aJFAMyYMYO+ffsSDAbp1q0bM2fOrHIcoF+/fsyYMQOAmTNn0q1bN4LBYF29poiIiIiIyA/aZkUAKLViDbrjap2VrZ500kksWbKEc845B9/3ueiiizjuuOO48cYbueyyy4jFYpx//vkcffTRANx///2MGDGCSCRCv379OP300wGYNGkSY8aMoaSkhE6dOnHZZZcBcOeddzJ69GieeOIJ2rRpw8MPPwzA7373O0aPHs2AAQPIzMxk0qRJdfWKIiIiIiIiO1VmxRt4RvAadPBomZoWEDZyO6553LhxDa1bH1znz9Wax8ZhT+e5vn4PpW5oHUzjpHlv3DT/jY/mvHHalXm/P+1DHk7/iD8Un8CwsuNI46dbGblP1jyKiIiIiIgIlFsuALEGnnlU8CgiIiIiIlKHyogHj1HLw1gKHqUeffLJQoYP/82+HsZP1oYN6zn//IH7ehgiIiIiIsD2NY9Ry2vAeUcFjyIiIiIiInWqomw12sDLVuus2+r+KvrGf4j94506uXfK+afhDOy/S+cWFBRwyy038P336zjooINxXY/zz7+Qnj1P4Mkn/8Ty5V/z0EOPs2XLFm688bdMnTqdt99+i7///SV839ChQ0duuulWHMdhwoRxrFq1EoDBg4cwaNDgWp+7cOF8pkx5HMuyyMzM5K677iM7O7vGe4fDYV577RVmzZpJeXkZtm0zbtwEDjnkUCZPfpQFCz7GcWx69+7HVVf9hvLych544F5WrFiObdsMHXoJZ5xxFjNnvsnHH8+lsLCQ9eu/p3v3Htxyy2hc1+Whh+5n1aqV5OXlcdBBB3PffRP3ylyIiIiIiOwtZYngMWL5DTp4VOaxgdq0aSM33XQrf/vbq+TlbaVXr94sWrQAgCVLFrNmzbd4nsfHH8+lZ88TWLVqJW++OYMnnniG5557kaZNm/HSS1P5/PMlFBYW8uyzL/Loo1P4/PMlP/jc55//K6NG/YG//nUqJ5zQl+XLl9V675KSYj744H0mT36SqVOn06fPibz++t/ZuHEDH300l+eff4knnniGdeu+IxKJ8MwzT5KVlcXUqdN57LE/88wzf2HFim8A+Pzzzxg/fiLPP/8yc+f+j5UrV7B06WcEAkGefPJZXnnldSKRcubN+7DOv3sRERERkd1RUbba0BvmKPO4m0Jnn0zo7JPr5N67s4XD4Ye3p23bdgAcfPChpKWlsWjRfEpLS5KfL1++jI8+mst5513A4sULWbfuO4YNuxIA141xxBEdGTz4fNauXcNNNw2nR48TuO66ET/43N69+3LbbaPo06cfffr0o3v3Hrz22is13js9PYO77rqXd999h+++W8vHH8+lffsOtGiRQzgc5rrrrqJXrz5cc811hMNhFi1ayOjRYwHIzs6mT5++LF68iPT0dI466mjS0tIBaNu2HYWF2+ja9TiaNMnitdems3btatat+46ysrLd/+JFREREROpQeaWGOQoepd45jpP82bIsjDH4vmH27P9y1FFdaNasGQsXLuDrr7/iqKO6sHz51/TvfwojR44CoLS0FM/zyMzMZOrU6SxY8DHz5n3IVVddwtSp08nMzKzxuRdeeDEnnNCXuXP/x5Qpj3PiiV+QmppW4703bdrIiBHDOO+8C+jRoxfNmjXnm2++JhAI8NRTz/Hpp58wb96HXHvtlfzxj09hTNXA2RjwvPi/aKFQeIfPDHPmvM/TTz/JkCFDOfPMQRQUFKBtS0VERETkpyZiefF/kui22kD/k1Vlq/uRHj168fzzf6Vr1+M49tjuvPbaK3Tq1BnHceja9Tg++GA2+fl5GGN46KEJTJ/+InPmvM/dd4+lV6/ejBx5C6mpqWzevKnWZ1xzzeWUlpZwwQUXccEFF7F8+bJa771s2ZcccMCBXHjhxXTq1JmPPpqL73ssX76M4cN/Q5cuXRk+fCSHHPIz1q5dw7HHdudf/3oDiK/p/N//ZtO1a7dax7Jw4Xz69z+FAQMG0bx5c5YsWYzve3v5WxURERER+XGS+zwq8yg/Fb169ebll6dx9NHHkJqaiuvG6NWrDwDt2x/BlVdeww03XIsxhvbtO3DJJVfgOA7vvfcfLr30AkKhEP369eewww6v9RnDhl3P+PHjcByHcDjMqFF/4Gc/O7zGe3uex+uvv8ollwwhGAzSqVNnVq1ayRFHdKRz56O57LILSUlJoX37DvTo0YuuXY/loYce4LLLLsT3fS677Co6dOjIypXf1DiWgQMHM27c7bz33rsEgyGOPLIz69ev57jj6uTrFRERERHZIxFre9mqy64tU/spsozq/KrZurUY39/+tWzcuIbWrQ+u8+fuzppHabj2dJ7r6/dQ6kZOTia5uUX7ehhSzzTvjZvmv/HRnDdOuzLvXZo9yQanmJ7RA3is6DQO8bMpIYaxDBkmVE8j3TW2bdG8eUaNnynzKNW88srfePvtf1U73qJFCyZNenwfjEhEREREpOEqr5R59BKZx212GQZ+csHjD1HwKNVceOHFXHjhxft6GCIiIiIi+4UoXvKfbmLNYzkeYZwfuuwnRw1zRERERERE6lBFt9XKmceK7TsaEgWPIiIiIiIidcTDx7XiAWMUD8+KZx6jdsPbJUDBo4iIiIiISB0pq5RhjFoefiKQLFPmUURERERERCqUWbHkz+WWi5dY81ixDrIhUfC4n5oz532efvrP+3oYIiIiIiKNWkkieAwYO162io+PwbUaXvCobqv7qd69+9G7d799PQwRERERkUatIvOYaUKUWjFcDC5+sutqQ6LgcTe9Ev6Cl1KW1sm9L4kdxflup52e57ouDz10P6tWrSQvL4+DDjqYESNu5LbbbiErK5tQKMxpp53B4sWLuP32uzj//IH0738qc+fOwXEchg27npdfnsa6dd9x/fUjOfnkU1m1agWPPPIgZWVl5OfnMXToJQwZMrRO3lNEREREpLEoTQSPGSZEgVWOi0cMP9l1tSFR2WoDtHTpZwQCQZ588lleeeV1IpFy5s37kLVr13DHHffw2GNTql3TokUO06ZNp0OHjkyb9hwPPzyZsWPvZtq0ZwF48803uPzyX/P00y/w+ON/5qmnqt9DRERERER2Twnbg0djQRQfz9regbUhUeZxN10YOZILI0fWyb0DARt3F/4G4phjjqVJkyxee206a9euZt267ygrK6Vp02a0adO2xmt69OgFQKtWrWnRIodAIEDr1m0oKioCYPjwkXz88TymTn2WFSu+oaysdO+9mIiIiIhII1VuxbuqZvihxJ9juPjJxjkNiTKPDdCcOe9z991jSUlJ4cwzB9GlS1dat25DOByu9ZpgMJj82XGcap/fccdoPvjgPQ455FCGDbu+TsYtIiIiItLYlFUEjyYePEYsj1ilLTsaEgWPDdDChfPp3/8UBgwYRPPmzVmyZDG+/+O6NS1YMJ+rr76WPn1O5NNPPwHA8xpeBygRERERkZ+SymseIR48luNhNcBQTGWrDdDAgYMZN+523nvvXYLBEEce2ZlPPln0o+551VXXcN11V5OZmcGBBx5MmzZt2bBhPQcccOBeGrWIiIiISONTlgwe45WAUTzKrCiOsfblsPaIZYxpeMW2dWzr1mJ8f/vXsnHjGlq3PrjOnxsI2Lhuw0tfy+7Z03mur99DqRs5OZnk5hbt62FIPdO8N26a/8ZHc9447Wze/5S6gHEZH/Cb0q48lbaY8UUn0S3Wlu+dQrq6rWnnN6nH0e6cbVs0b55R82f1PBYREREREZFGo2yHstV45jFGoAGGYg1vxCIiIiIiIg1EGfE+IhXdVqOWh4uPYxpeKNbwRiwiIiIiItJAlFsxHGORmljzGMPDxWC0VYeIiIiIiIhUKLNcgjikmHiv0ojlsdEp4vKsN1jp5O/j0e0eBY8iIiIiIiK7aJNVslvnl1kxwsYhNbHRRdTyWGcX4VmGcty6GGKdUfAoIiIiIiKyCzx81js1d1bdaBfjUr2jfjkeIeOQVmmrjiI7AkBTk1J3g60DCh5FRERERER2gY/Bw69xveJ6q4jSRGfVysqsGEEqBY+WxzYrETz6qXU74L1MweN+as6c93n66T/v62Hstr/+9UmWLFm8r4chIiIiIlJNPHg0+DUEj8VWlDKqB4/llkvYOGQQDx4jeBRakSqlrA2Fgsf9VO/e/bj66mv39TB22+LFi/A8b18PQ0RERESkmorM447Bo8EQszwKEhnFykqtGCEcAsbBMRYRy6XQjpDlh+tr2HtNwwp1fwKWLXuRZcum1cm9jzzyMtq3H7rT81zX5aGH7mfVqpXk5eVx0EEHM2LEjdx22y1kZWUTCoU57bQzWLx4Ebfffhfnnz+Q/v1PZe7cOTiOw7Bh1/Pyy9NYt+47rr9+JCeffCqrVq3gkUcepKysjPz8PIYOvYQhQ2ofy8yZbzJ37hy2bMll8+ZNXHDBr9i0aROffLKAJk2ymDTpccLhME8++ScWLVpAYWEh2dnZjB8/kebNW9R4z7fffouvv/6KBx64l/vum0Q4HGbSpAkUFm4jHE7hxhtHccQRHRk//i62bdvG999/x3XX3cCjjz640/d7551ZvPjiC9i2Tdu2bRk79h7C4Yb3L6yIiIiI7Ds+1Bg8uvh4GArtcnZc9lhqxUgxAQLGJkwAY0GJFaVJA1vvCMo8NkhLl35GIBDkySef5ZVXXicSKWfevA9Zu3YNd9xxD489NqXaNS1a5DBt2nQ6dOjItGnP8fDDkxk79m6mTXsWgDfffIPLL/81Tz/9Ao8//meeeqr6PXb01Vdf8NBDjzNlytNMnvwoPXr04vnnXwZg/vx5rFv3HWvXrubPf36Gl1/+B+3aHcA778yq9X5nnHEWHTr8nFtvHcNhhx3O+PF38tvf3sAzz/yN3//+du6887bkuVlZWfztb6/Su3ffXXq/v/zlCR55ZDLPPDONgw46hLVrV+/y9y0iIiIiAvEMow/VgkcPg4NNsRWr8lkUj4jlESaAg03IOLj4bLOiZJmGl8hQ5nE3dex4ER07XlQn9w4EbFy3eoemHR1zzLE0aZLFa69NZ+3a1axb9x1lZaU0bdqMNm3a1nhNjx69AGjVqjUtWuQQCARo3boNRUXxblHDh4/k44/nMXXqs6xY8Q1lZaU7HcdRR3UhPT2D9PQMAI47rjtA8r4HHHAgw4ffyJtvzmDt2jV88cXntGt3wC59F6WlpXz11Zfcd9/dyWNlZWVs21YAQKdOnXfr/U44oQ/XXfdr+vQ5kX79+tO+fYddGoeIiIiISAVjGTzLr9ZT1cNgEQ8qy3FJS6xvLLdcIoluqwEswsYhgkeBXc7Bsax6H/+PpeCxAYo3w3mSIUOGcuaZgygoKKB16zY/WIYZDAaTPzuOU+3zO+4YTWZmE044oQ8nn/xL/vOfd3Y6jsr3BAgEqv46LVv2FXfddTtDh17ESSedjOPYGFN9cXFNfN8nFArz3HMvJo9t3ryJJk3i/5Lt+K47e7+RI29hxYqzmTdvDvfcM5arrvoNp5125i6NRUREREQEKnVbtQyVk4++VRFOGsotN9lZtYwYUSsePDrYhHGIWC7brPIGmXlU2WoDtHDhfPr3P4UBAwbRvHlzlixZjO//uCYzCxbM5+qrr6VPnxP59NNPAH5045pPP11E167Hcc4553PIIT9j/vyP8f0fzqw6TgDP88jIyOCAAw7k3/+emRjfR1x//W/2aByu6zJ06GCys7O59NIrOf30ASxf/vUe3UtEREREGq948Fi9bLVif8d46Wo0ebzAihDDI4SNg0XYBMizy/AsQ5MGGDwq89gADRw4mHHjbue9994lGAxx5JGd+eSTRT/qnldddQ3XXXc1mZkZHHjgwbRp05YNG9ZzwAEH7vE9Tz75l9x22yguv3wojhPgsMMOZ8OG9T94zS9+0ZNJkyYwZsw47rzzXh588D5efPEFAoEgd999H5Zl7fY4AoEAv/71MEaO/C3hcAoZGZmMGXPXHr6ViIiIiDRWPgbfqr7Po5c4EjIOBVY5BxGvliu0y4laHkHjEMAmbBzWO8UANGmA3VYts6t1hI3I1q3F+P72r2XjxjW0bn1wnT93V9c8SsO2p/NcX7+HUjdycjLJzS3a18OQeqZ5b9w0/42P5nz/l2uV8lHwO3rHDqKpSQXi8750y0a+CGwmy6RQRoze7kH4GGYHVzM0+x+cW96RcSX9uDLznywKbsBYcHtxb86P/Jx2fpN9/FZV2bZF8+YZNX6mzKPU6j//eYepU5+r8bPKaxF314gRw5KNbCo755xzOeec8/f4viIiIiIidam2stWY5WFhEcAmannE8IjhEyG+DCxkHCxjkZLYqgMaZuZRwaPU6uSTf8nJJ/9yr9/3j398cq/fU0RERESkrvmWn9jnsaoYHjbxqNAA39oFNDepRC0XiAePNhYpZnv41RAb5ih4FBERERER2QUeBmOZapnHKB5OInhsblJZ42yj2I/iJc4LUT14zGyAwaO6rYqIiIiIiOwCFx8bO75VRyURy8NO1KNaWLQwaWyxS7ESAWU4kXlMTeTuMv0QgQYYijW8EYuIiIiIiOwDHj6OsZJbc1RwrXhQWcHGopXJIBE7JjOPqYn9H7NNSr2NeW9S2eoeCBTMx4pt2+v3tVKaQma3vX5fERERERH58VwMDlayHLVCDA+nhrxc5YY5lctWs30Fj42GFduGCbfY6/d13LydnvPJJwt55pmnmDz5qb3+/Nrk5W3l/vvvZcOG70lLS2fEiBvp3PloAIYMOZv09PTkuQ888DChUIjRo2+mpKSEa665ln79+gNwxx1/YOTIW2jWrHmNz1m69HP+8pcpFBQU4PseXbocy4gRIwmHU5g5800WL17E7bffVefvKyIiIiJSkwguYOHtkHmM4pOOU+38ZMMc4t1WUyuCR2UeZX81efKjdOjQkYkTH+H779dx443XM3XqK5SXlxMMBqpt2zF9+kv07XsiZ545iJtvHk6/fv355JOFHHLIobUGjitWfMPtt9/Cffc9xJFHdsZ1XR599EEmThzP2LH31MdrioiIiIj8oLsy38fG4r6i/lWOl1pRfHyyE3s/ViivvFUHVMk8GkxFVWuDoTWPDVBBQQG33HIDv/rVudx6641Eo1F+//sbmTfvQwCefPJP3HzzDQBs2bKFSy+9AIC3336Lq666mCuuuIgJE+4mEongui733DOWK6+8iCuvvIh//vP1as9bvvxrTjrpFADatTuArKwsli79nK+++hJjDNdffw1XXXUx//3vuwAEg0Gi0SiRSDmBQBBjDC+/PI2hQy+p9Z1eeukFBg06lyOP7AxAIBDguutG0KfPiXvtexMRERER+THW28Xk2qVVNuvw8Pl7yleMyPw3ZscurFY8eAzu0DAn24QxQNA0rFyegscGaNOmjdx006387W+vkpe3lYUL59Or1wksWrQAgCVLFrNmzbd4nsfHH8+lZ88TWLVqJW++OYMnnniG5557kaZNm/HSS1P5/PMlFBYW8uyzL/Loo1P4/PMl1Z7XoUMH/vOfdwBYtWoF3367iq1btxKNRvnFL3ry2GNPMH78g0ye/AirV3/LqaeezpdfLuX223/PtdcO5//+79/07NmbtLS0Wt9p+fKv6dSpc5Vj6ekZnHjiyXvxmxMRERER2XMRyyWKh1spZejhs9kuYaNTTL5VXu18gJQaGuZYQKCB5R4bVqgrABx+eHvatm0HwMEHH8q2bQX07Nmb0aNvorS0JHnO8uXL+OijuZx33gUsXryQdeu+Y9iwKwFw3RhHHNGRwYPPZ+3aNdx003B69DiB664bUe15w4ffxKOPTuSyyy7kyCOP4thjuxEMBujb90T69j0RgDZt2tK370nMn/8RF1zwKx588DEAYrEYt956E/ff/xCTJk1g8+ZNDBp0Lr17963yDNu2YYe/qRERERER+Skpt1wcLHyrcubRUGrFAFjl5NPM3V66Wk5izaOpGjxmJRrmNLTtOhQ8NkCOs30xrmVZGGNo1ao1vm+YPfu/HHVUF5o1a8bChQv4+uuvOOqoLixf/jX9+5/CyJGjACgtLcXzPDIzM5k6dToLFnzMvHkfctVVlzB16nQyMzOTzygvL+PWW8eQlhZvjHP55UNp1+4APvzwfzRv3pyOHTslzjQEAlV/pV577RUGDTqHTz5ZiOf53HvvRK688qJqwWOHDj9n2bKv6Nmzd/JYSUkx48aNZfz4iXvz6xMRERER2SNRPILYVbbqcPEpSQSP3zoFdHPbJj9b7xQRNDZZJoyNRXoieGxqUjBAwDSs4LFhjVZ+UI8evXj++b/StetxHHtsd1577RU6deqM4zh07XocH3wwm/z8PIwxPPTQBKZPf5E5c97n7rvH0qtXb0aOvIXU1FQ2b95U5b6vvvoKM2a8BsD8+R8Ri8U4/PAj2LhxPc888xd83ycvbytz5nxAr17bg7+ioiIWLVrAiSeejOvGCAQC2LZNNBqtNvYLL7yY119/lS+/XAqA67pMnvwoGRkZBIPBOvzWRERERER2TcRyiVgefqWKOa9S8LjSya9y/kqngEO8bBxsbCxOiB7IZWVHc6SbkyhbbVjhmDKPe8AEs7AiW/b6ff2Upj/q+l69evPyy9M4+uhjSE1NxXVj9OrVB4D27Y/gyiuv4YYbrsUYQ/v2HbjkkitwHIf33vsPl156AaFQiH79+nPYYYdXue+ll17JXXfdxqxZ/yItLZ3x4x/Etm3OPvs8VqxYwWWXXYjv+1x33Qhat26TvG7q1Ge55JIrAOjevQd///vLXHHFRfzqV5dWG/thhx3O2LF389hjD1FeXo7nuRx3XHdGjrzlR30nIiIiIiJ7g48havkEjVcl8+hhKLHiyZFvdwgev3Xy6R5ri2XiaxtTCXBG5PDknpANLXi0jDF1utDsgQceID8/n/vvv5+vvvqKMWPGUFxcTLdu3Rg3bhyBQID169czatQotm7dyqGHHsqkSZNIT0+nsLCQW265he+++45mzZrx6KOPkpOTQzQa5fbbb2fp0qWkpKQwadIkDjvsMIwxTJw4kffeew/btrnnnns47rjjdnvMW7cW4/vbv5aNG9fQuvXBe/NrqVEgYOO6/s5PlAZtT+e5vn4PpW7k5GSSm1u0r4ch9Uzz3rhp/hsfzfn+rZQYh+Q8TtDYTC84nxPcAwHwcuAA8zA+BgebfxZcSBCHfKuMC7JfY1jpsZwaOYy+7kGU4/Jh8DuamhRKiNHHPWgfv1V1tm3RvHlGzZ/V5YPnzZvH669v3/ph1KhRjB07ln//+98YY5g+fToA48aN46KLLmLWrFl07tyZKVOmAPDoo4/SrVs33n77bYYMGcL48eMBmDp1Kqmpqbz99tvcdtttjB49GoB///vfrFy5kpkzZ/KnP/2J0aNH47puXb6iiIiIiIg0AhWlqTHLJ1op81hIBM8yHOY1xbV81tmFAKxyCgA4xMtOdlW1sbCIZytTcGho6ix4LCgo4JFHHuHaa68F4Pvvv6e8vJxjjjkGgHPPPZdZs2YRi8VYsGABp512WpXjALNnz2bgwIEAnHXWWXzwwQfEYjFmz57NoEGDAOjevTv5+fmsX7+e999/nzPPPBPbtjn00ENp27YtixcvrqtXFBERERGRRqKiNBWgnFjy5y3Edzs42m0FwMpAvHR1VaKENb7mcXvwCPEmO+EGuIKwzoLHO+64gxtvvJEmTZoAsHnzZnJycpKf5+TksGnTJvLz88nIyEh26aw4vuM1gUCAjIwM8vLyarzXxo0b2bx5My1btqx2XERERERE5Mcos7YHjBHbxSSa5myhDIAObnOCxubbRMZxlZNPCz+NTBNKrnGsCB49yyfsN7zMY52Eu3//+99p06YNPXv25B//+AcANS2trNhmoqbjtYnvB1jz8ZruVdv5P2THGt/Nm20CgfpZzFpfz5F9a0/m2bZtcnIyd36i/GRp/honzXvjpvlvfDTn+6+VFCR/DmcFaUEGNjZ5ieDxgIwsfkZTvksppGlKGmvYxhE0J6tpKmEC5BD/3cgiFQebtmQljzUUdRI8zpw5k9zcXM4++2y2bdtGaWkplmWxZcv2DqW5ubm0bNmSZs2aUVxcjOd5OI6TPA7QsmVLtmzZQuvWrXFdl+LiYrKzs2nZsiW5ubkcfPDBVe7VqlUrcnNzqz1jd+3YMMf3/XppZKOGOY3Dns6z7/tahN+AqYlC46R5b9w0/42P5nz/9n1gGyQ2R9haWMKmSBEBbPJy4sEjhYaDwlnMD37PmsJ8vs0q4LjyNuSVl5JuguR68d+NwkA5nuXT2ksl1//p/b7Ue8OcZ599lrfeeos33niDG264gf79+zNhwgTC4TCLFi0CYMaMGfTt25dgMEi3bt2YOXNmleMA/fr1Y8aMGUA8IO3WrRvBYJB+/frxxhtvALBw4ULC4TBt27alb9++vPnmm3iex5o1a1i9ejVHHXVUXbyiiIiIiIg0ImXW9kac0Up7PRZQDkCGCXFq9GcUWVFuznwH1/I51MvGYHDM9rDLwcbHEDAqW/1BkyZNYsyYMZSUlNCpUycuu+wyAO68805Gjx7NE088QZs2bXj44YcB+N3vfsfo0aMZMGAAmZmZTJo0CYBLL72UO+64gwEDBhAKhZg4cSIAp59+Op999lmymc748eNJSUnZ6+/hLvkKU1iy1+9LdiYc1WHv31dERERERH6UMrvSmke2B4/5ibLVDBOirZvJLaU9mZg+F4DDvKb4lqnSV7Wi82pD2+MR6iF4PPfcczn33HMB6NixI6+++mq1c9q1a8fUqVOrHc/OzubPf/5ztePhcJgHHnig2nHLsrj11lu59dZb98LIa2cKS7CbZe31+/rbinb6K/TJJwt55pmnmDz5qb3+/P3Fhg3rGTFiGK+++maV43l5W7n//nvZsOF70tLSGTHiRjp3PhqAIUPOJj09PXnuAw88TCgUYvTomykpKeGaa66lX7/+ANxxxx8YOfIWmjVrXuPzly79nL/8ZQoFBQX4vkeXLscyYsRIwuEUZs58k08//YTbbruzjt5eREREROpCaaUOq5Uzj9uIAJBuggCcGv0ZpVaM/4S+5QC/CSVWLNkwB8DBwliGgFHwKPKTNXnyo3To0JGJEx/h++/XceON1zN16iuUl5cTDAZ47rkXq5w/ffpL9O17ImeeOYibbx5Ov379+eSThRxyyKG1Bo4rVnzD7bffwn33PcSRR3bGdV0effRBJk4cz9ix99THa4qIiIhIHahStprIPHr4FBIhzQSrBIhnRzpwdiReUehjqmQZHWx8o8yj1JOCggJuueUGvv9+HQcddDD33PMAY8bcyuDB59Oz5wk8+eSfWL78ax566HG2bNnCjTf+lqlTp/P222/x97+/hO8bOnToyE033YrjOEyYMI5Vq1YCMHjwEAYNGlzrsxcunM+UKY9jWRaZmZncddd9ZGdn13jvcDjMa6+9wqxZMykvL8O2bcaNm8AhhxzK5MmPsmDBxziOTe/e/bjqqt9QXl7OAw/cy4oVy7Ftm6FDL+GMM85i5sw3+fjjuRQWFrJ+/fd0796DW24Zjeu6PPTQ/axatZK8vDwOOuhg7rtvYq1jX778ay655AoA2rU7gKysLJYu/ZxYLIYxhuuvv4ayslIuueRK+vc/hWAwSElJMZFIOYFAEGMML788jbvuuq/WZ7z00gsMGnQuRx7ZGYhvMXPddSNYsODjPZhpEREREfmpKK20VUfM8jCWwTU+JcTI8EO1Xmdgh8yjTQCrQQaPDW/EwqZNG7npplv5299eJS9vKwsXzqdXrxNYtGgBAEuWLGbNmm/xPI+PP55Lz54nsGrVSt58cwZPPPEMzz33Ik2bNuOll6by+edLKCws5NlnX+TRR6fw+edLfvDZzz//V0aN+gN//etUTjihL8uXL6v13iUlxXzwwftMnvwkU6dOp0+fE3n99b+zceMGPvpoLs8//xJPPPEM69Z9RyQS4ZlnniQrK4upU6fz2GN/5pln/sKKFd8A8PnnnzF+/ESef/5l5s79HytXrmDp0s8IBII8+eSzvPLK60Qi5cyb92GtY+/QoQP/+c87AKxatYJvv13F1q1biUaj/OIXPXnssScYP/5BJk9+hNWrv+XUU0/nyy+Xcvvtv+faa4fzf//3b3r27E1aWlqtz1i+/Gs6depc5Vh6egYnnnjyLs2tiIiIiPw0VQ4eK9Y8xvApJkqG+aHg0STXOUK8bDWA3SCDR2UeG6DDD29P27btADj44EPZtq2Anj17M3r0TZSWliTPWb58GR99NJfzzruAxYsXsm7ddwwbdiUArhvjiCM6Mnjw+axdu4abbhpOjx4ncN11I37w2b179+W220bRp08/+vTpR/fuPXjttVdqvHd6egZ33XUv7777Dt99t5aPP55L+/YdaNEih3A4zHXXXUWvXn245prrEp14FzJ69Fggvt61T5++LF68iPT0dI466mjS0uJrEtu2bUdh4Ta6dj2OJk2yeO216axdu5p1676jrKys1rEPH34Tjz46kcsuu5AjjzyKY4/tRjAYoG/fE+nb90QA2rRpS9++JzF//kdccMGvePDBxwCIxWLceutN3H//Q0yaNIHNmzcxaNC59O7dt8oz4vuKVt9vVEREREQatnKqdls1gGdVBI/BWq/zMVUyj7axCTfQMKxhjrqRc5zt/Zosy8IYQ6tWrfF9w+zZ/+Woo7rQrFkzFi5cwNdff8VRR3Vh+fKv6d//FEaOHAVAaWkpnueRmZnJ1KnTWbDgY+bN+5CrrrqEqVOnk5lZ84alF154MSec0Je5c//HlCmPc+KJX5CamlbjvTdt2siIEcM477wL6NGjF82aNeebb74mEAjw1FPP8emnnzBv3odce+2V/PGPT2FM1b0PjQHPi/9LGgqFd/jMMGfO+zz99JMMGTKUM88cREFBAcbUHriVl5dx661jkkHo5ZcPpV27A/jww//RvHlzOnbsVHF3AoGq/2q89torDBp0Dp98shDP87n33olceeVF1YLHDh1+zrJlX9GzZ+/ksZKSYsaNG8v48bWX1IqIiIjIT1uZXX2rDh9DMVHamUxc/BqziRYGy2zPPAYMhKyGt00HqGx1v9KjRy+ef/6vdO16HMce253XXnuFTp064zgOXbsexwcfzCY/Pw9jDA89NIHp019kzpz3ufvusfTq1ZuRI28hNTWVzZs31fqMa665nNLSEi644CIuuOAili9fVuu9ly37kgMOOJALL7yYTp0689FHc/F9j+XLlzF8+G/o0qUrw4eP5JBDfsbatWs49tju/Otf8f07CwoK+N//ZtO1a7dax7Jw4Xz69z+FAQMG0bx5c5YsWYzve7We/+qrrzBjxmsAzJ//EbFYjMMPP4KNG9fzzDN/wfd98vK2MmfOB/TqtT34KyoqYtGiBZx44sm4boxAIIBt20Sj0WrPuPDCi3n99Vf58sulALiuy+TJj5KRkUEwWPvfSImIiIjIT1sZMcKJvRkrylY9y6eEKOkmyHq7qEp2soLBwq5StmoTNg0zh9cwR72PWU3S8fO27fX7BrNrzvbtql69evPyy9M4+uhjSE1NxXVj9OrVB4D27Y/gyiuv4YYbrsUYQ/v2HbjkkitwHIf33vsPl156AaFQiH79+nPYYYfX+oxhw65n/PhxOI5DOBxm1Kg/8LOfHV7jvT3P4/XXX+WSS4YQDAbp1Kkzq1at5IgjOtK589FcdtmFpKSk0L59B3r06EXXrsfy0EMPcNllF+L7PpdddhUdOnRk5cpvahzLwIGDGTfudt57712CwRBHHtmZ9evXc9xxNY/90kuv5K67bmPWrH+RlpbO+PEPYts2Z599HitWrEg+97rrRtC6dZvkdVOnPptstNO9ew/+/veXueKKi/jVry6t9ozDDjucsWPv5rHHHqK8vBzPcznuuO6MHHnLLs6iiIiIiPwUlVkuqSZIFC+ZeSzDpZgomSZEyNhELJeUGgJDq9LPDjYpDXSVk2V+qM6vkdq6tRjf3/61bNy4htatD67z5wYCNq7r7/xEadD2dJ7r6/dQ6kZOTia5uUX7ehhSzzTvjZvmv/HRnO/fLm3yOp8GNlFgl9M/eggTi09hC2Wc1PwFLis7mjMjh2OAFqZqc8UtVgnHuW3JNikArLG3YQEH+Xt/3/i9wbYtmjfPqPEzZR6lmlde+Rtvv/2vasdbtGjBpEmP74MRiYiIiIjsW2WWSwiHkHGI4uHhk2eXApBugvF1jVZNeTkrWe4KEMbGMQ1zzaOCR6nmwgsv5sILL97XwxARERER+ckoxyVsHEKWQ9TycDHk2fFO/2kmSACL2A5d9+OdVi1SKoVdrf0ft1RtX1LDHBERERERkZ0os1xCpiLz6OPjk2eVA/HMYypBQsbBZfvypCgeGSaEVWXVY8Ol4FFERERERGQnIomy1bAJELVcYvhss+PBY6ofJIRDtkklssN+kFl+uLZbNjgKHkVERERERHai3PIIGYcwDlHLJ2r5lFgxANIIEvBtskyIiLV967goHlmJRjn7A6153AMLA+sptCJ7/b5NrVS60nqv31dERERERH6cCC5hHMLGocxyieBSbMX3/U41QcI4pJsQptK6RwtI3Y9Crv3nTepRoRWh+Q4tePeGfKd8r91rzpz3WbbsK66++tq9ds+ysjImTbqPr79eRigU5qqrfkPv3n0BuOGGa8nLyyMQiP9KjRp1G4cf3p5bb72RLVu2MHjw+Zx33gUAPPLIRAYNOrfW/STXrl3Nn/70GBs2rAfgZz87nJEjR5Gdnc0nnyzkmWeeYvLkp/bae4mIiIiI7Ex5Ys1jmADb7AgRy6M0kXlMNQ5BHFJMgB37rda072NDtf+8iVTRu3c/evfut1fvOXXqszhOgBdeeIWiokKGDbuKDh060qJFDmvWrOa1195KBo8A//vfbA444CAmTXqcX/3qPM477wLWrl1DNBqrNXDcsiWXESOuZdSo2+jduy/GGKZOfZbbbruFKVOe3qvvIyIiIiKNU4FVjoe/WwmhaKJsNcWKb9VhMJRYMQLYONiEcEglgI2FweBhCCWCyv2FgscGxnVdHnroflatWkleXh4HHXQw9903kby8PG6+eQRZWdmEQmFOO+0MFi9exO2338X55w+kf/9TmTt3Do7jMGzY9bz88jTWrfuO668fycknn8qqVSt45JEHKSsrIz8/j6FDL2HIkKFVnv3NN18zePAQbNsmKyub9u2P4OOP53HUUV2wLItbbrmB/Px8Bg06h/POu5BAIEg0GiEWi+E48eW1zz77F669dnit7/f6669y/PE9khlNy7K4+OLLadOmLa7r1nqdiIiIiMiuKrdcong0r2lbxhoYDBE8wgSIGZ+otT14bEIYCwvH2FhYNDFhSolnJLNNah2+Rf1Tw5wGZunSzwgEgjz55LO88srrRCLlzJv3IQBr167hjjvu4bHHplS7rkWLHKZNm06HDh2ZNu05Hn54MmPH3s20ac8C8Oabb3D55b/m6adf4PHH/8xTT1W/xxFHdOS9997FdV1yczfz+edLyMvbSlFRIccd150JEx7isceeYMaM11iw4CO6d/8F0WiU3/7211xzzW/5/PMltGzZilatal/X+c03X9OpU+cqxxzH4dRTT6+S1RQRERER2VMePl6lLTV2JoaPb8UziSkmQBQPD0OJFSWDEBbgJLbj6OA1J2J5FNoRss3+02kVlHlscI455liaNMnitdems3btatat+46ysvjmpE2bNqNNm7Y1XtejRy8AWrVqTYsWOQQCAVq3bkNRUREAw4eP5OOP5zF16rOsWPENZWWl1e5x6aVX8vjjD3HVVRdz0EGHcPzxPQgEgnTufDSdOx8NQGpqKmeddTbz5n1I9+49uOuu8cnrf//7Gxk79m7+8pcn+Oabr+nT50QGDjynyjMsy8KYXfwrIBERERGRPeBiquzHWKGYKJvsYg7zm1U5XpZY2xjGwccQtTxcy6fIitKMeHaxInjMMCGOdVuzKLCBNBOs4zepX8o8NjBz5rzP3XePJSUlhTPPHESXLl2TwVY4XPvfbASD239xHad63fUdd4zmgw/e45BDDmXYsOtrvEdxcTHDhl3PCy+8wr33PsC2bQW0a3cAS5Z8ysKF85PnGWOqZQnff/+/dO16HHl5W/nyy6U88MAjvPrqy8nAt0LHjp1YtuzLKsd83+e220aRl7e11vcTEREREdlVPj5+tdY2ELM8ttjVkyglia6qlTOPUeLZxabEt+JwzPbQKsukcHysHVn7WeZRwWMDs3DhfPr3P4UBAwbRvHlzlixZjO97O79wJxYsmM/VV19Lnz4n8umnnwDgeVXvO3v2uzz99JMArFjxDV9/vYzu3Y+nuLiIKVMeIxKJUFpawttv/4u+fU9KXue6LjNmvMZ5511ALBYjEAhgWRae51d7xqBBg5k370PmzZsDxAPR5557mvz8PJo1a/6j31NERERExMXHrSF4dDEUWVEiVO21UZxYwxg2DmkmiLGg3IqxzYrQjFQM2zOPFTII4exn4ZbKVvdAExNmq1X9byR+rKb+zhfUDhw4mHHjbue9994lGAxx5JGdWb9+Pccd9+OefdVV13DddVeTmZnBgQceTJs2bdmwYT0HHHBglWffc89YLr30AgKBAOPG3UdaWjonnNCHL79cylVXXYzn+Zx77pBkGSvAP//5OqeddiahUIjDDjuc1NQ0LrnkAvr06UdGRkaVcTRv3oJJkx5nypTHeOKJP+L7Pkcc0ZEJEx76cS8oIiIiIpLg4eNZ1ctWfcun1IpRZrmEK22xUWjH93gPESCQqPortlyKEsFjfM3j/hUo1sQyWmBWzdatxfj+9q9l48Y1tG59cJ0/NxCwcd1dX7grDdOeznN9/R5K3cjJySQ3t2hfD0Pqmea9cdP8Nz6a84bjCzuXmO1xjFu1keN39jYWBNfzi1g72vlNksffDa7iouzXubU43kfkgYy5jC3uzT0Zc7iVE+ha0IoTY4dg75B9bIhs26J584yaP6vnsYiIiIiIiOxTnuXX2DAnikeqCZJvRaocr6g6DOGQnmiCYydCqaakYMF+ETjujMpWRURERESkUfEtU3PDnETwWGBVbeqYZ8f/HPIdUq14CLU50VgnixSCpnpDyv2RMo8iIiIiItKouLXs8xi1fMLGIWrFu6kC+BgKkmseHVL9eOZxk10MQBZhgo0krGocbykiIiIiIpLgY/BqyDxGLS9Zflqxt2MZLpFEIBnCIZ2K4LEEiGceQ42koFPBo4iIiIiINCoefo3BYwwvueVGaUXwaMWIWvHgsWKrDohnHh1jkUpQZasiIiIiIiL7Iw9T41YdUXxsLMIEyLPKASi2osQS54ZwSPdDQDzzmG1SMBiCpnGEVY0jv7qXbdw4n2h0216/b2pqU3Jyuu31+4qIiIiIyHYeJvk/K5FpNImA0jE2qSbAeruINn46BXZ5cn1k2GwvWy2yoxzmNsW3DaFGkpNT8LgHotFtpKS02Ov3jUTy9tq95sx5n2XLvuLqq6/da/esD3/965N063Y8Xbp0rfdnT536HDNn/pNQKET//qdy+eW/BuDZZ//CW2+9QWZmfK+fgQPP4bzzLuBPf3qMjz76kCOO6MDYsfcA8J///B/bthVw7rlDanxGSUkxTz31Jz75ZBGOEyAzM5Phw2+kQ4eOAPTu3Y05cxbWw9uKiIiINF4VWUcfkyxTrVzG6mCTZcJ8HsgFEy9ztY1FEJt0E0qel21S8DCEaBxlqwoe91O9e/ejd+9++3oYu23x4kV07XpcvT93wYKPeffdWTz99AukpKRy22238P77/6Vfv/589dWXjBt3H507H508v6ioiI8++pCpU6czatTvWLHiGw455FBmznyTBx54uMZn+L7PLbf8jm7duvPssy8SCAT45JOF3HLLDUybNp2srOx6elsRERGRxsskgkQLKxE8xrk7bN4RJkAUjyIrStTyCeHgVFrzCJDtpwAQaCRrHhU8NjCu6/LQQ/ezatVK8vLyOOigg7nvvonk5eVx880jyMrKJhQKc9ppZ7B48SJuv/0uzj9/IP37n8rcuXNwHIdhw67n5ZensW7dd1x//UhOPvlUVq1awSOPPEhZWRn5+XkMHXoJQ4YMrXUcM2e+ydy5c9iyJZfNmzdxwQW/YtOmTXzyyQKaNMli0qTHCYfDPPnkn1i0aAGFhYVkZ2czfvxEmjevOWv79ttv8fXXX/HAA/dy332TCIfDTJo0gcLCbYTDKdx44yiOOKIj48ffxbZt2/j++++47robePTRB3f6fu+8M4sXX3wB27Zp27YtY8feQzgcTj77m2++5vjje5KengHAL37Riw8+mE2/fv35+usv+dvfnmf9+u/p0qUr118/Esdx8H0f13WJRCIEg0Fef/1VzjprEIFAzf9affLJQrZs2cI111yLnyixP/bYbtx22x34fvWaexERERHZ+/xK5aqVw8WaGuhkmjCZhIlYLmHj4GCRarb/t17FmseK7OX+rnEU5+5Hli79jEAgyJNPPssrr7xOJFLOvHkfArB27RruuOMeHntsSrXrWrTIYdq06XTo0JFp057j4YcnM3bs3Uyb9iwAb775Bpdf/muefvoFHn/8zzz1VPV77Oirr77goYceZ8qUp5k8+VF69OjF88+/DMD8+fNYt+471q5dzZ///Awvv/wP2rU7gHfemVXr/c444yw6dPg5t946hsMOO5zx4+/kt7+9gWee+Ru///3t3Hnnbclzs7Ky+NvfXqV377679H5/+csTPPLIZJ55ZhoHHXQIa9eurvLsI47oyPz58ygs3EYkEmHOnA/Iy9tKaWkp7dt34PrrR/LXv06juLiY5557mrS0NAYMGMSvf30pHTt2okWLFixY8BEnnXRKre+3fPnX/PznnbDtqv/a9ezZm6ZNm+30+xYRERGRH8/D54tAbmLd43a+5dcaAkbwCJsADjZp1JB5bCRhlTKPDcwxxxxLkyZZvPbadNauXc26dd9RVlYGQNOmzWjTpm2N1/Xo0QuAVq1a06JFDoFAgNat21BUVATA8OEj+fjjeUyd+iwrVnxDWVnpTsdy1FFdSE/PSGbrjjuuO0DyvgcccCDDh9/Im2/OYO3aNXzxxee0a3fALr1naWkpX331Jffdd3fyWFlZGdu2FQDQqVPn3Xq/E07ow3XX/Zo+fU6kX7/+tG/focr13bodzxlnnMWIEcPIzGxCt27H8+WXS0lLS2PSpMeT5w0dejETJtzNsGHXc9FFl3HRRZcB8OSTf+Kiiy5j9uz/MHPmm7RtewA33HBTlUDRti2Mqf43WiIiIiJSf75wcrk3Yw63F/fmhNiByeMutVeCRSyXEA4BLGwsgsYmZvlkmxQsLGUe5adpzpz3ufvusaSkpHDmmYPo0qVrMiCpXIa5o2Bw+9+QOE71muw77hjNBx+8xyGHHMqwYdfv0lgq3xOoVq65bNlX3HjjcIzxOemkk+nb98RdDp583ycUCvPccy8m///UU8/RpEkWUP1dd/Z+I0fewr33TqRJkybcc89Y/v3vmVU+Ly0toV+//jz//MtMnvwUKSkptG17ABs3buStt95InmdM9ffMzd3M99+v45hjjuXPf/4T99zzALFYlIUL51c5r2PHTixfvqzad/Dkk3/ik0/UJEdERESkPuTZ8S04Sq1YtbLV2v5LNZ55dHAS4VMoscaxqR/GYLAbyVYdjeMt9yMLF86nf/9TGDBgEM2bN2fJksX4vvej77tgwXyuvvpa+vQ5kU8//QQAz/tx9/3003jzm3POOZ9DDvkZ8+d/vNO1fY4TwPM8MjIyOOCAA5NB3oIFH3H99b/Zo3G4rsvQoYPJzs7m0kuv5PTTB7B8+ddVzlm/fj1/+MMtuK5LcXExb731Bv37n0I4HOaJJx5n/frvMcbwj39Mp2/fk6pc+8wzf+GKK64GwPNcHMfBsmyi0UiV87p06UrTps14+uknk9/txx/PY+bMf3LIIYfu0buJiIiIyO4ps2IARPEwVqXg0fJ5P7SGXKuk2jURKx48VpSnhhMFnNkmFYBAI8k8qmx1D4RCWZSXb9nr901NbbrTcwYOHMy4cbfz3nvvEgyGOPLIzqxfv57jfmSD0quuuobrrruazMwMDjzwYNq0acuGDes54IADd35xLU4++ZfcdtsoLr98KI4T4LDDDmfDhvU/eM0vftGTSZMmMGbMOO68814efPA+XnzxBQKBIHfffR+Wtfv/YgYCAX7962GMHPlbwuEUMjIyGTPmrirnHH54e048sT9XXPErPM/jwgsv4uijjwFg1KjbuPXWG4nFXI4+ugtDh16SvG7VqhUA/OxnhwFw/vkXcsUVv6J16zYcf3zPKs+wLIv773+YyZMf5rLLLiQQCJCVlc2DDz5Gs2bNd/u9RERERGT3leICELW8KpnHAsr5c9oittilDCur+h/XEcslZJxkhjGczDzG1zw6jSQnZxktwqpm69ZifH/717Jx4xpatz64zp8bCNi4rrpu7u/2dJ7r6/dQ6kZOTia5uUX7ehhSzzTvjZvmv/HRnDcML6Qs4ZbMd7m89GhuL+1DtokHgB8GvmNw0+kcE2vNg8VVmyAOy3yLFiaNSYWn0NHP4fhmT7Pa2cab+RcSbBrk2NxW++JV6oRtWzRvnlHjZ8o8Sq3+8593mDr1uRo/e+65F/f4viNGDEs2sqnsnHPO5Zxzzt/j+4qIiIiI7Ex5LZnHPCveMHKFk5fcyqPCNjvCQW4WdiLDmGICpJoAARxSaBx7PIKCR/kBJ5/8S04++Zd7/b5//OOTe/2eIiIiIiK7osyqOXjMTzTSKbajbLSLaeNnAlBglbPVLuNgL2v7mkcTIMtPwcVPrn9sDBpHce5eoOpe2ZeM8aGRLMQWERERqUvJ4BG/xuAR4BsnL/nzKicfgIO97OTaxgO9TA7xsvDwSWlEwWPjedMfIRAIUVJSSHp6kz1q2CKyp4wxeJ5LUVE+oVDKvh6OiIiISINX0W01ZiW6rSbix23W9k753zh59I3Fe02sSASSB3lNkl1Vby05gY1OCZ5lFDxKVU2b5pCfn0txcUGdPse27Z1uZSEN3+7Os207pKZmkJGRVYejEhEREWkcIsS3TItStWx1mxXPPLbxMlgR2J55XOnkk+OnkW5CybLVIA4W4OGTStW9z/dnCh53geMEaNGiTZ0/Rx26GgfNs4iIiMi+U15pzaNL/C/0DYYiO4ptLI52W/FRcF2yac7KQD6HuU2xMFgmnnl0sPEBH0O4ETXM0ZpHERERERFpNCqCxxg+XiLz6GEosaJkmBDtvWZssyPkWqVEcPnOLuQwr1kilKwIHi0MBgPJbGRjoMyjiIiIiIg0GpW7rXqJzKOHT7EViwePbjMAVgTyaO6n4luGw7ymwPbMWwAbH4NFvIQ1SuNYetZ4wmQREREREWn0kvs84uEmMo8uhlIrRqYJ8TOvKbaxmBtcx8pEp9XDvaZYgJ3IPFrGSuQelXkUERERERHZLyXLVi0PP5Ex9C2fEitKlkkhhQDnRjryaspXLA1sJs0EaeVnkG+VJYNHO74CMpF5bDzBY+N5UxERERERafSSDXPwcK2KzKNPSSLzCHB1WVeOibXme6eIw9ymVYLG+D+3a0yZx8bzpiIiIiIi0uhF2L7m0Vjby1ZLEmseId5N9faS3rTzMunqtgaIt8sx24NIH4NjbOxGFFKpbFVERERERBqNciuxz2OlrTpilhvvtuqHkudlmxSeKRyUzDb6mCoZSA9DSiPapgOUeRQRERERkUYkUqlstaLbagHleJZJZh4rVASLO/7ZwsKzPMKNLBen4FFERERERBqNSCLzGLG85D6PuXYpQHLNY00qd1ut+GfYV+ZRRERERERkvxTFS/6zomw13ykHqJZ53FGVrTqMRYoyjyIiIiIiIvunaCLzaCyIJALJPKsM2PXg0SZeuhrWmkcREREREZH9j8EQxSNs4kFfmRUDIM+KZx7TTJBiK1rr9ZXLVgNYBI0yj3vNY489xplnnsmAAQN49tlnAZg7dy4DBw7kl7/8JY888kjy3K+++orzzjuP0047jdtvvx3XjS9kXb9+PRdffDGnn3461113HSUlJQAUFhbym9/8hjPOOIOLL76Y3NxcAKLRKKNGjeKMM85g8ODBrFy5si5fUUREREREGogYPn6lxjgRy8VgKLTjwWMQm22JQLIyH5PcpgMSwaNxCOzQUGd/V2fB4/z58/noo4/45z//yWuvvcbUqVNZtmwZt912G1OmTGHmzJksXbqU999/H4BRo0YxduxY/v3vf2OMYfr06QCMGzeOiy66iFmzZtG5c2emTJkCwKOPPkq3bt14++23GTJkCOPHjwdg6tSppKam8vbbb3PbbbcxevTounpFERERERFpQMoTnVYrgseo5RPFoySRgUw1AQLGxk800qlgMDiVQicbixA2QZWt7h3HH388L7zwAoFAgK1bt+J5HoWFhRx88MEceOCBBAIBBg4cyKxZs/j+++8pLy/nmGOOAeDcc89l1qxZxGIxFixYwGmnnVblOMDs2bMZOHAgAGeddRYffPABsViM2bNnM2jQIAC6d+9Ofn4+69evr6vXFBERERGRBqKMRPCY2M8xikfM8im2olgGwiZAmgkSSZxXwcUntVKgaGERwMExyjzuNcFgkMcff5wBAwbQs2dPNm/eTE5OTvLzli1bsmnTpmrHc3Jy2LRpE/n5+WRkZBAIBKocB6pcEwgEyMjIIC8vr8Z7bdy4sS5fU0REREREGoDSRIYx3QSBePOcisxjRTYylQDliaY6FSKWR7afkvyzjUWwEWYe63yF5w033MA111zDtddey+rVq6t9blkWxpjdOl4b2645Fq7teG2aN8/YrfP3ppyczH32bKk/mufGSfPeOGneGzfNf+OjOf9p20h8P8dmoTQAQpkBmmSmEsWnCWGyslM5iCzWso2mpCWvczH8jObksH1+j8GiFfG4obHMe50FjytXriQajfLzn/+c1NRUfvnLXzJr1iwcZ3t0vnnzZlq2bEmrVq3YsmVL8nhubi4tW7akWbNmFBcX43kejuMkj0M8a7llyxZat26N67oUFxeTnZ1Ny5Ytyc3N5eCDD65yr92xdWsxvl89cK1rOTmZ5OYW1ftzpX5pnhsnzXvjpHlv3DT/jY/m/Kfv+0ABNIVQuQ0pkFdcyoZIIQVNykizgmwrLiPqpVHglBGoVJK6zSqj1I2QWylEsIFciva7ebdtq9ZkWp2Vra5bt44xY8YQjUaJRqP85z//YejQoXz77besWbMGz/N466236Nu3L+3atSMcDrNo0SIAZsyYQd++fQkGg3Tr1o2ZM2dWOQ7Qr18/ZsyYAcDMmTPp1q0bwWCQfv368cYbbwCwcOFCwuEwbdu2ravXFBERERGRBqKUqmWrMTyilkuJFSMzUbaaYUI4WFWa5hggpZFty1GTOvsG+vXrx5IlSzjnnHNwHIdf/vKXDBgwgGbNmjFixAgikQj9+vXj9NNPB2DSpEmMGTOGkpISOnXqxGWXXQbAnXfeyejRo3niiSdo06YNDz/8MAC/+93vGD16NAMGDCAzM5NJkyYBcOmll3LHHXcwYMAAQqEQEydOrKtXFBERERGRBqSi22p6stuqRxnx4LGNH8+2BYxDExMmgkcqAWJ4pJpAo1vfWBPL1LSwsJFT2arUJc1z46R5b5w0742b5r/x0Zz/9P0z9DVXZ73FyJJf8Gj6xwwrPZZBkSO4KOt1escO5JKyozghdhAb7CLWOoVkmxSKrShNvRQ6+Tk13nN/m/d9UrYqIiIiIiLyU1KWyDxWlKhG8YjhJ7qthrGwcLDINGFieIlzXLII77Mx/5QoeBQRERERkUahLLFVR4a/fauOUqK4lp/c+zGATZoJYgFeYuVjRZlrY6fgUUREREREGoWyHdY8RvDYZkUTx4I4xsbCIo0gR3jN2WqVqVlOJbsUPBYXFwPw6aefMmPGDGKxWJ0OSkREREREZG8rJx48phLANhYRy6PAKQOgiQkTrBQeHeA34QA/k5CxCatZDrAL3VYfe+wx1q5dy80338xvf/tbDj/8cBYsWMD48ePrY3wiIiIiIiJ7RUXmMcUPEsIhZnkUJjKPTfwQoUpBooVFe685ra0MLKwa79fY7DTz+P7773PvvffyzjvvMGDAAF544QWWLVtWH2MTERERERHZbS4+huq7J5RbLpaBEA5h4yTKViMAZJpwleAR4usfm5rUehlzQ7BLZaupqanMnTuXHj16ABCNRut0UCIiIiIiIntqtV1AYSIorKwMlyAOQWxCxiFqeWyzywHIJETAV0uYH7LTb6dp06bcddddLF26lF69ejFp0iRatmxZH2MTERERERGplYdf4/ESO5rsrFpZuR0jZBwcLMIEiOFRaEUIGJsUE9Daxp3YafD4wAMP0LJlS5588klSU1OxLIsHHnigPsYmIiIiIiJSq2XOFtwaAshyXIqoXi1ZjksIGwebsHFwrfgej1kmjI8hqODxB+00eGzRogXnnnsueXl5eJ7HRRddRIsWLepjbCIiIiIiIrWKWl6N2ccYPoV29bLVUitG0DjYWIRNABefUitGlp+Ch1HmcSd2GjzOnj2boUOHMm7cOLZu3cqZZ57Ju+++Wx9jExERERERqVUMH7+GxjgxfIqIVWuaU2zFCOMQwCYFJ75Vhx0h26QAYButefwhO/12Jk+ezPTp02nSpAktW7bkxRdf5PHHH6+PsYmIiIiIiNTIx+BhquUdfQzGMviWTxQvedxgKLVihE0AO7HGMYrHNqucbD+MBTjakuMH7TR49H2/SoOcn//851iWvlQREREREdl34sGjj7GqZhcrl7FGrO3BYzkuEcsjhINjiAePlkeBXU5WIvMY2LXNKBqtnX47qamprF+/PhkwLly4kHA4XOcDExERERERqY2PwcVUK1v1EsWqBkM5bvJ4xPKI4SW6rdqkEKDYilJmuZXKVpUk+yGBnZ1w8803c9VVV5Gbm8uFF17I6tWr+eMf/1gfYxMREREREamRh49vVV/z6GGwgAAORVaEliYdgDIrRtTyCPo2DhYpJsC2RFOdbD+MQZnHndlp8Hjssccyffp0Fi9ejO/7dOnShWbNmtXH2ERERERERGrkA24NDXM8K162GjIORXaUiirWbZTHM4/EM4+pZnsolG1StOZxF+w0ePziiy8AkttzbNiwgQ0bNnDkkUfW7chERERERERqYayKhjk1r3kM4VBYaa/HbXaEmOUTMoluqyaY/CzLj5etOso8/qCdBo8jRoxI/hyLxcjNzaVz5868+uqrdTowERERERGR2viYWstWIR4IxhLrHB1sSqwYUTyCbC9brdDEhLGNja3M4w/aafD43//+t8qfP/30UwWOIiIiIiKyT1Vs1WEsQ+X40dshmCy3XBxjYzDxbqvGwcYiFSd5TqYfJKis407t9jd0zDHHJEtZRURERERE9gUPHy+xXUdlruVhJTKIIRw+dzaz1S7DYOINc3CwjJUsWw2YeOdVBY87t8trHgGMMSxdupTy8vI6HZSIiIiIiMgP8Ylvx+HukGmM4SXLT5uYMCVEWe5spWLHx3BF5jFRtpptUjBAeOehUaO3W2seLcuiWbNm3HXXXXU5JhERERERkR/kY8CiWuYxgl9l7WI6IcImQIkVb54ToKJsNR4KZflhPMsQ8JR53JndXvMoIiIiIiKyr/mWj2Ns3B2Cx5jl45iqjW8C2MQS54UTjXFSE2Wr2SYFD59wpTWQUrNag8d77733By8cM2bMXh+MiIiIiIjIrojh42DVuObRrmH9YtSKF66GTHw3x1Q/Ubbqh/EwKlvdBbV+Q9nZ2fU4DBERERERkV3n4eNg4+6wu8ZKO4/ZobX8uvyYZOMcgEhi1WMoUbaaUlG2alIwxPd/lB9Wa/A4fPjwWi8qLS2tk8GIiIiIiIjsCjeRefStqpnH90NreSX1CwZFjqClSU8ej1ouAEET77aaVqls1WARULfVndppbvbdd9/l8ccfp7S0FGMMvu9TUFDA4sWL62N8IiIiIiIi1SwKbGB5II+zou2rHC9KNMZZ42yjpbs9eIxYVTOPFWses/wwFih43AU7/YYmTpzItddeS5s2bbjzzjvp06cPQ4cOrY+xiYiIiIiI1OjV1K+YnvJFlTWPPibZVXWts63K+WXEgPiaRxuL9l4zToocTPdYWwzgGAWPO7PTbyg1NZUzzzyTY445hnA4zF133cVHH31UH2MTERERERGpUakVI2p5VfZ59PApseJB4o7B43dOIQBt/AwsIIUAw8qOI8ekYwFBZR53aqffUCgUIhqNctBBB/HVV19h2zbRaLQ+xiYiIiIiIlKjMlyill8l8+hhksHjmh2Cx9XONpr6KTQxYewqrXTAoLLVXVHrN/Tb3/6WuXPncvLJJ/Ob3/yGPn368NxzzzFixAh1YhURERERkX2q3HKJ4OJVyTwaSivKVu1tmEqfrXYKOMTLBkgEjxaWiW/1EUjs/Sg/rNaGOd26deOee+4B4KyzziIjI4MpU6awYMECzjrrrHoboIiIiIiIyI7KLRfPMkQSXVQBfMunNPHnIjtKgRWhqUnBx7DGKeCMSLy5TkWg6GARwyeEtunYFbVmHq+66irefvtt7r77br799ltOPfVUpk+fTq9evWjevHl9jlFERERERKSK8kSQGMVLZhjjmccY7bxMANY6BQBstIsptzwO8bIAkkWr8X0i/eSej/LDdvotde/ene7du1NQUMAbb7zBrbfeSkZGBi+88EJ9jE9ERERERKSacuLBY8Ry8TE4WLh4lFhResYO4HuniLV2IV1ozepEEHmIl12lq6qNRQSPsK/M467Y5VWhoVCItLQ00tPTyc/Pr8sxiYiIiIiI1MrHJPdtjFo+fiLzWGhFMRYc4mWRagLJjqvfJoLHA70mVdY2BhIBZ1hlq7tkp5nHRYsW8eqrr/Lf//6XXr16MWLECI4//vj6GJuIiIiIiEg1UTxcK95lNYKbDB4L7DIAMkyIg7ysZMfV1U4Brb10UggQw0vep6JsNayy1V1S67f01FNP8Y9//IOysjKGDBnCW2+9RU5OTn2OTUREREREpJpia/vWgRHLSwaPeVY5sD14/CS4AYhv03GIl42BKplHh3i31ZBR5nFX1Bo8zpkzhxtvvJFTTjkFx9GXKSIiIiIiPw2Vg8eotX2nx/xE8JieCB7/L7yKJYGNfGdvo0e0XWJtZKU1j8bGR3s87qpag0c1xBERERERkZ+iYiuW/DmKh7EMGNhmRQDIMEFOjh7C2+Fv+H3Gf/Atw6GJzGPlQNExFmAUPO4ifUsiIiIiItKglFbLPCbWPDrbM485Jp0/Fp3B0W4rLAPtvWYYDLapXLZq4xi7SgdWqZ1WhoqIiIiISINSUinzGGF78Lit0ppHgCYmzP3F/dlgF3OA34QSolUCxQAWDjZB5dR2ib4lERERERFpUKo2zHErBY/xstV0E0x+7mBzgN8EAN8yVTblcLAIYKlsdRfpWxIRERERkQalpIayVR9DkRUlxTgEa9m30UCVhjkONgHjVOnAKrVT8CgiIiIiIg1KyQ4Nc3wMMTxKrSjpiZLVmpgdmuM4WIRqCTSlOgWPIiIiIiLSoJRWDh6teLfVGD6llku6CbHNKieKV+06H7B3yDymqg3MLtM3JSIiIiIiDUpF5tEy8cyjh49n+ZRaMTJMkHJcjAUhUzWraDA4lUpULWOR4isk2lXKPIqIiIiISINSseYxw4SIWB4u8cxjSaJs1cHGxa92nV9D2WoqwWrnSc0UPIqIiIiISINSasUIGpsQDhErnnmMWV4i8xjCglpb4FTe57GpSaWdn1kvY94fKEcrIiIiIiINSokVI2wChIxDFA8XnwguJVaMDL/2hjkWkFIpBLKx1Gl1Nyh4FBERERGRBqWMGCk4hI1DxHLx8HGJZx7TTRALsI2Nh19law6AFKMQaE+pbFVERERERBqUUsuNZx5JZB4tKLCjeJYh3QRxjEMmIaKV1j16+ASMo605fgQFjyIiIiIi0qCU2TFSTICwCRCxPHzLJ88qAyDVBAlik+mHiFnbt+uI4JFNeF8Neb+g4FFERERERBqUMlzCOKQYh6gVX/OYb5UDkGaChLDJJESs0l6PEcujia/g8cdQ8CgiIiIiIg1KmbU98xjFI4ZPkR0BINUECBqHVBPEVLrGxSPd1N5MR3ZOwaOIiIiIiPzkxPBYaefV+Fm55RE2AVKIl61WdFoFSCNI0NiEd2iMY2ORqn6hP4qCRxERERER+cmJ4rPBLiaCW+2zclxScEgxAaKWhyG+9yPE1zyGcAgn+qz6lfKP6rT64yh4FBERERGRnxzP8im0IhRa0SrHXXwiiW6rYRMggouPoTRxXooJEMTBwiLDxNc9xvBIMQECCn9+lDr99iZPnsyAAQMYMGAAEydOBGDu3LkMHDiQX/7ylzzyyCPJc7/66ivOO+88TjvtNG6//XZcN/43DOvXr+fiiy/m9NNP57rrrqOkpASAwsJCfvOb33DGGWdw8cUXk5ubC0A0GmXUqFGcccYZDB48mJUrV9blK4qIiIiISB1w8XEtw2a7pMrxUitGeSJ4TMXBswyu5SXLVsPGIZgIc7L9FIqsCFE8mpiUen+H/U2dBY9z585lzpw5vP7668yYMYMvvviCt956i9tuu40pU6Ywc+ZMli5dyvvvvw/AqFGjGDt2LP/+978xxjB9+nQAxo0bx0UXXcSsWbPo3LkzU6ZMAeDRRx+lW7duvP322wwZMoTx48cDMHXqVFJTU3n77be57bbbGD16dF29ooiIiIiI1BEXnzQTINcuqVJ6WmiVE7N8wsZJlqFGiQePocQ+jgET38vxUL8prfwMttplZKlZzo9WZ8FjTk4Oo0ePJhQKEQwGOeyww1i9ejUHH3wwBx54IIFAgIEDBzJr1iy+//57ysvLOeaYYwA499xzmTVrFrFYjAULFnDaaadVOQ4we/ZsBg4cCMBZZ53FBx98QCwWY/bs2QwaNAiA7t27k5+fz/r16+vqNUVEREREpA54lo+NhYdPkRVJHv/eKgYghEOKCQJQarkU2hGa+vHsooMFQACbI70cjnFb0dSk1vMb7H/qbMVo+/btkz+vXr2amTNncumll5KTk5M83rJlSzZt2sTmzZurHM/JyWHTpk3k5+eTkZFBIBCochyock0gECAjI4O8vLwa77Vx40batm27y2Nv3jxjz156L8jJydxnz5b6o3lunDTvjZPmvXHT/Dc+mvO9p5AYzUlPZB1tcoh/t2WJBjrZqam0JB2AQJZNKTFakEZ2diqtyCSb7cFiS5rU6Vgby7zXebuhb775hmHDhnHrrbcSCAT49ttvq3xuWRbGmGrX/dDx2th2zYnU2o7XZuvWYny/+rPrWk5OJrm5RfX+XKlfmufGSfPeOGneGzfNf+OjOd+7NtjbKHLKCZsAX7CJTDdIFI/vw4XQBPwSD2N8yIBNRcVsSS2jjZ/BttIy8t1SYqZ6l9a6sL/Nu21btSbT6rRhzqJFi7jiiiu4+eabGTx4MK1atWLLli3Jzzdv3kzLli2rHc/NzaVly5Y0a9aM4uJiPM+rchziWcuKa1zXpbi4mOzsbFq2bJlsnrPjNSIiIiIi8tPhG8OL7y5nU15ptc8ilodtLEI4lFgxtlillFqx5NYdYQKkJ8pWA9gU2OU0NSmAhW1qTzjJnquz4HHDhg1cf/31TJo0iQEDBgDQpUsXvv32W9asWYPnebz11lv07duXdu3aEQ6HWbRoEQAzZsygb9++BINBunXrxsyZM6scB+jXrx8zZswAYObMmXTr1o1gMEi/fv144403AFi4cCHhcHi3SlZFRERERKR+FJZEeXfhOr5ck1/ts6jlJXZqhCYmzAonj22JZjkAYRMgzY83wQniUGhFaOqnAia55lH2rjorW/3rX/9KJBLh/vvvTx4bOnQo999/PyNGjCASidCvXz9OP/10ACZNmsSYMWMoKSmhU6dOXHbZZQDceeedjB49mieeeII2bdrw8MMPA/C73/2O0aNHM2DAADIzM5k0aRIAl156KXfccQcDBgwgFAoltwgREREREZGfFteNB4IBp3qwF8UjRLxragoBcq0S1ttF+InPU4xDeiKc2WyX4FsmkXlE+znWkToLHseMGcOYMWNq/Oyf//xntWMdO3bk1VdfrXa8Xbt2TJ06tdrx7Oxs/vznP1c7Hg6HeeCBB/ZgxCIiIiIiUp9iXjwUDDrVg70oPqkEk3/OMilstIvxKzKPBEhPbL+xwY53YK3otmor81gnFJKLiIiIiMg+4XrxJpWBHYJHH5PcqqNCCIcD/SZErHg/lLBxSPPjweXGRPCY5YcJGBtLwWOdUPAoIiIiIiL7hJvIPAYCVcMSF7/G8M/CoryiYY4JkEk885gMHk0KQYU4dUbfrIiIiIiI7BMxt+ayVTexu2NNyq2KbqsOGYmGORudEiCeeQwm1knK3qfgUURERERE9olk5nGHhjm+ZWotPK0IHlNMgIzEmsctdilh4xDGSTbZkb1PwaOIiIiIiOwTta15dJM9VasrxyVgbALYpBHESqQom/qp+BYEfIU4dUXfrIiIiIiI7BPbM4+7V7aaYuKbRjjYhBMbSDQ1KfgYZR7rkIJHERERERHZJ2prmONZPqucfLZYpdWuKbdcUhIBoo1FyMR/buqn4GG05rEOKXgUEREREZF9YnvDnKorHCN4PJT+EX9KW1DtmnLLJWwCOCYeyqRUBI8mFR+fkEKcOqNvVkRERERE9onaylbLiVFglbMouIEoXpXPSq0YKSZAIBHKJMtW/RTAJINK2fv0zYqIiIiIyD6RbJizQ9lqvhXBtwxllsvSwOYqn62xt9HWz8RJ9GOtWP/YzE8FrORx2fsUPIqIiIiIyD5RUbYasKuGJVud7WsdPw5+n/w5zypjk1PCEW6zZOaxomw126QA8SY6Ujf0zYqIiIiIyD7h+Yk1j4Gq2cKtiUY5KcapEjwuC2wB4Ai3eS1lqySPy96nb1ZERERERPaJisyjs8Oax61WOQAnRA/ke6eIdXYhAF85W3CMxSFeFrbZoWzVpGIwyeOy9yl4FBERERGRfcL1DI5tYVvbAz6DYZsdDx5Pjv4MgPnB9UA883iY15SQFSCYaIyTaoJAPPNoYRFUiFNn9M2KiIiIiMg+4Xp+9T0eMRTZUQA6eM05xMvm36GVuPh8HdhKR7cFPia5tjHVBAgbh5RE+arKVuuOvlkREREREdknYp5PcIeSVRefIiuKbSwyTIih5UeyKpDPtJTPKLNcOnotMJhkhvHsSAcuKTsaH0PIOFjqtlpnAvt6ACIiIiIi0ji5rk/AqRrsufgUWxEyTAgbixOjB/NyylJeTFkKwM93yDwe67Ymw4Rw8ZPZR6kbyjyKiIiIiMg+4Xo+gR0yj54Vzzw2MSEgvvXGFWXHYCzI9EO08zPxMQQSGcYANj4GF59QYtsOqRsKzUVEREREZJ+IeaZ68Iih2IrSxISTx3rFDuCoWEuam9RkWapTESgaCwuDZxlSfYU3dUnfroiIiIiI7BNeDZnHeNlqlNZ+RvKYhcWDxackA0cD2ImfbSwMFp7KVuucylZFRERERGSfiHk+wcAOax4tjyI7SmalzCPEy1crAkaL7YFMxT99fELmpxs8el4M3/f29TB+FAWPIiIiIiKyT8Qb5lQNSSJ41cpWa1I582gRz0b+lPd4LCr6jkgkf18P40f56X67IiIiIiKyX3NrWPNYRJSI5e00eKzotro9G2n9pIPHWGwbxijzKCIiIiIistviZatVQ5ItdikATfzQD15bOfMI8cyjY3664U00WqyyVRERERERkT1R01YdW51E8LiTzKNlrKr/5Kdbtur7Hq5bhu/H9vVQfpSf5rcrIiIiIiL7vfiax6oNc/KscuCHg8d4t9W4eLfVuEA9hDexWPFuX+N5ETwviu+7dTCi+qPgUURERERE9oma1jzmJ4LHTBOijJozdfFuq9vLVj0MIeMkt/KoK54XIy9v2R5cF8H3Y8o8ioiIiIiI7Ikdy1Z9DIV2PHhM9YNsskvwk3nFqqo2zDH1ssej70fwvAjG+Lt5XRSwtOZRRERERERkT7ieT7BS8OjiU2RFAUg3wRqzjyYRTO64VUe4HvZ49LwIrltz8PhDJanRaAm2HcQYZR5FRERERER2W8zzCQS2l5pWBI8pJoBtWaSbEGVW1aAsikeGCVUJHm0sUoxT5+N13Qi+H6lxy428vK+IxUpqvC4WKyIQCGvNo4iIiIiIyJ5w3aprHn3LUGxHaeKH8TA0MSHYoWy13HJp7qcm/xzPPFqkEtyN55bjumW7Pd5YLL7dRk2Zx/LyAiKRwlqvcxwFjyIiIiIiIrvN9w2+MTWWrTYxITx8skyYNBMiyvZMXwyfLJNS5V4BYxPajcxjWVkupaWbd3vM8U6rplrwaIzB88ooLd1Y7RpjDK5bpuBRRERERERkT8S8eADmOFXLVoutaGKbDkPAOLTxMyhJrIOskGaqZhnDBHZrm46KDOJujzlWsXax6rUVQWFZ2dZq9/W8CGCwLFvBo4iIiIiIyO5yE8Fj5cyjZ1VkHsMYLALYNDOpeMTP9fBxjE3qDp1Vw8YhuBuhTTRaVOO2GfEMYqTGa3zfw3XLsaxAtcyj78ewLAvLiq9vrCx+v/jmIsYoeBQREREREdktrhdfyxgIbA9JongUW1Ey/TAW4GCRYUKETYAILhE8mpFSbT/HMAGCu1G2GouV1JgFjEYLyc9fXuM1nhfBSjx2x8yjMS7GxD8sLy/Y4booxhgsy8IYdnubj58SBY8iIiIiIlLvXDceRFVumFNGjJJk2So4xsbGor3XjEIrQrnl0tTfvt6xrGwLxhjae812eZ9Hz4sl9mqsnnn0fZfS0lw8r/pn8Wvie0oaY6pdB4ZAIJ3S0k07vGcpllXxjtXXSzYkCh5FRERERKTe1VS2utUqw1gkylZJrmPMMemkmyDllktmIrA0xrBt27f4fnS31jv6fgTfj9WYeTTGJRotJBar3jXV96NUdH6tvubRw7IgEEghGt1GJFKAMYbS0i0UFKwgEEir9IzdX2v5U6HgUURERERE6l1Fw5zKZatbnfj2GU1MCIvtwaONxeFeM1L8QLJZju/H8Lzy3c7kxctPa25eEy8x9Sgvz6/2WTRagm0HAKtaUxzfjyXLVh0nhY0b57N+/Rw2b15EMJjOtm0reeutc4nFipR5FBERERER2R0VmcdApW6reVY8eMz0Q0B8zWOFFiaNzl5LQsTXNnpeeaKUtHowFouV1tpN1XV/KHgsJxRqQklJ9S03YrEibDuIZVnVmu24bgTbjo8rFMokNTUH2w6SmtoCxwmzZcsSysu3Ulqaq8yjiIiIiIjI7nDdRMOcSmWreVY5ABkmRMA4VRrjWFjkmO3ln54XxXUjNQZjhYWriUSqZw8hvk2HbYdrDC5dt5xAIAXXLcV1y2q4LpgIPHfMPJZjWVUb9jhOOLnWsbh4fWLMu58p/SlR8CgiIiIiIvUuWbZaKXgssOMBW7oJEd5JqOK6Zfh+tMZgLBotoqwst+bnxopxnHCN22bES1odwCIa3b7lhjE+rltWKXjcMfNYPXisrKRkffI8BY8iIiIiIiK7wduhYY6LT5EdBSqCxx/unhqLFQM1N6Dx/SglJZurdUWNX1eC44Qwxq8WyFUEj44Tprh4HbFYCZ4XITd3CcYYjPEwxlQrefW8aLJstSbFxd8nzitv0GWru9bPVkREREREZC/a3jAnXprq4VNkRbGNRYpxCPo/vG9jNBpfg1hTgFjR+MZ1SwkG05PHfd/DdcsJBjOAeEZx+zYa8etCoTC2nUEkks/69R9iWQ6WZZOa2oIPP/wDgUAaPXrcUeV5vh/FcVKoie/HKC3dDMSzpTWNt6FQ5lFEREREROqd61Vd8+hiKLaiZJoQxoKQsWvselohFitJBI87rj90ExlFi0ik6pYb8czi9j9XvtYYH993E8GiRTjcjNTUHEKhJoTD2QDk5X1JaemGKplHY0ylctfq4s134oFyvGw18Uw/Bg2shFXBo4iIiIiI1DvXrVq26ls+xVaUJiaMh0/AjVFQsLzGNYK+7yYDverNa9zEnouplJZW7Zoa784ajx4tiyr3rqn7KpDYniPewTUSKcB1y3cIHuOlrFblqLSSipJVAC+2DYpXEsifR3Drf7Aj1bu6/pQpeBQRERERkXpXU8OcisyjjyFoDJHItuTaxso8LwJQ47YZFY1wAoFUysvzqgSXnlcOmMR51YPHWuI/AEpK4kHgjsGj77usXfsu8+ZVLmU1WF4pdnQLpfmfbT+3bAOUrY1HrlagwWUeteZRRERERETqXU37PBZbUVr7GfgYLM8nFiumvLyAUKhJlWvjQaBVy7YZLsbEPzPGo6hoLenpbSgv38rWrV8QDGZSWrqpWslrPOisPXrcvt1GWZVn+r7L1i1LWL9hLmX5n5EZDIJbDHiARUnxOgJOGMty8LDwAhlgh4HqQfFPnTKPIiIiIiJS7yrKVgOB7SFJkR0l04SxsXB8H9sOUlq6qYZr42sXa9o2Ix7YxbOL4XA2BQUr+P77D9iyZSnhcFNKSr5n5swLyMtbtkPmMcYP9bLZnnksw7glWNEt2CXL8Tb9j2hZPLDcvP59MFEIZECwKQSzKS7PJz2tBcFAGNeLYXYYb0Oi4FFEREREROqd61dtmAMk1zwCWJ6H46QQiRTgeVUDrlisGMsKAFa1tYq+H0uWn9p2kNTUFqSm5pCW1hLbDlBQsBKA8vKtVTKPvu9hWTVFj/ES1JLCVfFxu+XYRZ/hFCzCKf8e3/hEY/Ey2o35q8FOgUodXItLcslIyyHgpOB5kWqZ0oZEZasiIiIiIlLvdmyYE8ElYnk0MWEMYNwIth3A911isSIcp1ny2lisGMcJJtYtVg0s4+sha8+RlZSsTzy/6rYZnheLN9MxMSyvHMsrxo4VgFsEGIoLv02cafDsVPxQs/j4rDIiiXWZm7Z+VWX7D2N8istyadvyKMrKC3C9KH4iYI3GyvCixQRS9/AL3AeUeRQRERERkXoX83xsy8K242nCfLscgCZ+KL7y0I9hWQ62HaC8PC95ne97iW06QomGOVUzjz+0bQZs737quuUY3wWvFCuai1f4BbP/cw3rPn8Sp/gr7PJ1iRLUJsny0wquG8VPlLzGYhGisVLSgtlEYyXkF36XPK+sfBu+78Yzj4EUXC+SHG9ZpJBItGjPv8B9QMGjiIiIiIjUO9fzCQS2N6jZZiWCx0Tm0XJj2LZDIJBGUdFaSko2Eo0WsmnTQjyvnGi0iJKSjdXKQD0vgl0eA7em8lCfkuJ4cGfKN2DlzSGYP4dA4adEtn1NSflWVq9fAsGseNBop4Bl4fkuZWV5pKc2ByDmRahYIFlWno8xHgek/hyAjVu+TD6tuHQzABlpOQSdMJ4XTY435pb9+C+xnil4FBERERGReue6JlmyCtszjxkmhGNsvGgZbCvFcUI4TipbtnzO+vXz8LwIKSkt+OyzPzF//t3VGuZ4XgSzpRBTUhovQXULscs3ECj+ikDBQooTwaMXK8bYYUwoBxNqQXFi3WJuybe4iZ8rlJRtxWDIbnIgAL4XxRDPPBaXbgWgidOCrHBrNmz5AmMMnhdj1boP4++U1pKAEybmbl/zGI01vOBRax5FRERERBoQ1/MxxhAM1F6a2RDEPB+nUvBYkMg8ppsgYWy8SAn25nxo2oxAIIXA/7f33uFyXPX9/2tmdrbv3t7UuyVZtuTeZZtiYxsXMCQQwJAGIaR84RsCoYSEhF8MIZAQaohJ4UszHYwBg8G9SbLcZfUrXd1et+/Ozsz5/TE7e3fv3SpL1r32eT0Pz2OudnZm9kw57/P+FI+/bPt4/DC53Mys8ygE2Bms7Chq8hhK/ggeEQAUp4CN6iOPl5zh5CeawsYqac2RKYSlWiLPxNh+epduKf6b6yC2RZYzOPqEk7toF8Rjxgmp9alB+nzreH7qAX5+/8dQVZ2ZxACb1ryGcLATj8fnCFsshBDkzewJ/DVfHKR4lEgkEolEIpFIFhE/uPcQ+wdn+PDbzj3Vh/KCMC0bvaTH47QrHm0vHqFi53OoGQOyOQiWV5URQhT6LgrIjaDFn0TJT6EIExF/DiWdQORCsHxJ2Xau6+js3yhrm5HJzRT/e2TsmTnicRyA1uiywrY5KDiPqbQjOn1aiE2+S4kuWcXB4QdJZae49Ox3s6znLAA01evkPFoWlp3HEuW5mosBKR4lEolEIpFIXibYtuBz33+Kay9cyYblraf6cCTHyXgsw9j04gt5nItp2WVtOmYKYatB4UG3BMK2ULIGdjqLGgwUqqBmUMwURvoIppkGFJT0Ycj3gieCjcKR8T08N/wzXtP7Z3gME8U7K3lcEQhKWf6hEIJszileE9baGZ3eW3asyfQ4Hs1HONjlHLudwxY2QtikM4549KpBVNXDytZzWLN6e5VzzmELy9m3tfjEo8x5lEgkEolEInmZkMrmeergJHsHZk71oUheAEbeJpNbvL0CXUxL4PGU5DwqWbxCQ1c0vJaAfAZFpFDG9uKJP4Entgst+Txq7hjJ1GhhK6dthtCCoGhYtkkiOYZhZxjP9SOyRtk+XfEYCXaVtc2whYWRTwIKyyNbmM4Nks3OVkJNpsYJBTvxaE7orGnmnLxGO18Mg/WpIRRdQyQrC3uP5vSvtO08pplblM7jSRePyWSS1772tRw7dgyAhx56iOuvv56rrrqKz372s8XP7dmzh5tvvpmrr76aD3/4w5im82MODQ3xlre8hde85jW8+93vJpVKARCPx3nnO9/JNddcw1ve8hbGx50LwTAM3v/+93PNNdfwute9joMHD57sU5RIJBKJRCJZFOQLffVyxuIXHi9njLyFadnF8VyszHceM0RsDyJ1gMD0DrT482hiHCU2jkADva1YBTWZic1+T0nbDCEsjLyjF8aMfuxEeV5hMj2GVw8R8LdhlbTNELZFLp/CqwXoCa0DYHDwcQBGJvYwPr2faKgH3eMrHHsOISwsK0/OSKGpOh7VAz4PIl7eP1JkDIRl49F9xePNz+kxuVg4qeLxySef5M1vfjP9/f0AZLNZPvShD/HFL36RO++8k2eeeYZ7770XgPe///189KMf5Ze//CVCCG6//XYA/v7v/57f+73f4xe/+AVbtmzhi1/8IgD/+q//yrnnnsvPf/5z3vjGN/KJT3wCgK9//esEAgF+/vOf86EPfYgPfvCDJ/MUJRKJRCKRSBYNhhSPLwmMQguKrLH4nKtS8qZdVm01RpqwZWPbaTxKAEEQ4YsgFB+UG4gl4adO7qLbNsO2raITOJY9DPHMvO2cnou+sqI3trAwjBQ+NUB7YDlBLcqOfd/glw/+A/fs+FcCvla2LL2m6DxahW0tO082l8TnCeMU5lHAtLGGphEZA3NkBvP5QczRafTCtnkrR85IoqqLL4PwpIrH22+/nY997GN0d3cD8NRTT7Fy5UqWL1+Ox+Ph+uuv5xe/+AWDg4Nks1m2bdsGwOtf/3p+8YtfkM/n2bFjB1dffXXZ3wHuuecerr/+egBe+9rXct9995HP57nnnnu44YYbADjvvPOYnp5maGjoZJ6mRCKRSCQSyaLAyBdER35xi46XO0beETyZRb4I4DiPJQVz1BwRWwPNh4ZKNhPDEhagYGfKW2e41U+h0JqDchEIkMhPkMpOIQynKI4QgkRyjLCvA4/mx7SyiELoqG1b5PJJJ2/Ro/PKFe/mjOgrEXmL1d0X8Ir2txMcEpCzURQVy8ojhEU+nyZnJPF5QqA656JEA4iZFOb+YcR4DKUliDk2g0f4CsfrOI+asvjE40k9YtcNdBkbG6Orq6v4/7u7uxkdHZ33966uLkZHR5meniYcDuPxeMr+Pve7PB4P4XCYqampit81MjLCkiXllZZq0dERbv5kTxBdXZFTtm/Ji4cc55cnctxfnshxf3mz0MZ/MlWoLKmoC+7YXiq8GL+raTsuWyDoW9zjqCgEg97iOSREnm5DJxwO0Gab/ProN+gLreOipa9DMW30iB9FURAZg3RiFEVREcJG9wlaWvz4vCH0dJa8labN28u0McIMx+gc6sHT00o+liCTm6ZFbMXw21jTBqGQl7a2EMlUBtNKE/W0EQ77CYf9tLdezbbU5QhboAV9CMtCxJJ4NC+KZhGOeMnnM+SMFEFvmFDYjxp0BCLh8rYiaTtLyHJaq3h9gmDIg98Toq0tRMsiGsMXVe5WiutVFKXpv1dDVSsbqdX+Xo3JySS2/eLHIHd1RRgfT9T/oGRRI8f55Ykc95cnctxf3izE8R8rHE8skV1wx/ZS4MUa80yuUBtkJEbEu3jrX2ayJiGfp/ibTbZnWGnoJJJZZiZTpIwZBqw9nNl9PUwnUaZS0BJAjCeIpcaI+LqIZ0dJJJJMTyfxeRUSqRg5I0VvcC0ZO8Wx9AGWRs9CHBghYU8hEHjzIbKZBPl8llgsyXQ4xXRiimw2Sbu3j2SqJE9SU0EDCm59fnQKTdHJZtLMzMTJ5hLkjBQhTyvpbL4YPjuXrDBhxvm3eCJBwJtCMQ2mp1MYnoV1L6qqUtVMe1Gvtp6eHiYmJor/f2xsjO7u7nl/Hx8fp7u7m/b2dpLJJJZllf0dHNfS3cY0TZLJJK2trXR3dxeL58zdRiKRSCQSieTljJvzmM0v7nDHlzu5wvi9JMJWC9VWBYKZQtiqAuSzMQQ2WStBPD+GEg2ApiAmE1hByNkpWtRO53sKbTMAckYa087h10J0h9YymjpI2k6QDwqeif8WgJbIUjwZu1htVQgbw0hg5NN41WDNY7b9CprwOC03bIt8PkPWSOBTggiluvkkAL/mCDLLNpzcyEXIiyoet27dyuHDhzly5AiWZXHHHXewfft2li5dis/nY9euXQD86Ec/Yvv27ei6zrnnnsudd95Z9neAyy+/nB/96EcA3HnnnZx77rnous7ll1/Oj3/8YwB27tyJz+drKmRVIpFIJBKJ5KWKrLa6+BFCzOau5hZ37qpp2eglOY+/l97AeRlHvGXTU8W/j6UK3RN0DSXsJ2nOANCi9zjfU2ibAZDOOOaSzxNiRXQrhpXhzgOf5hcHP8twci9ndl9De3g5mtABgS3MQq/GSQQ2vnriUQOP4sW0cuTNLJZlYJo5fEqAhDWFaRuVN1TAr0WKx8viK7QKvMji0efzceutt/Lnf/7nXHvttaxZs4bXvOY1AHz605/mn/7pn7jmmmvIZDLccsstAHzsYx/j9ttv59prr2Xnzp38n//zfwD4y7/8S5544gmuu+46vvnNb/K3f/u3ALztbW/DMAyuu+46PvGJT/CpT33qxTzFlwSmZfPbx49h2Yu7/LNEIpFIJJJy3CqdUjwuXkxLFCMjXxLOY6HaqoLC3ycuZL3hRwBGerr4udHkgbLtUoYjLFsjy53vMbOIQr/GVNbZzucJ0RtezzVr38tpHZfR5l/CFSv/iA0dlwCgaXph2xy2sEhlnO/0abXFIxTEo5nDsgxy+UKPx0GT6I+HMa1c1e18uiMeLcuomYq3kHlRch5/85vfFP/7oosu4ic/+cm8z2zcuJHvfe978/6+dOlSvv71r8/7e2trK1/+8pfn/d3n8/HJT37yBR7xy5u9AzN8/a59LOkMcdqKtlN9OBKJRCKRSE4QbpVOGba6eHEXAOCl4DyKYtiqiwAUIJdxRGB7YDnj6X5sYaIWqpMm85MAtAZ6AbDysy030gUR6IafhrztnNF91fydF7Rb3sxhmga5QoXW8M8GUc9Zgb21p/JBK454zJoZBBTFY6A/h//+EbKvWQ6t5ZsIIVAEBPXZPEKfHuHI6C6i3ZfV/I0WGos3w1Zy0shknQdRTr5YJBKJRCJ5SSH7PC5+3AUAgMxi7/Nolfd5BLAR6ChkszEAVoS2YAmDyfRA8TMpYwqvFsSnhVFQCmGrFrZtkcnNABD54h6oIa49qtfZn2VgWlnypiMeA0dMtB012vwJ0FWnR6QQJvm800fSl3QqqeoHEwhRHr1nCxNd86N5AiiomJbBxMxBHn3220xO72vgl1o4SPEomYcrGksfThKJRCKRSBY/eTdsNW9hV6kKKVnYGCWL+5nc4l4EMM3ZsFUXSxHopiBnOI7eqvv8KKgcntmJYWU4GnuCI7EnafX1oigKHsWHaeWwhIVl54s9HgOToB6eqbpvrSAeTSuHaeWKzqMvq6Pun6pYNVUIG1XR8Kr+wnYGedOpzOqPOefhO5iZl/doCwtd9aNqGpqqY1o5EqkR5zj9iyvKb/F1ppScdLLG7ItFIpFIJBLJS4fSheGcYRHwyangYqN0fraYw1ZtIbBsgUcrz/2zAN0SGEYST14l+GSSlRdtoz/2OMcSz2ALi87ASs5b8gYAPKqOZRkIO49l5ckZCRQB3qwHa/8U9sbOivv3aE4/RtMyMIwURj4NgD+jo1h5lJEUoq+8XYVVcBA9ig/LMrAsA8N0tgtMK4DAczCGJQx0/OXbefwomlbIl8ySSI2hKCrBYBeLCfnEkMyj6Dya0nmUSCQSieSlRL7k3Z7LS/G4GCmdny2GgjnHxpN89afP8f43n0U4oBf/blnOecx1Hm3AY9vkMgl8GR11MsO5/mtY23Yh/bHHCXgibOi4FFVxwkQ19GLbDMt2hKA370VBQd0/TSVsYeHxOOLOsh3nMZ9P4xE6mlUo4LNvYp54tIWF3xN2nEfbybPM59Moiop3WiA8KsqxGUjm5+Q92uiqH1QFj6KTN7PkzSwhf1vxPBYLMmxVMo+i87gIHkgSiUQikUgap7TYinzPn3pS2XzT4cNu2KoCZBaB83hkJMHAWJKhiVTZ3/Omc95zxSOAbpoY2QT+jCM21f1TtAWWcFbva9nYeXlRcAkhUBWtWDHVyGcw8mn8WSckVemfgQrXuS0sfB6noE4+n8WyTQwzjc9yBKXwaSj7JipsZ+JRfehqABBEgl3kjCR+TwjVBGWzU2THdzhN3nLCWXNmGgUNXfWjqCoeRce0sqTSo0R8QRCLy6yR4lEyD/dlUvqCkUgkEolEsvgpDVvNSvF4SskZFn/1xYd49NnRprZzxzAS1MkugoI57nUWS5XnAZqF6qi6Z74cUYwsRj6DzxWPByo7iAILTfUWnEeTvJnGyKfwZXRESEexRMW8R8s2CXpanP+2DGzLdLYzHdEptvSgHYjNy3sUQqCrPnRPwDkHK0cmN4NfdRxK5Yxl4PUQ6rfxqF7S+RhezUdfeAN+pvAZ9xLWknhS+0klB1nOAB6jRnGeBYgUj5J55PLOg0gWzJFIJBKJ5KVFmfMoaxucUuJpg5xhMTCWbGo7dwyjId+iKJjjCtxYsrz/oWm6YasV+h0aaQw7jT+rI1p9qPumKn63ZVvoqhfTckJIDaMgHtMa5umdCMVxLediC5OA3uocRz6LwCnQ48t5sQMa2ualqMk8ymiqdCOwBZrqwVvIl8ybWZLpcaKK811qWwhtbQ88O0yfmWODcpiu7/+c/Ie+QHTog0QzXyGgZpjOCwwBZssFmL5lzfycpxwpHiXzcFeIDPlSkUgkEonkJUVpzqN0Hk8t6UJrtKlEtqntXNHfEvYuilYdVZ3HKjmPGmAbaQwc59Ha1os6kYbp+b+T2wLDsgxsO+9UTc2n8Cc95Ns1rGXhcvEoBEwWWmt4Qk6bD8tACEHOSODLOo6lvnE5AOp9/WBYqE+M4vvwPQS/sR9N0dG1QsirmSGVniBiOE5kJPAILWfvwR6eIfbXv2H6Y0dI/tZDfszP6F1XMRX+FFk2kTKdcfOGV7+wH/cUIMWjZB5ZGbYqkUgkEslLEsO08XmdfLHFEPL4UiadzQMwFc/V+WQ5bmRYS8hLdhE4j246VCxZLh7jKef8S4voAKiWjW2ksBQLf0bHOsvJIywVgcp4GmUshRAWHtXnFK8RJkLYGGbayZUMezHXR1H6Z1B3DaOMpdA/vxP/396L/swUuuZDU3QsK4+C4uQupnVEWEftaUFs6UG/9xi+D/wG71d3g2nj2zWBvW8Mv+YIUHXodmxh0ZvYD0DE/xDhizJ0fjiM99we6FpG8AM34n3VGWQfiGOMBNEVX/E8QnorIpc/wb/4yUWW2JLMI1ds1SHDViUSiUQieSmRz1tEAjo5w5IFc04x6dzxOY9uZFhLyOv067QFqloh9HOB4JoSM6lykTwecwRYd1ug7O+KZZDPOe0vfIYXsaYNEfDg+fVhzJCOcjSG5+cHIaiT+chZjvNoGwhbkDfTgMCX1bHDHvKn9eJ9egbv154EnEI4otVP4Mf9qOdfikfxYtsmuu7HsvP4kxp22OOEpv7lVUw8tYvQo5N4+ky8F05h3Wpjf+ub9P7JbuecYv0AeNNrAZjo/hR6uB3Wg289uDJRXdaO8cBect95CP1apyiPgoLf8GMnygsJLXSkeJTMI5uXYasSiUQikSwmcobF7gPjXLi5t+bnDNMmEvQyEcsW3/eSU4MbtjqTMJoSgG7YajTkFHfJGiZBv15rk1OKe53F5ziP4zOOeOxs8Zf9XTFNrJyTB+oTAVAV8r+zGf1He/F+cRcA1uZOtOcm8N89iH5xEFMY2MImZzhCzJ/RIeRF720n/ZEL8O6JoR6axrx0BcpwHN+XdmPf+zxap45pZslkZwAIxDQIKfjNx4la++nesAfvuiOoOIbKzGs3MPmNbnIHXwn+uzmsrgP24IutQWjjKMFIxd9AjQTwXXsWue8/iv5KJ/AzGGhHNZlXlGehI8WjZB45mfMokUgkEsmiYufeMW772R5W90bpaQ9W/Zxh2nQVJuvSeTy1uM6jLQQzyRztUX+dLRwM08brUQkWenRmctbCFo+F8OiZ1Hzx2Br2onvK+xwqRg7TKDiPagDDyuA9fwm5s3tRnxyFoI69qRO+9gS+3w7hP3c2/zCfL2yX0RFRH0FvGzOZITxndGOf0Q2A2arhOa2d3I93ov+hFzsfxx7/LQDRMY3uTU/SmvkJAh1TW03Gey2Gtg7LsxH7lWHUX38La7cCF8FM4hiq4sE/rSJCjmNZDW1VFwAeQwMFwsGuRReyClI8SirgrmjlTBm2KpFIJBLJYiBVcLGSmTw9NT5n5C2Cfg+aqshqq6cYd8wAphJNiMe8hVfXCLjicYHnrrphq4l0ucM6PpOlqzUw7/PCyGDnHVdS9wTJmgl01YfiUbHP6St+zrh+Hf4nRtGfnYLlkDdS5E0nBNif8aCGA/g9IYQy6+wpwiAgDhG+Ok36c1nCxhSadxQmDwMQmQ6SDHeghn4fU1sNSrkoVwC1txUtPglAzkgQCfagpkzssBdFqe4eKyEniNWb18EL4WB3xR6UCx0pHiXzkNVWJRKJRCJZXLjFV0oFSSXypo3u0fB7NVlt9RSTKRWP8SwsbWloOyNv49VV/L5C4aMFXjTHdbiFcNqTtIYdETURy7BxRdu8zwsjjZlzxKNXD6GoAUzbQNfKxbXV4cXa1oPn2POwHGzTJG8WKqlmdSdUlCxt7KPFGiUoBggwhIJNvtXHUc5DtYIkbDjs24RHeRxfRicd2UjQs6Hq+SghH/rwrMES9ndC0oCwt+bvoISd49cNzRGPgU7E1MIeu0pI8SgpQwhRDC+QfR4lEolEIlkcuP3+XBFZDTfk0efVZNjqKSadyxPye0hlzaYqrhqmhdejEfAuFufRxKurGHmbWNIRj3nTZjqem+c82raJxzIx8ilUS0EL+MHjhK7qlItHW5iorSE8xxxnUVe92OkhAPyKxkrxb3iTU3QCtvCQZgmjnE+alfg7zwd+CPl2cnaMeC5JWLSgoKBE5ruhpSghP0rCqdAqEIS97ZDKQ0cIezyO0hZCmROK62zniGbdcHIew74OsBffXFuKR0kZedMu5u3KcBaJRCKRSBYHmUL+nJtHV428aaHrKj5de1FadaSzJkG/nG5WIp016WjxY9oZx3lskFnn0c15XNjiMWdY9LQFGRhLEkvlgAiT8SyC+cVyLCuHbiuk0jEnbzGk41X9GGZ63vcKO4MvmEYv/FPf6GeZiBn48xreoElOWYrhu4acupYZq4WYMYlfC9MeWIaqaKAq6KYH0zZIpsdpMZ1iN4rfhz0eR+2KVjwfJexDyeTRFB1TGIS0dkjFUCJ+ECAyRmUBGvCBAu2JNlr6emkPr8I2D7yQn/aUIO9mSRluRSxFkWGrEolEIpEsFlwBUSts1bYFpiXwumGrJ/k9Pzie5G+/9hgfffu5rOqtPBF/OZPOmYT8Oh1RwVSicecx5+Y8Fvt1vrBxHJ5M0dUawKM11v595/NjZAyTy85c0tDns4bFhraAIx4LFVfdSqvzch6FjY5KLh3DXxCPPiVIWo2j2tOEOUZQHCUojuJniLivB0/eKYQz7VnLiJginMySDXUxlryMiNaHEvIR1SHi6y3LSVRCfjw5DdPOkU9nWJot9JMMOoJWCFExh1EJOf/uwYuJQYgISnoSEfKBrkGVmiGKqqAEfYTjAS7tfQsBJUTKWlyVVgEau0okLxvcEJZIQMeQBXMkEolEIlkUuI5jrbBVw3Te8V6P4zye7LDV8ZksQsDBwfhJ3c9iJZ0zCfo8tEd8RefxJw8cZu/R6ZrbGaaFz6POFsx5Ac7jsbEkH/nPR3ngqeGGt/nh/Yf4/r2HEA20mLBtgWHadLc5FVHdiqsTVcRjSOh0Wx5yRhJfRiccPEJX8jbOEF9ik/0vLLe/Q5vYiY3OiHIh6dar8OQdET2uX8BMLkc4HkSEdVTdV1bNdK4QVEI+dEPFEnlsYRFOh4CCeAx4ocrv6oafeoTz+xe3CzttRWqhhP2QMRCWjTDMRanEpPP4EmZgLEnOsFi3rLEEbCgRjyEv8XQKWwjUGpWjJBKJRCKRnHqKYas1nEd3Udira/i9nqZCJV/IMQ1OLK4m6C8W6axJwO8hFPBwdCzJ4ESKHz1wmNV9UT769nOrbmfkbaJBL76C8/hCxOPPHz2KEDA43tgYxZI5hiedONGpeI6OltoVYl1XNBzQCfo8xV6P4zNZdI9Ky5wiM8HRH7Bh8ps8aI/iz3bQG30cXYecspZh+yzyng1k6UOgkDWT9EZb0Y3nAMgZSdJGjMhMK3ZYR1VUpzxqFZSwDz0zq94iyQBCy6N5dZSgDxFPo1RogVJ0HoUOikIo7i3+XfF7wbIReQtFn5/3SMgHacP5TNZAqAqaunDbrFRiEepdSaN8/96D/O8vn29qGzeEJRp0boS8LJojkUgkEsmCJ92AeHTf6bpHfVHCVt1jGhpPntT9LGTsGu5cOus6j37iKYP7n3SKvRwejnN0NFF1O7dVh6ooL6hq7mQsy2N7RgEYnZmfU1iJvQMzxf8+NFzfUXbrZ/h9Gi1hLzMpJzx3fCZDZ4t/nkERGv0+upUkhYIv4+GAfj0j2q3E7HcyoZzPjNVK3jbJmHFaA314IsGi8xhLDQGCyLgPEfSgoIBHQ1hVwkhDfjyZ2f2Hp/2IsI6mOJVaqTJ0SqFarG7pBPVWtLTz/Wo4gOLTUNrDVfs3KiE/JHPOd6cNFE1FU2tXaV1oSPH4EiaeMoinm2s+6jqP0ZBzIedMmfcokUgkEslCZzbnscGw1Reh2qpbkGdwItVQiONLjQODMd71z/fwnd/sn1eE0LRscoWem21RR4zc+8QQ65a14NFU7i0IyUq4FXMBAj7PcTuPv9xxFIC1S6OMTWca2mbvwAw+r4ZHUzg8VF88uteAX9doCXmJpWZzHiv1eJw485s8FXgzecUiHPeT87ehBgNoQqM3vIGItwtFUegNb6DF14MS8uHJO7/FTGoQgMiMDzvsQfV4UdvCkDUqHpsS8qGnnOtSVTyEZjyOY6mqTvEbqHjdui03VmTWsDp6tlNplUK4q66jtgSr9m9UQj5EKgcoTtiqpkrnUbJwSGbyJNP5ph7Y7k3uOo+GLOMtkUgkkhPI0ERqwVeHXIw0Um01b7rOo1aotvriOI+prFkUDS8nDhyLYdmCXz42wMdue6xM2LvjFfR5aI86YiSXt3jVOcs4b2MXjzw7UlXc5wzHeQTwezUyxzGO6azJfU8Ocf6mHjauaGMylsWs4tCVsvfoDOuXtbCiJ9KQ8+heY36vh9awj1gyhxCC8ViGrpbKLTHiKccNbZkKIgIKWksEUNA1P22BPpZENuL3hAHHydMsFYRCLDsCQGQmgB30oHl9KG0hR6RVQAn58RSidUOeVtS0hQh5UNBQvB6UaKBi3qOb87h+ZgProuehFK5tJeQDnwcl6AWl8txbDfsd8agIhBAIBSkeJQuHZCaPLURTL+ls0Xl0LuScLJojkUgkkhOELQT/+L87+cWjR0/1obykyJsWZqFqY2M5j07Yai5v1QyrfKFkSprXL6S8x0TaeFGc0JGpFNGgzh+/djNjMxn6h2dDUV1hHfLrtEccMRLwaWxb18nl25aSyVk89vxoxe81TAuvPus8ZnMmQoimquTvPTqNkbfZvrWP7rYAli3q5sDG0wZDEylOW97Kmr4o/SNxrDp9CmfFo0a04DymsiaZnEVXa+V8yXhqHICWTAsoTq9HJeitLAIDXhRFRbc9mHYOj/Diy3oQQQ+qV0cN+qiW+KiEfXgKzmPY4/RqFGEdFRU0FbUtjJjj5AtbFFtuKFkL2xQoKee41IAfRfeg+HQUn7fgMILI5rEnE9iJTEnOo8AWJrriHP9iYnEdraRhTMsu3rCJTOOhq25YRcR1HmW7DolEskA4MpLgX769m7wMp1+0JNN5sobFdBNtCST1SRdEmqYqNVt1uO90N2y19G8ng0zOJOBz9lNakCWVzfM3X3m4mG/3YhJL5vi/X3iIJw9MnvR9jUxl6GkPsrzbcclKF/NdkR/wO86jqiict7Ebr66xflkLPe1BHn5mZN53WraNaQl8Becx4NXI5Ez+5xd7+esvPdSQewhO+KlHU1mzJEpPoRJqvdDVfUdnADhtRRurl0Qx8jZDE+W5knNFuRvR5vM6OY9G3uaOh/oB6G4PVtxPIjWObur4tRCaqqN4NJSOyDwhB4X2FyEfHqtQ+dSOOrmOQR3V5wW/Dlp53qMwLYRto4T86IV8yZDWhpIyECHd6QGpFUJXLQuRyyMsG3syiZhIgG2jBH0oaQuRN1AyeUTQg6Z6UDzO92nre1H8HuzJJAiBZ+MyyFsoQWehQM3aiOk04U89hz00UfN3X2hI8fgSJVkiGJNN5D0Wcx6leJS8xImnjGKpcMni4NE9ozzbP81E7ORWiJScPGaSjmhMNrGoKamP256jo8VPNmdWdRPnVlsFTmreYyZn0tUaIBzQGZqYLZpz965jjE5nuGvHwEnbdzVGptKYls147MQ9/w8Oxbj9t/ObvY9OpelpD+J3q6Ia88Vj0OfBp2u893e38oYr1gFOS4kLNnWzd2CGWLJ8ocUoFD3yFkSK3+ehfyTBfU8OEU/nGRhrrDjR3qMzrF0SRfdodLc54aNjdd6Je4/O4NVVVvVGWLPE6dt5uCR09Y6H+vnIfz5atk2uxHlsLYR73rVjgItO7+WMNe0V95PITtKSCEPIi4YHxaM6BWxKBaAQiEwhXDTsx2M6v0fYmA1nxetBURTUjhBiJoUwTOxEBpHMImbShXzJwnZKC0rGRBRcYDQVJexH27gUBIh4Bm11N9q6XkQigxL2o2RMMC1IGRApOIiFXFQ1EsBz+gr0s1bhOWMFakcYdXlHsZWHlrFhYAYlka8oihcyUjy+RCl9MTfjPGYNCwWnpDIgez1Kjouv/vRZHny68Z5Rp4Jv3b2fz//w6VN9GJImOFQozlAaCidZXLjiMZF5+eW/nUzce6KzxY+geuuG2ZxHFX/BuTqZFVczhT6GSztDxbDVnGHx653H8Okah4biDL7IlVjdxafsCcy7feiZEX7x6NGy3z2Tc/I8+9qD+Av9GLMlzy43bDXod/7t9FXtxbkXwLkbuxECdu0bL9uXOy/zuWGrXg+WLVi71BFz+4/F6h5vOmtydCzBaStaAWgJefHqal3nsX8kzpq+KB5Npbs1QMjv4dCQs7/B8SQ/fuAww5Pp4nUG5TmPvR1BFODGS1fzR6/dhKZWliFJY5KWmRB2ofIpmurkEXo07OkUImMgplII00akso4ILIjHSLYgHgM+lMICibayC21dL+Qt1EgAfdsqR1zqGi3TAVZZm1hir3G2CznbKYqCoihoHRE8W1ein7sGbUkbak8Lild3wmXTeex8HmUqi9rh9HpEKz8nJeibdSP72lALxXZUW0VNFArt9LbVHrAFhhSPL1FSJYIx1WTYqs+rFWPpT3YlNslLD1sIHtszxhP7F3YYxlQ8y/iMdLAWC5Zt0z/iikdZbGWxMlPo8ZZoshI4wINPD/PJbzze8OeFEOx4fqxsIvtSxb0nOgqFV6qFrlYKWz3ZzmPA52FJV4ihQsXVe58cIpnJ884bNqOpCvc30Zz+RDBZyOs7kYtQ4wXRVZozODLlhHNWdx6deyDoq9xyfWlniL6OIDv2jJX9vTiGBfG/sjfCsq4wf/mGrXS2+DlwbKbu8e4/NoMQcNryVsBxOrtbA3XF40wyVyzuoygKq5dEeWL/BM8cmuR/frkXy3Yc79JndGnO4+q+KJ9/73ZuvHQ1SpUe4unUOIadpXU8UGib4XHEo+5B37oSbUUnqCra5qXom5ciciaEfOhGwUFMBhFe1enVWBCPikdD62nFc/ZqPBuXovi9aKu6QNNQbZWtqQsJTRV6MrYHQS8fE0VRUAp/UzQVdVWX0/8xnUdpC6BMZdG6o4V9VZdWikdDWdkJgGaAOm1AUEcJ1u6VudCQ4vElSumLuZmXdNZwxGMxF0LmFkmaJJXJY9mC8QUeEprM5MnkTBmavUgYHE8Vw7WkeDz1ZHImu+c4Io0wU8h1bCadwuW5/mn2Dsw0nNM1OJ7iSz96hh1Vio68lHDvic5Cw/ZMFfFYVm218J7PGhZ7j07XLZZyvMcVKDiPmZzF/U8N8/NHj3Da8lbOWt/FtvWdPPTMSMNjeiJwzzNTpQLn8eCKrtJc3lLx6NFUvB61pvM4F6WQA7lvTujqXPH4ynOW8fE/PJ9wQGfdshb2H4vVLQbk5DsqrFnaUvxbd1uQ0enqvR6FEMRSBi2h2Z6EN29fS8Dn4TO3P8mBYzE2r3IctHLxWMh5dHM0q4hll+nJfQC0jHixw04eoevmKV4P2tJ2R0S2hVFC/oIT6MGTcz4TnfRht/ud3olzXcASwaq2BNGWOmGziilQcoVeje1hlMK9UQ21PezkLqYMsFXUZB5PT6vzj1ptaaW2Oc6omrbQpnIobZXzPhcyUjy+REmWxE83k1uSNUz8ulaMpXcnaxJJoxR7OMUyC7qvl3tfzLwMy8cvRg6V9BOT4vHU89AzI/z7D55uWnC4YavpnNm0YJgs5KjVqiZaylTCObbRqeYXslLZ/KLKy0wXxaOTu1at12NZtdXCZH50Os2nv/0EP7z/0Ak/rkzOIuB1xCPAf//8eSxLcPMVawG47MwlJDP5FzVSZTLmOo/zr6O7dx0re9Y0gmnZRTdzqkQ8jk6lURToLvQy9Ps883IeNVUpiqpKnLexGwHs3Du7UFMcwwoO1/qlLcRSBuN18sL3Hp1hdV+0bN/dbQHGZzJYts23797P80emy7ZJZU1MS5SJx5W9ET7+hxfw+u1reNU5y3jlOcucc5vjPHp1FVWt7DTOZWZ6PwCtk0Gsdi+a5kepEt4KoC3tQAn40LPO90eGNex2X0XxOBe14AKqGQtl0nlO6G3Rec7jXBRFcXo9pgzUSee31nsKoaf19tnq3AtqykKbzM2Guy4ipHh8ieKGqob8HpJN5JbkXOexELYqXRlJs7jiMZOzalb9O5XYQhQnhnOLEUgWJoeG4sXJ0vH0NJOcWCpNlhvBDVuF6qGV9fZZTRhV29fxFEb52s/28KUfPdP0dqeKYthqwXmsJrBnw1Znncdf7TiGZYuyNhInAiEEGcMk4NdYv6yVN71iHe/73a185s8uYV3B8dqyut1pNt9Av8ATxWTcuWbnhq3aQvDtu/fz/XsPNvV9U/FsMVxzbthqZ4sf3ePmJpb31UxnHVe2WvgmwNKuMN2tAfaUCLm5zmMp65a1AtQMXc3kTI6MzOY7unS3BTAtwffvPcRdOwbYsbc8XNZ9t7eEfWV/1z0qr714Fb/36g3FENxSYZ7LW8XiTI0wHT+ER+gEUl7sNi+a31fz84pfR2kJoGdVVMVDcFBgd/jw4EGpI+SUaNBpuZE2USYz2C1eNE8A6rijzrYByBhornjsbgVNqSl0AZQWx2lU0ybqVA61XYpHyQIhkc7j1VXaIr6mwlbdm9x9KMk+j5JmiZdMDhdq6GomZ+KaoqWT2YXO4ESKj9726MtS8B4ajrOhkJ8jncdTjxueN9OkeJwuuXaT6cbvPdOyi0K1UdHpHtt4nTyuSgxPphmeXDh9CeuRzpooQHvUmWjXch4VwKMpxTy8Y4WCNUOTqROa/5g1LIRwwhRVVeGq81ewZXUHnpIJvaoqBP36i7bQKMRsL8O5z5F01sSyBc8fnW7qGVtaoXRqTthqT0krCr/PU96qI2dWDVktpS3iK3PBc/lZ93guSztDBHwaB47FMPJWxWv40FAcW4ji89Slp+CQuj1Y5y5AuL9JqfM4l0AF8Zg1rKLL3QjT8UNEDafdht3mQ9Wr789FbQmy4ek+tvleiZq1sNr9TuXTeuJR1yDgQ02bKBNpx7FELeY31tw2EgAB2oDzG+udrU4hnXrbeT3g11GGEiiWkOJRsnBIZfJEAjrhgN5k2KqF36uhqQqqokjnUdI0M6nZl+dCFY+l+VYzi0iIPXt4isHxFHuOTtf/8EuIdNZkeCLFumUt+HRNiscFwHRhAt7s/TOTyBXz8pp5N00ncsUFn3TDzmNBPDb5HBJCMJ3IEUsaL2ouXrMkM3mePTwFOJN1v08rVutMV7lH8qaFrqsoilLmBm3fugQh4OhYc+7jr3YO8P4vPljMayvFvU/r5biF/J6KY/rAU8N85jtP8OGvPtK0G1iNRDpfDPucm/PoOmtClIeJ1sPNd2yL+Ir3hRCC0akMvSX5bAGvVlbhNZ01qxbLKSU45/dx52U+z3xBpqoKa5e28Pj+CT74lYf56H8+RnxOasb+YzMoCqxd0lL29+7Csfq8Gh1R37wFiFnnsbqYc8+n9PrLFeaVjTITO0g0FUKoClZER/PWF49KJED7RJhVo07YrN3hR6UB8Vio4qqmnbBVq8PvtAZpQOy6DqJ2LIHwFlqJNLKdpjr5kkedKrVqlV6XCxkpHl+iJDN5QgGdcNDb1As6l7fw6RqKouDVVXJSPEqaJJY00Aq5DQtVPJa2r4ktJuex4BCc6PCyhc7hkTgCWLMkSsBXWzzua6KgysnAsm2+f+/B4kTrpYrrsDTj3Fu2TTxlFBumNxMVU9rbM5Vp0HksHFs8nW9qwSGTM8nlLQTlBVAWGnc81M9nbn+CTM4sFqbx6RqqolQPWzXtYk0DN9+tI+rjxktXA809WzI5k588cJjJeK5iM3v3N68nkIJ+T0Xn8Y6H+zk6miCXt3jk2RNT9MgNfQ7OcQGBosjSVIVH9zS+v7HpDF6Pyuq+aNl9kctb9HaUiEefpyzkPp3LN+Q8huY4s24hw0rOI8CmFW3EUwaKomALMW+B58BgjOVd4Xmivi3q47Tlrbztqg30tgcrOI8F8RiqHkYa8LvO4+x5Zg2zYfEohKAluoqlQ12Idr8TUuqrLx5xQ0EHnOvX7vChqlqxRUZVCkJOiRsoM1lEuw8VT13RCaAU8ou1gRSiI4hii2J115qoitMOpFBQSTqPkgVDMpMnHNCJBPTjqrYKzotFFsyRNEs8ZdAR9RMJ6gu2mXuyTDwu3MnhXIYKfdL6R5oTj7Yt+PS3d/PTBw+fjMM6qVi2zS8fPepUBuyLOhOwKkJgdDrNrd94nEefO3XVNY+OJvnZw0d4vE4lUtOyue/JoaaLcywERMmEtBnnMZ7KI4BlXY54bGZhc6Ikb7HxnMccbjZZM8+i0tDDk1GB9ESx58g0QjjhkencbP5cNTEGkM/bxRw8j6awoifMdRevoi3iozXsLbbDaYRf7xwglTVpj/r49a5j8wqkZUr6+9Ui5NfnCRUhBDOJHBee3ssV25YyGc+ekIgDt1jOsq7QvJxHVzyet7GbA8dixc/WY2w6Q1dbgPaIj6lEDiFEWaVVF793Tthq1iTorx/m6IxnpbDVysLoVecu5+9+/zzeef1moLxdm2XbHByKs25Zy7ztVEXhA285m4u39FUMJY6lcng9KgFfdUEW8FYOW/U1mPOoKArXX/k1lh9oR3QEwRZovto5jzBbhEYbcBZYrTYdzdtA+wtVQQn60AZTKAKUrqhTDKdGu43ipq7zGM+jdIYRll230I6zQaFnZfHYfaAsLjm2uI5W0jCueAwHdFLZPLbdWNXLXElsuldXZasOSdPEUgbRsJeu1sCCdR7dsNVwQF801VaFEMUm20dGEw3f0wAPPD3Mc/3T/GrnseNy5U5l1dzv/vYgzxye4q1XnUbQr89bvS9ltDBhc0X2qaBSyf657D06zd/e9hj//fPnT1g43otJIpPHtJxrohnx6H52mes8NiEeJ2PZohBsOOcxmSvuq17/ulJKx27yBYrHiZkMH/jyQxxpcsGnHslMnoExZ6I8OpUuOo9QPQwUHNfKLTylKAp/9/vnc8W2pQCs6o02vDCVzub55WMDbFvXyeu3r2F4Ms1z/eXh9M05j+XHm86ZGKZNW8RXXGwYHG/8vs6bNj+47xAf+PJDZSLQHc+l3WGyORO75NnmisdXnbscoGH3cXwmQ3drgPaon5zhFIpzo0T6ynIe5xfMaSRsNRTQMfJ28dldWvSoErpHZUVPhFAhhDlZcr8cG3PyWtctnS8e5+5z7jUUSxpEQ96aBX5UVcHn1ebnPDYRtgpO/0PREUDYNpq3vnhU2hzx6DmWQgR1FJ+3MfFYEHJKYU6gdkWLf6+/z/Ds8XZFwbKrO492DiUfQzEmUKxJlEChZ2RbBKv9DGxvd/1jXUBI8fgSpSgegzpCVM9/KEUIUeY8eqXzKDkOZpI5WkJeOlv8C1c8Fiaty7pCi8Z5nIrnyBoWa5ZEyRlWcWW7HlnD5If3HSrmPz99cLKp/T7y7Ajv/fcHKuY0nSwefnaEv/7SQ3zwKw9z144BXnXuMrZvXQJQ03kcnym0ZjiOAiknirFCn7RahWS+esdz5E2btUujDIwlF3RLm0pMF6pVejSlqbBV9zfpavXj82pN9XqcjGVpjfgI+LSGnEfbdnrSrS84LM08i8rF4wt7Ptz7+DHGZ7IcbsLRa4S9JXnPI1NpMjmrKEScHLlq1Vbtqo7Vqr4II5Ppug5fOpvnv+58nnTO5MZLV3Pexh6iQZ1f7xwo+9xszmNt4RDyzXce3TFwxKMjDI5NJGt+T+m2//A/O7jjoX7GZ7LseH62auhkPItP1+hqCSCgrEBQPO2kXKzqi7BpZRt3PNRfVgynErYQjM1k6G4LFIsVTc5kODgUpzXspS0yK3wCBefRvd8bLZgTKnzGXTSZrbZaewrv5r+WOo8HBp08u0rO49x9prNm2bMpljJq5ju6BH2eOa06zOK8shFEJoeashAdfjTFUz/0FFAL4lHJWdgdfnS8DYWQFltuFNC720GhIfHoup0AamcUbNvpDylssNIoxqTzv9w42BaWfwlmdBtm+2WINud9pvR0IdQg1BDkCxEpHl+C2LYgnTWLYasAiQaq2pmWjS1EcYXI69FkwRxJ08QLTYS7WgNMxnJY9sJbgEhm8miqQm97cNFUW3Vdx0u29AI0HF7280eOEksZ/NnrzyAa1HmoQm5SLe5/aph4etbleDF4fN84mZzJqt4I1120kt99xbrivwW81XMeXYFQq9H1ycadbFZz5EzLZjqe45IzejlvYw/JTH5eQYuFjjuxX94daaraqvubtIZ9RAJ6U22kJmJZOlv8Tv5XAzmP8bSBEE71yZDf05R4nIo7LmfI73nBYasPPDkI0JRQboTnj8zg1VXao75C2Gq+RDxWr16aL3Ee57KqN4oAjo5Wdx8PDcX56G2PsXv/BG+4Yi0reyPoHpXLti7hqYOTZW5VutGCOQFHVJW6gO511Rr20dHiLDYMjjXmPD70zDDHxlP8xc1nsrw7zO79syHkk7EsHS3+oqAtfZbEkgaRoI6qKPz+tRtRFIWv/uRZphM5fvHo0Yqh6DOJHHnTprs1UBSK4zMZDhyLsW5Za5lLF/BpWLbAtGzypkXetBsumAOzhaIM00ZTlbKqtZUIFUJiS8PD9x+boS3ioyNa25UL+j1YtiirexFLGbTWyHd0mbvA51Txb0I8jjhFoKx2H5qiN+YCRgK4oQl2hw8vPmhwn0rEyV0UKmgdLU7FpIZyHmddZU9HAJGPodgzKPkZUHxYofWYLWeT77gCs/0S7NAGhLcLtCBK1HEt1e6Oho5xoSHF4yLEtkXNlepU1skrcZ1HaCy3xA2ncJPofboqxeNLkMHxZNmqdaO44VfHaoiIvGmTypq0hH10tQawhSi6FAsJ15lvLZRAX8gVFV0GC6vu52zsxqurDRW2EEJw965jnLOhiw3LW7lgcy9PHJhoONcsmcmz9+gM4OTyvViMTmVYu7SFP7lxCzdfvhatpG9WbefREQhj05myieiLSTFstYp4jKcMBNAa8bHcdVSaCMd7IZiWzaGheFO5hpWYTjiCak1flHShuExD2yUNFAWiQS/hgN5U2KorHudWnqxGqVBtNoR+OpEjGvbS2Rpg6gU8v8am0xw45jg9zdQeqMbdu47xz9/aTS5v8fzRadYva2VJZ6joPJaFrVa5RwxzNudxLqt6IwAcrvFs+X937QXgw7ecw7UXriz+fWlXCAFlhaKyhZzCeuIx6NcRlAu5UudRURSWdYaKLUXqcXAwTm97kG3rOzlrfScHBmPFBZrJeJb2qG+2pcQc5zFaaEPR2RLg7a85jYNDcf7vFx7k9t8e4LafPTfv2nOvKyfn0RFk+45OMxnPzgsNdXM/M4ZFuvDbNFowB2YLReXyVlX3uBTdo+LTy536A4Mx1i1tqRl6WrrPUkc4lnTui3qUFjVzI9qa6fMohiYARzx6FL1ur0aYbX9R3E405jxCoV8jOD0lVS9oWu1ejXYOJT+DKmJQGD+1dwlKaA1W+wXkO67EbD0XO7ASobeDOv83c8Wj0t3e0DEuNKR4XETsG5jhyz9+hj/5l3v5zeODVT/nTgwc59G5aBtZ9czNSW736loxMVtyajAtmwefHj6h7t03f72ff/veU03383r68BTjM1nufWKo6mdiqdk+UF2FcvynKnT16GiiquNeFI+FZscvdsXV7/72AP/7y73z/i6EqCpkh8ZTtIS9RINeVvREGspNSmVN0jmzGLp3yRm9WLbg/ieHGgqVfGL/BLYQqIrCQJMl/I8XWwjGptP0tFUuX+6Ix8rXrhu2mjft4qKFLWovtp1oXPFYzZFzJ9etIR9LC/l4jU6KjxchBF/5ybP82b/exz/+707e/6WH+N49B49bRE4nc6iKU2wFGi865Ya0q6pCJOht2I2zbJvpRI6OlsC8ypNV95Uo/M4RRzzWCz8sZTqRo73gzjTqPJqWXRSKLm64ZMCnkWjCZa3GniPT7DkyzVd+/CyDEyk2rmilty3I6FSmLOcx6KuV81g9bDUacsIsq0UZ9I/E6R9JcM0FK1jdFy37t5ZCAZBSFz2dc3pP1gtZnBuWCeXiH2BpV5jBiVTde1kIwaGhGGuXOMd31vouhIAnDziCZCqeozPqr9iPMJaaFY8A52/q4XXb1/Dqc5fzpzdtIZOzuHvO3MsNke9uC9IS9qIw6zbPFY+u25nNmcV7L9RAwZyieHSdx7xdN2S1uG3AU9zXVDzLVDxXN2QVZvNU3TFxF4Zba/R4dCld4DNMGyFoznkcLjiPHTq66m/MBdRUCDrXiis6aVQ8FhxEq8OPZqvlorM0BDU3gZKbAGFj+ZditZ+FEiqIwFVnI/ztCF9LQ8VvlBZnoUaRzqPkZBJLGfzzt3bz7OEpQn4PDz49XPWzpeLRjXlvZIU3m3fFY0nOoyyYc0p58sAEt/1sDzufb7znVC1My+bgYIysYZXlgTSCOzF67PnRqgKn2AeqELYKMH4KKq5mcib/3//bxRd+8HTFyUYybRAO6MVmx6W9KRtFCMEDTw0fVy7g04emuHf34Dxh/Z3fHOCj//loxW0GJ1Is7XScqlW9EY6OJuouKrgVKjsKJcWXd4dZsyTKd+85yEf+81F21rkGHt83TnvUx2krWjlyApzHL//4GX61Y6DmZ2YSOQzTpqc9UPHfAz4Pubw1r2CQEILxWIalBTdvdDpN3rT4v194kHufrL7gcSLJGRaxlFHIyzMrRm4Uw/EizkJANOQtisd7dg/ys4f7T/hxjc1kePS5UU5f1c67bjidrWs7+PkjR/jY1x47riiE6XiOlrCX9kLoW6Oh3zPJXDG0r5kexNPxHLYQhbDV+cVVqu0LHPHR3RZgMpZtuMjUdCJHW8RPe8THRDzb0OLDrr3j/H//b1dZZMaOPWOctrKN3vbQCXEe4yknJ++JghDauLKN3o4gubyFZYuiOAkWqpdWOu58DecRoD3qqxpyfc/uIbwelYsLofOlRArP0njJeTq9Jz2odVwu130rzc2bTjrPaPdYl3WFSGbydVvgjMeyxNN51hSE24qeMB1RH7v3T5AzLJKZvBO2WhAIpX0X4ymjKIJdrr94FW9+1XrO3djNmWs7+NWOgbKF1/GZDJqq0BH14dFUWsJeBkaTeD1qcXHFZbYSqVVccGltwMkLFcNWXUFmVezxWIlwSZi3uyiwujdaa5M5+3TGpLgwHG4gbNXrKTqrWaN8XtkIYmQSoStYYRWf6odGzlVVihVM7U4/mmgsVxJmW26I9gCaBYqaKwjFcScEVfU7Iait5zohqG0XOyGo/i4IhyAcRAn6QSiNHSugdLY5h93bCQio5XQuQBbX0b6M6R+OY9mCP7/5TK46fzn9I4mqZaSLK1pNhq26D8Riqw6PDFutRCZn8v4vPlhTwJ8o3KIoJ6r1QP9wAsO0URWF+56qPaG2hShzRA4OxQj5PSTS+XlV9Vzibh+osJe2qA9NVTg0FGcqnn1Rwwh3PD+GkbfZdyxWsWJeMmsSDs53HpOZPHftGOBH9x+qO2E8Mprga3fu4ccPNN/+IpbKIYDf7p5dxT42nuRXOwcYnc7Mu+9sIRiaTLG005mMrO6NYpg2//79p7n9tweqOj8TBSfObcquKAr/93e38Y5rNqIqCrfduYd4FXc2a5g8c3iKs9d3saInzOB46gWF9+YMix17xnisTgVDdyW/p0rj5Nlws3LRnsjkyRkWW1a3F7/nwGCcWNLgmUNTx33czeC6W+uXtQKVQ1fdibnbK215V4hjY85v+4P7DvHD+w6fcLfeDXG+8dLVXLC5hz+5cQt/+47z8Ooan/rWbu5rUlxPFZy51oIQbLTi6kzCKN5zkWDjYatum42OFn/NfL6yfRXadERDOl2tASxbNOwiTiUcketWz2ykRYS7ULPv2AzgLF4cHUty6dalzrk2UHcgljJq7iuWynHOaV1sXdtBOKCzqjdSdp+UFsyxbFGx4J2Rr57zCI4jXirQntg/wV2PHSWeNnj0uVHO29Rdsb2E69iVOo+ZnEmwTrEcqBwiOZPIFa8VmG3vUs+lP1QoCOM6j4qisG19F8/2T/GVnzwLQHt0NucxXRJemUgbNcMyX3vRKpKZfNli1FQ8S2vYVwytdxdUVvVF5+Uk+gvjkzXM4m8cbcDJK4rr43IedZKF7dz7tLSIT/V9um6n8/s0c7ylzmOu8Jz2NRBm6yKGJ7HbvAgUNM3bUNiq268RwO7wo6mN5Upi51ALGl9p96CYWUSwHSuyBbPtIicEteWcQghqG6gl176mobRFUZc5iykKArTGzlM7/0y873kL6sY1IEDx1negFxJSPC4SjowkUHBW0c7e0AVQtY+YKxQjAR2fruH1qA2FB7nOo0+fdR5l2Op8jowkmIzn+H+/2lfWe+xkMDrlfP/ThyZfcJ4SwN4BR/Rdff5yDhyLFYuwVOKRZ0f429se4/BwnHjKYGw6w1XnLSfo8/Doc5WLrsw6j87LtLc9yH1PDvFXX3yoqgt4Mnjg6WF624Os6o1w+28OzJuQFZ3HwkQhlszxyLMjvO/zD/Ltu/fzkwf7604Y3Vyou3cNNlVUw7RsEuk8CnD/k0NOM3Ih+M7d+3F/nrntQyZiWYy8XXTVtqxpZ9u6TsZnMvxqxwC3fnN3xWNwJ92drbPFEQI+D9u3LuFPX7cFI29x58NHKh7n04emMC2bszd0saIngmnZ8yq8jjVRmGZgPOkU4xhL1hShbrGbnrYqzmNhcSszR0C4QnnDslZ0j8roVJo9R5zr/fDwi9NL0Q1Z3bC8Fagcujrj5v2FnMnC0q4wQ5Op4j1uC8FdddzZZukfiePRVJZ0zlYHXNkb4WPvOJdVvRF+/ujRpr5vuiCu2gr3T6NFc2aSs4IgHNDJGRb5BqJb3PYKnS1+QgEnJLPes2QmaRAJedFUdTYKooYon07kSGdNMjnnf+0Rp1CLs//65+e6rwcL4sVdsLhwS29BPNZ+fqeyeT72tcf42s/2VPx3IZzqsa1hH+95/Rn84x9dgKaqZa0g3Abtc8VGKbXCVgGiYW/ZYtRPHzrMt39zgA9++WFyeYsrzlpacbuwX0dR5otHfxMFYUqP173GXNxn37GxFPfsHuRrP9vDo8+NzqvSenAojk/Xip8HOH9TN3nTpn8kzhVnLWXr2o7iIpTrjKVzJqYl5jmPpaxb1sK6pS08VLJwPJM0aI3MbuMec6VWGLNFeqzigmVLAwVognPCepNpo6H+kOA4iK6jGytZ3G1kO2ef5ds24pQGS8RjtsFen6WI4UmsNh3FtvH4Ki8izqPQckMoINp8qGjzezWWhaAWqqAKAatOc4TmhjOxQluw2zZj+/sQnkjtEFRNxfvWG/C97x2FHo96425nwIe29TQn91RRUHQpHiUngf6RBL0dQfxeDz1tQZZ1hdm1t3LIWanzCBAO6g3lW7jhG7Nhqy9en8cDx2J88huPnxCBdLI5UqhEJ4Tgv3/+/EkVRKPTaaJBHcsW7Kwy3s2wd2CGJZ0hrj5/BZqqcH8Nx+HpwuTngaeGOTjkTIhOW9HGuRu7eXzfRMWcSXe1P1JwvN/3u9v4izecyVXnLWf3/gkeeOrku7WjU06RikvP7OMtV21gJmnwy8dmJ8dCCJIZpxpxNOhFUWAinuW79xxkaWeIGy9dDZQ3Cq+EW9DBsmx++lB/w8fnTq7O39xDKmty12NH+fmjR3m2f5oz1zr5D3Mn44OFcCN38h8JevmLN5zJJ/74Qv76984ilsxx6zcen+dATsazBHxaxYp+fR0hLj69l988PjivJ6EtBHc+fIT2qI/1y1tYUcjNK63CePeuY3zwK4803OTe7XOXN+2afRjHpjJ4NLW4gj+XSoUuoLxwRXdbgLHpDHuOONfwdCJXte/iw8+OnLAogrEZR/i64rGa8xgtiBpwHJW8afPTB/sJ+T1cuLmH+58aaupZOBnL8m/ffbKqi9w/nGBFT3i+E+L1cNHpvYxOpecvDMxkeP7I/AgDIUQxrDPg8+D1qA2FrcaSOZKZfNGtnI2KacTVc6qftkecaqumJTDM2gubjlB1JrrdBfFYq73Np7+9m9t+9lxZoZZi64UGFodcV+fgoHM/PNc/RVern96OEJGgl0S6XPAKIfjmr/fxSGEh7of3HSKeMti9f6Kik5s1LIy8TUvYi0dTiw5Qa8RXdBKDxYI58508l7xp1QxbbQ15SWVN8oXfdyqRY+3SKG0RH+uXtbCmr3LIo5vHWnoNluZh1qLS8U4nc7SViLJI0EtLyMtPHzrM//5yLzueH+MrP3mWv//vx8q+6+BgjNV9kbIiW+uXtfLZP7+Uf3nPJdxy9Wy/WPcYYVYc1XPWlveEy66HmWSOthKH1C2aUymvsBi2apjEUwa6R63bxgRAU1X83tnCN1OJXPHarEc4oBfF40wyRzig163SCrPOY3qO89iI2A34NPKm05ey2bBVIYQjHlt1VDwN9XgEx2FWV3Zhroqg+0KOKFMFiplwwk9zE4UQ1ABWaEMhBPVKzLaLUFadhfLJP0M/52yEaUGo8sJlpX0qbVGUaARM0wldbRClzKEUIJ1HycngyGiClYVKaADnnNbF/mOxivH/bhsC92YNB/SGnEd31dxdbXVaddhlL7zxmUxN1+CJ/RPFPkLN8MvHjrJ3YKZskl+P/pF400VfajE4keKOh/rr5pEdGU3QFvHxu69Yz3P90yfcJShldDrDmes66esI8sizLyx01bKdgg4blrcSDXnZuq6zat6jEKLo2jz63CjPH5lx+l/1Rrhgcw+5vMWz/fNDAeMpg3Bw9uXUFvGxbV0nv/OKdZy2vJVv/+ZAxUl8rUIxjXJoKM7gRIoHnh5GUeCi03tZu6SFlb0RDpYIHLckfDigo6oK0ZCX+58cZjqR43XbV3P6KifssVaTd3BexKqicMVZS7n/yWGGJxurmOnes+dv6mZpV4gf3n+Y791zkJW9EV532Zrid5fy5MFJfLrG8u7wvO9bv6yV9/7OViZiWXbuLY9GmIxl6YgGqlbWu+HS1QghuGOO+H3o6RGOjCZ4Q6HSaW9HEN2jFiuuHh1N8J3f7Ado+LyPjibQVOc4ahX7GZlK090WqJonVanQBZSIx5YAPW1Bjo4lODyUYOOKVqCy+2jZNt/69X6+duce9g3MNHQetRifzhAO6CzpcES+W7SllLnl7t0x7R9JcO7Gbq67aCVG3uY3jx+rup9YMseDTw8XQ8HvfXKIJw9O8tSB+T08bSHoH00UK2nOZdu6TsB5dpfyvd8e4FPf2s1tdzxX9ltncha5vFWsgtkarp4jV8ovdwygKHD+RqcZdjNtpAbGknS0+NE96qwjUkdcl7qc7VEf0aDOgcHKCx3xlMHwZJqnDk5ytFAYqj3qL7YzaCSywP0NxmYyTCdyPH90ms2FZ0kkqJdNpMHJzfv1zmP8x0+e45u/3sdvdw+ydW0HthA8XGinMxnLMlG4rt1Fp+gcZ0xVlGLoqntvRAvCvFIut5G3qzaXh9mctnjKwLRs4kmD01e1849/dAEfeMvZNat0RoP6HOfRaqoVhSuOTMsmkTLKwlbBEW7ZnMXrtq/h8++9jNdcsILxmWwx79zIWwyMJVmzZL5wa5nT3N5Nz3Gv7XiDYZntER+prFmce0zPCa9d0hnEq2sVncdi2GrOZCaVm3dMtQgV8lhtIeYJ1prbBZwwbyGE45I24Bw6x6qhKCVhq3MWhmvhXofpnHlcOY/q1nXkNgTw2l6UBh1WhMB31WaS716D185DPgZaHkvvwIycSb4Ygno2dmAFQm+dDUHVVPzRLsL+blCaDCH16mDbkDdRQw26pODkRgoK82sF9Mad2YWAFI+LgFjKYDqRY1VPiXjc0IWAsv5FLqlMnnBQLz6UIg0WJhiacKo5uquAbky9u8I7PJniQ//xSNVV+plkji/9+Bluu+O5pty4ZCbPEwcm8Ggqv9o5UCaIpxM5fnT/oXlFSbKGySf+dxdf+vEzJ8T5G5lK88/ffJwf3HeI54/M1Pzs0dEkK3siXLFtCeds6OL23xw4YTmJpWRyzupkb3uQCzf3sG9g5gX1rxsYS5I1LE4ruCIre8JMJ3IV81qHJlLEUwbnb+omnTO554lBVvSE8eoaKwtFACodSyxlVFyZVBWFd1y7Ecuy+e5vD8z79188epS/+uJDVYWIEKJmn8Gdz4/xj/+7k4/+56P87OEjbFndUQwf6oz6y/KDEyUFpcDJ8Ulm8iztCnHGmo5iCFJd8ZhwiobccMkq/F6NL/zwmaZbCPzJjVv449du5h/+6AI+esu5xYWbUifHtGx27R3jrA2dVfNG1i1tQfeo8/KgJ2KZYr5jJbpaA2xb38nTh2ZFR9Yw+f69B1mzJMoFm3sAZ+V7WVeIgbEkyUyeL/342WJkQ6Mhu0dHk2xY3krQ56G/Rhjp6HS6asgqVBePE7EM0ZAXn1ejp91psWALUXTZK4nHA8diJDN5dE3lKz95tuw5+cizI3ztZ3uaer6MTjvNwgM+DZ+uVbyGnFyu2QlcX0ew2B/6ws09LO0Kc/rq9qr9OI28xb9+7ylu+9kenjo4iRCCxwrPn/2FfLuyY5pKkzMsVlUpktHZGmBpV6hYjdJlbMYRwg89O8LH/3tHMUTZbdPh3l+tYW9d8ZhIG/z28UEu2NRTFDru/Vfv3ZQ3LZ49PMWWNY4rX8tVK8WZKDvHqCgK65e3Vvx9YHZhwbJFsaBTW8RXcIiVhpzHWNIo3mu/3jVAJmfNisdC1fPSHM99hRY4a5dG+fXOY0SCXv74+s2sX9bCfU8NMz6T4eP/s4Ov3vGc8/2p6iGHc8VjMdx2zvPAtgWWLWrmPJYWEYslnbYy7VG/4+zUETrR0PE5j16PikdTimPqtrOZm5v3tqtO46PvOJfrL16Fps4WpHHDio+MJrBsUcx3rIWqOAvsbuVm97jri8fCgkIiS6YgjlpLjvPSM/v46odeVby+S3EFVMZwwlYbCR91Cfk9pLMmyXQe0xIN5S062zmRS1nDIpbKzRPk1VAVpaxqb2zOwnAtSp/R7tytUfGoKAreW9+FsS6Ijg8lUOU3mlsFNT+JousIrRU1sBGr4yyszsuxI6cj/L3gCVcNQVU0jWLOiKCpEFJFL4hH00QNNeE8us64aUHA1/AiwkJBisdFwJFCM/BS53FpV4iWkLeYX1FKIp0ve3BFQ04T4XqT4aHJVHHFHGZzH11x8etdx7BsUTVP7hePHiVv2oxOZ4quVSM8+twoli344+s3Y5qiWG1w38AMf//fO/jJg/3snrMqPjKVxrIFTx2crFrswbLtihO/x/aM8rnvPcVgIfH+yEiCf/7WbkThnGuFh+YMi+HJFCt6wiiKwjtv2Mz65a385x3PVQ0jPl5Kc78u3tKH36vxr999al5oYs6wGprguv363JC6zkKFMXdilDOsYljic4Xxe/3la2mL+MibNmsLK6lBv07Q5ynm05UyU+OF2NPm9N2q5EzvOTJNPGXwme88WfE6ve/JIT72tceKoY+lHBtPctvP9rBmSZQ/uHYTrzxnGa/fvqb47x0tTrl99zcq5gQXVlDd433N+SuKTopCfVE0Xagc2RL28Z7XbWF0Ks0Xf/RMXQe1tCLt0s4QF23pZWlnCFVVCPk9eDS1bDL+zKEpUlmTCzb1VP1ORVFoj/rLcnCFEMXeeLXo6wgyFc8VHfffPD5ILGXw5leuL3uhLe+OcGgozke++ggTMxnedf3pREPehvLBTMtmcCLJyt4Iq/oiHK7iPNq2YHwmU7VNB5TmDc11HrN0FXI73e09msqmlW0s6wpXDK/dtW8cj6by3t/ZSjxl8D+FMPRc3uLbd+/ngaeHqxaHchmeTPHP39rNoaE44zOOeFQUhdaIr2rYamnFQq+u0dsedMICC/fm6r4oEzPZeVEQQgi+ftdejowkCPg8/GrHAP0jCcZmMugelf3H5t9brsu7qq+y8wiO+7j/WKws52wyluW8Td184PfOJpU1+cTXd3FoKF4W1gkUzrO2e/irnQMYeYvrLl5V/Fu44KBVEo+Hh+NFJ3jPkWlyeYuz1jsO6dxcrErMOlezz6L1y1qZiGUr3teHh+MoCnS3BYo9DlvDPlRFoT3qq9vrURTcoK3rOtFUhd88PogCbFrZVjjXglAuiQDaNzBDOKDzgd87m+svXsW7rt9M0K9z6Zl9jE6l+f/+3y4S6Xwx1DZeI2ywtyAeXZevLeIc+1zR66ah6DWKrbjPw3jSmDfW9YgGveXOo2EWc5RroShKWSGkavvtag2ULYLMdYbdsVvdgHiE8sIujRaEccNFpxO52bY7JdeZplYPufd6VFRFKS4MNxIC6hIsVBme/W0aEyqhgHNNJDP5mu/nitsW3E5wFkdaGiiWA7PXYabEeazXrmUuKuAT/lnxaOedEFSjUAXVjIEaxAqdhtl6Hvn2K7E7zkL19uHR2lAirU3sbM790ITzqOgesGyELVACjYtHNA0UxRGdzWy3QJDicRHgTphXlDiPiqLQ0xZgfLq8AIBTlTFddpNfff5yTFvwr999smoRECEEQxPpYisAoJhUb+Rt0tk8Dz3trIS7hSlKiacM7tk9yHkbuwn5PdxTUkWyHg89M8yyrjDnbezm4jN6uXvXMd79L/dy6zceL7545p7n8KTzQu1tD/Ltuw/MK9whhOBfvv1EcdW2lPufGuaJAxP83X/t4B//dyd//987yJs2f/Wms9i6roNde8erhq4OjCcRAlYWxkL3aPzFzWewvDvMF374DP/98+crtm7I5RsrDFGKWyynpz1IR4uf//PGrUwnsnz6208UheX9Tw3xZ/96H/fXySXMmzaP7RmluzVQfCHPXZ3+9a4B/v6/dvD8kWn29E/T1eqnuzVQLMteGobT2eKvWO03XgjFqUZ3myNUSgWWEIKjownWLo2SzOb57O1PlDl4pmUXwyrn5srlTYvPf/9p/F6N97zuDCfP8dUbyhZaOqJ+DNMurvq7EzjXOVvaFaK7LVB02dx8onqLLdOJ2dChTavaueU1p/Fc/3TdvM5Y0ihUgazQOFhR5jk5j+4ZJeT3cPrq2s2EO1v8ZZPFVNZ5cdcTj50tAWwhihPkw0NOg+21c8KuVvdFyOUtOloCfPTt57JxZRsdUV9NV8YtADM0kcK0BCt6wqzqjXJsLFnMqQLYe3Sanc+PMRXPYlqiapsOqB222lVYEHGdy/XLWvDqGquXROkfiZdV/BVCsHvfBKevauO0FW28bvsadu0bZ9fece57Yoh4Oo/Pq3HnI5ULCrnf8c1f7WPPkWn+5Tu7mYxni/l1bWHvvNxVt1jS3NCxN79qPX9w3aais9PV6i8bE5ede8d58OkRbrhkFa+9aCV7jkzzg3sP4tEUXn3uckam0vPyHvuHE3g9Kn0d1QX51nWd2ELw9MHJ4m+bypp0Rv1sWN7Kh952Dj5d4x//dyf//YvnASd8D6gatpo3bb53z0H++Vu7+eVjA5xzWlfZ+2U2bHW+CPzfX+7l3773pBOVsn8Cn1dj4wpHiM2tAlkJ17kqdYQ2LHeu50oC+9BwnKWdYS49ow9wwi/dvMCOaOVnXSmprFNspas1wIqeCDnDYkVvpLiI6y5UlYbo7huYYf2yFjyayuu2r2FTwaU8b2M3Pq9GMp3nzLUdJNJ5MjmzbNFpLudv7OaSM3qLrpKmqrRFvPOO240iqhm2WhA0MymDKddlbtCtcnIey1t1NOI8guusOdu6z956LpkrHt3zHJ1KE/R5GhY5AZ+nWLU5njJQFaWiY1iK+/6cis/mUTf6+yiKQsCnFVzAxsUYUOxv6u6zmZxHcJ7FseT8UOBaOILVFde5htp0QMkzOms6+cpK/bGci4oHzTZQRAzFGAc7h6V3YYbPIN92Mfn2KzBbzsIOLC+EoHrAq+PB6/RqbCL/0G2vIWwbVNURhI3i1cGyAIHiayLc1VNwO/MmSPEoORn0jyToaQ/Oewh3tc1vfLzz+TFGp9JcduaS4t9W9ER4z+u2MDSR4v/7+i6+9rM989y6yXiWXN4qq8Y3G7Zqcd+Tw+TyliNYK1Ss++UOx3W86bLVXHpmH7v3TzA8meJbv97Pt+/eX7W/1tBEisPDCS45wxEoN29fwyvOXsbl25Zw8+Vr+Ojbz6Mt4iuW73cZmUyjKPB/3ngmKHDHQ+UTvCcPTPL80Zl5TZuFEBwZSXD2hi4u2NxDJmfyxivXcuu7LmR5d5hzT+smmckXQ4rm4gr5UnES9Ov8zVvP4ZoLV3D/k0P88L75rRu+8uNn+dB/PFJ88B8dTXDHQ/3c+ciRqsUxXIHoTkY3LG/lL28+k/FYhg//x6Pc+o3H+a87n8eyxbzzBPjM7U/wia/v5NhYkq/duYfDwwluumx18d9dUeE6iMfGUwjgP3/2HHsHptm00pnMvOLsZVyypZctq2eb2Xa2BuY5j0beKgsVq4Q7KS4vOGAQT+c5f1MPf/b6MxieTPO57z1VdLwfemak6G7NDZV9tn+asZkMt7zmtKqr43NFcmk1YoCbL1/LP/zh+WXhOG1VXKNSnCp7JeFKZ/QR8nvKispUIpbM1Qz/aY34iqIjZ1js3j/OeRu764YLdUT9ZWMyWWxvUDv5v6vw+7j39eh0uuhklHLJGX389ZvP4sNvO6e4kNVeo4m6adl88MsP87+/2FssMrWyJ8Kq3giWXd4G5of3HeJLP36GBwuhmrWdx/kFc0zLZjKepbNwr/R1hFAU2LzKERyr+yJkchajJQVTjo4mmYxni9Wrrz5/OSu6w3zjV/u489EjnLa8lRsuWcWeI9NVq7U+cWCCZ/unufbClUSCXoRw3CsojOOca6goaubcI1tWdxRzbWH2np/7rH1i/wTRoM4Nl65m+7YleHWVZ/unOWNNB1vXOffnwTnPgv6ROCt6yguIzGVNX5RIUOepgnicLGmNAc4i3Ufefi6vu2w1fq+H1rC3eO23hn0V21n85vFj3PnIEbKGxfkbu3nTK9eX/XupI1JKJmdydDRBJmfx0wf72X1ggjNWtxfFnLtdrZxHNzqmdFK/vDuMz6sVW2m4CCE4PBRnzZIoFxYWkEpdnbVLWzg4GKsa8gqloehe1i51XC/32gNHVMGsUJ5O5BibyRRTCErxez388Ws38+c3n8klBTE7EcsSS+VQFCqKm2XdYf7wus2o6mykQCXR6xZIqyVaoiEdBec5VRRHDQqVaMipoOsulpqWaEI8ljiP7u9Zx/F0WmTMOqxj0+mi898IAZ9WlvMYCel1Q3Pd98x0Ijs77g06s+CMbzKTJ5nJNyceA67z6Jxro2LMDfMemUxjC9GUiCsV9OMzWToavA5mcx4txqbTdLb4Gwp3dRGKB9UTQfUvxeo4h3zbdsz2y7Ajm2qHoOoe/GoEzfZAM+LRLV5jWs25hwC6DraTt9hUxdTC87iZAj0LicWVofky5chootg3rJTutiAPPj1CLm/h0zVsW/DjBw6ztDPEeYWiBC5bVnfwzhtO55ePHWX3/nEeeHqY8zZ2F2/yoQlnUlUqHt0mtOmsyW8eP8aG5a2s6o1wz+5BhBDFB3TWMPnt44Oct6mbvo4QV2xbyi8fG+Bvb3sM2xYInAnB2wu95Up5bM8oChRf2i1hH2959Yby82ydL1iHp9J0tQbobgty1vpOdu8fx7ROw6Op2ELwg/sOAc4kyMhbRRd1Mp4lmcmzeVUbrzh72bzf9Iy1HXh1lZ17x4srwaUcHU0QDujzhIruUXnjFes4eCzG4ZHyiWYyk+epg5PYQvDZ25/g2kvW8LWfPoNpzQrqr2t7ufTMJbztqg3F33V0Kk171FdWVn3TqnZufddF/PyRo9z7xCCvPHsZR8YS86oIZg2TZw9PIQT87decanQ3X76GC0+fbe7svnhdwTEymaar1c9kzMkVc0Ou2iI+/vC1m8u+v7PFzzOHJ8uug2f7p7Ds2e0qUZwUT8+GJh4tERYblrfyx9dv5is/fpZ//8HTXLFtCXc81M+q3giJdL5Y1MnlyQMT+L0aZ6zpoBqlq9Or+6LFyWq4EA6jKgrqnJX4tohv3sJMKe5kudRBUhSF3o5gzYqOUAjtrRGu1Br2FRuNP3lwAiNvF13RWnS0+Emk88XngRvCWtd5LIzJRMzpxTk6nSnmapXi0VQ2zhnbjqifpw+VXwcuo1Np0jmT+54c4tBQDJ+u0dMWLIqA/uE4qwuVG4cm0whBsWdmtR6P4IR+aapSJlYmY1mEoBi2Gg15+Zu3nlPMz3UrRB4aitNXCM3fvX8cRYGthXBITVV5x7Ub+Yf/2YkQ8M7XbmZVX5Q7HjrCzx85wp++7oyy48ibNt/5zQH6OoLcdNlqXnnOMn76UD+nFxZZ2gqOXGlI+WyYW+1JmBtSPve5d3AoxtqlLaiKQsivc9kZS7j78WOcv6mHVb1OX7n9x2KcVRDEti04Mppge8liYiVUVWH9stZiiOvEHPEITkji9Zes5rWF0FN3vN0c4al4lqWFXnzprMnPHj7C6ava+L9vOqviPjXVKX5TGuYIjgsohCNYf71zAAFsK4wRzE6GqzmPthD86P5DtEV8ZderpqqsWxJl/5zCSGMzGVJZkzVLonS2Bti2rrNMLF130UoefW6Ur935PH//++dVbHNRmse8YVkrv955jC0l91DRZS1UPXdDcjcUijnNxV3QcBctxmcyxFMG0aC3TCDWoqPFX1YE6t4nBvn+vYe4cHMPZ5/WVXU7TVWJBHViKYOsYeHV1YaK3sBsMZ9EykAv/E6Niseg31OseDqTyOHRlOLvVg1VVWiLzEY/jE5n5kVM1CLgnXXW4imjZpsOF92jEQnqTCVyeArPsmYEWcCnFRexavWUnEuwEEI6lXAKtTUqPN3FhmMTycKxNrfPyXiOeNogmckXn531cFvGZHImo1O10xAqogZQg2tR/MsQoZ45lUlr4NWJ6D1O3qKv8fNEU50Q0ryJEp1flK72Pj0I23IK7fh0aKDyNFB0O5su0LNAkM7jAieTM5mK54phkqXMXZ1+dM8ow5Npbrx0dcUXzHkbu/nILefyh9c5QmBwfDYE0A0HXFIhbPWrP32OiViWay9cQVdrAMO0y174jz43StaweNU5ywFn4nf+pm5W9IT5yNvP5bUXr+L+p4b53j0H5x3T04cmWbMkWjMcoruCwzoymSr2tzpnQzeprMnewoty5/NjHBtPsnVtBwLKBEcl57AUn65x5tpOdu0br+iWHhlNsLKQ71iJJZ0hhidSZRPGJw9MYAvB67evYXgyzX/86GlOW+6UDv/y/72cj73jPLat6+Se3YNlztHodOWHbmvYx5tftZ4vvu9y3nLVBpZ1huYVmjkykkAI+MPrNnHZmX1cf/Eqrr1wZdlnVFUpuFUZhBCMTKc5c20nN122Gq+usmlVdRHY0eLHyNtlIWeP7x0n6PNwWpUJETgLHkDZeLri0a06ef6mHt561QaePzLNF374DBOxLDdcupqe9kCZA20LwRMHJtiypqPmquZsr7ZZ51FTlZol0tsjfqZr5Dm5K+NzFxH62kPFkOpqOOE/1V9spWGrBwZjeD1qxcWjuXTOcVgr9XisRHvUyY8an8kwk8iRN+2a4q2UjqhzHVSayLvuT0vYy7HxFMu7w8VrLhLUi3mP7sTkvI3dqIqCV1drTnCUYqGL2X3+7OEjaKrChpLfySki5IxxX0cIn1crcxCfPDDJ+qUtZdUrV/VG+Z0r13HpmX1sXNlW6InZx6594/MqOz+2Z5Sx6Qy/+4r1eDSVtoiPW64+rTipa434MC1R9qx0HeV6eUdtEWdhZ7wkRSCednqtlk6OX3vxSq67aCVnb+hE96is6ouUOWTDU2mMvF31eVfKks4Qo9Np8qZV0ldx/oq4oihlzz83T740F/4Xjx0lmcnzhivW1dxnd1tw3rNr/8AMigLved0WNM3JETtz7ax49Hs1VEWpmvP42HOjHB5O8Prta+YVmFq/vJXB8VTZtocLubDuQsaf33wGb7vqtJL9eXjHNRsZnUoXFzfmUtoD7+zTunj/m88qE65+r4ZHU4vPy30DM/i9lasnl1Lan7KZnDNwnnvTCQPLthmbyfC/v9zLGWs6ysKjq9ES9hFLGkwVWrI06uS5ofixtFG8PxtpRQGFfoRu2GqhUm4j+22P+pmKZcmbdlnYeCPMzXmsl+/o0hbxMZ3IMZMw8OlaU5VE/T5PMYKmtYmcx5DfU6wp0RppfBHBTc9w53uNhp66+0xl84wU3mmNisfSnEenAFqT4lFR8BIEj9Zw30RwC9/QdN9ERVFAUxGG0bQLqHg8kLdA984WwWl4nxrYYtH1eAQpHhc8fq/Gm1+1nu1b++b9mxse5eYD3vXYAMu6QjVXFQGWuc12S8LGhiZTREPespAYN2x1PJbh96/ZyJlrO4svs9LJ/z1PDLG0K1QM1wH4kxu38NG3n8fqviivu2w152/q5re7B8sEWTxlcHg4wRlrq7tG7nnGU7MvI9t23JHeQg7PljXteHWVx/eOY+QtfnDfIZZ0hrixEKI5XOIE9Y8kUBWF5V3VX9pnb+gknjLmtRMwLZvB8RQrakzElnSGSGXNsoqxj+8bpy3i47qLVvKe15/BH95wOu/9nW20hLxO9dLeCNcUhJ3bCgEc56bWJN59efS2B0llzbJ8GrdwwBlrO/j9azfxuu1rKr6IOwq5izNJg5xh0dse5LUXr+Lf/vyyeSXhS5kb8mpaNk8cmGDb+s6aQq4l7EX3qGWC/uhoslChcnaF+sqzl/GF927nw7ecw1++4Uy2ru2guy1Yltt6ZCRBLGmwbV3t6yfk9+DTtTLxGAroNScmrRFvocx4ZXejWq5Lb0eQWMm1WomZpEFrjUlKW9hHtuBsHhtLsqwguupRdFjjs+KxWo/HUpwCDz4mYtniinitaqeltM/JOSplaCLlhJa/YSu6R2VNoYiFoiis6o3SX7hGhwuiw8lXXc8rzlpWd9JYOunbNzDDA08Pc9X5y6veL6qqsKI7XLy/8qZT0r+S83P1+Sv4g2s3FY9hw/JWhHDynUvZtXecjqiPM9ZUzkV1r43S36bUoaqFqip0tvjLnMdDhTYTpbnHLWEfN1++tiiS1y9roX8kUQz5Hihx9euxrCuEEE4++UTMKcATbaAsf19HCE1Viu+TeNrgrh1HOX9Td13Rurw7zMBYsmyx7cBgjOVdYZZ2hXnjlWt51bnLyt5LTnEVT9Ueht+/9yArusNctKV33r9vWNaKgLIw/0PDcby6ypLOYPH757J5VTsXnt7Dbx4frJgP745rS6HIzqaVbWXfoygKkaBefEbvG5hh3bKWmqHE4Dy7Aj6PIx5TRlNOVUfUSRGYTuQ4cGwGIeCNV65tKHywJeQllsoxncgWc1sbwRVfiVS+RDw26jzOhq3OJHINh4J2RJ1cb2cRlJr50nMJ+LTZnMd04+KxPeJ3ch6TznE2Uykz4PUUK7w2U7zGzfUdHE82nGMJswWmXPHYrPOYzpoMFRZ4ltTImy7FFdOj02myhkV3E2MCoHtCRLVelGCT4ZyeQhGa4+mb6NXBMJsPW/VoTo/H4wk99elg2YuuxyNI8bjgURSnEEKwQq8bVzyOTmecPJExJ5ev3qpie4sfn1eb5zzOfTD0tAVZ1hXmT2/awmVbnbAnNyzMndQcHo5zZCTBFduWVn2AKorCGWs6ipVKXZ457OTX1Ao5dM4zWLbPybizyuiugvl0J2zx8X3j/OC+Q4xNZ3jLq9bT1+78+0jJPo+MJFjSGaoYeuTiuheHhspzh350/2EsW7B+aWvVbV3n1nVyc3mnzPzZ67tQFIVt6zq56fJ188TA0k4nR8t14ZKZPKms2dAk3hXRpeGSh4bjdLb4awpAcETgRCxb/I3c76pXGc11JNzQyL0DM6SyJudsqL1woSoKXXPCkI+MJsqKQbl4dY21S1rYuq6zWCAqlTWLYadP7J9AUShzJSqhKEpRJINTMKdeOJRbjr1a0ZxquS6uG14tdNUWjhNVa/XXFRYzyRwDY8m67oTLXOexXo/HUrpaA0zMZIrObqMrxR0tbvGIyuKxqzXAyt4I//hHF5Tl267qjTA0kSKXt4pObV9HkCvPXsbvvKK2WwWueLQwLZuv37WXjqifGy5eXXOblT0Rjo4lsG3BwFgKW4iGRJX7mdJc1kzO5JnDU5y9obvq7+u60pMlFXBnkgaK4uSG1WPufXJwKFbstVqN9ctasWxRdFiPjibxaGrxvq6F++wanEgVrp3GHCfd43z/QEGYP9c/hZG3ufr8FXW3Xd4dLisCYtk2BwfjRaf91ecun5crCW7vuvnO44NPO/nRb3zFuorvwdVLomiqUpb3eHg4zqo6OaEAZ6zucK7Xifn39kzSIODzVG2lAxTEY55E2mBwIlUx33EuiqLQ1epnfCbbdIGV0lzv/pH6RZNKaQl7mSlUW2200irMhq3GS5zHRkNeQ35nQci2heN4NiiQOlp8TCeM4nOkuwmXy12Ecp7L+cadx6ivmPPY1oQYc/Y5e400VzDH+R1HpzJNjYlHU/F7ZxdPm6nwGvJ7sGxRLLrVXicFonSfXl0tLsBXyqGvhaIoqLbSXNEbXOfR5nj6JiqF3MWmiuXgtNwQtn1c4lHxeMDraXqfCwEpHhcxIb9OyO+sSvYX8kQaifdXFYVlnaHiSrEoVEMsDVkFZxXx4394PuecNps/2dkSQIFiONW9Twzi1VUuOn3+Km8pbkiQ64gBPH1oimhQr7s67YahuG5VaaVVl3NO6yKWMrhrxwBXnLWUTava8Xk1OqK+ovMohKB/pHqzbJe2iI+WkLcsxO3uXU7xhyu2LSkWpqjE0s7yEK5nDk1hmDZnb6gtcLy6Rl9HqNjLsOgANfDQ7S2I6NJwycNDs/lktehs8RNLGcX99jX4kJ8rVB7fO45XV+tWBAWnQIs7KU5n80zEssXctFq4iyXudfDEgQnWL22pWx0PZlenwXHN662+zhZFqCIeq1QDdCfp1fpVJjN5LFvUDVsFJz8vlTVZ0aB4nJvDWq/HYymuyzU6nUb3qA0XyHCdx4lK4nEyXQxp7GoN4PfOviBX9UWwhWBgNMnQZAqvXr28fSXcSd9TBycZHE/xpleuq7vgsbI3gpG3GZlKV2x/VI22iI9wQC9rE/P0oUlMy+acGlEe7jVUKgBnkjmiQW9doQIVxONgjOXd4ZoLX+uXtaAw25bnyGiCpV2hhtym3vYgmqowNJFqqMVLKcu7wsX3yYFjMXxerdiDr+Z2hWvbff4MjCXJ5S3WLav9HguVVIF0EUJw9+PHWNETZnOVvGufrrGqN1KsuJrLWxwZSbCmgfem2/7hUIXiSTPJXN1nSiToJZHOF/e9oQHxCLPXQbyJsEooj0Q4MpJgeU+4oesOHIERTxnEkkZz4rGwKBJPGcV3Q6SBPEKYddZGp9OMTWcaun7AeQbZQhTzOxuNmgDHBTTyNkdHE5iWXVYNuOY+Iz5SWZOxqXTTVURLn4ON/jYwm+trC9Fwmw4X9x0Z8nuKOeeNECwI1oNDMXrbg3WNiVICPk8x0qOZMZlzAM19XlXBtI+rb6Li8XBcjqWmgapBoLnrABzB2rS7ukCQ4nGR09UaYGw6zcE5eRv1WFp42YtCWEvWsBp6cLoTy/GZDEbe4tHnxjh/Y0/xIVON3o4g/pKcI9sWPHNoktNXd9R9IHXNye10XZ3S1fStazvxaAodUR9vvGLt7H7bg8V4/al4jmQmX3fCqCgKa5ZEi33hBsaSfPNX+zhrfSdvveq0mg+laMhLyO8phuI9vm+ckN9TtTBCKSu6wxwdcyaorsvRyEpxZ9SpZOb+LrGUwWQ826B4dH7bZ/qnnFyzBicKAZ+HkN9TLLLy+L5xzlzTUXNi69LVFmB8Jlto0eG8XCo5j3Mp5ktOO2F1A2NJtq2v7XS6uM5jvCCUN6yons8Js9UFq4nH6UQOv1ebXwG5NYCqKFWdx3gxN6qG81gYg6cPOc788u76vw2UF49otMdj6XHH03kGxpJ0F86hESIBHa9Hnec8mpbN6FSapV2Vnylur7bDI3GGJ9P0tYeampgEC+Lx2cNT+LwaW9fVXpyBWaF4ZDRB/4hT+KqjAcGqKAore8LFirHgtMyIhrxlIaRzcRehnj4w26M2lmq8VH5Xq+O0p7N5LNvm0HC87uJgyK+zvCfM80eniy1wGlmYAcct6GkPMjjevHhc1h1mMp4jnc1z4FiMNX3RhoTKsq5y8egKq/V1xaM+r9rqvoEZBsdTvPLs2mHP65e30j8cJ29a7B+YwbREWWXUavS0BQj6PMV32P1PDvHXX3qIXN4qiMfa4xoJ6iQzBvsGZpz81N7G3tVdrQFGC32Nm3GN3Gt7YibL0dEkq3oa2x84zqNlCyxbNBW2qns0Aj6NeMpgz5FpoiFvw26n66y5PZ031nlGu3QWznPPkWkCPk9Di4ku7vP7icI+axV7K8WNTImn802LR9d5PF4hB4333XRxhWczVWFLtxsaTzUUvVBK0OfBtGw0VSkrvNUoiqqg+I8jhFTYx9c30ac7bmWz+YceDcWnN1egx8XraT5MdoEgxeMixy0mc6jQm63RB+eyLic3byZpzMazN7jq1tXirIQ+e3iKXN7i/M3ddbdRFSfcyn3xHh52XJUz6+Q7gvPQDAf0YkjdyGSKkN9TFnoY8Hl4901b+Is3bC2b0Pd2hBieShddR6Cu8wiwZkmU0ekMyUzeqQirKLzjmo11c88URWFJZ4ihiRR50+KJA+NsW9/Z0ERqeU+4KHB375+guy3QUPK/qjohna5Idn/jNQ00SnYf6vuOztDb1tzKYmeL065j/8AMsZRR5lDXors1QC5vEU8ZRZHckHhs9aPgOI+79o4DcFYdR9elI+qsFO/e72x3eoVqoqW4IVNT1cRjsnI4l0dT6WoLVC2aM5Mq5EbVcBDcycizh6dQoKoAq4QThpzh4FCcrGE15KzBbFGdfQOxhovlgHO9t0f9xVYqEzNO8aXR6QyWLYrO41zaIj5aw176hxMMT6aK+WaN4i/kKj17eIpNK9oactb6OpxKr0dGEhwZSbCyN9Lw6vSK3giD4ylMy8bIWzx9cJKz13fWfB4oisKWNe3s3jfbN3YmUbtYUimzKQJZjo2lMPJ2WV55NTauaOPAYJyxaaeKaCP3lsuSzhCHh+MkM/mmJnyuCDwwGGNgPFlX/LkE/R46W/yz4nFgho6ov64LHaqQ83j3rmOE/B7Or1OZeMOyVkxLcGgoznP903g0paGCVIqisHpJtFhg574nh5iIZXnm0FShf14d5zHgOI97B2ZYuyTasHDoag3gZoQ2E+bo1TWiQZ1n+533dKPPgrn7adbligS9xFIGz/VPsXlVW8P3mCuOHt83jq9QC6AR3GtlYCxJTxNtOsB5jjj7nKC7NdBw9EPps79ZQeY6j82KztALEI/hQnubWrn2lXDHREDVZ3k13HlYZ2ugYce7DN3TfBXSogt4HIJM18HnbapAD+D0hfR6j69iqq4vyjYdIMXjoqe7LcBkLMeBwRhrGxALLu7LfnA8yVMHJtFUhWUNhse5YTSP73Oqaza6Qri6L8pAoTn4rn1OmfxGwhyBsv6Sw5NpejuC814SZ63vmpcf1tcRJGc4/QePjMadYjkNnOeaYphtnJ3Pj7FxZWvDISZLOkMMTqR46uAUmZzVUJsFmBVQe4/OsOfIdDFPshFKW0QcHoqjKI0VyXDdBaOJCpul207EMjy6ZwyvrrKtAfcHSsJPZzI80z9Fe9TX0KRI92i0R32MTqfZ+fwYK3rCTeTmOed5/1PDhPyeugsIXl0jHNBr5jxWe/n3tc9v1/HwsyM83z9VVpWxGn6vhk/XSGVNuuYUEqqH67A+tmcUj6ZyVoPObFfBgTYtu+kQo46oj6lCaNwHvvIwd+86VrF681xW9UbZOzDNVDzXcBU/l4DPw2TM6ZXXiGsETmGg5d1hDg7GGJxINbSI5LKyx+lNOTie4qmDk+TyVkOLJWes6SCVyXNoKO5EeTTgULmURlwcGHQcuVpOp8vGFW2Yls1vdw8CjS3MuCzrDBWLfTUjHt1n6r1PDCEEdcNO5247MJYknc3z1KHJht4JTk/AWedxOpHj8X0TXHbmkpp5hzB7bPuPxXiuf4p1S1vqbuOyui/KsfEUI1Oz0T47944xk6zfQD0S1MkaFkdHEw2HrMLsIgI0Jx7BGUO3OFAz13vpNdqsUImGvOw9Ok08na+7SFeK63IdGoqzfllLw30BS6MHupt8drn5mMfGk2xc2drwdu0lYf3NFKABCBTC65sJQYbZqqlwHM5jYdvmBevsPvsaNBdc3PfWcYes6p6m8xbRVMd9PB5BdrwuoEcruJbHIR4jQdRIk61BFggvSfH405/+lGuvvZZXv/rVfOMb3zjVh3NS6W4NYgtBMpNvqr+RKxQPDMZ44Olhzt/UXfagqEVXq5+ZpMHu/RNsXVe7TUIpq/uiWLaTm3DvE4Occ1p3w05pV1ugWGlzZCpdLIZTDzcvcmAsySPPjrJ6SaSh0MpVfVEUHLExOp1p2FUDZ4UulTX51c4BokG94VAYdwL2s4f7sWzRsKsGznmOz2QwLZvDI3GWdobr5oDBbJ6c+x3N0FEotrPz+TG2retsaH8wOyl+8sAkzxyaYvvW2j3oSuluC7JvYIaDQ/F5vUxrHmthgnFoKM7GlW0NVS9ti/iYrpDLB4VqgFVexL0dQUanMsXKwsfGkvznT5/jn/5nR3EBpNZEU1GU4oSk0XxHl46on1jS4LE9Y5yxpr1uOLlLZ4nD3ewiQnshn/Tnjx5BCPjlY0cZGEugQM1Qp1V9EaYKjmXT4tHrwS5U6Gx0AQocEXhwKI5lN1Ysp3Q7cEJef/7oETpb/DVb0ricvrodVXFCkJ86OEkinW94kc8NKR+dTvObx4+xpDPUUJjthuUthWfXEAqz1bUboVTsV2rTUY3WsFOp+4kDEyjA2iXNiUfnHAcx8jZXnrW07jZutVW3quwdD/cDcMXZ9bcNB3SWdoZ4fN84R8eSFfv5VmNNX7Ssj/Bpy1vZtXcc06rffD1cqFwrROP5jjC7sAPNC46OqB+B0xu1rwl3v9x5bFI8Br3ECy1JKvWLrUbps6qRe8vF59WK84hmW0L4SxbmGl0EhznOY7M5j4V9NlNpFRwx5r61mgklhlnx2EybDigfk0brIbjMiscm23QUcIrJNCfIFEVBCfiOywVUPB6UcPPHqigKak9n80IX0NpbUVobfw8tJF5y4nF0dJTPfvazfPOb3+THP/4x3/nOdzhw4MCpPqyTRulKWyNhii7hgE5L2Msvdww4PRrPXd7wtu7kP50zi82MG8HNwft/d+0lk7O4bk7fwVp0twaYijsOayxlNJxH4U5Kv/vbA0zEstx06ZqGtgv4PPR1htj5/BgKNHWeSwqTtX0DM5y7sbvhkI1o0EtbxEf/SIJoyNvUBKy3PYhlC3bvn2Df0RnWNRDeBrO9HqH2RL8SXa0B8qZNMpNv2F2F2aJLd+04itejNjRZdOlpCxRDJM89DvEI9UNWXdxeXnOxhWCmRiGJ3vYgpmUXi8j84L5DeAp5gb/eeYyAT6vrdLgTkkYrrbp0tjghbvGU0dSYRIN6sTVP886jI1h3PD/G6r4ok/Ecv9k1SFdroOZ5lubkNhu26uYNtUd9TS16lIbCNRPG19UWwO/V+OVjRzk8nOC1F69qaNEs5Nc5bWU7Tx2c5If3HaK7NVCxhUQl3HD9X+86xvBkmpsuXd1QJELQr7OiJ0ImZ9HTHiwr0FGP0hDpRoSqi6IoxVYfS7vCTbnly7vDCOEIwHVLWxoal82r2hDAD+8/xPBkint3D3H5WUsa7vG3fnlrMY2hUecaYHWfc2w7nx9jWVeI6y5aiWk5IcmNhK0CaKrS1LO9o8VfFA3NCg7XPV7e3XixnNL9eDSlKHobxRW4SzpDTQnP0sXrZoQczDqBzTqPgZJ7Y2ODi7zgRMFECr9Ls+LavTeadZFVRSlue7y5i826pG6orKI01wIFIFh4Rje7XRF/c30TiwT8x9U3UQkHUbvrp1FVQl1Sver2S5WXnHh86KGHuPDCC2ltbSUYDHL11Vfzi1/84lQf1knDFXI+XWsqNwqc0NWcYbF2abThQjul+/R6VLasbvxma4/6iAad3MUta9qbmrx1tzmT4n/5zhN0RH0NT8Baw16nLclEitNXtzflUrihq+uXtzb1oC/NDWhmAg+zYmHbutr5VHNxRfJ//ORZgn4PN1xau21BKe4E43icR3Behs1cB27RJdMSXHJmX1MV59yiOSu6Gw9ZhXKHdXOD10BbxMd0cr54TKSdiqm1xCPAyGSafQMzPHFgghsuWcU5G7tJ58yGil64k7dGi+W4uGPi1VW21mlhUoqiKEWHo5lS9zCbc6QqCn/2+jNY0hkinTPr5lC797+mKsVnSqO44WabV7U39dJ2HcRQIdeuUVTF6RM5PJmms8XPxQ0+fwDO2dTN0dEkR8eS3Hjp6oYjNcCJ8oglDVb2RmpWdp2L69w0WrHSpbstgEdT8GhK00LFjWZpNN/RxX3mGXmbV5zT2ELSaSvauOKspdz12ABf/vGzeHWVGy9p/JnnHmPAVz+EvZSWsI+OglA597RuNq5sK06wGymYA85132iUBjh51O1RHx5NabjthYu7ANDMuxacvDyfV6O10LeyGdzeoM2Icph1uZrJd3Rxz7PZqAl3Eaq3Pdi0g+g+/483bLWZ4kcuQb+HaFBv6hkCEG7wGp2L3+dBURz3W28yF/CFOo/HlbcIaMt6j6/yqd+HEmluDv1y5iUnHsfGxujqmn3Jdnd3Mzo6egqP6OTSGvbi9ais7qvfp2oubjjTq5twHWFWPJ6+ur2pl6CiKKwqCLJmXEeYndDqmsr7fndbww9BRVHobQ+iQFkV1kZwndxzm5i0gTMmQZ+HjqivqVBimJ3s1WvtMRdXsKiqwp/ffGZTL4nO4xSP7nbnbOhqqmocOE6yAlx1XnPXnruy3IzrCLOVSLta/Q27E20RH4l0nk998/Gy/33ue08B1V/Eriv+7bv385WfPEtL2Murzl3O26/bjEJjkw33u5ud/Ltj0kwYcem2Pl1rejLkCtaLTu+lLeLjNYX+fvXEYzTopSPqp6c92PRkyA392tLEYpB7TJqqNFUsx8XNHWzUdXQ5Z2NPcd/NLia5z9qbt69p6nhd56aZ0Fxw8kL7Opzw2GZFw/JCHn0z+Y7ghEz7vBrRkJdzm0gP+J0r19JRKLZz3UUrmwrpdHv5blzR2vR7c3XBNTxnYzceTWXbeudZXb9VhyOqmglZdelqDdAS8jZ9zbr3ZrNiDBxnrNnwSJhtP9FMviM4i9EeTW0q39HFFY9NO4+F50gzrqNLe8RfqJja3HP2eMNWwQk/bbaAkbsdNC8eVcVZsGg00quUF5TzGPSjLe9rfjtAiYaPz7GUNMXi60xZByHEvL81/cDtOHUJrF1dzT/kf+fVG1jZG21629dcsgZUlasvWdPUw7qzU/DaS1dz+VnLmt7n665cz7rlbVxy9vKmxiXaGuTys5Zxw/Y1ddsszNvnFeuIJXOcs6Xx3DqAV120iiNjKa7bvq7pXJPfffUGOloC9HRXdnSr/W7XXLKGnCnYfu6Kpl9K11+2hq3rOjl/S3MP3WsuXUN3R4gVy5r7XdvaQ7zqvBXcdMXapq+DG7avY3gyxZYNzU2mLwn7efrwNDdduZ62JsLqAG5+xXqCfk/Dx3rleSs5PJLAtMqfKUGPxjkbu7lg65KKL/Iu4DUXrWJgNIGqKLzhFetZtqQVgLdft5n2Fn/dY7jqolX4/Tob1nQ2dZ+0d4S5+sKVXHPRqqbH5Prta9k6mqC7yjVbjXA0wOXPj/O2azfR1R7ktZeHGJhIcfXFq+sew5uvdlrfNHusl5zl4eBwgivPX1nsD9cob7rqNFb3Nf+8vO6ytSiayo1Xrm/qedlhC66+cCVXnrOcnibaJYDzPFjWE+WK81c2dR1c1hLgmSPTXHXxarqazCd9wyvXk8lZTf8+r7hgFYdHk7zi/JWEm4gmAHjTq0+jqzVAX29zwvNDv38+v3zkCG++ZnPDRW/Aef7edPlazt/c2/R53nTFOpb1RNi2yXGf33T1JoIBLxvXdqFVuS66uiK0t4d49fkruOHydU3v88Yr1jEZyza93cWF5+UrL1jVdL7b669YRyjobXqfV5y3gtGZLJedu6KpMQG4+RXr2Ly6o+l9Xn3JakIhH2tWNBeJ0NER5jUXreLai5t/Xr72sjUMjCWrblft75GWAK84dzmXnb286XfYDdvXoirNzxMvO8fD4dEkZ53e21QYOzjvzVXH8bx8xfkrMQWctrarqSiqxc7xzOEXI4qopLYWMT/84Q/ZuXMnn/jEJwD4whe+gBCCP/uzP2v4OyYnk8ViFy8mXV0RxscT9T8oWdTIcX55Isf95Ykc95c3cvxffsgxf3nyUht3VVWqmmkvOW/34osv5uGHH2ZqaopMJsNdd93F9u3bT/VhSSQSiUQikUgkEsmi5iUXttrT08N73/tebrnlFvL5PG94wxs488wzT/VhSSQSiUQikUgkEsmi5iUnHgGuv/56rr/++lN9GBKJRCKRSCQSiUTykuElF7YqkUgkEolEIpFIJJITjxSPEolEIpFIJBKJRCKpixSPEolEIpFIJBKJRCKpixSPEolEIpFIJBKJRCKpixSPEolEIpFIJBKJRCKpixSPEolEIpFIJBKJRCKpixSPEolEIpFIJBKJRCKpixSPEolEIpFIJBKJRCKpixSPEolEIpFIJBKJRCKpixSPEolEIpFIJBKJRCKpixSPEolEIpFIJBKJRCKpi+dUH8BCRFWVl+W+JS8ecpxfnshxf3kix/3ljRz/lx9yzF+evJTGvda5KEII8SIei0QikUgkEolEIpFIFiEybFUikUgkEolEIpFIJHWR4lEikUgkEolEIpFIJHWR4lEikUgkEolEIpFIJHWR4lEikUgkEolEIpFIJHWR4lEikUgkEolEIpFIJHWR4lEikUgkEolEIpFIJHWR4lEikUgkEolEIpFIJHWR4lEikUgkEolEIpFIJHWR4lEikUgkEolEIpFIJHWR4vEE8PnPf57rrruO6667jk996lMAPPTQQ1x//fVcddVVfPazn523zQc+8AF+8IMflP3te9/7Hh/84Aer7mdoaIi3vOUtvOY1r+Hd7343qVSqqe0lL4xTPc4HDhzgTW96EzfccANve9vbGBwcPIFnJ6nEqR7zHTt2cMEFF3DjjTdy44038jd/8zcn8Owk1TjV4/7617++OOZXX301mzdvZmJi4gSeoaQWp3r8+/v7eetb38r111/P2972Ng4fPnwCz05SjRdr3F3+7d/+jX//938v+9uDDz7I29/+9hdwFpJmOBFjvmvXLm6++WZuvPFG3v72t1edm+3Zs4ebb76Zq6++mg9/+MOYpln275WuhwWLkLwgHnzwQfG7v/u7IpfLCcMwxC233CJ++tOfissvv1wcPXpU5PN58Qd/8AfinnvuEUIIMTIyIt71rneJM888U3z/+98XQgiRzWbFP//zP4tt27aJD3zgA1X39c53vlPccccdQgghPv/5z4tPfepTTW0vOX4Wwji/9a1vFffee68QQohvfvOb4n3ve9/JPOWXPQthzG+77Tbx5S9/+SSfqaSUhTDupbz//e8XX/rSl07CmUoqsRDG/01velPxu3bv3i1uuOGGk3nKEvHijns8Hhd/8zd/I848VTnI3wAACNdJREFU80zxuc99TgghhGVZ4rbbbhPnn3++eOtb33ryT1hyQsZcCCGuvPJKsWfPHiGEEN/97nfFn/zJn1Tc33XXXSd2794thBDib/7mb8Q3vvENIUTl62GhI53HF0hXVxcf/OAH8Xq96LrO2rVr6e/vZ+XKlSxfvhyPx8P111/PL37xCwB++tOf8spXvpJrrrmm+B07duzAtm3e//73V91PPp9nx44dXH311YCzMu1+ZyPbS14YC2Gc/+u//ovt27dj2zZDQ0NEo9GTeMaShTDmTz/9NA8++CA33XQTf/Inf8Lw8PBJPGMJLIxxd3n44Yd5/vnn+eM//uOTcKaSSiyE8d+zZw+vec1rANi2bRtjY2MMDAycrFOW8OKNO8Ddd9/NqlWr+P3f//3i3w4ePMjBgwf5h3/4h5NzgpJ5nIgxNwyDv/zLv2Tjxo0AnHbaaRXf04ODg2SzWbZt2waU3++VroeFjhSPL5D169cXL4b+/n7uvPNOFEWhq6ur+Jnu7m5GR0cB+KM/+iPe+MY3ln3HpZdeyl//9V/j9/ur7md6eppwOIzH4wGci979zka2l7wwFsI4ezwe4vE427dv51vf+ha/8zu/cyJPUTKHhTDmkUiEW265hR/96EdcfvnlvPe97z2RpyipwEIYd5fPfe5zvPe970XTtBNxapIGWAjjv3nzZn72s58BzgLCzMwM4+PjJ+wcJfN5scYd4KabbuKd73xn2X29fv16PvGJT9DS0nKCzkhSjxMx5l6vlxtvvBEA27b5/Oc/z6te9ap5+xobGyv73tL7vdL1sNCR4vEEsX//fv7gD/6AD3zgA6xYsWLevyuK8oK+Xwhxwr9T0jynepyj0SgPPPAAn/nMZ3j3u9+NZVkvaH+S+pzKMf/4xz9efBG9+c1v5sCBAyQSiRe0P0ljnOp7ff/+/UxPT3PllVe+oP1Ijo9TOf633nord911FzfccAMPPvggGzduRNf1F7Q/SWOc7HGXLDxOxJgbhsFf/dVfYZom73rXu+b9+0ttDu851QfwUmDXrl38xV/8BR/60Ie47rrreOyxx8qKG4yNjdHd3d3097qrGeAkYCeTSSzLQtM0xsfHj+s7JcfPqR7nO++8k2uuuQZFUdi+fTvZbJZYLEZ7e/sLPzlJRU7lmNu2zVe+8pV5K5KuUyE5eZzqex3g17/+Nddee+0LOxHJcXGqx980Tb7whS/g9XqxbZvbb7+dZcuWvfATk9TkxRj3H//4xyfkWCUnhhMx5qlUine/+920trbypS99CV3XGR0d5Z3vfCfguJd/93d/V/a9i30OL2chL5Dh4WHe85738NnPfpaLLroIgK1bt3L48GGOHDnCsmXLuOOOO7j55pub/u65D5lzzz2XO++8k+uvv54f/ehHbN++/YScg6Q+C2Gcv/a1r+HxeLjqqqt45JFHaGtrk8LxJHKqx1xVVX71q1+xcuVKrr32Wn70ox+xdetWAoHACTk/SWVO9bi7PPHEE7Lq4ilgIYz/Zz/7Wa699lquueYavvvd77Jlyxba2tpe+MlJqvJijrtkYXCixvz9738/K1eu5OMf/3jRTezp6Zk37j6fj127dnHOOecs+jm8FI8vkNtuu41cLsett95a/Nub3vQmbr31Vv78z/+cXC7H5ZdfXkx+fyF87GMf44Mf/CBf+tKX6Ovr4zOf+cwL/k5JYyyEcb711lv56Ec/yhe+8AUikQif+9znXvC+JNVZCGP+yU9+sjjm7e3txVLikpPHQhh3gIGBAXp6el7wPiTNsRDG/6/+6q/4wAc+wOc//3l6enr4p3/6pxe8L0ltXsxxlywMTsSYP/fcc9x9992sW7eOm266CXCcxq9+9avzPvvpT3+aj3zkI6RSKTZv3swtt9xyws/pxUIRlQJxJRKJRCKRSCQSiUQiKUEWzJFIJBKJRCKRSCQSSV2keJRIJBKJRCKRSCQSSV2keJRIJBKJRCKRSCQSSV2keJRIJBKJRCKRSCQSSV2keJRIJBKJRCKRSCQSSV1kqw6JRCKRSE4ix44d49WvfjUbNmwAwLZtdF3nlltuKZZ3r8bnP/95Nm7cyKte9aoX4UglEolEIqmNFI8SiUQikZxk/H5/WdPowcFB3vGOdxAIBLj66qurbvfoo4+ybt26F+MQJRKJRCKpixSPEolEIpG8yCxdupS/+Iu/4LbbbmPDhg18/OMfJ51OMzY2xsaNG/nXf/1Xvve97/HMM8/wqU99Ck3TuPzyy/n0pz/Njh07sCyLzZs385GPfIRwOHyqT0cikUgkLxNkzqNEIpFIJKeAjRs3sm/fPm6//XZuuukmvvOd73DXXXdx7Ngx7rnnHt7ylrewZcsW/vqv/5pXv/rV/Md//AeapvGDH/yAn/zkJ3R3d/PpT3/6VJ+GRCKRSF5GSOdRIpFIJJJTgKIo+P1+3v/+9/Pggw/y1a9+lf7+fsbGxkin0/M+f88995BIJHjooYcAyOfzdHR0vNiHLZFIJJKXMVI8SiQSiURyCnj66afZsGED73vf+7Asi2uuuYYrrriC4eFhhBDzPm/bNh/60Ie4/PLLAUilUuRyuRf7sCUSiUTyMkaGrUokEolE8iJz+PBhvvjFL/IHf/AHPPDAA7znPe/h2muvRVEUnnzySSzLAkDTNEzTBODSSy/lG9/4BoZhYNs2H/3oR/nMZz5zKk9DIpFIJC8zpPMokUgkEslJJpvNcuONNwKgqio+n4/3ve99XHHFFbz3ve/lPe95Dy0tLQQCAc477zyOHj0KwJVXXsknP/lJ8vk8f/qnf8onP/lJXve612FZFps2beKDH/zgqTwtiUQikbzMUESl2BiJRCKRSCQSiUQikUhKkGGrEolEIpFIJBKJRCKpixSPEolEIpFIJBKJRCKpixSPEolEIpFIJBKJRCKpixSPEolEIpFIJBKJRCKpixSPEolEIpFIJBKJRCKpixSPEolEIpFIJBKJRCKpixSPEolEIpFIJBKJRCKpixSPEolEIpFIJBKJRCKpy/8PhH10zFixjL4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f.plot(print_attr=['LevelTestSetRMSE'],ci=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "494305ae-ebf0-4475-a7fe-f00ca4a7229a",
   "metadata": {},
   "source": [
    "The ARIMA model without MA terms has really gone in a strange direction. It is also the worst performing model we have evaluated yet, using the test-set RMSE as our comparison metric. Let's delete this model from memory."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "b995c02f-c19c-4bdd-8c8c-3c23f91c5a0c",
   "metadata": {},
   "outputs": [],
   "source": [
    "f.pop('arima')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3846fcf8-e887-434e-9fe3-40ac7a52c95c",
   "metadata": {},
   "source": [
    "We can see the summary statistics for the remaining ARIMA model by exporting the saved summary stats to a dataframe, just like we did for the HWES model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "f5901bd9-5b29-47a2-89fc-617649837d7b",
   "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>coef</th>\n",
       "      <th>std err</th>\n",
       "      <th>z</th>\n",
       "      <th>P&gt;|z|</th>\n",
       "      <th>[0.025</th>\n",
       "      <th>0.975]</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>ar.L1</th>\n",
       "      <td>4.210000e-02</td>\n",
       "      <td>1.120000e-01</td>\n",
       "      <td>3.750000e-01</td>\n",
       "      <td>0.707</td>\n",
       "      <td>-1.780000e-01</td>\n",
       "      <td>2.620000e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ma.L1</th>\n",
       "      <td>-8.260000e-01</td>\n",
       "      <td>8.900000e-02</td>\n",
       "      <td>-9.300000e+00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-1.000000e+00</td>\n",
       "      <td>-6.520000e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ma.S.L7</th>\n",
       "      <td>-8.010000e-01</td>\n",
       "      <td>5.000000e-02</td>\n",
       "      <td>-1.598900e+01</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-8.990000e-01</td>\n",
       "      <td>-7.030000e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sigma2</th>\n",
       "      <td>2.927000e+08</td>\n",
       "      <td>2.130000e-10</td>\n",
       "      <td>1.380000e+18</td>\n",
       "      <td>0.000</td>\n",
       "      <td>2.930000e+08</td>\n",
       "      <td>2.930000e+08</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 coef       std err             z  P>|z|        [0.025  \\\n",
       "ar.L1    4.210000e-02  1.120000e-01  3.750000e-01  0.707 -1.780000e-01   \n",
       "ma.L1   -8.260000e-01  8.900000e-02 -9.300000e+00  0.000 -1.000000e+00   \n",
       "ma.S.L7 -8.010000e-01  5.000000e-02 -1.598900e+01  0.000 -8.990000e-01   \n",
       "sigma2   2.927000e+08  2.130000e-10  1.380000e+18  0.000  2.930000e+08   \n",
       "\n",
       "               0.975]  \n",
       "ar.L1    2.620000e-01  \n",
       "ma.L1   -6.520000e-01  \n",
       "ma.S.L7 -7.030000e-01  \n",
       "sigma2   2.930000e+08  "
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f.export_summary_stats(model='arima_ma_terms')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b6e8a4c5-2356-4919-b979-62e95ad080d9",
   "metadata": {},
   "source": [
    "### MLR\n",
    "[Back to top](#eCommerce-Example)  \n",
    "We can use many other models through scalecast. One of the most basic of these is Multiple Linear Regression. Unlike ARIMA, we don't specify orders on this model, but we can add similar regressors, including autoregressive and seasonal terms, as well as a time trend. The MLR works very similar to the ARIMA model in that it tries to find a linear relationship between all these components and the future. It makes the assumption that the errors in each time period are independent of one another, however. This assumption may be spurious, but the MLR has proven to make accurate predictions on real-world data.\n",
    "\n",
    "First, let's begin with autoregressive terms, which are lags of the dependent variable values. We can 28 lags to make sure we are capturing all statistically signficant terms."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "26b69e2e-e4bb-4d61-afb2-3efb43c74edf",
   "metadata": {},
   "outputs": [],
   "source": [
    "f.add_ar_terms(28) # 1-4 lags"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c0dfb408-c323-44d3-aa9a-32ef9e91859a",
   "metadata": {},
   "source": [
    "To account for stationarity, which is done by setting the middle term to 1 in ARIMA, we have to difference our data before modeling with linear regression."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "efde55a9-8323-4c1a-b981-23c5b1faa50d",
   "metadata": {},
   "outputs": [],
   "source": [
    "f.diff()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "98e8f131-6194-427b-9cf0-0023c5318997",
   "metadata": {},
   "source": [
    "We can confirm the first-differenced data's (probable) stationarity with another ADF test."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "e09a12bf-27bd-41d4-953a-2740a435aeed",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "series appears to be stationary\n"
     ]
    }
   ],
   "source": [
    "isstationary = f.adf_test(quiet=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cddcd3d6-4062-4cc2-aa0f-2b0378d4bf07",
   "metadata": {},
   "source": [
    "Let's plot its first difference."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "d131f04c-1296-4aed-a5cb-432d9415a8d7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f.plot(models=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ce958b6e-f2ac-475f-9c06-6a25c9678c40",
   "metadata": {},
   "source": [
    "Let's now add additional seasonality to the model regressors. The main seasonality that we have been able to confirm is weekly, so we can add the 'dayofweek' regressor to our object. We have three options: we can use a sin/cos transformation that accounts for regular fluctuations in the data in a cyclical form; we can add the data as 6-7 dummies using `dummy=True` and specifying the `drop_first` parameter; or we can just use the raw 1-5 numerical output, which is the default (a decision tree model may handle this last kind of regressor better than a linear model). Any decision we make in this regard has its pros and cons. For this example, we will use the dummy transformation. Also, to add complexity that the ARIMA couldn't caputre, we add weekly, monthly, and quarterly seasonality with the sin/cos transformation.\n",
    "\n",
    "Other seasonal regressors are available and can be specified in the same way, including 'day', 'hour', 'minute' and more."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "e6eda803-8847-4546-abeb-16dd1462c3fc",
   "metadata": {},
   "outputs": [],
   "source": [
    "f.add_seasonal_regressors('dayofweek',raw=False,dummy=True,drop_first=True)\n",
    "f.add_seasonal_regressors('week','month','quarter',raw=False,sincos=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "47087e2c-c074-46c7-bdd9-b0c6ff0d7c01",
   "metadata": {},
   "source": [
    "Let's also add a time trend."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "947288eb-7c80-48a8-b422-2ff38d686713",
   "metadata": {},
   "outputs": [],
   "source": [
    "f.add_time_trend()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ad697459-6285-449a-b80f-ad0558cad85e",
   "metadata": {},
   "source": [
    "All options for adding regressors are:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "d75864b4-4d85-4530-9bc9-0b3eaa5b453b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "add_ar_terms\n",
      "add_AR_terms\n",
      "add_seasonal_regressors\n",
      "add_time_trend\n",
      "add_other_regressor\n",
      "add_covid19_regressor\n",
      "add_combo_regressors\n",
      "add_poly_terms\n",
      "add_exp_terms\n",
      "add_logged_terms\n",
      "dd_pt_terms\n",
      "add_diffed_terms\n",
      "add_lagged_terms\n"
     ]
    }
   ],
   "source": [
    "print(*f.get_funcs('adder'),sep='\\n')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "24ff7447-12ce-42b5-831d-55c2d42fe7a1",
   "metadata": {},
   "source": [
    "See the [documentation](https://github.com/mikekeith52/scalecast/blob/main/docs/xvars.md)\n",
    "\n",
    "Let's see what calling our object now that we have evaluated some models looks like."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "74916a50-5dc9-4095-893a-07cff228fa08",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Forecaster(\n",
       "    DateStartActuals=2011-01-04T00:00:00.000000000\n",
       "    DateEndActuals=2011-12-09T00:00:00.000000000\n",
       "    Freq=D\n",
       "    ForecastLength=30\n",
       "    Xvars=['AR1', 'AR2', 'AR3', 'AR4', 'AR5', 'AR6', 'AR7', 'AR8', 'AR9', 'AR10', 'AR11', 'AR12', 'AR13', 'AR14', 'AR15', 'AR16', 'AR17', 'AR18', 'AR19', 'AR20', 'AR21', 'AR22', 'AR23', 'AR24', 'AR25', 'AR26', 'AR27', 'AR28', 'dayofweek_1', 'dayofweek_2', 'dayofweek_3', 'dayofweek_4', 'dayofweek_5', 'dayofweek_6', 'weeksin', 'weekcos', 'monthsin', 'monthcos', 'quartersin', 'quartercos', 't']\n",
       "    Differenced=1\n",
       "    TestLength=30\n",
       "    ValidationLength=1\n",
       "    ValidationMetric=rmse\n",
       "    ForecastsEvaluated=['hwes', 'hwes_seasonal', 'arima_ma_terms']\n",
       "    CILevel=0.95\n",
       "    BootstrapSamples=100\n",
       ")"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c22fc31a-1481-4e3e-afe7-8945f0e72fa4",
   "metadata": {},
   "source": [
    "When adding these and other kinds of regressors, it is possible to change the names of some of them. This can come in handy to reference later. If any regressors begin with uppercase \"AR\", the forecasting mechanisms in most of the models will assume such terms are autoregressive in nature and those terms are handled differently. So, be careful when naming variables."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "44ffe358-4e4a-4da3-80d1-e96c2d7810e7",
   "metadata": {},
   "source": [
    "Let's move to modeling with a linear model. Any arguments that the linear model from the scikit-learn library accepts can also be accepted here. In addition, the following arguments are available for all sklearn models:\n",
    "- `Xvars` (arguments include \"all\", None, and list-like objects) -- default is always None, but for models that require regressors, this is treated the same as \"all\"\n",
    "- `normalizer` (arguments are None, \"minmax\", \"normalize\", \"pt\", and \"scale\") -- default is always \"minmax\"\n",
    "- `call_me` -- does not affect the model's evaluation at all, just names the model for reference later"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "96f855b2-e576-4f41-8c1a-26b341434065",
   "metadata": {},
   "outputs": [],
   "source": [
    "f.set_estimator('mlr')\n",
    "f.manual_forecast(normalizer=None,Xvars=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6dd3c32d-7271-43f2-946d-82a38d7d8556",
   "metadata": {},
   "source": [
    "Like the ARIMA model, we can see its performance on the test set. Note that all forecasting in this module, even on the test set, is dynamic in nature so that no training-set information is leaked but autoregressive and seasonal patterns can still be predicted. We can trust that this is a true performance on 20 days of out-of-sample data.\n",
    "\n",
    "The way the forecasting mechanism works (when AR terms are involved) is by making a prediction one step into the future then filling in those predictions to create new AR terms, until the entire forecast interval has been predicted. This is true for testing and forecasting, but validating is non-dynamic by default. Both validating and testing can be either dynamic or non-dynamic; this will be explored later. With large test, validation, or forecast intervals, the forecasting may slow down considerably if everything is kept dynamic. However, if AR terms have *not* been added to the regressors, forecasting times are similar to any non-time-series prediction application."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "33569f05-1795-4c1c-a55e-c82c5c0a75cb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f.plot_test_set(models='mlr',ci=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1cc9b202-e493-4049-92e5-2821cf600629",
   "metadata": {},
   "source": [
    "Since the other models were run on level data and the MLR was run on differenced data, to compare them, the plots of the test set and forecasts will revert to level automatically, but `level=True` is available as an argument if all models were run on differenced data but you want to see their performance on the level test set."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "8d76b2b9-2157-404e-b92c-620b966238af",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f.plot_test_set(models=['mlr','hwes_seasonal'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6225788d-16d4-4005-a907-08b7fbc9a160",
   "metadata": {},
   "source": [
    "Confidence intervals are no longer available since models were run at different levels."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3a3dbe96-8b70-4d8b-be0a-cbcc0ca4e23a",
   "metadata": {},
   "source": [
    "Let's now plot both models' forecasted values on level data. Let's order the way these models are displayed based on their test-set performance as well."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "b48fc485-8e42-4b22-83dc-8247d6d30959",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "hwes_seasonal LevelTestSetRMSE: 29432.19251120192\n",
      "mlr LevelTestSetRMSE: 32487.00905488084\n",
      "hwes LevelTestSetRMSE: 36031.56799119545\n",
      "arima_ma_terms LevelTestSetRMSE: 46563.90435412486\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f.plot(print_attr=['LevelTestSetRMSE'],order_by='LevelTestSetRMSE')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "98094c62-e7c5-4cf9-bc8e-8f3eb4ddcf1d",
   "metadata": {},
   "source": [
    "We see that the MLR model performed better on the test set than the remaining ARIMA model, but still not as well as the best HWES model."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7045fc32-9f45-49cc-a2b6-08cd1d569cf4",
   "metadata": {},
   "source": [
    "With scikit-learn models, such as MLR, permutation feature importance information from the [eli5](https://eli5.readthedocs.io/en/latest/blackbox/permutation_importance.html) package can be saved and exported to a dataframe, analogous to saving summary stats from an ARIMA model. Each weight is the average decrease in accuracy when that particular variable is substituted for random values over 10 iterations, so the variables that cause the largest decreases are considered the most important. The output of the exported data is therefore ranked in terms of which variables are most-to-least important, according to this methodology."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "eb0f4fd8-9837-4588-80cf-0fc6e1fbdc12",
   "metadata": {},
   "outputs": [],
   "source": [
    "f.save_feature_importance()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "dd3b5b2f-c9e8-4969-bd81-b7ec5300b2c9",
   "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>weight</th>\n",
       "      <th>std</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>feature</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>AR1</th>\n",
       "      <td>1.314080</td>\n",
       "      <td>0.073512</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR2</th>\n",
       "      <td>1.071012</td>\n",
       "      <td>0.060343</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR3</th>\n",
       "      <td>0.863518</td>\n",
       "      <td>0.033001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR12</th>\n",
       "      <td>0.543600</td>\n",
       "      <td>0.034335</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR4</th>\n",
       "      <td>0.453675</td>\n",
       "      <td>0.019668</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR13</th>\n",
       "      <td>0.398375</td>\n",
       "      <td>0.036643</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR6</th>\n",
       "      <td>0.384533</td>\n",
       "      <td>0.018344</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR5</th>\n",
       "      <td>0.370097</td>\n",
       "      <td>0.021654</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dayofweek_5</th>\n",
       "      <td>0.313611</td>\n",
       "      <td>0.034527</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR23</th>\n",
       "      <td>0.307204</td>\n",
       "      <td>0.015959</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR15</th>\n",
       "      <td>0.295117</td>\n",
       "      <td>0.030526</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR14</th>\n",
       "      <td>0.277490</td>\n",
       "      <td>0.025026</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR11</th>\n",
       "      <td>0.248124</td>\n",
       "      <td>0.023914</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR24</th>\n",
       "      <td>0.208423</td>\n",
       "      <td>0.019388</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR9</th>\n",
       "      <td>0.206587</td>\n",
       "      <td>0.013182</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR22</th>\n",
       "      <td>0.206181</td>\n",
       "      <td>0.038638</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR20</th>\n",
       "      <td>0.173113</td>\n",
       "      <td>0.009632</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR8</th>\n",
       "      <td>0.169191</td>\n",
       "      <td>0.023569</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR10</th>\n",
       "      <td>0.127925</td>\n",
       "      <td>0.015004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR19</th>\n",
       "      <td>0.126180</td>\n",
       "      <td>0.026513</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR17</th>\n",
       "      <td>0.124999</td>\n",
       "      <td>0.011934</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR21</th>\n",
       "      <td>0.113865</td>\n",
       "      <td>0.010676</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR16</th>\n",
       "      <td>0.111326</td>\n",
       "      <td>0.020616</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR18</th>\n",
       "      <td>0.104127</td>\n",
       "      <td>0.008001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR7</th>\n",
       "      <td>0.094152</td>\n",
       "      <td>0.010217</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>monthcos</th>\n",
       "      <td>0.090720</td>\n",
       "      <td>0.026520</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dayofweek_6</th>\n",
       "      <td>0.077548</td>\n",
       "      <td>0.024611</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>t</th>\n",
       "      <td>0.060184</td>\n",
       "      <td>0.017902</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR27</th>\n",
       "      <td>0.057364</td>\n",
       "      <td>0.006633</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>weeksin</th>\n",
       "      <td>0.051128</td>\n",
       "      <td>0.007120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>weekcos</th>\n",
       "      <td>0.046868</td>\n",
       "      <td>0.005986</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dayofweek_4</th>\n",
       "      <td>0.035563</td>\n",
       "      <td>0.005710</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR26</th>\n",
       "      <td>0.029666</td>\n",
       "      <td>0.002313</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR25</th>\n",
       "      <td>0.026536</td>\n",
       "      <td>0.006346</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dayofweek_1</th>\n",
       "      <td>0.019746</td>\n",
       "      <td>0.001437</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR28</th>\n",
       "      <td>0.019454</td>\n",
       "      <td>0.007024</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dayofweek_2</th>\n",
       "      <td>0.013402</td>\n",
       "      <td>0.004501</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>quartersin</th>\n",
       "      <td>0.008244</td>\n",
       "      <td>0.002880</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dayofweek_3</th>\n",
       "      <td>0.005167</td>\n",
       "      <td>0.002338</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>monthsin</th>\n",
       "      <td>0.000366</td>\n",
       "      <td>0.001204</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>quartercos</th>\n",
       "      <td>0.000269</td>\n",
       "      <td>0.000377</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               weight       std\n",
       "feature                        \n",
       "AR1          1.314080  0.073512\n",
       "AR2          1.071012  0.060343\n",
       "AR3          0.863518  0.033001\n",
       "AR12         0.543600  0.034335\n",
       "AR4          0.453675  0.019668\n",
       "AR13         0.398375  0.036643\n",
       "AR6          0.384533  0.018344\n",
       "AR5          0.370097  0.021654\n",
       "dayofweek_5  0.313611  0.034527\n",
       "AR23         0.307204  0.015959\n",
       "AR15         0.295117  0.030526\n",
       "AR14         0.277490  0.025026\n",
       "AR11         0.248124  0.023914\n",
       "AR24         0.208423  0.019388\n",
       "AR9          0.206587  0.013182\n",
       "AR22         0.206181  0.038638\n",
       "AR20         0.173113  0.009632\n",
       "AR8          0.169191  0.023569\n",
       "AR10         0.127925  0.015004\n",
       "AR19         0.126180  0.026513\n",
       "AR17         0.124999  0.011934\n",
       "AR21         0.113865  0.010676\n",
       "AR16         0.111326  0.020616\n",
       "AR18         0.104127  0.008001\n",
       "AR7          0.094152  0.010217\n",
       "monthcos     0.090720  0.026520\n",
       "dayofweek_6  0.077548  0.024611\n",
       "t            0.060184  0.017902\n",
       "AR27         0.057364  0.006633\n",
       "weeksin      0.051128  0.007120\n",
       "weekcos      0.046868  0.005986\n",
       "dayofweek_4  0.035563  0.005710\n",
       "AR26         0.029666  0.002313\n",
       "AR25         0.026536  0.006346\n",
       "dayofweek_1  0.019746  0.001437\n",
       "AR28         0.019454  0.007024\n",
       "dayofweek_2  0.013402  0.004501\n",
       "quartersin   0.008244  0.002880\n",
       "dayofweek_3  0.005167  0.002338\n",
       "monthsin     0.000366  0.001204\n",
       "quartercos   0.000269  0.000377"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f.export_feature_importance(model='mlr')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c446a860-1a88-411f-94cc-38778348f0e4",
   "metadata": {},
   "source": [
    "At first glance, it looks as though all added regressors were useful to the MLR model, but we can explore regularization now to further refine our forecasting approach."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d23bbec9-9af2-4f79-beac-be961163471b",
   "metadata": {},
   "source": [
    "### Elasticnet and Auto-Forecasting\n",
    "\n",
    "[Back to top](#eCommerce-Example)  \n",
    "To optimize the hyperparameters of and auto-forecast with models in scalecast, we use a grid-search approach on a validation set of data--a period of time before the test set. The grids are completely customizable, but standard template grids are available by calling the function below:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "b190265e-290c-4f9d-b16b-2fd1c6eff99c",
   "metadata": {},
   "outputs": [],
   "source": [
    "GridGenerator.get_example_grids()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "35b8b9ee-f96c-4d76-bb38-3fcaf9ec666e",
   "metadata": {},
   "source": [
    "`GridGenerator.get_empty_grids()` is also available. We could call this then open the created file (Grids.py) and fill in the empty dictionary with hyperparameter values that we want to use. The example grids can usually be used for adequate performance, but contributions to improving the default values are welcome. You are also more-than-welcome to open the Grids.py file locally and making adjustments as you see fit.\n",
    "\n",
    "These grids are saved to your working directory as Grids.py. Their structure is that of `Dict[str:list-like]` and scalecast automatically knows how to look for them. You can also pass your own grid manually by using `ingest_grid()` and passing a `str` value, which corresponds to a namespace of a grid in the Grids.py file, or a grid of `dict` type. By default, the code below will ingest the grid named elasticnet from the Grids.py file in this same directory.\n",
    "\n",
    "You can also create really big grids and limit them randomly by calling `limit_grid_size(n:int|float)`. If `int`, must be >0 to denote the number of combinations in the grid to keep. If `float`, must be between 0 and 1 to represent a portion of the grid's original size to randomly keep. `random_seed` is available as an argument in this method and is `None` by default."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "18082e68-2fc2-4dc6-b4cd-028f0df32f76",
   "metadata": {},
   "outputs": [],
   "source": [
    "f.set_validation_length(15)\n",
    "f.set_estimator('elasticnet')\n",
    "# unlike testing, tuning is non-dynamic by default, but this can be changed by passing dynamic_tuning=True as an argument below\n",
    "f.tune() # automatically imports the elasticnet grid from Grids.py\n",
    "# unlike tuning, testing is dynamic by default, but this can be changed by passing dynamic_testing=False as an argument below\n",
    "f.auto_forecast()\n",
    "f.save_feature_importance()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "61018720-6701-4fc6-a64b-192d4ec9dc47",
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f.plot_test_set(models=['mlr','elasticnet'],ci=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "238e4c68-574a-4cdb-a9f1-13da6f135d55",
   "metadata": {},
   "source": [
    "Regularization really took the seasonal pattern out of this model and reverted the prediction to nearly a straight line. Let's compare all model forecasts as we did before."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "a6601ecf-3815-4384-bec1-f161364ca119",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "hwes_seasonal LevelTestSetRMSE: 29432.19251120192\n",
      "mlr LevelTestSetRMSE: 32487.00905488084\n",
      "hwes LevelTestSetRMSE: 36031.56799119545\n",
      "elasticnet LevelTestSetRMSE: 39522.6929766469\n",
      "arima_ma_terms LevelTestSetRMSE: 46563.90435412486\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f.plot(print_attr=['LevelTestSetRMSE'],order_by='LevelTestSetRMSE')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "682ea39c-bf48-4a57-a86d-65092912ec85",
   "metadata": {},
   "source": [
    "In this instance, the regularization performed by the Elasticnet model resulted in worse performance than the MLR. We can see what hyperparameter values were selected from the tuning process by exporting the evaluated validation grid to a dataframe."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "619cde84-1e94-4bef-882c-0a0be4a5d3a6",
   "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>alpha</th>\n",
       "      <th>l1_ratio</th>\n",
       "      <th>normalizer</th>\n",
       "      <th>validation_length</th>\n",
       "      <th>validation_metric</th>\n",
       "      <th>metric_value</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>286</th>\n",
       "      <td>2.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>minmax</td>\n",
       "      <td>15</td>\n",
       "      <td>rmse</td>\n",
       "      <td>28047.227257</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>271</th>\n",
       "      <td>1.9</td>\n",
       "      <td>0.00</td>\n",
       "      <td>minmax</td>\n",
       "      <td>15</td>\n",
       "      <td>rmse</td>\n",
       "      <td>28068.118873</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>256</th>\n",
       "      <td>1.8</td>\n",
       "      <td>0.00</td>\n",
       "      <td>minmax</td>\n",
       "      <td>15</td>\n",
       "      <td>rmse</td>\n",
       "      <td>28091.256243</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241</th>\n",
       "      <td>1.7</td>\n",
       "      <td>0.00</td>\n",
       "      <td>minmax</td>\n",
       "      <td>15</td>\n",
       "      <td>rmse</td>\n",
       "      <td>28117.021134</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>226</th>\n",
       "      <td>1.6</td>\n",
       "      <td>0.00</td>\n",
       "      <td>minmax</td>\n",
       "      <td>15</td>\n",
       "      <td>rmse</td>\n",
       "      <td>28145.886826</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>289</th>\n",
       "      <td>2.0</td>\n",
       "      <td>0.25</td>\n",
       "      <td>minmax</td>\n",
       "      <td>15</td>\n",
       "      <td>rmse</td>\n",
       "      <td>28178.109481</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>211</th>\n",
       "      <td>1.5</td>\n",
       "      <td>0.00</td>\n",
       "      <td>minmax</td>\n",
       "      <td>15</td>\n",
       "      <td>rmse</td>\n",
       "      <td>28178.447218</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>274</th>\n",
       "      <td>1.9</td>\n",
       "      <td>0.25</td>\n",
       "      <td>minmax</td>\n",
       "      <td>15</td>\n",
       "      <td>rmse</td>\n",
       "      <td>28205.401145</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196</th>\n",
       "      <td>1.4</td>\n",
       "      <td>0.00</td>\n",
       "      <td>minmax</td>\n",
       "      <td>15</td>\n",
       "      <td>rmse</td>\n",
       "      <td>28215.457771</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>259</th>\n",
       "      <td>1.8</td>\n",
       "      <td>0.25</td>\n",
       "      <td>minmax</td>\n",
       "      <td>15</td>\n",
       "      <td>rmse</td>\n",
       "      <td>28235.588063</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>181</th>\n",
       "      <td>1.3</td>\n",
       "      <td>0.00</td>\n",
       "      <td>minmax</td>\n",
       "      <td>15</td>\n",
       "      <td>rmse</td>\n",
       "      <td>28257.894291</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>244</th>\n",
       "      <td>1.7</td>\n",
       "      <td>0.25</td>\n",
       "      <td>minmax</td>\n",
       "      <td>15</td>\n",
       "      <td>rmse</td>\n",
       "      <td>28269.155026</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>229</th>\n",
       "      <td>1.6</td>\n",
       "      <td>0.25</td>\n",
       "      <td>minmax</td>\n",
       "      <td>15</td>\n",
       "      <td>rmse</td>\n",
       "      <td>28306.701080</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>166</th>\n",
       "      <td>1.2</td>\n",
       "      <td>0.00</td>\n",
       "      <td>minmax</td>\n",
       "      <td>15</td>\n",
       "      <td>rmse</td>\n",
       "      <td>28307.039331</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>214</th>\n",
       "      <td>1.5</td>\n",
       "      <td>0.25</td>\n",
       "      <td>minmax</td>\n",
       "      <td>15</td>\n",
       "      <td>rmse</td>\n",
       "      <td>28348.975179</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     alpha  l1_ratio normalizer  validation_length validation_metric  \\\n",
       "286    2.0      0.00     minmax                 15              rmse   \n",
       "271    1.9      0.00     minmax                 15              rmse   \n",
       "256    1.8      0.00     minmax                 15              rmse   \n",
       "241    1.7      0.00     minmax                 15              rmse   \n",
       "226    1.6      0.00     minmax                 15              rmse   \n",
       "289    2.0      0.25     minmax                 15              rmse   \n",
       "211    1.5      0.00     minmax                 15              rmse   \n",
       "274    1.9      0.25     minmax                 15              rmse   \n",
       "196    1.4      0.00     minmax                 15              rmse   \n",
       "259    1.8      0.25     minmax                 15              rmse   \n",
       "181    1.3      0.00     minmax                 15              rmse   \n",
       "244    1.7      0.25     minmax                 15              rmse   \n",
       "229    1.6      0.25     minmax                 15              rmse   \n",
       "166    1.2      0.00     minmax                 15              rmse   \n",
       "214    1.5      0.25     minmax                 15              rmse   \n",
       "\n",
       "     metric_value  \n",
       "286  28047.227257  \n",
       "271  28068.118873  \n",
       "256  28091.256243  \n",
       "241  28117.021134  \n",
       "226  28145.886826  \n",
       "289  28178.109481  \n",
       "211  28178.447218  \n",
       "274  28205.401145  \n",
       "196  28215.457771  \n",
       "259  28235.588063  \n",
       "181  28257.894291  \n",
       "244  28269.155026  \n",
       "229  28306.701080  \n",
       "166  28307.039331  \n",
       "214  28348.975179  "
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f.export_validation_grid(model='elasticnet').sort_values(['metric_value']).head(15)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1113210d-58f5-4082-8de0-6e726b43ea09",
   "metadata": {},
   "source": [
    "Since this model has a 0 value for its l1_ratio, it is functionally identical to a ridge model. The selected alpha value was 2.0, meaning its coefficient values were enhanced. Like the MLR, we can export Elasticnet feature importance:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "ed4d5b2e-4e50-4108-8466-f1da544d4baa",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    }\n",
       "\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>weight</th>\n",
       "      <th>std</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>feature</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>dayofweek_5</th>\n",
       "      <td>2.749117e-02</td>\n",
       "      <td>7.907711e-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dayofweek_6</th>\n",
       "      <td>7.436973e-03</td>\n",
       "      <td>6.541601e-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR7</th>\n",
       "      <td>4.317314e-03</td>\n",
       "      <td>2.615517e-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR14</th>\n",
       "      <td>2.717978e-03</td>\n",
       "      <td>4.329003e-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR21</th>\n",
       "      <td>2.573850e-03</td>\n",
       "      <td>3.267257e-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR28</th>\n",
       "      <td>2.196061e-03</td>\n",
       "      <td>1.418368e-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR1</th>\n",
       "      <td>9.725242e-04</td>\n",
       "      <td>1.756827e-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR12</th>\n",
       "      <td>8.878815e-04</td>\n",
       "      <td>3.761012e-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dayofweek_4</th>\n",
       "      <td>8.175025e-04</td>\n",
       "      <td>4.177929e-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dayofweek_2</th>\n",
       "      <td>8.131714e-04</td>\n",
       "      <td>5.075441e-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR2</th>\n",
       "      <td>8.120865e-04</td>\n",
       "      <td>2.122303e-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR23</th>\n",
       "      <td>7.662798e-04</td>\n",
       "      <td>1.259909e-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR9</th>\n",
       "      <td>7.189180e-04</td>\n",
       "      <td>2.141193e-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR19</th>\n",
       "      <td>6.809245e-04</td>\n",
       "      <td>1.632880e-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dayofweek_3</th>\n",
       "      <td>5.958526e-04</td>\n",
       "      <td>4.543544e-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR26</th>\n",
       "      <td>3.956908e-04</td>\n",
       "      <td>9.078496e-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR5</th>\n",
       "      <td>3.227825e-04</td>\n",
       "      <td>1.072438e-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR16</th>\n",
       "      <td>2.884897e-04</td>\n",
       "      <td>6.450203e-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dayofweek_1</th>\n",
       "      <td>2.188073e-04</td>\n",
       "      <td>3.046482e-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>monthcos</th>\n",
       "      <td>1.825427e-04</td>\n",
       "      <td>1.120517e-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR6</th>\n",
       "      <td>1.677917e-04</td>\n",
       "      <td>1.095012e-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>weekcos</th>\n",
       "      <td>1.174737e-04</td>\n",
       "      <td>1.778393e-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR8</th>\n",
       "      <td>1.129823e-04</td>\n",
       "      <td>4.858206e-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>quartercos</th>\n",
       "      <td>6.973386e-05</td>\n",
       "      <td>2.521774e-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR18</th>\n",
       "      <td>6.639154e-05</td>\n",
       "      <td>4.093531e-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR4</th>\n",
       "      <td>2.102775e-05</td>\n",
       "      <td>1.002385e-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR22</th>\n",
       "      <td>1.986738e-05</td>\n",
       "      <td>2.717691e-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR25</th>\n",
       "      <td>1.664419e-05</td>\n",
       "      <td>1.248833e-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR15</th>\n",
       "      <td>1.512428e-05</td>\n",
       "      <td>3.388058e-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR27</th>\n",
       "      <td>1.303510e-05</td>\n",
       "      <td>3.138985e-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR17</th>\n",
       "      <td>1.016360e-05</td>\n",
       "      <td>2.489665e-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR13</th>\n",
       "      <td>3.045983e-06</td>\n",
       "      <td>2.660378e-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR24</th>\n",
       "      <td>2.851832e-06</td>\n",
       "      <td>3.287063e-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR20</th>\n",
       "      <td>1.742056e-06</td>\n",
       "      <td>1.811364e-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>monthsin</th>\n",
       "      <td>3.803045e-07</td>\n",
       "      <td>1.101982e-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR10</th>\n",
       "      <td>1.464026e-07</td>\n",
       "      <td>7.522306e-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>weeksin</th>\n",
       "      <td>-1.380882e-07</td>\n",
       "      <td>5.346109e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR11</th>\n",
       "      <td>-1.707905e-06</td>\n",
       "      <td>7.185485e-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR3</th>\n",
       "      <td>-5.989313e-06</td>\n",
       "      <td>1.292480e-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>quartersin</th>\n",
       "      <td>-7.928743e-06</td>\n",
       "      <td>4.664887e-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>t</th>\n",
       "      <td>-7.204049e-05</td>\n",
       "      <td>1.807528e-04</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   weight           std\n",
       "feature                                \n",
       "dayofweek_5  2.749117e-02  7.907711e-04\n",
       "dayofweek_6  7.436973e-03  6.541601e-04\n",
       "AR7          4.317314e-03  2.615517e-04\n",
       "AR14         2.717978e-03  4.329003e-04\n",
       "AR21         2.573850e-03  3.267257e-04\n",
       "AR28         2.196061e-03  1.418368e-04\n",
       "AR1          9.725242e-04  1.756827e-04\n",
       "AR12         8.878815e-04  3.761012e-05\n",
       "dayofweek_4  8.175025e-04  4.177929e-04\n",
       "dayofweek_2  8.131714e-04  5.075441e-04\n",
       "AR2          8.120865e-04  2.122303e-04\n",
       "AR23         7.662798e-04  1.259909e-04\n",
       "AR9          7.189180e-04  2.141193e-04\n",
       "AR19         6.809245e-04  1.632880e-04\n",
       "dayofweek_3  5.958526e-04  4.543544e-04\n",
       "AR26         3.956908e-04  9.078496e-05\n",
       "AR5          3.227825e-04  1.072438e-04\n",
       "AR16         2.884897e-04  6.450203e-05\n",
       "dayofweek_1  2.188073e-04  3.046482e-04\n",
       "monthcos     1.825427e-04  1.120517e-04\n",
       "AR6          1.677917e-04  1.095012e-04\n",
       "weekcos      1.174737e-04  1.778393e-04\n",
       "AR8          1.129823e-04  4.858206e-05\n",
       "quartercos   6.973386e-05  2.521774e-04\n",
       "AR18         6.639154e-05  4.093531e-05\n",
       "AR4          2.102775e-05  1.002385e-05\n",
       "AR22         1.986738e-05  2.717691e-05\n",
       "AR25         1.664419e-05  1.248833e-05\n",
       "AR15         1.512428e-05  3.388058e-05\n",
       "AR27         1.303510e-05  3.138985e-05\n",
       "AR17         1.016360e-05  2.489665e-05\n",
       "AR13         3.045983e-06  2.660378e-06\n",
       "AR24         2.851832e-06  3.287063e-06\n",
       "AR20         1.742056e-06  1.811364e-06\n",
       "monthsin     3.803045e-07  1.101982e-05\n",
       "AR10         1.464026e-07  7.522306e-06\n",
       "weeksin     -1.380882e-07  5.346109e-07\n",
       "AR11        -1.707905e-06  7.185485e-06\n",
       "AR3         -5.989313e-06  1.292480e-05\n",
       "quartersin  -7.928743e-06  4.664887e-05\n",
       "t           -7.204049e-05  1.807528e-04"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f.export_feature_importance(model='elasticnet')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "16211144-ebba-4252-bb28-32fcea1d814b",
   "metadata": {},
   "source": [
    "The elasticnet may have been over-parameterized as it now finds some features as slightly harmful to the model, although those low of values could be due to chance.\n",
    "\n",
    "### Auto-Forecasting the Scikit-learn Models\n",
    "\n",
    "[Back to top](#eCommerce-Example)  \n",
    "In the same way we automatically tuned and forecasted with an elasticnet model, we can choose many models to forecast with using `notebook.tune_test_forecast()`. We will be tuning and forecasting with all available scikit-learn models. Below is a list of all models available, whether they are from scikit-learn, and whether they can be tuned."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "87096c77-5136-4d72-9d63-fc7b17cfe4da",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "arima; can be tuned: True; from scikit-learn: False\n",
      "combo; can be tuned: False; from scikit-learn: False\n",
      "elasticnet; can be tuned: True; from scikit-learn: True\n",
      "gbt; can be tuned: True; from scikit-learn: True\n",
      "hwes; can be tuned: True; from scikit-learn: False\n",
      "knn; can be tuned: True; from scikit-learn: True\n",
      "lightgbm; can be tuned: True; from scikit-learn: True\n",
      "lstm; can be tuned: False; from scikit-learn: False\n",
      "mlp; can be tuned: True; from scikit-learn: True\n",
      "mlr; can be tuned: True; from scikit-learn: True\n",
      "prophet; can be tuned: True; from scikit-learn: False\n",
      "rf; can be tuned: True; from scikit-learn: True\n",
      "rnn; can be tuned: False; from scikit-learn: False\n",
      "silverkite; can be tuned: True; from scikit-learn: False\n",
      "svr; can be tuned: True; from scikit-learn: True\n",
      "xgboost; can be tuned: True; from scikit-learn: True\n"
     ]
    }
   ],
   "source": [
    "from scalecast.Forecaster import _estimators_, _can_be_tuned_, _sklearn_estimators_\n",
    "\n",
    "for m in _estimators_:\n",
    "    print(f'{m}; can be tuned: {m in _can_be_tuned_}; from scikit-learn: {m in _sklearn_estimators_}')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d46d7a70-c067-4097-b39b-90b53d7b902b",
   "metadata": {},
   "source": [
    "Let's call the function and the scikit-learn models only and save all feature info so that we can export that information later. To run the next function, note the following dependencies:\n",
    "\n",
    "- `pip install tqdm`\n",
    "- `pip install ipython`\n",
    "- `pip install ipywidgets`\n",
    "- `jupyter nbextension enable --py widgetsnbextension`\n",
    "- if using Jupyter Lab: `jupyter labextension install @jupyter-widgets/jupyterlab-manager`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "bbbf0c7d-0780-4ab8-b0ca-7159c54b998b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "356d45727dc2467faafb38f269eecd62",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/9 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tune_test_forecast(f,\n",
    "                   _sklearn_estimators_,\n",
    "                   dynamic_tuning=False,\n",
    "                   dynamic_testing=True,\n",
    "                   feature_importance=True) # dynamic_tuning = False and dynamic_testing = True are defaults in this function"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "370e02ba-63f3-40de-a070-133966ada0c0",
   "metadata": {},
   "source": [
    "See the results on the test set."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "74d175c8-8d33-4442-a397-0bfa4292a2cc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f.plot_test_set(order_by='LevelTestSetRMSE',models=_sklearn_estimators_,ci=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ae2c5b11-ae99-492f-bc14-e6e1d778281d",
   "metadata": {},
   "source": [
    "All of these models appear to have performed well on test-set data. Using a variety of models and tuning them carefully, a couple (or more) usually emerge as appearing reasonable to implement. Let's now see the forecasts and level test-set RMSE from all these models."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "7bad89c8-932c-43eb-b0f6-50461b7cd086",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "mlr LevelTestSetRMSE: 32487.009054880975\n",
      "lightgbm LevelTestSetRMSE: 36585.121542121844\n",
      "rf LevelTestSetRMSE: 37323.21380044613\n",
      "mlp LevelTestSetRMSE: 39120.33092263862\n",
      "elasticnet LevelTestSetRMSE: 39522.6929766469\n",
      "svr LevelTestSetRMSE: 44003.8044654691\n",
      "gbt LevelTestSetRMSE: 48686.507886779866\n",
      "xgboost LevelTestSetRMSE: 62488.67436538539\n",
      "knn LevelTestSetRMSE: 92000.73638283063\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f.plot(models=_sklearn_estimators_,order_by='LevelTestSetRMSE',print_attr=['LevelTestSetRMSE'],ci=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2b7bcc46-a925-43a2-8b07-9b1ff117be6c",
   "metadata": {},
   "source": [
    "Surprisingly perhaps, nothing outperformed the MLR model. Sometimes the simplest model is the best model. Let's see the forecasted plots for each model, but to avoid clutter, we focus on only the models that came out further ahead than the others. We pass the `models='top_5'` argument to this function and rerun. Note, now that the HWES model will not be displayed (which was run on level data), we will have to set `level=True` to view the forecasts at level."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "aedf4708-1506-4195-abc1-33384f82551d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "hwes_seasonal LevelTestSetRMSE: 29432.19251120192\n",
      "mlr LevelTestSetRMSE: 32487.009054880975\n",
      "hwes LevelTestSetRMSE: 36031.56799119545\n",
      "lightgbm LevelTestSetRMSE: 36585.121542121844\n",
      "rf LevelTestSetRMSE: 37323.21380044613\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f.plot(models='top_5',order_by='LevelTestSetRMSE',print_attr=['LevelTestSetRMSE'],level=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "290aad6c-d134-4c96-8cac-d303716635bf",
   "metadata": {},
   "source": [
    "These various patterns are interesting, and one has to believe the last value being an outlier signficantly influenced the resulting trends of the random forest and lightGBM models."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9dbb2875-6b32-4fca-a3b5-42e58bd8fe11",
   "metadata": {},
   "source": [
    "### Prophet and Silverkite\n",
    "\n",
    "[Back to top](#eCommerce-Example)  \n",
    "In addition to the scikit-learn and statsmodels forecasting models we have already explored, two other forecasting models from popular libraries are available for use: Facebook [Prophet](https://facebook.github.io/prophet/) and LinkedIn Silverkite (from the [greykite](https://engineering.linkedin.com/blog/2021/greykite--a-flexible--intuitive--and-fast-forecasting-library) package). Prophet using a Bayesian regression approach with changepoints; Silverkite uses a linear model with regularization, also with changepoints. Calling them and using them are as easy as any other forecasting model in this package. The `Xvars` argument is available in both models--you can also tune them using the grid-search method. But, since they select a lot of their own regressors and optimize themselves by default, it is sometimes time-saving to manually forecast them with default parameters. We can also run them on un-differenced data and let them create their own regressors. Note, undifferencing the series deletes all added regressors."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "557a07c6-2655-413c-848d-9ef95487ba90",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Forecaster(\n",
       "    DateStartActuals=2011-01-04T00:00:00.000000000\n",
       "    DateEndActuals=2011-12-09T00:00:00.000000000\n",
       "    Freq=D\n",
       "    ForecastLength=30\n",
       "    Xvars=[]\n",
       "    Differenced=0\n",
       "    TestLength=30\n",
       "    ValidationLength=15\n",
       "    ValidationMetric=rmse\n",
       "    ForecastsEvaluated=['hwes', 'hwes_seasonal', 'arima_ma_terms', 'mlr', 'elasticnet', 'gbt', 'knn', 'lightgbm', 'mlp', 'rf', 'svr', 'xgboost']\n",
       "    CILevel=0.95\n",
       "    BootstrapSamples=100\n",
       ")"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f.undiff()\n",
    "f"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "926a424e-146f-4546-8a66-265361f94b2a",
   "metadata": {},
   "outputs": [],
   "source": [
    "f.set_estimator('prophet')\n",
    "f.manual_forecast()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "2b613ecd-017c-4bee-8bef-4f0f3dc948d9",
   "metadata": {},
   "outputs": [],
   "source": [
    "f.set_estimator('silverkite')\n",
    "f.manual_forecast()\n",
    "f.save_summary_stats()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4746e26e-69dd-475a-8bae-85bd4ef6fd28",
   "metadata": {},
   "source": [
    "Note, summary stats are available for silverkite but not Prophet -- contributions are welcome to get summary stats for Prophet.\n",
    "\n",
    "After forecasting with Silverkite, we need to reset some matplotlib parameters for plotting to work."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "id": "6aa58886-6f8e-42fc-ac79-8aaa6b9c697f",
   "metadata": {},
   "outputs": [],
   "source": [
    "matplotlib.use('nbAgg')\n",
    "%matplotlib inline\n",
    "sns.set(rc={'figure.figsize':plot_dim})"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2bc41628-ccf8-47d9-a294-ae3bb8299f23",
   "metadata": {},
   "source": [
    "Let's see how these 2 new models performed compared with the top-2 models identified before."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "e6602ec0-c6f8-44d0-bf28-f26511f33ea6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f.plot_test_set(models=['hwes_seasonal','mlr','prophet','silverkite'],order_by='LevelTestSetRMSE',level=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "beda9fc6-8dc5-453d-bfa4-e94625520fcd",
   "metadata": {},
   "source": [
    "And their trends into the future:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "id": "6bb619f0-fa96-460d-8118-8b2bcc0becea",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "hwes_seasonal LevelTestSetRMSE: 29432.19251120192\n",
      "mlr LevelTestSetRMSE: 32487.009054880975\n",
      "prophet LevelTestSetRMSE: 34148.79734132142\n",
      "silverkite LevelTestSetRMSE: 44999.94290460528\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f.plot(models=['hwes_seasonal','mlr','prophet','silverkite'],order_by='LevelTestSetRMSE',print_attr=['LevelTestSetRMSE'],level=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b490b102-4cd9-4abf-82a1-356049814b07",
   "metadata": {},
   "source": [
    "Neither the prophet or silverkite models proved to be as accurate as the MLR or HWES models."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "878ae204-6574-4223-98fd-94f3c067a9f9",
   "metadata": {},
   "source": [
    "### TensorFlow Recurrent Neural Nets\n",
    "[Back to top](#eCommerce-Example)  \n",
    "\n",
    "The most advanced models available in scalecast are recurrent neural networks. There are two kinds: the SimpleRNN and the Long Short-Term Memory. The SimpleRNN, perhaps ironically, has the more complicated implementation in this framework. It allows for nearly all customization of the model that TensorFlow itselt would offer. What scalecast will do for you is preprocess the data correctly, scale all of the data when training the model, and unscale it appropriately to compare to any other models you run. It also tests the model on the same test set and bootsraps confidence intervals. The fact that it tests all the models also means it fits all the models twice, which can slow you down sometimes, but having two fits is also a blessing: **it really lets you know how generalizable your model is when new data is added.** Let's explore the SimpleRNN more carefully."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "20898970-b926-45a8-82f3-34e8709ae55c",
   "metadata": {},
   "source": [
    "#### SimpleRNN\n",
    "[Back to top](#eCommerce-Example)  \n",
    "\n",
    "See the [documentation](https://scalecast.readthedocs.io/en/latest/Forecaster/_forecast.html#module-src.scalecast.Forecaster.Forecaster._forecast_rnn) for the 'rnn' estimator. In practice, calling this model looks like:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "id": "2c9c9bf8-8844-407c-99ef-f9b6bed5c266",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/15\n",
      "7/7 [==============================] - 1s 46ms/step - loss: 0.2078 - val_loss: 0.1211\n",
      "Epoch 2/15\n",
      "7/7 [==============================] - 0s 8ms/step - loss: 0.1542 - val_loss: 0.0969\n",
      "Epoch 3/15\n",
      "7/7 [==============================] - 0s 8ms/step - loss: 0.1322 - val_loss: 0.0845\n",
      "Epoch 4/15\n",
      "7/7 [==============================] - 0s 8ms/step - loss: 0.1232 - val_loss: 0.0810\n",
      "Epoch 5/15\n",
      "7/7 [==============================] - 0s 9ms/step - loss: 0.1185 - val_loss: 0.0811\n",
      "Epoch 6/15\n",
      "7/7 [==============================] - 0s 10ms/step - loss: 0.1161 - val_loss: 0.0733\n",
      "Epoch 7/15\n",
      "7/7 [==============================] - 0s 10ms/step - loss: 0.1130 - val_loss: 0.0711\n",
      "Epoch 8/15\n",
      "7/7 [==============================] - 0s 9ms/step - loss: 0.1104 - val_loss: 0.0746\n",
      "Epoch 9/15\n",
      "7/7 [==============================] - 0s 9ms/step - loss: 0.1073 - val_loss: 0.0714\n",
      "Epoch 10/15\n",
      "7/7 [==============================] - 0s 8ms/step - loss: 0.1037 - val_loss: 0.0718\n",
      "Epoch 11/15\n",
      "7/7 [==============================] - 0s 9ms/step - loss: 0.1006 - val_loss: 0.0641\n",
      "Epoch 12/15\n",
      "7/7 [==============================] - 0s 9ms/step - loss: 0.0961 - val_loss: 0.0619\n",
      "Epoch 13/15\n",
      "7/7 [==============================] - 0s 10ms/step - loss: 0.0925 - val_loss: 0.0618\n",
      "Epoch 14/15\n",
      "7/7 [==============================] - 0s 9ms/step - loss: 0.0909 - val_loss: 0.0589\n",
      "Epoch 15/15\n",
      "7/7 [==============================] - 0s 9ms/step - loss: 0.0893 - val_loss: 0.0580\n",
      "Epoch 1/15\n",
      "7/7 [==============================] - 1s 32ms/step - loss: 0.1212 - val_loss: 0.0673\n",
      "Epoch 2/15\n",
      "7/7 [==============================] - 0s 7ms/step - loss: 0.0921 - val_loss: 0.0555\n",
      "Epoch 3/15\n",
      "7/7 [==============================] - 0s 7ms/step - loss: 0.0784 - val_loss: 0.0483\n",
      "Epoch 4/15\n",
      "7/7 [==============================] - 0s 8ms/step - loss: 0.0713 - val_loss: 0.0462\n",
      "Epoch 5/15\n",
      "7/7 [==============================] - 0s 8ms/step - loss: 0.0677 - val_loss: 0.0443\n",
      "Epoch 6/15\n",
      "7/7 [==============================] - 0s 8ms/step - loss: 0.0658 - val_loss: 0.0437\n",
      "Epoch 7/15\n",
      "7/7 [==============================] - 0s 8ms/step - loss: 0.0646 - val_loss: 0.0419\n",
      "Epoch 8/15\n",
      "7/7 [==============================] - 0s 7ms/step - loss: 0.0624 - val_loss: 0.0414\n",
      "Epoch 9/15\n",
      "7/7 [==============================] - 0s 8ms/step - loss: 0.0599 - val_loss: 0.0398\n",
      "Epoch 10/15\n",
      "7/7 [==============================] - 0s 8ms/step - loss: 0.0585 - val_loss: 0.0388\n",
      "Epoch 11/15\n",
      "7/7 [==============================] - 0s 8ms/step - loss: 0.0578 - val_loss: 0.0373\n",
      "Epoch 12/15\n",
      "7/7 [==============================] - 0s 8ms/step - loss: 0.0568 - val_loss: 0.0395\n",
      "Epoch 13/15\n",
      "7/7 [==============================] - 0s 7ms/step - loss: 0.0560 - val_loss: 0.0367\n",
      "Epoch 14/15\n",
      "7/7 [==============================] - 0s 8ms/step - loss: 0.0556 - val_loss: 0.0377\n",
      "Epoch 15/15\n",
      "7/7 [==============================] - 0s 8ms/step - loss: 0.0549 - val_loss: 0.0353\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/15\n",
      "7/7 [==============================] - 2s 71ms/step - loss: 0.1927 - val_loss: 0.1278\n",
      "Epoch 2/15\n",
      "7/7 [==============================] - 0s 14ms/step - loss: 0.1520 - val_loss: 0.1011\n",
      "Epoch 3/15\n",
      "7/7 [==============================] - 0s 14ms/step - loss: 0.1279 - val_loss: 0.0797\n",
      "Epoch 4/15\n",
      "7/7 [==============================] - 0s 13ms/step - loss: 0.1194 - val_loss: 0.0804\n",
      "Epoch 5/15\n",
      "7/7 [==============================] - 0s 14ms/step - loss: 0.1178 - val_loss: 0.0758\n",
      "Epoch 6/15\n",
      "7/7 [==============================] - 0s 15ms/step - loss: 0.1174 - val_loss: 0.0755\n",
      "Epoch 7/15\n",
      "7/7 [==============================] - 0s 15ms/step - loss: 0.1169 - val_loss: 0.0742\n",
      "Epoch 8/15\n",
      "7/7 [==============================] - 0s 14ms/step - loss: 0.1163 - val_loss: 0.0741\n",
      "Epoch 9/15\n",
      "7/7 [==============================] - 0s 15ms/step - loss: 0.1162 - val_loss: 0.0740\n",
      "Epoch 10/15\n",
      "7/7 [==============================] - 0s 15ms/step - loss: 0.1165 - val_loss: 0.0738\n",
      "Epoch 11/15\n",
      "7/7 [==============================] - 0s 15ms/step - loss: 0.1160 - val_loss: 0.0737\n",
      "Epoch 12/15\n",
      "7/7 [==============================] - 0s 15ms/step - loss: 0.1160 - val_loss: 0.0740\n",
      "Epoch 13/15\n",
      "7/7 [==============================] - 0s 15ms/step - loss: 0.1159 - val_loss: 0.0737\n",
      "Epoch 14/15\n",
      "7/7 [==============================] - 0s 15ms/step - loss: 0.1158 - val_loss: 0.0739\n",
      "Epoch 15/15\n",
      "7/7 [==============================] - 0s 15ms/step - loss: 0.1158 - val_loss: 0.0742\n",
      "Epoch 1/15\n",
      "7/7 [==============================] - 2s 63ms/step - loss: 0.1221 - val_loss: 0.0743\n",
      "Epoch 2/15\n",
      "7/7 [==============================] - 0s 11ms/step - loss: 0.1009 - val_loss: 0.0540\n",
      "Epoch 3/15\n",
      "7/7 [==============================] - 0s 12ms/step - loss: 0.0815 - val_loss: 0.0468\n",
      "Epoch 4/15\n",
      "7/7 [==============================] - 0s 12ms/step - loss: 0.0726 - val_loss: 0.0465\n",
      "Epoch 5/15\n",
      "7/7 [==============================] - 0s 12ms/step - loss: 0.0720 - val_loss: 0.0447\n",
      "Epoch 6/15\n",
      "7/7 [==============================] - 0s 12ms/step - loss: 0.0712 - val_loss: 0.0446\n",
      "Epoch 7/15\n",
      "7/7 [==============================] - 0s 12ms/step - loss: 0.0708 - val_loss: 0.0426\n",
      "Epoch 8/15\n",
      "7/7 [==============================] - 0s 13ms/step - loss: 0.0705 - val_loss: 0.0441\n",
      "Epoch 9/15\n",
      "7/7 [==============================] - 0s 14ms/step - loss: 0.0704 - val_loss: 0.0430\n",
      "Epoch 10/15\n",
      "7/7 [==============================] - 0s 14ms/step - loss: 0.0703 - val_loss: 0.0419\n",
      "Epoch 11/15\n",
      "7/7 [==============================] - 0s 14ms/step - loss: 0.0697 - val_loss: 0.0429\n",
      "Epoch 12/15\n",
      "7/7 [==============================] - 0s 13ms/step - loss: 0.0696 - val_loss: 0.0424\n",
      "Epoch 13/15\n",
      "7/7 [==============================] - 0s 14ms/step - loss: 0.0695 - val_loss: 0.0420\n",
      "Epoch 14/15\n",
      "7/7 [==============================] - 0s 14ms/step - loss: 0.0693 - val_loss: 0.0424\n",
      "Epoch 15/15\n",
      "7/7 [==============================] - 0s 14ms/step - loss: 0.0694 - val_loss: 0.0423\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f.set_estimator('rnn')\n",
    "f.manual_forecast(lags=30,\n",
    "                  hidden_layers_struct={'simple':{'units':64},'simple':{'units':64},'simple':{'units':64}},\n",
    "                  validation_split=0.2,\n",
    "                  epochs=15,\n",
    "                  plot_loss=True,\n",
    "                  call_me='simple_rnn')\n",
    "\n",
    "f.manual_forecast(lags=30,\n",
    "                  hidden_layers_struct={'lstm':{'units':64},'lstm':{'units':64},'lstm':{'units':64}},\n",
    "                  validation_split=0.2,\n",
    "                  epochs=15,\n",
    "                  plot_loss=True,\n",
    "                  call_me='lstm')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f06754c7-15a3-45e9-a917-521ad5d64212",
   "metadata": {},
   "source": [
    "Anything the lstm can do in scalecast, the rnn can also do. Using the lstm estimator instead of rnn is simpler, and that is explored below."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cefc17c2-326c-4862-92a2-acdd6c270c42",
   "metadata": {},
   "source": [
    "#### LSTM\n",
    "[Back to top](#eCommerce-Example)  \n",
    "\n",
    "See the [documentation](https://scalecast.readthedocs.io/en/latest/Forecaster/_forecast.html#module-src.scalecast.Forecaster.Forecaster._forecast_lstm) for the 'lstm' estimator. There are more parameters to explicitly specify, but that makes it a lot easier to navigate as well. In practice, calling this model looks like:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "ea27187e-ef47-492c-9393-0a92e9fcbb8f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/15\n",
      "7/7 [==============================] - 5s 188ms/step - loss: 0.1909 - val_loss: 0.1114\n",
      "Epoch 2/15\n",
      "7/7 [==============================] - 0s 34ms/step - loss: 0.1384 - val_loss: 0.0840\n",
      "Epoch 3/15\n",
      "7/7 [==============================] - 0s 36ms/step - loss: 0.1234 - val_loss: 0.0775\n",
      "Epoch 4/15\n",
      "7/7 [==============================] - 0s 39ms/step - loss: 0.1189 - val_loss: 0.0797\n",
      "Epoch 5/15\n",
      "7/7 [==============================] - 0s 39ms/step - loss: 0.1188 - val_loss: 0.0753\n",
      "Epoch 6/15\n",
      "7/7 [==============================] - 0s 43ms/step - loss: 0.1179 - val_loss: 0.0775\n",
      "Epoch 7/15\n",
      "7/7 [==============================] - 0s 43ms/step - loss: 0.1181 - val_loss: 0.0754\n",
      "Epoch 8/15\n",
      "7/7 [==============================] - 0s 42ms/step - loss: 0.1178 - val_loss: 0.0775\n",
      "Epoch 9/15\n",
      "7/7 [==============================] - 0s 42ms/step - loss: 0.1180 - val_loss: 0.0748\n",
      "Epoch 10/15\n",
      "7/7 [==============================] - 0s 41ms/step - loss: 0.1179 - val_loss: 0.0743\n",
      "Epoch 11/15\n",
      "7/7 [==============================] - 0s 40ms/step - loss: 0.1176 - val_loss: 0.0753\n",
      "Epoch 12/15\n",
      "7/7 [==============================] - 0s 42ms/step - loss: 0.1176 - val_loss: 0.0762\n",
      "Epoch 13/15\n",
      "7/7 [==============================] - 0s 40ms/step - loss: 0.1171 - val_loss: 0.0758\n",
      "Epoch 14/15\n",
      "7/7 [==============================] - 0s 41ms/step - loss: 0.1169 - val_loss: 0.0750\n",
      "Epoch 15/15\n",
      "7/7 [==============================] - 0s 44ms/step - loss: 0.1173 - val_loss: 0.0757\n",
      "Epoch 1/15\n",
      "7/7 [==============================] - 4s 187ms/step - loss: 0.1096 - val_loss: 0.0658\n",
      "Epoch 2/15\n",
      "7/7 [==============================] - 0s 30ms/step - loss: 0.0816 - val_loss: 0.0456\n",
      "Epoch 3/15\n",
      "7/7 [==============================] - 0s 34ms/step - loss: 0.0744 - val_loss: 0.0483\n",
      "Epoch 4/15\n",
      "7/7 [==============================] - 0s 36ms/step - loss: 0.0717 - val_loss: 0.0437\n",
      "Epoch 5/15\n",
      "7/7 [==============================] - 0s 36ms/step - loss: 0.0718 - val_loss: 0.0440\n",
      "Epoch 6/15\n",
      "7/7 [==============================] - 0s 38ms/step - loss: 0.0709 - val_loss: 0.0435\n",
      "Epoch 7/15\n",
      "7/7 [==============================] - 0s 38ms/step - loss: 0.0710 - val_loss: 0.0421\n",
      "Epoch 8/15\n",
      "7/7 [==============================] - 0s 38ms/step - loss: 0.0718 - val_loss: 0.0445\n",
      "Epoch 9/15\n",
      "7/7 [==============================] - 0s 38ms/step - loss: 0.0710 - val_loss: 0.0423\n",
      "Epoch 10/15\n",
      "7/7 [==============================] - 0s 39ms/step - loss: 0.0702 - val_loss: 0.0423\n",
      "Epoch 11/15\n",
      "7/7 [==============================] - 0s 39ms/step - loss: 0.0701 - val_loss: 0.0426\n",
      "Epoch 12/15\n",
      "7/7 [==============================] - 0s 39ms/step - loss: 0.0709 - val_loss: 0.0431\n",
      "Epoch 13/15\n",
      "7/7 [==============================] - 0s 39ms/step - loss: 0.0704 - val_loss: 0.0427\n",
      "Epoch 14/15\n",
      "7/7 [==============================] - 0s 38ms/step - loss: 0.0698 - val_loss: 0.0430\n",
      "Epoch 15/15\n",
      "7/7 [==============================] - 0s 38ms/step - loss: 0.0706 - val_loss: 0.0430\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f.set_estimator('lstm')\n",
    "f.manual_forecast(lags=30,\n",
    "                  lstm_layer_sizes=(64,64,64),\n",
    "                  dropout=(0.2,0,0),\n",
    "                  validation_split=0.2,\n",
    "                  epochs=15,\n",
    "                  plot_loss=True,\n",
    "                  call_me='lstm_regularized')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6eaf4074-9334-4b93-8a4a-b166e4cab4ba",
   "metadata": {},
   "source": [
    "Finally, we can see how all these models performed on the test set:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "1e2a6d7c-c99f-4451-9256-2652169f00ca",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f.plot_test_set(models=['simple_rnn','lstm','lstm_regularized'],ci=True,order_by='LevelTestSetRMSE')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b54f717d-7627-4722-8149-fdf681185adc",
   "metadata": {},
   "source": [
    "And into the future:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "id": "a926c16e-0efd-4be4-84b0-166ba7364146",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "simple_rnn LevelTestSetRMSE: 39136.43125093719\n",
      "lstm LevelTestSetRMSE: 40525.52590577089\n",
      "lstm_regularized LevelTestSetRMSE: 42748.6379268873\n"
     ]
    },
    {
     "data": {
      "image/png": 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KAl3XAQD5+QXYsWM7AOCzzzajrs7sM12//j2cffZMnHnmFAAStm79EoYRCWIbGhowe/a5OPzwr+PSS3+G8eO/iW3btqb9eRMRERHRwBLSDDz7+lb4AlpfL4WS0OvTVqnnVVT8EAsX3oQ33ngNLpcbxx47Fi0tzZg580f42c8uhmEITJz4XYwf/024XC7cdtstKCoqwqRJZ2Ht2tdx0UXn4eijR+PII48GAPzoR7OwaNEdeOaZJcjKysbYscdh//5KjBhxCACgsLAQM2bMxGWXzYHHk4GysqGYOrWiL18CIiIiIhoAdle34JX39+CYUYU47oghfb0c6oIkEu2HMYgl2qrjwIFdGDp0VK8/dm9s1UHJSdcxBgbWOGdKHo/74MTjPnjx2A9OPO6p+2pfE25fsgH/70fHY+zhxX29nG4ZSMe9q606WLZKRERERER9wkradLaXO/UfDB6JiIiIiKhPWEWQMmNHR2DwSEREREREfcLqFpMZPToCg0ciIiIiIuoThmDZqpMweCQiIiIioj4RKVtl8OgEDB6JiIiIiKhPWFuLM3Z0BgaPRERERETUJ+zMI3seHYHB4wBw/fVXo7a25qDv59vfLu+B1RARERERJSfS89jHC6GkqH29ADp4ixY90NdLICIiIiJKmbCmrTJ6dAQGjynyVD6FjMqlvXLfoZFzoJVd0Ol1qqurcOutN8Pn80GWJVxzzVzccsuN+NOfHsZHH23AunVvo7a2BtXVVfjRjy5EVVUVPvxwPfLy8rFo0QOor6/Db35zHUaMOAR79uzB0KFD8dvf/g55efn2Y7S1teGee+7C9u3bYBgGZs+eg0mTzupwTR9++AEeeugB6LqBww8/AsOGDUdtbQ327NmNqqoDmD59Bn7yk59i1ap/4b331qG5uRmVlfswfvwpuP76eT32+hERERGRsxgGp606CctWHeall1bitNO+jUcfXYIrr7wamzZ9HPPzLVs+xR//+AAWL/4bHnzwPpxyymn4xz+eAQC8//47AIDt27fhvPMuxNKlyzBq1GF47LG/xtzHP/7xKI4++hg89thS/PnPf8UTTzyGffv2drquPXt244EH/oL58xcCAL76aivuvffP+OtfH8fSpf9AS0sLAOCTTzbhttvuxj/+8QzWrXsL27Z91RMvCxERERE5kGFPW+3jhVBSmHlMUWD4LASGz+qV+1ZVGdCMTq9TXn4ybrrp1/jyyy9w2mnfxjnn/AjPP7/M/vk3vnE8srNzkJ2dAwA46aTxAIChQ4fZAdzIkYfixBPN/sYpU6Zj4cKbYh7jgw/eRyDgx7///SIAwO/3Y8eO7Rgx4pAO1zVy5Cjk5OTY/z7xxHK4XC4UFhYhLy8Pra3e8PqOQ1ZWNgBg+PARaG5u6vqFISIiIqIByS5bZfToCAweHea448Zh6dJlWLfubfz3v69i1ap/xfzc5XLF/FtV4w+xokQuE8KI+TcAGIaOm2/+HY4+ejQAoL6+LqasNRGPxxPzb7fbbf9/SZLsSVpud+z1rMuJiIiIaPCJDMxh8OgELFt1mMWL78crr6zClCnTcd11v8GXX36R8n3s2bMLW7eat/v3v/+FU045LebnJ544HitWLAcA1NbW4ic/uRBVVQcOfvFERERERFEEy1YdhcGjw5xzzvlYs+Z1/N//zcKNN16PX/0q9YEzubl5ePTRh3HRRT9CQ0M9fvKTn8b8/JJLLkMgEMCPf/wjXHPNz/Dzn1/dackqEREREVF3GOGOLWYenUESrBuMUVfntac+WQ4c2IWhQ0f1+mOrqgyti57Hg7V/fyWuuuoKLF/+r66vPIik6xgDQElJLmpqWtLyWNR/8LgPTjzugxeP/eDE4566tzZW4u8vf44/XHkaivMz+no53TKQjrssSyguzunw5+x5pKRs3PgR7r33Dwl/tmjR/RgypCTNKyIiIiIip4v0PPbxQigpDB4HmWHDhncr63j88Sfg8cef6oUVEREREdFgxWmrzsKeRyIiIiIi6hOctuosDB6JiIiIiKhPWLNGmHh0BgaPRERERETUJ1i26iwMHomIiIiIqE/YZatg8OgEDB4d6MMPP8Avf3l5wp9VVu7DHXfcmuYVERERERGlLpJ57Nt1UHJ4mAaYAwf2Y9++vX29DCIiIiKiLnFgjrNwqw4He+aZpXj55X9DliUcc8yx+PWvb8L99y9CZeU+/PGPd+G73/0ennjiMQgBVFbuxXe+8z1kZ2fjrbfWQgiBRYvuR1FRcV8/DSIiIiIapISwBuYweHQCBo8pCq78L0LPv9or951x7mQoFWckdV1d17F06eNYsWI1ZFnGPffchZqaalxzzfV47LG/4le/+g0+/PADfPbZp1iy5Fnk5xegomISfvGLa/Hoo0tw++0L8dprr+JHP7qwV54LEREREVFXrGmrjB2dgcGjQymKgrFjj8Oll87B6adPxMyZ56GkpBR79uyOud7hhx+BsrKhAID8/AKUl58MACgrG4qWlua0r5uIiIiIyGJw2qqjMHhMkXvG9+Ce8b1euW9VlaFpRtLXv+OOP+LTTz/Bu++uw69+dTV++9vfJbjP2EOsKMpBr5OIiIiIqCcIe9oqOQEH5jhUY2MjZs8+F4cf/nVceunPMH78N7Ft21Yoigpd1/t6eUREREREXTKEgCRxYI5TMPPoUAUFBTj99Im47LI58HgyUFY2FFOnViAUCsHrbcHvfnczpk2b0dfLJCIiIiLqkBAcluMkDB4d6MQTy3HiieUAgPPPnx338yVLlsVc17J8+b/s///Tn17RiyskIiIiIuqaYQhmHR2EZatERERERNQnhABkRiSO0euZR6/XiwsuuAB/+ctfsG3bNtxzzz32z6qqqnD88cfj4YcfxoMPPoh//vOfyMvLAwD86Ec/wuzZs7FlyxbMnz8fXq8X5eXlWLhwIVRVRWVlJebOnYu6ujocdthhWLRoEbKzs9Hc3Izrr78ee/bsQVFREe677z6UlJT09tMkIiIiIqIUmT2PzDw6Ra/G+Rs3bsSFF16InTt3AgAmTpyIlStXYuXKlfjb3/6GnJwc3HDDDQCAzZs345577rF/Pnu2WY45d+5c3HzzzXjllVcghMCyZWZJ5sKFCzFr1iysXr0aY8eOxeLFiwEA9913H8rLy/Hyyy/jvPPOw2233dabT5GIiIiIiLrJEII9jw7Sq8HjsmXLsGDBApSWlsb97O6778YFF1yAr33tawDM4PGRRx5BRUUFbr31VgQCAezbtw9+vx/jxo0DAMycOROrV69GKBTC+vXrMXny5JjLAWDNmjWoqKgAAEyfPh1vvvkmQqFQbz5NIiIiIiLqBmEA3OLROXq1bLWjrN/OnTvx/vvv2z9vbW3FMcccg9/85jcYMWIE5s2bh8WLF+M73/lOTMlpSUkJqqqq0NDQgJycHHsPQ+tyAKiurrZvo6oqcnJyUF9fj7KysqTWXFycE3dZdbUMVU1PMXa6HodiybKMkpLctD1eOh+L+g8e98GJx33w4rEfnHjcU+POUKEo6f0e1hucvv5k9cm01WeffRazZs2C2+0GAGRnZ+ORRx6xf37JJZfgxhtvxMSJE+NuK0mSvZlo+8s7IqfQhVtX54VhxN6/YRjQNCPp++guVZXT8jgUzzAM1NS0pOWxSkpy0/ZY1H/wuA9OPO6DF4/94MTjnjpfWxAAHP26DaTjLstSwmSa/fM0rsX23//+F1OnTrX/XVlZieXLl9v/FkJAVVWUlZWhtrbWvrympgalpaUoKiqC1+uFrusxlwNAaWmpfRtN0+D1elFQUJCGZ0VERERERKkwB+b09SooWWkPHuvr6+H3+zFy5Ej7soyMDPzhD3/Anj17IITAk08+iUmTJmHEiBHweDzYsGEDAGDFihWYMGECXC4XysvLsWrVqpjLAXMoz4oVKwAAq1atQnl5OVwuV3qfZC/78MMP8MtfXp7wZ5WV+3DHHbemeUWp+eUvL8eHH36Q9PXffnst/va3vxz049522y1YtepfXV+RiIiIiNLCEODAHAdJe9nq3r17MXTo0JjLioqKcOutt+LKK69EKBTCiSeeiIsvvhgAsGjRIsyfPx+tra0YM2YM5syZAwBYsGAB5s2bh4ceegjDhg2ztwC55pprMG/ePEybNg25ublYtGhRep9gHztwYD/27dvb18voUd/+9kR8+9vxJcxERERE5GzCEByY4yBpCR5ff/11+/8fd9xx9nYb0SZPnmxPT402evTomJJWy4gRI7BkyZK4ywsKCvCXvxx8lqojz3o+xdMZm3vlvi8KfQPnamOSvv4zzyzFyy//G7Is4ZhjjsWvf30T7r9/ESor9+GPf7wL3/3u9/DEE49BCKCyci++853vITs7G2+9tRZCCCxadD+Kioo7vP9zz63AmDFjsXXrF1i8+G949911eO65p2EYAkcfPRr/7//9Bh6PB//973/w6KN/QUZGBo46ajR0XcdNN92Cc8+twJ/+9DCGDRuODz/8AI899lc8+OBf7fvXNA1//OOd2L59G+rr63HooaNw++13o76+Hr/61VXIzy+A2+3B5MlT8NFHG3DJJZfjhhuut2+/e/cuXHrpz3D++bOwePH9+OijDdB1A1OnTsf558+GEAIPPngv/ve/tzFkyBAYhoETTjipeweHiIiIiHqcITqfXUL9C0d7OpSu61i69HE8+ugSPProUsiyjJqaalxzzfU4+uhj8Ktf/QYA8Nlnn+LGG3+LJUuWYcWK5SgoKMSjjy7B179+JF577dUuH+eUU07D008/j4aGBvzrXyvw0EOP4fHHn0JhYRGefnoJGhoa8MADf8T99z+Ev/1tCZqbm5N+Dps3b4KquvDww3/Hs8++gEDAj3fe+R8AMzD87W9/h/vvX2xff9iw4Xj88afw+ONP4eKLL8Xhhx+Bc875Ef71rxcAAI899iQeeeQfeOuttdi48SOsWfNffPnlF1i6dBl+97u7sG/fnlReYiIiIiLqZYL7PDpKn0xbdbLzA8fi/MCxvXLfqipDQ3LTVhVFwdixx+HSS+fg9NMnYubM81BSUoo9e3bHXO/ww49AWZlZJpyfX4Dy8pMBAGVlQ9HS0nWgN2bMWADARx99gL179+CKK8xyYk0L4aijRmPTpo8wduw3UFJiDiyaMmUa3nxzTVLPYdy4E5GXl49//nMZdu/eib1798Dn8wEACguLMGzY8IS3++qrrXjwwfvxpz89DI/Hgw8+eB9bt36JDRvMPkqfrw3btn2FnTu3Y+LE70JVVRQWFuKUU76V1LqIiIiIKD0MISCxbtUxGDw62B13/BGffvoJ3n13HX71q6vx29/+Lu461l6YFkVRUnoMj8cDANB1A2ec8X1ce+1cAEBbWxt0XcfHH2+I29rEEr2tiq5rcT83B+E8jPPOuwBTp56NxsZG+/rW47bX2NiI+fN/jRtuuNnundV1Az//+dWYOPEM+zqZmRlYvPiBmLWl+tyJiIiIqHeZA3P6ehWULJatOlRjYyNmzz4Xhx/+dVx66c8wfvw3sW3bViiKam9h0pNOOOEkvPnmGjQ01EMIgT/+8Q4sW/YUxo49Hp9//hlqa2shhMBrr71q163n5xdgx47tAIC33lobd58ffPA+zjjj+5g27WwUFxdj48aPYBgdr13TNMyf/2uce+75OPHEcvvyk04qx4svroCmaWhra8PPf/5TfPrpZpSXn4w33ngNwWAQzc3NeO+9d3r4VSEiIiKig2EOzGH06BTMPDpUQUEBTj99Ii67bA48ngyUlQ3F1KkVCIVC8Hpb8Lvf3Yxp02b02OMdeeRRuPjiy3D11T+DEAJHHnk0Lrro/+DxeHDttdfjuut+Drfbg2HDhsHtzgMA/PSnl+Pee/+Av//9EZx88ilx91lR8UMsXHgT3njjNbhcbhx77FhUVlbipA5m2rz++mvYvHkTAgE//v3vFyEEMH78N3HFFb/A3r17cPHFs6DrOqZOrbCDyy1bPsOcOeejqKgYX/va4T32ehARERHRwTP3eWTw6BSSsOoECQBQV+eNK8M8cGAXhg4d1euPraoyNC25nsf+oqmpEcuXP4uLL74Msizjvvv+gEMOGYlzz72gr5eWknQdYwAoKclFTU1LWh6L+g8e98GJx33w4rEfnHjcU/fA8k2ob/bjlktO7uuldNtAOu6yLKG4OKfDnzPzOMhdddUVaGmJf7P/4Acz8YMfnNvl7fPy8tHS0oI5c86Hoig46qjRqKj4YW8slYiIiIgGGA7McRYGj4Pcn/708EHdXpIkXHvt9V1fkYiIiIioHUMIDsxxEA7MSRKrewcuHlsiIiKiviEEODDHQRg8JkGWlYRbTdDAEAoFoShMwhMRERGlm2FwYI6TMHhMQmZmDlpaGiGEs4bZUOeEEAgGA2hsrEFOTkFfL4eIiIho0BEsW3UUpluSkJOTj4aGGlRV7QXQeyWOsizDMBigppOiqMjNLURmZnZfL4WIiIho0DEEmHl0EAaPSZAkCUVFpb3+OANpzC8RERERUVcMIeBSWAzpFDxSRERERETUJ1i26iwMHomIiIiIqE8YBstWnYTBIxERERER9QkhBGSmHh2DwSMREREREfUJQwgwdHQOBo9ERERERNQnhAAzjw7C4JGIiIiIiPqEIQR7Hh2EwSMREREREfUJw+C0VSdh8EhERERERH1CCE5bdRIGj0RERERE1CcMTlt1FAaPRERERETUJ4Rg2aqTMHgkIiIiIqI+YRgsW3USBo9ERERERNQnBARkBo+OweCRiIiIiIj6hGEIMHZ0DgaPRERERETUJ4QAB+Y4CINHIiIiIiLqE4YQ7Hl0EAaPRERERETUJwyD01adhMEjERERERH1CSE4bdVJGDwSEREREVGfMASnrToJg0ciIiIiIuoT5sCcvl4FJYuHioiIiIiI+gQH5jgLg0ciIiIiIuoTgmWrjsLgkYiIiIiI+oRhAIwdnaPXg0ev14vp06dj7969AIAbbrgBZ555JmbMmIEZM2bgP//5DwBg3bp1qKiowJlnnol7773Xvv2WLVtwzjnnYPLkybjpppugaRoAoLKyErNnz8ZZZ52FK6+8Eq2trQCA5uZmXH755ZgyZQpmz56Nmpqa3n6KRERERETUDcw8OkuvBo8bN27EhRdeiJ07d9qXbd68GUuXLsXKlSuxcuVKTJo0CX6/HzfeeCMWL16MVatWYfPmzVi7di0AYO7cubj55pvxyiuvQAiBZcuWAQAWLlyIWbNmYfXq1Rg7diwWL14MALjvvvtQXl6Ol19+Geeddx5uu+223nyKRERERETUDUIICDDz6CS9GjwuW7YMCxYsQGlpKQCgra0NlZWVuPnmm1FRUYEHHngAhmFg06ZNGDVqFEaOHAlVVVFRUYHVq1dj37598Pv9GDduHABg5syZWL16NUKhENavX4/JkyfHXA4Aa9asQUVFBQBg+vTpePPNNxEKhXrzaRIRERERUYoMIQAAsszo0SnU3rzz9lm/uro6nHLKKbj11luRlZWFK664AsuXL0dWVhZKSkrs65WWlqKqqgrV1dUxl5eUlKCqqgoNDQ3IycmBqqoxlwOIuY2qqsjJyUF9fT3KysqSWnNxcc5BPeeDVVKS26ePT+nB4zw48bgPTjzugxeP/eDE4568kGYAAHJzMhz/ujl9/cnq1eCxvZEjR+LPf/6z/e8f//jHWLFiBc4666y460qSBBE+G5Hs5R2RU9g8pq7OC8OIv/90KCnJRU1NS588NqUPj/PgxOM+OPG4D1489oMTj3tqgiEdANDWFnD06zaQjrssS50m09I6bfWLL77AK6+8Yv9bCAFVVVFWVoba2lr78urqapSWlsZdXlNTg9LSUhQVFcHr9ULX9ZjLATNrad1G0zR4vV4UFBSk4dkREREREVGyrHwQy1adI63BoxACt99+O5qamhAKhfDss89i0qRJOP7447Fjxw7s2rULuq7jpZdewoQJEzBixAh4PB5s2LABALBixQpMmDABLpcL5eXlWLVqVczlADBx4kSsWLECALBq1SqUl5fD5XKl82kSEREREVEXrJ5HCQwenSKtZaujR4/G5ZdfjgsvvBCapuHMM8/E9OnTAQB33nknrrrqKgQCAUycONEuZV20aBHmz5+P1tZWjBkzBnPmzAEALFiwAPPmzcNDDz2EYcOG4Z577gEAXHPNNZg3bx6mTZuG3NxcLFq0KJ1PkYiIiIiIkiA4MMdxJJGogXAQY88j9TYe58GJx31w4nEfvHjsByce99R4fSFcff9buPD7R2JS+ci+Xk63DaTj3q96HomIiIiIiICorTq40aNjMHgkIiIiIqK0E4YVPPbxQihpDB6JiIiIiCjtrE4xidGjYzB4JCIiIiKitBMsW3UcBo9ERERERJR21pBKxo7OweCRiIiIiIjSzgj/l5lH52DwSEREREREaRcZmMPg0SkYPBIRERERUdpZW3VIjEgcg4eKiIiIiIjSzpq2ysyjczB4JCIiIiKitGPZqvMweCQiIiIiorSzy1YZOzoGg0ciIiIiIko7wbJVx2HwSEREREREaRcZmMPg0SkYPBIRERERUdpZwSNjR+dg8EhERERERGnHslXnYfBIRERERERpZxjWwBwGj07B4JGIiIiIiNJOsGzVcRg8EhERERFR2oUTj8w8OgiDRyIiIiIiSjt7YA5Tj47B4JGIiIiIiNLOKltl4tE5GDwSEREREVHaGYb5X05bdQ4Gj0RERERElHaCZauOw+CRiIiIiIjSzmDZquMweCQiIiIiorQLx44sW3UQBo9ERERERJR2hmFlHhk8OgWDRyIiIiIiSrtw4hFseXQOBo9ERERERJR2zDw6D4NHIiIiIiJKO4PTVh2HwSMREREREaWd4LRVx2HwSEREREREaWcY5n85bdU5GDwSEREREVHaWZlHBo/OweCRiIiIiIjSzmDZquMweCQiIiIiorQLx44cmOMgDB6JiIiIiCjtIplHBo9OweCRiIiIiIjSzs48MnZ0jF4PHr1eL6ZPn469e/cCAJ599llMnz4dFRUVuOGGGxAMBgEADz74IL773e9ixowZmDFjBp588kkAwJYtW3DOOedg8uTJuOmmm6BpGgCgsrISs2fPxllnnYUrr7wSra2tAIDm5mZcfvnlmDJlCmbPno2amprefopERERERJQiw2Dm0Wl6NXjcuHEjLrzwQuzcuRMAsGPHDjz66KN45pln8OKLL8IwDDz11FMAgM2bN+Oee+7BypUrsXLlSsyePRsAMHfuXNx888145ZVXIITAsmXLAAALFy7ErFmzsHr1aowdOxaLFy8GANx3330oLy/Hyy+/jPPOOw+33XZbbz5FIiIiIiLqBoPTVh2nV4PHZcuWYcGCBSgtLQUAuN1u3HLLLcjJyYEkSTjqqKNQWVkJwAweH3nkEVRUVODWW29FIBDAvn374Pf7MW7cOADAzJkzsXr1aoRCIaxfvx6TJ0+OuRwA1qxZg4qKCgDA9OnT8eabbyIUCvXm0yQiIiIiohRFBub07Tooeb16qG677TaUl5fb/x4xYgROO+00AEB9fT2efPJJfO9730NrayuOOeYY/OY3v8ELL7yA5uZmLF68GNXV1SgpKbFvX1JSgqqqKjQ0NCAnJweqqsZcDiDmNqqqIicnB/X19b35NImIiIiIKEUcmOM8al88aFVVFS699FKcc845+OY3vwkAeOSRR+yfX3LJJbjxxhsxceLEuNtKkmRvKNr+8o7IKZzOKC7OSfq6vaGkJLdPH5/Sg8d5cOJxH5x43AcvHvvBicc9eVlZbgBAWWkuXKrSx6s5OIPluKc9eNy2bRsuu+wyXHTRRbjkkksAmMNv1q1bh3PPPRcAIISAqqooKytDbW2tfduamhqUlpaiqKgIXq8Xuq5DURT7cgAoLS1FbW0thg4dCk3T4PV6UVBQkPT66uq8dvNuupWU5KKmpqVPHpvSh8d5cOJxH5x43AcvHvvBicc9NS0tfgBAba0XquLc2tWBdNxlWeo0mZbWo+T1evHTn/4U11xzjR04AkBGRgb+8Ic/YM+ePRBC4Mknn8SkSZMwYsQIeDwebNiwAQCwYsUKTJgwAS6XC+Xl5Vi1alXM5QAwceJErFixAgCwatUqlJeXw+VypfNpEhERERFRFyI9jyxbdYq0Zh6XL1+O2tpaPPbYY3jssccAAGeccQauueYa3HrrrbjyyisRCoVw4okn4uKLLwYALFq0CPPnz0drayvGjBmDOXPmAAAWLFiAefPm4aGHHsKwYcNwzz33AACuueYazJs3D9OmTUNubi4WLVqUzqdIRERERERJsHse+3gdlDxJJGogHMRYtkq9jcd5cOJxH5x43AcvHvvBicc9Nc+/uQ3/fmcXHv3NGX29lIMykI57vypbJSIiIiIiAsyyVe7x6CwMHomIiIiIKO0MQ3CbDodh8EhERERERGknBJDCjnrUD/BwERERERFR2hmCmUenYfBIRERERERpZwjBnkeHYfBIRERERERpJwyAWzw6C4NHIiIiIiJKOwMsW3UaBo9ERERERJR2whDMPDoMg0ciIiIiIko7QwhIjB4dhcEjERERERGlnSHAgTkOw+CRiIiIiIjSjmWrzsPgkYiIiIiI0s4Q4MAch2HwSEREREREaSe4z6PjMHgkIiIiIqK048Ac52HwSEREREREaWcOzOnrVVAqGDwSEREREVHasWzVeRg8EhERERFR2hmGAGNHZ2HwSEREREREaSe4z6PjMHgkIiIiIqK0M4TgVh0Ow+CRiIiIiIjSzhACMqMRR+HhIiIiIiKitGPZqvMweCQiIiIiorQzB+YweHQSBo9ERERERA7S6g+h1R/q62UcNHOrjr5eBaWCwSMRERERkYM8+tIWPP7y5329jINmCDDz6DBqXy+AiIiIiIiS19IWhDIAUnZCCCgKc1lOwuCRiIiIiMhBdEP09RJ6hLlVR1+vglKRVKjv9XoBAB9//DFWrFiBUMj5NdZEREREg40/qOGeZR+jptHX10uhg2AYApru/ADSMDht1Wm6DB7vv/9+LFiwAJWVlfj5z3+O559/HrfccksalkZEREREPam6wYfN2+uxY39zXy+FDoIuBHTD6OtlHDQhOG3VaboMHteuXYvf//73ePXVVzFt2jQ88cQT+Pxz5zfoEhEREQ02hjCzVcYAKXscrAxDDIjSVYPTVh0nqbLVzMxMrFu3DqeccgoAIBgM9uqiiIiIiKjnWQHHQAg8BjPDENAHQNmqEIDM6NFRugweCwsLccstt2Dz5s047bTTsGjRIpSWlqZjbURERETUg0S40pHBo7PphoA2AMpWDZatOk6XweNdd92F0tJSPPzww8jMzIQkSbjrrrvSsTYiIiIi6kFWnxyDR2czxADKPDJ2dJQug8chQ4Zg5syZqK+vh67rmDVrFoYMGZKOtRERERFRD7JiRvY8OtuA6Xk0mHl0mi6DxzVr1uCCCy7AwoULUVdXh6lTp+K1115Lx9qIiIiIqAdZA3N03fklj4OZGTw6/xgKIdjz6DBdBo8PPvggli1bhry8PJSWluKpp57CAw88kI61EREREVEPsjKOunB+1mow0wfKPo9CgIlHZ+kyeDQMI2ZAzjHHHJN0etnr9WL69OnYu3cvAGDdunWoqKjAmWeeiXvvvde+3pYtW3DOOedg8uTJuOmmm6BpGgCgsrISs2fPxllnnYUrr7wSra2tAIDm5mZcfvnlmDJlCmbPno2amhoA5hTYuXPnYsqUKfjhD3+Ibdu2JfkyEBEREQ18dvA4AAKPwWyg9DwaBiAzenSULoPHzMxMVFZW2gHjBx98AI/H0+Udb9y4ERdeeCF27twJAPD7/bjxxhuxePFirFq1Cps3b8batWsBAHPnzsXNN9+MV155BUIILFu2DACwcOFCzJo1C6tXr8bYsWOxePFiAMB9992H8vJyvPzyyzjvvPNw2223AQCWLFmCzMxMvPzyy7jxxhsxb9681F8RIiIiogHKCh7Z8+hshmEGkMLhGWQBweDRYboMHn/1q1/hkksuwe7du3H++efjF7/4Ba6//vou73jZsmVYsGCBnbXctGkTRo0ahZEjR0JVVVRUVGD16tXYt28f/H4/xo0bBwCYOXMmVq9ejVAohPXr12Py5MkxlwNmH2ZFRQUAYPr06XjzzTcRCoWwZs0anH322QCA8ePHo6GhAZWVlam/KkREREQDkNXzqDF4dLSBsl+nOTCnr1dBqVC7usKJJ56IZcuW4aOPPoJhGDj++ONRVFTU5R1b2UBLdXU1SkpK7H+Xlpaiqqoq7vKSkhJUVVWhoaEBOTk5UFU15vL296WqKnJyclBfX5/wvg4cOIDhw4d3uV4iIiKigc6KNQbCsJXBLLr8WFX6eDEHQQhwYI7DdBk8fvrppwBgb8+xf/9+7N+/H8cee2xKD5QorS5JUsqXd0SWEydRO7q8I8XFOSldv6eVlOT26eNTevA4D0487oMTj/vg1R+PffaeJgCAx+Pql+sbCHr7dRVC2BnkgsIs5GS5e/XxepUEZGW6B8R7cSA8h2R0GTxeddVV9v8PhUKoqanB2LFjsXz58pQeqKysDLW1tfa/q6urUVpaGnd5TU0NSktLUVRUBK/XC13XoSiKfTlgZi1ra2sxdOhQaJoGr9eLgoIClJaWoqamBqNGjYq5r1TU1Xn7rA+gpCQXNTUtffLYlD48zoMTj/vgxOM+ePXXY9/U5AMAeL2Bfrk+p0vHcY/+nlpV3QJftnODR10XCARCjn8v9tff9+6QZanTZFqXabnXX3/d/t9bb72FZ555BqNHj055Iccffzx27NiBXbt2Qdd1vPTSS5gwYQJGjBgBj8eDDRs2AABWrFiBCRMmwOVyoby8HKtWrYq5HAAmTpyIFStWAABWrVqF8vJyuFwuTJw4EStXrgQQGezDklUiIiIik86tOhwvus9xYPQ8smzVSVKr6QQwbtw4u5Q1FR6PB3feeSeuuuoqTJ06FYcffjjOOussAMCiRYtwxx13YMqUKfD5fJgzZw4AYMGCBVi2bBmmTp2KDz74ANdeey0A4JprrsHHH3+MadOm4amnnsJvf/tbAMCPf/xjBINBTJs2DbfddhvuvvvulNdJRERENFBZ5Y4DYZuHwSo686jrzu5dNQSnrTpN0j2PgFljvXnzZvj9/qQf4PXXX7f//6mnnooXX3wx7jqjR49OWAY7YsQILFmyJO7ygoIC/OUvf4m73OPx4K677kp6bURERESDCbfqcL7obKPTp+YKAU5bdZiUeh4lSUJRURFuueWW3lwTEREREfUCO/PIaauOZYgBlnnktFVH6TJ4jM4cEhEREZFzGQNkf8DBzBhAPY+CZauO02Hw+Pvf/77TG86fP7/HF0NEREREvYfBo/MNrIE5LFt1mg6Dx4KCgjQug4iIiIh6mxVrsOfRuaKPnebwslVmHp2nw+Dxl7/8ZYc3amtr65XFEBEREVHvsXodnZ6xGsxiex6dexyFEBBg5tFpuux5fO211/DAAw+gra0NQggYhoHGxkZ89NFH6VgfEREREfUQK2Zk8OhcA6Xn0YqBOTDHWboMHu+++25ce+21ePrpp3HZZZfhtddeQ3Z2djrWRkREREQ9SFg9jw4vdxzMYnsenXscrQyqxNSjo8hdXSEzMxNTp07FuHHj4PF4cMstt+Ddd99Nx9qoj1Q3tOHvq7Y4+g8SERERxdM5MMfxYjKPDi5btZ4HE4/O0mXw6Ha7EQwGceihh2LLli2QZRnBYDAda6M+8tmuBry1aT8aWgJ9vRQiIiLqQVa2hwNznCu651Fz8HG0y1aZeXSUDoPHn//851i3bh2+973v4fLLL8fpp5+Oxx9/HFdddRUnsQ5w1lksB/89IiIiogSsoNHJQcdgF1O26uDyY5atOlOHPY/l5eX43e9+BwCYPn06cnJysHjxYqxfvx7Tp09P2wIp/awPFp6VJCIiGliYeXS+gTMwJ1y2yrpVR+kw83jJJZfg5Zdfxq233oodO3Zg0qRJWLZsGU477TQUFxenc42UZuyHICIiGpj4Ge98+gAJHq2lM/HoLF1OWx0/fjzGjx+PxsZGrFy5Er/5zW+Qk5ODJ554Ih3roz5gDcrhWUkiIqKBRYSrHJ0cdAx2IrrncQCUrbLn0Vm6HJhjcbvdyMrKQnZ2NhoaGnpzTdTHdJatEhERDUjWF3Yn98oNdvoAmbYqBti0VVfta3BXv9TXy+h1XWYeN2zYgOXLl+P111/Haaedhquuugonn3xyOtZGfcTueRTO/YNERERE8XR+xjveQOl5tMtWB0j0mLXrT5BCjQiWDuzZMB0Gj3/961/x/PPPw+fz4bzzzsNLL72EkpKSdK6N+gj7IYiIiAamSOaRn/FOFdvz6NwMshhoZatGAJLR1ter6HUdBo9vv/02rrvuOnz/+9+HoijpXBP1MZatEhERDUwGTxA7Xsw+jw4+CWC9FwdK7CgZAUi6r6+X0es6DB45EGfwss5G8oOFiIhoYLEzj/yMdyxjgGQerZUPmMyjCEHSB37mMemBOTR4cJ9HIiKigSmSeXRu0DHYDbyBOQMjeJSMACRj4GceGTxSHHurDjbTExERDSg8Qex8ThuY4/WFsGlbXdzl1vdMaYBEI5IRBPQ2YIB/fx4gh4t6EgfmEBERDUzWR7uTM1aDneGwfR7XfbIf9z+3EYGgHnO59V4cKJlHGEFIEIDh7+uV9CoGjxSHA3OIiIgGJuuzXYAVRk6lOyzzGAjpEOH/Rhto01YlETT/O8D7Hhk8UhyWtBAREQ1M0QEjs4/OZE8phTOOoRXgBrV2mccBNm0VRjh4HOB9jwweKY7GDYSJiIgGpOhMFU8SO5N13Fwu2RGDj6z3XEiLXasYYGWrkhU8DvDtOhg8UhzuAUVERDQwDZRtHgaCYEjH4y9/jua2YEq3sw6hW1Uc8V3NzjyGYt9v9sCcARI8wggAYNkqDUJ6uPmaZySJiIgGFiGc1S83kO2tacWbGyvx5e7GlG5nHTeXKkNzQNmq0VHZqtXzOBCiEUOHZO1cybJVGmx0biBMREQ0IDlt2MpAZk1KbT9IpitWMOZWZfuEf39m9WUGOyhbHRCZx3DWEWDmkQYh65ecmUciIqKBJXqeAT/n+5YV+AVTDB6tcmOXY8pWzfWG2petGgNo2qoRKT1m8EiDjsGBOURERANSdMCoOSDwGMis1z8QSi17aPc8umSHBI+Jy1YjW3WkfUk9T2fmkQYxnQNziIiIBqToGTnMPPatnihb1ZxQttrBtFVjQJWtRmceY3sejfomaB99lu4V9RoGjxTH+iXnhwoREdHAErvPY/8PPAYyq00o1eBRNwQkAIritMxj+55Ha2DOQAgeozKPRmzmMfj482j76U0QA2S6MYNHimPVpjN4JCIiGliMcOABsMKorx1M5lGWJSiyZAeg/VlHvZ36AO15RLvMo6iuA/wBoLk1zYvqHQweKQ73eSQiIhqYDCHgUs2vf/yc71vWNhvBYIrBoxBQZAmqIjtir86OMo+B8PP2uJW0r6nHddLzaNQ3mf9taErrknoLg0eKo3NgDhER0YCkGwwe+wstHPgFtBQH5kRlHp2wz2Ok5zE2SPaHg8eMgRA8Rvc8ttvnUdQ1xv7XMGDU1KdrZT2OwSPF4VYdREREA5NhCKjh4JGf833L3v+wGz2PsiRBUSRnZR7bTZW1ynUHROaxk30eRTjjKOobAQDaqrXwnnkJRLM3bcvrSWq6H/C5557D0qVL7X/v3bsXM2bMgM/nw4YNG5CZmQkA+OUvf4lJkyZh3bp1uOOOOxAIBDBlyhRcd911AIAtW7Zg/vz58Hq9KC8vx8KFC6GqKiorKzF37lzU1dXhsMMOw6JFi5CdnZ3up+lonLZKREQ0MBlCwKWEM48cmNOn7J7HVMtWo3seHfBdzehg2qo/qAEAMvtR8CiFGlGw/vtoGfs3aHnjkr9hB/s8CiEiGcdw+aq+fQ8QCMKoa4SSl9MTy06rtGcezzvvPKxcuRIrV67EokWLUFxcjF/+8pfYvHkzli5dav9s0qRJ8Pv9uPHGG7F48WKsWrUKmzdvxtq1awEAc+fOxc0334xXXnkFQggsW7YMALBw4ULMmjULq1evxtixY7F48eJ0P0XH48AcIiKigcmILltle0qf6vbAnHDPoyLLzhqYk6BsVZbM3s3+Qvbvhtr6JdSm9andMKbnMaps1dsGhMwg2QoeRVWd+V+HZh779GjdcsstuO6665CRkYHKykrcfPPNqKiowAMPPADDMLBp0yaMGjUKI0eOhKqqqKiowOrVq7Fv3z74/X6MGzcOADBz5kysXr0aoVAI69evx+TJk2Mup9RwYA4REdHAZAhEgkcHBB4D2cFs1SHLElTFGZnHjvZ59Ad1ZLiVfrXPo6SZE1HlYHVqNwxnHoWkAlFbdVgBIwAY4bJVu9+xxZnTV9NetmpZt24d/H4/pkyZgj179uCUU07BrbfeiqysLFxxxRVYvnw5srKyUFJSYt+mtLQUVVVVqK6ujrm8pKQEVVVVaGhoQE5ODlRVjbmcUsOBOURERANTdOaRFUZ9yxqYk2rPo2FEMo+aA0qPO+p59Ac1ZHj6T8kqAEh6OHgM1KR2w3DmUagFMZlHK2AEogbmVIczjy3OzDz2WfD4zDPP4OKLLwYAjBw5En/+85/tn/34xz/GihUrcNZZZ8XdTpIke1PRZC9PRXFx39Yel5Tk9unjA+ZZSQDweFz9Yj0DEV/XwYnHfXDicR+80nnsm7wBbNvbhBNHl3Z6PQEgO9MNAMjOyeD7sxck+5q63S4AQFATKR0Hl0uFS1WQm+OBYaR2274gyeHv4pIUu1ZJRnZmP/uu6TMD3EypHpmprKvFzDzKGYVwywH7ObVqAbQBkLIzobZ4UVKSC28485gtdOT3p+eepD4JHoPBINavX48777wTAPDFF19g586ddrmpEAKqqqKsrAy1tbX27aqrq1FaWhp3eU1NDUpLS1FUVASv1wtd16Eoin15KurqvH12Jq6kJBc1NS198tjRrLNYra2BfrGegaa/HGdKLx73wYnHffBK97H/9zs78cKbO/CX6yd22kOm6QZE+HtOQ2Mb3589LJXj3uz1AzAzcKkcB58/CCEEAoEQNF30+2NoDQTy+oIxa21q8UOV5X61fk9DLfIAhFoq0ZjCukrC01ZDUh6kgBcN4dsGd5oVkPIRhyJ4oA7Ve+tgNDQDAFoq6xDsR8/dIstSp8m0Pul5/OKLL/C1r30NWVlZAMxg8fbbb0dTUxNCoRCeffZZTJo0Cccffzx27NiBXbt2Qdd1vPTSS5gwYQJGjBgBj8eDDRs2AABWrFiBCRMmwOVyoby8HKtWrYq5nFLDnkciIiJnCYR0GEJ02ccoYvZ57P8ljwOZdaxCmpFSq5AeLltVFRmGEP2+zcjueYwrW9X73R6Pdtlqqj2PVtmqKz922mq4VFU+4lCIhiaIqP0dnTowp08yj3v27MHQoUPtf48ePRqXX345LrzwQmiahjPPPBPTp08HANx555246qqrEAgEMHHiRLuUddGiRZg/fz5aW1sxZswYzJkzBwCwYMECzJs3Dw899BCGDRuGe+65J/1P0MGEEOx5JCIichgrENEMAx50/IVcjwke+Tnfl6L7FYMhHRnu5L6WR2/VAZjHXlb7z9CZ9jqbtpqb5eqLJXXICvzkYIo9j+GBOYZaACWq51HUNwI5WZCGlUA0tsDYH7lfBo8pmDp1KqZOnRpz2ezZszF79uy465566ql48cUX4y4fPXo0li9fHnf5iBEjsGTJkp5b7CATHTCykZ6IiMgZNCt41DrPJsbs88jP+T6lRWWJAyEDGe7kbqcbArIkQVHCwaNhwNW3Gyh0quNpq1o/zDx6w/9tBfRWQInfK14OHIDSuhWS3oZQ/kkQ7iGAYWUeC2Myj0ZDE6TCfMjFBYAQML7YEb4TGYLTVmkgiC534YcKERGRM1iTO7VOylaFEBDcqqPfiC4bTmW7DkNYmUdnnASwp622Cx4DIR2eJLOtHTF27wcUGfKIsoO6H0t04CcHqmFkHRZ3nfz1Z0H1bQcA+IfNQsvYv0S26lDzIRltgBCAJEHUNUEuLoBUmA8A0D83byePHOrY4LH/nqagPhH9B4iZRyIiImeILlvtiFVdxK06+ofoQD8YTCF4tLfqiJSt9meGnXmML1s92Mxj289vgf/WP3d9xSRZ+zwCHfc9yqFaBEp/AC3rSEihcA+jHoCQVAg1B5LQARECYJatSkX5kIoLzKt9vh3wuCGNKAMcWrbK4JFiRAeP/f1MFhEREZmsvrLOMo9WXMmex/4huucxpcxjuOdRDZet9ve9HnV7P0sj5rKQZiDD1XnwqDZtgKQlnkiq79gLY/seGFW1CX/eHZLRdfAo6T7oWUdAuIdEMpVGEJDcEHJm+Drm5aK+yQwei8zMo7F1J6TSIkh5Ocw80sAQfRaS83KIiIicQTO67nm0PuMjPY/9O+gY6PRuBo9mzyOcU7aqR6b4W+85a/uOTjOPRhAF6ycjY+/fE/5Ye/1dAGaA1lMkrRWGqxCAWbYavyYNkghBKBkQSqZZogoARgBCdkMo5k4Sku6DMAyIhiZIRQV28IiQBrmkGFJuDkQzg0caAJh5JCIich4785hC2So/5/uWpgt4wpm3VHseFTl6YE7/Po7W1iJAJPvoDwePnk6CR8nwQxLBDjOA2hvvAYC5BUYPnQiR9FboGV8DkDjzKBnmJFUhZyK43wO91tyrE0YQkN0QSmb4323mNFXdgFScDyk/FwgH+1JZMaS8bIgWlq3SABB9FtLgGUkiIiJHsMpVO+t/s4JHVWHPY3+gGQayMsyBMcFQ8t+5zLJVOarnsf9+X7O2gLMyjNbEVb+deexkYI5h9g0mKls16pugf7wFUmEeoBtAD2XxJL0VwlUAw1WYOGg1zGDRkDNQe2cbGpeFR+TqARjCA0PzhO/HZ2dE5cJ8SLJsD82RS4sg5WYDwRBEINgj604nBo8Ug5lHIiIi54lMW+04kLA+1609Avk537c0XSA7HDymWraqyJJ9EqA/H0frhEWmJxwkh4fm+JMoW5XC219IWnxZqrb2fcAw4JrxffNxGnqmdFXS2yCULBju0oR7PVq9jHq1Ab1Oh249rBFE7RMlaF7wWvh6reYejwCkooLwf/PM/5YUQ8rLAeDMvR4ZPFIMg9NWiYiIHMeettrZVh1RwaPM4LHP6bqBrAwXgNQH5kgS7MxjZ8e8r1nfJa0Mo5V5DAS18OWd9DwKMyuXKPOovfEepKFDoJ52gnnVusYeWa+keyGU7HDwaGYejcpqiHDQK+lm5jH0mfl4htc8BjACCB1wQ9u0D8IIZx7rzMjSmrRqBZFyWbGZeQQcOTSHwSPFiC534WcKERGRM0SmrSaReQwHHv19i4eBLjrzGEyp5xHteh77b9mqFdhmeMwgsX3PY2dlq1J470RZa477mf7pVqjjv2EHZqKDzKNR3wTto8+SXq+ZecyG4S6BFKiGaPPDW3EFAg89HV6T2fMY+rTOXEebbE6Y1IMwWmWItiC0Bg8kw2evyRqWYweRpVGZRwaP5HQsWyUiInIee9pqJ8GjVUJola32doWREAJeX6hXH8PJNN1AhluBhG5MW5WlyLTVfnwSwPoumdku85jMwBwYVuYxNngUhgFR0wBpaIkdmHU0cTX4+PNo+8k8CJ8/qfVKemtU5rEGxs69gC+A0D9fgdB1QA8Hj5sPmEtsVc0MqRGAHs5CBiuzzSA0nA2VCsxyVdkKIkuKgHDw6MS9Hhk8Ugzrl1wCy1aJiIicQk9mYI6debR6Hns3Y/XJ9nr8vwf/h+ZW5w0FSQdNN6AqMtxuBYFgKgNzDDPzKPf/aavWey7TyjxaPY+hZHoew8GjHlu2KhqaAU2DXFpsD6HpMPNYWQ1oGvQvdnS6ThEMIbD4SehNQQglC8JTCllvgfHVdvPn1XXQ3v4QkuGD3qpC31EHKUuFCCpAWyNEMADhiwSP0H0wauoh5edCcpmBszS8FHC7zHVbZasMHsnp7D2gXHK//mNEREREEckMzLE+1mVZgqLIdraytzR6A9B0Aw0tgV59HKfSdAFVkeFxKSn3PMpRA3M6O+a9YemrX+CV93cndV29Xc9jpGw1lZ7HdpnHarNkVCotguR2AbnZdn9h3F1U1QIAjE+/6nydH3yCwINPonrpkTBkM/MIAMZXXwKyDKkgD6EXXoWk++HfmQsAcI8fZt64oRZ6c+QESaAyC5LRBv2DzZDHHmlf7j5/KrKfewBSVoYdPLq+egoQyR/7/oDBI8WwzkK6FNkubyEiIqL+TdOTKFsNf5FXZAmy1Ptlq1YfZltA69XHcSrdMKAoEjwuOeWeRyt7bN5P949jqz+EP/1zU0oB/odf1mDz9rqkrmu9B9pnHgPhslW3KxI8CiEQeHS5nY2zM49aCyCitpKrrjcvLy0GYG6F0dG0VSMcaOqfbu10ncbu/QAA35YitK6ohOEuMde0fRfkQ4bCNeMMaK+/B1FfB//2PECR4f7moeaN62thNIfLs1UFwcpsGAfqYWzfA/VbJ9qPIWVmQDlylPn/w2Wr6r63Ift2dbq2/obBI8Ww/gC5VJllq0RERA4RGZiTZNmq0vvTVq21tPnZ95hIosxjXZO/y3Jia6uOyMCc7h/HL3Y34qOttdi2L7mtLgwh0NwaQkuSvay66Ljn0eNWIEuSfV1R24DAHx9DaPVb4QcLB48QkPRIeaeoMQNCuaTI/HlRfsKeRyEERFU4ePys88yjsXs/4HEh+/hatP79MwR3m+vUdx6AfPghcM08E9A0NF7/MlrWl0IZfSikMvPxjaYG6M3mCRJl7FEI1WQi8L+9AAD1WyclfDzJ4wZcMgyfCsieTtfW3zB4pBjWHyC3qjB4JCIicgjr81vrJPBoPzCnt4NH6/7b/Mw8JmL2PErwuBQEQzpa/SHc8Nd38b9PDnR6O8MemBMOHg+ibHVfjRmU+YLJHSOvLwQjhUFIuj1t1drnMRI8ZrhiS1alPBcgC2D3FvPfRqQUNHq7DmFlHocUQvbvh1SQYe+pGE00tQDBEJCXA2Pb7k6H5hh79kMeXoSS878CBBB4YzuEAeh7GiAfNhLKkV+DZ+6lkDMVCE2Ga/IpkArMfks0NEJvNoN/5ZvHAUJC27/2QSorhvz1Qzt8TDnHBcOnQMgZHV6nP2LwSDGiM4/seSQiInKGZDKPevuBOb3cK6exbLVDhiEgBKDKMtwuBYGQgQP1bdB0A7uq4vc1jGZPW7V7Hrv/fW1frblVhD+QXNmsNfzI25Zk8Gj3PJqBYiicYfUHtbh+R8Wog5ofgNizzbxARAePkb5Ho7oOUlE+JLcLuZ9eDo/0aeLMY7hkVT29HNCNTofmGHv2QxmRDyVbgzpmKLT3v4DW4AFCBuTDDwEAeC6eiaI/jMdht78Hz//9ECgwM4+isQlGi/m81PHHmc97fwDqt06CFJVZbU/KVqH7VEB2d3id/ojBI8WwzhCpKnseiYiInEKzp60ml3mU07BVhx08MvMYx3ptlHDmMRDSUdNgbgNRVd/W6W0NISBLElT54Pd53FsTDh6TzDw2hYPHoGbYfYudsdaWmSDzGLdNh+SBWhiAUW31PEb6MKODR1FdF+l3DByAnBOEaGyGaPc6WCWrrjO+CaDjoTlCCDN4HG4OwnGN/zr0z3bYg3Hkww6JrCO8z6OQMyEXWsFjM/SWcD/x8UdDcpnriO53TETOVmD4VGYeqf9YvGIznlvTeY13e9YHCzOPREREzmGVq4Y6CR6tmSOyDChy73/O22WrzDzGsYJ9VZHhdskIhHRUNyYZPNo9j+F9Hrt5HEOaYT+WP4lAEACavZFsYIuv6y1YrLV5XDIkRILHQFC3J7BahGIFj2ZACyOElvUl0Brd7TKP9ZDDwaOkeaHk6ICmA82tMfdnDctRjhsNqSg/ZmiOaG2DvvlL8//XNgC+AJRh5gRU9ZvHAIZA8//Maary4SPt20m6H0JyAbIKkVMAKAZEUwsMLwC3BGRlwjVcByRAOXVcp6+NlB3ueZTUTq/X3zhrtZSSPdXelKZ3AZEzlm4OzCEiInKMZPZ5tLJAkX0ee3vaKnseO2IF+9EDc6zMY11zAMGQHjOJNFp8z2P3jmNVfZv9HvAlGTw2Re3Z6fWFMCQ/s9PrW2tTZBkul4yQtc9jUEd+Tmy5ppDN4FHf6IMwDIiGFtQsPRr5E/fBfXq7zOOYIwCYe0AquSEACoyGJigFuZHrhTOPUkkRlGOPhL7xc4T+8z9o73yM0IuvA20+ZC//k90LqQ4116McdzSQmQH/NkDKUyEX5EUWafgglPBzVrOhZGsQTa3QWyTIuSokSULWyTrUQzNjbwdA9lfC1fAmAsMuMP+dLUHf6wI6KW3tj5h5HMA0zUh57x+751Fh8EhEROQEQojIwJwk9nlU0jQwxwqQfMw8xrHbhKIG5liZRwCobvB1dNPItNVw8NjZkKTO7K0Nl4dKyZetNkcHj0n0Pdp9trIEt6pE9nkM6fF7PIbLVqEJiLpG6DvNPRr92/PsgTlC0yHqGiGVFANCQNJaoGSba2/f92hURXoj5bFHwdixF75rbkPo+VehftcsZdXf+C8y1l4LAFCGuswbZhRAHf8NAIA6IjY4lnQfEC4zFUom5KwQRLMPuleCnGvePm+6iuLL41+LjMolyNt8OaCb2V45C2bPo8M4b8WUNE037JHIyYoZmMOeRyIion4vOghMZqsOSTJ7HlP9jpDyugb5Vh2abqC+2Y/SwqyEPwPCmUe3gkDQQHWjD4eW5mB3tRcH6ttwSGlO3O3svlVJgmqVrXYz87ivphWKLKGsKCvpgTlNrQFIEiAE0JJE8Bi9t6hLle19HhMNzIGsQi0y79OorIa2ywwGA/tyAK85YVXUNQBCQC4tAvRWSBBQcs2Atv3EVVFda/dGeubMgHL4IZBHDYd8xKGQMjPg/Wo39HUfQJTsB5RRUIcIoBkQShaUU8dBe3M91BGx2VHJ8EEo5vEUchaUbA16kw9SqwI5zxW+PBOSHltCCwBSKDwlVjfvQ86COW1ViE4H6/Q3zDwOYJqeeubRiAoemXkkIiLq/6KDh2QG5lh7BB7MoJWk1hW+/9ZBmnl8e9N+3PDXd7HrQPz01OiBOW6XAkMINHmDGHu4GexUNSTuezSiMnkHu8/jvppWDC3KQk6GmlLmsSwcDCez16P1HlAUCW5Vjt3n0RWfw1LNGTQQ+2ugh4NHGBJCW/abl1vbdJQWQw7v/ahkm4N1EmUe7d7I/Fy4pn0HytijIGWamUP11HEIba5EYH825JJMyFJ4GI6SDTXcr6iOcMXcp6T7IwNuZA/kLA2iJQC9zQUpzxO+fZaZoWxHDjWY92GYZbJypgFoEuAPxF23P2PwOICFtIPJPHKfRyIiIieILlvsbGBOdAmhmoaBOdog73ls9AYgBPD0a19CtKvmsstWZbPn0TKyNAcFOW4c6GBojh6VyZMlCZLU/Wmre2u8GFGSjQyPCl/SmccghhZlQZYkeJMZmBP1PN0us2zVEALBYIKyVQDKEPO/xv4aaLu9cJWYQZj2aY15eXgIjlxWbJey2sFjQ2zwKGrqIZUVd7g29bQTgJCBts8KoZYpkPRWCNkDyCqUow5D6WV7kf29dtlfow1CDpeyShLkHMBoCUH3uiDnmUGl4RkK2b8LMGJfHynUGL6PcPCYZR430RKfpezPGDwOYCHdQCjFUgbrjCUzj0RERM6gxWQeO/7sFlH7PMrpGJgzyKetWgHZl3ubsP7z6pifxQ7MiXwdLy3MxNCiLFTVJ+55jM48AuGpud0oW/UHNdQ2+TFiSDYy3EpKW3UU5LiRk6kmVbYa2/NoDswJhnQIABme+OBRynJBypIh9ldD29MGz+FeuIYFEdxiDsyx9m6USors4FFSQkBuNkRdJHgUwRBEXaOdeUxEOelYwCUDugxXqWYGj0q2/fOsk4KQM2ODakn3RwbmAFCyJRgtOow2FVI4eAwOOROy1gxXw1sxt7Uzj7oZPLpGGJDcApKH+zxSP6AbBoQANC3FaavhM2NuVYYAuNcjERFRPxddqtr5wJyokkdZ6navXLKstQSCeq+XyPZHvqCG/Bw3Rpbm4Lk3voo5NlrUwJzoqaolBZkoK8rqMPMY3fMImOWgnfW5dqSy1rz/ESU5yHCrSW3VoRsGvG0h5GW7kZPlTmlgTqTnMbI/ZEaiabJKBpRiGfrn22E0hOAeFoTn6waCXwYgDMPMPCqyOQhHDwePIgi5MB9GVOZR1ITLWzvJPEqZGXCNMX/uKvJC0mKDR8huSKJd9tDwAUpkX0YpVwFCAIQEOTx5Nlj0HQglG57ql2JvqzWG78MMHjOO1HDIwwFI+blwEgaPA5Smmb+sqWceIz2PAJh9JCKiHvXWxkp4k+iVouRp0QNzOvnctrNAkvllvrc/46OD02TLIgcSX0BDdoYLZ5w4AnXNATS2RHrbdLvnMVK2muVRkZPpQllhFry+UMLfE71d5lGVu9e7Wt9sBjAlBZnI9CjwJZF5bGkLQQDIz3YjN9OVes+jS0FQM+xAtf0+jwAgZDeUITL0j7cAAFzDNbiPUiFaBYzteyGq6yENKYSkKHbmEUYIUlF+TM+jVd4qdZJ5BADPCWaTpauwDpLeFhM8CskFGLHPUdJ9kbJVAHJu5DlIBeHBSEomgsXfg7tmVWRzVcT3PMIIxASiTsHgcYCyeh5S7XmMHpgDdL8Jm4iIqL1GbwB/f/nzuBI+OjgxmcdOPvfjMo+9nA2M7sUcjBNX/QENmR7FziwmmoprbdUBACWFZlAytMgMQhINzYmeXgqYwWd3vqtZ+zXmZbuR4VbNXsQu7qfJa93Gg5wsV1IngezMoxTOPIZ0O3j0JOh5FHIG1CIBhCvn1OECrqPNgE5b+z6Mmno7ILTLVkUI8iFDYWzdCRF+z1l7PHZWtgoAnm8PQcZhTcg8ZDckrcmepGre2A2pXd9izD6PAOScqOAxP9IfGSiZBiWwH2rzh+EnJiCFg0er51EyAoDsrJJVgMHjgGUFjalOW9UMAQlmDT3AzCMREfUcq1wtGBp8WajeFJ3h62zPv+h+ubT0PEatazD2PfqCOjLdqr2lhpagvFiNyjyWFphBSVmR+d+qBKWr8T2P3Ss/bmoNQpKA3EyXPbimq77H5jYzkLIzj21JDMyxgkdFtqetWo+TaGAOZDfUYvO1kTwS1GIZysh8uA4JIfDHx6C/8xHkEjNbaJWtwghC+faJEHWNMD79yrzIyjx2UrYKAK4yBSOu/QSuXD8U3452mUc3INpnHv0xmUerzxGIDR6DJZMhJMXMPgKA0QYpfF9WzyOMQGRyq4MweBygrD9KmmbETfjqjGEIKEpk41n2PBIRUU8JhIPGVE9sUueiA8bO93k0/6tIUrczVqnQdcPuzesvE1cNQ+CdzQfScnLcF9CQ4VHt71SJMo+KLMEdHphTGs48lhRkQpKQcGiOETX0yLq9Zhho84fsUtRkNLcGkZvlhixLyPSY2bOu+h7tzGNOuOfRF+rye6Ie9TxdamzZasLMo+SBUhTOOo5QANUNuPIxfO5OeOZeCqkgH8pxRwMAJM3cqkOCgPqtEwBJgvbmevN+DtQCbhekgrzOX4ionkbZt6tdz6MrLvMoGW2xPY/h7TkAQC6I9C4KVxFChd+GJxw8WiWr5n347f8yeKR+w/pgFkit9FQ3DCiybJ/RYtkqEfUXB+rbsObjfX29DDoIQa17LRXUOSsQcatyUvs8yrIERUpDz6MhkJtl7pMXHTw2twbx20ffw94ab68+fiJf7mnEIy99hq/2NXV95YPkC2jIdCsJg0c9atpqTqb5Gg0vzrYvK8r1oLYpPhjURWzZqqqY01afeOUL3PvcxqTX1twaRH62WTJpZQB9XQWPrWbPZn6WmXkUouuTAommre6vMzOqeVkJSjYVD9RC83FcI2RAdkOoeVDkJngunonct56E5/Lzzfu0eh4ByAWZUI4fjdCb6yGCIYRWvwnluKMhhYPsjkhGpA9VgogpWxVy15lHOT+qzLUwP+a6Wt4JUFq/CpesNkZ+YAePQZatUv8R/cGcyoe0bgi7nAVg2SoR9R9vbqzEE6u/SKmagvoXq1y1s70IKXVWwOhxK11kHmM3mO9suE5P0PSo4DGqbHXr3kbsrWnF57saOrppr/GF15GO0mlfUEemR4WihIPH6PJiu2xVQlFeBubPKcfJY0rtnxfnZ6KuqZPMoxyZthoI6di4rQ61jclnHptag8izg8dw5rGL0uLm1hA8bgUet4Kc8HHtqu8xukfT5ZIRDBl4/cO9OOqQfJQUZMZdX0geqEVmtk8dLiAkN4Saa2br2mcB9UjwKBlBqBPKYXzyJYKPLYc4UAvPFRfEL0hvg7v21ajbBczyVOvxlah9HaV2mUchILXreZTyw5lKWUDKi52aaniGQhJBSKH62MxjuGzVCw3/GFYMAWd9pjF4HKCiPzxS+ZDWDQFFjipbZfBIRP2E1V/DigjnYuaxd1hBoMelJLdVR3ifx97PPBrIDWeXojNUe2vMTdGrGhLvZdib/FbpdC8/d8MQCFjBo2wNIUy0VYf5s8OH59nXA4Ah+RmoTVCGGr31hfXfrXsbEQjqCIR0u6+4K82tgbjMY5dlq1G3yQ1nS6P7HhtaAnHZ5EiGVYJHVaAbArVNfny/fGTCxxBKBlyFfmTc8SvkTBSA7IahmqWnUlSmMe7fIgR1wskAgMCflkL+xlFQTjsh7v4z9/wN+R+dCylYY15gBGG4Cu3HiMs8Rk9bDWcMozOPyMiCpBqQs0KAEilhBQDdMwwAIAcO2Nt0AOHtPgDcf+QYXHl0MVolZw2TYvA4QIWi9nfsbPJae0Y4eLRq6Rk8ElF/YW1I3dt701HvCdo9jzyGPcnKPGa4Ow8eo0sI07PPo0B2pguSBLQFIl+QrQAj0TTR3mb13fbkc9+xvxkftJsgbA2FiS5bjX7fR2/VkciQ/Aw0tATijmf8wBw5ZhuUZIbYCCHQ1BqKyjyGy1a7zDxGspXWSYHovR6XvvoFHl75acxtrNdZDmceAaA4z4MTjhqS+EFkNyQjAPeM70HJDkGEy1YBQNJiS40lPRKoSkYI8jGHQyopAoSA58oLE5asuhrfCd9XeFKrEQBkD4yMQ8zXRo3KPLbb59EK+mK211BzIGeHoGRrgBRbgmrYweP+mMwjjAAEBJ489Gic3qQhRzirdJXB4wDV7cyjHjswR2d5GA1Q2yqbsLc6/f021H1WedRg3Gx8oAiGIsPcqOdYX9C7KlsVUcNWFFmCIUSvloHrhgGXIiHLo8ZmHsN/e6sTDITpbcFwdq0n/468un4Pnnl9a8xlVkCX6YlMW02ceUzck1ecnwEhgPqovSGB2OwxALsk1hq609zWdRbLF9Cg6YadRUx6YE5Un6TVp2nt9WgIgS/3NMZNbNWj3nNu1QxSzzjpkJgsazQhZ5j7HwJm4BYVPMqdZh6DkCQJrnPOhHLaCVAnnpzgzgVcje+Zt7V6HY0AhOyG7hlh/js68yi5YkplrXJTIUddR8mEkqWFA93YzKPhLjPXHayK6XmUdB8+Vg7gy7wiXFDrvL+FDB4HqFCSez61pxvCLmcBmHmk7tl1oCXp0pm+8tR/vsQ/127r62VQCqwz6sxaOVdQY89jb7BKMDNcSqdBkW4PzEHCIS49vi5dQJFlZGWods9jIKSjusEHVZFR2+RP++Rdfy9kHn0BLe4zz8riZUZPW02wpYraQRA1JN8sjaxrjA2w9XaZRzX83/FHm/2SzUlkHqP3eASQ9FYdrX4N2Rlm0Gj1PFp/lw/UtaHVr8X9fbbaoSRJwteG5uKIEXk4/bjhHT+I7LankcIIhnsercxjc8xVo4NHqzcx4+o5yP7bbQmzjrJvO+RQbfj60UNrPDAyzDLauGmrUQNzJL0tfJ1I5lEo2cg9pQq5J1dDyK6Yx1uZ14rpEy/E3/P2o040QEgKhJwByQhgecan8OgaZjSqcJo+CR7nzJmDadOmYcaMGZgxYwY2btyIf/3rX5g6dSomTZqEJ5980r7uunXrUFFRgTPPPBP33nuvffmWLVtwzjnnYPLkybjpppugaeYbvrKyErNnz8ZZZ52FK6+8Eq2trWl/fv1BdMCYWs+jAUXhtFXqvmBIx++f+ABvbqzs66V0yh/UuzzLSv2LXbbKv0uOxcxj77ACMLcruYE5iizZ5ZK9+fukGwKqIiHL47Izj5W1rRAAxh5WBEMI1CWYKNqbemO7GH9QRyAUe38+ay9DjxIZmJNoq44OMo9D8s0ApX3fo9G+5zF8HL99nFki2dLadfDY3BrZrxGIDMzpatpqMKTbGU6PS4Fble2KkK17GwHEv5/M75XmWo8YkY+bflxuZy0TEZLHDgStaaRCNQfRxPU86i0QVigjut4Kxso6mguL3mvRDSPDzDzG7fMYPTAnQc+jUDJR8J1K5J1aBbTLPP4jewtWDT8S1x4m4ejybMw9cSpqMwqgCR9e8HyBin1fIE9wq44uCSGwfft2rFy50v7f0KFDce+99+Kpp57CypUr8eyzz+Krr76C3+/HjTfeiMWLF2PVqlXYvHkz1q5dCwCYO3cubr75ZrzyyisQQmDZsmUAgIULF2LWrFlYvXo1xo4di8WLF6f7KfYLsZnHFPd5ZM8jHQR/SIduCLT4uv4A60uabtjDO6j/C0XtDcY9Ap2LmcfeYWW0MtxKp/s7Wx/pkpSez3ldN+Iyj1a/44lHlQBIf99jwC5b7bnn7Q+XgUa/ltFlq3bPY1RW2O55lBMHj4W5HkgS4oLr9j2PeVkuHFqWg8OGmdm57mQeXaoMVZG6zDyGNMMuPQWA3CyX3fO4da/Zj9j+77OVeUyWUCJlqxBBM7DrqOdR80K4Csz/b3T9vF2N70dua2UehZl51K2ex5jMozvmfiM9j9HBY7tgM8yAwMdqFX66azs+eOcznHegEfccdQKGzrgMR55cilrFj4t2fBJX6uoEaQ8et2/fDkmScNlll+Hss8/G0qVLsW7dOpxyyikoKChAVlYWJk+ejNWrV2PTpk0YNWoURo4cCVVVUVFRgdWrV2Pfvn3w+/0YN24cAGDmzJlYvXo1QqEQ1q9fj8mTJ8dcPhjFZB615LMrcdNW2fNIKQqFz776A/07qxfSDPuLLPV/0ePgmXl0Livz2J1pq2s+3odlb3zV00saEKygJMOtQqDjz+72W3UAvVy2aphzFKJ7HvdWt8KtyvjG4UUAgKo09z3aA3N6MngMB6SBqO0/IgNz1EiWV4/NPKqK1OE+hB3t9Wgfw/DNLjrzaFx/wQlwuxRkuBW7QqMzTe0yj4D53unsc1s3DOiGgFuNhA45mW7UhTOjX4WDx/jMo+iwvzEhyQ1JaIDQzcBNckOo5v6JicpWDZf5PoJIInhset++fqRsNQAhe2BkjgIAO1AFwj2PMWWrCTKPcgZmnv4jXHfi5Jg9G7crDWiWAxjfouG4+p14dNMn2PDmm7jx802YVNeCC1sPw5T9W+OylU6Q9uCxubkZp556Kv785z/j8ccfxzPPPIPKykqUlJTY1yktLUVVVRWqq6uTurykpARVVVVoaGhATk4OVFWNuXwwij7zE0qhrr/9Po/8kkapsgIyfxr20DoYmi7sQJf6v+gJgp1tgk7928Hs8/jJtjp8+GVN0tfXdAPvfHpgUOwLag/McZlZoY5KVw1DQEJkYA7Qy2WrulmymJmhos1vfgnfW+PF8CHZyMt2I9Oj9FnmsWfLVuP3jmyL6nlUE7zWmm50OGnVUpyfGRc8Wn2rVkCW6VHtMtC8LHdSmcfm1iBkSUJ2VPlohlvpNPNonfixJqYCwLgjh+Dz3Y1459MDqG70JZz2q+vdyDwCZvbRCELIHrtsVdajB+QYkPUWCFdx+Pqxa1dav4S7+iX735LWDMX7KUKFE8LXD7+uurnPY6jgVDR/4zGEir4buZP2mccEPY/PF4bwwshjsOzQMebWHmEfqgcAACf5POZWHaFGjPG7sODLL/Hopzvxp9pxcBuGIzOPae/SPOGEE3DCCea+K1lZWTj33HNxxx134Gc/+1nM9SRJSvgHvzuXp6K4OKfrK/WikpLcrq+UBE9m5A2cle1J+n4VRUaGR0VhoTlJKi8vs8fWRBED+TVtCZofHEKS+vXz1A0DmiHSusb+/Hr0d/ui9oPLddjfJSettbcp4eAG3fj7YMAsu0z2dhs+r8Ij//oMow8fgqMOLUxxpT0jXcc+I/yZXxTedL2gMDthX1lGpguybL72BeGBLAUFWRiSYLP2gyWEgG4I5OVmwONxwResRklJLvbXtaH8mDKUluZhREkOGrzBtP6OiPD3woxMd489rj8cWGXnmq9jSUkulHAi45Dh+XZGMjMr8pgutwq3Kne6hkPKcvHJttqY6+TWmgFMcXF23G2L8jPgDxldPq+gLlCQ60FZaSTLlpPlhoGOfy8bw1Nfiwqy7OvMmX4s3t9Sjb+v+hwAMPaIIfhgSxWKinPsgNHtVuHq4nnGqDPXVFLoAhBEZnY2MsuGAK48ZNf9C9nH/hTIPhQImYGkK6cUaAIK81Qg+jG23AbsXQGcuQ4Ycgqw/10AAp5RZwLVK5CfLZnXl0NAZjZKSvOA0otj11KZA4io96fPfE6FQ0qAglx4EcDNeg0Uw0BlVh4CGW4cIpvX/QJ1yIYL49zDoAQPQFFUIHcMIOqhqiF48s33R15hYey6HSDtweMHH3yAUCiEU089FYD5x2XEiBGora21r1NdXY3S0lKUlZUldXlNTQ1KS0tRVFQEr9cLXdehKIp9eSrq6rx91udXUpKLmpqWrq+YhMamyBetuvrWpO/XH9Bg6Aa8zebt6+tbUZPjrP1n+ruePM79UVX4uTW1+Pv18wyGDEjQ0rbGgX7ce9ue/ZFel9q6VuR5lE6u3X/wuMdqajHP9vv8oZRfl5bWIIIhPenbHag2r7dvfxMKM9M/0TCdx74p/JmthYOUA1XNMSWJFq83AFmWUFPTgtZWMxioqWmBCHU9bCRVumFACCDgD0GCmfH7cnstGr0BDMl1o6amBUW5HmyvbE7r74g1UKap2dcjj6sbhp1xPFDVjGFDslFT04La+lZIALzNPrSGS3YbmyKP2eINQJakTteQ41FQ2+jD/gNN9nYfDeFMbXOTDzU1se/rTLd5/a6eV1VdK3Iy1ZjruRSp08/t2vD3ymC7390Lv/d13LNsI9yqjEOGZOEDAFVVTXCFeyNb2yLvs2Rk+IBcAHU1dSjSg/D5gdaaFriP+TNyP/058O/j0TTuWRiZo1AMwC/ykAGgsaERISX8GEJH8YE3IENAW3cpGsv/jfyP5kOVPWhQx6MIQEtjI/w1LSgM+aCFZLQkWF+WTyBb6KipbgIkGZ7GeuQBqGvSYYRa8Pvst7AvK4j7NryKa086C6+2bEdF8CgAwLqCPThelKFNdyPXCEG07YZfnwTVcEP4W9FaV4dCAE0tBoL97DNClqVOk2lpL1ttaWnB3XffjUAgAK/XixdeeAF/+MMf8M4776C+vh4+nw+vvvoqJkyYgOOPPx47duzArl27oOs6XnrpJUyYMAEjRoyAx+PBhg0bAAArVqzAhAkT4HK5UF5ejlWrVsVcPhhF95OkUpphNrezbJW6z/oQ7c9bdRjhM+IcmOMc0RtRc2BO3/t8VwOeeu3LlG93MNNWA0E9pdtZn4ODYaqy9TthbbnQUWm3IYQ9KMfaIkIzBJ7571Z7kE1P0e19DGVkhbd3WPLKFwCAr4WHu5QWZqGuOb3bddgDc3poq47o91d0z6MvoCHDo0KKLhGOekxdNzrc49Fi7fXYELXXo/W9LFFhXW6W256k2hlzv8bYcskMt9rp74r1+xRdtgoAYw8vxsRxw3HyMWUJy6Z1Q3RZnhvNLuM0/Oak0/C/g2Uz0HDKW4DsQtbuhyDp5vvV7mGMmraqNn8MWWuEf+i5UL2fouh/5VCbN6B57N9guIdE7h+RrToSryV8Aibc9yjp4cSMnIlPlRoszvwAF7SMwJVb18Oja9jg2m+uFTo+UatxgjYUhmdYeH06DFehuVWH7rOnuAqFZatd+u53v4uNGzfiBz/4AQzDwKxZs3DSSSfhuuuuw5w5cxAKhXDuuefiuOOOAwDceeeduOqqqxAIBDBx4kScddZZAIBFixZh/vz5aG1txZgxYzBnzhwAwIIFCzBv3jw89NBDGDZsGO655550P8V+IabnMZV9HoWAS5btWnoOzKFUBR3whc36AqrpRsyXKeq/oodA8KRW3/v4q1r894O9uPB7R6bUHnIw01b9QT1mWmWXjxX+Iu/rYoLkQKDrZi+jKzzMpKNgzJprAESmdR6ob8Or6/cgK0PFISU917pjb0UhmwNzAPN988PTD8ORh5gDUMoKMyEEUNPow7Di7A7vqyf19MCc6CEzMcFjUENmuEJCtYcTRZ3YTyKoGpIX3q6jyY+ScGmxISKva3t52S60tIW6/Fxrbg3ikJLY1zvTo6C6sePPbevET/S0VctPzhoNAPjvhr0AYl/bVHseEZ5YKukBSCIUs3eikXU4QnnlUNq22sNz7IE5Ub2Jrvo1AADvUXdCMgJw16zC+vKH8dzwEsxtMYO19gNzOl1LuPfSmraqKR78v9zVKBAeLGw0exdPaKzBh7lm8PiZWoOgpOPE0DAYnqg9IdUCM3gM1Uf2spSdt1VHn+xMee211+Laa6+NuayiogIVFRVx1z311FPx4osvxl0+evRoLF++PO7yESNGYMmSJT22VqcKdXefR11AyYjs88itOihV1nuvP2ceo38nQiEDHrczSiAHs5hpq8w89rlgSIeAGaS4EnyZ7Ph2B5F5DOkpbT1l7bvXn09k9RQtvEdzJHhM/DoJIzKl0/pCvy+ccYz+HesJVqCkKjKGFmch06Ng1vePwre+Mcy+TlmROV+hqiH9wWOiAPuV93dj/OhSFOUl/4U+eshMMGoImz+gIzMcNFsn5GOnrRp2KWpHisMBo1kyavbtWq+rnCAgy81ywxACbX6tw70UDSHQnDDzaA7MCWk6/vzCZlR862s4Ynh+5LmFT/xET1ttz96SJOq17dZWHTD3cAQQF9jp2UfCXf+6vW2HsKenRoJHd/1aaDnHQnhK0Tz2UciBfXiiZC/+nPUOpvkPRykik1MR3ksy4VqswNW67/BtHs7Zio9cB/Bw8zQUSebjf7OhBn8tqoIGwx6WY2YeI+s3XIUQSiYkwxc1udV5rWFpL1ul9Ij+o5TKh7RhmGerrKnKPMNPqbLO9ne1X1Rfiv6d4HYdzhA9bVXj36U+ZwVm7TdG78rBTFv1B3UYQiR9UtPapqo7weOmbbXYdaB/9SF1RtfNLTGsIKXDzKOIZB4jwWMrgJ4PHqMzj4cNy8Ofrp0QEzgCQFGu+cU6mVLLntLRPo9eXwjPvv4V3v5kf0r311HZaltAQ6bbDB5lWYIkxf7t0nVhT2HtSFF4r8faxsjEVRE+tAkzj1lmINLZ69nm18xBRu16Yq2tOrbta8ambXXYti92WwyrqsjVWfCoHHzwaGf7tJaYf9v3l30UJCMAteUzAIBhTVu1ttTQfXA1voNg0cTwojJgZB2Br5R6AMAbnj0QkgtSeC/JTjOP4cBOsstW21DlycZdOe9jUuBw/CBwtL3n4ykNdfBJGj5Ta/Cy5yuUGFkYYeTC8Ay17064CgHZA0kP2FuLCAdmHhk8DlCabiArXC6RUuYxvCdTOjYPpoHJ7jPqx1t1RP9OBLldhyO0tIXss/jMPPY9OwhMMYNofQENpZBBBMLTkfVIuXkqj9WdKoin/rMVL7+3K+Xb9RUrEFHtL+8db9VhB4/h6+7tpeDRypBZj5OojFK19z9MY8+jVbba7jGt93R0oJaM6LLo9vs8ZkQN9lJkObZsNYmtOlRFRqZbtbf9ACJBb6LXMy/LzJS1dLJdR6I9HgEz8xgI6fh8d4P5OO1eH2trK7er40oDq482pmzVMOz3QDLszKNmZR5jM6hatjmQRm02555EMo/m+9fV+B4kI4BQ0XdibrdVMZ/XG+6dZsAWLkFFJ8GjsALXcOZRMvy4Y+x34Jc0LGydCAkShGJmz7/Z1AgAuCb3Fax178I1bd+EBAmQPXZprdnzGJt55D6P1G+ENANulwJZklLreQyfIbLOEjF2pFRZX9iCIaPfnnwIMfPoOF5fCAXhyc+siOh7gfDvTTDFk0TBqJLBVPZfDASjv3Qnd7vAQVRB+IOao8pdNcOsNrIrjjoamGNEeuEiPY9m8Nja08GjNTCnkw3irWA3lf2oD4amG/bfj/YVDNbnQm3UtPpkRPc8BmMG5uh2rydgBtHxZatdB1WqIsUEclbPY8Ky1XBA2NzW8bFs9poZt0SZRwDYtK3OXl8067Myucxj5HkahoCSQl+0FchZZavtgys960hzHc0fmvfvDvc8hjN57vq1EJKKUOG37NsEoGGn0giPUPCeax9a3Tlm5tHQIMHoOICTXQhJMi4vWoe/Zn6Iva4gHvr6CbjAfyy+rocfV1IgZA++FtAwxMjEp2oNzvEfg8t8J0Reg3D2UaiF5oAcI2D+D/FluU7A4HGACukCLlWGqkqpTVs12k9b5Rl+Sk1Iiz7z2j+/fEV/sKWaOaG+0dIWREGO+SHbU1MSqfuCdtlqisGjlnoQ2P5xkv1MO5hpqwHN6Nd92+2ZWaxI5rGzaauKXbYa2x/Z0knA0a01hYOzzrJOSpozj9Hvo/Z/R4J28Jha5rHTaavuSPCoylLMiS/NEF32PAKAqspx00uB7petNoWzku2DR2u4z85wuXb7gN76feq85zH+eCYzGCiG7EGDKwPHj67CiyOOiusJFO5iGK4iKL6d5r/taavm+/f3w1px/ukXQaiRvRN3KI0wJIGZ/tEISjreKPuaObBGdB7ACdmNfx56DJ7P2Yf5OW/g1BPMSa2/aju13fUyIclufC94OE4MDcUfWyaZWccwK3g0XAWAnAlJ99llsyxbpX5D08yzkC5FTunLsVXSonBgDnVTdBloql8s00VzaNnqx1/V4tcPrYsJ0AcDQwh4fZqdeeRWHX0v0N2y1ai/CancNjp7mHTZqp15TO33RQiBYFDvt3+/EtENAVWOyjx28NkdPYUzOvhQZAmt/p7OPIbLVjvJPLrC6+1OD2x3RJ8QaH9y3Mqs1TcHUjpx7o8pW43cLnraKmC+xrFTSLsemAOYmdvo97z1vSxR5jEn0wUJnZettrSaxzm+bDV2hmZcWa/d89hJ2ao9Vbb701aF7MHzI4/BTo/AX79+UlzPI2D2PQKAkFwwlPCEYCOEesmH+w4dgn+OOBReKfIabA33O17kPw6ZQsWrZYcCUQFcRwNzILlw/9HfxOHBTCxqmQS/LOGq7V9gpJEXu2YlG5A9eKBlMlY1zkIWYkttre06hKvAnNoqgvbk1g4fux9j8DhAmRPw5PAZq+T/CGqGgCLL9ocLy8MoVdFfCPvr0Bynlq3uqWpBbZMfjd70DZfoD9r8GgwhIplH/l3qc1ZglnrZqmH3rqby2dSdzGPQnraa2t8hTTcg0H9PfiWihQfmJFW2KscHj4eW5cIX0Hv0xIz1e9pZaaY9SCZN1QSdZR6tQWqGEGhoDiBZvnBAqsiS/fugG0bMex0ws6zRr6+mi6TKVhVFSjp4lGUJOVkuNLeFENJ0VDW0xV2nuS0IWZKQlREbLGa4YwPd9gF9KPzcPK6uy1b1dmWridbaIcmNZ0YdCwB4degRaEgQrGpZ4eBRzYkZarMkYxN8igJDkvCBWmlf/yvVDB7HaCU4NXQI/lM2ApIRsCe0Cilx5nFDZgjvDhmJy5qGY47/OOxb8xHu2PJ53PWEkgnIbkiQICP+uYZyx0HLOgKQPeZ1gci0WGYeqb+wpq2amcfk/ygb4Z5HbtVB3RV0QNmqUwfmWEMTenqwRX9nnUW3gkdmHvueXbaaQvbQ2lc1O/ylNZXMY3TGKNlAo7t7zga6WZLbl3TdgCLLCXvOoiUamAPA3ncx1b7H7ZXNePezAwl/Zv2edjUsRVXkTstWaxt9PVZC7A92fBIiuqS6JoXSVX9Qg6pIyM5QI3uLhvsgM6OyeYoc3/OYTDmnS0lcttrRPo55WW40twax+IXNWPj39XE/b2kLIjfLFXd7K9AdPiQbmR61w7LeTjOPCab9Wu1Qyap2Aa+XHYYzGvwIKQpW58cH8nbmUckDJDPLFxRBPJr5MU6tb4AsBN5z7bOv/6VSj0P0XGTDhe8FD8OXObn4KEcBjAAMACsKBa7JWY3vFj6B/7n22Lf7S3EDckMBzGoyS2OzQq2AEh/sCSUbUDruXfSPvBwN3/rI/IfV0xlqjPm3kzB4HKBCmgGXIsGlyqnv88iBOXQQgjGZx/755cupW3W0+gdn8Gg934JcZh77i0A3Mo9WwJmdYX7ZS+UkQGdf+jt+PPM2qQYe3b1dX9INM4vVVeZRN4S9z6MVPKiKhK8NNfvDUv3b8tK6nfjH6i8SDj9KZmCO+fiJv6es+Wgfbn70Pfz6L+/guTVfpbSujkS/X9v/HYk+kVjbmPzQHH9QR4ZbhdulRPYWDZ/oi5m2qsROW9WTzjy2K1sVHfc8AkBulgubttVh47Y6+IN6XAluc2sIuVnxpZJW5vHokQVwJahaC2oGJHSeSY6UTbfbqiOFnscXs/fDkGXc+eU+HNLahJV53rjr6NlH4kBGNv4w+iRMLXwa35p0Ca48XMYBxYsbtn6O41ra8L4rKvOo1NsDbs73H4vCYAgLjxgJyQjirjHfxpzDmvCyZxvqJB8uynsBH6iVeCTzQ7yQ14iLt3+MvPB3Bsnw29NVo/kPuQQ47CcdP6moQF3IZuZR1pogJBcgOS8Uc96KKSkhPTJ5LZV9HnUR3qqDmUfqJieUrUZ/KDppYI5vkAaP1iAP9jz2H9ZJl1R+f6zbZHUn8xjqTuaxe9NWrcdKdQ/LdFv93m7c99xGAJFqIzXBPnvRhEBU5tH8ClhWlGVP6Uz1b8uuqhYEgjoaWuKzQ1q7rTo6orabQmpZ9sZX0DQDeVku1KdQRtoZ69i27z8EgJAeeY+llHkM6MhwK/C4lEjmMRifeYwfmGN0GVgDgCuFslXAHISj6ZFsn9au+qylLYi8bFfc7YryMuB2yTjhyCFQ5Phhi8GQDpdLhtTJ5NREZaup7vP4QuZuHNtYjeOa6nDuni14PbsFLVLs8dezjsT0ibNww5hvQIOBoKzi2RIXRmvFmHxgN05rbMMGVyVC0CEgsFWtx5GaGTzmCQ+u37kXq0uH4O/ZX2HBN76DGU3Z2FJ3JV5tnI0hIgvTCp7GTTlv4DttBfjtJ2shhSe5QvcnLDP1H3IxcNhFST0/e5psqMmRJasAg8cBS9MFVFXuVuYxemAOz/BTqoIh3f4C01/P3Mf0PDqoNM0uW+3hqYj9nVW2Wsiex35BCGFnaVLKPGpW5jEcPPZ25rGbZavWc9P0/rvdEABs3duIr/aafVNauGoosm9i8gNzhhVlITfTDCZSCR5b2oJ20Li/Lr63zs48JrGXYftjKoRAIKRj/DGlGD4ku8eG+VjvhewMNe4xrX0MFVlCXQrbdfiDGjLcSjjzaJWtmn+rMzM6K1tNJfMY20MIdBw8Di3KQn62G5NPPtR8Xu2eZ3Nb0J7KGi0n04XF103E2MOLw8ckftqqu5OSVSDynoops01hYI4XQbzrOYALdm2GpLfg3N2fISALvOLeHnO9pqzh+LBoGG78ag9ebbwI7/13Gba9W4OVjedDMfw4tTmINknDZrUG+2Uv2qQQjtSL7dv/bE8jyvx+XF/yGQqDPtxzYAQUyBhq5GB543k4I3gY/tR8Fp49cAKKgz7AMI+nZPiAcOawu2J6Hh1YsgoweBywNC08MCfFzKMRHphjnVnqzx+c1D+FNMMuiemvZasxPY8Oyjy2DdLMo/V887LdkNB55qmvJ9HWN/vxu3+sR5O3ZzIl/VH070wq2Tkr0MwOByrdzzymPm01pT0lox6rP/c9NrUG4QtqEEJAN4yYstWOAvPoLJD136HFWcjpRvC4pzpSTlhZ2xr3c+v3tKvAQVXis1yaLiAE4FYVZGW47BNnB8s6nlkZrviy1fD7sawoK8WeR7Ns1eOSo3oew8Gju90+j+2mrSbV89iuhFQ3BCR03PN49rcPw50/OxXF+WZWq/1r29yWuGwViASkiQL6oKZ3uscjELX1SkzZavI9j9lw4YHmybj2i3chaS04tXYPhuguvO7eEXO9T10NEJKEEwPZ5gWSimHBAApFJqD7cEqL+Tq/59qHLxVz38ojrX0ZAWTBhfmfm1n7v77/EopEtv2zUUY+nm6eifMDx0aCu3DmUdJ9dvDXbeH7lLVGR+7xCDB4HLCsstVUMo9CCHsPqEjm0TlfrKl/CGoGcrPMLyL9NXiMDj6clXk0v9h5e3ikfn/X6A3C4zLP7JtfwBL/XdpX48XP73kT++viv8imy66qFuzY35Lwy/RAEbvdRuo9j1bZakrTVrvV82heTzdESo8VdErw6A1CCHON5rRVOfLZ3cnAHCl8ndwsF0oKMjBmVJEd0KcSPO6uMoNHtyon/J3T7bLVZDKP7QM583V3uxRkZaj2ibODFegs8xgOHocVZ6XY86ghw6PE9Dz6wqXSsVt1dHPaarsSUkN0Pr1UliR4XEqkhLldpU0gqCcsW41mBvSJMo9dHcuDK1uVIOGCwFhkGzJkrRkygG/7ivGWazcEIve5Wa0GABxZOheAuR8jDPO9KxkBDNdUHKrnY7X7K/wzw5yO+nUtEjxCycCV2zdjy9bjMGPfFx1nAMPDeKyprJLhs3sWu8u6vVm2yuCR+hFzYI45bTXZzGP0xrN2zyMTj5SikKZHZR77Z89j7FYdzjlBYmceUyxb1Q0Dv35oHd7cWNn1lfuhz3bW44gR5r5aiiJ3+MW4utEH3RCoaUxtk++eZJ0wSWUKqdNEDxZJ5ffHzjx2Y2BO93oeDTs740vhRFZ0NrW/lt4LIdDUama3fQHdLg20MkOdbtURfk0y3Cru+tlpGD2q0Dw5o8qpBY/VLSjM9eDQslxUdla22mXmMUGWK3wM3C4ZWR61x8pWO8s8WidChhVno9EbTDozHsk8RspW/da01aitOtR2mUerT7Ur7YNrI8lgLNEemlb/eEeZx9jHjD8mnU1aBaLLVmN7NDvb6zMRIXsgaS0AgIn+MlQprfZejQDwiVqNIUYmhsKcEgzZbfclSoYPUDJxWugQrHPvxbMZn+K4UClKRVbU/WdA0v0YFn6fiQ72WrQvF+H3n+GHSDBtNaXnFr49y1ap37Gb51PIPCYMHhk9UoqCmhHOEsn99qy99cEmS5JjBuYYQnR7q459Na2obfJj697GXlhZ7zpQ34b9dW044cgSAOGhEx0ED1bg1pcnLawpi11ltH0BDbf8/X1HBvTdLeu0As3uDMzp7rTV3HCGJZUg0AmZx7aAZgcUvoAWLluVE355j2ZVFyWSnelKrWy1yotDS3MwrDgrYeYxlYE5cZlHa09BVQlvgWH0yKCsQEiHJJmTRRNtRSFLEsoKzcxQXXNyJ6HM4NH8zLMypgnLVuVI1YRZapxcENg+kNOT3DcxMnk38jybw/3jiXoeY28rxW2fEtJ0uDvZ4zH6MWMHA4ku3wNxZA8k3cxsnx4YBgB4y7Xb/vEmtQpjtVJI4T0VhaQCRhAQApIRgJA9uNk7AU83zcTHdZfjP40X2dcFwnsrGgG7HLXDDKAU3kPSum+9LeG01dSemxk8yrqXA3Oof9F0A6oqwaUk/+VYj+pPkCVz414OpqBUhUJmaUuGW+2/ZatRX2KdUrYaCOqw2rZSDR537G8GANQ0JF+K1V98tLUGADDu60MAxH4Ba88KEHw91B/VHdZ7vqv9Q/+5dht2V3mxM3xsnCR6e5tU9km1ftdywpnHVAbmRAd/yXym6YYB3RD2l+RU/hYFtJ4LHg1D4MMva1LquUxGkzdo/39fUAufMJYgSVLCSaLR6+ko7sjJdKHVl9zvTjCkY39dGw4ty8Ww4my0tIXi/i5FvlN03SfXPjC0Xne3S0ZW+P2Saulqmz+EjV/Vxt5v0LBLOhOVrbpcMkoKzOAx2dJVX0Czp61a79O2gAZZkmKCreiqCev4JJd5jJ+22lG/Y8ztEmShreFjuV2WrcoIJQiuuy5bTbDPYwoDcyxC9kAyzOD9a6IYh+p5eNNtBo9B6PhCrcM3tNLIDWQ3JKEB4dsIORMlIgvfCx6G4UZuTOBoXj8DkuGDZIR706XEwaOdeTSCgAiaj3GQwWNMwNjJ3pD9GYPHAUgIAU0XZtlqCplHa+8g64yWLEnMPFLKAuGm+gyX0m+Dx1B4jLnHpTimbNX64iRJ3Q8eq1Po4+kvPtpai0PLcuzhD+0nD0bz28Fj373vrPLIzvYP3bq3EW98aG5g3dpDvVzpFBvIpZJ57P5WHf6QDk94H7pkTmpaQW1eduol9MFgzwWPG7+qxYPPf2L3B/aUptZI8OgP6OEslvmVTlXkDl9bs18u8Ve/nEwXWnzBhD9rb19tKwwhcGhZDoYPMb9Mt+/zjQRInQcOroTDWayyVcV+v6Raurrk1S9x//JNdrYNMI+nx6VAkeUEZatmu8+Q8N+aZIbmCCEQCOrItMtWzXW3tAWRm+WK2dYiOqi3nm9SwaMa+zdP76Ln0eJKEMg1t4aHjyVRtto+8xjUDLhdyZWtRr+2RpKZ0mjRmUAhuXB68FCsc+2BDgNfqLUISUZM8CgkN2AE7YATXZSWCiUDktAg6b7w43XwesjhnkcRgqS3hm+bnfi6SYoue2XPI/Ub1h+ZVKetWn8orOZ2RWbwSKkzM48KMtxKv+0XCmlmiZc7ajpef2eVrBbnZaA15eDR7B1p9Ab7bRleIs2tQWzb22SXrAKdZx6tAKFPy1aDVtlqR/vsCTyx+gsU5XkwoiQbbQ4cfhSMGcCRSubR2qrD6nlMYQJqUEdOCkGntca8bgzviu5XDQQP7uRSVTjb39PvSavfETAzX9HDVzraNxEADAOdZh69SWYed1eZf1NGhjOPAOJKV62gpevMY8dlq25Vtrd2SWXi6vbKZrz3WRUAoC4qCAyET0IkLss04HbJKMj1wONWYqbJdiQQ0iEAe2COppsZ7+bW+Imm0YNv7Em0SZRzqu0G7Yiky13jB+a0pFC2qiUKrpMcmGOtN3oQY0qigyrZjQmhUWiSA9ikVuOT8LCc2MyjCkkEIelW5rGL4FGO6jts/3jR15MimUdJN/t6DzZ4hMzgkfoh64PVmraa7Ad0dM8jYGYgjR4utaGBLxgu/fG4lX47MMcq8XKrTso8mkFGaWEmgpqRdBAYCOnYV9OK0nAfT02K2ce3NlXi/vBG5Omyt9qLV9fvwcq3d0AAOOHIIfbPEk1mtPSHzKM1KKOjkxJBzcC+2lZ854QRKMz1ODLzaD03VZFiSjy7vN1B9DwGQro9EbT9l/5EQuE1dmfboOhjd7Anl6zAJZUS3WTElK0GNHPbh6jMo9bBCZbO+uXMstXkTmbsqvIi06NgSH4GivMzwhNXY4fmJJt5VOUEWa5QVObRk1rZqhACz76+1f4uUx/VuxgIdpx5NLeiUCBLEkaPLMBnO+vRFet9ZQ3MMR9DQ0tbMG6iqaJEHlNPKfMYG1yn2vMYatfz6A5/Pnd12/aJh2BI77Js1XoP2s/T+l6ZxPOMFpN5lD34dtDcs/IvmR9gvVqJbMOFw/TCyHUkt7kXo2FlErsKHs37t4LHDoM4OTJtVdKszGMPlq2y55H6i+hyiM7KV9prHzx21jdBlIghzJH4/b3nMaQZUFUZLlfyvx99zfriVFpofnAl+yVvd1ULDCFw8jFlAFLve/x0Rz0+2V7f4z1bnXn+ze145r9b8cZH+1BWmImRpTn2z9rvlRatXwzMCT92R0GVFYxkuFVkZ7h6bAuCdApEBWah7uzz2J1pq0Hdvl0ygZiVPcy3ylZTyFr15D6PteHN5nv670x02aovqMcMJUnUz2cRnZQ8ZoeDx64qjry+EN77rApjRhVBlswZCUOLslDZUeaxq+AxQXtN+606gOTLVj/+qhZb9zbhB6cfBgCob45kaa3Mo9JRZi0c5Iz5WhGqG3xd9j1a/dVmz6N520BQR0tbKC67Fz3sS0tyEq15HTPzaP0NTrrnsYOy1a6yjtZt25+ACGpdT1uVZXNehtaut/OgMo+SCyUiC1e3nYwXMr7Ak5mbcaxeAjm6jzE8bdXuYewqKIvaLsO6fUKSAgHZ7HfssbLVyFYfHZbL9nMMHgcg6w+FSzUzj0Z4A+GuWB8Y1geLxJ5HSpH1BcmlWpnH/hk8arr5JcGjOq9stTQ8zCHZvscdlWa/4zePMUt8Uu17rGv2wxAircey1R/C1w/Jx10/OxU3/6Q8pm+ofQlXNOuLfirbMvS0rgbmRP+OZGX03BYE6RRdftpZb2fc7bTwpMvw3nep9jxGMo/J9Dya67J7HlOZChuKTJU82Pd9bTjrlUqJbjKavEEU5ppfsK3MoxUsdNYXrHcSeORmuiDQdXnoS+t2wh/U7OAMAIYNycb+2naZR73zzewticpsrd9lT1TZqi/JEy1b9zTBpco465uHwq3KMVNT7Z7HTspWAWDMYeaegJ/tauj0sSKZR8XuBwyEdDS3BZGT1T7zGCm5twKzZHsegahsXpJloB0NzOlqmw5zXVJc5jGkdZ15BMzso/XaRg9iTIWVCRSS22z0BzC/9XQ813gujtAKMTlwROwNwtNW7R5GpfO9GEV4UI2sNcc8XkKyG5IR6rmyVckNYU2JZeaR+gvrDJ61zyMAaFrXH1waM490kKwvg1bPY38tWw3pInxyxUllq1bm0fxQbEk2eDzQgqI8D4YPyUamR009eAyX3aXaZ3kwfAEduZkulBRk2pMWLZ1mHsNfelPJMvW0SPCYOOiIniKZnaGiLaA5rj0gaGceXSn3PLpdZllg+43PuxIIash0m7dNJvNo/S3qXtmqgdxMd/j/dz94FEKg1ipbTSHITkZzawCFuR54XIrd82h9difao8/SWf9ZTjg47+zEVG2TD69/uBff+sYwjCiJVAQU5nrsfjqLZhhQwhNgO6PKCbJc0WWrduYxud9ra1iNIssoysuILVuNHpiji5iKiuhposOLs1CQ48anO8zSVd0wElZfWO+rzKiy1ebWIPxBPS7DF10qm1LPY/g6ViCW7AAaV/h20SdpmtuCdh9wZxKdgAiGzJaUZNYbKVu1+l67GTy2y8xNDI3COw2X4Crfye2u7waEZm6/ga57CSM9j+Fp11LHr4l530F765CD3qpDkiKZUfY8Un9hnS1SwwNzgOTKfIxEPY8MHikFwagvxhlupd8OZ9GiB+Y4JXgMB0TWGPlkg7kdlc04bGgeJElCaUFmSmWrmm7YvVXp7M3zBzVkRO2PFs0s/epoYI6Veey74NF67I7eV9EnWLI8LggR6ZN0ikBU8JjqPo+e8JdzVU2tZNwedKJ2PAwm5rHszeBVqIqU0omsQEhHpse83cH8DWtuDdpDw3q6bLWxNYj8bDcyPIqdvbYH5nSyF6phiA6DOSuz623r+G/LS+t2QpIk/ODbh8Vc7gq3yEQHWLoukup1U9UE/XVa5LPEpSpwqXLSJd4tvpAd/BfleVDfElW2Gu55VBUJAog5cRPSdDtbJ0kSxnytCFt2NaC+2Y+b/voe/rl2e9xjWe8ra2AOAFQ3mBkqK+ttUaKOS0o9j3Ls9zgjhf0hgfaZxxBys7vOPLrala0ahrkvpbuLslXrcbWotQIHUbYqdx3oAgAkt9mXaPc8dp55RNTAHCF77Oxm4vt2mfdtZx5zOr5ukiLBMYNH6idC9h8lyZ6Mley+WECk4VnhwByKohsGtlU2dXqd+MyjntZeuWSFdHNqnFtVHFO22uoPIcOt2F9IWjr5gmfxBzVUN/owamguAKCkMDOlzGNDSwDW0fOmsbzSF9CQ6Un8JUVR5LheJYtVmtiXwViXA3PsjErUFEmHla4GNXOrm0yPmlJQFAzpds+US0l+GykRLpvOcCtQ5eRuZ22Z0J3+62BIh8clh7de6P57yQoigJ4JHr2+kJ3da/IGkZ/jQaZbtf8WWMGCubVD6pnH3KyuM49b9zbhG4cXoygvttzO7ZIhEFueq+siyZ6+RNNWI58lgHkSoC2Q3O+JlXkEgKK8jPiyVbcS2VJCjw4ejZjg6NivFcHrC+G2JRtQ3ejDF7vjS1hjB+aYr391vXnccxOUrVoBmd3zmEzm0SpbtUpBOzkBkOh21mMJIdDcGkyq51FRpJiKNTuYT6psVeqxgTmig/0X468fLlu1eh672qojKvPYdZYynNW0g8eDzDwiqqyWZavUX1i/8C5FTnjmqSN6u55HZh4p2odf1uK2JzbgQH1bh9cJRvVzZbhVCNFxBqYvWZlHJw3M8fk1ZGWodsCRTObRmjpqfYkpK8xEXZM/qR5oIHbEfbrKVq1AIdOTOPOodLINQX/IPEa26uho2qr1JUyxS3KdNnE1EO4JdKlyaj2PUb2ErhQyj2ZGC2bGSI2fzJn4NpGBKx6XktIJhUC4vNZzkNUT1fWREzU9MW3176u24IHlm6DpBry+EPKz3cj0qHawZ5etdlISbJY8Jr7/7C7KVnXDQHWDD8OK4788Wy0y0cdUN4zkM49x01Z1qIpsfx/J8qgplK2GIsFjrgfN3qB9/4Ggjoxw2aq5xsRlqwAw5mvmNM/m1iCOGJGHvTWtcSfU/VEDc6zM4wE7eExQtmoPzIndGq0zVgCeauax/T6PvoAG3RBJla2qijkvw/oOGP3Z3vVto7YkOejMY5IDZSR3u30bu97nEQBkrQmQungMK6tpl60eZM8jYD8/DsyhfsPueQwPzAGSzDy2q8GXJfY8DkSPvvQZnvrPlynfzgokDtR1FjxGSo2s/o/+ODTHHJgjweOgzGNbQEOWxwVVkWO+MHbGCmSssewlBZnQDYG6qOmDnYk+Y5+u4NHaJy2jg1Hyicb6WwLh59tXW3WIqMFCgQ7+5vZl5jEQ0vH6h3vR6E3u+HfEDALNoCylnseoTcY7mwjanpVRznCbpaTJBGL2JvOqjAxPav3XwXBfXPSm791RFXWiLdn9ljvT3BbEtspme/9BM3hU7DJTJYmBOWbwmPirX05G58FjbaMfuiFQVpggeLS/a0R+96L7MDujJtzn0bAzeQBSmkxsBo/ml/LivAwImFUUhiHC70E5bj9Cc+2Gna0DgPwcD877zhG46pzjcPpxwxEI6XHTV6MH5lifeVbmsX2QZvUCivBUciDJaat25jHc8yiQ0lYd1mM1h98nyZSt2n2W4RONoage1K5EB8n2/uEp9zxmhP+bXHAlZDdgBJPeqgNRW3WILrOUrnb7PPZA5jFcVsuBOZQWOw8046ZH3sVX+zouH2y/VUf0ZZ2xa9OlyMAcZh4Hnq17m/BpEvtXtdfiM8ulOtsn0PqAcYXLVoG+3TahI6HwyHEzc5J4EEJven9LFbZ18jucSFs48wgAOZnJBY9W1iTDZd7OmtSabN9jdPDoTVN2zAr8Osw8djLIK3qrjr4ol7YCX6DrzKNLjQwCSWXz8+7adaAFtz6+Hktf/RIPPv9JSsNq2guGDHhUBW7VHACS7H0FQ7rd8+hSlaQzj8HwcTV71eSkeh4jg4mUlPuvrcyq26XYPYvdUd3QhiyPmvSQn65Yf1/f/mQ/gHDw6Fbt4Vl2z2OnA3OAjr7HZ3oUSFLHW2JYGbWhiTKPavwEXd0wkivLlGOzXIC51U10oJKVoSYVPAZDOgIhPZJ5zDe/nNc3+yMTXN2KHWhH/y0Jtcs8AsCUU0b9//bePNCWqr4SXjWd+dx5ePPAm5llRhFEZRYhkkGDkI5fRyVGu/WLQY120mZC208SGzUmTSedRBORJKCGEIeIHcEBkBkew+PN787Tmc+pU1XfH7t21a46Vaf2PvfyBtjrHx73nro1nl177bV+64fTtwxjnRsOdGgm2I6k3rKggDybVFWnduVO5ZFcC9tx/MUNDjIWzq6wbZublNPzAoiCCoC7VQfZliqPArZVpg1KOMWfFx5p5FYedaFWHZS8Ke0SSXTtBjUFxTGhWFXStmMFCJ8jA3Mkjhb2T5bx//3D45iYq+HFQ4uxn6MDha4JKo92SHmUNY/HHGbbxt6J0or+zaVqCzOLdeGFAVpX0408Blb73cCT5Uy+XimYFpnU0Jf9cibSveCuH7yEbz20T2gbojxS8pjiI48tf7IE+EmtvHWP86UG+vIppA3tqCmP1HIapzxqMYqV4zhotiwYukrs0stQjHoF2yIkbv/052m3VQfwyttWS7UW/vjvHkW92cbbXr8RLx8p4e4H9vT893zbqljLjVbbhsEqj5zb+cqjxl0raYbGIqGaR1chXW7N49R8DSP9Gei6siL2eDq+/uSZKQBEGcumda/XILViRil5FN1adSiKglQXUu+Rx6EuyiNzb4jyyN+Kgv1ehxvS87a1oe8pStyG3HYm86Wm32PV0DzFL7DPthVry1w7kocC4JCr+lI0Wm1k0hoURfGUx6n5OnRN7RjDPMJqOYGWPUkIp61anGmripdqTLaj9bLhWszofbr3hCqPbX9hOAmBVh2ebVWQbrCtOjhA6xL9Vh1J5NFVHh0rkcA5SspVHqvEsspRb5oIjSqrkjxKvIKo1E187h8e86wR80vxtiNPedRVL6q515pHaVs9tvjps1P4w795BAvl5dnMKJotsirbtpyAqsSDcpVDefRUFZVRHo8+eTTbNj71v36KR5+fifx92yL2JBqOsBxrWi9omXZk7Wip2grUGbKoNUxGeTQ4bau+YgMAA8U0UrqKx1+c5ap7nCs1MdyXRj579PoR0tq0bEzaKht3z6Jl2nAADBTIZIOS0Im5zjqlVwr0equKElsL6CmPhuY1vee14/WKmcU6zLaNm6/ciXdcvAVvOWsdvvPwQTy5Z66nv+fbOlXv/3m3S3nKI39gDrsI0q3mNbwvup+MYM/ZoG2Vb7tHdk/jv93508Ci3NR8DSMDWS+JdLmg4yslizRtlYJVHuO+37bTnXh0S6Cemq+hkDW8lh4sKAliF00s2+FUHuk8hak/NO2AKpdPG955dwN1yBSzfmAOQFwUrBqtebZMP0zGNO1YcpROaRgbzOLgTIg8Ni1voZSOsy3TQl/e6Ai10Zjz9JLJuchjkFzbthOrHndsy9ST0ndG1P3r3GeQsLJ2e55tOwNzemvVwa08qqQu0W/VkWRb9X+fSOBUg6iaVm1FLKtkn5nAf080SPJ4guDwTAXVRhs3XbEDowPZrhN/b4VIU/yVYS7ySD34TNqqJI/HFKVaC44TTO1bDpaYPlxTgn+TWqNmY8gNgIAV51iSx5nFOg7PVvHzF6Yjf2+2bdIH1eBX5lcSrbblTuiD1+av/3U3vnzv05HbBJVHMdsqVR5VRcE7Lj4JT708h69889nERaW5pQaG+jLIZwxU68sjOI7j4Pa7nsATL812/RydIGZibKtxtXLUHj1Q8Bunz5ca+OT/+il+HrOIsNKg4RnFfHz/w1YgBZT0LaTE/OUjpa6BVL2CqsZUcfjlN2/F+FAO33jgpZ6IddNV5rym6ALKI51gG1pne4Y4UOUxbfArjy2TWBAVRRHuOUuV1XSKvyb64HQFh2aq3vfScRxMLxDlUSQcqBtabRuDRX+i2+faVim8tNUu9aROgmqV0lWYMec8OV/D+FB0C4RUpPJocylOWkjlAsgYyRKVrGtbTXpew8pj2tBQyBqYLzUC9YleYA6j5jnoTubWjRailUd3fDV0FfTKhi2rgE8eLdsWUvLCKqnt8NcQst8Xz/UQ4+oI7DNklRWxrbK2aV957C0wh7vmUaFpq+7iNmdgDvls930Q5dH0lccVgLStShwVVOp0pTGN4b501wk8/dIaOumJBfBNjsPedBmYc+xBJ9Izi2IqYRxozQNArDUioJaXmcV6bD0ZaxVLH8Oax2m3pm/P4WjLb9tyoOsq0rq/UiyKSt3E1773grCtja5wOw4wxdQeOo6DFw8tRvZYs20H9abFKI98tlVvssSs4F9+3gb88qVb8cjuadz7o71dj3O+1MBwXwZ5TstYN9SbFp56eQ67I+LuA59zn5durTqixiVKMOjkutGy3Ge1+4LHSoJe7/5cKjlt1SDEhq3l+otvPYN/+P6LK35cdEJNFQdDV3HdRZtweKaKR3ZHL7B0A1XmPKuiiPJoMH0eRZVHg9Sq8aSttpiauYyhc6etWraNtuV4yirv95ve15I7TpbrJpotC8MueVwJa7zZtnHaScPQNRK2ZOhqoDaYTtC7BeZYCUmdhq7FKo+T87VIyyrZrvNZ4FUe6bbsYgIh/4zymNHhwF+giUOUNZP2evTIk9vnEfDnSy2vXr8LeRwrYHqhHngmmqa/IKIoivfMRdUVsnWW/kKriK2Xta3yTd9Ze7ho3SLgB960hGyrvlV2uYE5QmmrsIk6mNS3EUHFL1l5pGmrVWClyKO0rUocDdCJWyFrYLg/g/kuyiPbP8iPak4mgeEVItmqIxqO4+Cpl+eOyrWhE55uVlER0IbvQDAJkAelmukFzLAklEXYKgYcm5pHqtROL9a9yRwL03KVR2q16kEVeP7AAr73yCE8t787GQqjbdle70Q2uXZ6sY5qo41mhN2REira2qGQJTVcSRPScM0jxZXnb8D29QN4dl/8sZfrJlptm5DHrLHsujw6hiWR3iTbalRPOHY7Vnlccp9THqK9EqALJX2FFFptO1IlMd0eiVT5oLVclm1jdrGBQyFb3EqgGmFXO2/nONaO5HHvj/YKj2WklYXqTZR5vz8txhZIrJx8+20yipHBm7Zq2t73m6St8vWcZfsLpgUCc+g1oESd2s+J8sgfDtQNZttGMWfg5E2DGOknCiC7yKJ5ymP3Po/degSmdDVy4aPebGOx0upCHjtdTpbFF+zi2TnZthnuAgWFFy6VMA75yiNDHouk12PDJNumIlp1mBzEat1oAQ6AI7N+aA5NHqagVu6oukKqIJKaR3HbqmirDrotS5AV5u91Q7j1CrswnLxPxXOy9ao8UsVRqOYRgNIue2E4XcGStiTlUTWAFbatQiqPEkcDrFd9uD+DWrMd6/9nA3PoilXYHheF8Jdck4E5kdg3Wcbtdz2BR54XX7EXBSUNM0srQx4pkerLpwKqVxJapoVmy8Imt9l8nBLqv2A0rw7kWNhWpxiy/XKE+kj7PNJVX7Y+be9EKbZWkgWdZB6YLAsdGzvRnpjzJyF7j5QCf5cFnTD5tlUyMbn3R3txeLba8XkKNmgkjE2rijg0U4mtjaILVL5tdXkEjI5hUcoqCy8wp1ufx4hjpmqATx4tLFYoeYxe7FhpsMojEO34aJpBO17eVR7nS03YjoP5UnPFayArDROqogRUKlVVcN1FmzExV8PPdk8J/T1Su6h5yancNY/tUJ9HwVYdNCWTZzE0oDymNNgOXypsi9mXSM0j3Y4qX1TtHu7LkPYiyySPlk2SfA1dxf9zzS588IbTAARTif2ax+gFFsdx4CRYHo1QzeMLBxcxOV/z3ByJyiOzbdt2+PoYap3KY9NtqUGRS/P1RC3XTGhq8Fkf7stgbqmB7/zsIACgv5DqqOnjsZGuHyOq00HGuhq213ZXHn3bqgiRo59hQ2h4M1vI98xPTDVcx0MSwmm03sIwh1LKfke9FH/hwBxR5ZE8H0q7xFdHqKie6peo/ikpKNS2qq+sbVUqjxKvKCp105vsDtMC8BgrVqDPo4jyaEnlkQdUvdstqDj1ArpAMLvCttWta/sTlcdyrYUn98y6/yYT/pPW9AGIV0I9a4vhK4/TC/WjnmZKG1lrqoI9R4ItMWzH8SZhKc+2So5v70QJn/37x/DV7z6fuA+qEO6fEiSPJkse/XvwspuqG7XQ45FHd/X9lM1D2Lq2H/f9eD9+786fYd9ktD232bKgqUrkBGXjeBFm2w4cA4s5N5RrpD/jBeYsp/2Fpzwm2F/pM5+N6/MY06rBq3ksprz/X6qScygnENaVAiWPfW4ftShSRdoBsIoKUXXZ79SRLgsCvaBSM5HP6h0pm2ftGEU+o+P5A4tCf4+qQiLKo207xA6q07RV/ppH1rZqdFHVgsdoe+SWLmTVORayvFAVnfSqbVsOV7iUGVIeacjZUF+Gmygfma3GLgqztspiLuUFwUTZVvUYay9dDO4mAoXTVv/3vzyH2+96HAfccS6JPLLPgmXZXEEpUS3F6AIFBW9P1HKthUIuGFYz1J9Go2Xhuf0LuOny7RgfzAXqD9nj7mZbHRnIIm1oAXcAbVtDQdXSYr5TeWTVTtIuio/IeS033OvTtmwu0km2VQPW0xSH7ZTdJ70n7MJwEjTVD7Vq9xyYkwr8N/nzlDyWvSTT5G34CJyvPK5gzSO1rXIe6/EGSR5PEFTqJgpZHYqi+OQxxrpKX8iaqjDKI8fL3aFfcj8wR9Y8doIqKLsFJ1y9gE5GV8q2Wqq2UMgaWDOSx+xSo+sk7AePHcaffeNJVBuml2C3eXUCeTQt6JoCVSGEZbCYxvd/fggf/NP/6Km2qldML9SwfqyAdWOFjn6KbU+ZV5jAHAsTc1XcftcTbiIt3+QUECePLDlkiRtVHqMmq3TCRJXHscEcPnHT2fgfv/l66LqCHz5+JHJfzZYV2/Jig6si749RTuc85TGNQsZwEwJ7XwSggTtJymPDJbxxkzg6LoWJLP2uDBb8mselytG1rdKJv08eO69Xywy2AyDKoxmoyzw0u7LWVfL+6JzMqoqC4f6McJozta0aAsqjX+vph4vwLip5wU9uSiYP6aQqCwCh8C62Ls4LBGrxjwdUeVysNP3aRI601aZp4dN//TD+9acHIn8fN3mPC8yJIqt0WEkKzGGdGLVmGzOLDdz9wz1Q4Lf7idqOPU6ALEjrPK06QsmnQLA+FgB3T9RyzUQxGyQcp2wii20ffdfrcOlZ6wCwIT1B5bGbLVNVFIwNZgOLuexzBiQoj2zaape2IGH4yqOvILKW3qRt/cAci6vGEvBtq369JH+Npsak/YZFCV54hI7TtkoVSpVXeQR8y2gSQVUMt+ZR2lYpJHk8QVBlXv5DSeTR8le0wr71bqCrU2xgjlQeO0EVlMn5GhYrK9NCIw50MrpUbS2r3xjFUrWFvnwK44NZ2I7TNUhkodyEA6Li0dX0oWIGg8V0V+WRtf384X8+H7/1jtPQlzfwvUcPLfv4edC2bMwtNTE2mMXWNf3YO1EOkDFPmdfYwBwb//jDl+E4Ds7dOcY3GXY/M19qRtZVxm9H9j9QSGFivurZ6fZPVbxJQph00AkTnUBRDPVlcO6OMfz02anI56NhtmOT9VYP5ZDSVRyYiiYq86UGUrqKQtZAPkstY72TMM+2ylHzmElpsSvyUc29AZ8YBGoe3e/n0at5DCmPESoymzgKBJVHTVWQTmk4PLPCymMMeQTId7pbDX0YREH0+yACfD01w4EkukD7imaLTHpVVXGVRx7bqq+yeOSRo9UD287Bq9vmGA+anm2VPGtLlSaG+tLkPaxriUR530QJrbYdqzq3mDZILLKBVh3utVVJr9Pw+5unYbthBJXHVpss5pRrphv+E+MIiLWtcihrEdvSXpsUbE/U/3P/btx+1xORtfflequj3nDDeBGfuOlsbF8/4P0sHAhjMq6ZbkinglbmcLBPt5rHgG01dH7dEFZmmy1+8mgwiy1h10M3dJJrkRpNX3n01G7htFVBWye1rVplbvJIayMdJUl5ZNNWC3zHk7hvaVsVxh133IFrrrkG11xzDT772c8CAD7+8Y/j8ssvx3XXXYfrrrsO3/3udwEADz30EK699lpcfvnluP32272/8dxzz+GGG27AFVdcgd/93d9Fu01eCkeOHMGNN96IK6+8Erfccguq1ZV9CR8rsC9/6tfvZlulg01U4944RAXmWLLmsQPsRPSFg4uv6L7qrgoDrExiZKnaQn8+hXHXetStLQBVbWYW695LupgzMNqfwUzcs9cONnbOpnWctX0Ur9s2ipePlLhqb5eLuVIDtuNgbCCHk9b2oWlagcl4m7EnGUzN44GpMk7ZPIR1o3lYdnJ9FEsMDgioj3QFd+N4ES3TxmK5iUMzFbQtG1tcW3B4Uh22rbK46PTVaLSsSGW32yRDVRWsHyvEKqdH5qoYG8xCURTPMsY++wvlJv7xh3u466Ip8aw12l0XpeqttmczjAIbOsGCErd81oCuKai32lh0n9ujZ1ttI8VYtqOVRztCeSTkcbg/g7UjeRxe4dCcbuRxsC+N+RL/IhirAvq2VRHl0X838SqPDdPyEoM1btuq/+zz1F//8/99GS8dXvJrHg010LcvCfQ7W/KUx5a30MvTquMl1yER10IpThmLTluN7u/s21aTAnPIdo5D3AYXn7kGhayBtSPxlr2ohWqL017pf6dt7zgJ0WG/J+T5ffHQIn74+BE89fIcPv1/Hu4Ye8s1M5K4de6zU81jzyMO6VCgUFzNY3SrDn+f1LbKA/9+0mO1uRVEtv6Qtq/hgREirEI1mqrqtV3pPW3VvX5q8r0kn+/BtqrxKo8pKI4JpV19Bfo8SvLIhYceegg/+tGP8M///M+455578Mwzz+C73/0unn76afzd3/0d7r33Xtx777247LLL0Gg08IlPfAJf+tKXcN999+Hpp5/GD3/4QwDARz/6UXzqU5/Cv/3bv8FxHNx1110AgP/+3/87fvVXfxX3338/Tj31VHzpS1862qf4iqBSN73Vf1VRvPSwKLTbNgzND72hP0vCsUxbPTBVxr/+ZP9R2ddyUW20kc/oyKS0V9y62mi2sXqYDFYrYV0tucojrVuZ7kIeqao6xSiPxVwKowPZBOWxc1jZsWEAbcvGy0eia/NWEjTYYWwwiy1r+wEgYF2lCym65tc8lmvENrh2tMA9YWyZfpJgnPUzCpRAbxgnttEjc1XPsrpjw0DkvqteYE7ni3T7+gGMD2bxH09OdPyuadqxtlWAWFcPTpc7CKDjONh7pOTZlOnEjQ2r+PefH8K//Hg/93NJbasOuiuY9WY7tk0HgI5aJYomDdpJkbCmRtO3rVYbZuxY1rbsFRvnGi3SMNyzO0bWPFodiortODg4XcEoJY+CNY+1Rhs/eWYy9vfs+yOMoWIatWabu6UOa1+LagwfB3r/qc2SKo88dbTNlq+gi9Q8smmrQLzlsW3Z+NZD+/DQUxOeZT3Qx1LAiUDHysVKE4MueYwLzHn8xVmvnpO2FZpeqMem9AKdgS7sQgslGXFZBxaH8pjSVW+Movd6uC+DT9x0Nm66Ykf8dkwJAEXb4ksF1cMqF2MdpiBuBOChpyeRMlR85FfOgGU5+Nt/C9anE/KYbHX0CFnYtpqg6KWMTuWRPc50F9sqa88lNZ3iRM4j1rzKI1Nv2wqNPd3QSVgt7hpNjQls8uaVnDWaHii54rWtKmza6itQ82g3odgraFulBJfXYnuc4aiTx9HRUXzsYx9DKpWCYRjYsmULjhw5giNHjuBTn/oUrr32WnzhC1+Abdt48sknsXHjRqxfvx66ruPaa6/F/fffj8OHD6PRaODMM88EALzjHe/A/fffD9M08fDDD+OKK64I/PzVgGpo5XioLx1LHk3L9mwgxDLDV6zfYEIJADdt9SiRxx8+cQTfeGCPVy9yPKNSJy+nbesG8HxCz7rlot5qY/0YIRmzK0Ael2ot9OVSxIqY0THZJXGVtjmYXqihXG+5CXYaRgeyWCw3I1VE04x+qW1fPwAFr7xSS46XnNP4YBaj/STpkFVtvTRi3U9b3eeSv7UjeWbCmKA8mhbyGR1jA1kh8kj/7ka35vDgdAVP7JlDX87A6mGysh9uuk6vfyaCVCmKgotOX40XDi5iOvSMNFvtrvamjeNF1JtWBwGkbUNoQJJnW2WUx2f2zrv74FOTWdWym4200bJik1YBxk4VoTzqmgpdU5FNayjXTUKaMjocJ544/OHfPIK7fvAS1zkkod4kDcM9O3TEd6RpRisqk3M1jA5ksXa0gHLNjG2HE4UHn5rAX3zrWcxGpDI7joNKvY1iHHl0CU647nH3/oXI72vLC5TRPIsej/JIQ0bWuOqVoSlw0Gk/jkKDUdC1mCTRMExGEaIT+bj3C30eZxbrgdrMdEr19p8Ev1UH2cdSpeXlE0S9g+dLDXzhH5/Et3+8D47j4KXDSx6hXoyoQY2rOctE2VZjUtZ5lEdD17zxp8WozKuGct6zEgVNVaEqSjAwx7a5+jyG01abofpYgIxzuTT5Ll98xhqcunkYuzYNBkoG2paNerPNpTxqIbXTZBwp3ZBOad5iSdsiCbjs9znVzbbK7NMMlXh0Axtew94Tvm2DrTpE6yy9bQWUUl1VA8mw5Ge9Ko98ypyvPPZS88jR57FNFndWKjCnNXgRmmNvh50aW5G/d7Rx1Mnjtm3bPNK3b98+3HfffXjjG9+ICy64AH/8x3+Mu+66C4888gjuvvtuTE9PY3R01Nt2bGwMU1NTHT8fHR3F1NQUFhYWUCgUoOt64OcnOhzHQbXRDpDH4f5MrG21bTkBawFvql2tQVb82ZrHoxWYQyf8cfVXxxMokd+5YQATczWPZK00aJz32GAWKUONbY/Bi2aLtNvoc1PgxgZzsYmrtuN4k9eZhTrKVRN9+RQURcHIQAYOom20cS+YfMbA2tECnj8K5HFqoYa0oXnHG47bpxNPQ1O9l/5eN+l07WjeVx4TJsRNlyhvWFUUCs2hE7qR/gxyaR3f+MEePLlnDq8/dXXk6j1A0naH+zKxk74dGwbJuYfuZ8O0ulpAN45Hh+ZQJdRXHmm9kV+3SLfhDdFh1cZu5LHebMf2eATYuqEQeTT9cKBsSvd6fa4fIzUqUcTBsm0cmq7i0ednlpUk6x1Dy0I2pfstYCKuTYfy6BJlByTNce0omZyIqI900SBqLGqapB9ofM0jmTiFravfeGAP7vinpzrSPz3bakqDrqlQkLzQApBFEkNXMT5E6oy8voAc76Z6s+0tKPDaXZvMQhYlj3GEnIY4zSw2mGRXMdsqHS/KNRMt00Kt2faUx6g+j5Ss/+ipCUzM1VCpm3jdthEA0T14TSYFloWqKN5zT8lJOkYx5al5TBmqp/w1Y/YZB8MI2nOJ8sgfmENVQG+BIkSU8xkDmqrginM3AIA7tvv7Yx0ySehoRRFTUxpGSvffJ1FqcD5DasSjFlHZfbba/BZSdsHM60PKaVvVmZpHsaCdUNpqzMJw9PEq3r3kUbuj4KuCfLZVr+YRNhyNo88jmJpHHtuq2515pcijVTwNpTP+jtuWe7wh/g39CuPFF1/E+973Ptx666046aST8MUvftH73U033YR77rkHV155Zcd2iqJEvuS7/VwEw8MrUwzbK0ZHix0/q9ZNWLaD8ZGC9/sNq/vx0NOTGBjMdwx2qqYim9a9z6ZTGvSUHvm3WdgKUMilvM/lcgagKInbsWhbNlRFER4o6MRlttIS2t9KolI3MTFbwbb1g10/1zRtDA9kcMEZa/GNB/bg0HwdWzcNC+2L5xzpBHt0OI/Vw3mU6uayrs2k21Nw3ap+jI4WMTqYw+xiPfJvLpabsGwHqgLMlhro78tgsJjB6GgRG9eSiaqWMjq3VRTksxE/B3DmjlF892cHMDiU544Z7wWLVRNrRvMYGyPEJ5c1AFX1jmnBtc8ND+exelU/FIUsXqQMDbu2jqHUcGvnCpmu11vRFGQzBk4+aRiP7J5GNp9GIWHSMjpaRMa1Oq8a78P5p67CkZkqbrpqF87YPorHXyB1i7l8cN+L1RbWjBZij6fqNltPZ1OBz7QtB33FdOx2A25k/Ww5+L2bWNyHdErDmbtWQdNUFN2G5NA0jI4Wsfvxw6CjbTqX4nouW21CYCp1E6oRPx6Zlo2BvvhrP9hPbEN9/VmMDjMvckVBzn32ioU09hxaBABs3TCI3QcWI5/XGdciOFdqwFRUrB1d3vhvOUCxkMKqcfLspd3UR3a/lg0U8/49WbPgL8Js2TCIUzaTsWSp3o69BvRdR99vJXesUPXO60qt6avGipF/z3In9+3QcbZtG5W6iQefnca7LvftivT7MzpMvmOplAbd0BKfgenFBjau7sOqcWIlH3Cfqf6BHPoL3Vf+l6omtq4fwOhoEX3FDCzbwfBwoet7xrRs9Bf95yiT0tB2ot9nE+5C2FypAd1duFizqh/pLPl5+HsVBbooVW2YUAzyN4bc57ivmIZlO4G/scddKF2qtHDfz0jC6tUXnYSHd0+j2nY69rfPrdseG+28j/msgUbLwvhYHwaKaYyOkIWdXGgMo8fV35eNHxP6SZja4FAeDZeXjQ7Hjz0s0kbwWXAcB8VC/PhDYYLcx6w7lnj7HQru9+xd48hldOzcSsSDgb4sWqblfabiEqu1q/oS90mvBd1nJjsHAFg93ofh/njyMdCfQattY3S0iAXX/TU8lPP2d+PVJ+OyCzdFv1dd23++QBZgC3m+sRMgCwOptI58kZCqkaE817aFfBo2yhgdLcKy+fepuSUSWffZVzUVmXTyPBIAioU0bPd5z7pj4NhoMfF7HkBqCACQL/Yhz3ON2gPePzPZAjI822TyfPuY8N8LxYFhFLt89ljNX482jgl5fPTRR/GhD30In/jEJ3DNNdfg+eefx759+zy7qeM40HUd4+PjmJ2d9babnp7G2NhYx89nZmYwNjaGoaEhVCoVWJYFTdO8n4tgbq5yzBJGR0eLmJnpVDA8K5ple7/PaAocB3hh7yzGBoIDXdVdYaef1RSgXG5E/m0W84t1pHXV+5zZasNsW4HtXj5SwqbVxUgFxHEcfOwrP8abzlyLqy7YyHnWhHBSleC5l2cxc9qqxG0cx8G///wwLjxlVWSISC/4q/uew0+encKXPnJx19XSpUoDq4ey6E9r6C+k8IOHD+CU9f3c+4m7z2FQZdlqtTFYSOPwdJlruzjsdev+FJs8RwocVOqtyL9JQwjWjRVwYKqC7EwFA/kUZmbKaLjP19RMGWPFIFmq1lvIprTIv7lhJI9my8IjTx3xahFXCrbt4EdPTeDkjYM4NFXG2tG8dwy6qqDEPP8zbhuEWqWJ2VmihrRMG6uHc5ifq6DhtiWZnC6j0GV1t1xpQVOAUVe5efipIzj1pPhFBHrf59xnvVKq46bLtnu/n5kpo+b2JZwOXduJ2SrO3jEae/9rlYZ3buxnqg0TsJ2uz82qoRz2HFwIfObZPbPYOFbA/DyZsDoOcTNMu3//x08c9j47PVPBzFDySu9CmSTgVuomjkyWMDMeTdQqNROKE3/MtVrTO1eNqXtcKjdhaApmZsrQFd9qOFwg1/HQxFLH8/qiSzAB4D8ePYi3nL0u8Ty6oVxtYrCQRqVExuw59/qx51JrmnBsf1w1m74Km1IAs0Ha6Ty/bw4X7BxFFL778EF895GDuO39F0JVFBxxm5YfnFjC5rHgyvgBqiqHxnIK21Ul9h9eCj47LiH9px+8iPN3jHhqztQ0+Uy9RsYOQ1OxVOr+fnEcB3sOL+KMrSPe55oN93s2VUKrHm8zcxwHM4t1nLF1GDMzZbTc6zU5VYpViRzHQatlwTL9cy7mDEyFvh8Uh1zngWU7eMktRSiX6t73cWYuejsWjVbbbXNh48nnieNpqC+DmZky2i0LLTN4/Q9OkPE4bWh46MkJZNM61g1loGsqXj6wgJmtw3hyzywGCmlsGC9i1l38q0S8y6matLRYhdlooUXHsKngGEZtzdVq/P0yXaX5yMSSF6jWiHlPhKGpCkrlpv9st220mu3EbUvuu25hoYaZmTImp0uR+/2lS04C4H+f7DZx00xPl6AoCvYfXgQAOGbyPqlKv7hUD4zLpaU67C71v5bp75MGx7UaZmB/OzcORe6/5F7/+YUqag0TxazB/U7XNRWlcgOTU+TaNEP7jD1e9xrNzJTRaJpwmHlkN9DF6wX3+pSrTWgKuLZtNttot21MT5ew5I6Fiws177nkgVo3MQygUnNQ59inUTIx4P67buqocGzTZ+lIA6jU0XUfuYYDOqou1VS0Yj7LO7c7EaCqSlcx7ajbVicmJvCBD3wAn/vc53DNNdcAIAP9H//xH2NpaQmmaeLrX/86LrvsMpxxxhnYu3cv9u/fD8uy8O1vfxsXX3wx1q5di3Q6jUcffRQAcM899+Diiy+GYRg455xzcN999wV+fqKDvsTDtlUAmI+wDpptO5AYpusaV81jvdn2LFQAoKoqHIZI75ss4Q//5hE8tz+6zm9uqYGZxYaXGseL+VLDVbkU7tqxyfkavvrdF/BDZhK7HJhtC488Pw2zbSf2PKvU28hnDaiqgnN2jOHJPXOxjZ2Xg7r7AsumdYwMZDCz2FiWtY5atvrdNgJpQ4utV6Of3bZuAABwZKaKIt2OxtdHbEtqKqKtLTQmPcq6+v1HD+Gr33mB70Qi8PTeefz1v+7G7/6vn2J6oR7oRZZJaWgw9i2vVYc78aShOevcWqw4y1cYpGeWhm3r+pEyVDz24mzXz1PQvxs18U15tXL+97XebKNSNzHSHz/Bpsccrs3iiXTPZfTA80vbhmx26x0BonDlszoqdROO4+CZffNY56p0PJY+gIxj44NENexqW211D8yJaigOkMk7te+xNZNUTYzaJ60bT+mqV8NJYbYt4fY4jSap1+wamBP6jrCLX6MDJN12fCjrWfmj8NAzk5hdamC+RMaEGXdSGte6AEBsYI6hq+jLGZgvB98lzZaFXRsH0TQt/OtP/N6DzVDNVdpQE5+BUrWFcs30LMRA/H3sOP6aibZle/ZaurDXbbu2ZcNB0NrXl0/FlhhUGEszTbo1dJUZC7ofo+M4ME3bqwk86JL5oX4/MKdtOYEgHHqvLjlzDQBgy5o+aKqKscEsphZqaJkWvnTP017fR68WM2LcyHq2VXdMS7Ctdgux8SzXbTvWPhq7bai20+Jt1dFhW+WzZqZTGhx01pvy2Fb1UCAMd82jobntlRzm+oi1v7Bs8rzw2lbp8ZL+kMn9KIPb+WVLTQHradi2Gm7DlbStA1L+wvPMRULQtspaT3kTTH1rbPfnhQ3tWSnb6omOo04e77zzTjSbTdx2221eW47HHnsM733ve/Gud70L11xzDXbt2oW3ve1tSKfTuO222/DBD34QV199NU466STPyvq5z30Of/Inf4KrrroK9XodN998MwDg937v93DXXXfh6quvxiOPPIL/+l//69E+xRVHpQt5jArNaVvBInUjJuktjFqzjVzG34cWqnmk9YhxdSP0hdmt/UMUqLK6a9MgphbqgYnsUqWJux/Y0zFRoKmPcURWFE+8NId6k7wI4mpJAfKCaZqWNxE7b9cY2paNJ17iIw4iaLjHk3FDapqmhdIyWg7QiRPtQRcmVSwWK5Q8EoXQAbzGy5kYogIEQyrC6MunMNKfiWxr8cSeWfz7zw/13DfziZdmkTJUnLl1BLbjeLV8AHnZt5hjpS9SOnmlx0tJhl+vlkAe3XNNGRpOO2kYP39hhqttRbdUv6h909rS0YF4dS/ttYbwt3Mch5DHLmmrdFt2knlwmrQNOWlNUB0uuP0IJ+drmC81cdZ2Up/FQ7Bsx0G1YWKoLw1dU2PJo22Tmp6uNY9dWnXQZ5NOphXAay8QVfNI7fJn7xjDcwcWAuPMX923G3/2jScSzy14DG1kU0yQTMS1CUf703rSbFoP/Dsu/XSx0vQW2Y7MVt0au2CbCBZR748wBvsymA8tmjVaFjav7sP5J4/jB48f9sblcHBLytACix1RoO+G9Ywt2GsjlbAtJbVs2wugO3n0ElOZyW5fLhUbmMO2cjk8WyU9Jd16aSA5FIqSVfpepuc76BJe75iZcy1VW8hndFx61looALa5i2vjg1lMLdTx7L4FtEy747pHkRu6WEKJmtfXMnTc9HXePTDHvS+m5e2Tu6cg08bCcRxCHjlIgxYKzOElZeH749c8CgTm2IKBOUxNvEdyuYmcP3Y13fRSXtDgm2Yo2DAJhua3zRBpD6IzdZYAeR7S3HWWfksSuiDAs4jAwk6No7r5o2iNXsW3gcK8M7hrHt0F2YQ+j4G6REkeARwD2+onP/lJfPKTn4z83Y033tjxswsvvBDf/OY3O36+c+dO3H333R0/X7t2Lf72b/92+Qd6HIG+/PNZ/3Z5AQARL8O2ZSOd8h92EjCQPKmtNdpYO+LvQ1ERmAzT5sVxyXP0hTm9UIdl21yF8vTzAHDuzjE8s3ceB6crnkp1z4/24oePH8G5O8e8dEoA3gv1xYNLLlle3jrIT5+d8gbn2aUG4gLJaehHwZ3kbVnbj8FiGj97bhoXnJJstxVB3Ws9oHtk6Ln987jg5N72w/ZqBHxS5ThOR23wkmvXosojAC9oJ92lcXZSIhutzQmjWm/DAfDI7mm89Zz1Hb8/MlvF9x49hHdftr2jzslxHDyxZxanbBrCLdefineWmxgo+CuFaUPDAkNK6aSTvsjpaioNKvHUv8S0VRtDRfLZs7eP4tHnZ/Dy4RK2rutuyW11UR79iYm/b5qy2408pnQSXMJe21abTGi7teoAyPPFLpjQ8KDNq0N1VRkd1bqJnz5LLHlnbR/FNx/cx5VE2Wi24TiEwBRzBsox5JESpm5pq3pMYE6zZWHQramh2xdyBrJpEmATpzzmMzrO3jGKHz8ziT2Hl7zwoRcOLaJSIy0+eGu4aasOGiQTfoZsmygWLKnJpHUoAEb7M973MHxPWDy5Z87795HZWkBRjOpnSVtkFLpMqIeK6YDSSVMk0ykNl52zHj95ZgoPPT2Jt5y9rmNizxKGOBx01bz1jFU5rp1EGHNL5LtLk0vDLQSiYLY7lau+fCrQsodFuW4indLQbtuBcDrewBxKVocZ5VFTFfTlU5itt/xwIMtXfmjbpPHBHD71n87B6iEy/owP5vDUy/N49HlS/0y/X90WnWivx3BgTvi4+Vp1+GMQJSq9tIXwUjY53s3es2D7Chk5Fj4iR99F5ZoJRYlX2VmwBAcgZFDXlK7EGvCfqWbL8oLNuINvaOs023aVR77rSo5XIWmrEUm0XbfTFbTbjtuzU6BVRyiNttW2uRRddtu25Xjbi+ZgQFFQ2/op7o/3ojzSlFUx5XGFWnWc4DjqyqOEOKJWjtMpjUwWm1HqjxOwrWZSOlfse9i2qqlB5XFijiiKcauwlDxatoNZgWTQ6YU6UrqK09x6MbqqvlBu4sGnSO+68Co8JY9N0/Imu7x4/sACHmcshrWGiSf2zOIit9YyrgUK4FuI2Z6b5+wYw9N757xG7isFeo7ZlIat6whJ/ckzvacHl6qkloq+NDMhyw+LxUoL2bSGwWLae+7oi8Nf1e48X9LYOf7llE1paERYfOl1fTii0T1Aens98NjhSGXy4HQF86UmzthKlLDBYjpAhomy5p9jeIWZvvjXCtpWm6avIJ2+ZQSaquDnL8x03YbuX9fUyEmK3zfP3zetq+lmW1UUBamQgsi7Qp0xtAAB3HukhL6c4U2EKfJZA5MLNdz/0wM4e8eokG21QoMiMgbyGSPQ8oMFVf+7Ed442yJrW6XKY3+eTA6KWcNL1GQxt0RSbHduGISqKHjata5W6ibmS0202nZiH8tStYXvPHzQndjZbj86xVXkgtfGn/j547OqKMhl9MDiQPiesHjipVkM9aXRl0/hyGzVG2uz6ehxnqpt+S614UPFTMC2Sp+jjKFh8+o+bF5dxL///BBRs0O2VV7lcagv7bUlAcSVx8E+V8XjsLuy7UQo+nIplOvR/T4rdRP9uRSG3H3Qc1NVBbqmxjo0KOg5UOVxdqmBgULKG4eilMelastbBN60qs9blBsbyqJt2fjZbkoe24F9RC06ZVMaNFXx9kf/Vvi4aRlKN4JEx8NW2/KeV17FydA17xzp/eFRnKJ6CpL9JrsmAP95rTZM5NJ6IgEEWILjp4ny2DLZ9wPbE5QHdOyyXPupwXldAaLOti2H2Se/Cmg7jreYyEt0FUUh/UmZViYiVlmAqLqW7UBRuj9zKwKW4KmcyiNVKDladfjbSOURkOTxhEC1TrLI2BevqihIp6InGG0rqP6cvGkQ+6fKmO9CihzHQa3ZRjbD1jwqYPtw+8pjNEk6OFPxbDoTAtbV6YU6RgezGCySCRG1NX734YPeyyR8nqy1VdS6+s0H9+FL9zztTQof3j2NtuXgjWesQX8+FdmCgqISIo8Ata46eHj3yraFoeecdV+GF5wyjqdfno9Um3lAV7opwrWLtu1PDJcqTW/iTesHaZ84SnyilcfuVpxMSo9WHhsmNFXBi4eWIp9TujBRj9iWWobP2BIdVkNqO/3nxat5ZGyr2bTuPbv8tlVfRchldOzaNIhHX5hOrEslTaWjr1EqQnmcWawjndK62g6BTsJBJ45JymM6Fax9Xaw0vdo7FvmMgaVKC1CAd755G1SV9JDlsa2yddvdlEe2zjcOccpjg7HoUuWx31WgC9lU5D7nSw0M9WWQy+jYvKaI590k3EPTfssg2p8wDj984gj+4fsv4tHnycIBvd4pQ+1QHv16peA9ufrCjV7tG/0b0bZwG8/uW8AZW0awdiSPw7NVLwRl8+pi5NhQrZNFwW5OkKG+NOpNy1+UowsP7rm8+ax1mJir4bn9Cx1WvTSP8jhd8RYbKOgEM6oe/5Hd016PyYVSE4aueuOPFqrFioLXYiKkPDpOdO1rpdZCMWd4BJ7dLm0kP+P0/IeKadBvzQCTLEnHGpYoh8djCloXbLZtZNP+c9DNsTBYTAeU5Ti7LY/yaHjjny1Mjgw3MIjdl87hQNJUBQp6sa36KiBAFtO7jR0sFEUJtCMzLT5y5I3Rps19nBTss9vm3B+F4TqjeunzCMBb3OY9VnK8akCZ5SW7rPJI3nf8++wVjsraVvn6PDqe8tidPLJ1l5I8EkjyeAKgUjeRy+gdAz6ZYESrP6xV5OwdJHGWTm6i0GhZcBx0KI90lbbZsjxFLmpS02i1MbNQx7k7yb4m5/jJ48xi3UuM3ThexN7JMvZNlvCDxw97ds1O8kj+f3wwi90x5PHJPbOYmOvslVapkwCGr//7S5heqOHuB/Zgw3gBm1YVMdKlfybg11oWGCJ/0po+bFpVxLcf2tfRn285oBM52qfvwlNWwXYcPPzcdOAzf/2vz3VdGKBYqra8sByACVlxX0b3/Ohl/P5fPQzHcbBYbXnWT3pvaGCOErNwQUMjuq2IRk2KbdtBrdHG2TtIsuQjEerjQTfhMep5f/ylOWxe3RcbAx7uBUYXJGgj7cFCGlvW9Pmr9iKBOQwJOHv7KGYWGx7Rjd2uC8GOUh5nF+sBS2McSPPqHpRH955Q0ltvWZG2UWqbv/b1mzyFJdxDMw5Vxnqfz8Yrj9RJkeVQHq0O5dHvaUlrJgfcZ7aQM2Jsq01PYd2+bgB7J0pomVbgHh6e6d5vkfbE/N6jBwH4xDWlax2kylfEgvf/qvM3BpJ6M2kytocXIp4/uICmaeH0LcNYM5LHkbkqZhbr6HOJTzlCeaw0zK6WVcBX9WjdYyP07Jy3awyFrIF//ekB7ztIf2fo3ZVHs21jcq4WCMsh28Urj1//9xdxz3+87B5TI+Am4LG7Rlk8KVGLVmdJ716fPDK24lSwZjoK9PwzKc1bWGTHI10nx84S5VItOB5TjLuLdbqm4owtI973uJtj4arzN+KTN53j/X9sn0eH37ZqsoE5nPbKlO73eaT3h0d5VBSFKGu238we4AjMCZ0ncR/wV2PpmuKTI5OvHpDdZ5SToOv+3OtOv18iNY+ae6yihNUjj+58QiikR1X8wByBgB+/F6/tBqAdhQq5gPLIRx7BGZhDe0gC0rZKIcnjCYBK3Yz08GdSeocSY7YtLJSbnooCkCj+daMFPPJ8tCUQ8IkKm/ynKgpsh3jl2RCcKPJ4aKYKB8CODQMoZA3u0BzbcTC9WPde2htXFXBktopP//UjaLdt/MLFJ7n7DJKGWrMNRQHO3DaClw4vRabKffmeZ7ykOhaVuomUoeLnL8zgtq/+HADwm9efCkVRMJxAHqPqTxVFwS++aQvmSk384Ocrk/4KsOTRTQMdLWD9WAE/fmbS+8z/feII/u8TE4nqq207mFqoBZ6LTEh5nF6oY2q+hiNzNaI8FkLKIzMBzaQ6k1rblgMH6Gr9iVrwqDVJveOWNf3YMFbosK6Wai0vwCds016qtrB3ooQzt0arjoCvrNGJOJ3c0Jfqe67ZhVuuP9X7vE/g4ifEpH4kSJS30mTaiAULFt2svaqiBFbvAWKB61bvSJEOKY/0/iTXPNL0QLJPQsI6tzn1pGGcs3MMl7sNusk+1cQwEYAQGICol8Ws0VGbZ7YtmG3br/PtMtnQQsmMZHu/Ro+eE+BP4Mk+g6Sh1mij3mxjqJ98Ztv6AVi2g70TJRycrqCYMzA2kO2qPDqOg5ePLEEBsOdwKbDvlKGiGSJGnvWQY1LsOJ2W8mf2zkPXVOzcOIg1buubFw4uYWQgi2KMLbNSayWq1kNu7zjat86zpqZ8gvi212/CM3vn8W8PHyQkxp0Ip7qkrT67bx5f+eYzsGyngzzGpa06joNSzcT+qQpsx8E8Q/ABtmE6j22VUR7d8StKnS3XCcGm3zN2wSXFsUDiq4KaN06yddeG5hMy8l8L9aYVqTwOFNNIGSpO2TSIvnzKVx672AbTKc1b0AEQ6wrwyGM326qXtmoJp60GlEcrOM4mgTSzD9pWk0hr2LbaaFldk5rDIM3s3XtiiZFHYuuNdhLE7s9d+KLjnEjNo6GRelLeelB/O3Kva+4YzHsvAbLA2lPaKmPPbTTbie+glUCw5pFXeaS21e6fd6RttQOSPJ4AqNbNyJd/1ET88Gy1I20SAM7ZOYqXDi3FtqGgloZgqw4y6NiO41lWNVWJVH+8NL2xAlYN57jJ41KlBbNtewTlLWetwzvfsg3vv+4U/OFvnO+lfdZDpKHebCOb0rFr4xDaloOXDgWDECbna2iaFuoRdYjVuok3nrYGYwNZlKomfvP6UzHmWoWG+zOYKzViUzO9wJzQ/Th50xBO3jSIb/94f2TtIwmgSE68ZUFteOwq8YWnrMLLR0rYP1mGZdv43iNE7UhqFfLioUWUa6ZXVwp02lbpNX5u3zyWKv6q+Ou2jeJ120YCE7goxYknPCDKtspaGs/dNYY9R0qeFQ9AQAUKP3u0PpaGnESBjVYH/EknnShkUnpgZZTUq6kd9WosLJvE7rOrv/S7E35Ww2ia3e0/qVBi4cxSHSNdmlZThFNTG2bb+3k30JX6uvcctCPTTk/ZNITfvP7UwAQraWJNCbsX2pI1iPLYMAPfsT/9xpP463/dHajzjUM4yAFgavRozWOHbbVTeaS1dPS5pmPNCwcXcXC6gvVjBawdJdbQOMwtNVCqmXjjGazl1FUejSjl0U2vTJiE0b8RJuaESKWRNjSsGSZj1uR8DSP9GfTH2DIr9TYHeQwqj97CA/N8X37uevzypVvd9i/BZyBKeXz+wAI+9w+P4/kDC7j83PU4a3uwZ2Wc8thouQsJTeJmmSs1vOMD+GoemwLKo+M4qNRNFLOpSNtqLqNHBhGx8FNJVa82nFUew+caTr5moSoKbrnuVLzzLdvIIp1pwXYcmILpnFGtmHjaJhiM8tg0bWhu3ScPDE1F2x032xz7YqEzymPTtKEovkU9DmF7br0ppjxqqurbVkNOkjj4gTk2t0Lq7c89H7oIKlrzaK2EbVUkpEcldZY0bId3n6w9lxD6o6E8+vtweG2rGl9gDlUeHSUVTF59DUOSxxMAcS9/EucefDnQdhobQg24z94xBgeIDfSglga25pEO+rbt4MhcFZqqYNVwLlJ5PDhdQS6tY7gvg1VDOUy55DGp/mvabcxLyWN/IY3Lz12P83aNY3ww5xf+h0hDo0l6wW11m82H2z/Q/6+FSFXLjR8fKKbwkV85A7fe+Drs2jTk/X6kLwPLdkhtVwQqdVKbFzWI3nDJFlTqZkAZpPjc3z+Gv7n/+fgLEQEyiQ/u56LTV6O/kMJXvvkMHnxqEnNuq4Eo8nj3A3s8RfKR3TMwdBVnMApdxiD3mpIMuhr62Iuz5Bq5k5+Nq4r44A2nByYQUbZVnvqYTIpMNFki7alSWR3n7hr3jpfi4JRPHsPEbKGcHCYTXp2mdTVGlwlR2OoahvcCZyZzlDxGBQKxSAoVIqSDtl4gbRhGBpJfhhmjt8Cc8ASs0Wojw7l6n0nFX6dqw8Rv/el/4Mk9c94CQS6jo5g14DgILLJML9Tx+Euz3s+6TTbYXmkU9JpTskMdFDR9tZgzUG9aAcJBrd60BUQ+Y2DtaB67Dyzi8GzVJY8FTM3XY+3oL7thXW963RpPWaMENqoWkDcpMS6UqlxrefbxNSP+CvjoQNZTvMLKWqWerDwOuLV69Jo0QsojxZXnb8B7rz0Zl5273vtZKuI8AdLPVQHwmfdfiHe+ZVsHAaG28TAJZI//5SMlLFaaGGQWrrz+c12sslH1gXHksWXaMNu2qzz6dmyKzav7sHeixKV0GrrmKZwB5TF0rqWqGTimMM7YOoLxoVxgESEpyTqMqAU+uqjb7XlIMc4LEcIAAIaheQTZEgjMAaiF1K95TBlaslU/ZFut96A8WgFlTUB5NC1hWy+dU9V7sJAabnhNs20FlP8k0O+ZX/MooDx6Ca/E2cF7bXVmjK63jo7yyIbaJCmJHZ9LrHkkf1taVn1I8ngCoFI3A2E5FJmU1mHj2z9VRialYSRkc1s7ksfq4Ry+9eBe/P33XuwgW5RkRSqPNgnLGRvMIp8xIm1qB6fLWDdWgKIoWDWUw1K1hUrdxB/97aP4m3+LJ000Hn4sxpZHe22FiUqtSXz0uYyOXFrHbKjmb797fmFSxQbejA3mAq0oAGDYVXjirKtVl8hHvdQ2rSpCU5UOdddxHOyfruBnz017L5tqw8TeiRIOzVRiA4jqESt2hayB9117CqYWavg/9+/G+FAOhq52kKq2ZeO+n+zHnf/yLJotC4+8MI3TThoOrMp2Ko/kOGgNaX8hfjUuE7GqTZNQo+p4vO1C+wR8VSqfITbBTauK+NlzfvjQwemK98ILX6v5UhOK0v1Yw+TItGyoipJY99MtBCSKKNPecOEFizC62c/Ivn3Vk6dNB0U4+CasxsWBvSe245DQCc7V+3AYEYv5UhP1ZhuPPD+NSsNEJqVB11Rv4srWPdaaxEK6+8CCe0zJgTnsZN4LB3K/LxtXFXHzlTu8BN6CqwaxqhxdeGEV9e3rBrB7P+n3uH6sgHWjediO4yVNh/HykRIMXcW60QIuOm01AN/eHaXI0UWBpElqXJ++cs30gmOKuZS3r5H+jJfcGa575FEedU1FMZ/yvsPdFh4uOGUV3v6Gzd7/xymP+yfLGB/KBXoHs4gKkSHH79+jJ/bMwnGA4T6mftBr6xC/MDnlvldYxZKEBikdvXLLdbeFUdbwFH6WDOxYP4BW28a+ieA7kwXbGoQqjwNdlEdKYLuNlUDwOTDb/A3e6bbhMfrh56Yx0p/pWFxmkfKO1QokSvPA0FjbKn9gDkDuq+nZVu3Awlwc/IVBarkXrHlU/ZpHXtsqvQdNN42WRyGlUBQFmqow5FEsvKZtOWi14gPXomCEah55racAta06vjMt5rvccaxMYI7I+2Q5WI5tNTGd1a2ndPT4781rDZI8ngCoNPhtqwenKtgwVoisafj1q3dh46o+/OCxw/jyPU8Hflf3BgdGeVT8VMOJuRpWD+ejA08cB4dmqt7K+6ohsjrz9e+/iJePlPDQUxOxtsrpxTpURfFW/6MQtc960y/CjqpTpApsHHksxAyCftR6dDx/nIUYIC+GXEbvIA/VRhvNFnkRP/XyHBzHwe13PYE/+D+P4L/d+TN8/Cs/ibTGNWIsODs3DuLtb9gMxyFWsmxa91RDdp8AmcD/+b1PY6nSwjk7g7axdGiCSmsT6JRsoMvEJp3SOmLg6T0It3hgQSf3jQB5DCbYnrtrDPsmy54qfXC6gi1uw/pwje98uYGBQrprkqQ3ATP94InERtCp7nbMqKAERVGQTWuJFmIzIbWOVR5pIvBoF2XVO+aYmsd0woubnaA2WxYcdFf+wscapzzSGpvn9i0Evjc0vIWmnxLCSq7ZE24Pw+6tOvxG2xT0vOl2qqLgTWeu9e4zJVxsu475UgOaqgQm8NvW93vP/7pRojwC8YmrL0+UsHG8CF1T8eaz1+L//ZUzsXo4712bOOUxOcSo83sCuMoj02uNtpcZGch6iiRLjigB4Ol7l8/o3iSRd+EB8ENSwlb/fZNlbGJ684bhEaqQokctnWlD83paDgWUx862F2Hsmyh1EFdFIX0Xw8ojtaQWcgbyGR3FnBEY42nP4ecPxteV++mubM1jfNoqVVf7EvrmZRjXhEiDd3os7BhWqrXw7L4FnH/yeFdFj5KLpmkHEqV5YLCBObao8qh6jhTefoT+wiB5bhvN6HrtOJCQHmpb5QuEocSt1bLcuvdkhTSwT1Xx3mMi91N3bavNNn+vRrod0GPNo0pqHr1yAmHlkdSx8zpZloVAqA1fq47W6JWo7PgMrPz2rp+jaatSefQhyeNxjrZFGvUWsp2TuXD9mG07pFZnPPqFvXVtPz78y2fgTWeu6Vh99WyrEcpjq21heqGONSO5SMK6UGqi2bI8GxUljw8+PYnRgQxabRuPvRhtl50rkSS9bjUVmbQe0efRV+WG+zKB3oyO43jKaphsUKJSjEkfHHEnKXG9HqsNs2u/tFxa9wZpCjYJ9eHd03jixRm8fKSEq87fgN+49mQAwGe/9vOOlM5uxf/XvmETPv7us3DJmWsIeQyTZKa32xN75rzkPhaZkOWn1rQCNZF9MemlQPSqNj3P4S5Eh77Y2ftSCdWR0sTeh3dPw2zbmJirYvPqPuhaZ73tfKnp9WaLQ4qxGQHkO5W0UkyseN1satFBCVH3ImrbbjVvbL2l3+Oxl5rHzrq1uO3I59s+CROyrUaTbDqmzJUa2DdZ9twT9D7ThRxKWOm/w3W+YUQpT0kWXbrPckB5JGMPu6/trhNBUxWsGcljfDALXVMiE1fblo39k2WctKbP3UbFKZt9C3xkq45lKI+246BcN9GX98eu1e6YO+rWPAJBW2bFVfWLHOSRXfjy0lY5JuJhBwM9hoVyExu7kccYEkiDjU7eNOgdB6sg0u9uVIsPir0TJWxe3bnvvlwqwtbrvhOypC/j77zrdXjb6zd6vy/mUlg7ksfzbuuQKPjBKSrGh3JI6WpQLQ0R5SVX4WXvZRTYsg2S7sw/ZcuEFvgefX4GtuPgPLc0IA6UXJhty61v5Z/4p3RSQ2jbjre4021hjwWxSNLkUz6CpGsqNFVB07S9VlMi9XWaytpW+WpKfeXRTnSRRO5TU7zFMqHkU02B6aatCpFHN+m31oPaSa3E9QhnWjewymP9KCmPUFQ4intuSX0bXTh6EfUNtwBJ5J/aVlUZlkMhyeNxjko9OLFmQePcKaYX62iaVldLCkAmCfVmO5DK1822OuGG8HjKY7iOwlWIKGkcG8xCde0ZH7rhdIz0Z/DjmOb2i+WmFxMfhzjlMRdSHml95dxSA9VGO5pU0WblMZMp2k8vrtdjXPItRTbdqTxSIrphrIAnXprD33/nefQXUrj+jZtx4SmrcOuNZ0HXVPz5vSE1uBUdXAIQZWXbugHSYDytdeyTrqbf8KYt0FQFp5001PFSZSd9VP0ZH8ph7SgZIAcSrKBh0jBbaiBtaF3JdbRt1a2Hc49vpD+Lk9b04UdPTeLpvXNeUmMmpXfYtOfLTQwWu6tylDzRZ8hs295kLg5RqhGLuLh08swlJDMmKY9M64PFchP5jM41iY+qeVTAl+wJkFV7Op7wrt53C8xhaxon5mpeQnE+pALSz9EFnaR9RwXmVELPUBhU7WRtq/NLjQ7Hw1BfBiP9GawezkPXVOiaitXDeRyKII+HZ6ow27ZHHsNI6RqaoVpJ3vTKqFrvat2E4xCSQ/G6rSPYsX4Aw/2kV6WqKAFy1O39EUYubXQojzzEwQ+K8o91nxtk1VV5NFQoCjpcE/T42dYlUcqjFdOqY6HcxGKlhc2rO+9LMW90KI8VRnkEgLWjhYC6CxD18cVDS7GhZyZT+3b+rnF85pbXB1TPTtuqiWxaT7QQegp00xJq0g6Qe8e2GPnZs1NYPZzDutHuE2DaDqTVttFqC9pWmfOktnJeS6emBZM9ec+VvovC7gMe6K4VlB4zj6WTElZa8yhCxgBCpukzbwgqiCQwpzfbarWnmkcVpuUwyiMfCWSTlEkN/VEgj4BvL02yoQrCUWTNYxiSPB7niGpKT5FJ6WhbfsQ+VdvCSath0Jca+9KuN9pIGWpAAaTk8TG3Cfvm1X2RaZm0pyMlj7qm4nXbRnDtGzZh7WgBF5yyCs/um/fqaVjMl5teqEUcsimtI4SkzgxIw30ZNFqWR6D2u5bVHesHAi8xgG8y1a3XY7XR7koeKTFnMe/WVl1x/gY0TQvP7p3HFedu8F5Uq4ZyuODkccwsNgIBQ40mn90jilTR89yyph+3/upZuPGyTltGSlehIGxX1HD6lmEUskbXVcaoOlSqAnaz8Ph2PGZS3CALAawCdNX5GzG31MD//MenAMAlj8HFEsdxsBBKYow81nBgjmV3Dcuh59fVtupNroN/h0t55Kl5ZGpjeSb+9JhNJoyo0bKQSmldY/kB30rcNC2P+IrVPHZXHulkjp5HMaQ80uv1um2jXPtmwxgo9k6Q2sNVw9Evd7pPtl3HnJtcGsavXrYdv3TpFu//Vw/nMDnfSR73umE5USQFiFEeOaP9oxZZ6IIQ65o49aRh3HrjWdBUMuEv5oItSTxLeJcFHYoca1ttWdA1vpRNqiizxHz/JLk2G7q8i1RFQT5jeDXPFKVqC/mMji0uKc+mg2nI9JjilMdu96U/Qnksc7wTdmwYQLNleeUQYTSZmkc1ZIUGGNsqVR5rrdiwHBas5V6kVQIQLC1YKDfxwsFFnL+ru2XVO15Ddfs8ijV4ZxVWSzBt1WDJo4C6Rmu96btBWHm0WfLINyWmi2YtwZpQgCiPdJwVUx5pqw4x5ZEGjNV7SVt1lccoZ1r3ffrBQI7Db3ddLnx7KWdgDi+o8qhL5ZFCksfjHHTyEVVYH7Y2HZiqeHarbqATiSqjDNSaZgdZoDWPDz41ie3r+rFqKOdNFtn6lqn5GtIpLaBUfeAdp3mhCheeMg7HISufLBzHIcpjwuQ/irDW3bRVwE/apITvwFSZKHPr+91z88+ThzzSdh1RqHSpeQSobbVTedQ1FefuJI22izkDb3rdmsBn8lnDSzXzz9Fvet4NuQjCwk6Itq7rj6wpVRTFszqyK4vXX7QZ//0953WdZIR7JwLk+nezrALRdryoOtKzd4zitvddgItOW40d6wcwPpTtUPWqjTZabbtrvSwQFZjjJE4SiHVUrBUAQBY6eGyr3SaBbM1jtdHmDinwlWQad89nOWOV2brgBKwbyaaTldO3EAWJkoxMSoOmKt53kX4/z9g6DF1TEicaviXKvz8vHV7C5lXFWLJDF3womXIcB4uVJgYixp4zt44E7du5lGf/ZDG1UIOhq7FJv+kuNY9JE86omkdKCotdSEcxl/KSPIHui49h5BjXhIhdkb5P2HFv32QZ44PZxOcol9G99kcUpZqJYi6FNSNE/Q3b0qmSZXUhj5qqYEOoryRArl2pagbGrUq9RRwcXQj2Dlr3eGAx8vdm2/LcNlGICsxJCssBgqm7pP6wt7TVl48swQFw2pbh7hu5SLn9GpuCypqf1Gp5ip5Qn0d3m6bJf670POs9KI+apvh1lgJqJ+1tKloTCpCQHvqOEKt5JOE+LdPiChOi8JXHHmoeXcLaq22VLniJhBgtC7TukTdtlRM+KZXkkUKSx+Mcm1YX8ZvXn4pt7suLhVc/5n6xD0yVsdZ94XZDznvZM2mHjXbHi54qQfVmG5e8bi3ZZ7pzRXxyvoZVg7lYsrF6OI91owU8+fJc4Oe1JnkhJpLHtBZQSc02eTGxtlXAJ4/7p8pYPZzzXs7sZL5aN5F2Ux/jMBKywVK03NCCrjWPEYE586UGhvtIXeevXbkTH37XWR2DqUfomcltvdXmWrGLssrSmsck1YoqiPTFm00RK1UyoQ82lgcISR5JInIRdrxKw/QsjSyG+jJ4zzW7PGUlrDx6rRaSlMdQbWe7bSd+R7opakB0E3KAtLoJ2/DCMBOsYCSAxFUe69HXJvKYQwprs2Ul1jsCwQlqI6QW8uzTsp3INga1ZhvplIZTN7vk0X0WFUUJ9F2kz+5AIY0ztoxg1VCyrQ7wlceWaWH/ZBlb3D6NcdukU5pHAhstC5btcKm6hayBerPdYVmcKzUx1JeJHfdo/Rd7bcyYWtkwolp1eMpjl2PuzxsBZS2uL20UqPLoOA4aZpvLKk22c4k5Qx73T5W71jtS5DNGYDuApMX25VPQNRU71vd7QWwUvroVbVvdN1HC2pF85KS+L5dyA0CCim4hq3dV6PsLaYwP5fBCTN1jy7RdG24MeQzVd5aqvMqjv4iwnD6PdDGRh7AC7hjUg7JmBJRH8cCcNlN/mNQLlcKzrXpjl0jaasi2KkRYbWEiBwR7Swqpup7yKEZY6WKLX/MoGtLj+I4UQdsqnc9069u7kvBaaqwweaR2WEjbqoejtBwg0StURcE5boBIGNnQ6vTB6QpOZQIb4kBJF/vSrjfbHSuvdPUon9Fxzg5iKfP6TjGF6ZPzNWxZGz9xA4DRgYyXHElBW1qIKo+10EA2zITc0LCcXRuH/OvDTBQqdTM2aZVisEhCfqqNYMQ9j2qZSxue4kIxV/Jrq87eMYrR0SJmZoKx73lmAjbURyYjjsNnHwzXvgJkspBJadypoqI1DWlGrTJ0Mkmp1M1EFTBKUanW25GtaMLIpnUviRHw7cCJymPIAsgTyU7aD3QjjzHKY0LNo207aFtOYp9HmmBaa7Q9O3gSwiS54YbPJMHQSe1ZwLYq+By0TKuDkNfcuuSTNw1CUYBBxpnAkkf22bvl+lOTswtUBQrgTfr2TZZh2Q62rR3oul0h4++TTmqSxgKAUS0b7UA65txSAyNd6rXDQU0A3B5t3dvEAHDrLZVAfbmnPHZJ6CzmU5haWPL+v5pQ480il9FhOyR0pDflkVzTUq2F+VITm86OtvMGts3qgZYtdHuaIvvBG07vIGS09UOU8ug4DvZOlGPfmV6oUK3lve8qNdNr5dINa4ZzHe8wiqTWEjS0JKA8cuyTtS/z1uRR0LHdcRz/eee0wBtu3TWve4GCjmtm2+6pVUfQtspJ5DzbKh27xJTHpml5C6FJ5QzePl1XQattC9lk6T4peklbFe29yfZ5VMCvBNNjbbu2VUXhC9Ci2wH+osXRq3l0FcIVVx5pzaNUHimk8ngCg6qAjRZZFV+qthJtg4BPVOoB22obuXTwxUInOG84bbX30uoMH7Ewt9TA+GD3AuVC1ggkHQI+eRxIqHkMB+Z4k02XiBRzBgxdxVypgdmlBhYrLZy0ps8b1MO21aQXaLgmi8KbiHWZcGYzOlqhOsv5UrNr+wqg01ZH1SueQTeXJjWPdsCKZcYmyrKg/Rob3gSeX3ECfEI2X05OWgVibKuN7iFE7LbsdnSfSWmrvSiPKV3lbNURtq3qbp1HtCri9YPrVvPIpK1WG2ZXOx0LLz3XvUZNk488Kori9YwVrRuiNZ9hWzlAxpdcWsdQXwa//+vn4Q1uH0QgnjyqqsJVk8XazV48tAgA2LK2O1kpZA1PiQsn/HYDVX7DJGeu1N2mnQrdD4Aoj7wEILxoFlXzGEZfLuV9jh6zrqlcagNdVKw12miaNrf6HFYeD7hhOdzKY0TNI7XmpozOBTCPiEWQx+mFOmrNdmTSKkACc+g+KMoc7wSAXPfwO4wiqUZPU0nIimnZMNtkMp6UtAoEF+lEkz3ThgrHIWNOpW4ipavcihWtu26JqlxsYI6g8qgF0lb59+vZVntRHt3AHDOmDCEOKUP1ax6FlUf/eojWH7Ytp6femwD5XndTx+O2pa06sqnu6nzgWNVjpTxS2ypf2io3KCmV5NGDJI8nMFgVx4tk51jNzHk1j0HbaniSOjqQRSFr4FLXskr2GbRTTS3U4QCxQRUUhZzhpgX6k2pKHpNsh5lUMAgkrJIpbp/IuaWGV5OyY8OA9/uwbTWq7QkLOjmr1DpXxIHuq/i5EGFtWzYWy8ntJPKhe+ITZD7bqoOQwlozUcgmPwt0dVq0IN579lyCxdPjEXBDepTOFEkeBYgEA7G21SY0VUm0f+ma4sa5M8pjwoQm7dYdxpFAv1VHODCH2DjDjc8pmjGkk4WhazDd6Plag0+VBTptqw1O2yrgXtse6obCxJxFrdlG1n2u148VAuccsK3SHrNCioHqKRsvHVrCqqFc4tjHqlwitYD02WRJjtm2UKq2uj7v9Nlgr41IemXa0ALf6VKthVxa77rwUcwZnnII0IUZnWvCSElgrdlGs9XmVjeyaRLKRMeuWddOnrSgCJBxj30PtS27Q+ENQ1WCyjOLvZPdQ4zo3w22MzG5WpkUcylUambkmNDiCFvR3R6IVEHmsa2qqoKUoaLRarsLDyKtOnyXUFJKeBjEeUHSVkVULra202vVwal0GSHbKi+xSrtEzqvXFql5VEkdIR2vea8vfT+IBgoBwevBa5MFfMWw3mz31Oex3myLJ8O65Jrtq823HRlv6Dgrqs72DCVFVEcBgswDxyWjjta9k8FrCZI8nsBgVRzf0sRnTwKCAQe1iMFh8+o+/NmHLsI4Y5sLpwBOzZOk1dUJdUrFbAptywmspC9S5TGBPIbtuVENa0f60pgrNfD8wQUUsgbWjOS9iStLHsscL1GviXkole/ZvfPQVKWjBoeFF1vvXtuFchMOkklVIRtcvff77SUPuvS+BeqjOJXHtKvmeZYfgZRNwH8OaMBQ0nkSlctPh/UIEkddXyYVrH2dL7t9+hJeFIqiECtoS0B5NPxJUBTigk+i2hawMDn6/KUNFQ4IWXDAR3AAtp5UTHkk+/QVaNqiQmSfUT0xa41219YZrPKoa6qQJU93J32O4+Clw0vY2qXe0dsnQ1hFWljkI5wIPJbp8HcEEAvlyKSDYUTlWvJ3mhKSJXfsqtTbXAszQPC90BCwxilu2Ax9n5SryfZaf5+kPQh1TVDVtBuxUhQFuq5G1tkenqlCVeJD41jbKkWl1uIaKwtZA5btRNrSedJBDbdmjVrvecgjQBwFVfcaiahcdGxqtixU621uyypAxqdGi2QLiKhcXmBO2/Lq+nTOtFXNTfZ0HMdVHgVsq2yrDuG0VVuYPKZ0ss+mYCsTwL8euqZwK3nk8/TaCibguts5EAvLocfoKY8C15Xu82jbVh3VWPl6RwDQMiid8hU01ty48n/7BIUkjycw2MAc39LEoTYZJO2QEhXHcQJ9E1mEV6zpIEAVikmXPI5x2FaB0ASs3EQxZyROVMPBQFH1ebTX4/MHFrF9Pel/SFcgax3KY5JtlVxD1qLkOA4e3j2NXZsGu25PCSvdpxfqkmDn9Goew1Y+TuWR3SdAlUdO26ppeRM/fuXRj5AHCHlUFQUDRb46HvqirzXbhCBx1jy2XEUOcFuDJCw8BPbJKo9JtaBdFDWAkCWiaAb/TibiXgS2o6Sza6sOsm+qzPO0WYg65marLaA8+sFJIjVDvq2u83xrzXjLbSHrOxGIZb6HFXHbxuR8DdVGG1sTaq4BQgLpmEdVRBHyyCpkVF2LS1oFmMk7qzwK2PHCAVHlWqtr0irgkyNK4Kp1k/v5CdhWOetlvW0ZBbFUoz0Mk6cXhQx1TbjEk6pyCWSOTmrDmJyrYWwwG/tOKeQMKPCVR9txCMHmJI8ASWcNg6cHo+Eqj8LkMaV7LhiRBZaw8ihCHlO66r2LRNSqqD6PvMoj7SlIw6y4HReh0gvRPo+W5Qj3t6WEtWXaPfR5JHMqkXtJjpW1u4qEGLE1lqL79JVHIWeIe470GRK5J8uCYsDRVrbHI0VzzbtgZ9Ykf/A1AkkeT2D4ipOY8uitFLuDLRnoHa7aqvBkcXK+hoFCKpF0RDXpXqwkt+kA/Ak5SziAYGz0cF8GpZqJ2aUGdmwYAMBcH/fzVOVKeolGKY/7JsuYXWrg3B3RQQwU7AQM4FfkSI9NxavFEgkuoZN9Vu3inSyQsIG2+MszrDwuNTFYTHWQqSiwk2I64eRVHgH/2ZsvdTZ5j0OKaZvQMq3El6gfdhKjPMZE2PtW6WjS6a9wdwvMIdfQJ498k6hwzSNvYA5Arm3TTVvlVZ8BlrB2Xqd604pXHhkVp95sI8t5jhTUbvbyEWJTTArsAmiyp+kSBv7nrhDRx5DHpk2fj6DyyF8jlQn1Ui1z2Cv782Q8pQSFt54YYJTHpomGaQlN+PKs8lhrJZI/f5/utXW3LXGEAgHB5u4sJuZrWN2lhEJTVeSzBko1PzjJdhxvwbAb6Ls1qu6RV3lst22PuPIE5gDku0mvi1irDrceuQfbqmFo3vMusojg9bNsM2qeQNqqxSizvMmwNPmUhLfxuyYAX3lcqtB98i1Gpt1WHWbbErKeAj6ZFq2VZM9LRHlkybtoMiwNMYpK4+++XTAwR+SdsiyoqZWvd5SIhCSPJzDYybSI8ghQu1AwKp+nh0/Ytjo5X+NKg/SbdPsv3oVyE4MJYTnsPn3baqc9hQ2uoD25aFAE/Xy1YXLZANOGhpShBiaLj+yehqYqeN320a7b5kLK41yJr65TCTXMbggE5tCBmZ5ny7TQNC3OwBwSylFrtpFJaYkpkN52oedgrtRIJMj+tn4QiIh9kF0ssR2HPD8JtaTePt2JuOM4WKq20F/o/j2JUo1YxNWuebbVmHYdlIymu0w4OpTHXlt1CNpWGy1C5DI9KI/hfoaO40TWUVOwKk4vyqPuBubMu9dobCD52StkDTgOWdip1Ik6xrPYEa7pAwh5VJTulvt0qnNRR0SpyKT0APEsV1uJ47tnW/XIY5ufPIaVR4N/wpfL+GFEbOBNEuizXWO2BZJVOTaZk8KybUzN17B6uHsJRV8+5Smzi5Q0JIwHALwa8nAtPOD2JeRUHnnPkSKd0rxtRFt1AECr1Zvy2EtrB8Pw01aXqi3omirQ3oEEwixVyHe6j+OeAOT6kFpZU1jhojV9i1WyT/5WJhrqrq2Xt6WIt09PeeydPIrUPLL9R0WJLhlnnUD9Og/ouNpskXRp0XPtFY5iwFFfGeVRIghJHk9gaKrq1SaUvb5+/BYlauESsSyGWy1Mzde5yKOvPPpq3kKZT3n0ax5dYhVR80iJSz6jYx1Tk8j2QBQhKsWs4RFdXssq0FnzNl9qoC9ncA32eSYNshfbar2H8/TqRZqW0MpiOmRbnS81Eq25FKxtlZJlHnUtYNOutmDZDoaKfPukK8XVRhtty0lM+PUmXjHtOuLsh969aMSQR/fvdXuZ9qo8sq6AtkXcBNy21TQJzGm0LDHlMURYKWj8fdwz5ZPHNuqCq9oAGfvaloPFShP5jM5lx6JjY7VhcgVnUSiKgnxW90LJALJYMlhMd1U5aDjLgpsKDLiqN+cEjlXoqb0yKaGz6Noy6QScN4wKYOzvjbbQwgNAg29c5bFudg28CW4XDCMqVd2ax0TlsdO2OrPYgGU7XZVH8rcNryaUXqek8QBgHSmd5JH0bu1+vXSd1DyWqi1k05qAfVn3FBwRi6S3eNGyUG3wP+9kP72pXKzyuFhpYqCQ4k73pAsCvSiPALBUaQkrXJpLjkoCiwiA3x4EECNygE8eRbcL2FaFSSBVO8VtqwD5TouM0SQ1m/xbJP12uXC0PBxdhtocDUjyeIKDROy3SRBMhm8lHQjajCjp4LKtpvxo/krdRKVuBgJ14sBOFgHysq3UTT7bKiUqTd+2Suo2/XOlyuO2dQOBIvRMWvfOT6TOqZBNeSRs/5RrWY3pHcYiHEY0J2CtzGf8NMiqAKEPk0c6ueFNW21bjqfE8IK1rdo2UQH5lcco2ypf2ipAnj2qOCWl2HrH66qdi95kMUl57G5bbcbZViPUJhYtjkh4+jvRmke2XyNVAtMCAUjNFkks7OU5CLfq8BNUeZVHsQkGXRFfLDcTA7co8oz9VFSJIa4ANjAn+XvdX0hBgW9xBcikmrv5OVsb7AamJNkrdU1FIWegVG15feh4lWtdU5FOaVistuA43dXxMPJu8A1AFFJe22o4Zbpca0HXlMS62yjb6sRcFUBy8ndfPuUpeVR5TBoPgM4WTvsmS/jJM5MA+IKQPOWx1uIm1wC1lCcvOoWRZsYRx+HraUrBjk8iJIeSmlabWEF5SDmFrqnkO13pjTwuVltCrgmAsa26KinvOMTe616J3HKUR9GEV0o8e7XKNlvxJQhJ24rU0C8X1e1/gPKuPz1q+3stQ5LHExxUxSFJfPwvJJKOJ25b1VRiBW22LG9SNNKfbBPIpkmPIKo8LtCXtgB5pFZAkvwVHJAGi2msHs7h3F1BgpdL+wmdQspjzvDU3H0TZQDAyRuHErdLG8TiVmuSfc0t8ds5SU2Wr1j251Nc9RtezWPoPHn7PALAQqUpFHHOqlyLlSYs23nFbavsc+AFEQkoj02TJY8JyiOtV4u1rdqRk2sv4Tei7yHg2zu7B+aQ39FjzXFO+mi/xmbL9q4vLwGg40ijKVbrFmdb9caUmGNna6BFk/wAqjzaWKy0MMA5yfQSjV3yKFIDRpRHJjBnqYGRhOdd11QU86kAeWwKKY/+96RU5a9p78+nsFRtcfWlDSOX1rHgfrdEFAMamGPZtpv0zF8+AfiLZaUaseYmqVW6Wz/IYnKOL/mb9MKk5NG1K3KWT+iagrL7Drv/pwfwN//2vJsOmtxagqatlqotbssqEKw5FOvzSLajY6VQzWNAeRTvKWi2LU955AUlOPOlBjRVEU6ZXqo0hVUuugixVG2hP8+vkrLkTbz9xfKIHNCDaunuS1glZdROUfJIFdajVu8IwMpvh1U87ajt77UMSR5PcGTdCUal1uJKjKPIMUTFUwl4m5G7yhF9KQ33J794VUVBIeunxtE2Hb0E5kRNNjVVxR/9xgW48JRVgZ9nGeVRqLdbzretzrkvM55jVRSyal5rkEbxQspj1k8sFAmDoYTVUx7r/BNN+uJdLDeFbSm0UfKst4jASR7TrG2VnC/Pi8kPQGL2yVHrBvj23CVOpcFbQY9NW422qfn1pzGtOmiIBIfyOF9uIh3RJL37cWtomm1PteSZFAOuuuH2+xSJVTdiakO5lceaSZRHgXoagFEeK01udcMnj21h5bHA1PR5SjvH8z5YTGNuqe79P0nl5Fceac9QLxCNg3R45FFgvKPIZXTv2RFRN/IZUk86u9SA4/DX8+U9pwateTS5ttU1xWtCT3Fkror+QirxWerLp1BvkrCTpUoL2bTOda6KopB2LzV/YZDWi7faya0l2LRVEfLILuaI9Xkk29HQNtGaR+/fIm0hmLTVxUqTe/wBfHI0V2qgL5/ibmNB712pago3o6fBWzx18CxSLKEXDcxReyWPvaWtAj6p73U7QLxXI72fRy1pVeKoQpLHExyUyJVrfI2OKahtlUblA/yDA7VT0bh6XpJTyKW82o0Fjzwmb9sZmMOvVBDyGFK5OFbii4xtdXbJ7SfIGSZDk2xLNRMt08YoJ8FhA3PmSk0Mc1oyKWGtN9zzrImreaVqS7gXU8a1Os4sksnxyABfoXrQtkosizzXllUe55YayKY17tVQasvkVRp4WnVEvYhVVUHa0JJtqzzKY7nJbTmkoMFAooSeLiJU6mITMFVR3LTD4HVKssJTJ8JStYWWafegPCpe+Ai3bZWxHVYb/LWAdFtKxkSU9sFCOqA8CqWtRgWicXynqS2Tkt2CADHPpXXPEi6atgr46h/PwhVAiImhq37NI6elM055XM1RQsGGCi1WxdSxQjbl3Qv6/ptdbMBsJ7f/YdNWxcijf//ELKS9k0e2hlg0nEXXyP2sNy1B5ZFcP5ITIKDMusdnO47wO0zXVNgOsb/z2mQBBKzn4q06qG21t/pDQCwBl912OcpjL2M0cPR6PEocXUjyeIIjk9ZRb1lCViGATOpsx0HTtPyJHnePP6J2zpcaSOkqN2llV2098sixMkmbltOgHNKLjpM8ppiax4YJTU2upwGI8thoWTDbNuaWGtyTcADIpQ3UG23MCpKqfNZA0yT7nC/zK48AuSesbVUBn12NvngdQDjxMu32TpxdakBBcjsS9ljbluMl5PESJDZtdda1A3PbjFxlbbHMpzQkturoEpCRTceTR5PDtmowxDWXFmthkU5paJk2Zl21i1sNZiaooi/7tKEGUkGBZCu86obQ0IUH4YmJpmLJJXG8ymMurZMef7UW6k1LTHnMGl47iXk3QbkX5VG0zyNA6o3KnC0sANJuYKnaEnJaUOQzRk8tGqj9lPb9FXkX5dkekdUWF/HUNRVt2695dBwHE3PJSauAH8ZTrplEHRMgDcUcuT5UtQSAiXlSa5k0ppBwuzaqjTZ3mw6gd+WRvDcVb/FCSHlk1DQR2ypAjnHGfeZFah4pUZlbagipgOxz2ovyCADz5YbQcxCsCRVt1UEDc5ZhW+2ReC6nzlJceVR62k7ixIAkjyc4MikyUa3UTO7VXiAYy74oaI+jytFcqYkhgQl8MetPTBbcffIWU7MJnaLKI5u2ms/oXMdbZGqyRNpQAL7ySF+go5wTeKoQTC/U0DJtoX2y9tyyW88louaRf4uSBtJKYHaxjoFiWuj5AdzQpZrJ38fQC05qk5ozjlpb/1hJMNBcqcG1Gp7msa3GnC97L8JocgTmsL24RBISAao8tjGz2EAxZ3DfUzaVVXQClnKVx3Ktha988xlU6qaf4NxF9SpkDUy75FG4nkZTPEWFV91QVdLfdsolOGKkijzrbcvGbIkcM8/izkAxjXLNRMu0YNk2LNsRUB7ZPr78dcx9+RTMto2ZRbfWTUBhZcdVMdsq2Y5eW97AHLItKaFomRYWy02Mciy2hZXHkmt/TgrLAYLK41KFX7kG3Fr4uuktIADAxCw556TxT9dVLJTF2nQAwTFa1HaYNjSP5PZa8yiqVhm66i0KiVxbapEs1fisyxTsc9qL8giQNlciFluWUPeatipM5HT/fS4amGPovSW8srZV8THaDcyRttVXJSR5PMGRSZEaFdtxBFd7/aCCibkqVg/nuEkgVR5JGAz/gFvIGYwVtI6hvrTAPn2ro0hfuGxa8xJBRUIyqJq6WGlikbO+iSLnElY6eRNRHgHgwHQFAH+SKNmnr3ZVavz1XOyqrejLgRL6GUFlliWBk/M1jA3yXR9PgW5ZhNCL7NN9aU4t1LhWw1OM+heFZhcFKYo8ti0btu3AbFtQFH8C0W3fgNjEHyC1OE3TwtxSXeieBFbvRZXHFGnS/czeefz02Sk8vXeOK4SrkDW8SaZwkp/qp22KqBv5rIGphbq3f16wYTteUBgHeaT9XRcrTU/FFlUeKXnMpXWuAC2q2hxx00dFrM+szVhkgkq385RHgcl/3g1vm1qowwESW20Ana06JmbJua7hUh7JvSxVW27gksA7LGugUmt5llXAv85J99VwLZIAf5IoELwPolbHdEqDA0BR+DMNgKCyJdrHMKWr3ruPN8wKCFokxa6P/50Q7vOo9rbPgPLYo5onrB6qLGHtdZ+9qaSAeGqqtK2+uiHJ4wmOTErzQjiElEcmqOAIp92HgloARUJdAPfFWzfhOA4Oz1SxdpS/Hw+bPFhvtrkVlZxndWy7vd34LbYAadPhgN+SCbhqp2tb7cunuCdhlCgcnKLkUYAchWo7ecOTlrNqS5+D2aW6kApIQ2WWai3MLjWwZoT/2cumNcyVGqg320L3hAYczCzWuZQqXVOhqYpXoxgGsa12UR4ZG2fbsvHRLz+Ebz/4stckvtuiCbsiLRokkzEIkZsRVGaDCrTYJIHUvrZx2J3AH5mtot5oI6WrXclOIWt4z6y4bdW/fiLksZA1MLVQ8/7NC7Ze8shsDQOFFJetkyovC+Wmt3Am4rYAgIbZJrY6ToWVToInZqvQ3BpcXrAkXqzmkVyfibkaFEWsLUQuY6BSb/utNjjqFsOtOiZc0spDPKmqNTlXQ9uyhSyShSxRSWfcBYhMSsOEW+fJE5gTPgYeBGsexZVHgNwf3gCa8H5EG8sbuuoRexHlkSVHQuSRuT699HnsaZ89tjIBlqM8LiNttceax+XZVqXy+GqGJI8nONgXvAh5pC/7uVIDC+Um1owkv3TZfZZrJpaqLaEJfCFreH2cphfrWDcqRhoarm2sZdr89ZnUntts48hcjcsSBfg1O/snSZsOIeXRta3OLjW4LauArxAcmHb3KWKVZW2rAuFJ7MREdGUxY2io1k0slJvcoUBkn2Q/Lx8pAQDWCpDHTErD4RkyyRRSO92XZtvir5FLRdTyAXCj+eNTM8PK48RcDUuVFp54YZakbSZMxihxBcSsZgAh9PUmCRTiTaKl21GILiKkXMJK78vhmSpqTbOrZRUIkjdRkhxQDAQn/1QB7IU8VhttQlyoUAAAHWRJREFUHJwuY8N4kWs7WtO9UG7igLsotH6Mb1uvHU7TwsHpCtaP8S220UnwkbkqClmD290BhJRHEfLojl1L1RaKnJZ5dtta08TkXA0KwNU3OKw8HpwqI5vWuchKytCQSWk46I6zIosP3nthqgxFAbas6fOsuomtOnolj8y4bHAozyw88ig4jtBzSemqEOkE/PM0dP6+iUCQHPVqIRVd+GLJUZ9I2iprW+1RzRNWD5nvVO9qZ+81j72O0aLlMBInBiR5PMHBfjGTGkizoBO7Pe4Ensfu4+9T81bRRUgVnaw9f2ABALBeUHmsN9ue+si7CkZfXkdmqyhVW9i8uo/vWF0iTns8itpWmy0LUws1bssq4BP6A1MV0iNOYDEgWNvZ4retMi8w0VXbdErDzCKJ5heykLr7oeRRSHlM6Z41TogcMSuu/ORRQ6vdSR5Nr24xevjMpTXvXgCkmTgAvHRosWutZHDf5DN5wRd22tCwWCZBMmLKY++r9zRt9dAMIUeEPCY3lWaf0V5XtQtZg8vKScFeTxE7J1XSFitNTMzVuIkcbe+zUGli/1QZqqJwL5pREj9famB2qYGNnISVTrzrTUuYNPRqW00bmjdZFLGsAn7K9MR8DcP9Ga796prqfQ8BYO9EGZtWFbmJTl8u5ZUHiKWtuu+FyTIGi2mMDuZgucE9icqj1iN5DNhWxaZslEyJ1k7T/YgqVey2AwX+volAsBVFrxbSXhNBAQjZl5enPPaWtqp56qEqdF0B/9qKB+aQ7Wiqtti2bqsOwUVpiRMDkjye4GC/mGLKIxlkXzq0BABYLaj+UIhYK+nx7XbJ41rOCRjdZ6PlJ8OKBOYAwLP7yD43reKbgBUyBhTAmxDzNqMHfGI+X2oKqWOUPFbqJoYF6kEB2juRtF4Rsa0GXryiRCWleTU8oz1YJPccXoKuKdw1j3RbOlkTUWZZFYVXqUrrWmTaaish9CaTCiqPVL2eLzUws9TgmjTQz/SiPFIzn4jqHQjM6SF1t1QlFuRMSsPMYh2L5WbiSjX7jPY66RNRjYDg9RRTHsnxvXhwCZbtcCuP2bSObFp3lccyVo/khGseX3DH6A2cY1cuo/vKteB3mk33FZksKori3W+RNguAG0ZkWjg0XeEKvAGItZUE3jRhtsnCBe/CIEDIGw0hElG56Dvs0HQFI32ZwPjOqzymU5rQtaXPgaGLkwb6rInYiMl27rEKqmOAT5JFrivQu21VVRTveEWJCmtbFSH07HdY9Br12ufRI/SCpJPdtlcCmE13L7WIAj1P0cVIiRMDkjye4GC/mCKBOVk3tv7QTAW6pgjaDv19CgXmuMro7v2LSBuacMhKo9X2Uxy5A3PIsT63fwGaqnArBqqqIO/abPsLKaEVO1Zx4bXJkmPVvJVzEVJO99m2HByZq6FtOdxkl4bQAOKDPEs4RFRAOhmaXWpg1VDeW4nl2ta9tmlDE5r896Y8qpGBOTSBNe5FnEvraJk2LLeJ+f7Jskde906U+JRHnSqPYpO+4D0RSKNdVuquhqUqSXQ8a/soHBBlJqnNCDuhFSWs9JkdKIoRFfrM6JrYSjq9D8/unwcAbBBY+Bruz2ChTJTHDZyWVcC/ly8cXAQAbuVRVRRvIiz6/FACmNJVIesp2ZbsS2QRk93uyGwVq4f4FjF3bBgEAOw+sIgD0xVYtoPNq/mvLUsURIgKfX4s28FwfyawgMVjRwcg1KYD8L+PomSDbEuVR7F7QhevelEe6TaiCzt6j7ZewB+LRccuSljzGV3oHU/3pwBCzgeAsa2K2l3d76MoAQSW36qjl3YbslXHqxuSPJ7goC+HTIq/1QZAJhiZtA7HITUmQhN4ZqI5KKDIUaVherGOtaN5oVqKbJoE5jy337W8ck7e6KT04HQFa0fyQi9DOgniSVVkwSouIuoPu3ovoqoB/gD946cnAQCnbxnm3pbez14UJ4C81ESUWbambq1A3SvgH+tIP3+LGCBIjnhDHNKGFtmqo5nQq5Hei3qTtGc4OF3B+bvGoChwax6Tr7MfdCGqBve2sMN+p4WfA+Z8zts1DoCEBCX9HToepFOa0PgDLEN5dIlKXrAWMJMitsyJuRrShoZRAbV8uD+D/ZNlLFVa2MipHgJkoqcqiudEECEAlBCJWHMBf+FLtAk54D+rwsqje4y8SasAsHFVAZmUhucPLHilBULKI/PsiUxu2QXa4f5swK6f5Cig72dhYsQoj6KgY414zeMybKt0YUfADgz4ZCOlq8K1i3QM6rXPo+g90TUFqqLA6MVC2qNt1bcSiz8HvQfm9E4ANWlbfVVDkscTHHSQFV3tBfyXvUjSKuAP1KKKHBvisk6g3hHwbas/fW4KG1cVMTbIN8lgB71NAivTgL9aK1LPBwSVRxH1B/Bf8iJtOgBfNfzxM5NYN5oXUjy9F69oqw53u6G+tJBKwU4MROodAf8YRe9JQHnknCjQIJgwklou0JdlvdnGxGwNrbaNHRsGsWaEPPM83xmjR+WRWqgGCimhyQltKK5AfGU7nfLDGE7eNOhNVHIJx06/X6JtOujxAuLkke5TVIlRFMX7bq4bE1v4Gu7PYtZt77FxnH/cUxTF+67w2mQpKHkUPU/6TuhF3cj3qDyyzzgvedRUFdvXD+C5A4vYN1FCX87w6kt5QMmCSCsJIFg7OBJSHtMJ3+teySN9BnqxK9IxWvQ5oGNb0jlFgZ7noKjyqPnXR5SQpb1F9N56EYqOI4prle3lnvQamOPZXZdB6HsNzOmJPErb6qsar0ry+K1vfQtXX301LrvsMnz1q1891ofzioIOlgWBsBwKqnKt4Xxhh/cpqo7R1XsAQkmr7D73T5Zx3q4x7u2C5JF/ZRrwV5l7VQFVRREmgYVlKo8L5SbO3DYitK2vPIrXPAIQCmYBfKICAOsEySM9VmHy6G6XS+vcL9845ZGG6MQH5lDlsY19br3jplVFbF03QLbjCszpVXl074ngogVAzjfTQ20LJRqrR/LQNdVLbuYNzOmFPNIJ2KCguuGRR0FSzm4rYj0Fgs+qKAmk91NEsQT8ut5ebauiyg/ZF9m2l8AcilUCC5k7Nwxiar6Gp/bOY9PqPqHnlo7toqTB0DXvngz3ZdBfSPlhJEl9Ht3vvYhNFvDHS9GWGYD//AiTR6py9fAceOcprDz2th3ALoD2VvMoek/oPnupCe21VYeiKMJ2ewpd7414eguBy1jg62UskTj+8aojj1NTU7j99tvxta99Dffeey++/vWv46WXXjrWh/WKgaocvSmPZBtR9YfuU7QuT1EUz6rWi/JIce5OfvKY0v22B5tXiZHHnpVHdxI11JcWtuN5yqPgPtmX5uu2jQptm06RWkvRVUk6MRGpl6WgiwFrBBcR6CqmSL0s4E8uRPqOpQwVzYg+j57y2KVVB0DI4/7JMtKGhvHBHLau73f/bvLL1EtbFZz0ZYzerg9A7kkvser02tKFgLWuwpoYmOOe23JWtcUDc3T3v707NXgt8xTD7uLK2GBWXN2n5FGQdPa5yZHCz49bC9/LBHU5gTkAmaD2CbzHdm0kdY8iKdoUlCz0QlSog2akP+MuEJLvWtL4aWi9KY8A+W72UvOY7lF59AJWlhHOIlzzqFIiJ7YdsJyax95sqwAZo3tRAemcoDfVUl2ebbXHtiK92VZlzeOrGa868vjQQw/hggsuwMDAAHK5HK644grcf//9x/qwXjHQyXQv5JGuJonaVj31R1BVA/yX2DrBCRglrCet6RNSuqj1S9dU4fo6r+ZR2LZKthOxjlLkl6k8DhRSwipF2tB6SlPziYr4edIaXZGUVrpdL/tM6SoUiNXhpPQY5TEhMIetedw3VcKG8QJUVcEWAeUxrRNCL177Q/52r/eklxc9vQ5r3QUh6ipIWq3Ou4nGy6mnEVkMAHzFUbR1AeAvtq0XsJ4C/uKTKAEE/MmwsPLoBeaInSethe+l5pHalMVrHsl2q0dyQmPQ+rGC94yJhOUAjG1VkOAA/nuBukroWJ0YmNOjbRVwx0vBYBbAX+ATXUTQNTWQYioCSop6DczpVQVMGeIhT9oy1c5e6lC1HttmAITs9kToe6x5NJajPKp+urDEqw+vuiWB6elpjI76ysvY2BiefPLJY3hEryz8msfebKuKAqwaEpzAG75tRxTFrIH+Qkp4JZROos4TUB0psmkdY4Mp4VQ0usIsbM9Na1DQm/pDJ6hDgpNiOgE/c+uIcFPnnkmDZ5HsReXSkMvkhF/2NGxH9J4oioJUShNa1U4bpAXFZ7/288DPS27Ef9zEil7Lu3+4B1PzNVx61loAwJa1RHlMsreRz6jIZ/Uean/IvkWCmih6tRfR54AuztD/JimPqkoCokSbTwOsStEbUelFeSxkDSiKuGuCkscNgqQTIPekP58Snoj7gTm9LSr2ojwWPNuqoFWWLmJyJq1SqKqC7esH8PhLs9gk6CqhBLAX8ljIptx6fz+8S1OVRJeJpzz28K5OpzSucaNjux6VR4CMQb1ZJHsNzFkGeUxpPdXWaT2OIwC5torg+4vdZ08Kot6j2rnMPo/ZTG/7zKQ04fmIxImBVx15dByn42ciE7DhYfEX/EpidFRsBdVxHFx/yRa88cy1wtteceFmrBkvYs3qAaHtBgbzeOu5G/Dm8zdhdEisXvKaN25BpdYSPtbzsim86eV5XPumbcIrt9e/aSuG+jLC+3zTeRuxUDNx6o5xYeL5i2/ZhrN2jMXuM+7nb71gEwb6s1i7ZkBof0NDeVx23gZcf8kW4fO86g2bMb1QF94uX8zg0rNncPHZG4R7er394i3IpHXhfb7xrPU4NFvDWaesEk6ru+HSbdi1aZB7n5eeuwHTSw2vlyXFYJ+GTWv6sGvraOQxDA7l8YYz1mCx3MTIQBZXX3SSt89fuWw7TjtpJPEYrrhwM3ZsGha+PsX+LN58znq86byNwrbyt73xJADiY9CFaQMvHC7hwjPXIZvW8fq+LJ7cu4DXn7kOgwnH8Itv2Y6Nq4rC+7z4nA2omza2bR4RWoBYznh5+YWbsHZVEesEv5sDbQtvOXc9rnzDSRgVdHlcfdFJqPYwXr4hl8ZzBxdx3mlrEoOLwviFS7dibDArvM9Lzt2AhZqJXVtGPUWHF7/45m04e2f8eBmHX7psOzavG8CWTfzp0gAZL6+4YCMuPW+D8D6veeNJmGHGy6svOgmrx+KfYfpzOl6+/nXrhN9h1128Bfms0dN4eXiuhtN2jAsTh1988zbs2jgkvM9Lz90A3dCwYd2g2NzLdvC2N2zGWy7YJLzPK1+/Gbs2i4+XfQM5vPmc9bj47A2JY1UYb3vjSVAURfgd//q0gRePlHD6zlXC5PwXLtmKjav7xOcy525E03Kwab3YPaHj5cWvEx8vLzt/E9atEj/WEx2vlfNVnCi2dQLjn//5n/HII4/gj/7ojwAAX/ziF+E4Dn7rt36La/u5uQps+9hcktHRImZmysdk3xJHD/I+vzYh7/trE/K+v3Yh7/1rE/K+vzbxarrvqqp0FdNedTWPr3/96/HjH/8Y8/PzqNfr+M53voOLL774WB+WhISEhISEhISEhITECY1XnW11fHwcH/7wh3HzzTfDNE384i/+Ik4//fRjfVgSEhISEhISEhISEhInNF515BEArr32Wlx77bXH+jAkJCQkJCQkJCQkJCReNXjV2VYlJCQkJCQkJCQkJCQkVh6SPEpISEhISEhISEhISEgkQpJHCQkJCQkJCQkJCQkJiURI8ighISEhISEhISEhISGRCEkeJSQkJCQkJCQkJCQkJBIhyaOEhISEhISEhISEhIREIiR5lJCQkJCQkJCQkJCQkEiEJI8SEhISEhISEhISEhISiZDkUUJCQkJCQkJCQkJCQiIRkjxKSEhISEhISEhISEhIJEKSRwkJCQkJCQkJCQkJCYlE6Mf6AI43qKrymt6/xNGBvM+vTcj7/tqEvO+vXch7/9qEvO+vTbxa7nvSeSiO4zhH6VgkJCQkJCQkJCQkJCQkTlBI26qEhISEhISEhISEhIREIiR5lJCQkJCQkJCQkJCQkEiEJI8SEhISEhISEhISEhISiZDkUUJCQkJCQkJCQkJCQiIRkjxKSEhISEhISEhISEhIJEKSRwkJCQkJCQkJCQkJCYlESPIoISEhISEhISEhISEhkQhJHiUkJCQkJCQkJCQkJCQSIcmjhISEhISEhISEhISERCIkeVwB3HHHHbjmmmtwzTXX4LOf/SwA4KGHHsK1116Lyy+/HLfffnvHNrfeeiv+6Z/+KfCzu+++Gx/72Mdi93PkyBHceOONuPLKK3HLLbegWq0KbS/RO471PX7ppZfwzne+E29/+9tx00034fDhwyt4dhJxONb3/eGHH8b555+P6667Dtdddx0+/vGPr+DZScThWN/3d7zjHd49v+KKK3DyySdjdnZ2Bc9QohuO9f3ft28f3v3ud+Paa6/FTTfdhL17967g2UnE4Wjdd4o/+7M/w//8n/8z8LMHH3wQv/Zrv7aMs5AQwUrc80cffRQ33HADrrvuOvzar/1a7Pzsueeeww033IArrrgCv/u7v4t2ux34fdTzcNzCkVgWHnzwQedXfuVXnGaz6bRaLefmm292vvWtbzmXXHKJc+DAAcc0Tec973mP88ADDziO4ziTk5PO+973Puf00093/vEf/9FxHMdpNBrO//gf/8M588wznVtvvTV2X+9973udb3/7247jOM4dd9zhfPaznxXaXqI3HA/3+N3vfrfzwx/+0HEcx/na177mfOQjH3klT1nCOT7u+5133un8+Z//+St8phIsjof7zuKjH/2o8+Uvf/kVOFOJKBwP9/+d73yn97cee+wx5+1vf/srecoSztG976VSyfn4xz/unH766c4XvvAFx3Ecx7Is584773TOO+88593vfvcrf8ISK3LPHcdxLr30Uue5555zHMdxvvGNbzjvf//7I/d3zTXXOI899pjjOI7z8Y9/3PnqV7/qOE7083C8QyqPy8To6Cg+9rGPIZVKwTAMbNmyBfv27cPGjRuxfv166LqOa6+9Fvfffz8A4Fvf+hbe8pa34KqrrvL+xsMPPwzbtvHRj340dj+maeLhhx/GFVdcAYCsTNO/ybO9RO84Hu7xX/3VX+Hiiy+Gbds4cuQI+vr6XsEzlgCOj/v+1FNP4cEHH8T111+P97///ZiYmHgFz1gCOD7uO8WPf/xj7N69G7/xG7/xCpypRBSOh/v/3HPP4corrwQAnHnmmZiensbBgwdfqVOWwNG77wDw/e9/H5s2bcKv//qvez/bs2cP9uzZgz/4gz94ZU5QogMrcc9brRb+y3/5L9i5cycAYMeOHZHv6cOHD6PRaODMM88EEPy+Rz0PxzskeVwmtm3b5j0M+/btw3333QdFUTA6Oup9ZmxsDFNTUwCA//yf/zN+6Zd+KfA3LrroIvzO7/wOMplM7H4WFhZQKBSg6zoA8tDTv8mzvUTvOB7usa7rKJVKuPjii/H3f//3+OVf/uWVPEWJCBwP971YLOLmm2/GPffcg0suuQQf/vCHV/IUJSJwPNx3ii984Qv48Ic/DE3TVuLUJDhwPNz/k08+Gf/yL/8CgCwgLC4uYmZmZsXOUaITR+u+A8D111+P9773vYHv9bZt2/BHf/RH6O/vX6EzkkjCStzzVCqF6667DgBg2zbuuOMOvPWtb+3Y1/T0dODvst/3qOfheIckjyuEF198Ee95z3tw6623YsOGDR2/VxRlWX/fcZwV/5sSYjjW97ivrw8/+tGP8PnPfx633HILLMta1v4k+HAs7/unP/1p70X0rne9Cy+99BLK5fKy9ifBh2P9fX/xxRexsLCASy+9dFn7kegNx/L+33bbbfjOd76Dt7/97XjwwQexc+dOGIaxrP1J8OGVvu8Sxx9W4p63Wi389m//NtrtNt73vvd1/P7VNofXj/UBvBrw6KOP4kMf+hA+8YlP4JprrsHPfvazQLjB9PQ0xsbGhP8uXc0ASAF2pVKBZVnQNA0zMzM9/U2J3nCs7/F9992Hq666Coqi4OKLL0aj0cDS0hKGhoaWf3ISsTiW9922bXzlK1/pWJGkSoXEK4dj/X0HgO9973u4+uqrl3ciEj3hWN//druNL37xi0ilUrBtG3fddRfWrVu3/BOT6Iqjcd/vvffeFTlWiZXBStzzarWKW265BQMDA/jyl78MwzAwNTWF9773vQCIevn7v//7gb97os/h5SxkmZiYmMAHPvAB3H777bjwwgsBAGeccQb27t2L/fv3Y926dfj2t7+NG264QfhvhweZc845B/fddx+uvfZa3HPPPbj44otX5BwkuuN4uMf/+3//b+i6jssvvxw/+clPMDg4KInjK4xjfd9VVcV3v/tdbNy4EVdffTXuuecenHHGGchmsytyfhLRONb3neLxxx+XqYvHAMfD/b/99ttx9dVX46qrrsI3vvENnHrqqRgcHFz+yUnE4mjed4njAyt1zz/60Y9i48aN+PSnP+2piePj4x33PZ1O49FHH8XZZ599ws/hJXlcJu688040m03cdttt3s/e+c534rbbbsMHP/hBNJtNXHLJJV7x+3Lwe7/3e/jYxz6GL3/5y1i9ejU+//nPL/tvSiTjeLjHt912Gz71qU/hi1/8IorFIr7whS8se18S3XE83PfPfOYz3n0fGhryosQlXjkcD/cdAA4ePIjx8fFl70NCDMfD/f/t3/5t3HrrrbjjjjswPj6OP/mTP1n2viS642jed4njAytxz5999ll8//vfx9atW3H99dcDIErjX/7lX3Z89nOf+xw++clPolqt4uSTT8bNN9+84ud0tKA4UUZcCQkJCQkJCQkJCQkJCQkGMjBHQkJCQkJCQkJCQkJCIhGSPEpISEhISEhISEhISEgkQpJHCQkJCQkJCQkJCQkJiURI8ighISEhISEhISEhISGRCEkeJSQkJCQkJCQkJCQkJBIhW3VISEhISEi8gjh06BAuu+wybN++HQBg2zYMw8DNN9/sxbvH4Y477sDOnTvx1re+9SgcqYSEhISERHdI8ighISEhIfEKI5PJBJpGHz58GP/pP/0nZLNZXHHFFbHb/fSnP8XWrVuPxiFKSEhISEgkQpJHCQkJCQmJo4y1a9fiQx/6EO68805s374dn/70p1Gr1TA9PY2dO3fiT//0T3H33Xfj6aefxmc/+1lomoZLLrkEn/vc5/Dwww/DsiycfPLJ+OQnP4lCoXCsT0dCQkJC4jUCWfMoISEhISFxDLBz50688MILuOuuu3D99dfj61//Or7zne/g0KFDeOCBB3DjjTfi1FNPxe/8zu/gsssuw1/8xV9A0zT80z/9E775zW9ibGwMn/vc5471aUhISEhIvIYglUcJCQkJCYljAEVRkMlk8NGPfhQPPvgg/vIv/xL79u3D9PQ0arVax+cfeOABlMtlPPTQQwAA0zQxPDx8tA9bQkJCQuI1DEkeJSQkJCQkjgGeeuopbN++HR/5yEdgWRauuuoqvOlNb8LExAQcx+n4vG3b+MQnPoFLLrkEAFCtVtFsNo/2YUtISEhIvIYhbasSEhISEhJHGXv37sWXvvQlvOc978GPfvQjfOADH8DVV18NRVHwxBNPwLIsAICmaWi32wCAiy66CF/96lfRarVg2zY+9alP4fOf//yxPA0JCQkJidcYpPIoISEhISHxCqPRaOC6664DAKiqinQ6jY985CN405vehA9/+MP4wAc+gP7+fmSzWZx77rk4cOAAAODSSy/FZz7zGZimid/8zd/EZz7zGfzCL/wCLMvCrl278LGPfexYnpaEhISExGsMihPljZGQkJCQkJCQkJCQkJCQYCBtqxISEhISEhISEhISEhKJkORRQkJCQkJCQkJCQkJCIhGSPEpISEhISEhISEhISEgkQpJHCQkJCQkJCQkJCQkJiURI8ighISEhISEhISEhISGRCEkeJSQkJCQkJCQkJCQkJBIhyaOEhISEhISEhISEhIREIiR5lJCQkJCQkJCQkJCQkEjE/w9YzPZX28IKOgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f.plot(models=['simple_rnn','lstm','lstm_regularized'],ci=True,order_by='LevelTestSetRMSE',level=True,print_attr=['LevelTestSetRMSE'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "73882e28-2d2e-48ba-8c00-b82e0a255645",
   "metadata": {},
   "source": [
    "None of these models arrived at the level of the MLR or HWES models. That's not to say they couldn't if more time weren't spent with them. Theoretically, they can specify thousands of parameters and find the true long-term trends in the data that none of the other models would be capable of. For some datasets, this makes a big difference. But some datasets are too random to be fit effectively by one of these more advanced models. Sometimes the simplest is most accurate, fastest, and most interpretable."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bd42c2ef-8391-4f42-9354-afb95326fb49",
   "metadata": {},
   "source": [
    "### Combination Modeling\n",
    "\n",
    "[Back to top](#eCommerce-Example)  \n",
    "The last model concept we will explore is combination modeling. There are three types of combinations:\n",
    "- simple: a simple average of a group of models.\n",
    "- weighted: a weighted average of a group of models. Weights can be passed manually (as we do below) or set automatically based on a metric passed to the `determine_best_by` parameter.\n",
    "- splice: a splice of two or more models at one or more future splice points. All metrics, fitted values, and test-set metrics from this model will be identical to the simple average.\n",
    "\n",
    "We will be using simple and weighted average combination modeling only."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "id": "a3eb43fb-b3b3-4a0d-bd6e-db67ae58415d",
   "metadata": {},
   "outputs": [],
   "source": [
    "f.set_estimator('combo')\n",
    "f.manual_forecast(how='simple',models=['hwes','hwes_seasonal','arima_ma_terms','prophet','silverkite','simple_rnn','lstm','lstm_regularized'],call_me='avg_lvl_models')\n",
    "f.manual_forecast(how='weighted',models=_sklearn_estimators_,determine_best_by='ValidationMetricValue',call_me='weighted_differenced_models')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fae50766-1177-4c71-8e43-7b52d3ab55e7",
   "metadata": {},
   "source": [
    "It could be argued that combination modeling is prone to problems related to data leakage--we shouldn't select model combinations based based on their performance on the test set and then recompare them to the test set. By default, deterimine_best_by in both of these combination types is `'ValidationMetricValue'`. This is a way to ensure data leakage does not occur. Since we didn't tune all the models we want to combine in the first function, we simply write out the models we want to combine in a list.\n",
    "\n",
    "The weighted average model can accept weights as arguments that add to 0 or not--if not, they will be rebalanced to do so. If determine_best_by is specified, weights can be left to None and the weights will be chosen automatically. Again, be careful to not overfit models this way.\n",
    "\n",
    "All information available for other models, including fitted values and test-set metrics, are also available for these combo models."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "id": "feec7c40-362a-44c0-aff4-818c7ec20e8a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f.plot_test_set(models='top_5',order_by='LevelTestSetRMSE',level=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "91833218-9bcf-4653-9835-4bb588d4e044",
   "metadata": {},
   "source": [
    "Again, we see the usual suspects. One more time on future data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "id": "d3c16b2b-e8be-4edf-8b99-c67aee3b8be8",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "hwes_seasonal LevelTestSetRMSE: 29432.19251120192\n",
      "mlr LevelTestSetRMSE: 32487.009054880975\n",
      "prophet LevelTestSetRMSE: 34148.79734132142\n",
      "hwes LevelTestSetRMSE: 36031.56799119545\n",
      "lightgbm LevelTestSetRMSE: 36585.121542121844\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f.plot(models='top_5',order_by='LevelTestSetRMSE',print_attr=['LevelTestSetRMSE'],level=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a75d6ad4-d376-4ee6-ba37-5f86504cc4fa",
   "metadata": {},
   "source": [
    "And just as a grand finale, let's see all evaluated models plotted together:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "id": "f8675639-e7bc-4a14-9676-992ba4c94367",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "hwes_seasonal LevelTestSetRMSE: 29432.19251120192\n",
      "mlr LevelTestSetRMSE: 32487.009054880975\n",
      "prophet LevelTestSetRMSE: 34148.79734132142\n",
      "hwes LevelTestSetRMSE: 36031.56799119545\n",
      "lightgbm LevelTestSetRMSE: 36585.121542121844\n",
      "rf LevelTestSetRMSE: 37323.21380044613\n",
      "avg_lvl_models LevelTestSetRMSE: 37405.41340106671\n",
      "mlp LevelTestSetRMSE: 39120.33092263862\n",
      "simple_rnn LevelTestSetRMSE: 39136.43125093719\n",
      "elasticnet LevelTestSetRMSE: 39522.6929766469\n",
      "lstm LevelTestSetRMSE: 40525.52590577089\n",
      "lstm_regularized LevelTestSetRMSE: 42748.6379268873\n",
      "svr LevelTestSetRMSE: 44003.8044654691\n",
      "silverkite LevelTestSetRMSE: 44999.94290460528\n",
      "arima_ma_terms LevelTestSetRMSE: 46563.90435412486\n",
      "gbt LevelTestSetRMSE: 48686.507886779866\n",
      "weighted_differenced_models LevelTestSetRMSE: 60531.99069667154\n",
      "xgboost LevelTestSetRMSE: 62488.67436538539\n",
      "knn LevelTestSetRMSE: 92000.73638283063\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f.plot(order_by='LevelTestSetRMSE',print_attr=['LevelTestSetRMSE'],level=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "249027f4-9865-4649-ab68-c3ae86a3ae16",
   "metadata": {},
   "source": [
    "## Export Results\n",
    "\n",
    "[Back to top](#eCommerce-Example)  \n",
    "Now that we have models that offer interesting ranges of predictions (and a few that look pretty bad), let's export all available results to Excel to view later. The first function below exports a workbook with five tabs that offer information including forecasted values, level forecasted values, descriptive information about each model, and test-set prediction. The second two functions export feature info and validation grids, and they have to_excel in the method name because they automatically put each model's info on a seperate tab."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "id": "fa9770e1-085f-449d-8c55-08d514d2d1f0",
   "metadata": {},
   "outputs": [],
   "source": [
    "results = f.export(to_excel=True,determine_best_by='LevelTestSetRMSE',excel_name='eCommerce_results.xlsx')\n",
    "f.all_feature_info_to_excel(excel_name='eCommerce_feature_info.xlsx') \n",
    "f.all_validation_grids_to_excel(sort_by_metric_value=True,excel_name='eCommerce_validation_grids.xlsx')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7748b6d3-f746-4c83-b5c4-c0f6e0641abf",
   "metadata": {},
   "source": [
    "One of the most interesting of the exports above is the model summaries dataframe. It has many columns that you can view in the exported Excel workbook, but a sample of this dataframe is displayed below."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "id": "c8357ab9-7dff-424e-8401-5cc291ae6193",
   "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>ModelNickname</th>\n",
       "      <th>Estimator</th>\n",
       "      <th>HyperParams</th>\n",
       "      <th>LevelTestSetRMSE</th>\n",
       "      <th>LevelTestSetR2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>hwes_seasonal</td>\n",
       "      <td>hwes</td>\n",
       "      <td>{'trend': 'add', 'seasonal': 'add'}</td>\n",
       "      <td>29432.192511</td>\n",
       "      <td>0.354237</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>mlr</td>\n",
       "      <td>mlr</td>\n",
       "      <td>{}</td>\n",
       "      <td>32487.009055</td>\n",
       "      <td>0.213230</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>prophet</td>\n",
       "      <td>prophet</td>\n",
       "      <td>{}</td>\n",
       "      <td>34148.797341</td>\n",
       "      <td>0.130682</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>hwes</td>\n",
       "      <td>hwes</td>\n",
       "      <td>{'trend': 'add'}</td>\n",
       "      <td>36031.567991</td>\n",
       "      <td>0.032180</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>lightgbm</td>\n",
       "      <td>lightgbm</td>\n",
       "      <td>{'max_depth': 3}</td>\n",
       "      <td>36585.121542</td>\n",
       "      <td>0.002215</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>rf</td>\n",
       "      <td>rf</td>\n",
       "      <td>{'max_depth': 2, 'n_estimators': 1000}</td>\n",
       "      <td>37323.213800</td>\n",
       "      <td>-0.038451</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>avg_lvl_models</td>\n",
       "      <td>combo</td>\n",
       "      <td>{'how': 'simple', 'models': ['hwes', 'hwes_sea...</td>\n",
       "      <td>37405.413401</td>\n",
       "      <td>-0.043030</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>mlp</td>\n",
       "      <td>mlp</td>\n",
       "      <td>{'activation': 'tanh', 'hidden_layer_sizes': (...</td>\n",
       "      <td>39120.330923</td>\n",
       "      <td>-0.140862</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>simple_rnn</td>\n",
       "      <td>rnn</td>\n",
       "      <td>{'lags': 30, 'hidden_layers_struct': {'simple'...</td>\n",
       "      <td>39136.431251</td>\n",
       "      <td>-0.141801</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>elasticnet</td>\n",
       "      <td>elasticnet</td>\n",
       "      <td>{'alpha': 2.0, 'l1_ratio': 0.0}</td>\n",
       "      <td>39522.692977</td>\n",
       "      <td>-0.164451</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>lstm</td>\n",
       "      <td>rnn</td>\n",
       "      <td>{'lags': 30, 'hidden_layers_struct': {'lstm': ...</td>\n",
       "      <td>40525.525906</td>\n",
       "      <td>-0.224293</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>lstm_regularized</td>\n",
       "      <td>lstm</td>\n",
       "      <td>{'lags': 30, 'lstm_layer_sizes': (64, 64, 64),...</td>\n",
       "      <td>42748.637927</td>\n",
       "      <td>-0.362300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>svr</td>\n",
       "      <td>svr</td>\n",
       "      <td>{'kernel': 'linear', 'C': 0.5, 'epsilon': 0.01}</td>\n",
       "      <td>44003.804465</td>\n",
       "      <td>-0.443473</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>silverkite</td>\n",
       "      <td>silverkite</td>\n",
       "      <td>{}</td>\n",
       "      <td>44999.942905</td>\n",
       "      <td>-0.509566</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>arima_ma_terms</td>\n",
       "      <td>arima</td>\n",
       "      <td>{'order': (1, 1, 1), 'seasonal_order': (0, 1, ...</td>\n",
       "      <td>46563.904354</td>\n",
       "      <td>-0.616318</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>gbt</td>\n",
       "      <td>gbt</td>\n",
       "      <td>{'max_depth': 2, 'max_features': 'sqrt'}</td>\n",
       "      <td>48686.507887</td>\n",
       "      <td>-0.767036</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>weighted_differenced_models</td>\n",
       "      <td>combo</td>\n",
       "      <td>{'how': 'weighted', 'models': ['elasticnet', '...</td>\n",
       "      <td>60531.990697</td>\n",
       "      <td>-1.731480</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>xgboost</td>\n",
       "      <td>xgboost</td>\n",
       "      <td>{'max_depth': 3}</td>\n",
       "      <td>62488.674365</td>\n",
       "      <td>-1.910923</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>knn</td>\n",
       "      <td>knn</td>\n",
       "      <td>{'n_neighbors': 20, 'weights': 'uniform'}</td>\n",
       "      <td>92000.736383</td>\n",
       "      <td>-5.309728</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  ModelNickname   Estimator  \\\n",
       "0                 hwes_seasonal        hwes   \n",
       "1                           mlr         mlr   \n",
       "2                       prophet     prophet   \n",
       "3                          hwes        hwes   \n",
       "4                      lightgbm    lightgbm   \n",
       "5                            rf          rf   \n",
       "6                avg_lvl_models       combo   \n",
       "7                           mlp         mlp   \n",
       "8                    simple_rnn         rnn   \n",
       "9                    elasticnet  elasticnet   \n",
       "10                         lstm         rnn   \n",
       "11             lstm_regularized        lstm   \n",
       "12                          svr         svr   \n",
       "13                   silverkite  silverkite   \n",
       "14               arima_ma_terms       arima   \n",
       "15                          gbt         gbt   \n",
       "16  weighted_differenced_models       combo   \n",
       "17                      xgboost     xgboost   \n",
       "18                          knn         knn   \n",
       "\n",
       "                                          HyperParams  LevelTestSetRMSE  \\\n",
       "0                 {'trend': 'add', 'seasonal': 'add'}      29432.192511   \n",
       "1                                                  {}      32487.009055   \n",
       "2                                                  {}      34148.797341   \n",
       "3                                    {'trend': 'add'}      36031.567991   \n",
       "4                                    {'max_depth': 3}      36585.121542   \n",
       "5              {'max_depth': 2, 'n_estimators': 1000}      37323.213800   \n",
       "6   {'how': 'simple', 'models': ['hwes', 'hwes_sea...      37405.413401   \n",
       "7   {'activation': 'tanh', 'hidden_layer_sizes': (...      39120.330923   \n",
       "8   {'lags': 30, 'hidden_layers_struct': {'simple'...      39136.431251   \n",
       "9                     {'alpha': 2.0, 'l1_ratio': 0.0}      39522.692977   \n",
       "10  {'lags': 30, 'hidden_layers_struct': {'lstm': ...      40525.525906   \n",
       "11  {'lags': 30, 'lstm_layer_sizes': (64, 64, 64),...      42748.637927   \n",
       "12    {'kernel': 'linear', 'C': 0.5, 'epsilon': 0.01}      44003.804465   \n",
       "13                                                 {}      44999.942905   \n",
       "14  {'order': (1, 1, 1), 'seasonal_order': (0, 1, ...      46563.904354   \n",
       "15           {'max_depth': 2, 'max_features': 'sqrt'}      48686.507887   \n",
       "16  {'how': 'weighted', 'models': ['elasticnet', '...      60531.990697   \n",
       "17                                   {'max_depth': 3}      62488.674365   \n",
       "18          {'n_neighbors': 20, 'weights': 'uniform'}      92000.736383   \n",
       "\n",
       "    LevelTestSetR2  \n",
       "0         0.354237  \n",
       "1         0.213230  \n",
       "2         0.130682  \n",
       "3         0.032180  \n",
       "4         0.002215  \n",
       "5        -0.038451  \n",
       "6        -0.043030  \n",
       "7        -0.140862  \n",
       "8        -0.141801  \n",
       "9        -0.164451  \n",
       "10       -0.224293  \n",
       "11       -0.362300  \n",
       "12       -0.443473  \n",
       "13       -0.509566  \n",
       "14       -0.616318  \n",
       "15       -0.767036  \n",
       "16       -1.731480  \n",
       "17       -1.910923  \n",
       "18       -5.309728  "
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "results['model_summaries'][['ModelNickname','Estimator','HyperParams','LevelTestSetRMSE','LevelTestSetR2']]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6b54ff97-383b-4b3c-91f6-d7cff1840224",
   "metadata": {},
   "source": [
    "Here is a list of all export functions. Most of these output results to a pandas dataframe."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "id": "5a41ccc0-7f89-4e09-80a3-14be861bfae0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "export\n",
      "export_summary_stats\n",
      "export_feature_importance\n",
      "export_validation_grid\n",
      "all_feature_info_to_excel\n",
      "all_validation_grids_to_excel\n",
      "export_Xvars_df\n",
      "export_forecasts_with_cis\n",
      "export_test_set_preds_with_cis\n",
      "export_fitted_vals\n"
     ]
    }
   ],
   "source": [
    "print(*f.get_funcs('exporter'),sep='\\n')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "42fc8487-a24f-4dad-ae25-f9730bf03bfd",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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