{
 "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": "markdown",
   "id": "c95c3d44-1a73-4cab-86d2-7d53172b149b",
   "metadata": {},
   "source": [
    "It is important to let pandas know that the date column should be datetime type. That's why we pass the argument `parse_dates=['InvoiceDate']`."
   ]
  },
  {
   "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 business-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 business 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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\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": "iVBORw0KGgoAAAANSUhEUgAAA3gAAAGsCAYAAACPXgVeAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAAsTAAALEwEAmpwYAAA+y0lEQVR4nO3dfXyT9b3/8feVNC2UclvTDhigiBs6rUVxoGcD54TKTYEBc4gHtrmxzXGGY44zxBuU6ZwMQafgNofzHGUM5kE4dVCd7qe7gSmwKeBBJ3ZMpdiWUimF3iS5rt8fbULSO9q0aZpvXs/HOa65cl3JN/nkonn3e3NZjuM4AgAAAAAkPFe8GwAAAAAA6BwEPAAAAAAwBAEPAAAAAAxBwAMAAAAAQxDwAAAAAMAQBDwAAAAAMAQBDwDQrfl8Pn3mM5/R1772tTbt//777+s73/lOjFvVPh988IFGjRp11v1++9vfasOGDZKkjRs36he/+EWsmwYAMExKvBsAAEBrfv/73+uTn/yk3nzzTb377rs6//zzW92/uLhY//znP7uodZ1r7969uuCCCyRJN9xwQ5xbAwBIRAQ8AEC3tnHjRk2ePFnDhg3Tf/3Xf2nFihV69dVX9cMf/lDPPfecJIVub9u2TXfccYdKSkr0ta99TevXr9eLL76oRx99VIFAQBkZGbrtttuUk5Mjv9+vn/zkJ3r55Zfldrs1atQoLV++XJZl6cc//rF27dolt9utnJwc3XbbbcrIyNA111yjnJwcvf322/re976n+++/P+J2Tk6OVqxYoaNHj8rn82nKlCn61re+FfF6jh07prvuukvl5eUqKyvT4MGD9dBDD+lvf/ub/vCHP+gvf/mLevTooePHj6uiokJ33XWX3nnnHa1YsUIfffSRLMvSTTfdpBkzZujVV1/VmjVrNGTIEL3zzjuqq6vTXXfdpbFjx8ajVACAboAhmgCAbuvQoUN6/fXXNWnSJM2YMUPbtm1TRUVFi/u73W7de++9Gjp0qNavX693331Xy5cv1yOPPKKCggItWrRI3/72t1VVVaVf//rXevPNN7Vt2zY999xzOnXqlLZv367HHntMpaWl2rZtm7Zt2ybbtrVy5crQc1xwwQXasWOHJkyY0OT2kiVLNGvWLG3ZskXPPPOMdu7cqe3bt0e08Xe/+51yc3O1adMmvfTSS+rRo4e2bdumCRMm6JprrtFXvvIV3XjjjaH9/X6/br75Zs2bN08FBQV6/PHHtXr1av3973+XJO3bt0833XSTtm7dqtmzZ+vRRx/tzBIAABIMPXgAgG5r48aNuvrqq9WvXz/169dPH//4x7Vp06Y2zWeTpL/+9a8aO3ashgwZIkm68sorNWDAAB04cEA7d+7U9OnT1aNHD0nSQw89JEmaPXu2Fi9eLI/HI0maN2+eFi5cGHrM0aNHRzxH8Pbp06e1e/dunThxQg8//HBo21tvvaWcnJzQ/l/+8pe1Z88e/epXv9Lhw4f1zjvv6NJLL23xNRw+fFi1tbWaOHGiJCk7O1sTJ07Un/70J40ZM0aDBg3ShRdeKEm66KKL9Oyzz7bpvQEAmImABwDolk6fPq2tW7cqLS1N11xzjSSpqqpKGzZs0GWXXSbHcUL7+ny+Zh8jfJ/wbX6/Xykpkb8Cjx07Jtu2Zdt2xHbbtiMePz09PeL+4G3btuU4jn7zm9+oZ8+ekqTjx48rLS0totfxJz/5ifbt26dZs2ZpzJgx8vv9zbYz/Plbeg2SQgFVkizLavWxAADmY4gmAKBbKigoUP/+/fWnP/1Jf/jDH/SHP/xBL774ok6fPq29e/equLhY5eXlchxHL774Yug4t9sdCmRjx47VX/7yF73//vuSpF27duno0aO69NJLdeWVV+q5555TXV2dbNvW3Xffrd/97nf67Gc/q9/85jfy+XyybVsbNmzQv/3bv521vRkZGcrNzdWvfvUrSVJlZaVuuOEGvfTSSxH7/fnPf9aXv/xlzZgxQ5mZmdq5c6cCgUCo7cHgFnTeeefJ4/HohRdekCSVlJTo+eef11VXXRXlOwsAMBk9eACAbmnjxo366le/KrfbHdrWp08fzZs3Ty+++KLmzJmjWbNmyev16uqrrw7tc8EFF8jtdmv27Nn67W9/q+XLl+s//uM/FAgE1KNHD/3sZz9T7969NWfOHB05ckQzZ86U4zj69Kc/rXnz5snv9+uBBx7QjBkz5Pf7lZOTozvvvLNNbV61apV++MMfKj8/X3V1dZo6daqmTZumDz74ILTPwoULtXLlSq1bt05ut1uXXXaZ3nvvPUnSuHHj9MMf/jDiMT0ej9atW6d7771XjzzyiAKBgBYuXKixY8fq1Vdf7cA7DAAwkeUwlgMAAAAAjMAQTQAAAAAwRIcDXlVVlaZOnRox/CTo4MGDmjVrlvLy8nT77beH5hUUFxfrxhtv1HXXXaebb75Zp06d6mgzAAAAACDpdSjgvfHGG7rhhht0+PDhZu9fsmSJ7rzzTj3//PNyHEebN2+WJN1zzz2aO3euCgsLdfHFF2vdunUdaQYAAAAAQB0MeJs3b9by5cuVlZXV5L4jR46opqZGubm5kqSZM2eqsLBQPp9Pu3fvVl5eXsR2AAAAAEDHdGgVzfvuu6/F+0pLS+X1ekO3vV6vSkpKVFFRoYyMjND1h4LbAQAAAAAdE7NFVppbnLOlC7BalhWrZgAAAABA0ojZdfCys7N17Nix0O2ysjJlZWVpwIABqqqqUiAQkNvtDm1vr4qKU7Lt+F/h4f/+VaFf//4fqvMFQttSPW7NnfAJXTSsfxxbhljLzMxQeXlVvJuBLkTNkw81Tz7UPLlQ7+RjSs1dLkv9+/dq9r6YBbzBgwcrLS1Ne/fu1eWXX66tW7dq3Lhx8ng8Gj16tLZv3678/PzQ9vaybadbBLxPDO6r3j09equsSo4jpXncGj6ojz4xuG+3aB9iixonH2qefKh58qHmyYV6Jx/Ta97pQzQXLFig/fv3S5JWrVql+++/X5MmTVJ1dbXmz58vSVq+fLk2b96syZMna8+ePfrud7/b2c3oMi6XpVu/lKtBmb2UNaCnvjn9U7r1S7lyuRh2CgAAAKBrWU5zk+ISQHl5VbdK3w9s+Js8qW5974uXxrsp6CJeb2+VlZ2MdzPQhah58qHmyYeaJxfqnXxMqbnLZSkzM6P5+7q4LQAAAACAGCHgAQAAAIAhCHgAAAAAYAgCHgAAAAAYgoAHAAAAAIYg4AEAAACAIQh4AAAAAGAIAh4AAAAAGIKABwAAAACGIOABAAAAgCEIeAAAAABgCAIeAAAAABiCgAcAAAAAhiDgAQAAAIAhCHgAAAAAYAgCHgAAAAAYgoAHAAAAAIYg4AEAAACAIQh4AAAAAGAIAh4AAAAAGIKABwAAAACGIOABAAAAgCEIeAAAAABgCAIeAAAAABiCgAcAAAAAhiDgAQAAAIAhCHgAAAAAYAgCHgAAAAAYgoAHAAAAAIYg4AEAAACAIQh4AAAAAGAIAh4AAAAAGIKABwAAAACGIOABAAAAgCEIeAAAAABgCAIeAAAAABiCgAcAAAAAhiDgAQAAAIAhCHgAAAAAYIiUjhxcUFCgxx57TD6fT1/5yld04403hu47ePCgli5dGrp9/Phx9e3bV88995y2bt2qVatWKTMzU5J09dVXa/HixR1pCgAAAAAkvagDXklJidasWaMtW7YoNTVVc+bM0ZgxYzRixAhJ0oUXXqht27ZJkqqrq/XFL35Rd999tyRp//79Wrp0qaZOndrxVwAAAAAAkNSBIZo7d+7U2LFj1a9fP6WnpysvL0+FhYXN7vvzn/9cV1xxhUaPHi2pPuBt3bpV06ZN0/e//32dOHEi2mYAAAAAABpE3YNXWloqr9cbup2VlaV9+/Y12a+yslKbN29WQUFBaJvX69U3vvEN5eTkaPXq1VqxYoUefPDBdj1/ZmZGtE2PCU+qW5Lk9faOc0vQlah38qHmyYeaJx9qnlyod/IxveZRBzzHcZpssyyrybaCggJde+21ofl2krR27drQz1//+td17bXXtvv5y8urZNtN2xAvvrqAPKlulZWdjHdT0EW83t7UO8lQ8+RDzZMPNU8u1Dv5mFJzl8tqscMr6iGa2dnZOnbsWOh2aWmpsrKymuz34osvavLkyaHbJ0+e1JNPPhm67TiOUlI6tNYLAAAAAEAdCHhXXXWVdu3apePHj6u6ulovvPCCxo0bF7GP4zh68803NWrUqNC29PR0/fKXv9Qbb7whSXr66ac1YcKEaJsBAAAAAGgQdddZdna2Fi9erPnz58vn82n27NnKycnRggULtGjRIl1yySU6fvy4PB6P0tLSQse53W499NBDuvvuu1VTU6Nzzz1XK1eu7JQXAwAAAADJzHKam0yXALrbHLwHNvxNnlS3vvfFS+PdFHQRU8Zwo+2oefKh5smHmicX6p18TKl5TObgAQAAAAC6FwIeAAAAABiCgAcAAAAAhiDgAQAAAIAhCHgAAAAAYAgCHgAAAAAYgoAHAAAAAIYg4AEAAACAIQh4AAAAAGAIAh4AAAAAGIKABwAAAACGIOABAAAAgCEIeAAAAABgCAIeAAAAABiCgAcAAAAAhiDgAQAAAIAhCHgAAAAAYAgCHgAAAAAYgoAHAAAAAIYg4AEAAACAIQh4AAAAAGAIAh4AAAAAGIKABwAAAACGIOABAAAAgCEIeAAAAABgCAIeAAAAABiCgAcAAAAAhiDgAQAAAIAhCHgAAAAAYAgCHgAAAAAYgoAHAAAAAIYg4AEAAACAIQh4AAAAAGAIAh4AAAAAGIKABwAAAACGIOABAAAAgCEIeAAAAABgCAIeAAAAABiiQwGvoKBAkydP1oQJE7Rhw4Ym9z/66KP63Oc+p+nTp2v69OmhfQ4ePKhZs2YpLy9Pt99+u/x+f0eaASAKtu3o9UPH9L9/+adeP3RMtu3Eu0kAAADooJRoDywpKdGaNWu0ZcsWpaamas6cORozZoxGjBgR2ufAgQNavXq1Ro0aFXHskiVLdO+99yo3N1fLli3T5s2bNXfu3OhfBYB2sW1HD256XUXFlarzBZTqcWv4oD669Uu5crmseDcPAAAAUYq6B2/nzp0aO3as+vXrp/T0dOXl5amwsDBinwMHDujxxx9Xfn6+VqxYodraWh05ckQ1NTXKzc2VJM2cObPJcQBia19RuYqKK1XrC8iRVOsLqKi4UvuKyuPdNAAAAHRA1AGvtLRUXq83dDsrK0slJSWh26dOndKFF16oH/zgB3r22WdVWVmpdevWNTnO6/VGHAcg9t4rOak6XyBiW50voPdLTsapRQAAAOgMUQ/RdJym83Us68zQrl69eunxxx8P3b7pppu0bNkyjR8/vtXj2iozM6Pdx8SSJ9UtSfJ6e8e5JehKiVrvSz6RpcJX31NN3ZmQl5bq1sWfyErY19RVeH+SDzVPPtQ8uVDv5GN6zaMOeNnZ2dqzZ0/odmlpqbKyskK3i4uLtXPnTs2ePVtSfSBMSUlRdna2jh07FtqvrKws4ri2Ki+v6laLQvjqAvKkulVWRg9IsvB6eydsvYdlpuu8gX301nsVchwpzePWeQP7aFhmesK+pq6QyDVHdKh58qHmyYV6Jx9Tau5yWS12eEU9RPOqq67Srl27dPz4cVVXV+uFF17QuHHjQvf36NFDP/nJT/T+++/LcRxt2LBBEyZM0ODBg5WWlqa9e/dKkrZu3RpxHIDYc7ks3fqlXA3K7KVz+vTQN6d/igVWAAAADNChHrzFixdr/vz58vl8mj17tnJycrRgwQItWrRIl1xyiVasWKGbb75ZPp9Pl112mb761a9KklatWqU77rhDp06d0kUXXaT58+d32gsC0DYul6WMnh5l9PQod8Q58W4OAAAAOkHUAU+S8vPzlZ+fH7EtfN5dXl6e8vLymhw3cuRIPfPMMx15agAAAABAIx260DkAAAAAoPsg4AEAAACAIQh4AAAAAGAIAh4AAAAAGIKABwAAAACGIOABAAAAgCEIeAAAAABgCAIeAAAAABiCgAcAAAAAhiDgAQAAAIAhCHgAAAAAYAgCHgAAAAAYgoAHAAAAAIYg4AEAAACAIQh4AAAAAGAIAh4AAAAAGIKABwAAAACGIOABAAAAgCFS4t0AAADaw7Yd7Ssq13slJzU0u7dyhmfK5bLi3SwAALoFAh4AIGHYtqMHN72uouJK1fkCSvW4NXxQH936pVxCHgAAYogmACCB7CsqV1FxpWp9ATmSan0BFRVXal9RebybBgBAt0DAAwAkjPdKTqrOF4jYVucL6P2Sk3FqEQAA3QsBDwCQMIZm91aqxx2xLdXj1pDs3nFqEQAA3QsBDwCQMHKGZ2r4oD6yGqbbpTXMwcsZnhnfhgEA0E2wyAoAIGG4XJZu/VKulj/xmmrrApo78ROsoomEwQqwALoCAQ8AkFBcLksZPT3K6OlR7ohz4t0coE1YARaJij9MJB4CHgAAQIyFrwArRa4Ayx8q0F3xh4nExBw8AACAGGMFWCQiLk2TmAh4AAAAMcYKsEhE/GEiMRHwAAAAYowVYJGI+MNEYiLgAQAAxFhwBdhBmb10Tp8e+ub0TzGPCd0ef5hITCyyAgAA0AVYARaJhkvTJCYCHgAAAIBm8YeJxMMQTQAAAAAwBAEPAAAAAAxBwAMAAAAAQxDwAAAAAMAQBDwAAAAAMAQBDwAAAAAM0aGAV1BQoMmTJ2vChAnasGFDk/tffPFFTZ8+XdOmTdO3v/1tnThxQpK0detWfeYzn9H06dM1ffp0rVmzpiPNAAAAAACoA9fBKykp0Zo1a7RlyxalpqZqzpw5GjNmjEaMGCFJqqqq0t13363/+Z//UXZ2th5++GE98sgjuuOOO7R//34tXbpUU6dO7bQXAgAAAADJLuoevJ07d2rs2LHq16+f0tPTlZeXp8LCwtD9Pp9Pd999t7KzsyVJn/zkJ3X06FFJ0v79+7V161ZNmzZN3//+90M9ewAAAACA6EXdg1daWiqv1xu6nZWVpX379oVu9+/fX9dee60kqaamRr/4xS80b948SZLX69U3vvEN5eTkaPXq1VqxYoUefPDBdj1/ZmZGtE2PCU+qW5Lk9faOc0vQlRK93nxu24/3qnvoys8uNU8+saw5/+52P9Ti7Ez73JryOloSdcBzHKfJNsuymmw7efKkvv3tb2vkyJH6whe+IElau3Zt6P6vf/3roSDYHuXlVbLtpm2IF19dQJ5Ut8rKTsa7KegiXm/vhK+3ry4gSQn/OrqKCTU3RVd9dql58ol1zfl3t3vhHG8bkz63ptTc5bJa7PCKeohmdna2jh07FrpdWlqqrKysiH1KS0s1d+5cjRw5Uvfdd5+k+sD35JNPhvZxHEcpKVHnTAAAAABAg6gD3lVXXaVdu3bp+PHjqq6u1gsvvKBx48aF7g8EAvrWt76lSZMm6fbbbw/17qWnp+uXv/yl3njjDUnS008/rQkTJnTwZQAAAAAAou46y87O1uLFizV//nz5fD7Nnj1bOTk5WrBggRYtWqQPP/xQ//d//6dAIKDnn39eknTxxRfrvvvu00MPPaS7775bNTU1Ovfcc7Vy5cpOe0EAAAAAkKw6NDYyPz9f+fn5Edsef/xxSdIll1yit956q9njRo8erWeffbYjTw0AAAAAaKRDFzoHAAAAAHQfBDwAAAAAMAQBDwAAAAAMQcADAAAAAEMQ8AAAAADAEFxhHAAAAEDMNVwWW5IVcdtxHNmOJMeRE+M21PkCsp32PYvbZamdh8QVAQ8AAABIMGfCUlc8WfA5rYjntR1Hti05cuQ4waB25mfHkWxHsm1Htu0oYDuyHVuBhp8dW/IHAg371z9OrBPe8VM+nThR3eb9PSluDftYRgxb1PkIeAAAAAkuvGekS7/4t8AJ6+5o6Jhp2C5Z9V/j67/HN/zHcSRZwV6SsGNj/GX/VLVPdX675R2syNfSzN2t5BErdKcT/t/QAY6kyNd85r1qCElqeP5QAGoITg0PFLpfnf9eOWGNr/MFJEnFx04p4DSEtYAdEcqCPwfDXSza1Bn8AUe+1mreiMvVDU6odiLgAQAAxFFz4Sz4Jd6x63tEbMcKDWM70zMS1iti2w3/68hvx74XRDrzZV4NvTb17W60T+PbzfTQRGa68CikmL+Oj077deLE6Tbt2+GmOGGhSd0z/LTEH6hv7Imq2ji3BG1BwAMAAAmjae+U1cp9YUGpocsooofBskJhKdhTc/JUnWp8YX/dtxTxTby5Hpuzf1E/s4Pd0J6qGn+L4az53pHIHp1ECgfdme3U1wAwCQEPAJCUGveaOI6jgC05jt0wZ0SqPFWr6rpAOx61pS+KrQ/xaTwsLfyWE/kfNd41eLtxz0hoSNxZ29xqo5pujvbxOkn9/B4nFH4cW6HerDPbzswDksLfizPvUcT7FvpZ6nvaXz8/p7mepw4ItqGm4fP0QcnJDj0eALSEgAcASHjNhbXQxP6G4WO23RDiHEcBvyO/bStg2/L76/+CH+oxCVskoO9pnz5q4/CtcPSuJC6n4XMDAImKgAcAaDS0rT1D3hzZ9RvlhC0WENFjEnHwmQd0Gv0UPvSt+YAU3GiFDXPzKRBw5A/UD3HzBWwFApFhrfG8pfY4s+ABAACJgYAHIKYsq35Z5Za0tjqZFDlKqqVdg9vbujJbk/DhWK2ucBbcVlFZo9O1/lbb29mae8ktLz7QdO+W9j3TUxU+5C1yaetA46WubbvpkLfwlfKC73nY87Va3YhhhmdPUeH1PzPMreqsxwEAkEwIeAA6RTDI2Y4jn7++R8UXsFVT61dNXUC2fWbRgrb0iLSn18RpIU00XpmtubDjNDqgcdAIb0e/Gr8++qj9w/UAAAC6CgEPQLvV98g1hDhb8vsDqqmr//+6hjAXsFnlDQAAoKsR8AC0KNgr5w/YDT1yjuoaglytz98w1+nM9Y8AAAAQXwQ8AKEgF7CdUJir89mq9QVUU+uXz2+HrtcEAACA7ouAh6i1ddW95lfci3nzwltw9j1a26WFBUKqa33yBSKuVBXxOGfmclmh6ytJTmilQKfx5K/QCoRhj9doj7MtqtH8Pi3f72+YF1f6UbVq62zV+QIK2PVhjk45AACAxEPAM1T4NaEib59ZOU9quC5UaJsjx6mPH07Yz7bOrKJXf/HY8P2Dq+s5ERearb/mVOsr7sXDWZ+9Hc3re8pXfzHcxstytLR6YEvLxit+y7DX+eoDXvlHNfFpAIxj246KjlaqtKJaWf17avjAPnK5Wr/INwAA6DwEvDhrUxALXsNJkUEsGJbCr/EUHEZnN/xs2/UX9XXsyNAVXPq8/vj60OE0rC8fDCD04LQuOJwRQD3bdrT55UM6Wn5aPr8tT4pLAzPTdf3VIwh5AAB0EQJeHPkCjipP1dUPiQsFsjYGMUV30V4AiJWio5WhcCdJPr+to+WnVXS0UiMG941z6wAASA4EvDjyB2wd++g0IQ2AEUorqkPhLsjnt1VaUU3AAwCgixDwAACdIqt/T3lSXBEhz5PiUlb/nnFsFdA2wfmjlYfK1adnCvNHASQsAh4AoFMMH9hHAzPT9X5JlRwpNAdv+MA+8W4a0CrmjwIwiSveDQAAmMHlsnT91SOU2beH+vRKVf5V5/IFGQmhtfmjAJBoCHgAgE7jclnqmZaivr1SNWJwX8IdEkJr80cBINEQ8AAAQFILzh8Nx/xRAImKgAcAAJJacP5osL+Z+aMAEhmLrAAAgKQWnD/6ZOFb8tuOrhk1mFU0kRCCq7+WVlQrq39PPreQRMADAAAIzR9NSXFx3UYkBFZ/RUsYogkAAAAkGFZ/RUsIeAAAAECCYfVXtISABwAAACQYVn9FSwh4AAAAQIJh9Ve0hEVWAAAA0G2wMmTbhK/+Wue3de3lH0/Y94qady4CHgCcRfAXT+WhcvXpmcIvHgCIEVaGbJ/g6q8905Swq79S885HwAOAVvCLBwC6TmsrQyZqgEHrqHnn69AcvIKCAk2ePFkTJkzQhg0bmtx/8OBBzZo1S3l5ebr99tvl9/slScXFxbrxxht13XXX6eabb9apU6c60gwAiBmWoQaArsPKkMmHmne+qANeSUmJ1qxZo1//+tfatm2bNm3apEOHDkXss2TJEt155516/vnn5TiONm/eLEm65557NHfuXBUWFuriiy/WunXrOvYqkBBs29GhIye088CHOnTkhGzbiXeTgLPiFw8AdB1Whkw+1LzzRR3wdu7cqbFjx6pfv35KT09XXl6eCgsLQ/cfOXJENTU1ys3NlSTNnDlThYWF8vl82r17t/Ly8iK2w2zBYW4FOw/rz/uPqmDnYW1++RAhD90ev3gAoOuwMmTyoeadL+o5eKWlpfJ6vaHbWVlZ2rdvX4v3e71elZSUqKKiQhkZGUpJSYnY3l4/23ZAFZW10Ta/071XelKWZemBDX9r8zG246imLhDDVnUf1bV+lZ+oUTDO+fy23i+p0pOFb6lnWmJOBU1JccnfqGcn0ZRWnJYkbXzpnTi3pPtyHEcu68xcO0uSy7L02sES7X6rNH4N68a64nPVVZ9dE87zWHMafpfV+W2lprjUI9Uty0rM+amlFadlWVbCfnZNqYXjOHK7LTmO1LdXqmzb0ab/d+jsB0bBhHPchH9zu3PNXZbUIy1F6mZ9Ev37pOn2m8Y2e1/U36wdp+mrDP9HpKX7z3ZcW6V43PKkutt9XKyc//F+7T7GH7CV0o4erKPH6ucqDjynV7ufK97P4a92mpwXjiS/7SglpXMvx5jI71NXP8cgb0bMHjvIhPdq4Dnpqq71q9ZnK83jUs+0lJh8aTLhvZK65nPFZ7d7PIfjOPqwvDr0x0rLktI8bn0sM73TzxE+u60zrRZDsnvH7LGDEv38C0rkz2247lpzy7LkSXFL3exvJSmelnNQ1AEvOztbe/bsCd0uLS1VVlZWxP3Hjh0L3S4rK1NWVpYGDBigqqoqBQIBud3u0Pb2+vrkC7vd8D6vt7fKyk62ef/quoDe+7BSzWTeZgX/avLF8edH07y4PsehIydUsPNwxFwmT4pL14wa3OkrJHXV+5SS4krIWnS1RP7cNtavX7o++uh0zB7fpPfKBKac57F8jkNHTqig7HDotuNIAdvRZRd4E/Lfdin253msmFiLWDPlHEfbRVPztFS3hg/q0+bv612ltZW8o+46ueqqq7Rr1y4dP35c1dXVeuGFFzRu3LjQ/YMHD1ZaWpr27t0rSdq6davGjRsnj8ej0aNHa/v27RHbYbbg+OrgXCbGVwNA4mMRou6DWgAI6lAP3uLFizV//nz5fD7Nnj1bOTk5WrBggRYtWqRLLrlEq1at0h133KFTp07poosu0vz58yVJy5cv19KlS/XYY49p4MCBWr16dae9IHRPLpel668eoaKjlSqtqFZW/55cLBoAYsy2HVXX+lXnt3XoyIlO/3c3uAhR49EZLELU9agFgKAOrW6Rn5+v/Pz8iG2PP/546OeRI0fqmWeeaXLc4MGD9dRTT3XkqZGAXC5LIwb35aKVANAFgqsXBxe4Kth5WAMz03X91SM6LeQFR2cErxXJ6Iz4oRYAghJz+UIAANCqoqOVOlp+OmL14qPlp1V0tLLT/tDG6Izug1oACCLgAQBgoNbmZHXmSApGZ3Qf1AKA1IFFVoDuKDjf5MSpOh06cqLbrbQKAF0lOCcrHHOyAMB8BDwYI3y+SeWpOhXsPKzNLx8i5AFISqxeDADJiSGaMEZXzDcBkByCowH81U5MVp/sCszJAlpmwjkOtIQePBjDpGsAMdQ0+VDz7iN8NMBHJ2sTejRAcE7WVRd/TCMG9+ULLCCzznGgOQQ8GMOU+SYMNU0+1Lx7aW00AIDExzkO0xHwYAxT5pvwiyf5UPPuxaTRAACa4hyH6ZiDB2OYMt+kq5Y2R/dBzbuX4GiA8Jok4mgAAM3jHIfpCHgwignXAOIXT/Kh5t1LcDTA0fLT8vnthB0NAKB5nOMwHQEP6GZM+sUTXDikzm+zSlkrTKq5CcJHA1TW+NWnRwqfXcAgnOMwHQEP6GZMGWoavnCII6lg52ENzEzX9VePSLjXEmum1NwkwdEA/fql66OPTse7OQA6Gec4TEbAA7ohE4aacl3C9jGh5gAAIP5YRRNATLBKGQAAQNcj4AGICVOuSwgAAJBICHgAYsKU6xICsRJchOjEqTodOnKCC9sDADoFc/DiyO2y1K9PmuyAFHAc2bYj27blOKr/fzlS2M+WJEeS1bDugsN3gbgIfinzVzusDNkKFg4BWsYiRACAWCHgxVFqiksf658uyQqFNklyHEeOJNuuD3aOXX87LdUtSRo2sE/9PvX5ryEYOrIdybZt2aGw2Lbg2PB/ckiMZ8WXsvZh4RCgeSxCBACIFQJenNVnKqfZ3rj6vGBJbqvhdv3/9vC4W3w8KyJjtC04hge/HqluOZKGfqy3bEdngqTTECAdp/5n22l4jPpt4fuGh8mGV6fgt5jQ623/W9V1WmlcUXHzX8oOf3hSIz7eN3R8c6+Q/AwgqLVFiAh4AICOIOAZJjJEtC04Rt5Xvy09rfmPhtXkEKvZ7cHeQNuJDLH1ITM42LR7aUsAO3D4eLNfymr9AQ37WJ/6V2WdebDG9Qi+X8H3JPye8G1nwvGZ3RyFb2zba2h2VycyfjqSfP6Aamr9CgQcBRp6hAHETnARovB/T1iECADQGQh4aJemIai5IHOGpWD4sxqyjRV2T+I5b2AfpXncqvUFQtvSPO6G7Ym7ZpFl1Yduv+3I73fkD9iq9QVUXedXXV2gIfjZ9EICnSS4CNHR8tPy+W0WIQIAdBoCHtAOOcMzNXxQHxUVV6rOF1Cqx63hg/ooZ3hmvJvWIcEeV7dlye2xlOZxKaNniqQekhz5AvWhz+e3VVPnV22drTpfQAHbrh+uS/AD2oVFiAAAsULAA9rB5bJ065dyta+oXMer6jQgI1U5wzON/FIWPmQ0xWUpxeVWD49bfdI9sixLAbs+9PkDjup8AdX66od5+vz1oS/QRcM8g6ua1vltVjVFQmERIgBALBDwgHZyuSzljjhHXm9vlZWdjHdzulxwLqUlyeN2yeOWeqa6ZVn1Qz3rQ58tX8BRnc9WTa1ftT6/bPusD13/+OEzBM+SEW3b0eb/F7mq6aBzeumGa0bICg95zU1fbGYxHHoiAQBAoiPgAegUweDnsiylpriVmiL1SpOs3mkKzdUM27elxwiygntbkdvDD33jnWM6Wn4qYlXTD8tP6WSNXznnZ0Y85plFaqyI1px57PpFcEI9lw1rAYUvgNO7dw/1Su36uZZOkx+CN52zhuDQvg37pTZceD5rQHrD6rjBS67Ur4rrhFbLbVghN2zuZcsr40ZecqV++9kbRqAGEg+jJoDuj4AHIKaa+6Lf0leBxpf5aH77GR+UVanOF9k1WOezVVxWpcs/4W1fQ9vgnH7pcsIW2ElEKe76gDegd1qLq+JK0a2Me+bamlYbe0eDG61m9mvmUiPh/9vwn0DD/NCA7cgXsOsXBArYZ9rW6DIuAKLHtWCBxEDAA5Cwhmb3VmqjVU1TPW4Nye4dx1YljpZWxW3+vnrdcWXcM2G0/tqfoet22k7DdTqd+ut/Oo4CjqOA35HfthWwbfn99fNFw0NhqFeTRAhEKDra/LVgi45WMpe0GfR2Il4IeAASlqmrmqJ9wnv9gj9bktwuS+4WgmdbQ2HvPj3Up4e7mQdQ69ekbK29ze7Q/CVnzgyPbdoj6oTdaK53M3JIdOKHVU+KS44jDejbI7R6rx3ek+zo7EOKw/4T/Lm5YcXBzwcZP1JpRXWz14Itragm4DVCbyfiiYAHIGGFr2r6fslJDcnubeyqpuhcbQ2F/Xv3kL/G19XN65CWhjQnOk/D/NHs/j11tiHcTkPodRoNKa4PdlYozIXmnzqWLNWH/L59e+pEzxRFhuKmT9JaD3hzfwAIv+k49cOLbbu+V9m2nYbrjdb3Jof3Ijs6E2DD2x0PWf17ypPiigh5nhSXsvr3jE+DujF6O7ufYI+qv9oxvkeVgAcgoQVXNc0dcU68mwJ0C8b2OkX0zJ19OLEU3ZDivhlpqquu60hL26Vxb7J0pkfZaQh/jhQZ+hoWQQqGRL/thEJjeEjsbBcO66+//aNMR46dks9vy5Pi0uBzeunCYf1lNZO0m1sIKrJ8TviPirir0fZYsSzJ1ajtjecQR4Pezu4l2XpUCXgAAABx0lxvshQMp5Zc7rN/+WwuJMbKXV+5QvveLdd7JSc1NLu3Lhk+IPQF+cyqw/X/azWsSBwaUhzem2pZEWG95RWPY6tv3x460dPT0Ova/DOeZUR2s4edOO3T7rdKVBu2EFiax6VPDc/U0I/VzxM/8345Ee9bRA9zeG+0nCa9uOELSLU104cH2FYPaebO+j8sBOcsn2mfQisyd89FrZKtR5WAhxDbdlRV7VNNXUCvHzrGUDcAABJASyExVnLOzwxdiiby+cP6SMN6TK2IjtPG3yvi+z2jT6801Z7u/B7b0Z/w6pW/920yR/yKT3qj+m7VenDvuvewuV7m+p+tiN7l4D4Bu76XOXw4sm039DTbZy7FExkWO7/dxz6qabZH9diJGo0c2r/VYxPxuzABD5Lqw92Dm15XcfkpOY70821vavigPrr1S7kJ+cEGAACIl86eI956cO+67rLmepllWXKHtrQsvKc5/HbjIcmdJiwVV56u06sHP2zSo5pzfqbOHdSnLQ+mRFqsioAHSdK+onIVFVeGTtxaX0BFxZXaV1TO3CYAAIB2Yo54pMbXOY12SHI0ckeco+GDmvao5o44p02hO9Eum0PAgyTpvZKTqmt0Aec6X0Dvl5zkHybAEAzDRqLiswugI8J7VI9X1WlARqrR/44Q8CCJC0YDpmMYNhIVn10AnSHYo+r19lZZ2cl4NyemXPFuALqH4AWj0zz1V4BK44LRgFFaG4YNdGd8dgGgfejBgyQuGA2YjmHYSFR8dgGgfQh4CGEyMGAuhmEjUfHZBYD2iTrgFRcXa8mSJSovL9d5552nVatWqVevXhH7lJaW6rbbbtOxY8fkcrn0n//5n7ryyivl8/k0ZswYDRkyJLTvli1b5Ha7o38lAIAWBYdhN15BjGHY6O747AJA+0Qd8O655x7NnTtXU6ZM0dq1a7Vu3TotWbIkYp+VK1fqc5/7nP793/9dRUVFmjdvnv74xz/q7bff1qhRo7R+/foOvwAAwNkxDBuJis8uALRPVIus+Hw+7d69W3l5eZKkmTNnqrCwsMl+EydOVH5+viRp2LBhqq2t1enTp7V//34dP35c119/va6//nq99tprHXgJAIC2CA7Dzv+389p87R+gO+CzCwBtF1UPXkVFhTIyMpSSUn+41+tVSUlJk/0mTpwY+nn9+vW68MIL1bt3b1mWpc9//vNauHChDh48qAULFqigoEADBgyI8mUAAAAAAM4a8Hbs2KH7778/Ytu5557bZD/LavmvaU8++aQ2bdqkp59+WpI0Z86c0H0XXXSRcnJy9Le//U3XXnttW9utzMyMNu/blbze2E369qS6Y/4caB9qkXyoefKh5smHmicX6p18TK/5WQPepEmTNGnSpIhtwUVSAoGA3G63ysrKlJWV1ezxK1eu1CuvvKINGzboYx/7mCRp69atuuyyyzR06FBJkuM48ng87Wp4eXmVbNtp1zGxFusLJ/rq6lcQM/3ijIkiGS6UiUjUPPlQ8+RDzZML9U4+ptTc5bJa7PCKag6ex+PR6NGjtX37dkn1gW3cuHFN9nvyySf16quvauPGjaFwJ0lvv/22nnjiCUlSUVGRDh48qMsvvzyapgAAAAAAGkS9iuby5cu1dOlSPfbYYxo4cKBWr14tSdq4caNKS0u1aNEirV27VhkZGZo3b17ouF/84hdauHChli1bpqlTp8qyLD3wwAPKyOieQy4BAAAAIFFEHfAGDx6sp556qsn2G264IfTz7t27Wzz+pz/9abRPnZRs21FVtU81dQG9fugYS0QDAAAAaCKqIZroWrbt6MFNr6u4/JTKK2v0821v6sFNr3e7OYgAAAAA4ouAlwD2FZWrqLhSTkOeq/UFVFRcqX1F5fFtGAAAAIBuhYCXAN4rOak6XyBiW50voPdLEn8FIAAAAACdh4CXAIZm91aqxx2xLdXj1pBss6/hAQAAAKB9CHgJIGd4poYP6qM0j1uWpDSPW8MH9VHO8Mx4Nw0AAABANxL1KproOi6XpVu/lKt9ReV6v+SkhmT3ZhVNAAAAAE0Q8BKEy2Upd8Q5yh1xTrybAgAAAKCbYogmAAAAABiCgAcAAAAAhiDgAQAAAIAhCHgAAAAAYAgCHgAAAAAYgoAHAAAAAIYg4AEAAACAIQh4AAAAAGAIAh4AAAAAGIKABwAAAACGIOABAAAAgCEIeAAAAABgCAIeAAAAABiCgAcAAAAAhiDgAQAAAIAhCHgAAAAAYAgCHgAAAAAYgoAHAAAAAIYg4AEAAACAIQh4AAAAAGAIAh4AAAAAGIKABwAAAACGIOABAAAAgCEIeAAAAABgCAIeAAAAABiCgAcAAAAAhiDgAQAAAIAhCHgAAAAAYAgCHgAAAAAYgoAHAAAAAIYg4AEAAACAIQh4AAAAAGCIlGgPLC4u1pIlS1ReXq7zzjtPq1atUq9evZrsM2XKFA0dOlSSdM4552j9+vWqq6vT7bffrgMHDqhHjx5atWqVzj///I69EgAAAABIclH34N1zzz2aO3euCgsLdfHFF2vdunVN9tm/f7/y8/O1bds2bdu2TevXr5ckPfXUU+rZs6d27NihZcuWaenSpdG/AgAAAACApCgDns/n0+7du5WXlydJmjlzpgoLC5vst3//fv3jH//QzJkzNX/+fL399tuSpJdfflnTpk2TJF1xxRWqqKhQcXFxtK8BAAAAAKAoh2hWVFQoIyNDKSn1h3u9XpWUlDTZLy0tTTNmzNCcOXP0yiuvaOHChdq+fbtKS0vl9XpD+3m9Xn344YcaNGhQm9uQmZkRTdNjzuvtHe8moAtR7+RDzZMPNU8+1Dy5UO/kY3rNzxrwduzYofvvvz9i27nnnttkP8uymmz7zne+E/p5/PjxevDBB1VUVNTs87hc7etMLC+vkm077Tom1rze3iorOxnvZqCLUO/kQ82TDzVPPtQ8uVDv5GNKzV0uq8UOr7MGvEmTJmnSpEkR23w+n8aMGaNAICC3262ysjJlZWU1Ofapp57S1KlT1b9/f0mS4zhKSUlRVlaWysrKNGzYMElq8XgAAAAAQNtFNQfP4/Fo9OjR2r59uyRp69atGjduXJP9du/erWeeeUaS9Nprr8m2bQ0fPlzjx4/Xtm3bJEl79uxRWlpau4ZnAgAAAACashzHiWqc45EjR7R06VKVl5dr4MCBWr16tfr27auNGzeqtLRUt9xyi0pKSrR06VKVlZUpLS1N9913n0aOHKna2lrdddddOnDggFJTU3XvvffqU5/6VLuenyGaiDfqnXyoefKh5smHmicX6p18TKl5a0M0ow548UbAQ7xR7+RDzZMPNU8+1Dy5UO/kY0rNWwt4UV8HDwAAAADQvRDwAAAAAMAQBDwAAAAAMAQBDwAAAAAMQcADAAAAAEMQ8AAAAADAEAQ8AAAAADAEAQ8AAAAADEHAAwAAAABDEPAAAAAAwBAEPAAAAAAwBAEPAAAAAAxBwAMAAAAAQxDwAAAAAMAQBDwAAAAAMAQBDwAAAAAMQcADAAAAAEMQ8AAAAADAEAQ8AAAAADAEAQ8AAAAADEHAAwAAAABDEPAAAAAAwBAEPAAAAAAwBAEPAAAAAAxBwAMAAAAAQxDwAAAAAMAQBDwAAAAAMAQBDwAAAAAMQcADAAAAAEMQ8AAAAADAEAQ8AAAAADAEAQ8AAAAADEHAAwAAAABDEPAAAAAAwBAEPAAAAAAwBAEPAAAAAAxBwAMAAAAAQxDwAAAAAMAQKdEeWFxcrCVLlqi8vFznnXeeVq1apV69ekXs861vfUtHjx6VJNm2rX/84x965plnNHLkSI0ZM0ZDhgwJ7btlyxa53e5omwMAAAAASS/qgHfPPfdo7ty5mjJlitauXat169ZpyZIlEfv87Gc/C/388MMPKzc3V5dccokOHDigUaNGaf369dG3HAAAAAAQIaohmj6fT7t371ZeXp4kaebMmSosLGxx/3fffVdbt27VD37wA0nS/v37dfz4cV1//fW6/vrr9dprr0XTDAAAAABAmKh68CoqKpSRkaGUlPrDvV6vSkpKWtz/scce09e+9jVlZGRIkizL0uc//3ktXLhQBw8e1IIFC1RQUKABAwZE0xwAAAAAgCTLcRyntR127Nih+++/P2Lbueeeq8OHD+uPf/yjJMnv92vUqFHav39/k+NPnDih6667Ti+//LLS0tKafY6bb75Zs2bN0rXXXhvt6wAAAACApHfWHrxJkyZp0qRJEdt8Pp/GjBmjQCAgt9utsrIyZWVlNXv8K6+8onHjxkWEu61bt+qyyy7T0KFDJUmO48jj8bSr4eXlVbLtVrNpl/N6e6us7GS8m4EuQr2TDzVPPtQ8+VDz5EK9k48pNXe5LGVmZjR/XzQP6PF4NHr0aG3fvl1SfWAbN25cs/u+/vrrGj16dMS2t99+W0888YQkqaioSAcPHtTll18eTVMAAAAAAA2ivg7e8uXLtXnzZk2ePFl79uzRd7/7XUnSxo0b9fDDD4f2e//995WdnR1x7MKFC3X8+HFNnTpVt9xyix544IHQ/DwAAAAAQHTOOgevu2KIJuKNeicfap58qHnyoebJhXonH1Nq3ulDNAEAAAAA3Q8BDwAAAAAMQcADAAAAAEMQ8AAAAADAEAQ8AAAAADAEAQ8AAAAADEHAAwAAAABDEPAAAAAAwBAEPAAAAAAwBAEPAAAAAAxBwAMAAAAAQxDwAAAAAMAQBDwAAAAAMAQBDwAAAAAMQcADAAAAAEMQ8AAAAADAEAQ8AAAAADAEAQ8AAAAADEHAAwAAAABDEPAAAAAAwBAEPAAAAAAwBAEPAAAAAAxBwAMAAAAAQxDwAAAAAMAQBDwAAAAAMAQBDwAAAAAMQcADAAAAAEMQ8AAAAADAEAQ8AAAAADAEAQ8AAAAADEHAAwAAAABDEPAAAAAAwBAEPAAAAAAwBAEPAAAAAAxBwAMAAAAAQxDwAAAAAMAQBDwAAAAAMAQBDwAAAAAMQcADAAAAAEN0OOA9/PDDeuSRR5q9r66uTkuWLNGkSZP0hS98Qe+++64kyXEcPfDAA7ruuus0efJk7d27t6PNAAAAAICkF3XAO3nypJYtW6YnnniixX2eeuop9ezZUzt27NCyZcu0dOlSSdLzzz+vd999V9u3b9fatWu1dOlS+f3+aJsCAAAAAJCUEu2BL730ks4991x99atfbXGfl19+Wbfccosk6YorrlBFRYWKi4v1yiuvaPLkyXK5XDrvvPM0aNAg/f3vf9cVV1zR5ud3uaxomx5T3bVdiA3qnXyoefKh5smHmicX6p18TKh5a68h6oA3Y8YMSWpxeKYklZaWyuv1hm57vV59+OGHKi0tVVZWVpPt7dG/f6/2NbiLZGZmxLsJ6ELUO/lQ8+RDzZMPNU8u1Dv5mF7zswa8HTt26P7774/YNnz4cD355JNRPaHL5ZLjOM1uBwAAAABE76wBb9KkSZo0aVJUD56VlaWysjINGzZMklRWVqasrCxlZ2errKwstF9wOwAAAAAgejHtNhs/fry2bdsmSdqzZ4/S0tI0aNAgjRs3TgUFBQoEAvrXv/6lw4cP65JLLollUwAAAADAeFHPwWvJxo0bVVpaqltuuUXz5s3TXXfdpSlTpig1NVUrV66UJF133XXat2+fpk2bJkm677771KNHj85uCgAAAAAkFctpbkIcAAAAACDhsLIJAAAAABiCgAcAAAAAhiDgAQAAAIAhCHgAAAAAYAgCXicoKCjQ5MmTNWHCBG3YsCHezUEXmD9/vqZMmaLp06dr+vTpeuONN+LdJMRAVVWVpk6dqg8++ECStHPnTuXn52vixIlas2ZNnFuHWGhc89tuu00TJ04Mneu///3v49xCdKZHH31UU6ZM0ZQpU0IrfXOem625mnOem+vhhx/W5MmTNWXKFP3qV7+SlBzneKdfJiHZlJSUaM2aNdqyZYtSU1M1Z84cjRkzRiNGjIh30xAjjuOoqKhIL7/8slJSOIVM9cYbb+iOO+7Q4cOHJUk1NTVatmyZnnrqKQ0cOFDf/OY39corr2j8+PHxbSg6TeOaS9KBAwf09NNPKysrK34NQ0zs3LlTf/7zn/Xss8/Ksix9/etf13PPPadVq1ZxnhuquZr//ve/5zw31Guvvaa//vWv+t///V/5/X5NnjxZV155ZVL8LqcHr4N27typsWPHql+/fkpPT1deXp4KCwvj3SzEUFFRkSzL0oIFCzRt2jQ9/fTT8W4SYmDz5s1avnx56Bf+vn37NGzYMA0ZMkQpKSnKz8/nXDdM45qfPn1axcXFuvPOO5Wfn6+f/vSnsm07zq1EZ/F6vVq6dKlSU1Pl8Xh0/vnn6/Dhw5znBmuu5sXFxZznhvr0pz+t//7v/1ZKSorKy8sVCARUWVmZFOc4Aa+DSktL5fV6Q7ezsrJUUlISxxYh1iorK3XllVdq7dq1evLJJ/Wb3/xGf/nLX+LdLHSy++67T6NHjw7d5lw3X+Oal5eXa+zYsfrRj36kzZs3a8+ePXrmmWfi2EJ0pgsuuEC5ubmSpMOHD2v79u2yLIvz3GDN1fyzn/0s57nBPB6PfvrTn2rKlCm68sork+Z3OQGvg5q7TrxlWXFoCbrKqFGjtHLlSqWnp2vAgAGaPXu2XnnllXg3CzHGuZ58hgwZorVr1yozM1M9e/bUvHnzONcN9M477+imm27SD37wAw0dOrTJ/Zzn5gmv+fDhwznPDbdo0SLt2rVLR48ejRiCH2TiOU7A66Ds7GwdO3YsdLu0tJQx3Ibbs2ePdu3aFbrtOA5z8ZIA53ryefvtt/X888+HbnOum2fv3r36yle+oltvvVVf+MIXOM+TQOOac56b691339XBgwclST179tTEiRP16quvJsU5TsDroKuuukq7du3S8ePHVV1drRdeeEHjxo2Ld7MQQydPntTKlStVW1urqqoqPfvss5owYUK8m4UYu/TSS/XPf/5T//rXvxQIBPTcc89xrhvOcRz96Ec/0okTJ+Tz+bRp0ybOdYMcPXpUCxcu1KpVqzRlyhRJnOema67mnOfm+uCDD3THHXeorq5OdXV1eumllzRnzpykOMf5E0UHZWdna/HixZo/f758Pp9mz56tnJyceDcLMfS5z31Ob7zxhmbMmCHbtjV37lyNGjUq3s1CjKWlpenHP/6xvvOd76i2tlbjx4/XddddF+9mIYZGjhypb3zjG7rhhhvk9/s1ceJETZ06Nd7NQidZv369amtr9eMf/zi0bc6cOZznBmup5pznZho/fnzo+5rb7dbEiRM1ZcoUDRgwwPhz3HKam1gCAAAAAEg4DNEEAAAAAEMQ8AAAAADAEAQ8AAAAADAEAQ8AAAAADEHAAwAAAABDEPAAAAAAwBAEPAAAAAAwBAEPAAAAAAzx/wHtVw6dn+ItqAAAAABJRU5ErkJggg==\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": "iVBORw0KGgoAAAANSUhEUgAAA3gAAAGsCAYAAACPXgVeAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAAsTAAALEwEAmpwYAAA4hklEQVR4nO3dfXwU5b3///fuZhMICQTiZgsc7iI9RYsxKBZECfpTCAkEFFERCq0esaX8tFJLRdACHhWhIKWKN22xVKSUlCKctBitWvBYOAJaIHgQxRRQg0lIMDeQkM3ufP/A7CGGu2yyu9lrX8/Hw8eDmZ3ZucbPzmbfc10zY7MsyxIAAAAAIOLZw90AAAAAAEDrIOABAAAAgCEIeAAAAABgCAIeAAAAABiCgAcAAAAAhiDgAQAAAIAhCHgAgFbz2Wef6ZJLLtHYsWP9/40ZM0br1q1r9ntt3rxZy5YtkyS9+eabeuyxx8677QEDBpz19VWrVulb3/qWdu3adcFteOaZZ/TGG29c8PKhMGvWLK1YseKcy1RVVWnKlCn+6bFjx6qysjLYTQMAtAEx4W4AAMAs7dq108aNG/3TxcXFGj16tPr3769+/fpd8PsUFBSooqJCknTDDTfohhtuaFG7/vjHPyonJ0e///3vlZ6efkHrvPvuu+rbt2+LthsOFRUVKigo8E+fXg8AgNkIeACAoHK73erVq5cOHjyonj17at68eTp48KAqKirUoUMHLV68WKmpqZo8ebI6deqkwsJCZWdn649//KO8Xq8SExPVq1cvvfbaa3rhhRe0a9cu/eIXv1BdXZ1KS0s1ZMgQPfHEE+dsw7vvvquKigrNnDlTw4cP15EjR9S1a1dJ0uTJkzVp0iSNHDmy0XRZWZn27t2rRYsWyeFwaPDgwZo/f74+/PBD2Ww2DR06VD/5yU8UExOj3bt367HHHlNNTY2cTqd+9rOf6eqrr9bOnTu1aNEi//z7779fGRkZWr9+vdatW6eamholJCTo5ptvbjS9atUq/elPf9KaNWvk8/mUlJSkRx55RBdffHGj/Vq3bp3Wrl0rj8ejiooKTZ06VRMnTtRDDz2k2tpajR07VuvXr9ell16qbdu2qUuXLlq+fLn++te/yuFwqE+fPnrkkUfkcrk0efJkpaen6/3339eRI0d05ZVXauHChbLbGewDAJGEgAcACKp//vOfOnz4sC6//HK9/fbb6tixo3JzcyVJP//5z7V69Wo98sgjkqSOHTtq06ZNkiTLsnTs2DHNmDFD69ev97/fSy+9pPvuu0+DBg3S8ePHdcMNN2jv3r1KSko6axvWrFmjnJwcud1uDR48WC+//LJmzpx5znZPmjRJ+fn5mjRpkoYPH64HH3xQSUlJysvLk8fj0bRp0/Tiiy/qzjvv1PTp0/XYY4/puuuu0969e/XQQw/52/ncc8/p8ssv18cff6zvfve7/uGqBw4c0FtvvaWEhAStX7++0fT27du1YcMGrV69Wu3bt9c777yje++91///RpKOHz+uP/3pT/r1r3+tzp07a9euXbrzzjs1ceJELViwQDk5OU167v785z/rv//7v7Vu3TrFx8fr6aefbjTk8/Dhw1q1apVOnDihrKwsbd++XYMHD77ASgMA2gICHgCgVTX0HEmS1+tV586d9Ytf/EJdu3ZV165d1aNHD61atUqHDh3S9u3bG103N3DgwPO+/5NPPqm3335bzz//vAoLC1VbW6sTJ06cNeCVlpbqjTfe0J///GdJ0k033aR58+Zp+vTpio+Pv+D9evvtt7VmzRrZbDbFxsZqwoQJ+v3vf69rrrlGdrtd1113nSSpf//+ysvL05YtW9SzZ09dfvnlkqRvfvObuuKKK7R9+3bZbDZ961vfUkJCgv/9T5/evHmzDh06pAkTJvhfr6io0Jdffumf7tChg55//nlt2bJFBw8e1IcffqgTJ06cdx/GjRvn3+8pU6bo+eefV11dnSTp+uuvl91uV0JCgnr16uUfIgsAiBwEPABAq/r6NXin+8Mf/qDc3FxNmjRJOTk5SkpK0meffeZ//UIC16RJk9SvXz8NHTpUWVlZ2r17tyzLOuvyf/rTnyRJ06ZNkyT5fD5VV1frlVde0aRJkySp0foej+eM7+Pz+ZpM19fXy+FwyGazNXrto48+arJ8w3bq6+vldDqb7Ovp0z6fT2PHjvX3Mvp8PpWUlKhTp07+Zb744gvdfvvtuu2223TllVdq5MiR+vvf/37W/w9f38/T96FBu3bt/P+22Wzn/P8KAGibGFgPAAiZd955RzfffLNuvfVW9enTR2+99Za8Xu8Zl3U4HI3Ch3SqF2vv3r366U9/qhEjRqi4uFiHDx8+Y5iSTvUg5ubmav78+Xrrrbf01ltvafPmzfrBD36gl156SZZlqUuXLtq7d6+kU0MU9+/ff8Y2XHvttVq9erUsy1JdXZ1yc3M1ZMgQpaamymaz6R//+Ick6YMPPtD3vvc9paWl6V//+pf27NkjSfr444+1Y8cOfec73znv/6drrrlGf/3rX1VSUiLp1BDT733ve42W2bt3r7p06aIf/ehHGjp0qD/ceb1excTEyOv1Nglo1157rdavX+/v6Vu1apWuuuoqxcbGnrdNAIDIQA8eACBk7rrrLv385z/X+vXr5XA49O1vf1sfffTRGZe9+uqrde+998rpdOrb3/62JKlTp0665557dPPNNyspKUmdO3fWFVdcoUOHDqlHjx5N3uPvf/+7fD6fcnJyGs3//ve/r5deeklbtmzRtGnTNGvWLG3ZskWpqamNholef/31WrhwoTwejx5++GE99thjysnJkcfj0dChQ/XDH/5QsbGxevrpp/XEE09o0aJFcjqdevrpp5WcnKxly5bpP//zP1VbWyubzaYFCxaoT58++uc//3nO/09Dhw7V1KlTddddd8lmsykhIUHPPPNMo57Ca665RuvWrdPIkSPVvn17paWlqUuXLjp06JB69eqlSy+9VFlZWVqzZo1/nfHjx+vIkSO69dZb5fP51KtXLy1evPj8hQMARAybxfgLAAAAADACQzQBAAAAwBAtDnjV1dUaPXp0o4vkG+zbt0+33HKLMjMzNWfOHP91DEVFRf5nDk2bNk3Hjx9vaTMAAAAAIOq1KODt3r1bd9xxhw4ePHjG12fOnKlHHnlEr732mizL8j/3aP78+Zo4caLy8/PVv39/Pfvssy1pBgAAAABALQx4ubm5mjt3rlJSUpq89vnnn6u2tlbp6emSpHHjxik/P18ej0c7duxQZmZmo/kAAAAAgJZp0V00H3/88bO+VlJSIpfL5Z92uVwqLi7WsWPHlJCQoJiYmEbzAQAAAAAtE7SbrJzp5pxne2jq1x8QCwAAAABovqA9B8/tduvo0aP+6dLSUqWkpKhLly6qrq6W1+uVw+Hwz2+uY8eOy+cL/xMe/vfQMf3hbx+pzvN/D+qNdTo0cfi/69JencPYMgRbcnKCysqqw90MhBA1jz7UPPpQ8+hCvaOPKTW3223q3LnDGV8LWsDr3r274uLi9N577+nKK6/Uhg0blJGRIafTqYEDB2rTpk3Kycnxz28un89qEwHv37t3UmJ7pz4srZZlSXFOh1K7ddS/d+/UJtqH4KLG0YeaRx9qHn2oeXSh3tHH9Jq3+hDNqVOnqqCgQJK0ePFiLViwQFlZWaqpqdGUKVMkSXPnzlVubq6ys7O1c+dO3X///a3djJCx22164PZ0dUvuoJQu7fWDsd/WA7eny25n2CkAAACA0LJZZ7ooLgKUlVW3qfS9cPX7csY69JNbLw93UxAiLleiSkurwt0MhBA1jz7UPPpQ8+hCvaOPKTW3221KTk4482shbgsAAAAAIEgIeAAAAABgCAIeAAAAABiCgAcAAAAAhiDgAQAAAIAhCHgAAAAAYAgCHgAAAAAYgoAHAAAAAIYg4AEAAACAIQh4AAAAAGAIAh4AAAAAGIKABwAAAACGIOABAAAAgCEIeAAAAABgCAIeAAAAABiCgAcAAAAAhiDgAQAAAIAhCHgAAAAAYAgCHgAAAAAYgoAHAAAAAIYg4AEAAACAIQh4AAAAAGAIAh4AAAAAGIKABwAAAACGIOABAAAAgCEIeAAAAABgCAIeAAAAABiCgAcAAAAAhiDgAQAAAIAhCHgAAAAAYAgCHgAAAAAYgoAHAAAAAIYg4AEAAACAIQh4AAAAAGAIAh4AAAAAGIKABwAAAACGIOABAAAAgCEIeAAAAABgCAIeAAAAABgipiUr5+Xl6bnnnpPH49H3v/99TZo0yf/avn37NGvWLP90eXm5OnXqpL/85S/asGGDFi9erOTkZEnSddddpxkzZrSkKQAAAAAQ9QIOeMXFxVq6dKnWr1+v2NhYTZgwQYMGDVLfvn0lSZdccok2btwoSaqpqdGtt96qefPmSZIKCgo0a9YsjR49uuV7AAAAAACQ1IIhmlu3btXgwYOVlJSk+Ph4ZWZmKj8//4zLvvDCC7rqqqs0cOBASacC3oYNGzRmzBj99Kc/VUVFRaDNAAAAAAB8JeAevJKSErlcLv90SkqK9uzZ02S5yspK5ebmKi8vzz/P5XLpnnvuUVpamp566ik9+uijWrJkSbO2n5ycEGjTg8IZ65AkuVyJYW4JQol6Rx9qHn2oefSh5tGFekcf02secMCzLKvJPJvN1mReXl6ebrzxRv/1dpK0fPly/7/vvvtu3Xjjjc3efllZtXy+pm0IF0+dV85Yh0pLq8LdFISIy5VIvaMMNY8+1Dz6UPPoQr2jjyk1t9ttZ+3wCniIptvt1tGjR/3TJSUlSklJabLcG2+8oezsbP90VVWVVq5c6Z+2LEsxMS261wsAAAAAQC0IeEOGDNG2bdtUXl6umpoavf7668rIyGi0jGVZ+uCDDzRgwAD/vPj4eP32t7/V7t27JUkvv/yyhg8fHmgzAAAAAABfCbjrzO12a8aMGZoyZYo8Ho/Gjx+vtLQ0TZ06Vffdd58uu+wylZeXy+l0Ki4uzr+ew+HQL3/5S82bN0+1tbXq3bu3Fi1a1Co7AwAAAADRzGad6WK6CNDWrsFbuPp9OWMd+smtl4e7KQgRU8Zw48JR8+hDzaMPNY8u1Dv6mFLzoFyDBwAAAABoWwh4AAAAAGAIAh4AAAAAGIKABwAAAACGIOABAAAAgCEIeAAAAABgCAIeAAAAABiCgAcAAAAAhiDgAQAAAIAhCHgAAAAAYAgCHgAAAAAYgoAHAAAAAIYg4AEAAACAIQh4AAAAAGAIAh4AAAAAGIKABwAAAACGIOABAAAAgCEIeAAAAABgCAIeAAAAABiCgAcAAAAAhiDgAQAAAIAhCHgAAAAAYAgCHgAAAAAYgoAHAAAAAIYg4AEAAACAIQh4AAAAAGAIAh4AAAAAGIKABwAAAACGIOABAAAAgCEIeAAAAABgCAIeAAAAABiCgAcAAAAAhiDgAQAAAIAhCHgAAAAAYAgCHgAAAAAYgoAHAAAAAIYg4AEAAACAIQh4AAAAAGCIFgW8vLw8ZWdna/jw4Vq9enWT15955hldf/31Gjt2rMaOHetfZt++fbrllluUmZmpOXPmqL6+viXNAAAAAABIigl0xeLiYi1dulTr169XbGysJkyYoEGDBqlv377+Zfbu3aunnnpKAwYMaLTuzJkz9dhjjyk9PV2zZ89Wbm6uJk6cGPheAAAAAAAC78HbunWrBg8erKSkJMXHxyszM1P5+fmNltm7d69+85vfKCcnR48++qhOnjypzz//XLW1tUpPT5ckjRs3rsl6AAAAAIDmCzjglZSUyOVy+adTUlJUXFzsnz5+/LguueQSPfjgg3rllVdUWVmpZ599tsl6Lper0XoAAAAAgMAEPETTsqwm82w2m//fHTp00G9+8xv/9F133aXZs2dr2LBh51zvQiUnJzR7nWByxjokSS5XYphbglCi3tGHmkcfah59qHl0od7Rx/SaBxzw3G63du7c6Z8uKSlRSkqKf7qoqEhbt27V+PHjJZ0KhDExMXK73Tp69Kh/udLS0kbrXaiysmr5fE1DZrh46rxyxjpUWloV7qYgRFyuROodZah59KHm0YeaRxfqHX1Mqbndbjtrh1fAQzSHDBmibdu2qby8XDU1NXr99deVkZHhf71du3b6xS9+oU8//VSWZWn16tUaPny4unfvrri4OL333nuSpA0bNjRaDwAAAAAQmBb14M2YMUNTpkyRx+PR+PHjlZaWpqlTp+q+++7TZZddpkcffVTTpk2Tx+PRFVdcoTvvvFOStHjxYj388MM6fvy4Lr30Uk2ZMqXVdggAAAAAopXNOtPFdBGgrQ3RXLj6fTljHfrJrZeHuykIEVO6+HHhqHn0oebRh5pHF+odfUypeVCGaAIAAAAA2hYCHgAAAAAYgoAHAAAAAIYg4AEAAACAIQh4AAAAAGAIAh4AAAAAGIKABwAAAACGIOABAAAAgCEIeAAAAABgCAIeAAAAABiCgAcAAAAAhiDgAQAAAIAhCHgAAAAAYAgCHgAAAAAYgoAHAAAAAIYg4AEAAACAIQh4AAAAAGAIAh4AAAAAGIKABwAAAACGIOABAAAAgCEIeAAAAABgCAIeAAAAABiCgAcAAAAAhiDgAQAAAIAhCHgAAAAAYAgCHgAAAAAYgoAHAAAAAIYg4AEAAACAIQh4AAAAAGAIAh4AAAAAGIKABwAAAACGIOABAAAAgCEIeAAAAABgCAIeAAAAABiCgAcAAAAAhiDgAQAAAIAhCHgAAAAAYAgCHgAAAAAYgoAHAAAAAIZoUcDLy8tTdna2hg8frtWrVzd5/Y033tDYsWM1ZswY/ehHP1JFRYUkacOGDbr22ms1duxYjR07VkuXLm1JMwAAAAAAkmICXbG4uFhLly7V+vXrFRsbqwkTJmjQoEHq27evJKm6ulrz5s3Tn//8Z7ndbi1btkxPP/20Hn74YRUUFGjWrFkaPXp0q+0IAAAAAES7gHvwtm7dqsGDByspKUnx8fHKzMxUfn6+/3WPx6N58+bJ7XZLkr71rW/pyJEjkqSCggJt2LBBY8aM0U9/+lN/zx4AAAAAIHAB9+CVlJTI5XL5p1NSUrRnzx7/dOfOnXXjjTdKkmpra/XrX/9akydPliS5XC7dc889SktL01NPPaVHH31US5Ysadb2k5MTAm16UDhjHZIklysxzC1BKFHv6EPNow81jz7UPLpQ7+hjes0DDniWZTWZZ7PZmsyrqqrSj370I/Xr108333yzJGn58uX+1++++25/EGyOsrJq+XxN2xAunjqvnLEOlZZWhbspCBGXK5F6RxlqHn2oefSh5tGFekcfU2put9vO2uEV8BBNt9uto0eP+qdLSkqUkpLSaJmSkhJNnDhR/fr10+OPPy7pVOBbuXKlfxnLshQTE3DOBAAAAAB8JeCAN2TIEG3btk3l5eWqqanR66+/royMDP/rXq9XP/zhD5WVlaU5c+b4e/fi4+P129/+Vrt375Ykvfzyyxo+fHgLdwMAAAAAEHDXmdvt1owZMzRlyhR5PB6NHz9eaWlpmjp1qu677z598cUX+t///V95vV699tprkqT+/fvr8ccf1y9/+UvNmzdPtbW16t27txYtWtRqOwQAAAAA0cpmneliugjQ1q7BW7j6fTljHfrJrZeHuykIEVPGcOPCUfPoQ82jDzWPLtQ7+phS86BcgwcAAAAAaFsIeAAAAABgCAIeAAAAABiCgAcAAAAAhiDgAQAAAIAhCHgAAAAAYAgCHgAAAAAYgoAHAAAAAIYg4AEAAACAIQh4AAAAAGAIAh4AAAAAGIKABwAAAACGIOABAAAAgCEIeAAAAABgCAIeAAAAABiCgAcAAAAAhiDgAQAAAIAhYsLdAACA5PNZ2lNYpsPFVerpTlRaarLsdlu4mwUAACIMAQ8AzqMhfJXtKlJyQmyrhy+fz9KStbtUWFSpOo9XsU6HUrt11AO3pxPyAABAsxDwAOAcQhG+9hSWqbCoUic9XknSSY9XhUWV2lNYpvS+F7XKNgCYj5EAACQCHgCcUyjC1+HiKtV99f4N6jxefVpcRcADcEEYCQCgAQEvjLw+y/+jEZGnvLJWJ07Wh7sZCLJPPq9ocpyeCnkV+vceSa2yDXeXeMU67Trp8fnnxTrtSukSz2cszDjOz8/ns/TBwXJ9VlKtf0tJ0Ld7d4noQBGpNS8oLFNhUYX/e6The2rH/hJdlpoc5ta1XZFabwQukJrHOR1yRND3GgEvjE56vDr8RVW4m4EAJdV69eWXJ8LdDARZnNMhZ4xdnvr/C1/OGLtiYxytdvwmtnPK3SVenxZXy/rq/d1d4pXYzsl3RJhxnJ+bz2cpd/MBHSk7IU+9T84Yu7omx+u26/pGbMiL1Jp/UFje6CSRJJ30+PRBYbk6xceGqVVtX6TWG4ELpOY9v5Go+LjIiU08JgEAziG1a0d1TY5Xw0/Vhh+wqV07tto27Habbruur5I7tVPHDrHKGdI7on8gI3oUHqn0hztJ8tT7dKTshAqPVIa5ZdEnpXN7OWMa/6xzxtiV0rl9mFoEIFwIeABwDqeHr6TEuKCFL7vdpvZxMerUIVZ9u3ci3CEilByradS7LZ0KeSXHasLUougVipNRACJD5PQ1AkCYNISvmBi7+nbvFO7mAG1GQ6/R14cw02sUeg0no1bmf6i6ep9uvPLflNq1IyeLgChEDx4AAAgIvUZtiykjAXw+Swc+r9DWvV/owOcV8vmscDcJiCj04AEAgIDQa4TWZuKNe4BQI+ABAICANfQatY8TQ5jRYue6cU9rfr58PkuFRypVeaBMHdvHcGICRiHgAQAAoE041417Wivg0UsI03ENHgAAANqEUDzugcd7wHQEPAAAALQJobhxD4/3gOkIeAAAAGgTTn/2aMcOsUF59igPhYfpCHgAIhq30wYAswT7cQ883gOm4yYrACIWF8oDAJrr9Md71Pss/X8DunMXTRiFHjwAEYsL5RHJ6H0Gwqehl7BzYlxEPxQeOBN68ABErFDcThsIBnqfAQDBQg8egIjFhfKIVPQ+A+ajlx7h0qKAl5eXp+zsbA0fPlyrV69u8vq+fft0yy23KDMzU3PmzFF9fb0kqaioSJMmTdLIkSM1bdo0HT9+vCXNANBGBfuPGxfKI1Jxm3bAbA299HlbD+qdgiPK23pQuZsPEPLOgjDcugIOeMXFxVq6dKn+8Ic/aOPGjVq7dq0OHDjQaJmZM2fqkUce0WuvvSbLspSbmytJmj9/viZOnKj8/Hz1799fzz77bMv2AkCbE4o/bqG4nTYQDPQ+A2ajl/7CEYZbX8ABb+vWrRo8eLCSkpIUHx+vzMxM5efn+1///PPPVVtbq/T0dEnSuHHjlJ+fL4/Hox07digzM7PRfAChFeyzZaH64xbs22kDwUDvc/Nwdh+Rhl76C0cYbn0B32SlpKRELpfLP52SkqI9e/ac9XWXy6Xi4mIdO3ZMCQkJiomJaTS/uZ7fuFfHKk8G2vxWd7ikSjabTQtXv3/B63gtSyfrvEFsFYIpJsau+q99eUcKy7JU+mWt6jxeWZJskmKdDrmS2slma52AVHG87ox/3N547zPt+LCkVbbRoOTYCUnSmjc/btX3/fo2bDZb0LchBXc/0DzBPM4ty5LDYZNlSZ06xMrns7T27wfOv2IbFMzPbii+r04Xyd/tkjnfI5H+vV5zsl42SaefirBJ+vDwMR0qrmr17UWyUP1esCxLtXVe1fssxdhtahfruODvkLhYhxxB+L5pic4d4zTnrsFnfC3ggGdZTc+enf4/6Wyvn2+9CxXjdMgZ62j2esFy8b8lNXsdW71P3pgLPwt55OipaxW7XtSh2dtqK9swYR9M2MaJWo/q6r3+PzyWpLp6rzxen+LbOVtlG+3jHKo6IZ1+yNtsp+bHxLTu/Z26uRJa9f1M3kakf3ZN20YPd2LQ3rtBKPYjmJ/dUHxfNTDhc2XK90ikf+cmOJyqrvHopMcryzr19y/O6VBCvLPVT0xE+uc2FL8XLMvSF2U1qv2qY6WhHt9Ijr+gesQ47K3+26WlYpxnz0EBBzy3262dO3f6p0tKSpSSktLo9aNHj/qnS0tLlZKSoi5duqi6ulper1cOh8M/v7nuzr6kzQ3RcLkSVVp64WdlTpys1+EvLnz5hjNMtw67uNltayvbMGEfGrYRE2OP2P3YuvcLFZc3HiZiWdI3uydpSP9vtMo2TLwNfFJSvL788kS4m9EiJh2DwdyGz2f5H4I8oO9FEf0Q5FDUI5hC8X3VINK/20PFhH1oEMzvdZ/PUuGRSpUcq1FK5/ZB+x6J9O/cUPxeOPB5hfJKD/qnLUvy+ixd8U3XBT1Wqec3EhUf17aeLneu/zcBR9EhQ4Zo27ZtKi8vV01NjV5//XVlZGT4X+/evbvi4uL03nvvSZI2bNigjIwMOZ1ODRw4UJs2bWo0H0DohOIGDw03QMkZ0lvXXtaVG6AgYjT82CirqNWXVScj+oJ/n89Szcl6VRyvi9hr17ghTdtiwmcqVOx2m/p276Qh/b/BNeLnEIrfC9F2TWTAAc/tdmvGjBmaMmWKbrrpJo0ePVppaWmaOnWqCgoKJEmLFy/WggULlJWVpZqaGk2ZMkWSNHfuXOXm5io7O1s7d+7U/fff3yo7A+DCNNzgoeFHU7Bu8MAfN0Sihgv+G362RuoF/6cH1crjdREbVEP1fYXzM+UzhbYn2L8Xou1EUYv6GnNycpSTk9No3m9+8xv/v/v166d169Y1Wa979+5atWpVSzYNoAUazpaFYugIEGnOdab3QobytBXnCqqRtB98X7UdpnymEH0aThR9fRioqSeK2tZgUgAh03C2jD/KQGMNZ3pPD3mReKbXlKAq8X3VVpj0mUJ0Of1EUWVtvTq2izH6RBEBDwCA05hypteUoGqShuvX6up9OvB5RcT9wOQzhUjWcKLIhBumnQ8BDwCA05hypteUoGqK069fsyTlbT0YcXcW5jMFRAYCHgAAX2PCmV6uXWtbTLh+jc8UEBkIeAAAGIpr19oOU65f4zMFtH1t65HsAACcB8/hQiSKttu0AwgfAh4AIGLwHC5EKp7nByBUGKIJAIgYJlzHhOjE9WsAQoWABwCIGKZcx4ToxPVrAEKBIZoAgIjBdUwAEFpc9xx5CHgAgIjBdUwAEDpc9xyZGKIJAIgYXMcEAKHDdc+RiYAHAIgoXMcEAKHBdc+RiSGaAAAAAJrguufIRMADAAAA0ATXPUcmhmgCAAAAaILrniMTAS+M4pwO9fxG4oUvH+uQpGat01zB3oYJ+9CwjRiHPeL3A82T2LG9OrZzhLsZLWLKMRgqJtQcFy4U3+1oW0w4xkPxndu7mzk9doHUPM4ZWZ8RAl4YOew2xcddeAkctlNnS5qzTnMFexsm7EPDNmJi7BG/H2ieLh3byXvSE+5mtIgpx2ComFBzXBifz1JNbb08Xp8++vRLpaUm00sRBUw4xk36zg0FE2p+PlyDBwAAoprPZ2nJ2l0qKjuukmM1emHjB1qydhfP+gIQkQh4AAAgqu0pLFNhUaWsr/LcSY9XhUWV2lNYFt6GAUAACHgAACCqHS6uUp3H22hencerT4urwtQiAAgcAQ8AAES1nu5ExX7tJgqxTod6uLnZCoDIQ8ADAABRLS01WandOirO6ZBNp+6Yl9qto9JSk8PdNABoNm63AwAAoprdbtMDt6drT2GZyqvr1CUhlrtoAohYBDwAABD17Hab0vteJJcrUaWlXHsHIHIxRBMAAAAADEHAAwAAAABDEPAAAAAAwBAEPAAAACAC+XyWqms8OlpRq10Hjsrns8LdJLQBBDwAAAAgwvh8lpas3aWisuMqq6zVCxs/0JK1uwh5IOABAAAAkWZPYZkKiyplfZXnTnq8Kiyq1J7CsvA2DGFHwEPIMIwAMB/HOQCExuHiKtV5vI3m1Xm8+rSYx3xEOwIeQoJhBID5OM4BIHR6uhMV63Q0mhfrdKiHOzFMLUJbQcBDSDCMADAfxzkAhE5aarJSu3VUnNMhm6Q4p0Op3ToqLTU53E1DmMWEuwGIDucaRpDe96IwtQqILg3DJ2vrvNp14KjSUpNlt9ta7f05zgEgdOx2mx64PV17Csv0aXGVergTW/17HZGJgIeQaBhGcPK0H38MIwBC5/Thk5YlvbDxA6V266gHbk9vtR8DHOcAEFp2u03pfS/iJBoaYYgmQoJhBEB4hWL4JMc5AADhRw8eQiJUwwiCPQQNiFShGD7JcCEAAMKPgIeQCfYwglAMQQMiVaiGTzJcCACA8Ao44BUVFWnmzJkqKytTnz59tHjxYnXo0KHRMiUlJXrooYd09OhR2e12/exnP9PVV18tj8ejQYMGqUePHv5l169fL4fD8fXNABfsXEPQ+LGJaNcwfLKwqFJ1Hq9iGT4JAICRAg548+fP18SJEzVq1CgtX75czz77rGbOnNlomUWLFun666/Xd7/7XRUWFmry5Ml6++23tX//fg0YMEArVqxo8Q4ADbiDH3B2DJ8EACA6BHSTFY/Hox07digzM1OSNG7cOOXn5zdZbsSIEcrJyZEk9erVSydPntSJEydUUFCg8vJy3Xbbbbrtttu0ffv2FuwCcAoP/ATOrWH4ZM41fZTe9yLCHQAABgoo4B07dkwJCQmKiTnVAehyuVRcXNxkuREjRqhTp06SpBUrVuiSSy5RYmKibDabbrjhBq1du1bz5s3TjBkzVF5e3oLdALiDHwAAAHDeIZqvvvqqFixY0Ghe7969myxns539TPDKlSu1du1avfzyy5KkCRMm+F+79NJLlZaWpvfff1833njjhbZbyckJF7xsKLlcwestcsY6jNhGMC34/4fqvQ+L9a/PK9Sneydd2c8tRxB6KahF9KIe0YeaRx9qHl2od/QxvebnDXhZWVnKyspqNK/hJiler1cOh0OlpaVKSUk54/qLFi3Sli1btHr1an3jG9+QJG3YsEFXXHGFevbsKUmyLEtOp7NZDS8rq5bPZzVrnWBzuRJVWloVtPf31J26vizStxFsfVwd1Md16oY/5WXVQdmGp84rZ6yDWkSZYB/jaHuoefSh5tGFekcfU2put9vO2uEV0BBNp9OpgQMHatOmTZJOBbaMjIwmy61cuVLvvvuu1qxZ4w93krR//369+OKLkqTCwkLt27dPV155ZSBNAQAAAAB8JeC7aM6dO1ezZs3Sc889p65du+qpp56SJK1Zs0YlJSW67777tHz5ciUkJGjy5Mn+9X79619r+vTpmj17tkaPHi2bzaaFCxcqIaFtDrkEAAAAgEgRcMDr3r27Vq1a1WT+HXfc4f/3jh07zrr+r371q0A3HZV8PkvVNR7V1nm168BRbm8OAAAAoImAhmgitHw+S0vW7lJR2XGVVdbqhY0faMnaXW3uGkQAAAAA4UXAiwB7CstUWFQp66s8d9LjVWFRpfYUloW3YQAAAADaFAJeBDhcXKU6j7fRvDqPV58WR/4dgAAAAAC0HgJeBOjpTlSs09FoXqzToR5us5/hAQAAAKB5CHgRIC01WandOirO6ZBNUpzTodRuHZWWmtyq22m4kcvRilrtOnCUa/wAAACACBPwXTQROna7TQ/cnq49hWX6tLhKPdyJrX4XzdNv5GJZ0gsbP1Bqt4564PZ07tYJAAAARAgCXoSw221K73uR0vteFJT3P9eNXIK1TQAAAACtiyGakMSNXAAAAAATEPAgiRu5AAAAACYg4EFS6G7kAgAAACB4uAYPkkJzIxcAAAAAwUXAg1+wb+QCAAAAILgYogkAAAAAhiDgAQAAAIAhCHgAAAAAYAgCHgAAAAAYgoAHNJPPZ6m6xqOS8hPadeCofD4r3E0CAAAAJBHwgGbx+SwtWbtLRWXHVXKsRi9s/EBL1u4i5AEAAKBNIOABzbCnsEyFRZWyvspzJz1eFRZVak9hWXgbBgAAAIiABzTL4eIq1Xm8jebVebz6tLgqTC0CAAAA/g8BD2iGnu5ExTodjebFOh3q4U4MU4sAAACA/0PAA5ohLTVZqd06Ks7pkE1SnNOh1G4dlZaaHO6mAQAAAIoJdwOASGK32/TA7enaU1im8uo6dUmIVVpqsux2W7ibBgAAABDwgOay221K73uRXK5ElZZy7R0AAADaDoZoAgAAAIAhCHgAAAAAYAgCHgAAAAAYgoAHAAAAAIYg4AEAAACAIQh4AAAAAGAIAh4AAAAAGIKABwAAAACGIOABAAAAgCEIeAAAAABgCAIeAAAAABiCgAcAAAAAhiDgAQAAAIAhCHgAAAAAYAgCHgAAAAAYIibQFYuKijRz5kyVlZWpT58+Wrx4sTp06NBkmVGjRqlnz56SpIsuukgrVqxQXV2d5syZo71796pdu3ZavHixLr744pbtCQAAAABEuYB78ObPn6+JEycqPz9f/fv317PPPttkmYKCAuXk5Gjjxo3auHGjVqxYIUlatWqV2rdvr1dffVWzZ8/WrFmzAt8DAAAAAICkAAOex+PRjh07lJmZKUkaN26c8vPzmyxXUFCgjz76SOPGjdOUKVO0f/9+SdLmzZs1ZswYSdJVV12lY8eOqaioKNB9AAAAAAAowCGax44dU0JCgmJiTq3ucrlUXFzcZLm4uDjddNNNmjBhgrZs2aLp06dr06ZNKikpkcvl8i/ncrn0xRdfqFu3bhfchuTkhECaHnQuV2K4m4AQCma9nbGOoG8DzUc9og81jz7UPLpQ7+hjes3PG/BeffVVLViwoNG83r17N1nOZrM1mXfvvff6/z1s2DAtWbJEhYWFZ9yO3d68zsSysmr5fFaz1gk2lytRpaVV4W4GQiTY9fbUeSWJz1QbwjEefah59KHm0YV6Rx9Tam63287a4XXegJeVlaWsrKxG8zwejwYNGiSv1yuHw6HS0lKlpKQ0WXfVqlUaPXq0OnfuLEmyLEsxMTFKSUlRaWmpevXqJUlnXR8AAAAAcOECugbP6XRq4MCB2rRpkyRpw4YNysjIaLLcjh07tG7dOknS9u3b5fP5lJqaqmHDhmnjxo2SpJ07dyouLq5ZwzMBAAAAAE0FfBfNuXPnKjc3V9nZ2dq5c6fuv/9+SdKaNWu0bNkySdKcOXO0detWjR49WgsXLtSSJUtkt9s1efJk1dXVadSoUXr88ce1aNGiVtkZAAAAAIhmAT8Hr3v37lq1alWT+XfccYf/3263W7/73e+aLBMXF6eFCxcGumkAAAAAwBkE3IMHAAAAAGhbCHgAAAAAYAgCHgAAAAAYgoAHAAAAAIYg4AEAAACAIQh4AAAAAGAIAh4AAAAAGIKAB7RBPp+l6hqPjlbUateBo/L5rHA3CQAAABGAgAe0MT6fpSVrd6mo7LjKKmv1wsYPtGTtLkIeAAAAzouAB7QxewrLVFhUKeurPHfS41VhUaX2FJaFt2EAAABo8wh4QBtzuLhKdR5vo3l1Hq8+La4KU4sAAAAQKQh4QBvT052oWKej0bxYp0M93IlhahEAAAAiBQEPaGPSUpOV2q2j4pwO2STFOR1K7dZRaanJ4W4aAAAA2riYcDcAQGN2u00P3J6uPYVl+rS4Sj3ciUpLTZbdbgt30wAAANDGEfCANshutym970VK73tRuJsCAACACMIQTQAAAAAwBAEPAAAAAAxBwAMAAAAAQxDwAAAAAMAQBDwAAAAAMAQBDwAAAAAMQcADAAAAAEMQ8AAAAADAEAQ8AAAAADAEAQ8AAAAADEHAAwAAAABDEPAAAAAAwBAEPAAAAAAwBAEPAAAAAAxBwAMAAAAAQxDwAAAAAMAQBDwAAAAAMAQBDwAAAAAMQcADAAAAAEMQ8AAAAADAEAQ8AAAAADAEAQ8AAAAADEHAAwAAAABDxAS6YlFRkWbOnKmysjL16dNHixcvVocOHRot88Mf/lBHjhyRJPl8Pn300Udat26d+vXrp0GDBqlHjx7+ZdevXy+HwxFocwAAAAAg6gUc8ObPn6+JEydq1KhRWr58uZ599lnNnDmz0TLPP/+8/9/Lli1Tenq6LrvsMu3du1cDBgzQihUrAm85AAAAAKCRgIZoejwe7dixQ5mZmZKkcePGKT8//6zLf/LJJ9qwYYMefPBBSVJBQYHKy8t122236bbbbtP27dsDaQYAAAAA4DQB9eAdO3ZMCQkJiok5tbrL5VJxcfFZl3/uuef0H//xH0pISJAk2Ww23XDDDZo+fbr27dunqVOnKi8vT126dAmkOQAAAAAASTbLsqxzLfDqq69qwYIFjeb17t1bBw8e1Ntvvy1Jqq+v14ABA1RQUNBk/YqKCo0cOVKbN29WXFzcGbcxbdo03XLLLbrxxhsD3Q8AAAAAiHrn7cHLyspSVlZWo3kej0eDBg2S1+uVw+FQaWmpUlJSzrj+li1blJGR0SjcbdiwQVdccYV69uwpSbIsS06ns1kNLyurls93zmwaci5XokpLq8LdDIQI9Y4+1Dz6UPPoQ82jC/WOPqbU3G63KTk54cyvBfKGTqdTAwcO1KZNmySdCmwZGRlnXHbXrl0aOHBgo3n79+/Xiy++KEkqLCzUvn37dOWVVwbSFAAAAADAVwJ+Dt7cuXOVm5ur7Oxs7dy5U/fff78kac2aNVq2bJl/uU8//VRut7vRutOnT1d5eblGjx6tH//4x1q4cKH/+jwAAAAAQGDOew1eW8UQTYQb9Y4+1Dz6UPPoQ82jC/WOPqbUvNWHaAIAAAAA2h4CHgAAAAAYgoAHAAAAAIYg4AEAAACAIQh4AAAAAGAIAh4AAAAAGIKABwAAAACGIOABAAAAgCEIeAAAAABgCAIeAAAAABiCgAcAAAAAhiDgAQAAAIAhCHgAAAAAYAgCHgAAAAAYgoAHAAAAAIYg4AEAAACAIQh4AAAAAGAIAh4AAAAAGIKABwAAAACGIOABAAAAgCEIeAAAAABgCAIeAAAAABiCgAcAAAAAhiDgAQAAAIAhCHgAAAAAYAgCHgAAAAAYgoAHAAAAAIYg4AEAAACAIQh4AAAAAGAIAh4AAAAAGIKABwAAAACGIOABAAAAgCEIeAAAAABgCAIeAAAAABiCgAcAAAAAhiDgAQAAAIAhCHgAAAAAYAgCHgAAAAAYgoAHAAAAAIZoccBbtmyZnn766TO+VldXp5kzZyorK0s333yzPvnkE0mSZVlauHChRo4cqezsbL333nstbQYAAAAARL2AA15VVZVmz56tF1988azLrFq1Su3bt9err76q2bNna9asWZKk1157TZ988ok2bdqk5cuXa9asWaqvrw+0KQAAAAAASTGBrvjmm2+qd+/euvPOO8+6zObNm/XjH/9YknTVVVfp2LFjKioq0pYtW5SdnS273a4+ffqoW7du+uc//6mrrrrqgrdvt9sCbXpQtdV2ITiod/Sh5tGHmkcfah5dqHf0MaHm59qHgAPeTTfdJElnHZ4pSSUlJXK5XP5pl8ulL774QiUlJUpJSWkyvzk6d+7QvAaHSHJyQribgBCi3tGHmkcfah59qHl0od7Rx/Sanzfgvfrqq1qwYEGjeampqVq5cmVAG7Tb7bIs64zzAQAAAACBO2/Ay8rKUlZWVkBvnpKSotLSUvXq1UuSVFpaqpSUFLndbpWWlvqXa5gPAAAAAAhcULvNhg0bpo0bN0qSdu7cqbi4OHXr1k0ZGRnKy8uT1+vVoUOHdPDgQV122WXBbAoAAAAAGC/ga/DOZs2aNSopKdGPf/xjTZ48WT//+c81atQoxcbGatGiRZKkkSNHas+ePRozZowk6fHHH1e7du1auykAAAAAEFVs1pkuiAMAAAAARBzubAIAAAAAhiDgAQAAAIAhCHgAAAAAYAgCHgAAAAAYgoDXCvLy8pSdna3hw4dr9erV4W4OQmDKlCkaNWqUxo4dq7Fjx2r37t3hbhKCoLq6WqNHj9Znn30mSdq6datycnI0YsQILV26NMytQzB8veYPPfSQRowY4T/W//a3v4W5hWhNzzzzjEaNGqVRo0b57/TNcW62M9Wc49xcy5YtU3Z2tkaNGqXf/e53kqLjGG/1xyREm+LiYi1dulTr169XbGysJkyYoEGDBqlv377hbhqCxLIsFRYWavPmzYqJ4RAy1e7du/Xwww/r4MGDkqTa2lrNnj1bq1atUteuXfWDH/xAW7Zs0bBhw8LbULSar9dckvbu3auXX35ZKSkp4WsYgmLr1q1655139Morr8hms+nuu+/WX/7yFy1evJjj3FBnqvnf/vY3jnNDbd++Xf/zP/+j//qv/1J9fb2ys7N19dVXR8XfcnrwWmjr1q0aPHiwkpKSFB8fr8zMTOXn54e7WQiiwsJC2Ww2TZ06VWPGjNHLL78c7iYhCHJzczV37lz/H/w9e/aoV69e6tGjh2JiYpSTk8Oxbpiv1/zEiRMqKirSI488opycHP3qV7+Sz+cLcyvRWlwul2bNmqXY2Fg5nU5dfPHFOnjwIMe5wc5U86KiIo5zQ33nO9/RSy+9pJiYGJWVlcnr9aqysjIqjnECXguVlJTI5XL5p1NSUlRcXBzGFiHYKisrdfXVV2v58uVauXKl/vjHP+of//hHuJuFVvb4449r4MCB/mmOdfN9veZlZWUaPHiwnnjiCeXm5mrnzp1at25dGFuI1vTNb35T6enpkqSDBw9q06ZNstlsHOcGO1PNhw4dynFuMKfTqV/96lcaNWqUrr766qj5W07Aa6EzPSfeZrOFoSUIlQEDBmjRokWKj49Xly5dNH78eG3ZsiXczUKQcaxHnx49emj58uVKTk5W+/btNXnyZI51A3388ce666679OCDD6pnz55NXuc4N8/pNU9NTeU4N9x9992nbdu26ciRI42G4Dcw8Rgn4LWQ2+3W0aNH/dMlJSWM4Tbczp07tW3bNv+0ZVlcixcFONajz/79+/Xaa6/5pznWzfPee+/p+9//vh544AHdfPPNHOdR4Os15zg31yeffKJ9+/ZJktq3b68RI0bo3XffjYpjnIDXQkOGDNG2bdtUXl6umpoavf7668rIyAh3sxBEVVVVWrRokU6ePKnq6mq98sorGj58eLibhSC7/PLL9a9//UuHDh2S1+vVX/7yF451w1mWpSeeeEIVFRXyeDxau3Ytx7pBjhw5ounTp2vx4sUaNWqUJI5z052p5hzn5vrss8/08MMPq66uTnV1dXrzzTc1YcKEqDjGOUXRQm63WzNmzNCUKVPk8Xg0fvx4paWlhbtZCKLrr79eu3fv1k033SSfz6eJEydqwIAB4W4WgiwuLk5PPvmk7r33Xp08eVLDhg3TyJEjw90sBFG/fv10zz336I477lB9fb1GjBih0aNHh7tZaCUrVqzQyZMn9eSTT/rnTZgwgePcYGerOce5mYYNG+b/veZwODRixAiNGjVKXbp0Mf4Yt1lnurAEAAAAABBxGKIJAAAAAIYg4AEAAACAIQh4AAAAAGAIAh4AAAAAGIKABwAAAACGIOABAAAAgCEIeAAAAABgCAIeAAAAABji/wFSmuqg7E1pWgAAAABJRU5ErkJggg==\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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\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. All confidence intervals are evaluated with bootstrapping, 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."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "6e9568da-db44-4224-a04f-67d1e8d8e2aa",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA48AAAG6CAYAAACoQXM4AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAAsTAAALEwEAmpwYAAEAAElEQVR4nOzdd5gc1ZX38W+F7p4ojcIoIEDkKIIIXkmAhLExUWAyJi2wi23WwAKG1yxhDTbZYMDGYLyOK5sggxEYg+x1AAwiSAIEIgnlLI0mpw5Vdd8/qrsnRyb16Pd5Hh5G3V1dt7treurUOfdcyxhjEBEREREREemEPdgDEBERERERkaFPwaOIiIiIiIh0ScGjiIiIiIiIdEnBo4iIiIiIiHRJwaOIiIiIiIh0ScGjiIiIiIiIdMkd7AGIiIj0p9tvv52FCxcCsGLFCiZNmkReXh4ATz31VPbn7nj//fd5+umn+d73vtfmvrq6Ou6++26WLFmCZVnYts3555/PWWed1eXz3nzzzZx77rlMmTKlxe3r16/n2GOPZa+99sre1tDQwIQJE7jzzjvZaaeduj327li/fj2zZ8/m3XffZd26ddx77738+Mc/7tN9iIhI7lLwKCIiw9rNN9+c/fmYY47hvvvu44ADDujVcy1fvpwtW7a0e9/9999PQUEBzz//PJZlsWXLFs455xwmTpzIkUce2enzLliwgHPOOafd+/Ly8njuueey/zbGcPvtt/PAAw/wwx/+sFevozs2btzIqlWr+u35RUQk96hsVUREtlu///3vOf300/nqV7/KxRdfzIoVKwBYtGgRZ555Jqeffjqnn346f/7zn9m0aRM/+tGPWLRoEf/1X//V5rnKyspIJBKkUikAxo8fz49//GMmT54MwJYtW/jWt77F6aefzuzZs/npT38KwAMPPMDWrVu57rrrWLJkSZdjTiQSlJWVMXLkSACSySR33nknp512Gqeccgo33HADdXV1ADz++OOccsopnHHGGZx33nksX74cCIPoDz74IPucrf/t+z4333wza9eu5d/+7d/wPI/vfve7zJ49m9NPP52rrrqK+vr6Hr/fIiKS2xQ8iojIduntt99m3rx5/O53v2PevHn8+7//O1deeSUAP/7xj7nkkkv4wx/+wJ133smbb77JxIkTueqqqzjssMO466672jzfFVdcwZtvvsm0adP4t3/7N37yk59QVFSULS29/vrrOeOMM/jDH/7A008/zYIFC3jxxRe55pprGDduHPfddx8HHXRQm+eNx+OceuqpzJ49mxkzZnDaaaex6667ct111wHws5/9DMdx+MMf/sDzzz+ffS7f97nzzjv5+c9/zjPPPMPZZ5/N4sWLu/XeOI7D7bffzs4778wvfvEL3nvvPd5++22ef/55/vCHP7DTTjvx6aef9vatFxGRHKWyVRER2S69/PLLrFmzhnPPPTd7W3V1NVVVVZxwwgl873vf4+9//zszZszg2muv7fL59tlnH+bPn8+HH37IwoULef311/npT3/KQw89xLRp01i4cCHV1dU89NBDQDh38ZNPPuHEE0/s9Hmbl63+85//5Prrr+eII46gsLAw+zpqa2tZsGABAKlUijFjxuA4DscffzznnnsuRx99NEcccQSzZ8/u1Xu111574TgOZ511FkceeSTHHXccBx54YK+eS0REcpeCRxER2S4FQcCpp57K9ddfn/331q1bGTlyJOeeey5f/OIXef311/nnP//Jww8/zPPPP9/hc3mex2233ca3v/1tpkyZwpQpU7jkkkt45JFHeOqpp/jCF76AMYYnn3yS/Px8ACoqKojFYj0a81FHHcUll1zCtddey0svvURxcTFBEHDjjTcya9YsAOrr60kkEgDcd999LFu2jAULFvA///M/PP300zz66KNAOHcyI5lMdrrfESNG8Nxzz/HOO+/w5ptvcvXVV3PRRRdx8cUX92j8IiKS21S2KiIi26UjjjiCP/3pT2zduhWAJ554gn/9138F4Nxzz+Xjjz/m9NNP5/vf/z41NTVUV1fjOA6e57V5Ltd1Wb16NY888kh2zqPneaxbt4799tuPoqIiDj74YH71q18BUFNTw9e+9jX+9re/AXT4vO259NJLGTFiBD/60Y8AOPLII/nd735HMpkkCAJuueUWfvjDH1JRUcGsWbMoKSnh4osv5uqrr86Wmo4ePZqlS5cC8N5771FWVtZmP47jZF/LP/7xDy6++GKmTp3KlVdeyVe/+lU++eST7r3RIiIybCjzKCIi26WjjjqKyy67jEsvvRTLsigqKuLhhx/Gsiyuu+467rzzTh588EFs2+aKK65gxx13JAgCHnzwQb71rW/xk5/8pMXzPfTQQ/zgBz/guOOOIz8/H2MMX/7yl/nWt74FhFnA73//+8yePZtkMsnJJ5/MKaecAsCXv/xlrrnmGm6//fYuO7NGIhFuueUW/v3f/52zzjqL//iP/+Cee+7htNNOw/d99t13X2644QaKioq4/PLLufjii8nLy8vOYwS47rrruPXWW3nqqafYf//92X///dvsZ88998RxHM4880yeeuopXn31VU4++WQKCgoYOXIk3//+9/viYxARkRximeZ1KyIiIiIiIiLtUNmqiIiIiIiIdEnBo4iIiIiIiHRJwaOIiIiIiIh0ScGjiIiIiIiIdEnBo4iIiIiIiHRJwaOIiIiIiIh0Ses8tlJZWU8QDM7qJWPGFFFeXjco+5ahR8eDdEXHiHRFx4h0l44V6YqOke2DbVuMGlXY4f0KHlsJAjNowWNm/yIZOh6kKzpGpCs6RqS7dKxIV3SMiMpWRUREREREpEsKHkVERERERKRLKlvtBt/3qKwsw/OS/bqfrVttgiDo133I0OS6UUaNKsVx9CspIiIiIkOTzlS7obKyjLy8AgoLJ2BZVr/tx3VtPE/B4/bGGEN9fQ2VlWWMHTtxsIcjIiIiItKufi1bffjhhznppJM46aSTuPfeewFYsGABs2fP5itf+QoPPPBA9rEff/wxZ5xxBscddxw33XQTnucBsHHjRs4//3yOP/54Lr/8curr6wGoqanh61//OieccALnn38+ZWVlACSTSa6//npOOOEETjvtNFasWPG5X4fnJSksHNGvgaNsvyzLorBwRL9ntkVEREREPo9+Cx4XLFjAa6+9xrPPPsu8efP48MMPeeGFF7jxxht55JFHePHFF1m6dCmvvPIKANdffz233HILf/7znzHGMHfuXABuu+02zjvvPObPn8+UKVN45JFHAHjwwQc57LDDeOmllzjrrLO44447AJgzZw75+fm89NJL3Hjjjdxwww198noUOEp/0vElIiIiIkNdvwWPpaWl3HDDDUSjUSKRCLvvvjurV69m8uTJ7LTTTriuy+zZs5k/fz4bNmwgHo9z8MEHA3D66aczf/58UqkUCxcu5LjjjmtxO8DLL7/M7NmzATj55JN59dVXSaVSvPzyy5xyyikAHH744VRWVrJx48b+epkiIiIiIiLbhX4LHvfcc89sMLh69WpefPFFLMuitLQ0+5hx48axZcsWtm7d2uL20tJStmzZQmVlJUVFRbiu2+J2oMU2rutSVFRERUVFu8+1efPm/nqZQ95rr73Kk0/+tlfbvvPOIq644ut9PCIREREREclF/d4w57PPPuMb3/gG3/nOd3Bdl1WrVrW437IsjGm74Ghnt3fEttuPhTu6vT1jxhS1uW3rVhvXHZhVTfp6P5999kmvn9dxbCzLGrDXvr2zbZvS0uIWt7X+t0hrOkakKzpGpLt0rEhXdIxIvwaPixcv5qqrruLGG2/kpJNO4u2332bbtm3Z+7du3cq4ceMYP358i9vLysoYN24co0ePpq6uDt/3cRwnezuEWctt27YxYcIEPM+jrq6OkpISxo0bR1lZGZMnT27xXN1VXl5HELQMWoMgGJAuqN3ttup5HvfffzcrV66goqKCnXeezJ133su8ec8wb94zOI7DjBlHccIJJ/Pss88AMG7cBDZv3gTAv/3bNwA488zZ/PjHjzFixAjuuuv7lJVtZdu2Mg4+eCo33/w9fD/AGIPnBTz55G956aU/YdsW++67P//v/93Uf2/EdioIAsrKarP/Li0tbvFvkdZ0jEhXdIxId+lYka7oGNk+2LbVbjIto9+Cx02bNvGtb32LBx54gOnTpwNw0EEHsWrVKtasWcOOO+7ICy+8wBlnnMGkSZOIxWIsXryYQw89lHnz5jFz5kwikQiHHXYYL774IrNnz87eDjBr1izmzZvHN7/5TV588UUOO+wwIpEIs2bN4rnnnuOwww5j0aJFxGIxdthhhz57Xa9/sInX3t/UZ8/X3KypOzBtvwldPm7p0vdx3QiPPfYrgiDgqqu+ye9//yQvvPAcP//5HPLy8vj2t6/imGOO5dRTTwfgpJNO4Re/eKzd51uw4DX23HMvbr/9HlKpFBdccBaffvpJ9n7P8/jtb3/NvHnzsW2bH/7wHsrKtlJa2v2gXEREREREclu/BY+/+MUvSCQS3H333dnbzj33XO6++26uvPJKEokEs2bN4vjjjwfgvvvu4+abb6a+vp799tuPiy66CIDvfve73HDDDTz66KNMnDiRH/7whwD853/+JzfccAMnnXQSxcXF3HfffQBceOGF/Pd//zcnnXQS0Wg0u0TIcHLwwYcwYsRInnlmLmvXrmb9+nUkk0mOOOIoiorCKwUPPRR2pX399Ve7fL5jjz2ejz5ayty5j7N69Sqqq6tpbGzI3u+6LlOmHMi///tFHHXULE4//SwFjiIiIiIi25l+Cx5vvvlmbr755nbve/7559vcts8++/D000+3uX3SpEnMmTOnze0lJSX89Kc/bXN7LBbjnnvu6cWIu+eIAyZyxAH9s5B7d8tWX3vtFX7+88c466xzOfHEU6iqqqKoqJj6+rrsY7ZtKyMWy2uxXet5pJm1NJ9++klefvnvnHLKaZx55hdYtWpFm/mmd911Px9++AFvvrmAb3/7Kv77v7/P1KmHfp6XKyIiIiIiOUSdUHLQokVvc8wxX+akk05hzJgxLFnyLr7v8+abC2hoaMDzPG699SY++eQjHMfB930ARo4sYdWqlQB89NFSysvDeaYLF77FKaeczle+cgJg8dlnywiCpiC2srKS888/k91224N///dvcvjh/8KKFZ8N+OsWERERERkOahqS/P4fy9v0Whnq+r3bqvS92bNP47bbbuIf//grkUiU/fefQm1tDaeffjbf/OYlBIFh1qwvcvjh/0IkEuGOO25l9OjRHHvs8bzyyt+54IKz2Hvvfdhzz70BOPvs87jvvrt48sk5FBQUMmXKgWzatJFJk3YEYNSoUZx66ulcdtlFxGJ5jB8/gRNPnD2Yb4GIiIiISM76aFUFL721liMPnMjEMYWDPZxus0x762Fsx9rrtrp58xomTJjc7/vubtmqDE+tjzN1NZOu6BiRrugYke7SsSJd0THStxYs3cTPX/iYu74xjfGjCgZ7OFlddVtV2aqIiIiIiMgAyswQsztZw34oUvAoIiIiIiIygIJ08aeCRxEREREREelQNni0FTyKiIiIiIhIB0yQyTwO8kB6SMGjiIiIiIjIAMr057RyLHpU8CgiIiIiIjKAgkBzHkVERERERKQLapgjA+addxZxxRVfH+xhiIiIiIhILzQ1zBnkgfRQjg1XREREREQkt+Vq2ao72APIRYWf3drmtlTJdJKlx0GQoHDFXW3uT44+mtSYo7G8GgpW/bDt/WO/gik9sttjqKqq4rrrrmLDhvXsvPNkPM/nzDPPYfr0I3jssZ+wbNmn3H//j9i2bRvXXPMfzJkzl5deeoHf//4JgsCw9977cO2138FxHO666zZWrlwBwGmnncUpp5zW/TdDRERERER6JNMwR0t1yIDYsmUz1177HX73u6epqChnxowjWbx4IQBLlrzLmjWr8H2ft95awPTpR7By5Qr++Md5PProL/n1rx9n1KjRPPHEHD74YAk1NTX86leP8+CDj/DBB0sG+ZWJiIiIiAxvJl22mmOJR2Uee6N+z1s7vtOOdXq/cUd0eH9PPow99tiTHXaYBMDkybtSUFDA4sVv09BQn71/2bJPePPNBZxxxtm8++4i1q9fxze+cQkAnpdir7324bTTzmTt2jVce+0VTJt2BJdffmUPRiEiIiIiIj2lslUZUI7jZH+2LAtjDEFgePnlv3PAAQcxevRoFi1ayKeffswBBxzEsmWfcswxX+bqq68HoKGhAd/3KS4uZs6cuSxc+BZvvPE6l156AXPmzKW4uHiwXpqIiIiIyLAWGLAIz+NzicpWh5Fp02bwm9/8gqlTD+WQQw7nmWeeYr/9puA4DlOnHsqrr75MZWUFxhjuv/8u5s59nNdee4Xvfe8WZsw4kquvvo78/Hy2bt0y2C9FRERERGTYMsbk3HxHUOZxWJkx40iefPK3HHjgweTn5+N5KWbMOAqAPffci0suuYyrrvomxhj23HNvLrjgYhzH4R//+BsXXng20WiUWbOOYffd9xjkVyIiIiIiMnwFgcm5rCOAZTKzNQWA8vK6bA1yxubNa5gwYXK/79t1bTwv6Pf9yNDU+jgrLS2mrKx2EEckQ52OEemKjhHpLh0r0hUdI33rqb9/xj/e3cBPv330YA+lBdu2GDOmqOP7B3AsIiIiIiIi270gyL1mOaDgUUREREREZEAFxih4FBERERERkc4FOdowR8GjiIiIiIjIADKBIQdjRwWPIiIiIiIiAykwBisHo0cFjyIiIiIiIgNIDXNERERERESkS2qYIwPmnXcWccUVXx/sYQxZmzZt5MwzZw/2MERERERE2hU2zBnsUfRcDg5ZREREREQkdxkDVg5mHt3BHkAuiv/wV21ucw6dQmTW4ZhkisTDv21zvzt9Ku70gzF1DSR+9lTb+2cejjvtwG6Poaqqiuuuu4oNG9az886T8TyfM888h+nTj+Cxx37CsmWfcv/9P2Lbtm1cc81/MGfOXF566QV+//snCALD3nvvw7XXfgfHcbjrrttYuXIFAKeddhannHJah/tdtOhtHnnkR1iWRXFxMbfeeiclJSXtPncsFuOZZ55i/vwXiccbsW2b2267i1122ZWHH36QhQvfwnFsjjxyFpde+nXi8Tj33HM7y5cvw7Ztzj33Ak444WRefPGPvPXWAmpqati4cQOHHz6N6667Ac/zuP/+u1m5cgUVFRXsvPNk7rzz3m6/hyIiIiIigyEIVLYqA2jLls1ce+13+N3vnqaiopwZM45k8eKFACxZ8i5r1qzC933eemsB06cfwcqVK/jjH+fx6KO/5Ne/fpxRo0bzxBNz+OCDJdTU1PCrXz3Ogw8+wgcfLOl0v7/5zS+4/vr/4he/mMMRR8xk2bJPOnzu+vo6Xn31FR5++DHmzJnLUUcdzbPP/p7Nmzfx5psL+M1vnuDRR3/J+vXrSCQS/PKXjzFy5EjmzJnLQw/9lF/+8n9YvvwzAD744H3uuONefvObJ1mw4J+sWLGcpUvfx3UjPPbYr3jqqWdJJOK88cbr/f7ei4iIiIh8Hrm6zqMyj72Qd+0lHd5nRSOd319U0On93bXHHnuyww6TAJg8eVcKCgpYvPhtGhrqs/cvW/YJb765gDPOOJt3313E+vXr+MY3wn17Xoq99tqH0047k7Vr13DttVcwbdoRXH75lZ3u98gjZ3Ljjddz1FGzOOqoWRx++DSeeeapdp+7sLCIW2+9nb/+9S+sW7eWt95awJ577s3YsaXEYjEuv/xSZsw4issuu5xYLMbixYu44YZbACgpKeGoo2by7ruLKSws5IADDqSgoBCAHXaYRE1NNVOnHsqIESN55pm5rF27mvXr19HY2Pi531sRERERkf4U5Og6jwoec5TjONmfLcvCGEMQGF5++e8ccMBBjB49mkWLFvLppx9zwAEHsWzZpxxzzJe5+urrAWhoaMD3fYqLi5kzZy4LF77FG2+8zqWXXsCcOXMpLi5ud7/nnHM+RxwxkwUL/skjj/yIo4/+kPz8gnafe8uWzVx55Tc444yzmTZtBqNHj+Gzzz7FdV1+9rNf89577/DGG6/zzW9ewo9//DOMCVrsyxjwfQ+AaDTW6j7Da6+9ws9//hhnnXUuJ554ClVVVRhj+uw9FhERERHpD8ZoqQ4ZZNOmzeA3v/kFU6ceyiGHHM4zzzzFfvtNwXEcpk49lFdffZnKygqMMdx//13Mnfs4r732Ct/73i3MmHEkV199Hfn5+WzduqXDfVx22b/S0FDP2Wefx9lnn8eyZZ90+NyffPIRO+64E+eccz777TeFN99cQBD4LFv2CVdc8XUOOmgqV1xxNbvsshtr167hkEMO509/eg4I53T+858vM3XqYR2OZdGitznmmC9z0kmnMGbMGJYseZcg8Pv4XRURERER6VuBMVg5mHpU5nEYmTHjSJ588rcceODB5Ofn43kpZsw4CoA999yLSy65jKuu+ibGGPbcc28uuOBiHMfhH//4GxdeeDbRaJRZs45h99336HAf3/jGt7jjjttwHIdYLMb11/8Xu+22R7vP7fs+zz77NBdccBaRSIT99pvCypUr2GuvfZgy5UAuuugc8vLy2HPPvZk2bQZTpx7C/fffw0UXnUMQBFx00aXsvfc+rFjxWbtjmT37NG677Sb+8Y+/EolE2X//KWzcuJFDD+2Xt1dEREREpE/kasMcy6jOr4Xy8jqCoOVbsnnzGiZMmNzv+3ZdG88Lun6gDEutj7PS0mLKymoHcUQy1OkYka7oGJHu0rEiXdEx0rfue/JdEimfmy7suMpuMNi2xZgxRR3er8yjtPHUU7/jpZf+1Ob2sWPHct99PxqEEYmIiIiIDB+5mnlU8ChtnHPO+ZxzzvmDPQwRERERkWEpUMMcERERERER6UqurvOo4FFERERERGQAmRxd51HBo4iIiIiIyADSUh3bEbfqbaxUdZ8/r5U3CoqHVsclERERERHpW0GQm3MeFTz2gpWqxsTG9vnzOl5Fl495551F/PKXP+Phh3/W5/vvSEVFOXfffTubNm2goKCQK6+8hilTDgTgrLNOpbCwMPvYe+75IdFolBtu+Db19fVcdtk3mTXrGAD++7//i6uvvo7Ro8e0u5+lSz/gf/7nEaqqqggCn4MOOoQrr7yaWCyPF1/8I+++u5ibbrq131+viIiIiEh/Coy6rcow9fDDD7L33vtw770PsGHDeq655lvMmfMU8XicSMTl179+vMXj5859gpkzj+bEE0/h29++glmzjuGddxaxyy67dhg4Ll/+GTfddB133nk/++8/Bc/zePDBH3DvvXdwyy3fH4iXKSIiIiIyIIwx5GDsqDmPuaiqqorrrruKr33tdL7znWtIJpP8v/93DW+88ToAjz32E7797asA2LZtGxdeeDYAL730Apdeej4XX3wed931PRKJBJ7n8f3v38Ill5zHJZecx/PPP9tmf8uWfcoXv/hlACZN2pGRI0eydOkHfPzxRxhj+Na3LuPSS8/n73//KwCRSIRkMkkiEcd1IxhjePLJ33LuuRd0+JqeeOJ/OeWU09l//ykAuK7L5ZdfyVFHHd1n75uIiIiIyFAQGNRtVQbGli2bufba7/C73z1NRUU5ixa9zYwZR7B48UIAlix5lzVrVuH7Pm+9tYDp049g5coV/PGP83j00V/y618/zqhRo3niiTl88MESampq+NWvHufBBx/hgw+WtNnf3nvvzd/+9hcAVq5czqpVKykvLyeZTPIv/zKdhx56lDvu+AEPP/wAq1ev4thjj+ejj5Zy003/j29+8wr+7//+zPTpR1JQUNDha1q27FP2229Ki9sKC4s4+ugv9eE7JyIiIiIy+IJAZasyQPbYY0922GESAJMn70p1dRXTpx/JDTdcS0NDffYxy5Z9wptvLuCMM87m3XcXsX79Or7xjUsA8LwUe+21D6eddiZr167h2muvYNq0I7j88ivb7O+KK67lwQfv5aKLzmH//Q/gkEMOIxJxmTnzaGbOPBqAiRN3YObML/L2229y9tlf4wc/eAiAVCrFd75zLXfffT/33XcXW7du4ZRTTufII2e22Idt24Dpp3dMRERERGToyNV1HhU85iDHcbI/W5aFMYbx4ycQBIaXX/47BxxwEKNHj2bRooV8+unHHHDAQSxb9inHHPNlrr76egAaGhrwfZ/i4mLmzJnLwoVv8cYbr3PppRcwZ85ciouLs/uIxxv5zndupqAgbIzzr/96LpMm7cjrr/+TMWPGsM8++6UfaXDdlofUM888xSmnfJV33lmE7wfcfvu9XHLJeW2Cx7333pdPPvmY6dOPzN5WX1/Hbbfdwh133NuXb5+IiIiIyKAKtM6jDLZp02bwm9/8gqlTD+WQQw7nmWeeYr/9puA4DlOnHsqrr75MZWUFxhjuv/8u5s59nNdee4Xvfe8WZsw4kquvvo78/Hy2bt3S4nmffvop5s17BoC3336TVCrFHnvsxebNG/nlL/+HIAioqCjntddeZcaMpuCvtraWxYsXcvTRX8LzUriui23bJJPJNmM/55zzefbZp/noo6UAeJ7Hww8/SFFREZFIpB/fNRERERGRgWXUbXX7YSIjsRLb+vx5g7xRn2v7GTOO5Mknf8uBBx5Mfn4+npdixoyjANhzz7245JLLuOqqb2KMYc899+aCCy7GcRz+8Y+/ceGFZxONRpk16xh2332PFs974YWXcOutNzJ//p8oKCjkjjt+gG3bnHrqGSxfvpyLLjqHIAi4/PIrmTBhYna7OXN+xQUXXAzA4YdP4/e/f5KLLz6Pr33twjZj3333Pbjllu/x0EP3E4/H8X2PQw89nKuvvu5zvSciIiIiIkNNYMDKwdSjZYzRRLNmysvrCIKWb8nmzWuYMGFyv+/bdW08L+j3/cjQ1Po4Ky0tpqysdhBHJEOdjhHpio4R6S4dK9IVHSN965ofv8ZBe4zl4hP2GeyhtGDbFmPGFHV8/wCORUREREREZLuXqw1zFDyKiIiIiIgMIDXMERERERERkS4FhpxsmKPgUUREREREZACpbFVERERERES6ZILcXKpDwaOIiIiIiMgACozBysFITOs89oK35GNMTX3fP3FJMRywd98/r4iIiIiIDBlBkJtzHhU89oKpqccePbLPnzeoru0yFfzOO4v45S9/xsMP/6zP9z9cbNq0kSuv/AZPP/3HFrdXVJRz9923s2nTBgoKCrnyymuYMuVAAM4661QKCwuzj73nnh8SjUa54YZvU19fz2WXfZNZs44B4L//+7+4+urrGD16TLv7X7r0A/7nfx6hqqqKIPA56KBDuPLKq4nF8njxxT/y7ruLuemmW/vnxYuIiIjIkGeMwVLwKDJ0Pfzwg+y99z7ce+8DbNiwnmuu+RZz5jxFPB4nEnH59a8fb/H4uXOfYObMoznxxFP49revYNasY3jnnUXsssuuHQaOy5d/xk03Xcedd97P/vtPwfM8HnzwB9x77x3ccsv3B+JlioiIiMgQZozBQE4u1aHgMQdVVVVx3XVXsWHDenbeeTLf//493HzzdzjttDOZPv0IHnvsJyxb9in33/8jtm3bxjXX/Adz5szlpZde4Pe/f4IgMOy99z5ce+13cByHu+66jZUrVwBw2mlnccopp3W470WL3uaRR36EZVkUFxdz6613UlJS0u5zx2IxnnnmKebPf5F4vBHbtrnttrvYZZddefjhB1m48C0cx+bII2dx6aVfJx6Pc889t7N8+TJs2+bccy/ghBNO5sUX/8hbby2gpqaGjRs3cPjh07juuhvwPI/777+blStXUFFRwc47T+bOO+/tcOzLln3KBRdcDMCkSTsycuRIli79gFQqhTGGb33rMhobG7jggks45pgvE4lEqK+vI5GI47oRjDE8+eRvufXWOzvcxxNP/C+nnHI6++8/BQDXdbn88itZuPCtXnzSIiIiIjLcBMYAqNuqDIwtWzZz7bXf4Xe/e5qKinIWLXqbGTOOYPHihQAsWfIua9aswvd93nprAdOnH8HKlSv44x/n8eijv+TXv36cUaNG88QTc/jggyXU1NTwq189zoMPPsIHHyzpdN+/+c0vuP76/+IXv5jDEUfMZNmyTzp87vr6Ol599RUefvgx5syZy1FHHc2zz/6ezZs38eabC/jNb57g0Ud/yfr160gkEvzyl48xcuRI5syZy0MP/ZRf/vJ/WL78MwA++OB97rjjXn7zmydZsOCfrFixnKVL38d1Izz22K946qlnSSTivPHG6x2Ofe+99+Zvf/sLACtXLmfVqpWUl5eTTCb5l3+ZzkMPPcodd/yAhx9+gNWrV3Hsscfz0UdLuemm/8c3v3kF//d/f2b69CMpKCjocB/Lln3KfvtNaXFbYWERRx/9pW59tiIiIiIyvAVB+H/NeZQBsccee7LDDpMAmDx5V6qrq5g+/UhuuOFaGhrqs49ZtuwT3nxzAWeccTbvvruI9evX8Y1vXAKA56XYa699OO20M1m7dg3XXnsF06YdweWXX9npvo88ciY33ng9Rx01i6OOmsXhh0/jmWeeave5CwuLuPXW2/nrX//CunVreeutBey5596MHVtKLBbj8ssvZcaMo7jsssuJxWIsXryIG264BYCSkhKOOmom7767mMLCQg444EAKCsI5iTvsMImammqmTj2UESNG8swzc1m7djXr16+jsbGxw7FfccW1PPjgvVx00Tnsv/8BHHLIYUQiLjNnHs3MmUcDMHHiDsyc+UXefvtNzj77a/zgBw8BkEql+M53ruXuu+/nvvvuYuvWLZxyyukceeTMFvuwbRswPfg0RURERGR7ksuZRwWPOchxnOzPlmVhjGH8+AkEgeHll//OAQccxOjRo1m0aCGffvoxBxxwEMuWfcoxx3yZq6++HoCGhgZ836e4uJg5c+aycOFbvPHG61x66QXMmTOX4uLidvd9zjnnc8QRM1mw4J888siPOProD8nPL2j3ubds2cyVV36DM844m2nTZjB69Bg+++xTXNflZz/7Ne+99w5vvPE63/zmJfz4xz/DmKDFvowB3/cAiEZjre4zvPbaK/z8549x1lnncuKJp1BVVYUxHQdu8Xgj3/nOzdkg9F//9VwmTdqR11//J2PGjGGfffbLPDuu2/JX45lnnuKUU77KO+8swvcDbr/9Xi655Lw2wePee+/LJ598zPTpR2Zvq6+v47bbbuGOOzouqRURERGR7UMQpIPHHMw8qmx1GJk2bQa/+c0vmDr1UA455HCeeeYp9ttvCo7jMHXqobz66stUVlZgjOH+++9i7tzHee21V/je925hxowjufrq68jPz2fr1i0d7uOyy/6VhoZ6zj77PM4++zyWLfukw+f+5JOP2HHHnTjnnPPZb78pvPnmAoLAZ9myT7jiiq9z0EFTueKKq9lll91Yu3YNhxxyOH/603NAOK/zn/98malTD+twLIsWvc0xx3yZk046hTFjxrBkybsEgd/h459++inmzXsGgLfffpNUKsUee+zF5s0b+eUv/4cgCKioKOe1115lxoym4K+2tpbFixdy9NFfwvNSuK6Lbdskk8k2+zjnnPN59tmn+eijpQB4nsfDDz9IUVERkUiks49PRERERLYDmWRHDiYelXnsDWtEIUFFdZ8/b6Sk/Wxfd82YcSRPPvlbDjzwYPLz8/G8FDNmHAXAnnvuxSWXXMZVV30TYwx77rk3F1xwMY7j8I9//I0LLzybaDTKrFnHsPvue3S4j29841vcccdtOI5DLBbj+uv/i91226Pd5/Z9n2effZoLLjiLSCTCfvtNYeXKFey11z5MmXIgF110Dnl5eey5595MmzaDqVMP4f777+Gii84hCAIuuuhS9t57H1as+KzdscyefRq33XYT//jHX4lEouy//xQ2btzIoYe2P/YLL7yEW2+9kfnz/0RBQSF33PEDbNvm1FPPYPny5dn9Xn75lUyYMDG73Zw5v8o22jn88Gn8/vdPcvHF5/G1r13YZh+7774Ht9zyPR566H7i8Ti+73HooYdz9dXXdfNTFBEREZHhLJ14xMrB6NEyndX5bYfKy+uyqeSMzZvXMGHC5H7ft+vaeF7Q9QNlWGp9nJWWFlNWVjuII5KhTseIdEXHiHSXjhXpio6RvlNTn+TqH7/G+cfuxZcO3XGwh9OCbVuMGVPU4f3KPEobTz31O1566U9tbh87diz33fejQRiRiIiIiMjwoIY5Mqycc875nHPO+YM9DBERERGRYaepYc4gD6QX1DCnm1TdK/1Jx5eIiIjI9iGbeVS31eHJdaPU19foBF/6hTGG+voaXDc62EMRERERkX6Waa+istVhatSoUiory6irq+rX/di2TRCoYc72yHWjjBpVOtjDEBEREZF+ZnJ4nUcFj93gOC5jx07s+oGfk7pYiYiIiIgMb5myVSsHa0BzcMgiIiIiIiK5KVu2moOZRwWPIiIiIiIiAySXy1YVPIqIiIiIiAyQbNmqgse26urqOPnkk1m/fj0A//Vf/8VXvvIVTj31VE499VT+7//+D4AFCxYwe/ZsvvKVr/DAAw9kt//4448544wzOO6447jpppvwPA+AjRs3cv7553P88cdz+eWXU19fD0BNTQ1f//rXOeGEEzj//PMpKyvr75coIiIiIiLSLdmlOnIwjdevQ16yZAlf+9rXWL16dfa2pUuX8tvf/pbnnnuO5557jmOPPZZ4PM6NN97II488wosvvsjSpUt55ZVXALj++uu55ZZb+POf/4wxhrlz5wJw2223cd555zF//nymTJnCI488AsCDDz7IYYcdxksvvcRZZ53FHXfc0Z8vUUREREREpNsyiyuobLWVuXPn8t3vfpdx48YB0NDQwMaNG7nllluYPXs2P/rRjwiCgPfff5/Jkyez00474bous2fPZv78+WzYsIF4PM7BBx8MwOmnn878+fNJpVIsXLiQ4447rsXtAC+//DKzZ88G4OSTT+bVV18llUr158sUERERERHplqbMY+4Fj/26VEfrrF95eTnTpk3je9/7HgUFBXzjG9/g6aefpqCggNLSpjXuxo0bx5YtW9i6dWuL20tLS9myZQuVlZUUFRXhum6L24EW27iuS1FRERUVFYwfP75bYx4zpuhzvebPq7S0eFD3L0OLjgfpio4R6YqOEekuHSvSFR0jfWNrbRKAUSUFOfeeDug6jzvttBM/+clPsv++8MILmTdvHscff3ybx1qWhUlH5d29vSN2DwqKy8vrCIK2zz8QtM6jNKfjQbqiY0S6omNEukvHinRFx0jfqawMe7XU1jQOuffUtq1Ok2kDOk3z008/5c9//nP238YYXNdl/PjxbNu2LXv71q1bGTduXJvby8rKGDduHKNHj6aurg7f91vcDmHWMrON53nU1dVRUlIyAK9ORERERESkc5lEVS6WrQ5o8GiM4c4776S6uppUKsVTTz3Fsccey0EHHcSqVatYs2YNvu/zwgsvMHPmTCZNmkQsFmPx4sUAzJs3j5kzZxKJRDjssMN48cUXW9wOMGvWLObNmwfAiy++yGGHHUYkEhnIlykiIiIiItKuTJFjLi7VMaBlq/vssw9f//rX+drXvobneXzlK1/h5JNPBuDuu+/myiuvJJFIMGvWrGwp63333cfNN99MfX09++23HxdddBEA3/3ud7nhhht49NFHmThxIj/84Q8B+M///E9uuOEGTjrpJIqLi7nvvvsG8iWKiIiIiIh0KJcb5limvQmE2zHNeZShQseDdEXHiHRFx4h0l44V6YqOkb6zZPk2Hnr6fW6+6DB222HEYA+nhSE151FERERERGR71pR5HOSB9EIODllERERERCQ3BUH4fzsH5zwqeBQRERERERkgmVmDCh5FRERERESkQ5my1RyMHRU8ioiIiIiIDJRc7raq4FFERERERGSAGM15FBERERERka5ky1aVeRQREREREZGOZNaUz8HYUcGjiIiIiIjIQAnUbVVERERERES6kk48qmGOiIiIiIiIdKypbFXBo4iIiIiIiHRAS3WIiIiIiIhIl4wa5oiIiIiIiEhXMnMeLZWtioiIiIiISEdUtioiIiIiIiJdUsMcERERERER6VJT5nGQB9ILOThkERERERGR3JTJPGrOo4iIiIiIiHQonXhU2aqIiIiIiIh0LDAmJwNHUPAoIiIiIiIyYAJjcnK+Iyh4FBERERERGTAmyM2SVVDwKCIiIiIiMmACY7BycI1HUPAoIiIiIiIyYIJAcx5FRERERESkC2HDnMEeRe8oeBQRERERERkggQE7R6NHBY8iIiIiIiIDRGWrIiIiIiIi0qVwqQ4FjyIiIiIiItIJE2jOo4iIiIiIiHQhMAZLZasiIiIiIiLSGTXMERERERERkS6pYY6IiIiIiIh0KSxbHexR9I6CRxERERERkQFiVLYqIiIiIiIiXVHZqoiIiIiIiHQpMAoeRUREREREpAuBMdg5GoXl6LBFRERERERyj1HZqoiIiIiIiHQlMGCpYY6IiIiIiIh0Rg1zREREREREpEthw5zBHkXvKHgUEREREREZIGHDnNyMHhU8ioiIiIiIDJAgQGWrIiIiIiIi0jllHkVERERERKRLWqpDREREREREuhQYQ47GjgoeRUREREREBkpgUNmqiIiIiIiIdC4IDFaOph4VPIqIiIiIiAwQo3UeRUREREREpCvqtioiIiIiIiJd0jqPIiIiIiIi0qXAaKkOERERERER6UJYtjrYo+idHB22iIiIiIhI7jGBMo8iIiIiIiLShcCApYY5IiIiIiIi0plAmUcRERERERHpihrmiIiIiIiISJfUMEdERERERES6pHUeRUREREREpEvGGGw1zBEREREREZHOBIHBUuZRREREREREOmKMwQA5mnhU8CgiIiIiIjIQAmMAzXkUERERERHpEx+sLOeO/11EEJjBHkqfSseOWDmaelTwKCIiIiIiQ8qazbWs2FhDIuUP9lD6VCYYztHYUcGjiIiIiIgMLZkgy/ODQR5J38qWreZo9KjgUURERERywotvruHj1RWDPQwZAH42eBxeZatBOhbWnEcRERERkX40/621vPXx1sEehgyATPDoD9fMo4JHEREREZH+EwQGPxhewYS0L1u2Oswa5qhsVURERERkAPjGZDNSMrz5w3TOo1HDHBERERGR/hcEBn+YzYGT9mUyzMPt8w60VIeIiIiISP8Ly1aHVzAh7Ru23VYDzXkUEREREelXJl2yOtwaqEj7hmvZqhrmiIiIiIj0s/Q597BroCLtG/4NcwZ5IL3UrWHX1dUB8N577zFv3jxSqVS/DkpEREREpLnhunSDtG+4ft7Dvmz1oYce4rvf/S4bN27kP/7jP/jDH/7Arbfe2q0nr6ur4+STT2b9+vUALFiwgNmzZ/OVr3yFBx54IPu4jz/+mDPOOIPjjjuOm266Cc/zANi4cSPnn38+xx9/PJdffjn19fUA1NTU8PWvf50TTjiB888/n7KyMgCSySTXX389J5xwAqeddhorVqzo0ZshIiIiIkNT5qRbcx63D01lq8Pr884cvsN2qY5XXnmF22+/nb/85S+cdNJJ/O///i+ffPJJl0+8ZMkSvva1r7F69WoA4vE4N954I4888ggvvvgiS5cu5ZVXXgHg+uuv55ZbbuHPf/4zxhjmzp0LwG233cZ5553H/PnzmTJlCo888ggADz74IIcddhgvvfQSZ511FnfccQcAc+bMIT8/n5deeokbb7yRG264oVdvioiIiIgMLb6Cx+3KcG2YY4Z75hEgPz+fBQsWMG3aNCDM8HVl7ty5fPe732XcuHEAvP/++0yePJmddtoJ13WZPXs28+fPZ8OGDcTjcQ4++GAATj/9dObPn08qlWLhwoUcd9xxLW4HePnll5k9ezYAJ598Mq+++iqpVIqXX36ZU045BYDDDz+cyspKNm7c2IO3Q0RERESGosxcseG2dIO0r6lsdXh93pnjOEdjR9yuHjBq1ChuvfVWli5dykMPPcR9992XDQg7k8kGZmzdupXS0tLsv8eNG8eWLVva3F5aWsqWLVuorKykqKgI13Vb3N76uVzXpaioiIqKinafa/Pmzeywww5djjdjzJiibj+2P5SWFg/q/mVo0fEgXdExIl3RMSLdNdSPFbc2Hv5gDf2xDlcD+b47bpjjyi+IDqvPuzrhA1BSUpCTr6vL4PGee+5h7ty5PPbYY+Tn52NZFvfcc0+Pd2RM26sGlmX1+PaO2B20LOro9o6Ul9dl0+QDrbS0mLKy2kHZtww9Oh6kKzpGpCs6RqS7cuFYqaxNAJBI+kN+rMPRQB8j8XjYoLOyunFYfd4VFWEPl9ra+JB8XbZtdZpM6zKyGjt2LKeffjoVFRX4vs95553H2LFjezyQ8ePHs23btuy/t27dyrhx49rcXlZWxrhx4xg9ejR1dXX4vt/idgizlpltPM+jrq6OkpISxo0bl22e03obEREREcldTQ1zhtccOGnfsF3ncbjPeXz55Zc599xzue222ygvL+fEE0/kr3/9a493dNBBB7Fq1SrWrFmD7/u88MILzJw5k0mTJhGLxVi8eDEA8+bNY+bMmUQiEQ477DBefPHFFrcDzJo1i3nz5gHw4osvcthhhxGJRJg1axbPPfccAIsWLSIWi/WoZFVEREREhibfqGHO9mS4z3kctus8Pvzww8ydO5cRI0Ywbtw4Hn/8cX70ox/1eEexWIy7776bK6+8khNPPJHddtuN448/HoD77ruPu+66ixNOOIHGxkYuuugiAL773e8yd+5cTjzxRBYtWsTVV18NwH/+53/y3nvvcdJJJ/H444/z3//93wBceOGFJJNJTjrpJO644w7uvffeHo9TRERERIaeYJgGE9K+4dptNdczj13OeQyCoEXp57777tvp3MPW/v73v2d/nj59Os8//3ybx+yzzz48/fTTbW6fNGkSc+bMaXN7SUkJP/3pT9vcHovFejUfU0RERESGtuFaxijtG66fd3adxxwNHrvMPObn57Nx48ZswJgpBxURERERGSiB1nncrgzXdT2bylZzM3jsMvP47W9/m0svvZSysjLOOeccVq9ezY9//OOBGJuIiIiICKDgcXszXMtWzXAvWz3kkEOYO3cu7777LkEQcNBBBzF69OiBGJuIiIiICDB8G6hI+5rKVofX553JPFo52jCny+Dxww8/BMguz7Fp0yY2bdrE/vvv378jExERERFJy2SiAmMIjMnZzI10T2ZJFn+YZR4zK83k6vHbZfB45ZVXZn9OpVKUlZUxZcqUdhvciIiIiIj0h+brO/q+wXZz8+RbuicY5pnHYRs8Nu+WCvDee+8pcBQRERGRARU0m+voBwGRrvs+Sg7Llq0Gwy3zmNsNc3r8W3fwwQdnS1ll+Hvyb5/xt8XrB3sYIiIisp3zTfPgcXhlo6St4T7nMUdjx+7PeQQwxrB06VLi8Xi/DkqGjiUrypk0tpAvHbrjYA9FREREtmMtMo/DLKCQtrLddYfbnMdMw5zhWrbafM6jZVmMHj2aW2+9tT/HJEOI7wctvqxFREREBkPz6kVlHoe/4Zp5zCTQc7VstcdzHmX74gdGX9AiIiIy6Jqfjwy3tf+kreG6zmN2zmNuxo4dB4+33357pxvefPPNfT4YGXp8P2jR3UxERERkMASa87hd8Yd52eqw67ZaUlIygMOQocoPjMpWRUREZNC1XKpjeAUU0pIxplm31eF1Hjpsy1avuOKKDjdqaGjol8HI0OOpbFVERESGgJZLdejcZDhrlmTO2bJVE0+AbWNFIy1uzxzHw7Zhzl//+ld+9KMf0dDQgDGGIAioqqri3XffHYjxySDzfQWPIiIiMvh8BY/bjZZZ5tz8rIMt5eA6OJPGt7w9U7Y63DKPGffeey9XX301TzzxBJdddhl//etfKSwsHIixyRAQznnMzV9aERERGT4CNczZbgyF5kjGGEh5bTKH3eZ5mNp6aB085njDHLurB+Tn53PiiSdy8MEHE4vFuPXWW3nzzTcHYmwyyILAYEBzHkVERGTQaZ3H7ceQKFGua8Bfs6H326c8TFUNplXjySDH5zx2GTxGo1GSySQ777wzH3/8MbZtk0wmB2JsMsgyJQPKPIqIiMhgU9nq9sMbAplH/ABTUd0m+Ov+9j4mHofGeIubs3MeTW4ewx0Gj//xH//BggUL+NKXvsTXv/51jjrqKH79619z5ZVXqhPrdiKzKKu+oEVERGSwtcxGqWx1OGsq7bSy56M9ZYzB+2h5r4M/EwRQ39Am+OvuvitrE1iWTVDf2Oq+cDxO1Trs2o+wvNpejW+wdDjn8bDDDuP73/8+ACeffDJFRUU88sgjLFy4kJNPPnnABiiDJxM0BvqCFhERkUHmG5Wtbi8ywWM0Yvf+QkEQQF06+Css6Pn2vo9piBPUN+K02t6kPLAsLNdpd9NP11bxg5e3cucXRjC2shrGFGD5dViJbZjaTQA4m97B2bEALzYOKO75+AZJh5nHSy+9lJdeeonvfe97rFq1imOPPZa5c+cyY8YMxowZM5BjlEGSXZxVmUcREREZZC0a5ujcZFjLnHvGHAvP6+Vn7QfZ4K83jO+HzXIqqtvcF2zcSrBlW4fbVtXWYYCaxDasta/jlr+KW/MeTmorgR8GnKYuCnasV2MbTF12Wz388MM5/PDDqaqq4rnnnuM73/kORUVF/O///u9AjE8GUWYBXgWPIiIiMthaNsxRVdRwljn3jFpQ83kyj4EfBn/j2ia+TBBg2Z20f0l5UJBHUFmNbUzLdRnr6jGe39RJNUhgeXVYqXLsxFas2kbAwQvqwLcxjIJ019bArwHAaohjUnm9e22DqMvgMSMajVJQUEBhYSGVlZX9OSYZIrxs2aqCRxERERlcapiz/ch8vhEbjAnPRXvcndQPwHHaDf5MXQPBpjKcPSd3vL3nY7kuJulBPAH5TYFeUFuD1VCNVW3h+NuwgnowFtguxikgiQM0krAKwPIxjUmsvHTwmPSBcKkO05CEHCvo7DJ4XLx4MU8//TR///vfmTFjBldeeSVf+MIXBmJsMsiymUfNKxAREZFBFhgFj7kk5QU88bfPOPXIXRlZGO3RtkG2bDXzXD6xaLdzXiFjwLaxvKBN8GfiCYIt27B32xHLaX/eIikvuxijqavFdhuwklVYDZsItn0IFtgVcRg1GuOWttjU98NS2aRvQZ5DUF2PPaowvC/pYeGAaxNUNcBOPXtZg63DT+FnP/sZf/jDH2hsbOSss87ihRdeoLS0tKOHyzCUnfOYo62ERUREZPjwVbaaUzaV1/PyuxvYa8eRTNt/Qo+2zTTJiaaThV59nFi0qOVjVqzF3nXHjktP/TDDZzCYhjhW8+CxvhFT3wD1jTCiqO22gQfxCqxkOXZyG86az3CtsWA5BCkXIiPBsfAbo7hj2s5b9FPh+BM+WLEIpqIedknvO+lhWw5WXpSgorLrdROHmA6Dx9dee41rrrmGL3/5yzgdReQyrGUyjipbFRERkcHWomGOqqKGvFQ6wI+n/B5vm53zmI6svPpGGNUU5JlkimBrOfa4MVBc2O5zZJbosCIupqoGxpQ03VlXj+U4BNW1OCOKwPhYXi2WVx3OWfSqoHITBGCi+QR1DiY6Nnze+vrwefOimG21sGPbulMv/ZKTgYUVcQjqGjGJFEQc/FSAbYEVcTDJFCaehJ4lZgdVh8GjGuKIF6hsVURERIYGPzBYVliNqLLVoc/z0sFjov3gMaioxirIw8prm7kLmjXMAUhV1cKOzSogkylMbQNBTR1OB8EjfgAWkBcjqKjC2X3npuevq8MutGDDp7gjNmKlmvq5GKcAExmDsevAtcPgr6Iek/Swom4Y7FkWVtRtcXvLXYevPZl56cbC1CewCmIEJlsNG97VmMAa0f5LGIp6WDws25Ns5tEYTOsuUyIiIiIDKAgMUdchkfJ7v/afDJhMdjjRQebRVFRhEvk4E8e1uS9zDhp1wnPPVKvlMkwiGV5I2FbZ1PG09fP7Pph05rGmFhrKsa1GrIbNBGXv4YzKJ6hqwCT2hthoaH2e6wWQl66+tMA0JMLgsS6BFWmqyjT1iTbBo+eF/0/44XNaUYegqh7bdTA0WysxczUkh+Rama0MIHU1ExERkaEiCAwRNzx1VVXU0JctW0167T8gMJjytmsoQlO/jWzZajyJSaay95v6RqzCfExNXbhkRmvGYMVrsLwK7PpluHXv42x8Haf+E4jXQqQIExmJcUdgEk7bwBHC583cHgmDv3DfccgEj1GHoLqh7fjTx2cyc40jL4KprMckUm0yj7lGwaN0qPlVPc17FBERkcHkp4NHy2paTkyGrkzZaiLZ8ZxHU1EVZghbyXZbTUdZvgHT0Nj0gLr69LqJFtQ1hNk7rw47vgmn9n3cin/gVCzCSazD8how0WL8xjxMdAzGT28HYcfTyvq24wrXB8FK79/Ki2Aq6jBBEC6vkQ4eLccOu7K2kgkeMxW7lutgkh6moo7AttuLVXOGylalQ82v6inzKCIiIoMpCAy2ZeHYtrqt5gAvm3nsJHhsTLTb8TTbMCddtupjY6pqoSScHBjUNmBFfCyvCmvTYlwfLJMEA8bJB3cExkpCzAY3Dyvfx1TUweTS7JxFSDe9qaiDXVqtKOEHZANMwuAvqI1j6hLhvzPRn2WlH9v6taczj37LKDGoT+BRQMTO3fNqBY/SIZWtioiIyFDhG4Ntg+NYOi/JAaluBI+WRVPH02aycx7TmT8vGsGUbcbaIQoNW3DKF+GMjGCsADa7sMNeGGtkyyf3fEgv4xF2PI1jEqkWcxYzt7fR7vFlMJV1zWPKcC5kJ8FjotldVtTB1MdpDIrIz+EILIeHLv3N81W2KiIiIkNDEBhs28a1Lc15zAGZAKrDOY8A+Xlh05udJra4OcjMeSQd2DWuxKnfhrNtKxgX387DREZAhLDjaQqs1std+EGrtqZgGpIt5yxm7gqClutFBkHLIJGw8U5Q1QDNDz3LCmtq233tVsvMY14U6hLEfYt8J3ePX815lA4p8ygiIiJDhR8YHNvCsS11W80B2TmPnazzaMUimLqGsBlOkMBKlmPXL4OajwHI97aGz0UE444g8IoJggKwmgV/Fph2AlSTClo2wok6BJV1LeYsZrU+z23v4kRepG3gaVlg2h6LvtdqqQ7C+ZH2+JE0+pCXw+m7HB669LeWcx71JS0iIiKDJzvn0bHVMCcHZNYL77Bs1fhYqRqsxkqcDZU4xQaMBbaLbyKATyQSrgHp4aQ7njZg5UfalI62W2bq+RBtCvSsvAhBeV34c/Og0qLNchkmCFpmGEnPe0yksAtjLbdtJ9DM9ABKtHP63OhZjM7L3fNqBY/SIXVbFRERkaEiaJ55VMOcIS+TeewoeLQS67Drl2N8G9M4ETNmQvY+nwSQbJrzaKym5jYjC1qss4ih3bUSjedjNUvxWa6D8dqZ32hoG3x2cN5rTyhpGXjaFsZrZ85j0H7DHIBGD/KdNjfnDAWP0iGVrYqIiMhQETbMCTOPOi8Z+lKZpjEdZR4DH+wYxs7DEGl5Vzoei7nhc/hBprlNI6Y6nH/YQuvMoTHgt5rHGN5Dm8mM7WzfUfBotV5jo6Oy1VZLdTTX6Fvku7l7/GrOo3RIS3WIiIhIf6usTYQn+13IZB7VMCc3NF+qo9PP17agVfYuc94ZS8eI2buNBclUqzmLpoPMYdt9WiMKsEbktx1D64cGQbvbt3k+y4LAtHl9mcR4m6U6DCQUPMpw5alsVURERPpRTX2S//foAt5fUd7lY8Nuq5mGOTovGeoyZauBMS06+LdmWTSlGtMyD8+s8+ilP24r6kDSa5kBbK9sNWjVLCezL8fGctoJf1odT8YLwOpBmNRqe6+DOY+N6b4+uVy2quBROqTMo4iIiPSnusYUfmCoSi++3plst1XHanGBW4am5gFjYydrPZLO3jWX+WfUDQNAP0gHggUxrOJWmcN2tsc33UkcZrXJjKa8nkVJbTKPmTmPLe9q9MLXocyjDEua8ygiIiL9KRNgeN0oQ81mHh1bZas5INUseOxw3iOEwV+bstXw/5k5j9nMo21h5bda0NGyMH6r5+/pxYX2Mo9t5kt2olmEaIIA34RBosFq8dLi6WHm53DXGQWP0iF1WxUREZH+lAkaU+10rGzNbzHnUZnHoa75BYEOl+uAcM6jaX/OYybz2OnhYbfzgG7Moc2yrLaP9/22zXE60/w8OTDZYBdalq42KPMow5nKVkVERKQ/NWUeuw4Gs+s8as5jTvC87mcejd/BnEe35ZzHDrdv3W21J5lp007DnVQQBrU9eY4MP2ix9GPzpjnx9JzHPM15lOHIaxE86gqfiIiI9K2eBI++ycx5tLPr6MnQ1bxsNZ7yOn9wq88/MGBjcBwLC9M057EdlmW12b5nZattg0fj+90PHi3aZB4zZavQcrmOTOaxQJlHGY5UtioiIiL9KRM0dqdsNQgMVqbbquY8Dnm+HxBLL6kRb2/Bwwzbglafp+cH2Bbp7rpdZx5bb49v2l3OsWOttvf87s95bN3tNQgzj1E73TSnxZzHcFB5mvMow5Ea5oiIiEh/ys557E7mMWjKPKoiauhL+YaidGeYRKpnZauBD+lVOnDb9tNptT1tMo3G97vfbbWd/eMFPQo+TbPzZOOHmcfMvMZEs7LVpqU6cve8WsGjdKjFnEdd4RMREZE+1uNuq1amYY7OS4Y6zw8ozI8AXTTMsdppmOMbHCv8jJ12Eotttm8v+Ot22Wnb7U1PMo/QMlA1YcOcgnR2sflLb/TCMtxYDs95zOGkqfS3FmWrPelaJSIiItIN2eCxO2Wr6TmPxqgXQy7wvIDigkzw2PGcR8u22jS48QOTjf1cu6tuq20zhz2bs9gyeDTGQBBgfa6GOVZ2XmOi2XzNRj9cpqMnjVyHGmUepUN+YLIHt8pWRUREpK9lMo7dapiTXefRUsOcHJDyA/JjLrZldZ55TDPNLgj4vsFJp/Ncy+B10jCn3TmPKb/7wZ9ttdh3GEj2MLoL2s55TMfNbTKPubxMByh4lE54viHqhnl1lYeIiIhIX8s2zOnmUh2ObeHYts5LcoDnB7iuTSzqdL5UB9C642nQrOrUsbtRtmpal612v+zUgpZlq725MNF8zqPn4zXPPLYIHiE/h0tWQcGjdML3A6KR8BBR2aqIiIj0tUy5arfKVjOZR63zmBM83+A6NnlRh3hnDXMAsFqUfvqBaWqY01XZqkU73VZ7OuexZeawx5oFr8ZLZx7TwWOyRcMcZR5lGPMDQ9S1sz+LiIiI9KVM+Wl3y1Yd28J1bPxuPL6vvL9iG+8sKxuw/Q0XKS8gkgkeu1G22rzpTPOGOa7VxVId7c15TAXdn1hoWy0Dxp4u82HRYs6mSXrpOY/hvxPNnjoz5zGX5fjwpT/5gSGSLVvVxHQRERHpW01lq93stjoImcf5b62lMelzyF6lA7bP4cDzg2zmseuyVVqUfjZvmOPYXcx5xGqbLfR8iHazPtRqub0JghaB7Jpai4gNOxR2cMy1arjjpyPdqB0GwM0zj3HPYnx+bp9TK/MoHWpRtqrMo4iIiPSxbPDYjbLV7DqP6eDRDNCUGs831DemBmRfw0k459EiFnE67baa1ezzbL3OY2fXFizbglbHQ7jURsuA0xhYWm7T5rCxwDRPbbY65/3VxzGe/CzayQBaBp9+Knytjg1Ru/Wcx6a5kLlKwaN0yA8M0YiT/VlERESkL/Wk22pmnUcnHRQM1LmJ5wfUxxU89oQxBs836bJV93NlHruc89i00+y+8QOsVg1z3i+3+eGSPFbUtAp/LKtVt9SWx1V53KIq0Unms1XZrJcMcHyf0SvXEbUDkq2W6sjL8bpPBY/SobDbquY8ioiISP/INszpIngMjMFAmHl0BvbcxPMNjQm/WwGuhDKfjdNqzuP8t9by+P8ta7uBZbXIHIZzHsOfna7mPGZkjofA0KLuNG1VTZgQqU22CgRbz3kMguz2SR/qPYvq1tu0HHrLstVUwK5lG5j41nuMTtRnl+rwAkgFapgjw5gfBNmlOlS2KiIiIn0t0zCnq7LVzHmIbVu4mczjAAVzmaCxId6N0ksBmj7PSKtuq299vIXXl25qp+TYtMo8hmWfAK5t8Dud85h5ikzw2P46jatrwydsaO9jbHYsGa+p2U4m41iXarmaRwutMpde0sf1fWxjcKJOtmy1Mb1fLdUhw5YfGFzXxgItxisiIiJ9rruZR79Z8JjJPA7UuUlmbHWa99htmffMdSxi0XDOozGGzeUNNCZ8KmsTLTcwdLxUR08zjx1MkFyTDR7bZh5bdGtNeWDbBFurqVlXlR6eRV1HH3+zhjnGGDzPEPE9sGBS+dZsw5zG9P+VeZQh7b3PtvGLP33Uq2193+DaFrZtKfMoIiIifc4LMsFj5+cZ2cxj8zmP3ejQ2hcygavmPXZf5vN0XZtYxCGZCiiviZNIZyA3bKtvu1HzhjnNlmns6ZzHTAmqMQaT/uyqEmRLTxtbZx5bd1v1fCzbIvmX97Heaiqx7bB0tfn2frjGY9RLYQMHfvg+ifR7kc08as6jDGUfra7gzQ+39GpbPwhwHAvHUfAoIiIifS+TeUx1Y84jkO22CuF5ykBQ5rHnMp9npmEOwJrNddn7N5S1Dh5bl62abNmqY3VSMtpcevtMwJh44nXiv/oH0FSyCm0zj5ZlgWnWrdULMIkUQVkNzvoyrPRxVtNh8EhT5jIw+MYi4nlYFkQDj/zKGiBcpgMg3zGYlN9mbcpcoeBxmEv5AX5gehX8eb7BsW0c28peGRQRERHpK9luq12kllqWrQ58t1WA+jYpK+lI5vPMrPMIsHpzGERFXZsN2+rabtQq85gtW7UNnunBnMf05xVsqcbUNGL8gLW1NhaGAtfQ2LpsNbvT9PYpD1MXD38MLEbXh+POZB6NMfgbKpq2s5qtJRIEeAaqC4tIThiDDYyoCB+bCVpHvr+MxofnE6wr7/o1DUEKHoe5zITl7qyf1JofGBzHwraUeRQREZG+lwnM/MBks4vtyZyHOLaFm5nzOEBlq5n9KPPY0oayug4/s6Y5j03B46pNNeTHXHafNJKNrctWrVbLXQQwZttW4o+/RoSgW2Wr2aFkLjRMHBX+s6yG1bU2EwoMJTHTtmw1HEDTUh+pIFwnEkgFsHtdGdCUefQ/WEdi7ht4K9KVfc27tfph5vHjSbtRdeI0UgX5lJSHQWLcDweZvygshfXXbuv6RQ1BCh6HuWT6ty3pdWN9nVb8IMi2xFbwKCIiIn2teaOczrKPzbutOoPUbVVzHptsq27kll+8zbOvrmz3/mzZqhs2zAFYvamWiWMKmDS2kA3b6lsup9hs3qAJAgJg7w+WEmyppriyqodLdYRLbURPPiT858ZK1tTaTC4OyHcMDZ6FSTfwaXd7z4dUU/C4W0M5Uds0la2m10AP1pc3jd1vGnsmNnVti4ZxoxlVWQmEmcfCRCOOHe4nWKfgUYYg7/NkHn2Dmy1bVfAoIiIifat59rCzjqt+s8yjYw/cOo9+EGQzWvVaqiOrui4JwEtvrs2WozbXsmw1nPPYkPCYOLqASaWFYQOdxmYbhK39w5/9gMBA/egSAFKjR3RvzmMmc+j5YNlYjk3stC/QsOeOVCbSwaML8WRA40/+TOrVjzvY3guX6wD+ftA01n/hIEZETbZs1d13EvbEUQSbKtNjt7LzLPED/MDixHf/ychX3mXzwfvx9L8cA0Dcg5KGOmwL7MmlBFtrMDmYzVbwOMylMml3la2KiIjIENM8YEx1UoYaDNKcx+bBrcpWm2QCacuCX/7p4zaBf7bbarOyVYAJYwqYNLYIgA3Npz1aFqZV6Se2hVWUhx1x8YxFJ1XNoUzDnJSPMYbGn/4fwdZq1iRjAOxSHFDgGuyahnCM76xquX2maY4fQMrHACsKxzKiyGVEtCnzaIzB2XksweZqTCIVBr7Nxw4UJuLYQYBdnEfcjhKYcKmO0Q01WIB70OTw4Zuqu3hRQ4+Cx2GuqWy1Z8GjMSbd6UrdVkVERKR/dLdstWXmceDKVpvvo17BY1ZDInwvTp+1G+vL6vnb4vUt7veyZastg8eJYwrZYWwhABubBY9Ws9JPgnC5Cxsw8RTjP/kMjGmxfGPbslPTouGNlU6emIRH44LlFMYb2DkdPMaqawFw9p3UbACE2/sBYOEesBPexV8iaTns/skn7FK1hZqkhTGG+P/8jaCmgcgRe4Np1q01CDC+n+62msKKuUQdOGDtZzQuXEmjB6XxWqxYBGfXUiJH7YOdfi9yiYLHYa63DXOyX9KOylZFRGT427Ctnp+/8NGALf8goe6Wrba3zuNAnJs0z4YqeGzSmM48zth/AiVFUTaVt2yA07xhTizSPHgsoCDPZVRxjA21zTawrBZLbQQGVh1+MNGj92Piex8xsrGuRfAYf/w1kn9e0nJQJn38eEGz5juGkvc+ZY/areS74RqLebVh1Bo9ZkqzbQnLVtPbWa5DlZuPZzuMW7aSyVs2hsFjXRxTn8CeOIrI4btj5UVaPkfKx8ci6ntYMZeYDROqyvGWrKHRs1i+x17EvnoYlm0TOWx37BH53X7PhwoFj8NcZsJyqocNczIL77q2hW0r8ygiIsPbR6sqWLB0c3YulwwMzw+IuuHpaGdrPfrtdFv1B6DbaovMoxrmZGXKVgvyXFzHbtP5NpUNHq3snEfHtigtCYOlSaWFlFUkm+YK2s0yj36Ab6xwbuAOo7AsGF9VkZ0SafwAU92IFXUxDYnwRsvC+E1lq6TPe+0JJTS6USbXhs1tClzDuzvthXvhLAgMwbZ0BGul14dMj8dbtonEolVgWTg7jGJMxTZqU+Clg2R7dCEmkcJfvZWmJzAYz8c34PoedtQl6hg2jiolqGnE1DRCUT7ODqP74BMYPAoeh7neZx7Dx2fKQxQ8iojIcJZI9b5HgPSe5wfZssZOM4+mvTmP/f9ZZcZUXBChTus8ZjUkPCKuTcR10sFjqzmPXtOcx1g0DDfGjcrPBv77Nlbypfl/wtuaCd6aMo/4AT6w2zvv46/dholFmVBdnu24aqobwvUUl6wh9e7qZtunx5DywwASsGIRNo8YzcSaMHjMdyGwbRpHFJF4YTHJ+e+ln5Rw/0EAFvjLN+N8uBaA2OQxFNXVkR+P01gWZi3tUUV4S9eReHYhQW26809gIOUT+LBs4i5Y40YSc2DDqFICAyM2bGLfNcsJqlotU5JjFDwOc6leznn02pSt6o+piIgMX5ngsad/L+Xz8XxDXizMTHmdrMfQbrfVAcg8ZspWRxbGSKT8NhcXVm2qoWGQu7BuqWjgnt+9Q2Ni4MbREE9RkP7cXMdq81k0L1t1bJuIazNhdEH2/uK9dsYYi+rV6YYxFk2lpkFAYCxGbdpMUFZDYtwoxleX4wcWz69yWb8ubHiDYzctd9F8zqTnY43IJ3LE3lglhawtHktJfS2mPkG+EzDts/eJr60Im96U1TRlL40Js5cGSHo0OBFsy1C862hcG3aoKqNxWz3EXCiM4ew8NhzuuvSSHYEBzycVcXl130Owdh1P1DFUFRbjx6JMWrmaKR9/0JTtzFEKHoe5Xmce/aYvaZWtisj26odz32PeP9tfx0yGl0RSmcfB4PkB+emyxs7KVttd53EglupIj6mkKAq0LF1tTHjcOWcx899e0+/j6MzyDdV8uq6KsqrGrh/cRxriHgV56XLUdjKPqWYNcwAO3mMsh+xVmr2/dNJoyotH0rguEzxaZCY1Zks/Ux5WLEJq/GiK4g2sK/eZtyrKZ6vD4NE9aHJTx1PbygafxvOxRxUR+cIeBEX5rBhRihO1CSpqKUrFmbJuOcmyOux08Odngj9D01qTSY8Gy2Vk1OCMG4FdnEd+MkFtSQnugZOxLAurJGx2Y+qbBZ/psWMMrg0xO3xtm8dPwK2pI9812KOL+uZDGCQKHoe5psxjD+c8ZspWnfAKn4JHEdkerdhQw8byhsEehgyAprLVnv29lM/H8wPyY2HZameBe4uGOemy1c7KXPtufJnMYzp4bNY0Z+2WWvzAsH7r4JYhxtMXPlrPO+xPDYmm4NFtp7Gi12zOI8DlX53CEQdMzN4/fnQBG0aNC9c6THotyk6NF4Qd/z0PK+LSuO8u/GbmbBZU5gGwacQYItP3wtljQtiFdV05Vnq5DBME4fMkUgQ1jVTFoax4FBvPOw5np7EU1oVlp41FRdjjRkIsgr82nb3MdlsNu7TWWRFKYiYMFP/1GD7YeU/KdtmZ6JH7kH7h4f9TflO31pRPZFsV//byczjry8g0mv35xMP5aNe9GVtgYY1sysDmIgWPw1zmi7iz9tftaWqYo26rIrJ9SqZ8GhPegCwHIINPcx4HnjEmLFtNZx47Cwb9ZnMe3UzZ6oCs8xiOaWRRuFZg87UeV28Oyw83bhvs4DEsV+2PYLox4bX7O1Ef9yhMdxp1HLvN92TmvDMzx7G1kYVRto4tJZmCYGNFGHylnyNIeLi+jwUQc7FjLoFt8962MBJbUzyWyLQ9sSeUQMQlWLuNcKJiuuGNZeEtXUf8F3+nqjH8d0lBOI6C2vAzqy0qwrIt7LHF4RxKABNgvHDOI8kUtVaEUbHwGBsRAzsIqK1rKg1OBRaf1EbYUBOACY9nkwog6WOZACfqEHXC7etSFodEqomMzMfq4D3JFbk9eumU5wfZCea9n/OoslWRrnh+oPb+w1BNfdh1cyCv5svgSaZ61yNAei8T/HWrYU7zOY/OwJWtNgWPmbLVpuAhEzyWVTWSTA1exjqTeeyPC133/O4dnm2ndL8x7rWY89i226rBgmyJcWuWZWF2GMP7+03BHjsiXXYaPkeQ9HEDn1RxAVZBDNcy7LVxNTPffxvXCmBbNSblYzk20RMOxp26a1O3Vj8dyCU9sG0qvfDYGlOxjfjjrxHbsA3PcamPhlnM6Kz9iM7cN92tNYBUuF3epV/kb3tNzQaPsWSSf395Hrs/NR9vxRYAPqu2eWb/I1i+467N1on0IR3MO3nhUh0AeY5hj20bsvflMgWPw1jzK0U9/WOY+QLKdFsdiC9okVz10NPv8/hfPxvsYUgfq27IBI8KJrYHTQ1zVLY6UDK/W5mGOZ1lff325jwOYNlqSXuZx001RF0bA2waxPL2bNlqP5yrba1qZFt1vM3tDQmP/EzZanvdVv0A17WxrPaDR4CxxQ6LJu6JVZSXLltNv46UT2M0jxWnfgl330m4NuSlkuy2dQNfjFXypddexlu6Ltz37uOxRxU2lb1m3oNECmIulckw1BlR6BJsqcZdvZmqgmIa/PB2e/zIsHzVBnyD8QIs2yIVWNQH4ZxHACs/gmtDyoBdEpadfljhsGlUKY2FheF8Sc8HDCYZHiNO1KUgYnAsw5d38ii69Gjyzj+y5x/CEDMoweNFF13ESSedxKmnnsqpp57KkiVL+OMf/8iJJ57Isccey+9+97vsYxcsWMDs2bP5yle+wgMPPJC9/eOPP+aMM87guOOO46abbsLzwkh+48aNnH/++Rx//PFcfvnl1Nfndjvcz6P5xPOeL9WRucIXlq0OREczEYDf/WUZP31u6WAPo0e2VTVSVjlwjQpkYNTUKXjcnsTVMGfAZQKzHmceB7BsNROgZuc8phvmNMQ9tlQ2MjXdBGZj+eCdb2bLVvv42A0CQzzpZ5tJZRhjaIh7FOY1rd/YOvPoeUGHJasZ4wqgpt4n+eEGiKeypZ9B+kJOJmnpWrBxVClFEcN+G1YSAPERYdOZoKoe7+MNGN8PM5fNGt5YEYeqhIVrGwonFEN+lMj+O/LHQ2fS4KUvQGyuSmcSrXC+pOdjgoD4Xz9gYmUZ+eFLxLIsHNfCC8jOWfyowmHH8s3EtqQb7ng+YIVzIAEnL0KBC9//lzhf3TWFXVIYBsrZNzIJ5N66sgMePBpjWLlyJc8991z2vwkTJvDAAw/w+OOP89xzz/HUU0+xfPly4vE4N954I4888ggvvvgiS5cu5ZVXXgHg+uuv55ZbbuHPf/4zxhjmzp0LwG233cZ5553H/PnzmTJlCo888shAv8Qho/mXSE8bAPity1aNgkcZGBu21bFua91gD6NHkl6QzVrI8NGUedT33/YgqTmPAy4TLOZng8eOf9dadFsdwIY5mQvxhXkurmNlM49rtoQlq/+y73gc2xrUeY/9lXnMBKWJVqWW8aRPYAwFsXDOo+vYbaZueIEh4nScdQQYXwgj6uqof2kJwabK8MbA4HuGcdUVTP7bGwSVdUQdKC8uobjIZezKsLNtbWE6eFxbHq7VmPTAT89ZhPDf0QiVCYtRURMeNzuOwawrJxaxyCzZ6X2wltTfl4aRqpcuW035BEvXUdJQS9Ruek8Xf+mLLDjoC1iuQ20S1tbZfGH5h4z5ZCVgsvMl60eO5JMdd8NKH9cTCkw2ELZMA7HkqxQ2/o4RDT8maq3o9ucxVAx48Lhy5Uosy+Kyyy7jlFNO4be//S0LFixg2rRplJSUUFBQwHHHHcf8+fN5//33mTx5MjvttBOu6zJ79mzmz5/Phg0biMfjHHzwwQCcfvrpzJ8/n1QqxcKFCznuuONa3L69SnqfI/OY6ZKVKVvVlXcZIImUn/1DmCtSXpCdLyXDRybzqO+/7cPnbZjz7rIyXnt/U18OadjLXOTONMzpTtmqY1vZDp4Dk3lMNxB0bQrzItSno47Vm2sA2H3SCMaNyh8awWMff1c1pNeNjLe6OJpZ1zLbbdWx2patemHZamfGFUAiEiERgMnswxi8pEdhvIHCzWXgGyYXB/z7/knG7zGKiAWe41IZyQ8fn96H8YNmZasW7gE7E/nC7mHwmJ63aI3Mx9Q2skv1VhrTmUfLdTB+0NStNRUGoIGBpBMh3Qg43NWYIj4csyOBgY8rwzt8x8ZkMo6eDwaqx5fy9j4HYeHj+OuIJV8j4n0YjhObWGoxAInIF/DM+G58EkOLO9A7rKmpYfr06dx6663E43EuuugiTjjhBEpLm9Z+GTduHO+//z5bt25tc/uWLVva3F5aWsqWLVuorKykqKgI13Vb3L69+jxzHpsa5tia8ygDKpkKsn+wckXKV+ZxOKrONMzR9992oWnOY+9OwP/x7gaq6hIceeDErh+cZozhk7VV7LNzSadzw4arzO9WXqz7Zau2bWFbmTmPA9cwx7VtivIj2aU6Vm+qZezIPIoLouwwtpD1g1gx01/dVhsT4e9E67LVzN/oTMOccJ3Htkt1dKds1bMdkj7pkk/ACwgCi4jvNXVbtWD6BB9v9/FEPttKXSwfJ2kDPrjp6C7TaTUIgABn13EAVL1hsUtxes3JQ3fD1CdoLC4hmjnNcO30UhtWuL3ng+eHwaPrZpfaANh3lM+rG13+ss5lc71NvmuwXAcrM3Y/zDzuwhucP2E1IxrWAR5gkXQPIuXuD1YeNQVXghW+d4bNXXwKQ8+AB49Tp05l6tSpABQUFHDmmWdy11138c1vfrPF4yzLwrRTKtmb23tizJjBXbiztLS4z56rsrHpBNxxnB49d9G2cOL3mDGFFBREwbL6dGzSPdvje54KDImkz+gxRR12aRtqUl6A5weD8nltj8fIQImngwhjcvt9zuWxD6RM0BiNur16z7zAYOjZ+/3Zukp+8MS73HH5DA7co7TrDfrZQB8r9V543jZubHjuFYl1/N4XFIZljaVjixk3ugDXsYjlRfp9zHkF4VzH8eOKKRmRR9I3lJYWs66sjr0nj6a0tJg9dh7Fu8vKGFlSQDTidPGMfS+VDtzyC2J9+n5sqUkA4e9G5nlLS4uzt+8wfgSlpcUUF8bafE/ark1eJ58nQPG4fJxogpSxyY+4RIrzyC/Oo6YgRtSrxHFsRowuxk4vCcL0vYhMHMObf/eZZUUZUQzJkQXUuA5FeRHsgiiRwiip4gJMQxLyo1QlLMbv4DCiOB+K8+Gs6eS/BkkDI4rzaSjKpwEoKs7HKYjipzz8+ghVtk3KjTCqKNwPwJeL4L0Kwx9WRMiPwIFjfYpiDYy2yinJq8XkzcYvzGPnlz4mtS2B/Z+HY9zJmMjORO08ou28B15DjLzRhTg59D094MHjokWLSKVSTJ8+HQivuk2aNIlt27ZlH7N161bGjRvH+PHju3V7WVkZ48aNY/To0dTV1eH7Po7jZG/vifLyukFblqK0tJiysto+e76tzZ6rtj7Ro+euqAzLL2prGkklfVIpv0/HJl3r6+MhV8TTzQjWb6ikIPMHYwjzg4AgMDQmvAH/vLbXY2SglFWEF9ESqYH/bPuKjpHuCYzJZleqahp79Z7V1ieJJ3v2t3Ldxurs/yeOzOvi0f1rMI6Vsm3h/hrqE7iOTU1NvMMxVNeETcmqKuuxfR/btqit6/jxfaWqKtxvdXUDUceirKqR1esq2FzewJEHTKSsrJaS/AiBgaXLtrLTuIFPQtSn52dXVTX06fuxKT2vsyH99y1zjGxMl+ymEinKympJJT2Src4T6+uTYEyn4wlqGhmTF9CYMjTUNuLUxolvq6W2PkHUSxEEAbWJFFaqWTXSmAK2jctnS41HTW0KP5HC83xqaxqwjcHeVkfQkCDxxGt4u04g6f4LBVaSmtqm54haUcrjNjW1cVKeH25f3YCV9DA1DZjaBpJA0nHxEglqapsyuuftDsmGdeyV/x4zx62mriQgWmvhJ/Op21aDqUuwtmYfypMBOwX/EvbDSRqg/aZ6piFBfUU9VnTofE/bttVpMm3A5zzW1tZy7733kkgkqKur49lnn+UHP/gBb7zxBhUVFTQ2NvKXv/yFmTNnctBBB7Fq1SrWrFmD7/u88MILzJw5k0mTJhGLxVi8OKwZnjdvHjNnziQSiXDYYYfx4osvtrh9e5X6XHMeW3VbVdmWDJBE+ljNlMsMdZm5jgnNeRx2tM5jbkl5AQ//4QM29GLuWfM1+no75zGe9Fp0Oe+OTMCaa6X6fcVLZx4jjk3EtTp9/5rPeQz/H5ZKri+r49cvfdxvF/69oKlstTA/QlVdkv/540cA7DFpJACTxhYCDNq8x6Y5j337HjSmj8tkukFORuZ4bb5UR+vzRM8PiHRRtgowuhBe+sLRuPtMCtdK9Hx8LBKRKKmxJVjtVCCNjBmqkuHt9viRxL52BM74krBMJOlh2RYm6dNghRegM3MeM/Jdsg1z3H0nhctnuE62W6qz23g2XHgSFcUjKbK3EU29S378OaygjuIonLXrNnbK30Ysf2/+usuxzD/oAmrtC8CywbKwUj5+ZOhf/O6tAc88fvGLX2TJkiV89atfJQgCzjvvPA499FCuueYaLrroIlKpFGeeeSYHHnggAHfffTdXXnkliUSCWbNmcfzxxwNw3333cfPNN1NfX89+++3HRRddBMB3v/tdbrjhBh599FEmTpzID3/4w4F+iUNG5g9gLOr0utuqm+m2quBRBoAxhmT6j2BjjiykmznZ8fwwA2nnSKmtdC0z51ENc3JDeU2cd5aVsf8uo7In893V/OJPb+c89uaCV2aeZeP2Gjxm1pR27PRagd3rtgpkL2y/+eEWXl2yiZNn7MLYkfl9P0YvM0aLorwIdY0pPlxVwfnH7sVeO5UAMH50AZY1OMGjMabfG+YYINXsd6Q+3TAnu1RHOw1zUr7pcs4jwPg8n/l5ownyG7FSHsbzCQL4cKfdmTllR3al7e9VSdRQnUg3vIlFcCaUhOOsB1J+OI3N86lPB48lrYLHAtc0NcwpysMqysMkPUz6vMMOKtjJeoNrd1nPZFNLNGkIrBHYpgafIiaMOpgJo8MpeB9H8ijNC7CsmrBbq21hp1J4eQVdvvZcNeDBI8DVV1/N1Vdf3eK22bNnM3v27DaPnT59Os8//3yb2/fZZx+efvrpNrdPmjSJOXPm9NlYc1nmpLYg5vb4Smr2Cz3TbVXBowwAzw/IHGm5cjLVfEmcRMonPzYoX6vSx+JJj0TKx4IeZ5NkcGSyeL2pAkh8zsyjMYbGpNetk+XmktngMTcqLfpa5lwjkgkeO3nvg1aZR9cJO8GvLwsb1dTUp/onePQNVnq/+0wu4dN1VZx/7F7stsOI7GMirs24UQWDEjx6fpA9R2sveFy6spyVm2o45Yhde/zczf8ON++42pCeXpIfbZl5NMZke414ftCtv4fj8jx23bSOipU2Y8bEwAvIXEPoaKWPkVHD6tp0l9Wkh//JRuwdR4dNb5KpsHENUNtR5tGBBi9MVD77Tjl7lH/MYYdX4Ds7k2JPUsvKKfhwLav23o293B2I5e2EsUaGzw9N/wdKq8qZ0FgDu48OO77aNnbKIygavucCA162KgMnU05XmOf2+EpqU3mIylZl4DQ/6cuVk6lkq+BRhodMyerIouiAdHSUzy+7Jl0vfg+Tyc8XPCa9AGPCi0ntNe/rSOY7r7cXy5ZvqOb3/1jeq22Hgkym0XEsIo7daeYscx6SCU4cOwxYssFjQ/8stu4FAY5jY1kWB+4+llv+9bAWgWPGqKJov42hM43Njt32ztXe/ngrLyxY3asKshbBY7NqoIaER37MyWaB21s6xfO6V7Y6PubxL8uXUv/hxvSGPr6xOOKTdyl5fUm725TEDFUJC2PAJFIk//YBwcYKAIKEl132o5oOMo8Rn5NK/0Ss/md8ofF/2emdd3Fq1mKberDA3+qxbcVuPLv1NPzoARi7pEXA2NykrZvY6/33w5JbP8CyLNbsvjtbJnS/63KuUfA4jGUzj3mR3gePTrgYr8pWZSA0n3eUK5nHlILHYSlTsjpmRB5+YFrM95GhKZGdf9z78lGAZA+neQDEm5X39eRi6+ctW31nWRkvvbW2zQLtuaJF5tG1O83yZ34Hs3MeHYuahiQV6c6ftfX9FDx6JhscdSbiOn1eNtodzddFbm//Sc/H8w3lNfEeP3fzubjNl+toiHsUxJrm9Dm23Wb/KT/o1vtW4AR4toOX/v01XkCAYUxdNW5dQ7vblMQMycCi0Q/XaQQwmYvPgcEqiBI9cSqbSsZQGqsjP/iEvMT/kZf4PwDyHYvRkUrWNozn9dppbErsTJ17HgkzFQsLkh6p9LJ/0S4iJeO6WH548Qg/LFtdtceebJswocvXnquGb05Vsie1hXku5dXtd3nqiN+sbNW2LALTshxBpD80P4HLmTmPzddTVdOcYSOTeRw9Io8VG2vwfYPt6vtvKMt8f3ye4NGy6LR0siPxVpnL7pavft7gMVuqm/QpyMu9fEDTnEcrXGi+k/feb2fO45rNTR0q+zPz2J3P03UsUt7AX2SKNzt2vHb2n/m7tKWigdKSnpX1tsw8tgoe85pCCMfJlKo27d/3Da7b9fsWsQ2+bWezhSaZwscm6qWwou2Pd2Q03E91wiI/sxBj5qJPYLCK8ijYbROHbf4rs+xtFCR8jBXFc3YDwoY5P914Ifs2+lQ1VLBX8M9wfUgTLrdjkh4pN4JrGbr66C3XDqfbmAB8H2NFcOsbibjtLcwxPOTeN410W6ZJTkHs85etNr9NpL80D77iOVK22rwZVS5nHhsTHp+sqRzsYQwZzTOP0PeNKKTvZcrqksneB4+FvajUgZYXu3oyR/bzBo+ZE/p4L17zUJBqlnnsqmy1bcMcm9qGcO6dBdmf+5rfzQxapIvMaX9pkXlsJwOdOca2VPYsiQCtMo/N5zwmvGyzHCAbXPttMo/dCLot8BwXk/lb6ht8yyLiexBrv2Nppgy1KmmBk8IyDUTiH1BkzQWTgMYk/voaqhoL+aBhFvV551ObfyWNsbC3SoEbbv9JpY3nOGHw1/zvd9Ij5bhEu7Nkp+sQGAs8A57BNCaZ9Zc/s9PG9d3YODcpeBzGMhmR/LyeN8xp3m3VSf/yq3RV+lvrP065YLiUrb72/iZ+8MS71DX2zwlYrqmuS2JZUFIcAxQ85oKmhjm9CB7T2xblR3o157H5HO2eZC6z3aV7ebEs81pzNXjMLguWbpjT2XvvBwbLAttqOc+uMM9lzMi8fss8przudQ3tquFPf+mqbDXznm6uaL8EtDONCY8RhWEGrWXZaqpFMxzXbpt57O5SHa5t8GwHk3nv/IAAi6jnYUXbL5AsiRp2zlvDJH8OIxt/gmNtwkmsAVxs4vhrt1E7r4HnVp3COm86vrNDuIxGWn76aQ0Wvm0TGMJmN8aEVyIiDg15BcScbpz3OmHm0QRh5pGUH/47MnyLO4fvK5Ns6Uws4vS+26pjZb+olXmU/tZ8rlE8R4LH5lmK3mQ8horq+iQm/f+i/OG7PlV31TQkKc6PEHUzc3n0/TfUZQOpz1G2WlQQ6VUGKz5ImcdEer+5GjxmM4+uTcS1s0tAtCcITLYSCppKJXcaV0TKC3o95zEzl9LuYFqOn26Y05WI23nmtL80P/baa+6VzGYeexM8+owqjlFTn2yRXQ8zj01/JzLBdfPMp9fNzGPEMry836GU7O6xp5WCICDAYeuIUew2qgiMhxNsxPXX4vprSUS+wMjYHqRMlHjgsCo5jfe/OIFZe04klQpfv0luwwAVQZSDY23fk0zmEaB0QgF/POJLHDrZwtQ0gmsTO+kQ3l8aJVrbZtM2KnfcgQ/zSzm40GDqEmCFwWMQHb5/RxU8DmMpLyDqhqUgfmDCL0C7e8nmzBeQbVkqW5UBk0g277aaG8Fji8xjLxptDBWZjGNtfRJ6uEbecFRdl2REYazdciwZmjIBVO/KVsPPtzg/QmUvGovEe5l5zHZb7eUc73g285gb35etZTOPtpVe57HzstXm6+hmzmcmlRZRXh1nW3XPPzeAX/3pY+oaU/znWQe1e7/nGyLdKFvtbPx1jSk+WFHO0lUV7LfLKI44oO86cWaO+1i0/YY9Ca9pzmNPNSY8xpUUs4baFpnH+m7MeUx5Brcb88QjtqEuv5DGvCRYKYwfEFgR/n7oYZy275OMaNgAeICFb4dNaPIdKE9N4IlN/8qyKptG3+KIvAbcZHqplKSHF0DCjVASbfueZILHMXkBO4y0WJgYgRVtDHt7pI+rZACxbpStWnkRqvNjWJFGjGtDMoUxFibSnZrX3KTgcRhL+UF4NS8S/iKkvACnq7ZRaX76Cp9lWdkvBZWtSn/LZB5dx27RfnwoGy4Nc+rT63YNRqv5oaimIcnIomi2NM7T99+Q1xfrPBbl927OY/PgrSdZ6kzm8PM2zMmlzOPqzTWUV8c5dO9xTd1W3bDbaldLdbTIPNotM4+rNtX0eCzGGD5YWU4iFRAY02720fO7mXnsoOzWDwL+67E3slnVsurGvg0e08dOUV6k3WMvk3ncVh3vdjYwoyHuMSpdup/5HfGDIGzQFOt4zqMxpvtlq1bA1JoP2HPlKgoPLSPwRuBxEokgBpZFMnIwnr0znjMJrHAOukU473FJeRig7bVxDanlAe64onD/SY8UFr7tMDLW9ncjU7Y6ZbRP1PjstWoV/h6FYNtYtkXij4sp9SdRt9PkLsdf0FjPXis3Yw4Yi7PDKLxPN4Zlq8M486g5j8NYMpUOHp2m4LG7wjKN8EvUVuZRBkjmj9zIwmgOZR6bNczJoRO41uozmcd+ajqRa6rrkowoiDaVYw3CXCbpmc/TbTWZ8nFsi/xeNJiDlmvt9eRvbSbQ9XzT4ruku+LNuq3mihffXMtv/28Z0GyKjG0RcaxO37sgaBncZc5RdiwtYkRhWG7c0yV1tlXHqWlIkUj5lFW131DG62bDnI6WGkkkferjHidNn8yhe5Vmv2v7SrzZfN12l+pIhYGeMXT4GtvjBwGJlM+Iwii2ZWX3k5mfW9CiYU7LzGPTcm+dhxn5jfMZwa84M/kCEz/8CNuqIzD52DUNnLPgL2zb+EXi0S/iubtnA8eMkpjBsQzTxntMWbcc76NmDWqSHkk3ApZFSbTtMRF14N/3TTB7F4+IDYcuW0qwrhyCAGNb+Cu3EKmr73KZDoCCxkYOWvYhpjLMetqlI3hv7yn4+XldbJm7FDwOY5nMYzSdOu9R8OibbEmIk53zqJMn6V+ZE6mSolwKHodHw5y6xvD9ru6ntdJyiTGG6vow85gtx8qh77/XP9jEpvL6wR7GgPtcS3UkfaIRJ5y31quGOZ9vzmP4HL2fq5lLZauVtXEa0lk4zw/XULSsrstWfdMy8+jaNhYwaWwhxQVRAmOyz9tdKzc2ZSvXbalr9zFh2Wp3Mo/hovWtz5Uyf9fGjMyjuCDS503J4kk/fa7X/vuX9AJ2SmfketI0J3M85sdcYlEne4EiU6XSsmy15TqPmb+LXb1vgVVIij14v+FgNsb3ps65kIR3GCRSFMfrSS+C0a4zd0/xnwcm2G+0j+/YBM1+b90Dd2bDEYcCTct6tDZjos/oPIPjWhgsAi/AHj8yLFsNDHEn0q2GOXbETq/xGL4/9ugiPp68R4edYocDBY/DmOe1zDz25GqqFzQtiquyVRko2cxjUSx3ylab/bHuzeLiQ0XmhKBWZas0Jjw8P2BEQTT7/dlZKeJTf/+MNz/cPFDD65Qxhl+9+AmvvLdxsIcy4LJzHnsRPMZTPrFI2LQl0yOgN/uGnmYe/WxA1JsLZrlYtlpZmyDlBaQ8v0VJaFi22vHvWRAELeY8Fua57DC2kFjUYURB2BG0pocXv1ZurCHi2lgWrNvafvDod7NsNbOmYevPPxPYxyIOhfkR6hs9TA8zpJ2JJz3yok4YfLc6TwuMIdUseNxS0f3MY+Z4zI855EWd7DGWCdALmjfMyVSo+ZlMevj/rjK2ibyjiFuz2OxPwniEC60GBlLhPuwOuq0C7DEyYMqYgIgNvu3gZ3/vDfaYYjaNGQfAyHYa5jTn2haebeMn/TBwTH9eDXakm0t1uGGZavpzD+ri5NfVdrk+ZC4bxi9NUp6f7WAW/rsnmccg+wdNZasyUJKej21ZFOVHcibzmJnnGF6ZzZ3sVGuZq+E9PfnK+Mvba/nTG6v7cESD5+P0epc7jSvKnjR21jDn9Q828+5n2wZkbF2JJ30CY3I6C95bn2epjmTKJxZxiLo9r9SBVgu19yDzmEz5lBSFgU9PlycKApO9KJwrF9uCwFBdF37HNCT8FvPiIk7n6yQGAS0yj2cfswdXp5vcjCgIA5meXvxaubGaXScUM2F0QYfBY8oPssFRZzq60JT5G5EXcSjKjxAY06d/3+JJPxs8tv6eSqX3PWpEjKL8SI86rmbGWBCLhMFj+veqIXt72zmPmeA18x5kAuquGNcBLwiDMGOyAZwd67o1S8QGz3YIUj5WcR5WcT7+um14m6ooihgiXQwhE3wG6ddn0oFro+0S68bwnUiYH81s7y1ayXFvvoJjDd9zZgWPw1jSC7+UM8FjT7Ii4cT0dNlq+v8KHqW/JZIB0YhNQczNmaU6MuXheREnZ0/Ykyk/e7LcmzmPxhj+vHAdL787PLJdb364hRGFUfaZXJK9ct7ZSW086Q2ZdUkzJ3zdPRbn/XMl899a259DGjCZk1vP73nmMJEMg8emv5c9zzxmApueZh4za4n2NKBo/hnnStlqTUMyey7REE+lM4+ZdRs7Lxn2W3VbLS6IMmZkOK+sOL0WYU/K7j0/YM2WOnbbYSQ7jSvqJPNouhUEdZV5jEad7DJIfVm6Gk/65EddXMdqE7hmOoBHXYfxo/N71HG1KXh0iEWaylabMo/tBI+ZslW/e2WrWY4TFqgaE847TB/bTreCR4PnOJhUgOU6WK5D6p+fMPaDZR2WrLbcHjzHwc9cgAkM1pgiatw8ot0pW01/7kF6e5NIkXAjdDNuzknD+KVJyguIRpymdcp61DDHZL/QM38QVbYq/S3phSdweTGHpBfkxMLsqVS4JE40YveqXG4oaH4i05tuq2XVcSprE5TXxHM2gM5oiKdYsqKcL+w7Dse2m50Utf/9F5be9W0m4fPIBo/dyES99dEWnn99NW99tKW/hzUgmr/mnlYBJFI+sWhT8NjTeY+NSS8bGHT3e8sPAjzfUFKYCR579rsTb/F6++b3LjCGFRur++S52lNZm8j+3BD3WswndB0LPzAdNr3pqBsqkC1b7cnFr3Vb6/D8gN12GMFO44oor4lny/eb6/Z6hZnmhK0+/0SzzGNhNnjs3ffFqk01bb5jM2WrTjtzRjN/k6KuzfhRBWyp7H7ZaiZIzM9zyYs62c7AmYY/zdd5zJwvZpZe8bNlq90LM9bsuiv/POF4yItgjyggGctj3ZgJWN0IHl0b/rnPIVSdPD17m0l61FqRdpvltN3eMO/wL5I6agoA9phi8i+axdqScd0qW7XyYzx+xAn4++4Y3pBIkXAiOBYElfUENd1/z3OFgsdhLJUuB4mkG+b05EqqylZlMCRTPtGITX76D0YuzONJ+T6ua4dXZnM0cMq0kM8sBt1Tn62ryv7cm7XEhpLFn5bh+QHT9gvXE3NazeVpLXPC39NGHf2loZuZxy2VDfxm/idA32ZBBlPz19zT38VEKvhcmcfGhE9xunSyu5nHTIBbUtQXmce++e5Z8tk27vjfxf3WcKmipil4rI97LeY8dhW4t848NleUH8GyelZ2v2JDGCSHwWMxAOvbyT563Sxb7agzc+ZzikUcij9H5vHD1RV8/zeLeLXVfObGpE9eLJN5bB08hv+ORhzGjy6gsjbR7QsNDdk5jy55UTeb2a+uT2JB9niH5mWrLRvmdHtZkGiExkgetuNgFeVRt8M4/nzQDNy8rpvORGxIRKIkI9GmGxMpaol0Od8RwuCzMZqH5zYFql4AvrGI2V1v77gWDbF8fDs81zZJj7gbJbvEpZ+b5wWdUfA4jKW8z7NUR/OyVQWPMjASqTBbnp+eJD9UsjmdSXlh5jEWcXI+8zhxTAHxpN/j17FsXRWZv5ObynM7eHzzoy2MG5XPrhPDk8nsCW0HmcfMMZprZas//+NH2JbFoXuXDp/gMelns389DR6b5jz2/O8lhNmf4nT2q7vdVjNjLCkOt+tx8Jjs++Bx/bYwaKzvZWasK1V1zTKPiVQ68xh+e0RalT62FrRa57E527Yozo/0aM7jyk01lBRFGT0iL9tQZm27waPp3jqPbvvjz3xOsWZlqz1driOR8vnf9MWe1h1Ts3Me7bYNhzLHcTRiM2lsIRCus9kdjc2Cx1izhjnVdQmKCiItAsOmi2wt5zxG3K6DboBRtdXs8uFHmIbw+Mi8jO7EnhHbsGP5FmKLP8veFiR9aoh0u2x1r42rMR+G5fve8s00PrWAvGSCCAFBZfvlzBmuZZi66hP81WUAmHiKuBvBsU24IOUwPHVW8DiMpbwAN11OBz2b85hpnw0qW5WBkzmBy2QecyF4THoBEdchGnF6tTj5UFCfDR7Dk4uezntctq6K/XYZhWXRq4xFEBi+9+uFLPpka4+37Qsbt9Xz/OureOnNNXyyppJp+43HsjLdpjs/oW3MdOYbapnHToIJPwhYsbGGYw6dxM7ji0k0m/Oaq0y6SdCI9Ny3npZxxrNLdWQqdXq+fSYT092S16Z1bdOZxx7OW8zMpbPouzmPW9OBSX91jq6ojWd/bmiVeczOGezgQk3QSeYRwnmPNd387jLGsHx9NbvtMBIIl4cqLoi0O++x24vdd3ChvnnmsbCXmcfnXltFWVWcwjy3zVqN2W6rbtuGOZl9RyMO+04ehetYvLe8e829Gps1xmk+57G6Ppk9ZjNaz3n0eli2OrKxjl2XLcPUh8HjuIUfcNrbf6cbCV8iNuxQWUbhkjB4NH6An/JJOBFKupV5NOyxZR32JxvC7asbCDZW4ts2MeNDF98lrg0HrV1GsCZ8X+1pe/HhjrvjZALHqItp5/ezLzvuDjQFj8NYJiPSu8xj0GbOY2fdBkX6QiLlE3Vt8mPhCVwuBI+pdGOqXC5brUvP89lhTAHQs3mP1XUJtlQ2st+uoykdmd+rzGNFTZzVm2v7da5VZ/6ycC3z/rmK37+8Atu2mL7/hOx9mXK1DoPHhJ+9vzeLvPe1zHg6OxYz5ZIFscjnKqMbSsImOSbbdbPnZast5zymenghqDHhUZzfu8xjfswl6tq9LlstLoz2WeYxMyeup2W73VVZm2BkprtsOnhsmvPYddlqR5lHCOc9dve76/UPNrOtOs7UPccCYFlWh01zwsxjd7qttv9dkQ0eow4FeS6WBbU9+H3bVF7PX95ex8yDJrLfLqMpq463uD/MPLrhkhOtO72mv5NibnhRdp/Jo3j3s23dClwaE2HHftexW3RbrapLZj/DjOx6uOn9p3oYPFquTQCY9HjtxgRu4NONtz3b8Mb4ASYwYFnUnnoEyybuTEnMEFR1/jepdbdVEh4BFinHJWoFEIu0G/xluM26vQKYXcazcfS4bMMcuzgfk2j7eQebqzp93qFMweMwli1bjfS89bjvN5WtZuc85vBVEskNyfS8o6bM4+CfjHcl5QVEImGGP1eDx7aZx+4Hj5+tDwO+vXYqYcKYgl4Fj1vTV9J70+m1L9THPSaOKeDhq4/ioauOZPzogux9XTXMaX7CPxSyj91pmNP8ZLY/uj8OhsxrymQee1p6nUyv85gtW+3BxdLAGBJJn4I8F8e2uj/nMfs5hPO8exo8ZgLGksJonzXM2ZpeyqG/MtFVtQnGleQTde0wePSCbJVT12WrQeeZx4IItd2Y81jbkGTuP5azx44jmT6l6ULRTuOK2FBW36bKqtsNczLLvLQafzzpYxE2rbEti8K8SI/KVldurCEwhuO+sDNjS/Ior27MjjFz7DWt89jRnMdw/FP3GMvWykY2duN7uiHhZZfjyIs6JJN+uNRKfYKSwpbBo5vpyp/JPKaPn0g3W45aroMxVjjZELCTHknX7Wbm0eDZDsYAno9lW1SWjKY+r4CRbgD18c6DPysM/jKBq0mm8KMRsCyilsHKj7Yb/GW3TwevgedjjMFbX05BojEb+FolBdnXlWECgxWLYHJ0XWUFj8OUMYZkZp3HXs95zGQeM18KCh6lfyW9sHQsGzzmwFW55pnHXJ3zWN/oEXHtbNv7nrS7X7auimjEZvL4YiaOKWBLZUOPS9wzweNgBTANcY/CvAgF6f+ay5w0dtwwp1nwOAQy5ZkAtrMS6mS2jM7udRndUJMp28x03ezJhZzAhOsltmiY04PMYyLpY4C8WPoEvoeZx8wFs4YeXizLBIwjiqJ9UrbaEE9lyz7767usojbBqOIY+XluOOcxMNnfMbeLwN0PDE4H3Vah+5nH37+8gsaEx0XH7d2ie+uoohieH7TI4hoTZrS7Wuw+HH86++a1XufRJxp1sqXwhfmRHv2+ZZoAjSqOUVqSj+eb7NzRzDGQF3VxHKvdfUNYtgpw0B5hpvW9z8L5eZW1iQ4vejUkvOzf4lg0XEojkfKprksysqh12Wr6tWfXeexZ5tFOr5VIJvOYSpGKhN9NJpHCdLL0TibzGKS3N/VxvI/WkZ+IMzLiQxfBX8RJZy4zwWM8hZ/ed8wKsApi0M73QVDTgKmL41omnbkMIOnh/+FNdt+yPhs82kV5bXfq+RCNhEuT5CAFj8OUHxiMCa/kNc15/Hxlq5rzKP0tkem2mu6PnQtrPTZvmJOrcx7rGlMU5Ud61e5+2boqdt9hJK5jM3FMISkvoLwm3vWGzZRlM4+DcxW2IeG1WLOsua7WeRxqwWPzhjkdLXnQV90fh5JsIFXY8+Ax2SwTmy1b7UGHxEywkVlrr6fdVjPBY0+/7zJlhCWFsT4pW91Y1jRfuT8yj8YYKtPBY2FeJOy26jVl9dwOyj4zujPnsTHhd1o+vqm8ntfe38RXDt+JHUuLWtzX1Jm+afvsYvc9mfPYTuYxFmla86Eo3+3R71t1fTJcwirqUlqSDzR9Z8azwWN44SIwpsW5Wua8L5NRHz0ij8kTinnvs20sXVnODY+9wRN/XdbufhubBY956fFvrWzAD0ybstWO1nnsTtANYEUcAtNUtmolU6Tc8LspqGnENGu01FokXTZqDBgvINhWx8h/LmFEY32YeYy6bTJ/LcaeDv5M+jHWiHwSpSUARG2DVRiD9l6GbzApP1u2alJ+GOgaK73OowEM5EfBDctqs1Ie9sjws8zFAFLB4zCVypYMODi2hQU9mo/j+yZbhqClOuTz+vs761m1qesOb63LVofCyXhXMhn+WDSHM4/xFIV5YUe9aMTudrt7YwwbttWzS7oz6cT0nMmeNs0pqxzcstXGeFN5VmtNmccOylabnbQ3DqGyVeh43l5fNPAYauKp1sFjDzKHqaYgrjdzHjNZv7xYuH13M4/JFplHp9fdVkcWRUl6AX4n2Znu2Litab5fXwWPxhj+snAdNfVJ6uMeKS9gVHEeBTE3LFttltXLlq167f+u+abzOY8jC7u++LV6cy0AMw6Y2Oa+TIDV/EJ7TzJoHS01kkz52eALoKiHZathg5rwtWWCx63Z4DF97EWd7PvY/DhItMo8AkzdcywrNtbwo2feJ+UFLFtf1e5+GxMeBen+A7H0Bd2NZeExUtIq82jbFpbVFGxnPsPuZh5TJcU8+aXZOHuEZcSVEyewZXQpAFbEzWYk2+PasHzCzrx/9klYxXmYRIpUYGHnueFSG277izUazyeoaSBiwxt7Hsj6M74MQHTG3lTMOjT82QarIB38tTcGCxzL8PyhM6n+8mGQ8DBA0o2EAZZlYdk29qgCaLaGqEn5WCPysUsKMe2sLTrUKXgcpjJXfSKujWVZRCJ2j/4YeIFp2zBHweN2q6Im3u76V91hjOHJv33GXxet6/Kx4TqP4QmYY1u5sc5jem5x1LXxA9PtE8ehJJN5hLD0q7sZwPCE1WQXi87MmezpvMfsnMfBKltNeOR3kHnMnhR1cGIeH2KZx+ZjiHdwMaP52m/DZc5jsnXmsQffHZnFz8OlOtqft9aZzNzsvKiL69ikOgh+2uy32Yl9WLba84Y5jm01LU/yOb8vN25ruujTV91Wy6vjPPm3z/jz22uprA2zR6OLYxTkha+3ZeYxM8Wm/X2HmceOT1sz3W47K13dUFaPY1uMH5Xf5r5MgNX8ImDmvKc7GbRIB5nHRPrvWkZRfiTbpKw7qusSjEhn+kYXx7Ati7KqsLojnmx57EHL+dnZstVmcw8P2TMMynYaV8wJ03amrCre7u9/88xjLBL+P5OdHtlqziOEn192zmMPy1ZdxyJuudnS3rUH7c+KnXZN32vaz/yl2RbYjkUys30ihRdAfr4LgcHOi2JF3TbBn4mnIOGHmUfHwWt2bGUqyKO2AdvGHlUIzUpfjQnHZBXn43o+vuPiWXY68xiuO+laBiv9fWKNLGw579KAlff/2/vvaEuu8loUn6vSzieHzlHd6pZaagkhJIQSBiFLIASO2ATbXIcLXDMsxsVgP/Pze77P44ID2Bicsd+972Eutgz4CjDGgAUogIRit9RS53T6dJ+4c6j4+2PVqrRr712rTmetOYaGpO5Tp3aFXbXmN+c3Pw1krNBXFb1YIcjjJYi55SYWK/1tYaxqyiphmiLz2VYtO9DzKGyrr3Q8+PAh/OmDz6falg6CdrpmU0XB+o40t+CRZjF1IWBYdFRHJmbhcamg4fb8AXTxnVR5ZMSJ2YyLORXFnMpFHh3H8SxYHb2/5excwHEcNPsojwBdFPYLzGHrmospMAfobd0MKo9MNa+fZ9XXMG189bGj+P997oc4fqa24t/nKY8peh7jlEeenkem/uRc22tS4skW/p5tNcV4kawmI8ts/iskj7MLDYyWqKJ0tpRHdh2efGkOS66dfZSRx7YB07Zjeh57jerAwLRVAH2fXyfn61g9no8lNXEzPnlIUK9RHew6MfD2PAaVR0WWMDaUwQJTHjtB5bE7cEiPrAUBYN1UEf/He27Ab/7c9di1aQxA/OzHYM9j1lUgWYFhpBhHHv20V9/9loxmaI6FV730PKwTNAnWshw/adUBoHSTPwBwGvSeGmvVsOpHe2CXG3DaBgwbyBUoeYQqgQznQ+SPfkjaD6lYJtYszWH48b1wbBvtLz6G/FMvAwAykgMiE5CRPJzgesSwQPJZSONFyIaB7aeOIfPMQTgB5VGmvWMAAKmQ6bKnEk2BVMoBkT77SwGCPF5ieOrlOfzO3z6Bv/v6vr4/x15e7GGoKnzKIw3ModsK5VFgodLGYrWdanFccXsVTi+1+saDs4IHs8dkNfnS6Hk0XOXR/dwXqu+x3jLw63/yPew/UU61bSGgPCadleZVvQPEa814Hqc5bKv1loFWx/Isr+fbusp6A/uRR7lPCEpLtzxV4GIodjQDZFbvQSZ8xYs+44tZvsXsSjGz0MDv/t0T+NL3DmOu3MKfPvi8p0qlBVPdcq51lI88+gqgOiC0JQ5B5VGVJe45jxlNojbOFLbVjCZ7z8yVksdT83VMj+agKtJZG9XBfs9CpY1nDtA5eKOljG9b5UhbtQb0PLK+5X4p3TPzDayN9DoyxCmP7FomGdURR97Y78uo/nK7mFOhG8lH+1QD5BGg1tWunseM3DUuA2AhdJKn6DFsXTOMjCZj4yracnB0truAE9fzyKzN0cAcgIYrMoeGNyJEjbeMRqFIwM7jh2DNVoBGB6/556/iipmj3t9HlT8AcGwbTrkJRzdRMjqYOnAETrUFRzegOxJKeYmuORSZkr9oqBQBpKEs5I6B8XoFQy8fAQwL9nwNtvtd9JTHfAYInkPDBClkIJVyUGBj3dIZZA+chDw9jNabbkA1V4AMG2BFh5wGKFI4+EdTgJwGkhPkUeAc4jtPn8Sff3kvLMse2FMUrfqkIo/ug8jvebz0pPVXEkzLxqcffD62grhSsIXdqRQD4MtuFbjVMfuSko7J7DX0ZZPPKBfFqI6Xjy/37dekyqPkvSQv1LiOpWobjbaJF48ucW3nOA4aAdtqKa8mnpXWCvTbMKwaL+DUYjOxfZfZr7asGQJw/skjK4j0sq0C4Yp6FK2OiZFCBrJELhrlseQuNHvZVoPKIwAU8+eXPH77RyewVGvjgZ/Zjd9+1w1odkz86T89t6LEUHasWU3hnrna8bal6o1ECJcC7imPGT7lsWNYUGQCWaJz9DruKITE+zUsL0iFfo7kn/mxvbNeYY/h1EIDU6N5aIrEPeeyF4JW2sdfOA1CqLshn1XR7JgwrG7lsWdgjtOfPLJ3R69r3+qYWKy2sXai0GN7yd0+oDy610Pl6XmMBuYYFjKa/3wp5plVfPD9bpg2Gm1zMHnUFC+nIqo8aj16/gAgn1UxPZbveseZlg3dsD1C7vc8NpDLyLGkUJGJZ1vtGDYISR6Yo8gEDghsN3QGjgNHlT17qDRa7CZ/hgUM5+G0dRBVgu2O6lCu34IHb/wxDGcA2DaI7JK/6FfLAaTxElTY/qgPwwIMEx2WtirRuZHIqoBEPPLnGDZIMUOVS5m4gTsWSDGLzsbVMBQVCgK2VUIgjRaBlkF/LqOCyJTUS+Px9+PFDEEeLxEYpo0vfOsArto8hntfuxHlut7XHrdi8mjZ3nBsYVu9NLBU6+DZgwt4Zv/CWf29tuPHggd7YpKiWveJSD9FiqkkTA3Jpph7di7w//zrS/h//+3l2L9zHMdLW/UWLheoT5PZk+KGXB+cqeCP/9czsYuytm7RvsUcXSQMFTTUm0bPpM4gGLnPBRZGV28eQ71l4E8ffD4RmZpzBzhvXTMMAKi1zk7i6sGTFZycH9yny9Sefspjv/ELtDovh+b0nZir49MPPn/OZuX1Q6tjYtRVBXototl3LROwG59P8lhp6JgczuGaLePYMF3C++7fhRPzdfzzw4dT/85OwAKaUaWeqmscdD1MplVF4rSt+gq8wqE8dgw/hTOfYjwRm+/npVMn3LbZNvG3X92H7z0/G/gzA9WGjukxpjyenecY+z1DeRWGaWO4oEGRqdLqOPQZwsijypKNe5w/y3b6zv1j93OvtRF7f62d7EEevZnYwbRVHttq/Ofv6BHl0bUpJuktZxbcoNI3OZJFtWmgrZshy3RcWm1U9YzD5lUlL0iIgT3LosrjUrWN4UK36giw56QT2K/cpXhGQVQZjuW4BEyCZVie9dNSVWo7lWUaWhNpfHQMCySnAZbjzomkaatWVsN8fhh51XFtq1Thg+wrf8wFRYbzUCTQURsAnCZd6+gyJesqASC7oTcjBT/0xnFoz6IkQRvJw5RlwLRgL9ZATtAxKDIJh/WQ0QIc3aCW18A5lFcPgwxdWgRSkMdLBLWmDst28OorJ70HH6s8xYE9/Fi1TON8GZhWwLbK0gYFebyowZIeB/UW8qLeMrxrPzOfRnn0q9v9PlvH9PuOAPoyvNBzHg3Twly5hWNnarFEyAwEU2U0VrVOv+iaK7dSL+LZfuMI02N7ZvHC0eXYXqCG+zJkC5qhvAbLdhIRP19x8YnXjTum8Ev37MBLx5bx3z//FJoDgiFY0urm1WdXefwf33gJDz58aODPsUVSr1EdQLii3r29hVxG8QJAAGDP4UU8e3DBCwI6X7AdB+2O5fUj9SpkdCmPOT/9cWahgfd/8rupCkVJUWsaXrANAFy7dRx3Xr8W//HMTCLCHwePPGoStJTKIytc8aiHQGChzdnzGAxS8WbbchTMOrqZSnlkxxtUHs+438Pp0Tw0RT5rhQ9Gwm++mqZojpbozLtC4PvG5iP2sn0y2Lbdt+fRVw7jz8OMRx572FZj+l3ZZ0liWyWE0FEtMYE5IeXRdXkkSVxlM3ejyiMALJTbsYE5Vsi2aofCeuKwaVUJy7VO6H5gKdKsMBhsTYgLywHC9n7dsAbuF6BBMrAsb9yGbViATkNnTHcOIlFlqvzJJGz7NExI40UaXKP6cx7b+05h89wMMjLo9m6OgjScB9j3y7BA8hqIIkMdLcCWJTgOgVN3g4hkhY7pkAC4a2EyVgz1PRL33KhjeZiSDFg2zL0nkP/3p+j5cMLkUSpkAYdQ0hsgj0RTPIXyUoEgj5cI2IJqKK9haoT2BvVbmHjKI6ukclRDgYhtlYiexzQ436mbbJF+5iyTx3KgFykY5Z4UlboOTZGgyBLOLPW+Z6PDjHPZC688nllq0Wqmg9hewuBIHC8wZwUV+z978Hn8f9+MVzkHgS2Y5svtrvP2svvZ4xZVDdc6xXoeSwU3sTBBaE7b6/UKv/hu270G73/bLszMN/Dswf5K+Fy5hZGihvFhuqg8W8EtlYbuLbz6gZHkfKZ330mwoh4F6wtiPVwAsFyl35mkwUNnC+0OHVbPQk96B+bQRThbbBZzqpd0e2imgrZuYd+x5XP2OatN3UvGZHj7bVuQy8j4wrcO9O2N7oW2YbkpzfwzV6NkWuW0bbZ1yzuffMqj7X13fPLIYZc1LGQ1xfsdSV0PHnkM3J9nlul7Y3o0B1U9ez2PbF83XTUNWSLevRks1jC7pW9b7RWY09+2qioSCHqHHZ2cr0NTJUwMxwxtR6DnMeWcR/YZoqNGOjE9jwBQT1Cgq7jF1+BcRW/WY6WFlm6BEFr48Mi3HVYe+9lWAWCTW7g7ElAfO3r42R60qUZnPDLQIhs99o5hhxJee4EU6LVQJAemLMOy4BE0T3lk5G8oQP4AOgYjnwUp5SDJBDYIYNmwnj2GHTNHqOUUxCd/o4GxGIbl7ZuMFeAoMmxC4NgO5C1TqOcLLvkEiHtew6E3fhiOktdgSRIc24HTNmC7pFIGJa4esirdRjdA8vHq7aUCQR4vEbAepFJBw5QbMc0q9nHwFrXMDqJypq3adteoDmFbTY4Tc3W8/5PfjbUQnisw1eP0cjOR5TApWL/j9Fjeq9zyoNLQMVLMYHos11d51CMLuJx24Xsegz2eLx3vXkzrAXu41/Ooh79nM/P1xIWEalPH/hPlVIvnoFUrqBBXG7qXfhq3qGKR8cFRHQBVzwapj17PY4zlc/cVE8hqMg7N9O/BnS+3MTmSQz6rgJCzY1u1bBuNlpHIFtZMoDzKUm/bals3kdOY8kjP5VKNVq/PN3lk+x9h5LGP8hgdHdDqmDAt2/uOHjsLCai9UGvq3n0W/Axvv30L9h1bxtP757l/Z9ACyt3zGLHxarzKo04LCIQQLuVRX7HyGA3MSbYtO95KoKVgzi3sTY7kuJ1K/cCekaOlDN5z95W469XrANBeOwZGGr1RF31sq/2UR0JIl+rcMSyvsDoz38DaiYJXEI+CKc/B56TFYVtlPxd8VtiO480vZuCZreorj0HbKl0DHp2tYf/xZeQ0xVM9gWhgju0dVy9snC6BEOBooO8xOh+S9ubS3x+d8cigSJInMuiG5d2X/UAUGaSYhWpb+MItPw79jmtAhvM4vmULzGwGsH0CFiJ/ACV2mgJpvAgro+Jf3/xWKNdsgNU2oCsqvN27n1sq+uNZHMOiPYsApFIOpyen8cRP3QflilXI3H8jFsYmaFiOHDiGnEZTX3UTRFM9tVCTCX605Srs+9k3Ax0DlkavbzBtFWB9jwXAsEH6tElcChDk8RIBW4SU8ioKWQW5jNJfeQzY6QD6UObreQzaVoXyyIuZhTpMy8FTL8+dt32yhb5u2CG1cKVg/Y67No2hXNcH2hBNyw7dm2xG1aqxPGb72Va92XP0vmM9ZBeyaDG72AQBsHXNEF6KUWKCRZq4pL6vPX4UH/vcE3j8hdOJ9tfRLZTrOpaq/NcvuGA6EbD+BRXTuMUls04xG9nq8QLyGQVf/M5BfPBPv4/vPXeq5z7bnrWpe5EgSQSbVw/h0Eyl7+eeL7cwNZKDROi8urNhW623aM9MtaEPJOK+8sgfmOM4DrWtZuWQ8rhUuzDKIyu2DOp57KWENNqm51w4fvrckEfDtNDqWF6oTxB3XLcGE8NZPBLoxUsK1v8HUBKYxrYa7nnkUAA7/r4Vjnct7YVLTx79wBy+tFVfefSfM/OVFsaGsjRxVk6uvHYMq+93zJ8zKOO23Wtw5YZRAOHvG8tXGGxb7T/nEQDtdw2c///5jZfxu3/3BBptAzPzdaydiLes0s/okscAcTY88pg0+CV8/f1E3XCxBkhGHllmQFCpp2tAGQ89dhSHTlXx9tu3APBbjMzI/gfZRzOajDUThVDfYzBECqDEh92rvZRHWSbeteuYgxVPBjJegGyYACEwbEBeNYIXd10LW1PpfBaF3itSMQuWeuPdc5oMqZSDKhEYjit0dAwYiooM272XeBqwvro9i/TPNSgSYFj+NdYtICOHlUNCCKSxPJxaK9yzqBKAEJgO4OgmVUwByMTqsqNKo0Ugo9Ck1UsYgjxeIgjaVgkhmBrJYa6P8hid7aNx2FBs26FjdVi1Rozq4Aa7XnsO8yVfrgTBmPez2fe4XOuAANi5ib70Ty30/92P7T2N3/mbH3iqT6WhY6RAyeNCudVzYeC9ZN2H7VBehWU7+PU//R4+86U9Xm/e+cTsYgPjw1lcs3UcJ+bqXS97tkjQ1HDaquM4ePDhQ/jn79IAkCRWTNt2vO/owQGEKw6MfMsSwcm5ePIYZ+Vjx8QWNKOlDD7167fiIz9/PTauKuHL3z/cNyxGctWWOGxdO4wT8/WeiohuWFiudTDpuilKee2s2FbZvWdazkD1uhkJhoiDosQrj7phw3acgPLo2lYZeUyYWnu2wIjHIOVRD6h0QHgxy54dMwuNczJz03+XdduEZUnC+qki5gfMMY5DkIhpqsxF/qI2XlWRuZTHtm56fYe8PY8+eaT/5lUesxq1zBP4fWqDwM5Npe4XV5aq/vcwqVOp2tDxG3/2CH70cm+lONpPyhCyrbrPj16BMwyW7UAeEMCiqXLovi/XO1isdvCXX9mLatPoGZZD999te+W2rUaUx04kjAnwnSpJex6LOTW0f0IItq4dxpqJAn7nPa/GG25Y535GV3kM2FaT2kfXTxUxEyg6RkOkAH/W40ivwByJBHoe7YFBPQxSMQuVONh99GWQpw7C0U0YuoWsAjcwx73mOQ1w7aFez6IkATkNquTg6ueehbl/Fk7HREdRkZFpUisL7aGhN0Uv9Ib1LBJCMKS3sPmJp6E//CJaf/NtoNmBJiHUswgAZKRAQ3WKvvVZloDVy/NY89gzcCrNAHkk4fEeAEghAzKUB1EFeRQ4D6g1dSiy5FWBJkdziZTH8JzHZC8WNpIj2PNIIMgjD9ji9ehs9bwtIIOLjrPZ91iud1AqaFg/RSu2MwP6Hk8vNmFajhe4UanrGC5ksGosD8t2sNBjYegtMtx7/PWvWotfue8q3LhjCk/vn8fje5Opd2cTpxaaWDNRwI4No3AAvHy8HPr7oPKY8SxPFp47tIiv/+AY7rhuDQiSKQJBpWSQWhcHtiDcuKrUpTyycJK4BbWnPAZmTamKhCs3jOJtt21Gpa7jiX1nYvfZ7ljIZXon6l2xdgiOEz9DDIBHEqZcGxZVHlf+fQmql4N+X6ttQlOkvsOsFSk+MCdo281lFLTaJgzT9hTHJD2XZxOMvBaydLHZU3nU48ljtaFjbrmFqdEcLNvByRQBWYPAzslQj9CNieEcFir9Z8LGoR2wyWVVmWtsRSdCpnlHVbQ6prew5skXCCrAvMqj4zjedSSEIKPJyW2r7n2hm7Z3npZqHUy430Mt4Xph37FldHQLB06We/6MHiHmDKHAHPfvmPUy7agOgJKdoHLYMWg/6gtHqXNkXY+wHLZ/2u/pb89rW40WD6KqNkMxp6DeMjC72MAffuEZ7Dm8GPv7Kg09Vun7jZ/ajf/7l2/y5jQGP2P3nMfBCmAhq4YKbe0Y0j9YeZS80SZRa3w/kDwlf+uW5iAdm4fxvX2489+/iYzsUKLoEi0iSW7ojRHuWZQkqJqMNTMnYc8swTYs6Ex5dOCTT7jW145J/yKg/mVtE5PHTsCeXYZTb6MFGRnJAYkQYKmYBclqkHKBwBtJwnCngeEjJ6HevhPL1++g54PAVz3Zz2ZVKFesSnReLmYI8niJoNrUMVRQvUXa1EgOi5V2z9mL3aM6kqensQePHLCHyDIRPY8cYItXB8ALR86P+ths074bTZX62kN5Ua7rGC1mMD6chaZKA/seWb/XqcUmdMNCs2Ni2LWtApRcxoFVujOBe/a1V6/CL96zE9OjOew9T+eRwbYdnF5qYs14AVvWDEFTpK6+x+D3TAsojwdPViBLBD//xu2JLXRBYpdOebQgEYKNq0o4OVen8xvbBk7M1XHNljHvZ6Kot0xk3Pl2UezaPIbV43l888kTsYv5oOIShy3u+I1Dp+KPh1W6V43Te6OU94NbGFodEw89dpQrgCpIGAcRuGbH6Ks6Aq4VLca26sfZU9uqbtpYqPhFvfNvW/X7NzOq1HfOoxZjozt2ugbLdnDTzmn6/+eg75Fdm2jPI8PESBa6YXPbl4OEOMOtPIb7s+ioCr7AHJZKqSjdaZu9oBvdttXmAPL49R8cw8n5OnTThgPfVsjmRCZB8DlQrnfgOA6Wq22vly7p8bNQpdk+74RetslsRvEGLwQtofS7lq7nEaBkJ9TzqFvYfcUEdmwYAdB7TIe3vRJWXVdqW23HKHgALdbVWwa++J2D2HdsGZ/6x+fwD/++v2udVml0YtNN40i0n7YaDcwZvNTPuu8p9pyPI73sXhvu1fMoS96+k6atAjSQRi1lYco0bdXRTbQULZSW6v3sWBFO2wj1LAKAqhAYbuLpqZ99E15Yt4X2LAJeYA7gWl8tO9SzCLgjQxzQtFVC0CQ0bTWqPCKjgowUqPXU+6UEjky3l0aLaI3QACJFchA3W4Zke4ezXSoQ5PESQa1poJTzHyCsMtyrN8ob1cFsqxwvQ6YwBh/SkkR6EtVzhYVKC1/+3uFLkrTWmgZWj+dRyqs9K4pnG82OiUJWwarRfN9UU14s1zoYKWqQCMGa8cLACH/W7zW70PBnVBU0jyD0stSyhU/cC2fXlnG8dGz5nNjoemG+Qi22q8fzUGQJV6wbjiGP/vdMkSXIEkHHsHHsTA1rJwvuCI9kKgh7WY+WMjgxV+ce+aEbNjIatf21dQsLlTYOnKzAAXDNlvHQPoJotA1vTEcUhBDcdeN6HD9Tj02bbemWp7jEoZijA6h7hea8fKKMjCZ7qnYpr3WRhkf3zOLL3zuMw6f6B+8EwaM8Nttm37AcILwoCiI455IFgLDvhyJLfYkrU47OJljPZS5DEzh7zTrsRAI8GHlkRYtdW8aQzyip+h4XKi08f6h3wm61Qa9NXM8jAEwO+0mSPGgHeh41rbfqGod6M1xA4J2L3NItz3Yal7bZCx3D9kg8TaQmfUOq2rqJBx8+hO89e6or5CejKRw9j/6xVRs66i0DumkHlMf4YvNStR16DrA+8FM9CoIAU766l5oSId45DxauVKV3svGgtFWAFQ7C5C2ryXj/26/BB3/q2p5hL/724X5Xlh4qJ1QeFSWsnLLPEk2kLuZUHDxZwfOHFnH/rZvxhhvW4VtPncQje8L9vtS5E/9d6dp3XGCOMXhUB/t8lu34cxoj9xfgE8mRPmmr/pxH2ysEJ4E6koUlyXBMC07HQFt2lUPbCZE8idlFgz2LoLk0BpHhWDbaWga6qvk9j8F7JqsCmhLqWQQAokhwADiNDqAp6DgSNOJ0K4eEQN406c6d9P4QUGQ4AMznj0FapkVRGVSVvBxxeR7VZYhaU/ci9AE/bauXdZU9+P0ejuRWmrgeIFki5922+vje03josaM4PnfuUv/OFWpN+sDftXkMew8vndX0015gyuOq8TxOL509u1m53vHi1ddMFAYqj8tVqjzOLjZQDgw4LmRVlPJqz8/GrEJxC41dm8egmzb2n+RX5NJi1u3tXD1BK9UbpktdpNxPW/V7rTqGhWOna9g4Te1ESZMf2cLv6k1jsGwnlHyXBMwmtN61ZR04WcZje09DkQl2bhz1fiaKSr3TNTYhiFuuXoViTsW3nzrZ9XetjukpLr1wxZohHJypxCqX+0+UsW3tsOdyYPMGgwWjZw5QIpLUkgeECWN1gILV7Jh9w3IAd1EU8/xrBeZcst/BrJ4bpot9lccnX5rDb3zmES+Q6mzAUx4zct9Zh7oZb1tl5HHVWB4bYwaHJ8G//uA4PvOlPT2feb7yGH/PTYzQxeFCOWxvdxwH3/jhcSxVe9neTZ9IqTJMy0lc8Dx2puYVMAC+Ng8AaHfMUGCO7STbd9AuSwjBcEHrW3Bg99PppaanKrPtswmLVEC4F7bS8AO6GHlU1Xjy/NXHj+EPv/AMlmsdLFRamCu3MDaUwXKt0zNIjZKIePLCijZR8mj0uG+tBOQxLm01o8ko5lRcd8VE323p/mXEzXlUeXoeg8qjYXqfK4hiTkWzY2K0lME9N23Az79xGwjCo7Ecx6G21R49hlF4gTlB8tqDvEcR7NkP/jusPCpQFann8zI45zHqbhgELaPAlGU4hg10DDRlFVnZAeCElEPkNOoHtW2vZxHwlUdnuY7C0y+j1GrQnkeECSANvSmGehYBd06kA0pKMwp0C9AkO5SWyiCVcmFSKBFAkehsyueOIXOSBiUqxAlZZi8nCPJ4iaDaMEI2H9Yj1Gtch2HadOaRa3NVFRqhnOSF5vdABcmjdN4VQDZeYFDU/8WIatNAMa/hmi3jqLeMnj1fZxNsETw9msdCpX1WhjwbJrWPsQCOtRMFVPokrtq2g7KbDndqselFwbPK6fRYvrdt1bDdOPDux9KODaNQZIK950nFBSj5BYA1rmKa02SYlh16MXuBOW6FNaNKOL3YQL1leL0oWTWZnYwtWK5yg4kOcShtdHsLGUX2bFl/+9V9+NFLc7h99xqvnzHuc5xZbmHatRTHQVNlXLl+JNYK3R6gPAI0NKfeMjAfKXTVmjpm5hvYvn7E+7NSXoUDeOFI9Zbh9Zny9LDVWoa3mB9kHW22TeQSKI9xttlWQOljv4NZcTeuKqHW7J32enS2ho5u4dkD/edg8qDVMaHIBKpCEzh72lb1cNqqptKez2pDRyGroJTXqP2ZY8wMw+kl2vPcK/io2qRzX6M2PgY2g28hojwu1zr4x/84iL//+r7Yc9oxbGQDtlV6nIM/e7newXKtg83urDvAVd4SHrft2sOZ8szcPoPUR9t2YJhhBXi4mOlbTGCq7emlZtccvhxHz6Mesq3qXqvBZKDnMW5Ux1K1Dct28J2nT+KlY2UAwOuvXwugt/pIi1rxS02fPPoL7GwPBdVxHDgOEthWw5bltm5590USaBHi7LXxJLWtRnse9d7KIwDcf+tmaKG+Vf+ztzoWDNPu2R/ctW+JKY90n5Ztw7ScnuQ9CG/ci1uAioZIAfT5PDWa79njHpzzqJtWov0yqApBW9FgKTKctoEWUx5BusnfaJH2BAXJo0zQ0LJwqi0MP7cf+U6LKoeS1PV5pVUjkEfD9mVZlaArKshwHvK21ehYBBpxutJS40AkCY6igH3jTS8wB2Hiexnh8jyqywyO43TNxRotZaDIpK/yqEaqeezPB4Et3AoBK5uUUnmcXWykJp0+eTx/alM/LFba+EHCkQt1dwj21ZvHQAjwzAH+uWW8YPa7VeN5OE5vVZoHFXchw6w+7CXWK2K80tBh2Q5GS7QaPecOnmY2l5FipqunjaHTZ5hxRpOxff0I9p7H9NpTiw0MFzRvUch6+4Iv9+hInIwq46BL+hh5TBpkwSrUY0NZTI/lcZBTZWXKY1ZTcPPV03j1lZP42C+8Gu9605WQCKELwkgIiGFaWKy0vX7UXshqsreoCH3mAT2PACWPQHcR6IB7fCHy6C6omO30uYMLnoLFRR6bBkaKGRSyysDAqlYC5VHuEeLhKY+a7P2OmYUGchkFUyM5mJbTs4eNkemnz+KzodUxPcdIRu1tW432IxF3TAoA717YOF0KBV/1wlK1HTo3zJbeiwRVGwZKbmp4HLKaglJexXxEeWSq6gtHl/FUTLonm3kIdKso/XDEVfg3r/aDR9SY70ovVOo6TMvBpEt62WJ7EPmMU3aGC1po9mLXvtzRGouVtqfgeiFBXLZVC4pMw2kqjY6nPPo9jzIMw+4i6SxF+OFnZvDcwQWU8ipevWMKAHreJ3TOYA/lMca22osEs+fAQNtqYMwKK/YlmTfIoClh5ZLd20pCEkDHogVto/E9j7u2jOPVO6bwumv88JRs5NjZ9e4VUBNFNDCH3cPJbKvu+40pj5FQLQD4iTu24mP/6abe+5ckmDa9b6hdNjnFUGSCH2y/FjNvvRPOtZtwaGodVR4JuvoGyWgBJJ8JETtVIXjo+tug3HE1bIDOeSR2LPmTilkvbMfbvyLjq3e9Gbn3vh7a7Tuh26CBOQkJcHVkBE+8/k4AgOGRx/iex8sBgjxeAugYFnTTDlnLJIlgYjjXU3nUXeWRgS3Kk/Q9Nlr04VUMpC9GbauO4+D7z53qO6dovtzC7/ztDxPPuAvCdhzMuvZG3vCQL3/vMF44evZJxhe/cwB//dCLA9PwTMtGo21iKK+h5KqPj+6ZPec9o62OgXxGGRhMwwOmIjLbqp8IGL9IYYuLqzfRgJZ9x5dBCO1lA+jCoNf5GzRUeNfmccwsNHra1ngVkjhUGjr+7mv78MKRJcwuNrF63CdV/iw1//NHg6kyrsooEeLZR5MG5gQr1NvWDWP/iTKXeqwHkht/9b6r8f63XxNWU2JsjHPLLTgApsdy6IdsJn5hSm2r/V+uaycKkCWCU4vhxeX+E2WoihT6jOw+YQvjZw4seAtMHvLIijdDBQ21gYE5ZmhgeRyo8hgXmOP2PGYVT0U5s9TCWCnjFVp6KZ+suLPv6DLXeIZ+aEbIY+/AHLtrYdhFHt3ix7E+1tVqQ8dv/fUPPEtzR7e8Z0C5BwmqNfWBSgpLXA2CjaFQFQlf+PaB0PfQdpyQBZT9O0lozpHZGiRCsGE6TB6TKo+sCDARCJsBBhdqffLov6dHBiqP9Jw6AI6foQp31k2i5A3MyaiyR1aXqm3IEvGCUDS3/yt6z5frHayfKqLRNvHU/nns3DiKyeEcNEXyyONzBxfwtcePhvbVK7CFFaiD5LGX/daOyWKIA33O+aEtAFaoPLJnfDISoEbG+nj24shz8rorJvD+t+0KOW2iBYBgZkASRANzgqOkBsFX633bavQzDxc0rO2TVst6Hr3wO47zzs6vYQPmrk04OrXWS0slkWsuFXMg00Nd2zsgsDsGbIfAUhXIjgMk7LtUZMC0fYWb2ladxMqhLAGSTtfDukselRjie7lAkMdLAKwKX4qk0031GddhRMijb6XhUB4j5DGoIJ5abOLv//WlnhH+AFUM+8X098NytQPdsDE9msNCpZ048t5xHHz9B8fw9cePce+zH8r1jtd71W++JuDbfhnZv+3a1SjX9XOumjU71H43PUoXf2eWV04el92FDBs6noshUEEwYnf1ZkoeD5yooJTXvGpxLqP0nEXWb5EB0BAPALGpq6cWGnjfH3+3b2R8Enz32Rk8smcWf/zFZ3H4VNXrd2SfHYgojxHyyCq8qyfy3n8nHRvQcZXHjCrjNTum0OyYfYNHurfvH4wQ13t52u3hTKI8tjrdw8DbujUwqVSSiKtchvf98vEytq4ZCj2n2Hem3jLQMSzsPbzoKRt8PY9U3Srltb49j47jUMU+QdpqXGAOU2OzAeXRdhyMDmW8BV8ceXQcB/PlFjZMF2HZTleo1pnlZl/S1gvB/k1atOj+zFQV6E5CZOSRWZinRnMgBH1nLj718hwM0/bcIcFnTqWX8tjUe/Y7MkyOZLtG+rDr/7bbNmO51sHXAs/46CB2jVN5XDtZCI/qUJOP6mDk0VPtBgy6Z/DnH/r7HSlqaLjjXuIQfA8ed5Nw/cAcvlEdmipjqJChPY812tfOntOaR4DDz7pa08AN2yexZQ1duO/YOApJIlg1nsepxYY33/YbPzzubRedKRpELqbnMavFvyNY8VoaMOcxmLTrJZ1yKo+xgTkJSUQ0bTVuzmMvRIlzhZs8sjmPTHl077EE6plXHA30PPKQP4D2PFqW7e+XhzyqBJvmT2HyO0+ivdiEbJnunEbSReBIVoWydjy8vQJce2w/9G/tge0AJKMBTkxaaq/9y8DuPc+i9SdfR+vbe+GAICMl71nMmzp2P/IYAMBQVBA4kCQRmCNwAcFsV0OF8At3cqQPebTiyWMy5ZHZVv0FVdS2esJ9cfVLhjvs2oEGzQWMA+s3u/Xa1QC6rav//N1D+B/feKlrO92wYdkO9p8o9/1svPj+87Pe8Q+yg0bJ/u4rJlDKq/j+87P9NlsRbJsOQ89nqAIyVNBCA3/TgqkIrOcxy5THHmSI/fyODSNu8qiFkcCLj1XH48I09Bg1JIi1E4VQhTuI2cUGLNvBfzw90/d4+s2OcxwHP3zxDK5YO4x33rUdq8fzuHaL/4LyXq4BEqRHUo2ZirApoGJktGRjA9hCP6PJ2LlpFMNFDY9xzLbst0hjvze6mGaLfVZw6IWsJsN2nNCiyHacUMJlP9Cigf99bLZNHJ+rhSyrgE9gak0DLx5dgm7auHHHFBRZ4rSt+spjv55H3aTPi8FpqyReedRNZFQZsiSFSHRQeYwrfNVbBtq6hZuvWoWhvIqn94dtmP/fv72Mz355T9/PFIeobbUTQybYiIfoAO9CRHmUCEFOU2LtygxP7KPBEEwFOxMorPW2reo9k1YZxoezWKy0QwVL9r27ZvM4XrNzCt966qTnfPH6/5jyqNFjG0QeHYcGUwUtqwAlgElDbxYqbRAA40PUBpdYeYwhFUz56028De/nWZiRb1vlCMxxn7UjRQ2VegdL1bb3+QFAZcpt4BiYhXKklMFbbtkETZWwyy0SrpmgKdwn5uqYWWiECk390j5922qw57GHbZWRxwSjOnTT9tRogJM8qhI6kVEdEiED98sQ7Y/uNecxDl22VZYZMCAhNrhvwC9cdDiUR/YcDymPnOTRUx6ZXZYnbVUhKLUayJ84DfnzD2P77HG35zGZ9VOVCSZry3AAWCCQNIkmtcrJjkGRCSYX6HPYcgkfj/KoSA5gO5B3rUdjqASZILHl9VKEII+XAGqNeOVxKK+io1uxFU6zy7bqDzAfhEa7e+5b1LZ6fI4uFvrZrVgvycn5BvfAZ9bvePNVqyBLJEQeZxYa+PoPjsXOT2SqqWU7ePEsWVdt28H3np3BVrfaOjdA0WNkn/VvKbKEW3atwnMHF87Z0HC2MGf2u2s2j+HpAwsrtsOV6x0osuQVEnwC1UN5rLWhKhKGChqmRmklfijQr8EWtnH2qkHDjIkb7R53TIyw/+jlee8eiOL4mRre98ff7anIzsw3MLvYxGuvnsYbbliH3/+Vm7E7kM7n9zz2tq2yz78hMLg5qybrRQouJmVJws1XTeP5Q4sDR0142/cJpqC/t3t8wemlJoYL2kD1ME519QM7+m/LfiZ43Q7OlOE46CKP7BlXrnfw0KNHUcqruHLDCNfC2HYc1FsmJY95te/5YwWmJMpjbM9jYDh8VpPBRJGxUravbZUVoKbHcrhu2wSeP7To3Uu24+DwbA0LlXbftoA4sAISwJTm7s/cazHLnlerAlbtXKa3zXy51sH+E2UUcyrmyi20OqbX75hRZS9pOQjav2/0nPHIMDlMR1EFCSh7xmUzMt5yyyZ0dAvf+tEJAN3WQGblHGTjnCu30Gib2LQ6aoFjttfB5HG+3MJIKeM9A6IL+F7QA8UiBtYbHnfuAHovTQxnMVLUcMY914wwZzXFLYYM/sys0MTSXZeqHYwN+QRFiyk2l2u6+xkzuO6KCfz5A3dgwh2rsma8gKVqB99xi3e241sX+6V9Fnooj1GXAhA/QiwO7L42DNu719n9kAR0TElYeUw64xFw01Yj5FFVpETkM2pbrTR0yBIZWNxikCQCQvx7j0d5zETIY7ANIinYczINaVcVAkuidmnbATqqm7bqoGtcRq/tTUmBXcjhe2+5FxmF0F+U8BhUGTCJW/hxbaeaBJCE1564ozqkkQIMItOPzEm+LyUI8ngJwCMjEatPv6HCummFyOO428yfJHq90TJQjDysZImEbFsnGHns8XI2LRvHz9SR1WTUWwb3sOzZxQYKWQVjQxlsmC6Fkif/+eFDcJx44hpUG587yJ9iuFRt46N/+XholtWew4tYrHZw92s2YLigharrcfCUx0B1/bZr18CyHTzOoSTxILoIvvNVa9HRrcQBP71Qdmc8snCLXALlcbSUAXFnQgLASCBmnJHPuGs3iPyw/ceTR3p/mZaNH7wQb6V+4QhVsnrNwPzhvjOQCMENV07F/r3f8xi2csmSnxDLXpYbI8pjop7HyKL+ll2rYdmOp+4k2b6v8hiT+npmqdk3aZXBu24B4szOQ25A2ir7meB1OzJbAwGwdc1w6OdURUJWk/GtH53E0dM1vPtNV0KRpZ5qRByabRO246CU0zCUpzbAXgt59uwctDhjxbOoYt7q+MPhCSHe92+0lEExp0IiJDawh1kdp0ZyuH7bJNq6hZfdGaJnlpreuTp6enDi7jP75/G7f/cEWh0zrDy6Kn+0cKf3sNHREDbJS/IG+tvMn3p5Dg6Ae2/eCIC+E84sNTFaymBiJBsaOcDQ7JiwbGegbZWN6wgm9DJCkdUUrJss4vptE/j2UyfR6piBwgs9dvYcGfS9YwXOLV3kMXnA3EK55YXl8GwbH5gzQHls0H7RVWN5L9kxqDwCgwkz+5mMSot8taaB5VoHY0MxxxBKZXVbGFwXSpAMrXXt/Y/umfUKKOwe7qs8ej2PAeUxQwtF0fs2ufLongfT6pqFmQSqGg5LMi07RG4Hbt+VtppcwaPH7j/nGm0DBfc5khTB/mzfPppAeVTDLSltnW/UBuA/JzscpNXbVnbJn0NgOzTwJnZOYw9Q8ijBNm20CN3W4bKt0vEfAGAq9L7McCiPkirTUR1PH4ZpOe6YjsuXYl2+R3YZoeaRx3C1li14WjH2TMO0Q1/cjdMlrB7P49E9g62TjbYZSloF6APbjrGt9qpKz8w3YJg2brpqGoA/+ywpaFhJAYQQbF0zhKOzVZiWjf0nynj24AKKOTW2B4upTsNFDc8fXuSer3hiro65cguf+9qLaOsmOoaFhx47iuGChuu2TWB6NIe5HkPuGWoxZH/NRAHb1g3j3548ftbCMYLwyKN7T2xZPYQN00X8xzMzsYl5Sc9LcMYjEB8a88jzs94ibKnawZj786snKCkZjlEe4xakg2yrbPu4bWtNOpphw3QR33/+VOy2zEbd7HSrOcyyunPTaM8wjzgCZZg2lEgwFQGd8ceQ0ejMuSQ9UMEK9fqpItZPFRNbVwedv7jAnNNLzYH9jgA8ghRUBFpev9/gqnj0utVbdCh73KKOzT+7+eppr9+xlxoRh+D3j13LWo++x+CojX7wgyii5NEMbcu+f6NDGUiEoJRXYwtnLOhsYiSHnRtHociS18t7JDDfM0nf4w/3ncGJuToe23u6KzDHdrrvu16qwBtuWIeP/cKrQwv9bI9iDQA88dIc1k0WvGf88TM1nFluYno0h5Ee8wrZuRgUmDPpKlrBvkf2zGHfw7fcsgmNton/eGbGV5gC/X/BY+2Fo7M1qIqENRPh2H6tDwF85sA8PvSZR7zzMl9pe/2OQHLlMY48svaAXmFDlUaHkke3MEcCnzWuuNVv35omeynatuN4z20gPmDPa2GISf5k58+yHVy/bRJAkDz2Htlw5YYR7No81vWOCSqXDEmVR0aUdN3yzkUSaz1DRpFDY0ooeeQgbwoJ9zxy2D+jymP0+ZJo/4FkaN2zrSZXHlfS88jufVaU40lbJbIEyFR5tDzySNNWk/QNqjKBJctwWjpWHzhEiZ9t09+b5LMrBIT1iipuEUpyey4TbS/BBuA0dbQsCTlZ2FYFLjBqTQMZTe76IvdTHuuBOWcArYq/7prVOHCyMjBIpe5Wu4KQJQLLJRyVescLoei1sGALINazeJKz/252seElXW5dOwzdtPHZL+3BXz/0AkaKGn7sVWvpCyZiK2Ik6uarplFrGqGFGIPjOPi//v5JfO+5bpLBFpnz5Ta++J2D+PMv78WRU1X8/F3baVV+NI8zCXoeCYBihID/7I9tQ7Wu4yvfP5L4PCSFp6BkfBXk9devxcn5hjcSAaCL0Q//+WOxUfdxWKqGyWNGpeQomLb6hW8fwD9/9xAAYLnWxmiJVrBXj9EFxXCo57Hb+skQF+IRRb6Hja7WMlDKq7jt2jU4fqYeu+hm90JcUuwR1yb4mp3xqiPg93tGlcdgX8eNO6fwlls2hQgVq+gOWsjGVahvvmoaR2ar3sKt7/YDzl82EqDSaBuoNY1E5DGuaOCNqUikPIZ755rt3ouisVIGo6UM3nnXdn//meTKY7DnmBXcejkfWCEhiW0V6CYELd0MHX8+o7rHQL8DtOeym7jOl9sYLmrIqDI0Vcb29cOeDf/IbA0ZVcbEcHagU8RxHG8O5r//6AQ6uuUR2Iyn8ofvu06P+P5cRsH6qXCSYj6jxL5flqptHDxZwY07pzFS1FDKqzg+V8eZpRZWjeV7pobGuTLiMDaUBUFYeWzptLjCrsXm1UPYtXkMDz16FD988UzomP1RHb0J3EKlhRePLmPDdLFLWfIzAuKfFeW6jkMzFRimhXKt4yWtAn5gTlLlMbjALuWpytRvzMlQXvO+sxlN9lwhGU7yyGyrDCHlUe0+BtrCQEIp7AwTI1koMu37vdktJrQ6lkcCe5GIdZNFfOhnr/NswkD8SCQgoDwmCMwBaL8fT78hg+Yqj6zoaloOZA4FSZHpsHhmH+4k7AsHuvtWk4R5xe3fiiqPCXoPPcU2YFvlSakF/FmYrCjHRT4JgaUpcGjrICWPxAYS9iyqKkFTy8JxgPHZ09BkuLbVZOdPVQiW80U4ADoj1InAE5ijSDSfBwBaFpCX7cSq56UIQR4vAfRKp2MPlehiutUxcXqxGbLOAcBrr14FQoBH9/RXMhotIxSWA9CkMfZAYv2Oiiz1JI+HZ6so5lRsWT2EobyKGQ7lsd4yUG0aWO1WV3duHMXYUAanFhuYHM7hP73lKq9CG13YNNyH1k1XTUMiBM8dDKcYAlRtOXamhqMxxJKpFrfvXo3vPnsKew4v4j0/fiVudBWQqdEcKnW9rzWo1nKtJpEK6ZY1Q7jj+rX41lMnvKS8s4Wo8gjQftFcRsZ/POOHyHz5+4dhOw4W+yQoMswsNDBXboVGKRBC6NgG97zToB4TLx8vo9E2sFzTvd4Zpr5Nhmxw3aEzDIPSVun2vW2rpbyGm6+ehiJLXepjue7PMmvG9EQ+e3ABskTwqu2TPfcd1+8ZTTW+etMY3n77ltB20V6SXoir9E65QTaD+h5Niwa/9OtRiQ7PZvbdQWM6gPigJL+qn0B51OTQtq2O2dMq+p/echV++103hNwPPD2PYeVRDf0ZQFWWz39zP04tNGK/N3FgykN01m27Y8UrjyV/LmqcAjdfboW+F1dvHsPMQgPLtQ6OzFaxcVUJm1YPDVQezyy3UGno2LFhxEuBDiqPQHehhjvAI+b7dsRN0N61eQyEEGyYKuKlY8uotwxMj+UxXMygUte7HA6e8jig51FVJIyUMhHl0eoaC/NL9+7Emom812vnBeaovb9zumHhj//XM/jNv3gcJ+freM2O6Zj9u31zMQSQEbsDJytYqLThgKbDBj87kHzOY/D7IxGCoYIaO+uxo1voGBaGCmqIPDKw39NKUGTxeh4DQSxB8qjFkOflegcjxUzsfE5ZknDdFeN4ww1rPcdNSze9xFoeEhFXqALgFa+TjOoA6DGmUR6jtmPTDs/MTrq96c56HFTUCyKryTACfas0PZlf/fN7HpOff4kQOt7HC8yxuW2rbBamrzzykce5yWk8c/ePYe6GXWhkcnTOYsLfockEz2/cDmO0hJaiUdXScUAShvaoMsHXr78N2gffjObYCP2dPIE5MnByag3IRAlNgyAvJx8Tcini8j2yywgsdj6KXA/yeGS2Cgfw4rQZRksZXL15DI/tne1rW2y0zS7lMWhbZf2OW9YM9Zz3d2S2is2rh0AIwdrJIpfyyOYTMuVxqKDhj97/OnziP9+Cj7zzVbh605hHnKPkkRGDyZEctq4dig3VOez2TzZi7L7Vpg5NlfBzb9yOa7eO4513bccd1631/p6FwPRLXK01es8x+8k7tqCYU/H5f98f+/fffuokHtvLn8raiiiPAF1Y3LF7LX744hk8se8MDs5U8PwhSqbjQmUM08L+E2Wv4vro87OQJYLXXr0q9HO5jP+CYeffsh08tvd0yP60drKI/+u9r8G1W8e9bb0FTlyfbkLbapwSUmsaKOVUFLIqXn3lJB5/4UyIKAUV6Lh79sxSE+PD2S67dhCKLHWlfuqmNXBh4S/iEyiPkZc1K+LE3atBJBkGHe15ZIEbaZXH4JiKgdtHSH+zbfSsqE+O5LwebX///UOHak0dn//mfrR1M6Q8xiWeLlc7+PbTJ/GtH53oUux7QemhJjU7pmfpBej9yf4BKEnqFZgT7C1kc1GfP7SA42fq2LJ6CJtXlQaG5rA+yZ9/43bPHs4KNL0IFA95zPco1rDkTfZdXz9d8oje9FgeI0UNlu10fXZG4gf1PALA5HB4XEe7Y3YVKkZLGXz0na/CLbtosBoL5+o35/HlE2W8cHQZd79mPT7+azfjrhvXd/1Mv75FRuwOzlS8z8eCYwC/0DBIefR7T8PPj+FiBuVGt/JYabKxDRkv1CioDLH3ZZLRWCxtNaw8dttWg+NKyrWOV7SNw/vffg1+4vat/rqkbaJj8o9s8MK5Is9pVuiRByhBmUA4YJqeR498MvJo2gP3GYT3rHAJXNvgUR7DqmurYyI3YAZtFLJEAmmrfOc/2J+fNm0V8K8Vj20VEoFKHNQKJZzZvgWGoiJL7MQEzBMYOwZaskKVR3SP+ej92QHJtqAbFhoGPY687CS2vcoSgWwYIBkVTZMgJ9vCtipwYVFr6LGV2l62VUaONkfIIwDces1qLFU7+PL3DuP4mVoXiXQcx1Uee9tWj5+pYXwog4nhbOzCoq2bOLXQ8OLP107SGG/bcfDMgXl884njXdsEwYaJr470ocQde3T/jbYJAt+CdXqp2dXzx5Jb4xSoasNAKUftZL/x07vxhhvWhf6ejTTol7haa+pecmEUhayK23evwcGTlVgC/40fHsMXv3OQe+B9r+CPt9++BdvWDeNvv7oP//MbL6GUV5HV5NgxJk/sm8PHP/80nnxpDqZl47EXTuPareNdRJjO4aLbB8/hw67CORqoYK+fKoYq1Uw5iFbHDdPuq0Z52w9QHgE6V7PVoUOsGY7MViEROm8wjnwuVMKhF70QVcCo8tj/BZG0/yruZc3OR9y9Gt0W6E8IonMeTy81QUhYGe6FbGzPIwvMSaY8Gqbt3dfNBNc6vP/+oUP7ji3j20+fxDP7FzyCUsyp3nMz2PPICifPHlzwSPnAwBymPEa+l209bL+9ZsuYZ9sDqGW72tRDzyBmdQye93VTRQzlVXzzyRMwLRub1wxho5vY2099fPlEGUMFDWsnC/ix62mRKzjnEeh+RnozEZOEaPToMa7UdRDi9+EHe3yZbZX9XGi7hk4t/QnI48RIDguVQGCObnnJtkGoioxffstV+LPfuM273pJEoMjd6cIAcPBkBRIhuP/WzZ6yH0W/nkemPB4+VfUKMMFr6SlPA57h5TpN0owSm1FXtY0i2C86MZSFIoe3nR7NY2okh72RmaFxYMoje7ZnVDlUQIlTT5frundd+8Hvaze5bJMMvZTHH754BrJEsGPjaN/ttcDztp3GthpJpjcthy8wJ1Jo0nkCcyLjoNLaVv3AnOSjOtj+O7oF26ZjmdLMeQT8dgCe7QkhGGnXcd2/fRv5/XSNqIJDOVQJ1i2eBupt2Bao8ggkCtsBqG31bU8+DOvPvwHdFQfyGkfKrkIwtbQAe66CpkmJp0hbFbigqLozy6LwCVT4BXn4VBWrxvKxKsr12yawbd0wvvb4Mfyff/8k/iGigLV1C5btoJCLS1v1lcf1UyU6AyzGInPsdA2OA8/uuG6yCN208cKRJfzVv7yAL37nYF/l7vRiE4osYWKo92K+F3lkvVQSIZgayaHVMbtUm4MzLDglnoRE52kGwRYJc30SV1n/XS+U8hocdM/INEwbS9UOak3DUwgPnCzjgT97BA/82SP46F89ju8+Gz/HsNmmfZbZyItGVST8l5+4BqMlDSfnG3jzzRsxlNd69jEBwOf/fT9+8MIZVBs6br1mddfP5QJWNvZ7ClnFG68y1qc6Hdc3CFDy5sBXdnshn1GgG3ZoYeY4VOFg5/zKjaOYHMni+4Ge1iOnqlg3VcBQQYsln/Pldqhvqefnj6R+Rm2rsdskVR5jotHZd3ig8mgmIY8SLNsPUDmz3MTkcC7RwsizG4dsq8nCZoI/E6yo8yyKBqWtstm0zx5cQK1pIJeRveRWVZFCiafsXJbrOl46tgxFlgYWALzB7wHbqu04rm3V3/aO69bi3Xdf6f3/UEGDYdqh88asjkHlUSIEV20e875Dm1eVPPLYK3GV9TtuXz8CQgh+7IZ1uO3a1djmjj85G8pjLqOESD9DxS1oMmv+hqmSdxx0lAQLfgkraLUmtfQnGbjO+kUZ8W7FKI9BRP8ubjQNQBXD9VPFvr+L9fzFzUWu1DsoZBV0DAvPHFiAIkuhULBeKnUUB06WsXn1UNe5GHZnL0ZRDQyMlySCqdF8V0/ari1j2Hd8ue++g32IqiJ5qebBIp/X8xlUHusdjHKQx3bHSuSIiMK334aLdI/tPY3rt08OtDxnAmNWOroF2S0kJAX7rEHbKs/20f7ottHtKOmFKHHmfU7S/ZNUozoA+q5qu/ZogLNnETHKI6fypsFGtlbHmh8+h4zsQHJsQEnYsygT5Dv02WraQIZdsqSBOTLBWKMC2yGoSfS9W8xwKM4S8L9vuhPZd95GlUcpeVjPpYjL98guE3hzsWJskGzRElwMO46DQ6cq3kzCKFRFxm+96wb88Qdeh/VTxa5eRFaV75W2qhsWTi81sX6qiFxWjk08PeYOjN7kLn7WTdKq9F/+ywuQZQmEEHz3mXgSBMBL7OsXyd1TeewYnoow5amEgdCFjomZhbp7rD3sj31eTvmsglJe7TuuY9Dv8K2IYTVpsdr24tcfeX4Wtu3gC986ABBg9xUTKOVV/I9vvIz/9e0DoeRbgJK4rEuaoyjlNXzoZ67DW27ZhNe/ai3yWSXWtlptGFBkCc22if/nX1/CUF7FNQHLKUM241sI2Tl8TUBtGetD+nvNiWTXaGpkwLD6GPLZ1i2YluOdc4kQ3HrtGrx0vIy55SZsx8GR2Rq2rB6ittfIdW91TNRbBiYSKY9Kl/I4qKqeuOdRt7oWtL7y2J88st/df85j2Mp3eqkZmunXD35QUjAwJ3k/UfT72uyYyHEqj3Hx/Qx19/zsPbKIcr2DUo7eC4QQDEUSTxsBK+VLx5YTKaBxgTkd3YKD/j2frBAV3D8LgYkqvsy6WsqrnoV6ciTbU3lcqLSxXOvgSpcsFrIqfunend7iOi4dGAioEQmuW6+++kq9E7I8rhrLQ1MkTLrBKYxMRcljtdnb0h9FMafCtGyPwMX1PPYDU1GCsGwbh09VccXa4R5bUfQKvTEtG9Wm4fVGv3RsGZMj2dBz11cee7eGdAwLR0/XsG199+egarURS9gBP6n2J2/fgnvcMSkMu7aMQzdsHDhZ7rlvT3l2z+VoKdtlE/eVV7/Y09EtjJQGX7vgOCbdHPxc6rV9sFj09P551FsG7ti9ZuD2QeWRJ6zG214JO0VMky9tNWp5jisK9kLQtmqY9N7neU4CbmAOSw01bRAg8efPuEW6NHMa2b6BlLZVuLMS3cCcDAu8Saw8SjBkBbYDPL1+O92eILZHN3Z7mcCS6P5rUJGRHCgcx68oBAvFUTjDBbQtt+cxoWX2UsTle2SXCVruXKw4G6QsSchELIgLlTZqTQNbBrwcR0sZTI7kUI+QiEaLKUkxtlXbwcxCA45DbUo5TYlNPJ2Zr1PLmPuSW+OObGh1TLzrru24ftsEvv/8bGgQbxALlfbAhbzX89juVh7ZZ59k/YkBi+nR2SochwYcxC3IaThR/xfk1Giup23Vsm00BiiPLK2OnWsGRqCuWDeM5w8t4quPHsbR0zX81B1b8Yv37MBH3/kqvOGGdfjmkyfw5e8fDm3bGmBvmR7L4ydu3wJVkVHIdhMogPbUTAxn8ebXboTtOHjtrlWxFddsIPyE/Z6bdtKAIlbJ7gWq8khdVjimRE8OUB7jCiZxo1FuvWY1CAG+8cQJzC400OyY2Lx6KLaHi/UtJbJvZiK2VSuB8shhW42+bLOaDImQWLIfRJJgBH9RRX92vtz2RiIMAiHEXVgESHvH9PpAByHY60pDlixO5ZGm8PUa2s4IYatjYc+RpdC9UMprIeWRqeWTI1k4GNzvCPi21eCCnu2zH/mM67mcL7P7LfyMu8olj6xXHAA2rhrqmbjKUlav3DAS+/deemJX2ipfYA4QQx4butdfCNDi4vYNI16fvTfsPmK/pC0YyXq4vCIbu7a62eWs6L+92lUgPDnXQMewsHVdfHGVoVdxkhUBNq8ZwmgpAwfhfkcgmfJ4+FQVlu1g+7qRrr9jqm20V5b9P7u3r98+id1XTIR+ZseGESgywd7D3b3+DJ3Is+I/vXknfu4N20I/o0ZGdXgzHhMoj4osQVMltHQzUNRKE5jj37ffe+4UJoaz2Lmpv2UVCPc8tg2TmwBpEdXZtPlsq9FCE7UIJ7tvg8cel2OQdP/BfWuqnJhAsZ7HDoe1PQg5EJjDq/gCAFEl2A5gA8jKDhybY06jQkd1WA6g2JYbmIPkaakKwVdefSc6t12NpiUhrzggHMevKASmTZNWAde2mvj4+UbKXQwQ5PEiR3VAtHl0MXzoFO3niw49jkMxp3QFGrBFajHOtmrbePbAAgC6wOnVczmz0MC6yYL3wMpqCjauKuHGHVO4+epp3Pmqtai3DPzopfhxEYuVdlclNIpeFfFG21ceWQ9b0CJ7yO0H3bVlHM22GVIyqMqro9THtgrQ3pJettt6y4SD7pmcQbAwoighYIrE22/bAttx8Lf/shfrJoteYI0sSXjnXduxeXWpawQJTw9ZPmZRBfgDqN/82k14+22b8eOv2RC7fU7z7znWizcxnMWVG0YwOZIb+KIK2l4Z5pdbtAdnwMIy7rr7ASn+tqOlDG6+ahUefmYG//f/fAoAXfDFjR5Y6KEExSGrhUeF6MZg8uiPDehPHuOCFQghyGfjQ4KCSBKMEPwcpkV7TPtZtKOgsxrDymOSMR10W5+EsN+R5wiC6NUHxdBoGyjmVNrnpluh799QQUMtMC6DkZFbdq12PweP8ug/L9izhDkr4sCGvgeJwNxyC5o7oD2I0VIGd79mPe4MBHRtnC5iodKOtVrvP1FGMad2zShkYJbGqPLoLegTVPT971v43q00dIwUwkTigz95LX7p3p0A4BWpupVHA8UBxTkGVmRj7yhe5bGYV1FrhQnYQbfffdvaEa59MzAyPFLMYNs6WqCNFgGSpK0eOFEGAbzfEYTXLxpDHgtZpe+CPKsp2LZuBHuP9O57jBYPNq4qecnmDFEC5c94HEweAf8dwbbnsT9GA3PmlpvYd2wZt+1eM3BMB/3sfpEsbvzRwO3Z9XPPk2Xx2VZVxQ1Msui4j7ZuIaMl7zkE6HMuPXkkfs9jnzEpsftntlU9eYEpum+AFpW5klZdSKoCBwHlkSMtVVEJCu0WTJtgsroM71GRUP3TFGC5OIz2zk1oGEBBSU5cAUCRCCwQL2wnp9i9+y0dE8SsgegLIPo8HCkLSMmeixcLBHm8yMGUnV5Wn2iAyOFTVWiKhHVTvcNmGAo5FfWmESJQjFTE2VbbuoXvPH0S12+bwNhQNrY6aztUnVwbWVD9H+++Ab92/9UghGDnxlFMj+VDIySCx9vsmAPJo6ZKkAiJSVs1vYq1psoYLWVCttVDMxWsHs9jcjhHe5ZC4wNc+2NusPK4VO3EJvnFqWBRRCvqDPNluqjcsWEEW9cMwXGAn3791i777nAh0zX0nKexniqPcbZVSh5VRcJ9r9scinEPIjhzLzjq4L337sT77r964P6DtleGuXILU6MJiGdf8hi+br/8lp344E9di/VTRaway2PNeAG5bLfyOO8lJg62reaitlUO5XFQz2OvOZf5HkpxaNsEL/tgDxxbFPcrckQRDQtq62ZiS5gfomF5x5KUeLJ9033Gn8NGy8RoKYOdbphGMJBlKKI8Ntq0Ks6G2yf53rDFYzAwZ9+xJeQyimfPjwMrhgRHhSxV2xgfysbe6z/7Y9tw3TZfTWIjP+ISW2cW6tgwXey5oM70INxM4U6iRmR7POOrDT3U5wegS4UeiQl+qfXo34+D79BwyeOAnse47euR5+SBk2WMljKhZNE4ZDUZiky6yCfrRRwpap71Nao8yhIBQX/l8cDJMtZOFmMLKD0tv31SvIPYtWUMJ+cbPWfDJnlWyBIBIb5t1VMe+/SzB0HXJVaqwJzofbvXTUwPBlH13T5gz+8YNr9tNTAnEgAM0+GzrbJCk9sr7DjJSViwLYOtbZL0lAchR5VHDgLUrTyms6022ga3ZRUAJFUK2FbpfyRNLFUVCUem1qI8NoZjE6u5A3MURvptgoZJUJBtDuXQ55k1ltQqOSCMuDpWiCzCbMBSx2GWdsMYvRXm6K1wlMGCz8UEvrtS4Lxj46oi3n33ldjRw5qUy4TTIw+fqmLTqlKiQIJiToVlUwLFHlDsRR0d1SFLkvcyuuemjd6+gXBle6nSRke3sHYyTF6DiwqJENx+7Wr808OHsFwLD6FfdENbxvv0zQFUkcnFDIxvts3QC3lqJOephLQftIrrrpjw1IZG2/CO3YuRH6DGsFCX+UobayNV/15EJghfeYyQGHf2GyEEP3XnVpxcamHX5rGu7Yt5tStEo9kxB54zhpxLRhzHCS0gqw0dwwnIRFZT0HZ7XZk9JaPKiRd2QeWSYb7cwprxwQWPOLXbI+yRe5YQguuumMB1AWtXPqbncaHcQkaTY4dfRxENbjFNayB59Icv9yaAjuOgo8en2xV69KgGETdwPIqg8sju0yTHzJCNBGS1O1ZoTEU/+GqC6RccMnz7BnqTx3qbzqa97opx7Dm8GLatFmjPI7vfG+7PrhrLY9Oq0sCQJsCvqAeVxxePLmPHhpG+vdnsu14NkJhqUw/1C/ZDMC12OvIomFtu4cadvRfU3oiYiGrIkjaTwFMeA9e90TJg2c5AIjNc1EIEyLJtNNpmzyTqKFgBs942Ydm0/4uHCJRyWpdyeGimgq1rhwcSZ0JILPks130FbuemMRACrJ8udm2rKlLPtFXLtnHwVBWv27Uq9u/9sKEIcU1431yzeRz/9B+HsPfwIm6L6RH0nxW9zyUhBJoiezZxbuXRfTfzzBlkiM4brLoJvUnfb8Gk3Y5uplceXfJo2baXIpoESkB5bnMqeMEiWa8E9YH7l0jEtsrTb6p480SBND2PrvLY4T/vAKCoEh571U1AVkVWBoDkfYOaQtDWMnjyttvQnFOgSR26fcJr54eiAU2DYFLlS0tlx17TGXlsg5hLIB0FjqTC1iZgq5Nw1BIg5YGEVuKLFUJ5vMghSxJef/3anmQwqDyalo3jZ2rYsqZ/vyNDtLILBANzum2rAHDF2mFc4Vpt4lSgk24Az7qJ3lYuAJ5NJlpdXYyZm9ULcWMbGu2wfXNqNId5V3mcW26h3jKwZe2Qd3xBIlH1ZpD1f0Gzz7YYmEHGkGSOWS/lca7c8nrQrtwwinfcdWXsIqeUV1FvhRXjZju5bbWQpUWDYP+YYdpoJrQx5jIyHNBFSMNNt03aUwGEeyYBqmTMl9sD+x2BHrZVDhUtn1E82ybDQqWNyeF4Jaj7s4eVRz3BqA5vPmQf26pp2bAdJ3ZxHEd4o0hiDwuSx3oChTwKOjA+qNQn70HzR7SkWxQNtK22aIrn7ismIBESWmgO5+nMQXbPsJ8FgN9616vwc2/cFvs7g4jObpsvt7BQaXt9iv22K2SVkPJYHRCoFUTJI49hItFoG2i0zVBia/e+CSRCYpXH5EpId89jJWDd7AeqPPrPd9bjnfTYC4H3kzfsnafnMUe/N2zg+lK1jcVqB9sG5AEwFGPIZ9kdUTKU17B2ooA//sDrcFXM6AhFlnoqj8fP1NHRLWx3g46iGCqoIEBX4mpS5XHtZAGyRHC6R19+0n42VfGPoVzXkcsoickEs7inmfMIhIt01Oqs9i3SRJFRJeiG7bYC8JEvLaBcAvTZzKM8ehZ30+FW8HJB26pXZOMkj4rkJeNT2yqfw4PaVvlJP+CP6mi1Te6kVQBQJeD45GrMjky6yiFJTP5kCSBwUHe/sppEiWfiwBzVVR4doGECedkGkRMeg2NDIXTHtRb93mUVDdbwLhijt8AcuxNW6Ro42VWAXLjkiSMgyOMlj2DPY61pwLQcTI0lC8Hw+joCqkajZUJVpK4HDntw33OT3weXi5n9xpJMo8pjFHFBEkBAeUxgIcy71hgG3SUFhQh5rDR0tHUTLx6l9pcr14946mRQ/UuiGgLwqr9xVrIkv0OWJOQycui8O46Dede6OQilnAbTCltumxyR3kHV1f/c4SS/fsh54ScWmq6Kw4NcRgn1PJZrHZiW3XchHNyW7Tv42TVFSrSwiY6MACgRSFKsAPwER0bck6StBrfrhU6fSPtePaqh7RMEU7AKdEe3PMLNpzyGVdc2R5JhNqA8punliYvvD6LhBmWNDWXxf773Rtx2rT9iphR51rCfBWhvXhKXBiueMdvqvmPLAODZZPuhlNdCNvNec3vjt3Vtr9FCE0sn7vO8iAs5AvwB8UkQ932rBEZG9ANVHv0Zl0ks/UGwvvt6y/DeMVzKozsSiX132PzjrQnJYymvdp33cr2DoYI/omSkmIldnPZTHg+cKAMAtsWE5QD0/VAqaN3KY8L7hhDijjnpfj8BSKwqaarkpaWWax0vBCkJqLvE4p4zyBBsbeD5vjBo7kzbjp58TIa37UrnPAbmfHq9gwk/gyJLkN0WobS21WhgTobHMqzKsGzHa2tJ2/OomzZ32A7b3rQJ2ha8tNSktlNCCFQJXs9hhtiJLa9AxLZqUNsq6XX8jg1YTRB9kVpRjTIUzbWbS1TtzxbXw86vBZTiZUEWoxDk8RJHMACk0qCVyqSWqLhQgHoPMrBlzRB2bR7D7kA/TpyFcGa+gfGhzMAHXlyEPUDVPFWREiXy0bELQdW0O4iDjeuYL7ex5/ASJoaz7gzM3srjoMWNT3y7e0qWam06BHvAoryQVUPKY7WhQzfsRKEt0QUlnTfHpzwC4WOPxsD3QzbjV0ejNuEkiCaWsoVwEuUx3rbaP902CH/0BT13juNgvtLCxEgyS1Q2oLoCyeY8AvQl3I88MlIWndsG9O5RDSLRnMdA6mvSQkkQuUixpqWbiRc2muL3KAf7ZJOin/LoOA4aLcP7zq2bLIbU4KD1EwiHaiVFdPzCi0eXMFzUsDrBqJNSXvWIk2lRhX9QKFdwW6D7OcnCtQYVXDKq1BVO1enRWxuHnNat9DO3SLTnMYqRYgaW7XjvF++eS1iwUBUZmiqh3jI82yzPQtp7v7n7na/Qc5bkmrHtu22reiLrpiJLMHsojwdOVjAxnO3bPzhSCM96ZEQo6ZgTNiMzDp5tddBsU0UOKI+dxP2OgO8K4p0zyBDsr+4157ofNFWGblp0xiKvbZUpjyxtlTcwJ5C2G022HQRCiOfwSPOcBJhtlT6nOgaf8sjeEWw9wKsYK4FCXJrAHFWmttGORby0VMKhOKuSg3qAPCYd88H2DQBtE9Btgrxs+5ZZx4mQxWVAysEq7IA5chOM8ddDKtB2rqpBf1FeSa6aXooQPY+XOILWTWYnGi4ke8jHkcfgIiyI23evwe2R/glvcHjEthoNy4kDW9BFF0ULlVbPMIko8lnFi70HfEIQUh7dxdWphQb2HVvGLbtW0QTLTJhEALTCCQxeUGdUGRlN7no5246DH700hx0bRwdabAq5sJo0x5H4ya5PraljaiSHdsdMPHIAiFceuchjoP8sahNOgpwWTu2cS7gQBugiXpHDC+IaR4JjVEmpNY3EpB0IjpygvY6W7SQjj5rc17bqLTLibKtZNbZHNby9BUL6z/PKBuxYda+3mXfWYrDn0Uycfsl6lNudldlW4wh4x7Bg2U7PYxmKOAWabRNrB9jqo5BlX02wHQf7ji1j1+axRM+pobyG00vUysQIVFIlRVXosyYakMXmzA66bzNuD1MQPHPn2Pct+H2tJlQeg717pbzGZS9noOM2ArZVzrRVwH+/Veo6NFVK/DuKbntAEJWEJEpRpJ5pq8fnatg8IA19pJTBcoA8Jj3nDMMFrSusiCFpH6KmSH7PY72DHRsGq+wMWbfnMclzKQ65QKp1rWlg/RTf9zWj0tTlNHMe1TjlkYPABC3uXlGQcz5pW6fBgQT8fYeyLMF0rdq6aWFUTU762TuCrQd4z50cuM6peh4VAsMBDBtuzyO4ZiWqElA3XfIocaalus/EqtuzWJBMEKsM0mkDhMBRRmAV1sNRhuEoRYCEfzfrda12LBDQc8fTznOp4fKlxa8Q5DIKTMuBYVqJ7UQMfk9JIAwhYOkaBLaQZotB07JxeqnRFSITB02VkdXkUAoiQG2rSSyrQHfPYyOmUscWV4/unUXHsHDNlnH3Z7ptq9UmDc9JQgboIOfwZ99/vIz5chu3BixzvVDMKiHl0R8cPvjYSxElxUuvTDqqI0a98xYnCRZ2Xv9ax0xlW6ULi7BtVJbIwAREb/+RoCSeBMdo0YCpEUnnHQZ7UkyTVnfPhvLYLxq9kFW6elS7t6dWxH4vq2CEfb1Jr1sSyyZDzrWSMRsita0mv/asD4qd+6RhO0D/wJxes2kZmIuBfV8bKe5Ztng0LRsz8w3UmgZ2buzf78gQVB55rZsAVeqiqZ/zyy0MF7SBC8uMKnWN6tA5xxfkIt/XSkNPFJDFZgKysJU0x17MqWi0TK9YxHPPFLNh8liudzBSiLeZxqGUo+4Q2/Z7y8v1DkYSkEe1R89jq2NivtzGugFkaKQYtq1WOYp7AC1OxDljACS2UmqKBMO0YDsOKnWdS3nMu88KNiqDdxEd7C2vJZi93PXZg7bVFImhskQ85dGybI8YJNo+YFvlvW6Af+ytDnV2JBlPEtq/TDzVu94yuNoD2D3BPnfankeA36oMAKpM0LGodZU3LRWg5LFj0Z/XCEfPIgBNdotM7rO2oDiwhq6AOXIjjLE7YY68GnZuAxx1uIs4An7RoNaxkVUIJM5e20sNgjxe4vBtfBaXegT4Cl0tFGNvdCWt9oIkhXtq5pZbMC2n79yzIOL6MhYr7eSpoRHyyEhUcBGZzyoo5lTsPbwEWSLYsXEEACUwhADNTrjvL+kA66GIrQgAvv/8LHIZBTdsnxy4fSGnoh5UHpdbIEgWFMQWX8xS5Sk5CdMrYy27HPdOsG+Qp9eSIaspMC3b68uYW25hfDibmMjkIrMa6y1j4HiV6GdvuovhBVe5TmxbDamuRujP+m83SHnsTR5zMUpxFLo5eJEUSltt6YnVWoasRvth2LXTTduzMCfbnn5fmx0TuYzMFYDRb1SHp6L2II/FPA0gqTZ0WLaNVsdK/IxjCM55POzO0t3eIwG7e/9UdbMdJ2CNT37uoz2TgD/aZhDiihYdg68PrKtHud4ZaFkFgJFSeOQEOwaec1/IKqinVB5LMcojT99eMae6PZN0e9OyUWsaiYqzqkJilceZBRoot37AO3KkmEGtoXvPSN6006ECvWfsQKgaA09gjm7SY7ZsJ/G+Af+ZWG3qqeyLTH0zLTehl2MeLUDv+3rLgAN+9Qxw+z0NG4Zpu/17yX9H0LbKe92AgPLYTt4WEIQiSzDd53SVk/RnA+RRkSWuZzSAkEKbKjBHIbDhzgdnm3NZhv3/zmBAWqrdATHK1IraWfA++7I9QvdfXAunsBGOOgJICcY5BZTHvEJAFEEeBS5iBNMnq3U6RDiJEgLQxvx8Rgkrjy2+qnyw5/LkfLKwHIYoeewYFqpNg0951E1PCWEv+agdji2ytq8f8V5qkmtdbUQIVInDFhSM32+2TTz18hxu2jmV6GUZ7XmcL7cxOpRJdO0822rLt+EByW2AsaprQ0dWkxN99mxIeeTvecxFiMBcuZXIsuptH+m9S9Xz6BYNFlzlMcmMRyBMYpbchcF4AsV0oPLYJ8Qirkc1bvtBlV5JoiMEWM9j0t4zhmBoDbt2PEoQU4xbKRZFkkSgKVJszyP73hd72FZlSUIhp6LWNAIFJv4QCoCqEIvVDghJdt0Bqnw6Dn221lyrO48SMRRQLhnmlpuJvjP5jNK1LW8CY05TulwKSQjUSDEDAppyCtDi3KAh91EUXfWPFQl5ihWFgL0fAMoNvefs2th9R8hntaHDARIrj3E9jyfm6Dty0BzmkVIGDvyiHnvWJHVnDBU0N/ik+/viW0kHjxgyTBvlFASIPWcrdZ1rxiMDC8xJ05sNUNXUU89SkEdVoT2TzDo8xkHAVMV3KSzXOshqMtfzjvV7tjhyDIJQZAmWq3o6AEYT3jN03z7pTxd442+TxraqBm2vKZTH4K2mEYtKkQy27pLFBRB9AXBsWNmNMIdfBWP8TpDxGwEAFZ1uU1AIl2VWcY+31rGRUyQQje/9eqlBkMdLHMFxGZVGh2tRArh9HZHQGZ7KMG3upi+omfkGJEISBxIM58MEjC0yki7k8xkFjuOTkDjlEfDJI7OsMhTcXjKGWiv5gjqqPD7x0hnopo1br+2eqxWHQo7O7mOV4XkOAkUHWEsxyiOnbTVw3avNZDHwgJ+cWWnotNcsRdoq4IdwzC+3EoXlMAQThnV3oHFS8hjteZwvt1DKq4ntl8GwIHa/jpUG369Zd/hyL/Szrcb1qMZtn+RlnXHtXPUevc394BHnjpmql4cWe9Kp1WxfsbbVHt/7IFihKsnPxsGb82g7WKq2MVrKJFbK2cK32jQSjfKJ2z6oPOqGhXJdT/SdGRvOeqOKGHitfLRXNag8JiNhisxSQ+lzst5K3pvMUMzRvkNfeeSw4KkyNEUK2VaTKKYMzM3Azj1z9owkyBTo1fN4cq6OXEYZ6K6JWn6XqjRILul3dtgLdevue2SjWgZZSdmoDkagmJKcBOy5wCzOvMhq1Cqd5vsCUMLIemzT7J/1ey6zZ3zCNQngWzfZueNR/gDfttrspFUeaWDOUpWf+LJzVW3oqUh3sLc1jW2VJZ4CLnkkAOHpeXQ/MoED1TJA0ATpLILo84BtwMqugzn0Khhjt8McvQV2YQscdQyQVK9wX2nTZw0NvOGZ80i3rxs2cgoAoTwKXMzwlRQTlYQV4SDYyxmgixLDtLmVR7aQn11qYnIkO3DuHUMpojyyuYnJbavhGWSe8hh54DJStmtLuEcpHxm+Xks4RwugxLfRNj1b0ZP75rB6PI/Nq0uJti9kqRrRDpCYiYTkkRDi9lHRz84WGEkXRpJEkItRXZMeO1Ob2FiVpL2WDNlAgmO9ZaDZ6T+vrmv/kfE0QPLKNLtnvJ7HcjvxmI7gZ2/rlv9yTnC/ZgaO6ujf80g/c2/lMamalFEl6LpLHjkXZMFjZ/ctd0XdHdWRjjwqPXoeB9shh/Iqqk3dn2PLERQEBG2rNpaq7UQFAwbfZq6j2jQgu98/nu1rTX/kRdKkVQCYGMrStNIA+eOZ8wgwm3i45zHpe2a0lMFyjfV78qvdBbfn0VMeORe0LPSmrZvo6BaXehYNlPMUuAQkiiqP3ZbRE/N1rJ8sDCRujHAw4r1U62CslLxfMxoS9R9Pn8THPvdDOI5DxzckuP6aQkd1sM8wyqM8egXGTioSkdVkmJbt7ZtfeZTBHLvpbKtUeVz0CoTJj10iBIpMbcvLtTTk0betpnlOMvLKXDWjHM8qdq4abTMV6Q73PKZRfP3/zhAHROU4ftuEKrnpvpIDYutwSmtgDl8HY/R2mGO3wi5sg6ONA1L3NZElic5X7dA1XV5GKuWRbksAoTwKXMzwlJS2Sx45HvBAmDzWEyzCosi6agLAryAN5akliQ1xXuBVHpmdz11Y0B6B7l6q23evwbvftL0ryIeOQKDb2rZDlceEL6mhYrgqfWqxgS1rhhK/3AueddRAR6f9qjwEqhS4bvPlFjRF4iocBI8dcBeEiRMgaaAAI/u8Ko6v3ln+vDou8ih715xZd5Mqj7JE50EGlcckvWPeZw+ob0vVNrKanMhalFEH9Dz2CbGI3uex2yddELrKI0/IEEOwWMOq+jy2qjxTHlNYnYGwyyGIRkzKchRDrs2cWfR59y9JBIQw8thJbB8EwqNC2NgBngCRUj4819VLJx4d7PBgLQDsu2paNizb4bKk0aAkX+lvdczk5LGYwXLNt63y3nOFrArbcbBc73jJrzxg4zb8JHKeXtMIeWTKYxLVNUZ5dBwHJ+fqA8NygvtghcHlajtRkYohSh5fPlGmQU8tI/GcT2rdpLZVAs7Ql4DDI03vGytUsfcDr6MqSFjTKo+GaXMVCINQ3OLBcq3DRbqBcGBOOtsqfbaw5wQPeQ2+f1Klpa4wbTVkW5Wc/qM2HBPErPk2VLsNVaH3iabIsEq7YBe3w9EmADnZ9VMkgrY75oR31IaiRMhjivv+UoIgj5c4PCUlpfIY7L1jSlSRY2EVVIF4rJcAfZE78AnYYqUNWSKJq8PdyqMZGxozNpTF61+1rmvBlg/YVuttA46T3B7DiFal0aHkr64nWswxFAIDsM8s0xj/6bHk2xcDfVDz5RYmR3JcC9J8ZEYmj/II0OvObJu81dGcp2CZqY49uJhN0xND+3QNGKaNxWob0xzkMRdUHmudxIuKrCZD163YAAugv/LIzm+jn/LIYVutNHSYlpM4ZIghqDzOudeN5/uedYNX0tqxetpWWyY0Repb6S7lqcshbpxPUrAEzaUa30K+FEh7TTPw3Jvr6n7fvYJLgvuWuThYYU7vc5/1Qk4LjINiqcwJXQ6jQ5lA2mry3mQG9pxcqLQTj4UJghXZmILFozx29UzWaK9rkuunKt09j4uVNtq6lYg8FvMqZIl4llGmPCbFcIQ8stEuc8stdPRkcz41RYJhUPVvqKBxEffg9zuN/ZFda0aAeO+b4P2dZv+aKkM3LCxV2yjm1FSJrbpJ1wU8PYeAPwc5tW3VVctYUZnnWRc6bynIn0QI2CoklW01SB6JHSZgUbJoNWGpEzBLu2GMvg7m2G1QMvS7lVEkgPDPWWSHnFMIJFXhWlMFE3lzMsIy6mWIy/voXgFgC8tynZKYldhWPfsXx8Mmp1EViNkPk87LA8LV0ZFiBosV2kuUNOEr2jvHOzYiOHydzXjkGcLMPjt7WPMspJklqtH2QzxWcRCoUl7DQrkKwCePPMhnFTQCI1YabZMzTlzGoluV5Z7z6JF+C2eWmiAk2XxLhnxGQbtDiZgX/8+hlufdwJ2FSguOk2wRzqCpEgihoTGL1XZiBSqjyXAAGIYdu5jpGBZkicTOQ4vrUe3a3rQTvawzquyNJ+HtecwFFOMzSy0oMuEiUTlN9tIb01TUsxkldnZdPUFC9FBeRatjeuMPeNNWAWrJWq51YFpOYmt9cF+1pkHdDZzPaJ88GpgapQvqXEZJ9KyLKo9snqjG06uapUq94ziBcVDJ7vvRYgaNtun12fLaD9k9ulBpc/U7MhRyKuYrbW7SC7g9k6rfM8kyBZK8nxS5W3k84QbKDUpaBegifKSYQblGE4LL9Q5GOe65fFaBLBFUGtTuPOeRx6abtjv4WaGqNG11uaZzkW4AIaKfNjAHoG4mWSLcBUpthSRIUyQ0O6ZbIOQ7doAWDxarbdiOk0J5pKnWae39jMQslNsY4bA6Aysn3YQQOmfSslOnrTJkYYJINkhnAYADR9JgaxOw1Qk4agmQ8pQgBrd3yWJGlgDH4eqXBABVkgBYyKsSN/lT5TB5FGmrAhc12AuVDaHmDszJUYuEadlejDzPwirnLuR5+nAY/CAJut+FajuxZRXonlfY4LR55LMqGu7wdU/BShFIcIZDCWDwbKstE2fca8ezPZ39ZsBxHMyX29zkMRgW5A0u55xFxUg795xHL7XTxOmlJsaHsokTggF6zzmg/aK+8shxz7pFA/+6JSfthBCvJ2WZo/eNDV/uZV1lakDciz6uRzUK3UimJmQ02VOC0vY8tlzFeGo0zzduw/2+dgwrfWCOe/6Ona7hlDv2IElCNLu32XMy1aJMJt4inGdBqci0+l9t6jTRmfO8R5+T88vUap1kUThU0LyFLNBf4e6FnKbAduicUUbek468YJa5UwsNWLbD3/PoPicXK22upFWGUk5Do2V4RQNeElRyba8A7Y9OWjRgYTNBnJzjSyMfKdGwoXJNh+Pw3XOS2xdfbeihnte55VaisT6A27dp2Viutbn79oKKWdpRHQAtlPDavIHw/Z2659FVHnn6mxlUWfKCqnh6DoFwKFQ65ZGeq/lKi0utBtxUa7cImYZ0A756yE0+HRsq8UMIM04dTnYYVmkXjNFbYI7dAau0C052FSAXuogjQAseAKDJBCDgVh7ZZ88rBETle1bJgcJvjtPyeini8j66VwAkiS5mTy/SRRFPZRUIhwLMzDdACJ8Cls8o6BiWtyjj6XmMWmvmyy2uin40OZO3lyo4fN2bv5ZCefSIMw95DCiPp5daGBvKcD2si66SslzroGNYmEw4p5AhGBbkzXjkUAVygYUcb/+Y3zdIFSye+43u21ecqQrDF4XOlEdGBHhsqwB9udebBh0rk3BBxxZQnZhREwBd1Pdb5ARV8jgkDsFQ/SAJXhITvG6nl5rc5y041iOV8uiSdgD464dewP/8xksAKHkcpKKye/v0YsNLK+aFIks+eeRcELLE1FrTWIFtlV7/ueXk7QESIZgcyfnKY59U317IBYp0bPA8T2AOABw/UwPAX7Bg19W07FTKYzFPC4RL1TYUmXAXuoo5zSvSnZirY11C4qfGKo8NTI3kEh8H7RftYKmWPNU5iOFCBtWm7t2zACVjHT1ZzyN7Zs2X21zzMQFKHHz7YnryOF9uc39f6D4DPY8p7huWtrpY7XCtSRgURcKC+51LE5jDkHZUBwAsV/nDeuj+6T7Tk0eXwCUuCBMQswFilKFq/nNNLV4Fe/gq2NnVgFKMJYtReMqjQkAcvrRUwCfeBZWAcCqnQeUxrxBu1fNSw+V9dK8Q5LOKR96S2okYCgHyeGKujlVjea6HPVMTTpyhVdVJjuRKn4AZqDR0VOo61ifoB2HIRex8jTafHS44fN1T3xK+qDRVRi5D+8fmlpsoZBWu4Bi2iGm4PY/THOoX4KsRR2apdTWN8thqR/qYOHse/f/me8iyhUWrY+L0cpOr3zG471bHxPHTNayfKvH3e3YMzC03kcsoqUZWnFqkqhdPzyMQP+QeYHMae59HSvbDxPM/nj6JP3/wucD2SWyr/s/wqkCsktzsmJgvt1Jft+h/J0UwSGJ2sYljZ+qwHYeOFxrw3WNFodmlJnfAE4MsEc/lkHQWLcNQXsVipc01Voah5AXu6OjoFuYrfAWXqdG8t5Bln59HFQiOp1l2+/6S2k898uiqbmltqwBS9Tyy7U8tNjBc4LPwAX5aa8VV8NYlsJwC8T2PJxKG5TCMlDIo1zuB0Ba+d/tQQXPfT35wytxyK3GhiblBOoaVaLZlEBIh3toglW3VJTCmZXPbvIGI8pjGtqpKqDZ1tDpmKtuqIhNYNq3S8Z67EHlMlbZK73EH/Kon4J+vtOSR7T/pOtLOb4Ax9joY46+HNHSF9+cZCdyJpSzpPyMTOMThSksF/MCevEy4bavBpNmcInET10sNgjxeBshl/Ah73p5HtoBsuOSRh7zRfdMvyLEzNQwXNL5FiSZDdYf5HjtNSdCm1UOJt9fc1M+g8sjX8+gPX59dbCCjylxEYsgN4Tiz3OKyPgK0OpfRZNRbJk4vNrnVN3bdDp9KRx5zWQW6acMwbV95LPDN92T/TjrvjoEuLGScWW6io1splEcWJ07v2Y3Tycaj+Nv7ymNS+18QWU3GrKv0J7UFse9Fr1mPdPZe7/NICW+YPH73uVP4tx8eQ6tjwrScRC/7bOCFWOQMzJEIQUaTcWqhAdNy+JXHzMoWRVl33AlTsToG7ZmlPY/JbKu1Jl9fdBBsMa2pfCEUACVNrODAq6Sw3rta08DR01U4DrB5TfLn5ORozrOtHjtNz11SEgSE2wOOzlaxbrKY2K7MbKKsuMhLnIPFwGyKe4Y9z2fmG9zqGeCPSWGW06TvR0WWYNmOF5DVbBuYW2piw3Ty8z5azKCtW549m1d5HCqo7vupCQLgqk2jNDAnocU9SPp47b6A/31PozwGCwW89wwAr9+OwLcy8m7P1lS8SauA/6yQJZLC4REosq1AeQT4VU/Af1dpCfpiY/cvcdpe5QIcZQggkjfuQiaADPCN6oDf76nJhLJnbtsq/fmCQgBO22owr6DAOebjUsTlfXSvELAqvkQIt4rClMe55RYWq21+8ug+6I6fqXFZVgHaP8bmrx2drYEAXC9XQoiX9mqYdEYlj4UyOHz9wMkKtq4d4urhYoPH58st7oU0ABSzCs4sN9HsmNwqDnshMfLI0ysKBGcHGp5ll7fnMfh7eJHVFBx1F7LTY7wkhO7zyGwNumlz3TMAve7NtukqvvzXLaspXj9T0uHRjLT1mvXYMay+FfJgjypAVdcTc3XYtoOXji8DSPayZgsCOmsw3aKOFXrS2o2BdHYstqjZf6Ls/dmx0zU0WoOVx2CKcpqwHABekWSslOUuOJTyqnftedU3gPbu1ZoGjszS78wWDvI4NZZHtaHDMC0cmqlgYjjLVWT0el3bJg7PVrF17XDibXMZBbmMjBNMeeQsWCiy5N2nqZRH97ov1zrcY6wAP1COhd2sTUi62UKSPScOzlThANi2biTxvplidXi2mngkUBBDBQ21po65Mm2LWDtRRL1loN4yEs559H8mDQlh33eesTAMwUJBGtsqCwTSNBkS53cVCBPOVIE5LgkZKWa4979S5TFIYlZCHlfa85gqbVXxbacAuNU7NUgeCQHhta26+y0o4FYelZDyKEZ1CFwCYA+YUkHlIj+AX5nd5y5AN/CqOB4BM7ksqwyMgB09XcPqiQJ3X0veJY/M0sebtgrQJL+Tc3WuFztAVd7FahuLVf7AGrp/1SN/qzgJFLtuR0/XMFrKcFd384HrVm3o0FSJ69yzBV2aeX0AfUH6PYd8JITd74w08SqP+QwNAJkvt7kVYyD8cudVHvvaVvssjoM9qgC1K7PexReP0POQKDDH/ZliihAKgBIJlrLLe+5W2svD7s+Xjpe90QEHTlZgWvZAQpjVFG8xk2bfgL8oStrnGkSQMJY4FH5/e6qAHT5FyR/Pgpr1Yi9WOzh4qoIrOMgf4H/fDp2qotWxsJWDuALUOscUd96eR8B3iKTpeQxas3nzANj2rY6Fo7P0OZu0OMu+G0wlP3CyDFkiXKSfpXQePlVNpX4Nu/NBj87WMDWa9+4Dy3aSpa2uVHl0r9dKeh6BlSmPaSyrAJAJLPxT9Ty6RCJdz+FKyePKlEd2ztKeO6/nMc2cR892KgEE/GmpjHxK6cgbI/1pRm3IgbV3TiZCeRS4+MEqfLyWVSBAHo/SBWha5RHgC4xhYNbPI6er3CQAoMfORoUAnEPL3UXJnsOLblWYb1E1VNAwX25zj3tgKATGpPArj/RadwwLk5yqIxC27J6cr2OCk/iz657m5Qb496wiE+6XM9v2wMkyVEXC6on0Clha5RGgapaa8AU10LZq2FzK48GZCgioJfGFo0t0HwlHdQD8/Y4M2UBVmtcGGFIeU9pWAeDQTAWbV5WwfqrgHXuSohEjXGl7HtmiKM1CPrgATqOksMCdI7NVLgIC+ERm/4kyKnWdSzkE/J7HvYcXAYCbfI6694mmSqnUDFYYSJO2GiR7I2nej+61evn4Mte78epNo5AIwfOH6Dk7cKKMjatKXMfPlMdWx+ROzQTCCcNTo7nQOypZYE6QPPKfO1955L9uiix5xZpUyiPr20uhVgO+8khIuqIDIzErCawBVm5bTXPf+LbVlD2PLolKc91Vdt2UdLZT9j7WJKSas8i2z8v8qiUhBKzeklMg0lYFLn745JH/QaGpMjRFQsWNkOcloEHrG8+YDoahgobZpSYqdR2bVqchj3TOJHtJb1qVfGHFFpx7Di9BInxVYSBM1tOSR4A+bLltpznFS7NLo3oykj272MC+Y8t41fZJru3ZQj6tisMsaLzjHoBwyu66yQJ3z2XwM/OqnoC/iOWZu8aIYe+eR7PvyzafpVZZw6TbHzxZwdrJAq7fPuWFZSWZq+UpjynJIzv30yl6RcO2Vf79s3tON21sXFXCxumSp14nOR5WcBnUH9kLbDGbjjz6z4p05FHF6eUmFqsdbOHoCwd88vjkvjMAgK1r+bZnRP/wbBXFnMr9rGOhHbyWVYai+31NlbYaUh5TKMbu9tVm8rAcgN7fV6wbxvOHFmGYNg7P1riLk8H5gGmsk9H3U/A9kUQVYgtpReZvhwECPY8pAnMA/3qnsXkz4ptWPWPP0tFShvv9AqxQeVxhbzgLrJElkipsKLtC26rMnbbqg/U8ZtioDV7lkY0ZkdPNWWTP+ELKURssrTWXUVI5ey4lCPJ4GYA99ZU5QQAAGQlJREFUpNMoj4BPYjZMFVe0IExDYoYKmtcXspmD+AX332qb+P7zs9i2bpirDyuXUbzUzw3TRe7FyVDo5cxPQtiiaGo0x/2CkiXJI0GpyKN73R5+9hQcB7j5qmmu7VlPSlrymA2QEF6woCSA37IKhO/ZNKSfvVx5FFNPeexpW7X7VsmDNmPbcXDItR/u3DTatY++n4MpjykWZIB/7FOcSjlArxvr/0nTbxn8fm5cVcLGVf61T6ImsufjypXHFCqQqzxqipRKDRnKa969s2UNHwkZH85CIgQvHluGpkhcJAjwz7vjUNWR9x3BFLQ09kPAfz+l6XnU3LAhIJ16FiRN66aSjelg2L11HCfm6njmwDxMy8Z2zraIjOaPIEozazD0fhrJh9wCyXoe/b69NAth9tnT2BcB/1mTxua9UuWR3TNpzjvgPyvS2H3ZcWuKlG6kkJS+3xLw+/NXPOcxTcqt+6zJKtLKlEfCH7YD+Nctr0jcyiNAyWNGBuQUha5LDZcleXzooYdw77334q677sLnP//5C/1xzjkYEUhjrwD8F+T6qZUtxHkDcwC/Ck8IsJ4z+ASgi+pTiw2cWWri9t1ruLaV3MAdgC/IgIG9nDOaHArkSAq2KEqjfgE+AUhz3tkC+shsFRumilgzwbcwYuct7UKc2V55Q1cAPygJ4O/RBfzvS1aTUy1o2WKaxxKkKRIIevc8tvX+8fl5L+DIxKn5Bu09WzuMnZvHvZ/hmd2WpvcM8I+dt0cXYNdNRiZFQi/dt398G6cj5DGR8kh/Jm3I08psq1ro3/zb+y4F3oAoWZYwWtLgODTNmndBKknEW4TzqpaA/z1Je+y+bTXddWPqYRpnTvB7sp6TdF+zlX43v/L9IwCAKziVR8AnvKNpChYB8siKdKzImSTMhFkveUdNMPg9jytTHtPNeVwheXRJSJpCEQCoCnMp8G8vSxJURUo1zgjwyVuaewYIBOakPHfUcixxO4roti7xZKE/qXsekdK26qatqimVR1miltcUquelhsuOPJ45cwaf+tSn8A//8A/4l3/5F3zxi1/EwYMHL/THOqdgi2GetMwgPPKYgrwxNSGjpiNQ7DOvnSikqlTlMgochy4sX33lFPf2bFHOaykC/MXI1Ai/hQ/wiVcaAgX4C5uV2FYB4Kar+VRHYOW2VbY9b69ndPs05NG3XuZThsawhUVyEkHcMRdxtlXbdmBa/Qd3B3tUD85UANDF6JqJgvf9TTTn0Q3KSN3z6CqGaQseWU1J3SfrKRF5FaMlmh7JFOhEPY8rVB5lLzAnfc8jzzicINh3fd1kMZWSwz5zGvIH+KrfVk7VE1i58ljMplceAZ98phrVEWgt4H1WrZ0oYGwog9NLTawez6ciz8z2mKZgUcipnvLE3hHMacFTaEqjngH+syKtgsW2X0nPY2rbqpq+UAQAqrzCc5ciXZeBJZaOptz3StNWZZmkStgFAuSPkUfO0BuVqaYSgBQEjgXmpB21IUvEDdtJ96y7lHDZkcfHHnsMN998M0ZGRpDP53H33XfjG9/4xoX+WOcUKwnMAYLKIz95ZGrC5Ah/fD3gL+h4ehWDYAvRm66aTlUpYwvJNOSRLQTTWB/pvl0Sk0LFAfyFTRryqMh+eMVNO/nJ40oDc1ZiW2X7lQjBukk+xRTwCW/a68aOnbeqnNFkNNtsrIz/DwtNSmJbrTR0HDhZxlBe9YoWLMAkyct+pT2PKyX9uYy8AvJIt9u4qgRCCFRFwlr3+idRHv3AnHT7ZwuLNCEUjPylVx7pdrx92Qzjbk91GvIH0HeMRAg2c/ZbAv75SnvPse3S9DwC9DkpEZLq3LP7as1EgVuxJYTg2i1UfUzjbAF8ApDmnpMIQamgYqToz1+e5iGPKyQhnm015ciCrCantnkrMgEhK1ce0xSKAH/kQ5rrBrjkMa3yKKXvtwR8wp3atipJqa3KskQdOhkZgET401Zd0qrBAVI8LxjxzqsS95gQgN53OSmdZfZSw2V3hHNzc5ic9MM/pqam8Pzzz1/AT3TuUfQqq+keFkMFDaoipVbACjk1tRLBqsFpwnLYvgHgtmv5LKsMxTwNgEgTpjBc0EDICmynLnFePc5PgAAaAJFNaZkF6H2zcVUpZVWbPjrS2h9Zv+dK7rk1E/lUL6l8RqHXLe2+3c/Om1Cbzyh4ZM8sHtkzG/v3/WxKrFDw2S/vAQBcv23CK9ZsWzeMZw8uJFpc+xb3dM8KpgKlJf3FnArbSbUpvW4ANgXsqptWlXB6qZkonIHZ+tMSOE2VMVTQUt1zsiRhKEUgGQN7TqYlj6zAxJu0ylDIqVg/JadajLPnS9q2CtbzllaJGSpoGClpKW10EgpZJVVhFQCu3TqBh589he3r05330aEsCEnfezdazIRIAHtXJbFEZjyHxcqeFWn6m9n2ae8ZQgjyGSW19ZOpnuMpkswBSrwkQlI/Z/NZNfU8WqaapiW+7HuW9roFe3VTba9QApZGOcy478CcBBAtzXxQBQoBMpKTSnnMqDKKMFJZZi81EMdxUr7KL0785V/+JVqtFh544AEAwD/90z9hz549+L3f+70L/MnOHSzLxiPPncJt161N9YKcX27h1EIdu7fxJW4yvHR0CUMFDWs4e0IAwHEcPPLcKbzm6lWpKl21po69hxZw867VqZTPo7NVGKaFbetHB/9wDH607wyuWDeSqi/EtGw8+twp3H792lSffW6piTNLTVxzxQT3tgDwwuFFjJYyK7puN129KtViutbUse/IEl5z9SrubQHgyKkKLNvBFSkr+j/adwbb1o+kerkbpo3H99DvG89123NwAS8dW4r9O1WR8MbXbOypzjiOg289cRzlOp2x+NprVmOd26Pc6ph4+qU5vC5Bz6/jOHjk2VO4+ZrVoTluSVGpd7D/+DJuvCr9dQOAzSkVsCdePI0dG8c8x8JCuYWTczVct32wZd0wLfxgz2ncet2aVN+304sNLFbauHrL+OAfjsHeQwuYGMlhVYpikeM4+N4zM7jl2jWprlu51sGBE+mv26GTZUgSSX/dXjiNnZvHUhF33bDwxIun8bpr01232YUGlmttXLU53XV7/uA8Vo0VUoVE2baD7z5zErfuXpv6uh2aKeOGHfzuEAA4eKIMRZGwyVWMed85P9w7i6u3TqRSjTuGhR+9eCbRcykOp+brqDZ07Ng0lmr7PQcXsGq8kCoTwLYdfP/ZGdy6e42XHsqD5WobR2areFWKVhqAXjdNlbAhpSPr8T2z2L1tIlWqdbtj4qmX5/C6lAX5mfk66k0dV25Md92e/NqTWKM5GBvKInfTtVzbWqaFb3/he3jt6hxyu6+EMsm3rluYXcbB7z+PayayyL/+NdzPm33PHQN5/mVsve1qqJvWcm17qeGyI49f/vKX8aMf/Qi///u/DwD47Gc/C8dx8F/+y39JtP3iYh122tL4CjE5WcL8fO2C7Fvg4oO4HwQGQdwjAoMg7hGBpBD3isAgnOt7xNyzH6jVgWIByrVXcm9vPPIU4NiQr7kS0ggf+XZabZhP7AE0Beprr+fet71UgfmDZyG/6irIq9KJMRcLJIlgfLy3sHDZ9TzecsstePzxx7G0tIRWq4VvfvObuP322y/0xxIQEBAQEBAQEBAQ6AEiS3BMK31iqUTHfPD2S3rb2lZ626lEAEJSjfm41HDZGXOnp6fxwAMP4D3veQ8Mw8BP/dRP4dpr+aRvAQEBAQEBAQEBAYHzCFkGLCtV4I23vWGkGrUBQgCkH7VBCKEJsSlDoi4lXHbkEQDuu+8+3HfffRf6YwgICAgICAgICAgIJIFEKHlMqzzKBLCdVGmpIK5ymFp5lEAUJZ3qeYnh8j9CAQEBAQEBAQEBAYGLG4oCmDagpUubJZJLGlPZVgn9ZyW2VTndmI9LDYI8CggICAgICAgICAhcWEgSHNtOr/7Jkk/iUuwbhABqOuIKuLZVoTwKCAgICAgICAgICAicYygS4KSbswiAqn6ynCq0hpCVK49EltMR10sMl/8RCggICAgICAgICAhc3JAk+k9KAkYkaWWBNZK0AvIoeeT1cocgjwICAgICAgICAgICFxREUQBZSj/uQlkB+XP3n3rfLG1VKI8CAgICAgICAgICAgLnGGxO4gpsq6lnRAJ0REha8ueqloSQ9Pu/RCDIo4CAgICAgICAgIDAhQUhrvUzPYFLHbYDAKqaetQGUWTIm9al3/clBEEeBQQEBAQEBAQEBAQuLKQVJpbK8opsq1CVFfVMkkIu/b4vIQjyKCAgICAgICAgICBwQUGIG5aTVnmUCZ0VmRLS5BiQyaTe/pWCFdBzAQEBAQEBAQEBAQGBswB33EXq0BpZBrQV7H5kKP3GryAI8iggICAgICAgICAgcGEhSUBGTb95PkfnRAqcUwjyKCAgICAgICAgICBwYUEIoKaXDslQ8Sx+GIFeED2PAgICAgICAgICAgIXFqoCks9e6E8hMACCPAoICAgICAgICAgIXFAQTYW8ae2F/hgCAyDIo4CAgICAgICAgICAgMBACPIoICAgICAgICAgICAgMBCCPAoICAgICAgICAgICAgMhCCPAgICAgICAgICAgICAgMhyKOAgICAgICAgICAgIDAQAjyKCAgICAgICAgICAgIDAQgjwKCAgICAgICAgICAgIDIQgjwICAgICAgICAgICAgIDIcijgICAgICAgICAgICAwEAI8iggICAgICAgICAgICAwEII8CggICAgICAgICAgICAyEII8CAgICAgICAgICAgICAyHIo4CAgICAgICAgICAgMBACPIoICAgICAgICAgICAgMBDKhf4AFxskibyi9y9wcUHcDwKDIO4RgUEQ94hAUoh7RWAQxD1y+WPQNSaO4zjn6bMICAgICAgICAgICAgIXKIQtlUBAQEBAQEBAQEBAQGBgRDkUUBAQEBAQEBAQEBAQGAgBHkUEBAQEBAQEBAQEBAQGAhBHgUEBAQEBAQEBAQEBAQGQpBHAQEBAQEBAQEBAQEBgYEQ5FFAQEBAQEBAQEBAQEBgIAR5FBAQEBAQEBAQEBAQEBgIQR4FBAQEBAQEBAQEBAQEBkKQRwEBAQEBAQEBAQEBAYGBEORxhfjMZz6DN7/5zXjzm9+MP/iDPwAAPPbYY7jvvvvwpje9CZ/61Ke6tvnIRz6CL33pS6E/e/DBB/HRj360535OnTqFd77znfjxH/9xvO9970Oj0eDaXuD84ULfEwcPHsQ73vEOvPWtb8W73/1uzMzMnMWjEzgbuND3yJNPPombbroJ999/P+6//3781m/91lk8OoGzgQt9j/zET/yEd3/cfffduOqqq7CwsHAWj1DgbOFC3ytHjx7Fu971Ltx3331497vfjSNHjpzFoxM4Gzhf9wjDn/7pn+LP/uzPQn/26KOP4hd+4RdWcBQCFw0cgdR49NFHnZ/92Z91Op2Oo+u68573vMd56KGHnDvuuMM5fvy4YxiG8973vtd5+OGHHcdxnNOnTzu/9mu/5lx77bXOP//zPzuO4zjtdtv5wz/8Q+e6665zPvKRj/Tc16/+6q86X/3qVx3HcZzPfOYzzh/8wR9wbS9wfnAx3BPvete7nO9+97uO4zjOP/zDPzgf+tCHzuUhC3DiYrhHPve5zzl/+Zd/eY6PVCAtLoZ7JIgPf/jDzl/8xV+cgyMVWCkuhnvlHe94h/e7nnnmGeetb33ruTxkAU6cz3ukWq06v/Vbv+Vce+21zqc//WnHcRzHsiznc5/7nPOa17zGede73nXuD1jgnEMojyvA5OQkPvrRj0LTNKiqiq1bt+Lo0aPYuHEj1q9fD0VRcN999+Eb3/gGAOChhx7CG97wBtxzzz3e73jyySdh2zY+/OEP99yPYRh48skncffddwOgFWH2O5NsL3D+cDHcE3//93+P22+/HbZt49SpUxgaGjqHRyzAi4vhHtmzZw8effRRvO1tb8N//s//GbOzs+fwiAV4cTHcIwyPP/44XnrpJfzKr/zKOThSgZXiYrhX9u3bhx//8R8HAFx33XWYm5vDiRMnztUhC3DifN0jAPDtb38bmzZtwi/90i95f3bo0CEcOnQI/+2//bdzc4AC5x2CPK4A27Ztw3XXXQeA2ja+/vWvgxCCyclJ72empqZw5swZAMAv//Iv46d/+qdDv+PWW2/Fb/7mbyKbzfbcz/LyMorFIhRFAUAfBOx3Jtle4PzhYrgnFEVBtVrF7bffji984Qv4mZ/5mbN5iAIrxMVwj5RKJbznPe/BV77yFdxxxx144IEHzuYhCqwQF8M9wvDpT38aDzzwAGRZPhuHJnCWcTHcK1dddRW+9rWvAaDFhnK5jPn5+bN2jAIrw/m6RwDgbW97G371V3819LzYtm0bfv/3fx/Dw8Nn6YgELjQEeTwLOHDgAN773vfiIx/5CDZs2ND194SQFf1+x3HO+u8UOLe40PfE0NAQHnnkEXzyk5/E+973PliWtaL9CZx9XMh75Pd+7/fwxje+EQDwcz/3czh48CBqtdqK9idw9nGhnyMHDhzA8vIyXv/6169oPwLnHhfyXvn4xz+Ob37zm3jrW9+KRx99FDt27ICqqivan8DZx7m+RwReOVAu9Ae41PHUU0/hgx/8IH77t38bb37zm/HEE0+EQgXm5uYwNTXF/Xvvv/9+778ffPBB1Ot1WJYFWZYxPz+f6ncKnB9c6Hvi61//Ou655x4QQnD77bej3W6jUqlgbGxs5QcncFZwIe8R27bxV3/1V13VYaYoCFwcuNDPEQD41re+hXvvvXdlByJwznGh7xXTNPHZz34WmqbBtm384z/+I9atW7fyAxM4azgf98i//Mu/nJXPKnDxQ6wWVoDZ2Vl84AMfwKc+9Sm89rWvBQDs3r0bR44cwbFjx7Bu3Tp89atfxU/+5E9y/+7ol/DVr341vv71r+O+++7DV77yFdx+++1n5RgEzi4uhnvi7/7u76AoCt70pjfhBz/4AUZHRwVxvIhwoe8RSZLw7//+79i4cSPuvfdefOUrX8Hu3buRy+XOyvEJrBwX+h5hePbZZ0U64kWOi+Fe+dSnPoV7770X99xzD/7pn/4Ju3btwujo6MoPTuCs4HzeIwKvDAjyuAJ87nOfQ6fTwcc//nHvz97xjnfg4x//OH79138dnU4Hd9xxh9dIvhL87u/+Lj760Y/iL/7iL7B69Wp88pOfXPHvFDj7uBjuiY9//OP42Mc+hs9+9rMolUr49Kc/veJ9CZw9XAz3yCc+8QnvHhkbG/Oi2wUuDlwM9wgAnDhxAtPT0yveh8C5w8Vwr/zX//pf8ZGPfASf+cxnMD09jf/+3//7ivclcPZwPu8RgVcGiBNnZBcQEBAQEBAQEBAQEBAQCEAE5ggICAgICAgICAgICAgMhCCPAgICAgICAgICAgICAgMhyKOAgICAgICAgICAgIDAQAjyKCAgICAgICAgICAgIDAQgjwKCAgICAgICAgICAgIDIQY1SEgICAgIHAOcfLkSdx1113Yvn07AMC2baiqive85z1429ve1nfbz3zmM9ixYwfe+MY3nodPKiAgICAg0B+CPAoICAgICJxjZLPZ0EDtmZkZ/OIv/iJyuRzuvvvuntv98Ic/xBVXXHE+PqKAgICAgMBACPIoICAgICBwnrF27Vp88IMfxOc+9zls374dv/d7v4dms4m5uTns2LEDf/Inf4IHH3wQe/fuxR/8wR9AlmXccccd+KM/+iM8+eSTsCwLV111FX7nd34HxWLxQh+OgICAgMArBKLnUUBAQEBA4AJgx44d2L9/P/7xH/8Rb3vb2/DFL34R3/zmN3Hy5Ek8/PDDeOc734ldu3bhN3/zN3HXXXfhr//6ryHLMr70pS/hf//v/42pqSn80R/90YU+DAEBAQGBVxCE8iggICAgIHABQAhBNpvFhz/8YTz66KP4m7/5Gxw9ehRzc3NoNptdP//www+jVqvhscceAwAYhoHx8fHz/bEFBAQEBF7BEORRQEBAQEDgAmDPnj3Yvn07PvShD8GyLNxzzz248847MTs7C8dxun7etm389m//Nu644w4AQKPRQKfTOd8fW0BAQEDgFQxhWxUQEBAQEDjPOHLkCP78z/8c733ve/HII4/gAx/4AO69914QQvDcc8/BsiwAgCzLME0TAHDrrbfi85//PHRdh23b+NjHPoZPfvKTF/IwBAQEBAReYRDKo4CAgICAwDlGu93G/fffDwCQJAmZTAYf+tCHcOedd+KBBx7ABz7wAQwPDyOXy+HGG2/E8ePHAQCvf/3r8YlPfAKGYeD9738/PvGJT+Dtb387LMvCzp078dGPfvRCHpaAgICAwCsMxInzxggICAgICAgICAgICAgIBCBsqwICAgICAgICAgICAgIDIcijgICAgICAgICAgICAwEAI8iggICAgICAgICAgICAwEII8CggICAgICAgICAgICAyEII8CAgICAgICAgICAgICAyHIo4CAgICAgICAgICAgMBACPIoICAgICAgICAgICAgMBCCPAoICAgICAgICAgICAgMxP8fQgDwyU9fqKkAAAAASUVORK5CYII=\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, setting `ci=True` to show 95% confidence intervals. All confidence intervals are evaluated with bootstrapping, and could be different than what is returned from the underlying statsmodels function. This is to make all forecast comparison consistent across all model types."
   ]
  },
  {
   "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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\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": "iVBORw0KGgoAAAANSUhEUgAAA48AAAG6CAYAAACoQXM4AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAAsTAAALEwEAmpwYAAEAAElEQVR4nOzdeZhT5dk/8O9Zsk0yCzPMsIu7iCigY+sK2oqoMPqKWhda32pbW1ut2sqvVPFVrHupWqtYa+3mUqGoYC1ga91LVUBFUUT2bWD2LZksZ3l+f5ycTDLJTJJhJjMZvp/r8lJPcpInyUnm3Oe+n/uRhBACRERERERERN2Q+3sARERERERENPAxeCQiIiIiIqK0GDwSERERERFRWgweiYiIiIiIKC0Gj0RERERERJQWg0ciIiIiIiJKS+3vARAREfWlu+66C6tXrwYAbNmyBaNGjYLb7QYALFq0KPbfmfjkk0+wZMkS3HnnnUm3+f1+3HfffVi3bh0kSYIsy5g9ezYuueSStI87b948XHbZZZgwYULC9t27d2PatGk48sgjY9va29sxfPhw3HPPPRgzZkzGY8/E7t27UVVVhY8++gi7du3CAw88gN/85je9+hxERJS/GDwSEdGgNm/evNh/f+1rX8OCBQtw7LHH9uixNm/ejJqampS3/epXv0JBQQFefvllSJKEmpoaXHrppRgxYgROO+20bh931apVuPTSS1Pe5na7sWzZstj/CyFw11134aGHHsKDDz7Yo9eRierqamzbtq3PHp+IiPIPy1aJiOiA9be//Q2zZs3C//zP/+Db3/42tmzZAgBYs2YNLr74YsyaNQuzZs3Cq6++ir179+KRRx7BmjVr8POf/zzpserq6hAOh6FpGgBg2LBh+M1vfoOxY8cCAGpqavCjH/0Is2bNQlVVFX77298CAB566CHU1tbi5ptvxrp169KOORwOo66uDsXFxQCASCSCe+65BxdeeCHOP/98zJ07F36/HwDw3HPP4fzzz8dFF12EK664Aps3bwZgBdGffvpp7DE7/79hGJg3bx527tyJ73znO9B1Hbfffjuqqqowa9Ys/PjHP0YgEMj6/SYiovzG4JGIiA5IH3zwAZYuXYpnn30WS5cuxXe/+11cf/31AIDf/OY3uOqqq/Diiy/innvuwXvvvYcRI0bgxz/+MSorK3HvvfcmPd51112H9957DyeddBK+853v4LHHHoPP54uVls6ZMwcXXXQRXnzxRSxZsgSrVq3C8uXLcdNNN6GiogILFizAxIkTkx43FArhggsuQFVVFU455RRceOGFOOSQQ3DzzTcDAH73u99BURS8+OKLePnll2OPZRgG7rnnHvz+97/HCy+8gG984xtYu3ZtRu+Noii46667cNBBB+Gpp57Cxx9/jA8++AAvv/wyXnzxRYwZMwYbN27s6VtPRER5imWrRER0QHrzzTexY8cOXHbZZbFtLS0taG5uxrnnnos777wTr7/+Ok455RT85Cc/Sft448aNw8qVK/HZZ59h9erV+M9//oPf/va3+PWvf42TTjoJq1evRktLC379618DsOYufvHFFzjvvPO6fdz4stV33nkHc+bMwamnngqv1xt7HW1tbVi1ahUAQNM0lJWVQVEUnHPOObjssstwxhln4NRTT0VVVVWP3qsjjzwSiqLgkksuwWmnnYbp06fjuOOO69FjERFR/mLwSEREByTTNHHBBRdgzpw5sf+vra1FcXExLrvsMpx55pn4z3/+g3feeQePPvooXn755S4fS9d1zJ8/Hz/96U8xYcIETJgwAVdddRUWLlyIRYsW4Stf+QqEEHj++efh8XgAAI2NjXC5XFmN+fTTT8dVV12Fn/zkJ1ixYgUKCwthmiZuueUWTJ06FQAQCAQQDocBAAsWLMCXX36JVatW4cknn8SSJUvw+OOPA7DmTtoikUi3z1tUVIRly5bhww8/xHvvvYcbb7wRV155Jb797W9nNX4iIspvLFslIqID0qmnnop//OMfqK2tBQD89a9/xf/+7/8CAC677DJs2LABs2bNwi9+8Qu0traipaUFiqJA1/Wkx1JVFdu3b8fChQtjcx51XceuXbswfvx4+Hw+TJo0CX/84x8BAK2trbj88svx73//GwC6fNxUrr76ahQVFeGRRx4BAJx22ml49tlnEYlEYJombrvtNjz44INobGzE1KlTUVJSgm9/+9u48cYbY6WmpaWlWL9+PQDg448/Rl1dXdLzKIoSey1vvPEGvv3tb2Py5Mm4/vrr8T//8z/44osvMnujiYho0GDmkYiIDkinn346vve97+Hqq6+GJEnw+Xx49NFHIUkSbr75Ztxzzz14+OGHIcsyrrvuOowePRqmaeLhhx/Gj370Izz22GMJj/frX/8av/zlLzF9+nR4PB4IIXDWWWfhRz/6EQArC/iLX/wCVVVViEQimDlzJs4//3wAwFlnnYWbbroJd911V9rOrA6HA7fddhu++93v4pJLLsEPf/hD3H///bjwwgthGAaOPvpozJ07Fz6fD9deey2+/e1vw+12x+YxAsDNN9+MO+64A4sWLcIxxxyDY445Jul5jjjiCCiKgosvvhiLFi3C22+/jZkzZ6KgoADFxcX4xS9+0RsfAxER5RFJxNetEBEREREREaXAslUiIiIiIiJKi8EjERERERERpcXgkYiIiIiIiNJi8EhERERERERpMXgkIiIiIiKitBg8EhERERERUVpc57GTpqYATDN3q5eUlfnQ0ODP2fPRwMdjgjLB44TS4TFC2eDxQunwGDkwyLKEIUO8Xd7O4LET0xQ5DR7t5ySKx2OCMsHjhNLhMULZ4PFC6fAYIZatEhERERERUVoMHomIiIiIiCgtlq1mwDB0NDXVQdcjvf7YtbUyTNPs9celZKrqxJAh5VAUHvZERERERNniWXQGmprq4HYXwOsdDkmSevWxVVWGrjN47GtCCAQCrWhqqsPQoSP6ezhERERERHmnT8tWH330UcyYMQMzZszAAw88AABYtWoVqqqqcPbZZ+Ohhx6K3XfDhg246KKLMH36dNx6663QdR0AUF1djdmzZ+Occ87Btddei0AgAABobW3FNddcg3PPPRezZ89GXV0dACASiWDOnDk499xzceGFF2LLli37/Tp0PQKvt6jXA0fKHUmS4PUW9Un2mIiIiIjoQNBnweOqVavw7rvv4qWXXsLSpUvx2Wef4ZVXXsEtt9yChQsXYvny5Vi/fj3eeustAMCcOXNw22234dVXX4UQAosXLwYAzJ8/H1dccQVWrlyJCRMmYOHChQCAhx9+GJWVlVixYgUuueQS3H333QCAp59+Gh6PBytWrMAtt9yCuXPn9srrYeCY//gZEhERERH1XJ8Fj+Xl5Zg7dy6cTiccDgcOO+wwbN++HWPHjsWYMWOgqiqqqqqwcuVK7NmzB6FQCJMmTQIAzJo1CytXroSmaVi9ejWmT5+esB0A3nzzTVRVVQEAZs6cibfffhuapuHNN9/E+eefDwA48cQT0dTUhOrq6r56mURERERERAeEPpvzeMQRR8T+e/v27Vi+fDm+9a1voby8PLa9oqICNTU1qK2tTdheXl6OmpoaNDU1wefzQVXVhO0AEvZRVRU+nw+NjY0pH2vfvn0YOXJkRuMuK/MlbautlaGqfVfh25eP/c47b2HXrl244opvZr3v2rVr8PvfP4HHH3+yD0bWP2RZRnl5YX8PI618GCP1Px4nlA6PEcoGjxdKh8cI9XnDnE2bNuH73/8+fvazn0FVVWzbti3hdkmSIETygqPdbe+KLKcOwrrankpDgz9pAVTTNPusqU1fN8z5/PPPAaBHz2EYJoQQg6qhj2maqKtr6+9hdKu8vHDAj5H6H48TSofHCGWDxwulw2PkwCDLUspkmq1Pg8e1a9fixz/+MW655RbMmDEDH3zwAerr62O319bWoqKiAsOGDUvYXldXh4qKCpSWlsLv98MwDCiKEtsOWFnL+vp6DB8+HLquw+/3o6SkBBUVFairq8PYsWMTHmsw0XUdv/rVfdi6dQsaGxtx0EFjcc89D2Dp0hewdOkLUBQFp5xyOs49dyaWLXsRADB8+Ajs27cXAPCd73wfAHDxxVX4zW+eQFFREe699xeoq6tFfX0dJk2ajHnz7kx4zueffwYrVvwDsizh6KOPwf/7f7fm9kUTEREREVG/6rPgce/evfjRj36Ehx56CCeffDIAYOLEidi2bRt27NiB0aNH45VXXsFFF12EUaNGweVyYe3atTjhhBOwdOlSTJkyBQ6HA5WVlVi+fDmqqqpi2wFg6tSpWLp0KX7wgx9g+fLlqKyshMPhwNSpU7Fs2TJUVlZizZo1cLlcGZesZuI/n+7Fu5/s7bXHkyTATrCedtwInHps+mUk1q//BKrqwBNP/BGmaeLHP/4B/va35/HKK8vw+98/DbfbjZ/+9Mf42tem4YILZgEAZsw4H0899UTKx1u16l0cccSRuOuu+6FpGr75zUuwceMXsdt1Xcczz/wJS5euhCzLePDB+1FXV4vy8sEVlBMRERERUdf6LHh86qmnEA6Hcd9998W2XXbZZbjvvvtw/fXXIxwOY+rUqTjnnHMAAAsWLMC8efMQCAQwfvx4XHnllQCA22+/HXPnzsXjjz+OESNG4MEHHwQA3HDDDZg7dy5mzJiBwsJCLFiwAADwrW99C//3f/+HGTNmwOl0xpYIGUwmTToeRUXFeOGFxdi5czt2796FSCSCU089HT6flWb+9a+trrT/+c/baR9v2rRz8Pnn67F48XPYvn0bWlpaEAy2x25XVRUTJhyH7373Spx++lTMmnUJA0ciIiIiogNMnwWP8+bNw7x581Le9vLLLydtGzduHJYsWZK0fdSoUXj66aeTtpeUlOC3v/1t0naXy4X777+/ByPOzKnHZpYdzFRP5jy+++5b+P3vn8All1yG8847H83NzfD5ChEI+GP3qa+vg8vlTtiv8zxSey3NJUuex5tvvo7zz78QF1/8FWzbtiVpvum99/4Kn332Kd57bxV++tMf4//+7xeYPPmEbF8uERERERHlqb5r80l9Zs2aD/C1r52FGTPOR1lZGdat+wiGYeC991ahvb0duq7jjjtuxRdffA5FUWAYBgCguLgE27ZtBQB8/vl6NDRY80xXr34f558/C2effS4ACZs2fQnT7Ahom5qaMHv2xTj00MPx3e/+ACee+FVs2bIp56+biIiIiGgwaG2P4G9vbE5q1DnQ9Xm3Vep9VVUXYv78W/HGG6/B4XDimGMmoK2tFbNmfQM/+MFVME2BqVPPxIknfhUOhwN3330HSktLMW3aOXjrrdfxzW9egqOOGocjjjgKAPCNb1yBBQvuxfPPP42CAi8mTDgOe/dWY9So0QCAIUOG4IILZuF737sSLpcbw4YNx3nnVfXnW0BERERElLc+39aIFe/vxGnHjcCIMm9/Dydjkki1HsYBLNVSHfv27cDw4WP75Pn6eqkOStSXn2VvYStsygSPE0qHxwhlg8cLpcNjpHetWr8Xv39lA+79/kkYNqSgv4cTk26pDpatEhERERER5ZA9Q0zuZg37gYjBIxERERERUQ7ZxZ8MHomIiIiIiKhLZjR4zLPYkcEjERERERFRLtktVmQ5v6JHBo9EREREREQ5ZDfoZNkqERERERERdckuW2XmkYiIiIiIiLpkL5aYZ7Ejg8fB6rTTKvt7CERERERElIJdtiqxbJWIiIiIiIi6kq9Ldaj9PYB85N10R9I2reRkRMqnA2YY3i33Jt0eKT0DWtkZkPRWFGx7MLZdkiUIUyAy9GxoQ07J6Pk//HAN/vKXP0AIoLp6N8444+vwer145523IITAggW/jt33qaeewGefrUdt7T7MmvUNzJp1SfYvmIiIiIiIek3HnMd+HkiWGDzmqc8//wxPP70IxcUlqKqahh/96EY89dTTuOee+XjttX8m3DcSCeOZZ/7WTyMlIiIiIqJ4+Vq2yuCxBwJH3NH1jbKr29uFWpRwu6rK0HUz6zEceuhhGDZsOACguLgElZVfAQAMGzYcbW2tCfcdP35C1o9PRERERER9Q3CdR8olVU2M+xVF6fK+Lperr4dDREREREQZsstW8yt0ZPBIRERERESUU6YQkKT8K1tl8EhERERERJRDppl/nVYBznnMS8cfX4njj+9Yx3HJkr/H/vs73/l+yn8TEREREdHAYAqRd/MdAWYeiYiIiIiIckoIkZeZRwaPREREREREOWSaQB7GjgweiYiIiIiIcslk5pGIiIiIiIjS4ZxHIiIiIiIiSkuYAnkYOzJ4JCIiIiIiyiVTAFIeRo8MHomIiIiIiHKIcx4pZz78cA2uu+6a/h7GgLV3bzUuvriqv4dBRERERJQSy1aJiIiIiIgoLVMISHmYeVT7ewD5KPTgH5O2KSdMgGPqiRARDeFHn0m6XT15MtSTJ0H42xH+3aLYdlmWYJoC6pQToVZOyHgMzc3NuPnmH2PPnt046KCx0HUDF198KU4++VQ88cRj+PLLjfjVrx5BfX09brrph3j66cVYseIV/O1vf4VpChx11Dj85Cc/g6IouPfe+di6dQsA4MILL8H551/Y5fOuWfMBFi58BJIkobCwEHfccQ9KSkpSPrbL5cILLyzCypXLEQoFIcsy5s+/FwcffAgeffRhrF79PhRFxmmnTcXVV1+DUCiE+++/C5s3fwlZlnHZZd/EuefOxPLlf8f7769Ca2srqqv34MQTT8LNN8+Fruv41a/uw9atW9DY2IiDDhqLe+55IOP3kIiIiIioP5gC7LZKuVNTsw8/+cnP8OyzS9DY2IBTTjkNa9euBgCsW/cRduzYBsMw8P77q3Dyyadi69Yt+Pvfl+Lxx/+AP/3pOQwZUoq//vVpfPrpOrS2tuKPf3wODz+8EJ9+uq7b5/3zn5/CnDk/x1NPPY1TT52CL7/8osvHDgT8ePvtt/Doo0/g6acX4/TTz8BLL/0N+/btxXvvrcKf//xXPP74H7B79y6Ew2H84Q9PoLi4GE8/vRi//vVv8Yc/PInNmzcBAD799BPcffcD+POfn8eqVe9gy5bNWL/+E6iqA0888UcsWvQSwuEQ/vvf//T5e09EREREtD9Ens55ZOaxB9w/uarL2ySno/vbfQUJt6uqDF03sx7D4YcfgZEjRwEAxo49BAUFBVi79gO0twdit3/55Rd4771VuOiib+Cjj9Zg9+5d+P73refWdQ1HHjkOF154MXbu3IGf/OQ6nHTSqbj22uu7fd7TTpuCW26Zg9NPn4rTT5+KE088CS+8sCjlY3u9Ptxxx1147bV/YteunXj//VU44oijMHRoOVwuF6699mqccsrp+N73roXL5cLatWswd+5tAICSkhKcfvoUfPTRWni9Xhx77HEoKPACAEaOHIXW1hZMnnwCioqK8cILi7Fz53bs3r0LwWAw6/eSiIiIiCiXTFMgD2NHBo/5SlGU2H9LkgQhBExT4M03X8exx05EaWkp1qxZjY0bN+DYYyfiyy834mtfOws33jgHANDe3g7DMFBYWIinn16M1avfx3//+x9cffU38fTTi1FYWJjyeS+9dDZOPXUKVq16BwsXPoIzzvgMHk9ByseuqdmH66//Pi666Bs46aRTUFpahk2bNkJVVfzud3/Cxx9/iP/+9z/4wQ+uwm9+8zsIkRhECwEYhg4AcDpdnW4TePfdt/D73z+BSy65DOeddz6am5shhOi195iIiIiIqC+wbJX63UknnYI///kpTJ58Ao4//kS88MIijB8/AYqiYPLkE/D222+iqakRQgj86lf3YvHi5/Duu2/hzjtvwymnnIYbb7wZHo8HtbU1XT7H9773v2hvD+Ab37gC3/jGFfjyyy+6fOwvvvgco0ePwaWXzsb48RPw3nurYJoGvvzyC1x33TWYOHEyrrvuRhx88KHYuXMHjj/+RPzjH8sAWHM633nnTUyeXNnlWNas+QBf+9pZmDHjfJSVlWHduo9gmkYvv6tERERERL3LNFm2Sv3slFNOw/PPP4PjjpsEj8cDXddwyimnAwCOOOJIXHXV9/DjH/8AQggcccRR+OY3vw1FUfDGG//Gt771DTidTkyd+jUcdtjhXT7H97//I9x993woigKXy4U5c36OQw89POVjG4aBl15agm9+8xI4HA6MHz8BW7duwZFHjsOECcfhyisvhdvtxhFHHIWTTjoFkycfj1/96n5ceeWlME0TV155NY46ahy2bNmUcixVVRdi/vxb8cYbr8HhcOKYYyaguroaJ5zQJ28vEREREVGvyNd1HiXBOr8EDQ1+mGbiW7Jv3w4MHz62T56vp3MeqWf68rPsLeXlhaira+vvYdAAx+OE0uExQtng8ULp8BjpXQ8tXgd/MILb/vfE/h5KAlmWUFbm6/L2Ps88+v1+XHbZZfjtb3+LLVu24MEHH4zdVlNTg4kTJ+KJJ57Ao48+ihdeeAFFRUUAgG984xuYPXs2NmzYgHnz5sHv96OyshLz58+Hqqqorq7GnDlz0NDQgEMOOQQLFiyA1+tFa2srbr75ZuzatQulpaV4+OGHUV5e3tcvc1BZtOhZrFjxj6TtQ4cOxYIFj/TDiIiIiIiIBg+u85jCunXrMG/ePGzfvh0AMHXqVEydOhUAUFdXh8svvxw///nPAQDr16/Hgw8+iMmTJyc8xpw5c3DXXXdh0qRJuOWWW7B48WJcccUVmD9/Pq644grMmDEDjz32GBYuXIg5c+bg4YcfRmVlJX73u99h6dKluPvuu/Hwww/35cscdC69dDYuvXR2fw+DiIiIiGhQytc5j33aMGfx4sW4/fbbUVFRkXTbAw88gMsuuwwHH3wwACt4fPLJJ1FVVYU777wT4XAYe/bsQSgUwqRJkwAAs2bNwsqVK6FpGlavXo3p06cnbAeAN998E1VVVQCAmTNn4u2334amafv9Wljdm//4GRIRERHRQGCt89jfo8hen2Ye77777pTbt2/fjg8++CB2eyAQwNFHH42f/exnGDVqFObOnYuFCxfijDPOSCg5LS8vR01NDZqamuDz+aCqasJ2AKitrY3to6oqfD4fGhsbMWzYsIzGnKrGt62tAMFgGwoLi/skvayqbHrb14QQaGtrhddbgPLy1MuQDCT5MEbqfzxOKB0eI5QNHi+UDo+R3qOoChySlHfvab90W120aBGuuOIKOJ1OAIDX68WTTz4Zu/3qq6/GLbfcEitxjWevaZhqe1dkOfPgLFXDnIKCIWhqqkNra1PGj5MpWZZhmmyYkwuq6sSQIeUDfrI3J6RTJnicUDo8RigbPF4oHR4jvSsc0eFQ5AH3nvZ7w5xU/v3vf+Opp56K/X91dTVWrVqFiy++GICVJVJVFcOGDUN9fX3sfnV1daioqEBpaSn8fj8Mw4CiKLHtAFBRUYH6+noMHz4cuq7D7/ejpKRkv8arKCqGDh2xX4/RFX4RiYiIiIgOLMIUkPNw0cSc10s2NjYiFAphzJgxsW1utxu//OUvsWvXLggh8Oyzz2LatGkYNWoUXC4X1q5dCwBYunQppkyZAofDgcrKSixfvjxhO2A15Vm6dCkAYPny5aisrITD4cjtiyQiIiIiIuqCKQSkPJz0mPN4d/fu3Rg+fHjCttLSUtx555249tproWkajj/+eFx11VUAgAULFmDevHkIBAIYP348rrzySgDA7bffjrlz5+Lxxx/HiBEjYkuA3HDDDZg7dy5mzJiBwsJCLFiwILcvkIiIiIiIqBumibzstioJtqBMkGrOY19i2Sp1xmOCMsHjhNLhMULZ4PFC6fAY6V23/+EDlBW58eOLj+vvoSRIN+eRbT6JiIiIiIhySAiBPEw8MngkIiIiIiLKJVNYWb58w+CRiIiIiIgoh0xT5OWcRwaPREREREREOWQKwcwjERERERERdc/KPPb3KLLH4JGIiIiIiCiHhAAklq0SERERERFRd0zBOY9ERERERESUhjXnsb9Hkb08HDIREREREVH+Euy2SkREREREROmYApDysGMOg0ciIiIiIqIcEkJABoNHIiIiIiIi6oYpBKQ8jMTycMhERERERET5yzTBOY9ERERERETUPavbKoNHIiIiIiIi6obgOo9ERERERESUjmkCeRg7MngkIiIiIiLKJZOZRyIiIiIiIuqOKQQAcM4jERERERERdc00o8Fj/sWODB6JiIiIiIhyJZp4ZOaRiIiIiIiIumaXrUqc80hERERERERd6ShbZfBIREREREREXRCCcx6JiIiIiIgojWjiEVIeRo8MHomIiIiIiHIktlQHy1aJiIiIiIioK4JLdRAREREREVE6LFslIiIiIiKitNhtlYiIiIiIiNLinEciIiIiIiJKK7ZURx5GYnk4ZCIiIiIiovwUm/PIzCMRERERERF1hXMeiYiIiIiIKK3YnEd2WyUiIiIiIqKumFznkYiIiIiIiNKJJh5ZtpqK3+/HzJkzsXv3bgDAz3/+c5x99tm44IILcMEFF+Bf//oXAGDVqlWoqqrC2WefjYceeii2/4YNG3DRRRdh+vTpuPXWW6HrOgCguroas2fPxjnnnINrr70WgUAAANDa2oprrrkG5557LmbPno26urq+folEREREREQZsctW2TCnk3Xr1uHyyy/H9u3bY9vWr1+PZ555BsuWLcOyZcswbdo0hEIh3HLLLVi4cCGWL1+O9evX46233gIAzJkzB7fddhteffVVCCGwePFiAMD8+fNxxRVXYOXKlZgwYQIWLlwIAHj44YdRWVmJFStW4JJLLsHdd9/dly+RiIiIiIgoYyaX6kht8eLFuP3221FRUQEAaG9vR3V1NW677TZUVVXhkUcegWma+OSTTzB27FiMGTMGqqqiqqoKK1euxJ49exAKhTBp0iQAwKxZs7By5UpomobVq1dj+vTpCdsB4M0330RVVRUAYObMmXj77behaVpfvkwiIiIiIqKMCNP6dz6Wrap9+eCds34NDQ046aSTcOedd6KgoADf//73sWTJEhQUFKC8vDx2v4qKCtTU1KC2tjZhe3l5OWpqatDU1ASfzwdVVRO2A0jYR1VV+Hw+NDY2YtiwYRmNuazMt1+vuSfKywtz/pw0sPGYoEzwOKF0eIxQNni8UDo8RnpHbVsEADBkSEHevad9Gjx2NmbMGDz22GOx///Wt76FpUuX4pxzzkm6ryRJEPZs0gy3d0XOIifc0OCPdUDKhfLyQtTVteXs+Wjg4zFBmeBxQunwGKFs8HihdHiM9J6mJrtXS2jAvaeyLHWbTMtppe3GjRvx6quvxv5fCAFVVTFs2DDU19fHttfW1qKioiJpe11dHSoqKlBaWgq/3w/DMBK2A1bW0t5H13X4/X6UlJTk4NURERERERF1j0t1ZEgIgXvuuQctLS3QNA2LFi3CtGnTMHHiRGzbtg07duyAYRh45ZVXMGXKFIwaNQoulwtr164FACxduhRTpkyBw+FAZWUlli9fnrAdAKZOnYqlS5cCAJYvX47Kyko4HI5cvkwiIiIiIqKU7CLHfOy2mtOy1XHjxuGaa67B5ZdfDl3XcfbZZ2PmzJkAgPvuuw/XX389wuEwpk6dGitlXbBgAebNm4dAIIDx48fjyiuvBADcfvvtmDt3Lh5//HGMGDECDz74IADghhtuwNy5czFjxgwUFhZiwYIFuXyJREREREREXerotpp/waMkUk0gPIBxziP1Nx4TlAkeJ5QOjxHKBo8XSofHSO9Zt7kev17yCeZdWYlDRxb193ASDKg5j0RERERERAcyEStb7d9x9ASDRyIiIiIiohyJla3mYfTI4JGIiIiIiChHYt1W83DOI4NHIiIiIiKiHOnIPPbzQHqAwSMREREREVGO5HO3VQaPREREREREOSLyeJ1HBo9EREREREQ5EpvzmH+xI4NHIiIiIiKiXGG3VSIiIiIiIkrLLlvlnEciIiIiIiLqkl22yjmPRERERERE1CXBpTqIiIiIiIgoHdPutpqH0SODRyIiIiIiohzp6LbK4JGIiIiIiIi6wG6rRERERERElFYseMzDSCwPh0xERERERJSf7KU62G2ViIiIiIiIusQ5j0RERERERJQWy1aJiIiIiIgoLWYeiYiIiIiIKC0hAAmc80hERERERETdMIXIy8ARYPBIRERERESUM6YQeTnfEWDwSERERERElDPCzM/5jgCDRyIiIiIiopwxhYAkM3gkIiIiIiKibphCMPNIRERERERE3bPKVvt7FD3D4JGIiIiIiChH2G2ViIiIiIiI0rK6rTJ4JCIiIiIiom6YpmDZKhEREREREXVPCDDzSERERERERN0zhYAEBo9ERERERETUDWvOY3+PomfydNhERERERET5x5rzyMwjERERERERdcPknEciIiIiIiJKRwhmHrvk9/sxc+ZM7N69GwCwaNEizJw5E1VVVfj5z3+OSCQCAHj00Udx5pln4oILLsAFF1yAZ599FgCwYcMGXHTRRZg+fTpuvfVW6LoOAKiursbs2bNxzjnn4Nprr0UgEAAAtLa24pprrsG5556L2bNno66urq9fIhERERERUUZMUyBPY8e+DR7XrVuHyy+/HNu3bwcAbNu2DU899RSef/55vPzyyzBNE8899xwAYP369XjwwQexbNkyLFu2DLNnzwYAzJkzB7fddhteffVVCCGwePFiAMD8+fNxxRVXYOXKlZgwYQIWLlwIAHj44YdRWVmJFStW4JJLLsHdd9/dly+RiIiIiIgoY0KAmcdUFi9ejNtvvx0VFRUAAKfTiTvuuAM+nw+SJOHII49EdXU1ACt4fPLJJ1FVVYU777wT4XAYe/bsQSgUwqRJkwAAs2bNwsqVK6FpGlavXo3p06cnbAeAN998E1VVVQCAmTNn4u2334amaX35MomIiIiIiDJiCgGJcx6T3X333aisrIz9/6hRo3DKKacAABobG/Hss8/i61//OgKBAI4++mj87Gc/w0svvYTW1lYsXLgQtbW1KC8vj+1fXl6OmpoaNDU1wefzQVXVhO0AEvZRVRU+nw+NjY19+TKJiIiIiIgyks/dVtX+eNKamhp897vfxUUXXYSvfvWrAIAnn3wydvvVV1+NW265BVOnTk3aV5IkCCFSbu+KnMVCKmVlvozv21vKywtz/pw0sPGYoEzwOKF0eIxQNni8UDo8RnqH6lDgMkVevp85Dx63bNmC733ve/jmN7+Jq6++GoDV/GbVqlW4+OKLAVgdiFRVxbBhw1BfXx/bt66uDhUVFSgtLYXf74dhGFAUJbYdACoqKlBfX4/hw4dD13X4/X6UlJRkPL6GBj9MMzk47Svl5YWoq2vL2fPRwMdjgjLB44TS4TFC2eDxQunwGOk94bAO3TAH5Pspy1K3ybScLtXh9/vxne98BzfccEMscAQAt9uNX/7yl9i1axeEEHj22Wcxbdo0jBo1Ci6XC2vXrgUALF26FFOmTIHD4UBlZSWWL1+esB0Apk6diqVLlwIAli9fjsrKSjgcjly+TCIiIiIiopRYtpqhJUuWoL6+Hn/4wx/whz/8AQDwta99DTfccAPuvPNOXHvttdA0DccffzyuuuoqAMCCBQswb948BAIBjB8/HldeeSUA4Pbbb8fcuXPx+OOPY8SIEXjwwQcBADfccAPmzp2LGTNmoLCwEAsWLMjlSyQiIiIiIuqSKQSUPG2YI4lUEwgPYCxbpf7GY4IyweOE0uExQtng8ULp8BjpPXc/vQYuh4KbL5vc30NJMqDKVomIiIiIiA5kQnTf7HMgY/BIRERERESUI/k855HBIxERERERUY6YQiBPpzwyeCQiIiIiIsoV07TmFuYjBo9EREREREQ5IgTLVomIiIiIiCgNUwjkaezI4JGIiIiIiChXTMGyVSIiIiIiIkpDsNsqERERERERpWOVrTJ4JCIiIiIiom6YQkDO0ygsT4dNRERERESUf4QAM49ERERERETUPZNzHomIiIiIiCgdq2yVwSMRERERERF1w8o89vcoeobBIxERERERUY6YAixbJSIiIiIiou4JLtVBRERERERE6XCpDiIiIiIiIkrLNFm2SkRERERERGkIdlslIiIiIiKidEyTcx6JiIiIiIioG0IICIBLdRAREREREVHXhLD+zTmPREREREREvSAU0dEaiPT3MHqdGY0epTxNPTJ4JCIiIiKiAeXFt7fiwUUf9/cwep1pWsFjnsaODB6JiIiIiGhg8bdraG0ffJnHWNlqnkaPDB6JiIiIiGhAMUwB3RD9PYxeFytbxSAOHv1+PwDg448/xtKlS6FpWp8OioiIiIgo3pbqFix86dNY2R8NbqYpYJhmfw+j19nB46DNPP7617/G7bffjurqavzwhz/Eiy++iDvuuCMHQyMiIiIismza1YI1G+vQHtb7eyiUA4M28zjY5zy+9dZbuOuuu/DPf/4TM2bMwF/+8hd88cUXuRgbEREREREAxLJQBjOPBwRTCBiDMXg8EOY8ejwerFq1CieddBIAIBIZfJNXiYiIiGjgsk+6DWPwlTJSMsMUMIUYdGXKwi5bHazrPA4ZMgR33HEH1q9fj1NOOQULFixARUVFLsZGRERERASgo9yPmccDQ8fnPbguFtivK09jx/TB4/3334+Kigo88cQT8Hg8kCQJ999/fy7GRkREREQEoCNoZPB4YLA/58E279Ec7JnHoUOHYtasWWhsbIRhGLjiiiswdOjQXIyNiIiIiAhAXCaKZasHhME6x3XQz3l88803cdlll2H+/PloaGjAeeedh9deey0XYyMiIiIiAtCRsRlswQSlZsYyj4PrYoEwB3nm8dFHH8XixYtRVFSEiooKPPfcc3jkkUdyMTYiIiIiIgCc83igMQZp8GhfBJEyals68KQdtmmaCQ1yjj76aEgZRsp+vx8zZ87E7t27AQCrVq1CVVUVzj77bDz00EOx+23YsAEXXXQRpk+fjltvvRW6bq3fU11djdmzZ+Occ87Btddei0AgAABobW3FNddcg3PPPRezZ89GXV0dAKsL7Jw5c3DuuefiwgsvxJYtWzJ8G4iIiIhoIIvNeRxkc+AotcF6sSBWtjpYM48ejwfV1dWxgHHNmjVwuVxpH3jdunW4/PLLsX37dgBAKBTCLbfcgoULF2L58uVYv3493nrrLQDAnDlzcNttt+HVV1+FEAKLFy8GAMyfPx9XXHEFVq5ciQkTJmDhwoUAgIcffhiVlZVYsWIFLrnkEtx9990AgKeffhoejwcrVqzALbfcgrlz52b/jhARERHRgDNYu29SaoO1Yc6gL1v96U9/iquvvho7d+7EpZdeih/96Ee4+eab0z7w4sWLcfvtt8eylp988gnGjh2LMWPGQFVVVFVVYeXKldizZw9CoRAmTZoEAJg1axZWrlwJTdOwevVqTJ8+PWE7YM3DrKqqAgDMnDkTb7/9NjRNw5tvvonzzz8fAHDiiSeiqakJ1dXV2b8rRERERDSg2OV++iDLRFFqg7VBUqxsNU+DRzXdHY4//ngsXrwYH330EUzTxMSJE1FaWpr2ge1soK22thbl5eWx/6+oqEBNTU3S9vLyctTU1KCpqQk+nw+qqiZs7/xYqqrC5/OhsbEx5WPt27cPI0eOTDteIiIiIhq4WLZ6YBmsS7PElurI0zmPaYPHzz77DABiy3Ps3bsXe/fuxTHHHJPVEwmR/MFLkpT19q7IXXwCXW3vSlmZL6v794by8sKcPycNbDwmKBM8TigdHiOUjYF+vDid1mlrYaF7wI91sMrp+x497/cNss+7KWj1dhlSUpCXrytt8Hj99dfH/lvTNNTV1WHChAlYsmRJVk80bNgw1NfXx/6/trYWFRUVSdvr6upQUVGB0tJS+P1+GIYBRVFi2wEra1lfX4/hw4dD13X4/X6UlJSgoqICdXV1GDt2bMJjZaOhwR9Lk+dCeXkh6uracvZ8NPDxmKBM8DihdHiMUDby4XhpD0YAAI1NgQE/1sEo18eIphsAgPqGAOp8zpw9b19rbLQbgIYG5HEsy1K3ybS0abnXX3899s8777yD559/HuPGjct6IBMnTsS2bduwY8cOGIaBV155BVOmTMGoUaPgcrmwdu1aAMDSpUsxZcoUOBwOVFZWYvny5QnbAWDq1KlYunQpAGD58uWorKyEw+HA1KlTsWzZMgAdjX1YskpERESU/wZr901KbbDPeczXstWshz1p0qRYKWs2XC4X7rvvPlx//fU477zzcOihh+Kcc84BACxYsAD33nsvzj33XASDQVx55ZUAgNtvvx2LFy/GeeedhzVr1uDGG28EANxwww34+OOPMWPGDDz33HP4v//7PwDAt771LUQiEcyYMQN33303HnjggazHSUREREQDD+c8Hljs4HGwNUgy87zbasZzHgFr3uL69esRCoUyfoLXX3899t8nn3wyXn755aT7jBs3LmUZ7KhRo/D0008nbS8pKcFvf/vbpO0ulwv3339/xmMjIiIiovzQEUwMrkwUpaYP2syj9e9BGzzGz3mUJAmlpaW44447+nJMREREREQJWLZ6YDEH6zqPsbLVQRo8xmcOiYiIiIj6gyFYtnog6bhYMNgyj/Y6j/08kB7qMni86667ut1x3rx5vT4YIiIiIqJUmHk8cAghYp/zYMs82rHwoCtbLSkpyeEwiIiIiIi6NlgzUZQsfrn3wTfncZCWrV533XVd7tTe3t4ngyEiIiIiSsVkt9UDRnx2ebB1WxWDvdvqa6+9hkceeQTt7e0QQsA0TTQ3N+Ojjz7KxfiIiIiIiDrmPA6yYIKSmXGf8WC7WGC/tDyNHdMHjw888ABuvPFG/PWvf8X3vvc9vPbaa/B6vbkYGxERERERAJatHkgSMo+DrGw11m01T6NHOd0dPB4PzjvvPEyaNAkulwt33HEH3nvvvVyMjfrR4jc2Y8uelv4eBhERERGAjoBisGWiKJkpBm/wGOu2mqdzHtMGj06nE5FIBAcddBA2bNgAWZYRiURyMTbqJ0IIrHx/Jz7eXN/fQyEiIiIC0NGlkmWrg1/8ZzzYPm8zNuexnwfSQ10Gjz/84Q+xatUqfP3rX8c111yD008/HX/6059w/fXXsxPrIGd/Sc1B9mUlIiKi/GVynccDRnyH1cH2eQ/abquVlZX4xS9+AQCYOXMmfD4fFi5ciNWrV2PmzJk5GyDlnsF1lIiIiGiAMTjn8YBhDuo5j9a/pcE25/Hqq6/GihUrcOedd2Lbtm2YNm0aFi9ejFNOOQVlZWW5HCPlmH2Fh5lHIiIiGijMaNA42JZuoGSGYNnqQJW22+qJJ56IE088Ec3NzVi2bBl+9rOfwefz4S9/+Usuxkf9wL6iF//FJSIiIupPsTmPg6yMkZIN5syjOdi7rdqcTicKCgrg9XrR1NTUl2OifsY5j0RERDTQxOY8smx10EtcqmNwnY/aL23QzXm0rV27FkuWLMHrr7+OU045Bddffz2+8pWv5GJs1E/sK3q8skdEREQDBXsyHDjMhG6rg+tiQUfZ6iALHn/3u9/hxRdfRDAYxCWXXIJXXnkF5eXluRwb9ZNY2Sp/nImIiGiAMLnO4wEjYamOQfZ5C3udx/yMHbsOHt99913cdNNNOOuss6AoSi7HRP0sVrbKOY9EREQ0QJg8PzlgDO45j9a/B13ZKhviHLhiZavMPBIREdEAYcTWeRxcwQQlS5jzOMjOR/O9bDXjhjl04GDDHCIiIhpoTM55PGAkzHkcZBcLxIHSbZUOHHp0ziODRyIiIhoo7POSwZaJomT2BQJVkfPy89Z0A2s31qa8LbZUR55GYXk6bOpLLFslIiKigYYNcw4c9jmoyyHnZebxo031eOyl9ahpak+6zT69lph5pMGioxV2/n1ZiYiIaPAxhYAdMvL8ZPCzLxQ4HUpervMY1gwAQChsJN0mOOeRBhuDZatEREQ0gCSu+8fzk8HO/owdqpyXn7c9ZjuIjGfm+VIdDB4pCctWiYiIaCBJbKDC85PBzg6wnKqSl0t12MdoRE8dPEoSy1ZpEGG3VSIiIhpIEhaNZ9lqXqhvDuKZf27s0edl75Ovcx7tMUe05LGX6x9jWtm/cz2kXsPgkZKwFTYRERENJHYmCuD5Sb5Yv70Rr3+4Bw0toaz3TZjzmIeft32MRlKUrR5v/gEnlbyX6yH1GgaPlIRLdRAREdFAYrBsNe/ounU+GYokB1Dp2J+3U5Xz8vO2A96Inpx5FCI631Hk3+sCGDxSCrE5j3l6UBMREdHgYneolCRmHvOF3SU1VelmOondVvO3bDWpYY6pQ0DGf1tOy9uOOQweKQnnPBIREdFA0pGJUjjnMU/YQV9I07PetyN4zO9uq53LVmWtHoAJn9IOGIF+GNn+Y/BISWLrPOZhmQARERENPmb80g08P8kLdvAY7kHZqh53sSAvM49m6qyr6RqOd8UPcFzhR1Dat/TH0PYbg0dKYqfa8/FKDxEREQ0+dsOcfF3370Bkl632ZM5jfOZRiPyrhutuqY6QKIIEQNbbcjyq3sHgkZLEylY555GIiIgGgIQGKqaA4DnKgKd3Ne8vA2Zc5jH+sfKFXVrduWGOs/YVHCzeBiRA0lv7Y2j7jcEjJTG4VAcRERENIB1lq1YwwXOUgW9/ylaNuMxj/P/ni45mQYmv3dH8HrzmXsiSzOCRBg+7bDXfSgSIiIhocMr3YOJAFGuYsz9lq/meeYyf8ygE5NAeNGjl0KUCSHlatqr29wBo4GHmkYiIiAYSu0rVoUSDR0MAjn4cEKVlZ996UrZqmAISrDmu8Y+VL1J1W5X0VkhGAHWRUmwTl+GQoaf21/D2S86Dx7/97W945plnYv+/e/duXHDBBQgGg1i7di08Hg8A4LrrrsO0adOwatUq3HvvvQiHwzj33HNx0003AQA2bNiAefPmwe/3o7KyEvPnz4eqqqiursacOXPQ0NCAQw45BAsWLIDX6831y8xrXKqDiIiIBhL73MQRyzzmVybqQLRfmUchoCgSFNlaC3Egfd6S3gZHwxuIVFR1uVZjR8OcjnHL4b0AgNpgKYLe8TA9Y/p+sH0g52Wrl1xyCZYtW4Zly5ZhwYIFKCsrw3XXXYf169fjmWeeid02bdo0hEIh3HLLLVi4cCGWL1+O9evX46233gIAzJkzB7fddhteffVVCCGwePFiAMD8+fNxxRVXYOXKlZgwYQIWLlyY65eY9+wDfiB9UYmIiOjAFZvzqLBsNV9oul262bPMoyxLUOMzzQOEe/dTcFc/AyXwRZf3SZl5NNohnGXYFyrFcFcN1JYP+3ysfaFf5zzecccduOmmm+B2u1FdXY3bbrsNVVVVeOSRR2CaJj755BOMHTsWY8aMgaqqqKqqwsqVK7Fnzx6EQiFMmjQJADBr1iysXLkSmqZh9erVmD59esJ2yo5ucqkOIiIiGjjsC9pOR7RhzgAKJig1+zyyp3MeFVmColiZvYE051EO11j/IbQu72PEOs12jFsvPh5txzyOmvZCHO38Lzy7nujTcfaVfpvzuGrVKoRCIZx77rnYtWsXTjrpJNx5550oKCjA97//fSxZsgQFBQUoLy+P7VNRUYGamhrU1tYmbC8vL0dNTQ2amprg8/mgqmrCdsqO/WUXwiobkLtIyRMRERHlgtl5ziOX6hjw7MxjT+c8ylJH5nEgznkUanGXt9nn0roegXvnbwHFC903DlrhCQhFDAi10GqYI0SXpa8DVb8Fj88//zyuuuoqAMCYMWPw2GOPxW771re+haVLl+Kcc85J2k+SpJRr+3S3PRtlZb6s7t8byssLc/6c3XE6Ow6LsjJf7ItLuTPQjgkamHicUDo8Rigb/XG87NzXiohm4vAxJd3eb3djEABQVOgCABQXe3h894Ns3nM5LtDP9rNyOlU4VAWlQwoAAEW9/XlHWgBHUc8CN+/PAa0NruJxXd7Ffu1l8m4Utr1tPU/LSmgHXw3DlODyDYXLAZSXKoCaX71Z+iV4jEQiWL16Ne677z4AwMaNG7F9+/ZYuakQAqqqYtiwYaivr4/tV1tbi4qKiqTtdXV1qKioQGlpKfx+PwzDgKIose3ZaGjw57RRTHl5IerqBlar3kAgEvvvmprWWIkI5cZAPCZo4OFxQunwGKFs9Nfx8vuln6LZH8Zt/3tit/drbGoHABi6lcWqq/fDlV8Jm7yX7THSHrTKOv3tWtbHVqA9DEAg4A8DsD7vIZ7eCVukSB0KP/sRQiO/iciw83vwCEWA8AE1DYDsTHmPUMh67UOl7QhHdLQd8zhkrRHNWimAdQibHoQjOvz7qmG6hvf8xfQBWZa6Tab1S0pp48aNOPjgg1FQYF1NEELgnnvuQUtLCzRNw6JFizBt2jRMnDgR27Ztw44dO2AYBl555RVMmTIFo0aNgsvlwtq1awEAS5cuxZQpU+BwOFBZWYnly5cnbKfsxDfK4bxHIiIi6ithzUiYF9aVWMMcdeA1UKHU7HmK4Yie9b5GdM6jGp3zaPTinEd7zqLSvin7nY12OOr/haKPL4N7z5+6vJsePV5VtMP0HAThLIPhPQLtprWqhOIsAoC8XOuxXzKPu3btwvDhHVH2uHHjcM011+Dyyy+Hrus4++yzMXPmTADAfffdh+uvvx7hcBhTp06NlbIuWLAA8+bNQyAQwPjx43HllVcCAG6//XbMnTsXjz/+OEaMGIEHH3ww9y8wz8UHjCbnFBAREVEf0Q0BXc8geBR28BhtmMOL2wPefi3VEe22qsi9311XMgIAgPCwWVnvq4T2wLPrSQCArLV0eT/74sa/68/AZUdMhV3DFwpb74VecCQCY+6G4c6/5Tr6JXg877zzcN555yVsmz17NmbPnp1035NPPhkvv/xy0vZx48ZhyZIlSdtHjRqFp59+uvcGewCKv5rHK3tERETUV3TDhJZBVsnOPDpVrvOYL2KZxx4v1SHHdVvtvfNRWWsEAAhHafb7RmqtfdUiSHprl/eLPz4juoAnGj2GollYh7sIhjf75x8I2AmFksRf3eGVPSIiIuorumFmtAyD0Tl45MXtAc8O+HRDZL3UhhkrW7W7rfbexQKhWA1qXDUvZL2vXfJqeI9IEzwKHOP7DFeP+iP0UHNsezCaeXQ7FTga3oQS2Jz1GPobg0dKosddLcll8yAiIiI6sBiGyCirZJ+PqGrvlzFS34gP+CJZZh87z3nUezHTrJVOgV50PBT/F1nvK0dqIBwlMJ0VkPTuy1bHenagzNmAkFkQ2x6MZh49LhWeXb+D2vJ+9i+gn/XbUh00cCWUrXLOIxEREfWRTDOP9pxHZ2zOI8tWBzrdMOFyKAhrBkIRAwVuR8b7dsx5tBvm9O75qFALoYR2ZL2fFKmD6RwGvWgyhFrU5TqNhmni4ILd2B0ahaK4Ob2hcEfwKNRCyN1kLwcqBo+UJKFhDq/sERERUR+xG+YIIbpdm5tlq/lHNwQKCxzRjrpZZh5FYtlq50yza98LMAoOhV40OetxeTfdAcX/OSCpXQZ/MaaOgq33wPAehfCIS9F+8E8gmUEIZzn0okld7qaIIIa5G/Bp69E4PD54jNhlqypMtSgvu62ybJWScKkOIiIiygXdNCGQ/nwjtlSHg2Wr+UAI66KAL5ptzLbjaizzmGrOoxBw1bwIpe2zHo1NDkYzjkIHzGC393XVvAi1bT1c+14ATA1QfRDOckAYkCINgBlJuV+FuguKDOwKjU4o2Q1GdEgS4HTIEGpht/MmByoGj5Qk/moeM49ERETUV+xlOtKVrsaW6rCDCZatDmimEBAAvB4reAxnGTwahoAidVG2aoYBU4Pq70HwaEYgGQEYBYdZTW/MUJd3lYM74Kp5CXrhBLQe+wdIRhtc1X+FHNoLJbAZhZ9dC9W/IeW+IcOBHfpxqAkPT1jHNBg24HGqkCQp2rE1/zKPLFulJIYpIAEQYPBIREREfcdeTD1d05xY2aojOueRZasDmq5bn48dPIZ6ULbqUOSUDXMkwwq4lPYtWY9L0poAAJGh06GVndH1HYUJz86FEIoXwYNvAlQflNaPrWCyaBKEWmI9XhdNc3a2j8YqfQKCZmNC5jEU1uF2WcdwaOS3sh7/QMDgkZIYpoBDlRHRTV7ZIyIioj5jGBlmHu2yVXZbzQv22p0+txVqZJt5NE0BxRG/VEfH570/pZ5yNHgUjiFp7xsc831AipaXRupQsOUea2zOCgjFHR1L6syhMHV4XNZrj+hxwWPEyjwCgHCW9fh19CeWrVISwzBjV/aYeSQiIqK+IETHMh26nlnw6GTwmBfsiwKxstUeLNWR2G214/iQdX+PxyVkF7SSr0IoBfB+MQeOpv+kvqMkwyw4FKbnYGs/tSPYFI5SQC4AJBWS3pz8HELgypF/wpnupwEAkfiy1UhH5lEO7oJr34uAEejx6+kPDB4piZ15BBg8EhERUd+IDwC1TOc82kt19OKi8en4g1rOnmuwsD9Pr7tncx7N6DqPUnTeY/yxohdNRKR8BgDJ6paazeMWHILgIT+F4RkLJbgDUqQ25f3U1o/gaHy7Y4OsIjj2ekQqqqzurNE5i6mW2jBMgWK1BVALASSucWnPebQe0wHDPRKAktVr6G8MHimJYQpe2SMiIqI+lbCudIZzHnNdttrYGsKNj7yLjTubcvJ8g4X9eXo9VqCU7ZxHO3gEAEWRksqaTUcxAAGILAN7O9iUnYDshqylLoF11v8LrpqXErZppacjNKpjnmJoxKWIDDk1aV9DD8OrBGA4SgEA4YSlOnS4ndHqPtdw6CUnAdES2HzB4JGSGIYZu7LHzCMRERH1hfhsY9rMox08drHuX19pbY/AFAI1Td0v6UCJ7M/T7VShKlL23VajZasAoMpywpxHtfk9KKE9aDvmMUByZPW4np2PwbtxLgArAO2q4Y0c2g3DPQYA8KcVG/DvtbuT7qOVnQmj8LjknUN1AADdUQ5ZkhIb5kQMuF353XKGwSMlMUwBJ9dRIiIioj4UX3qarmGOYQrIkgRFSZ4D15fsoCUQYulqNuzPU5UluBxKj8tWASvzGH8+qrath9r6obXeoiRl/Jh7GwL48NMvYAorQWItlZEieDTDkMM1MKPB45ov6vDp1oaku0laC+T2bcn7h63gUVPK4HTIiXMew3pH2WqeYvBISeLLVpl5JCIior4Qn01K2zBHdGqgkqPzEztIbQ/pOXm+wcL+bFVVhsupIKRZ719LIIJQJP17mZB5VOSEiwuS3gbJDMO170VIkeSgrjO1+X24qv+KNV/UItBag1bdmouo+8bHGuLEk0O7AQgYnjEIawbawzra2iNJ93PVLIVv0+1J2zVlCD7adTyGLFkDn9ChRbutmkJY3VZd+TXHsbP8Dn2pT1gNc5TYfxMRERH1tvjlwLQ0cx7jG6jIkpSz85NY5pFNc7JiXwxQFTkh83jfsx9i/Ngh+Nb0o7rd3xRxmUdZSsg0S0YbYEbg2vs8dO/hMNIseeFofg+Opv/AX1uMQrUNQZTAASA8cnbK+yuhvdYY3GPQ4g8DAFoDyZ+/6SgCzBBghgHZFdseUkegdd1wuIx6HC7tRvjIEQA6mga5mXmkwcYw2DCHiIiI+pae0DAng7LV+DLGNMFmb7EzXn5mHrNiXxhQFQlup4KQZiAU0VHT2I7t+9Kv02gYJmTZOhdVFDnhfFTWW2E6ywEAkpF+LmpwzDUQiheHakvhlCJoNwu7vb825FS0HvMEwu/vRkutVdba1h6B6NTZVajF1hg6dVwVkSZ8OXo0JEgYEgrE1nkM2cFjnmceGTxSAiEETCHgcLBslYiIiPqOkWXDnGjsmLR0Q1+yA9x2znnMiq5Hy1bjMo81jVagV93QnhSIdWaYAopkl61KCRcaIAyYruEAAMlo7/ZxJK0FgIS2knNQIW3GtuAhaMRYAICj4U0Ufnp18jqLkgSz2YS2aAXUv7wAAIjoZtJalUItAgDIWuK8ybK9j+GcccuhjRyGUn9zbM5jMGxdgOCcRxqQ/rLyC/xpxRdZ72f/GDPzSERERH1Jy6JhjimQWMZo5qZhjv08gSAzj9mINcxRZLidqhU8NlmBXjhioKkt3O3+9hxXwO622vF5+49+CMGDbwTQfeZRtAXg3PUCCj/7ATYbJyEinAgYBagzD7HuIMmQdH/Sch3u3X+A0rAWACBv2xXb3hpInPfYkXlMDB4VrQGBVh/MkmKYLles22owOtezaM8eaP/6T7evfyBj8DhI7arzY0+dP+v97DKQ2FIdWS6+SkRERJSJ+NJTPe2cRzOubFXOYeYxGjwy85iVjuBRgsupIKwZ2NfYkSWsbgh0tSuAaOZR7sg8di5rFrIHACCZXWcegz/7JQIPvQaj4FBsa5Dxr/qzsL5tAoJhK5hLWXZqhOCsWwlVrgcAaLoZWxuytT3xGDBcIxAcex2M+KY7QkDRG1D4uQH37j1Yf+ZZSWWrZYuWQnvpX2mzrwNVfudNqUvWwZ79fvYVNmYeiYiIqC/pWS7VkdhAJccNczjnMSt2VtkRLVsNaQZqGtvhcSkIhg3Ie19BgbET7YfflnJ/M36Oa1yZsqQ1wr37T4hUzETbhCchFG/XgzB1mC1t0AuPxa6NfmzSvwp/u4Zx0fJRM1p2Gp85VEJWplEMPwKuOVPwyT/WQWqzTqnbOmUeofqglU5J2CRpjYBpQAs7gEKXtVRHSzR4jD6vVFEG5aAKSFksMzKQMPM4SGm6iUiattep6PYivFyqg4iIiPpQVkt1mCJ2sp3TslWjY74az4k6GKaJmsaus352cK/EzXnc1xjEwcOL4HWrCLTVQ/V/HsvqJT++wLD16xH6zTNQFDl2rMiRBjia34Okt0E4igG56zyYZLQBAHT1SOysacPYYYVwu9TY3EORIniUw1anVQPlkMtKsKV0BIYUuwEArdHlOoyN2xB5+d8QEQ2KfwPkUHXH/loDhBDQI07A7cTk11/DxNX/BQAr4ykE1KZmSOVlEIHu52sOVAweBylNN63sY5bsL7vTEV2qI0eL8BIREdGBJauGOfFzHnNattrxPO1hZh9tq7+oxc9/9x4+396Y8vZY5jG6zqMVPLZjeFkBRg71Yl+rCggDkpE8xcoUAkIAo979D8wNm+Ey9FhmWtKtgFCoRXDWrYCj4Y2Uzy+EgGuyB4UXFyFSfCT21AcwZpgvmvm0g8diaENOhYh2bgU65lBqH+9EcO4CeDdtwaRoEGqXrRqfb4b+r1WAqqBg631w1v+rY+yOMlQXXY5w2A3J7YLkcqC0oQ6ANefRF2qHYhrQ/70K4UeezvDdHlgYPA5SmmGm/SFOxb6SZ2cejTytxyYiIqKBLbFhTvrumx0NVHJYthqX4eRajx2a26ws3F9e3RhrCBMvlnmUraU6BKzs7fAhVvC4q9kJILnZDNBR9WZ6rHmNqtQxjcoONoVaCEfjO3A0r0o5PkmSoF71Qxhn/hjVDSEYpsBBFYXwuFQEo3MPIasIHnwD9KJJCfsKpQAibD3fQZ+vx4TPPoLHpcbKVkVNA2AY0N9dCygFkMyO+ZvCWYbagq9DaDLgdiE0cji8/jaItgBCEQNuLQKluBDyEQfD3L0PIpB+qZGBhsHjIKX3NPMY/XK6oplHlmgQERFRX0hsmJPBUh0p5sD1tfiglvMeO7SHrUC6timIV/67Pen2hMyjo2Ndw2GlBRhR5kV9uwu6YULSmpP2tc899ZJCyEeMBgrcSZlHUy2EUDxddlsVpgnDMQrBVSG0/34JAOCgYT54XCrkugZor74L0RYN+uISJZHy6Wg77k+AJmCaAjuLhqK4pRmlzo6yVbO2wXqNL/4LpnADcWOQw/ughvfiw0OOhn5qJcKjRsAUgLFlJ0JhHc1DyuB9YA4cM88AhICxeUd3b/OAxOBxkNKM/StbdbBhDhEREfWhbBrmmHHr/imKlJAR7EvxpbXsuNqhPaTD61ZxyoThWPHeTuzt1D3VnsNqZx5tVtlqAVr1IjThEEBKnrNon3uWD18Pr/QPlDQ1xl1okCCcZYBcAKEUQOq8RqNt2+cIXfsT6P9ZA2n9RrhlYNiQAnicKgqq90Jb9hqCt/0a3i/noWDbA0m7i1AYmqJgX0kZHIqM0eE2tAYiEKYJUdcIqawEiESg16kJY3BV/xUHN/8GO8pHAEccDGPEMBiSBH3zDgQjBjwu672QDx4NOFSYX27P8B0fOBg8DkJCCGi6Cd0ws24DbH9hHQob5hAR0YFBN0z8e+3utAEM9S497hzDXlS+K/Hr/imynPNuqwDLVuMFwzo8LhUzTh4LwxTYsidxrUTdNKEqEiRJimUeFVnC0CI3RpZ50aiVYpVyIwzfuKTHts9FPV8NQoQEJr62ArphlZpGKs5D2zGPw2xqReTLMCQzlHJ8Sv3HUNq3QjlqFPRQBIfJIciyBI9Lgaup2bpTJAKjxUzIXjrrVsC960kgFEFYcaC2qBQOVcbItia0tWsQrX5AUaCeegIAQNtpQDI6Gt9Ihh86CjC8uR6KPwCHx4V1Y4+EMWYkQmEdp3zxMSIv/QuSQ4V8yBgYG7f17APoRwweByHDFLEMfLZ/CO05j4oi5bQshIiIqL9s2tWMZ//1JTbvTp5/RX0nfi3AdH0akpbqyPE6jwDLVuO1h3QUuNVYYNi5+62uC6jRRIQrmnmsGOKBLEsYUuiCy6mguj511tBOXGzxXA51pAx3JABva0dwKgLtCN39OALPb4UIpu5YKrfuAiQV8oRjoekmDgo0AwA8LhXulo7vubZTB8yO4FEJbITa9hmUyeNR/5VKRBxOKCPLUdHcgNb2COSSInge+jnUaadAGlGOUN1BCI2+Ora/ZLRDM9yY+eHbcH24Hk6HjLWHjkdk/FEIRQyMbqiBaLSe33H2qVb5ap5h8DgIxZerZlu6av8YK7IMWZaYeSQiokHPXrzbXsybcsPOHrqdakZlq5LcUbaau6U6RKzskmWrHYJhHQUuNRYgdm54ZGUeo8FjNMAcXloAwGpmUxmsw5QXb4dr11+SHtswBSAESh9/B9ouEw4pgiEN9QAA966noH70RyAYgukehRb3rakH2LYHQimAPKICrQ43hrc1AbCCx4LWFigTj4bk80LbqUEyOrKXkhGCUNxQxh+GPUceZe1z7WXYW3Uu/O1abMkYSVGgHHkIjFYJesERcfv7EYm4rP/2OOFSrdceqW8CGprhC7VDrigDACjjD4c66ehM3/IBg8HjIBR/9S7btR471uWRIDPzSEREB4BwNGjsSa8A6jn7fMXtVLKb85jLslXThMuhwOVU0D5AM497GwI5z5q3R8tWVcX6TDqfL+q6GbvNDr6HRYNHABjqc0Ld2w6xc2vSY5umgGrqKA5+AaVMBlwSSpus4DFcvw5m9W7rjpIEI9WcQVOH3FYDoXgg3E5sLBsJeZgVsHkcMgqC7RDlpZCPPBj69nYgvuzUDAGyG2ZdI9prmuBQZRSMHobC4gIIAP6V7yKyaDkAwHHhNBT8/GI4mt/r2F/3Q4sGj3KBB06HDMXQod6zEEesfR+KBEjRseQrBo+DkN4LmUdVlqBIDB6J6MAkhMA/V+9CY2vq+TQ0uEQ0629lthdcaf/YzWhcTiX9Uh2iv7qtWkGQz60mzXncsL0Rv/jzamj9nLFe9u42/GnlFzl9zvZo5lGRow0WOwX/1vtm3ebzOAAAo8u9sdsd4w6FZsjQNtUmPbYhBIrQCgmAPmoa6oePx9DmRuypD+DTjdtQuyMMOFQoBxVCXvsyJC0xcJbDe6AMFXB87XgEoOK/h01A8MxTAQAetwN/nlKFyJknQznxWCinnIBIyZSOnc0ghOxG+IlFKH/tTZT4nIAQGPXBBzikZjfCn3wJc7sVvEpOBxytH6Bg+0OAaXViDR70A9QZxwEAFLcLTocCQ1ERrKhA6c6dUBUZUkV+B4/JLY4o7+1f2ardHYtlq0R04Gr2R/D8vzcBQuDsrxzU38OhPhaOMPPYH3RDQFUkqIqcWebRkfvg0TAEFEWG26EkzXn88Mt6bNvbhur6dowdXpiT8aTSHtJTrrXYl4JhHR63CiWaXez8+VmfrRU8lha5Me/KSowd7ovdPmT0UAR8LoQ3N8LZ6bFNU6BYWHMcRcEQ1Hz1YLzpqoa2oQYTlCDCdTp85WVQD1Fh/H0H4K8DhhR37O8+CKGzHoOi+tBcb42rxOuECIbgcakwZRkhyCiaOA6YOA6RuOcWSiFM51Ag5IdfKCjxuSDJMoo3bcHhNRHoQoV03OHWfSMa2p9dD2m0AWlCO4TshF7yVQS096EAkL0uOKOrF3wkClBmCgw5YlSsbDVfMfM4CMWXrWYdPMaVrVpzChg8EtGBpzW6GLTO38ADQoRlq/1CN0woigyHIqd97434dR4VKSnT1VfsDFqBW02a87ij1lpzcG9jF8tF5EhIM3LaKdg0BYJhI5p57KJsNS7zCACHjiyKZSkBoKLEg8bSQug7AxB6YlBumALFwg8AUI1tOKZ8KeoLS/DJlzshw4TeqEMePhSO049D6Q/ckB2dAmdJgmkUQ4QVNPsjgBAY89TT0F74J4Zs345TNn6MoL1mY2MzRGNdbK3H9sPnITTmuxDhMFoNCSU+qwRVPfJgjGqshdnQHCuBBYC2j/dCrzetjqtGEGrrOmhFKv517ElQRg+HMzrfc03EDZ/HgaFX/Q+kAneP3/uBgMHjIJSQecy626r15ZElq9sqM49EdCBqi55YcOmGA0NYY/DYHwxDQJUlqIqU9rsmTAFZ6o+yVWuMXo8jIfNomgK7aqwAZ2996o6fuRIKG2nLfnvCFAIr3t+RFDSHItb7UOBSIUXPF5Ma5kSzyl0pH+LB5iFj4R89HGhPfP9MU8DlCkE9RoY8xI0K8zMcWbcNri82YU94JD479yQ4Lz4HUnEpZK+UtNajs2YZjGeeQOiuhWj2hwFJgmNUBYxNO+DbuRuH1+xCe7RUXVtwP6RHvgdJa0wcYCiCFgOx4NF99KFQTStIt+cs7m0JY2ddCO0BHZLRDiW0BwVb7obHUY0d5SOhFhfGgsea4lIMKy3Iy3UdO2PwOAj1SrdVRYLMOY9E3QqGdXywoaa/h0F9oMXOPOaoKQf1r3AkeiLJiwU5ZXfkVFU5ozmPSvw6j7kKHk0rO+p1OxKCqJqm9thFh72N/Rs8hjW9T7rP7mtox9/e2IKPN9UnbLcbB3nc1uw3VZGTl+owTKhq12FGoceB90tPx7/OnAOpqCjhNtMU2OMcjrYZZwKHVUKSgBP2fI4jt+3Cy20/xKfBYyCVFEIoHoS/NBBeuqpjZyHgqlkKqXUX4HJawSOAgvGHQtQ1wL1rN1oKfLEOy5LDCeiAZAYBIeDdNB9q7RswNB3tUKw5jwA8xxwKCVaQLA8bCgDYsLMZuqTA0ARgtlv/ADCaDIxu2AdZmHBF34ORY8pQckYlpBFDM/8ABigGj4PQ/pWt2nMeo5lHwRMnyg1NN7G1ujX9HQeQtRvr8Ntln6GhhU1VBpu2duskMVelcdS/WLbaP+yOnKqc2ZzH/ihbNaIZNK9bRSCoQ0TPi3ZGs45lRS7sa+jfstVwpG8yj+1hK0i0A63O2wtcVvCYKvOoGSYcStdhhiRJqCjxoK45CBEIJtxmmAJ72kehuvhKGAWHQJIkhIaqGBtpxWS5HQetXg3RFoCQPdB2yNA+3tHxuHoTJCMA0/RBcrvQ4o/A53HAcdQhAABHQyNaCgpjrwFOF4QhIBlBwAxD8X8GSW9G5KJzsatsWKzZjzp0CPwlJdg6+XjIY0YAAL7Y0QS/5MVO6eswCg6DrFvHhHNrI85d91/Imo5inxOHjSzCJWccBtf/Xgi18tjMP4ABql+CxyuvvBIzZszABRdcgAsuuADr1q3D3//+d5x33nmYNm0ann322dh9V61ahaqqKpx99tl46KGHYts3bNiAiy66CNOnT8ett94KPVovXV1djdmzZ+Occ87Btddei0Cgf7/Q/SEx85jdBOqOzKPMpToop97/vAZ3P70mVi6YD+yrzsHIwGzfTj3XyszjAaWjbJXrPOaSboq4zGMWcx5z3m1VhtfjgG6YsY68O2raoCoSJh9Zjn2NwX6d5hOKGH2ydEkoGmB1bsYT7BQ8qimCecMwY810unJYaSsuWX8LQv/vNoi4755hmpiwdxOG3fUQjKAHkiShYGQLDnNvxuSN/8ZhX3wGyBKEswyhg6+GKXfMQZSiy26IiAK4rcxjic8JecxwQJKhyBJaPB2ZR7jcEDoAM2Qt0wFAchQgNPlYNBaWwBVdZgQA3jl7JjYcPh6AVdL7xc4mNHmK0OYcCSheSLo1B9aISJAkAG4nHKqCW6+sxNEHl6Z9v/NFzoNHIQS2bt2KZcuWxf4ZPnw4HnroITz33HNYtmwZFi1ahM2bNyMUCuGWW27BwoULsXz5cqxfvx5vvfUWAGDOnDm47bbb8Oqrr0IIgcWLFwMA5s+fjyuuuAIrV67EhAkTsHDhwly/xH7Xa0t1yLm7skfkD2oQwvp3vrC/X3abfxo8WqMXMXK1EDn1L/s7zMxjbtmBmUOR0r73ZsKcRzlnzazsrqHeaImmXbK5s6YNo8p9GF3ug26YqG8JdvcwfcY0BSK6CVOIXg9gu8w8Rt+DAreVlVOU5M9D00W3mUcAKCoaAlEQBkJBiKaO5TZMU2Bq4TsoiGwCCgoRdI/D0NE1cKpAQXUQ7YoDEYc1FxEOFdA6LuBKhhUAiogJye1Gsz+MYp8LkqJAnX4qZElCc4EvLvPotspWjWAseDQ1FcbWnXBqETjVjuCxyOeMXeDeXetHIKTjlcrTgUoBuX1rbO6lGQJ0VYUkD84Cz5y/qq1bt0KSJHzve9/D+eefj2eeeQarVq3CSSedhJKSEhQUFGD69OlYuXIlPvnkE4wdOxZjxoyBqqqoqqrCypUrsWfPHoRCIUyaNAkAMGvWLKxcuRKapmH16tWYPn16wvYDzX7NeYwrW+VSHZRLdtlY5z9SA5mdpch1i3Tqe8w8Hlj2t2HOZ9sa8dhLn8ZKGikz1jIYGS7VET/nUZH6JNOWihFd59EbDZQCQQ1CCOzY14axw3wYWWatXbi3oX/mPcb/zezti132Y4e11GWrHpcVWKVKNhjRuaLdKSkZCqEIGHokIQA0TIECMwTIDsDpgO/E+zDphElwjC6CrHrQUuBDSzSIc7a+Dal9b8d3T0QASHBMORbKSRPR7I/E5i06z/86fL+dj10jxsSyp+rUk6Ge+zWYrhGAYV0A0Pe1w/34Myhva4bT0fEaigqcqG8NQTdMfLGzGQBgQsZ4/Rk4WlYjMuQ0tB/6MyCiQ1cdGb3H+SjnwWNraytOPvlkPPbYY/jTn/6E559/HtXV1SgvL4/dp6KiAjU1Naitrc1oe3l5OWpqatDU1ASfzwdVVRO2H2gS5jxmmTnU48pWFVmGwT+ElCP2lX/7Bz0f2N+vCEvdBp1Y5pHVFweEWPDYw897w44mrN1Yl/XFhvVbG2INPQ5EduYxo4Y5ncpWc3VxWzdFtGGOdW4ZCGlobA0jENJx0LBCDC8rANB/wWN8YNfbF7vsDGNXwaOdebSC/86ZRxOONGWrQ0sLEZZcMIzE4NE0BdxGGMLlgiRJkEUIhdpGFHx/GuQhhWgpKESr3/qNVoxdkKVgbH/DNx6tk56H/PULIR93FFr8kVjHVFuBW42V5MoTJ8M8+waYnjGAJMPwHAyhuyFMgYiqxrqlAsAJR1WgxR/Bivd34osdTago8eD0zZ9CW6VAMtohXBXQi0+AFNFgOAZv8Kjm+gknT56MyZMnAwAKCgpw8cUX495778UPfvCDhPtJkpTyCl5PtmejrMyX/k69rLy8dxeWdbs7DliX25HV43s81tWZYRWFcLtUqIrS6+Oj9A7E91yN/kA7szxm+5PqsH5CXR5nv4w5X96nfOQPWicWiiO/fwPzeey5ZMchsiL36D2TohmWkiEFsRPqdIQQeOSXb2DWmUfgW+cenfVz9oVcHy+yIsPjdqDQ54Jhim6fX4IEb4H1W1tU6IYpBIYO9WV9npctAcBX4MTokSUAAMXpQHM0qJo4bhgOOagUxT4nmtu1fvm+heKudxSXFKC4U6C0P2S7ZFPq+F6UlxdCUqztB40qgaLI1vlip99KUwA+r6vb92ScLOMzeABTx5BCJ5zR+/pqW+AyIlB8Xmv/na8CDsA59ivwqS+jpcAL0/6ufn0kSmcMA0Z1zCkUQsDYW4dWxQFTCIweXpQwDl+BEyYklJcXwmhsgdmwD45DRgPlE4CDHoe06mPUK29BU1QMryiM7XtOeSHWbW3A3/+zDaoiY8rk0fC+3QbUKyj0mCh0bAcA7P1KJTYXj8Zlg/T3N+fB45o1a6BpGk4++WQA1gc8atQo1Nd3tAGura1FRUUFhg0bltH2uro6VFRUoLS0FH6/H4ZhQFGU2PZsNDT4c1qqWV5eiLq6tl59zMbmjrr7puZgVo/f0mrt29QYgGGYCJlmr4+PutcXx0Q+aG615hrU1Pnz5vW3tlljrm8I5HzMB+pxkgtCCLREs0GB9kjevs88RjIXiM619gd69nk3Ree77a1pRVGBM6N9wprVIbOuMfe/H6n0x/HSHtTgdMjQIjo03ej2+TXdQCSso66uDaHokhn7aloTFqLvC5GIDl0zEA5avwl7a1rR0BqCJAE+h4y6ujYMK/Fg657mfvkc99Z0dCmvqW1DJNh7Tefqm6w5fC1tIdTVtcWOkfrGAFwOBY2N1u3CFEm/lRHNgK51/5nCNPGZPB6u4xQUmgrk6H39DTVQRprQhh5q7e84Fc5hEiLKeIhfHI5PHnkHx1S3oG5EIbwRFYg0IxDdV2n7DGrtW2hasBctZ04BoECFSBiHQ5XR1Gq9psjf/glp+UL47r4c4ZGXAwD0fU2IaAYiigOBthDq6jqOsUumHopPNtWhtV3DwRVe1CgydE1BoKURUuOfAZhocH0DDaVDB8T3uidkWeo2mZbzstW2tjY88MADCIfD8Pv9eOmll/DLX/4S//3vf9HY2IhgMIh//vOfmDJlCiZOnIht27Zhx44dMAwDr7zyCqZMmYJRo0bB5XJh7dq1AIClS5diypQpcDgcqKysxPLlyxO2H2j2a6mOuHUec9nNjCgf5zzac3Q453FwCYT02G9fruZV0f4RQuDpVzdi8+6W9HdOIbKfcx7D0d8tPYv97VLAUB6V6ve2joY5Vtljd3NGTdFRtqpG/20YAi//Zxs27mzqwzGKhDmPn25twBsf7cGYch9c0YqZ4WVe7BsIcx57ucw+FO56zmOBuyP/lKrbqv3ZdkeRZawrOA+vj7sY8tAhse2aUPFa4RREzpoefQIfIkPPBiQJhQVOCEWOrcWrVQv4X9wB0RwNHkM74dj3BiAE/KZ1nCSVrbrUji7pTgeEIUMyQ1Cb34d348+BQBNMU0DrVLYKAIUFTnz7vKMxbIgH4w8phVBVGLoMyWiHZLRBKF6UbN+B8pbGbl97Pst55vHMM8/EunXr8D//8z8wTRNXXHEFTjjhBNx000248soroWkaLr74Yhx33HEAgPvuuw/XX389wuEwpk6dinPOOQcAsGDBAsybNw+BQADjx4/HlVdeCQC4/fbbMXfuXDz++OMYMWIEHnzwwVy/xH6n6SYkyapBz3b+hp11laVowxyNJ06UG3k55zF6ohhmt9VBJX65mHRNPGhg0HQTb3y0B16PisNHF2e9//4Gj6HoiWg2x4v9nMHwgXvxSTesJjh2kGGYVqCWimHGNcyJ/rs9rGPpO9swZeJIHHXQkJT77f8YrcYvbqcCWZKwZmMdhpUW4PsXHBO7z8iyArwd1NDWHkFhhpnn3hKOCx57uwOtHWB1Dh6DIR0eV0cIoShyUrLBDrrTqSh2wV9TAxE5CpLTCtA1yYv3a7+Kc9SRSfeXZQlFBU60BqxMsB70IvJ5CI5AO6SSQsAMQYQFICloM63jqtiX+Jm4nQpam63fecmhQggFiAQga41Q2rdAOfYH2HOuAm2XSGiYY5t0+FBMOnwoAECoKmojh2H42Ovg2zQPQvHisA/eh8vXN8fjQJDz4BEAbrzxRtx4440J26qqqlBVVZV035NPPhkvv/xy0vZx48ZhyZIlSdtHjRqFp59+utfGmo903YRDta7kaVme1No/zpJkZR5z1QqbKJKHayZ2LNVx4J78DUZ2p1WAwWO+CGl25+MeZg73O3i0G+5k/jfTvugUyqPfvN5mmNGGOdHgUdO7zlaZJiBFb7K7eO6qtRZl78v1gfVoQCtJEsZU+DCk0IXvzhyfkHkbHtdxNdfBY/zxk+r36r+f7cOIsgIcPLwo68e2L+aGOy/VEdZjazwCVjAf/90RQmSUeQSA09W3cejKFTCOLYJ6yonRF9KGiz56Dc5F9cAN30zap9jrREu0YY42ahYMbwiqZpUyS0YIQpMBSGgx7PunyDxGX9vbn9XiRE2gKNIOKdptVRoxEg2HCWD31oSlOlJpLyxCiy5DOMsg6QEIxQc5sntQN8wZnAuQHOCsDldW9zLNyO6k1m6bDVjZRy7VQbliB2D5VLYayzyy2+qg0tpunYQUeZ28gJYnIl0sKZAJwzRjnSJ72m011IOy1f3NPBqmiX+u3pXXa1Pq0WUw7AxVdxdrzBSZx121VqliWx+uD2zEBUG3fbsSP774uITAEQDKiqzgpD8654a0+LLV5N+rv762CSvf39mjxw5mXLaauNRKbM1wNX2Y4S4qgRBAqLWj9Lg8+BYmej6B5EoduBX5nLGyVUSzlXa3VckMw9SdgAS06BJ8HgccncbhcakIhg0EQho+3tGMsAYgHLAWaJQUmLvroOysjlbxdZ893XjMROw+8xA4a162sp6qD4qmwXTm9iJCLjF4HIQ0w4BqZx6z/KOimyaU6KKmuWyFTRSOHqv5NP8ntlQHy1YHFTvzOKTQxaU68oR9ctuT4DH++6v18ELQfpWt9jDzuGVPK57/9yZs2NF38/36mm5Yy2DYQUZXS00IIaw5j1Ji8LijJpp5DPRN5tHKoHUErXIXnV3t8fdHIB+Ku/iQ6viL6AZqm4JJ2zNhZ+c6X9QNhhPLVlUlsUeGPY5MylYd3hIAgBboaPyjmq0QEQVSgTflPiVeVyx4VIProQS+BEKh6K0S5KElcFw2A/sUT2yNx3hul7VUx4btTdhdWoENp50KbcQ0SGYIQnZD++d/MOrfb8DpUNJ281UVCcOljXBXPwv/UfchXHgaJMOA6WTmkfKInXl0OpQeNcxJWISXwSPlSD7O/2HZ6uDUGohAkoASr7PX102jvrE/ZavxAed+l61m1TBn/+Z528+Zz2WvumGdrzjsstUugm8z2kgn/vwEAHbVRDOP7X2TeYxl0NKUX9rj748y9/jjt/M5mxACmmaipinYbTOirtgXNjr/jWsPJZetxr92+3czo064Hms5CxEMxDapejMMTYXsTr3sSLHPidZAJHpBIQDF6YckrKxvaPT/ov2rj8Ix5UTUCSWpWQ5gla0KAB9tqkNLQSE+HH0WjIrTYDorYBQeAxEKQ1MdcGWQOT10xxaM+PtWCGHCdI+CMH0QAhDMPFI+0QzRMecx2+AxvmyVmUfKIftYzacToY6GOQweB5PW9ggKPQ44HArnPOaJ/SlbtU+MPa7sL7gC1gl6rGw1hw1zYtnWPCr170yPnnPEGuZ0FTxGN8uxslXr/jXRjFp7WO+T76qRYRCkKt1nTvtSd3MedcOEgHWBIhDK/m+rfWEjopux80EhRIrMo5xQMtuRecwgzHD6AAlW2aj9eJEWGKYCqYvgscjrhGEKtId0yKOHofSHbijjOprriOY2mDv3oqU1lNQsB7C+6wDw8eYGuLQIyqo3Q2ragkjFTLQfcjMQCiMiK0mdVlPxaGE4GiKAAbhqlkFSg3jrrPNQe/DB6V97nmLwOAjFGuao2XdbNUwz1gJbkZh5pNzpKOHKnxOhwVK2+siST7D0na39PYwBozUQQaHXGW0/z9/AfGBn8XpSBWDv63U7ehQ86oYZ+1uZzd9cO/jTDbNHz2sHjaE8vnhlzyeMb5iTSqwTfKc5jwBQGp1v6O+DeY96NGpV0pRfqv2ZeYzvttrp9yoS935mW7pqmCYimhkLtOzjNaJbx3v8nEerUi0u86hnXrZqOiuw7ojDETzsqNg2h2hD9fgSKEeOTblPsdcKCFv8YQjFAwCQDGupFNfeRZD++QSC9z6BQFsoZebRDnyDYR3lrY04480lcL13R+x2EYogrCQv05GKcDhgCAlCB1z7lkAxm9BYWALDm7rkdjBg8DgIabrRETz2qGzVOixkWYqVihD1tbyc82iXreZ5w5wt1S3Yurc1/R0PEK3tERQVOKHKcuzkkQa2/ZvzaO3j81jBY7blfcFuTt4zeV6gZxUX4TxsMtaZvZxDR8Oc1O9fbA1qKTl4HBddoqMvSlczLb90qOkb/vSVxIY5ic8ff2Gztim7dSjtjLgdfNnHW3s0g5lYtionfHb2RRRHBplHyVmMZ0svgv/Q42PbtrrPwz9HnAb10INS7hMLHgMRBNslNL0QgrFuIwBAbfsEUtsuGEIgLMko8qbKPHaM3VvkgSFkQAvDs+1X8OxcGM08qnBmULYKhwpTyED0YzBaBQ7avBGecM/mmeYDBo+DkD3n0aHKCVedMmEYIuHKHjOPlAtCiPzMPOr5n3kUwir96as5Q/moLaChOJp55JzH/NARPPZ8zqPP44BA8ryxdOKDt2y6rcaPtSe/e/letmqaVhMcVY5vmNP9nEep05xHID54zL5pjm6Y+Puq7bGAKOl2O4Mmd59BU9JkTgErk7e3IdCjuYfdCYWNWDDduTt0/IXNbDOP9oXcWPAYscusre3dNczJtNwXsJoNlUUaYTbWxLbtM45DXeMwSF2sGFAcHVN9SwhPLt+Fus8kmHXWBVDJCMKMKNAUFZCkWKAZzx57sc+JYeVFVvAYMaAEd0HS/XBeNQubjxiXUeZRcjrQbhYgPMRah96oCWDix6tREGLwSHlEM0w4VAUORc7qDxkQzTzGzXlkp0HKBd0QsP+e5mPmMZ/nPIYiBgxTwN+H66Tlm5boQt+KIvM3ME/YJ7Y9K1vtCB6B7JvmxP9mZVO2mpB57MHvnv2a8zV4NOJKQtM1nLHLVpVOcx5dDgUHj7AarvTkAtjGnc146e2tWP1FTcrb7cqDdEGQbK+NneJiU2NrCL97+TPc8Ot3ceuT72P9tsasx9mdsGbAGz12O79/8Wt912QZPLZ3Ch7tiyT29u6W6tCymPOoKjJ+uun3qHj5SWuDqaNsz0eY/d8VkLbvTrmPHRAueXML1taWYFdoLEylPLp/GIhIiChqwn3jeZxWUDh+bClklwOmkCF0QNKbIGQPlMMOQr23OKPMo+7zoaZsGCBbzyM0xTqfcbFhDuURLX7OY9aZR7OjJTXLVilH7KujPo8jOp8iP07YO+Y85ufJGwAEQtYJV1u71utXxPNRWDMQjhgo8jqYecwjsflY+7FUh9fdw+AxoWw1i8xjXFaoJx1XY2WrWv5ccGtqC+Onj/0He+r80HTru+WIm/PY1ftndDHnceRQb6wssSeZx23Rcv09dYGUt9vf/3RzHgErg5Zq/Gs31uG9z2swbqyVIW1oCSXdZ3+EIjq80UCu8/Pbx5gEoK45y8xj9LguKbTe385lq56kbqupMo8ZLNWhyNBlBYhY74ukN2FC+5/hU/2QPakb5ridCpyqDH9Qg8fjhA4JIrbOYwhmREZYtrOLyY8xpNAFt1NB5bhySE4nTCFB6MLKWsIBffWncDQ3Z5R59I8ehbdPPhWe0N+tDaEIBATAbquUTzQ9uuhujxrmdMx5VGWZZauUE/bJm32FMF/m8OixOY/5EeymYp8IRHQzrzOovcVeL66owJl0NZ0Grt4oW/V6rJPN/Qoes9g3EjnwylZ31frR1BbG7rpAXDMaORZk2AFlZ2bnOY/R+48a6oXP7YCEnmUe7eBxd50/5e1GFhk0h5L6nMuek/idGUcD6P3GPqFIR+axc4MvO/NYXuLpwZzHTmWrWmLZasKcR0VOuOibVeZRtYJHSbd+eyXdDxEBTKFAKnCn3EeSJIwY6sWEQ0txxnFDMapgB5TmzwAAQi2Cc8pR2HXSSQBSZx4L3A48euMUTD6iHKLIizePPxXGyVdb+0cciPzxBZRV74HTkX78VoVK9OLV0LMgwhFrqY4uAt/BgMHjIGSVrcpw9rRhDpfqoByzswX2FeSernuWS4bZ0WExrzOPcScynPcItEbfgyKvMzbvu7uMbE8arPQV0xT41fMfYcP23i2LywfhuKUysv271blsNdsGWPHNbrLqtqr3TtlqvlxsA4Bmv7UWX3tYT8hOpc08is6ZR+v+o8q9kGUJXo8DbT0Iyrbvs9aJ3F2Xei6inkUGTVWklBcPIpoBWZKsbJlDjlV79JZQxIDPnbps1T6WR5V70dquZfW31b7vkE5zHlOWrcoShOgI8mNLdWRQ9qkqEnRZhaRFg0fDD0QETHS9VAcA/Hz28bjx4olQHU64Stohq1Zm1X/0QzC++l3srRgBpyrD7UydPbSPJdnlxPohR8E4dAa0kq/CwAjrdUoKnGr6zGNRUwPO/vdr0HabEGoREAxDCEBi5pHyibVUh9LjslU1rmyVmUfKhXCn4DHUw3XPckmPXiGXJSmvM3bxa38xeASa2qzSqSKvs2PtuS5+ByOagZ88+i5Wf1Gbs/F1xx/S8Nn2Jmza09LfQ8m5+O9gtt/HyP7OeYwL3rLZN6IZsRPb/ck85tNSHc1t0eAxpCWsBZiuYY7oVLZaVuzGkEIXjo6WghYWOLIuW232h9HUFsbQYjf8QQ2tgeT97fEoGc7dSzX+sGbA5ZQhSRK8bgcCwd69OBqOGLGsedJSHdHM45gKH4DsmubYx2Ryt1Xr70RC2aqS2G2247PNrGxVk1VIETt4DFiZR8hAN8Gj06FAliWoqorm6TIcU4bHbjM27UBkTw2KvE5IUpplVmQJo2p2Qtq+BqEx34PmmWy9fsgZZR5VWYIv4IcZEnA2vgX16yfjxdPPyeiYyVeD95UdwDSjo9tqz5bq6JhTIAQ475H6nH2c5lPZqp1hKHCr0A2RN/M0O4u/Ct6TOUOBkIYf//odfLy5vjeH1W/WbW6Ax6VgdLkvbuHy1L+B/qCGQEjHvobsysH6ip29yufuvz0VHzBmWwkQ1kxI6MikZDvdI9TjpTrM2HysnmQeQ3nYMMfOPAbDRlxglr5hjtGpYU6x14lf/ehUHDTMapZTWODM+uLX9r1W1vG046xM0+765HmPsbLVNN1WASt41FJ8/hHNiM2d87odvZp5FEJYmUe7bNVMnXkcXR4NHrOY99hRtpr4dzkY7e4a30ym84W2TJc4Aazs5PvDJ2LfiacBACS9DWI0sPbo4wCHmmZvWCsLmE4IrR2S3oqCzXdC+92TGLr2IxT70mf/VEXGtI/ehvKPe6C2fQoRil7ggAJXht1WBQDogBRpgFTgRrOrIKN5svmKweMgFGuYo8gwRXYntbopYldL7Ct8LF2lvpZUttqDNc9yzQ54Y6VueXrCvr+Zx027WuAPati0q7kXR9U/dMPEh1/WYfIR5XCocsfV9C5+Q4Odyrj6m70uWyaZN9MUePhv67D49c19PayciA+gepJ5dDoUOKIlatl2KbfLVh1dNEzpSlgzUOhxQJakHv3mRfJwzmNTW0fZqh1gOOLmPHYVfNvnIXIXWaSeZB637W2FJAGnHGNlrPbUJs97tJe+yLRraKpjJ6yZsSDE51ETpgrsL90wYQoRa/bU+UKXPR9/VLm1YH028x6DYR2yJKGwwPq7bB9v7WEdBW41IaMXWyokKfOY2fv2tvdkbD1ypvUaCo/F2rJvYv3YCWmzhvb+7g9khF7dDMloh9q2HggF0WbKKPamn3eoqjI0qBA64Nn+ayh1H8EUAqEM13mUHQ4IIRCsuAL+cb+EvmY9Dt29PVZaPRgN3ld2gDKFgG6IaLdV68cqm5Nas1PmEch+zSuibIU7ZR7zYc6jpic22cjXpjmBoAb7z3NbMPvM4+ZoieS+xoGRfdsfn21rRHtYx4njKgAgbh5W6t9AO1s0UI5XexyZBE8r3t+BT7Y0YHP14ChxTcw8ZvddjGgGXA6rWgfoWdmqqshwOZTs5jxGn9fjUmKBfzb6omz1y13NaElRvtlbmv3WY8eXrSpx3Va7eu/NTnMeO+tR5nFfG0YN9WJoiQdFBQ7sTtFxNZsgyKFKqctWI0YsePS6HfB3saZkOsGwjo83JVZ42BewPC4VsiQlXeiyG+YUFjhR5HVmV7Ya1uFxWfM0JcQt1RHSEprlAMm/lbH1MTMsWx0SaULRHqvhjekajprmw1HUntlYHaqMUL0XWq0EmCEIISDCBtqM1M1yUu2vyQ6I6FQU5dAKyDddjWZvYUbdVmWXCgFAU0bD9IyF/p8PceTurRm99nzF4HGQsb+w9lIdQHYlOPFlq/YVPmYeqa/ZVzTzqmxVT2zvn6/zHgMhHYVeJxyq3KPM4+bdzQAGR/C4+otaeFwqjjmkFEBHqVpXaz3a2aKBFjymK9vcvq8VS9/ZBgC9mgXpT3bpqfXf2ZatRjOPGSz0nkooYs1ddKjZra1sZzzdTnW/ylZDvVSpoRsmFjz/MV5bs6tXHi+VHjfMMbsPHosKHAgEtYzPV4QQ2La3FQePKAIAjCr3pey4amSzVEd3cx7t4NHj6PF37i+vbsQjL3yCxtaOpT7srLPLoaRcWsguW3WqMipKPFkGjwY8LivD6HQqse9VayASqxKy2e+PXelmZ2wdGQTdsiyhquZ1TFz6KGDqkIPbcdT7r2Lqx6syGqdDkbExfCSCyhGQjDCgA0JIaDXljIJHVZERkVWY9sfiLYY2cjh0Rc0oeJQ8buwqGw6z2DqWzPYgIqojdi49GDF4HGTsQNGe8whkV4JjGGasbJWZR8oVO1PQ0TBnYJyMd8f+rtnBY752XA2ENHjdqlX2lWXGQTdMbNvXBkmyGjHk84UmTTfx0aY6HH/k0NiJbLoTWrux04AJHqNBRHdljKYQePLvn6PI68SJ4yoGUfDYsVxB9mWrVlmh/Tcz2yqCUESH22mfvGebeVSszGMPLpjZvzkRLfsOs6nUNQWhG2afNSzTDTPWlCYY1juyenJ82WoXmcdOcx47KyxwQiDzZTAaWkLwBzUcEgsevaiuDyS9j9mWX6a6WG9ntgGrUiUQyn5N3c+3N+L9z2sAJK7XaF9AcDsVKCmCV/tvq0OVMXKoFztr/Rkfo8GwDrfTyjC6HR3BY0sgkhSUqXLi/HD7vDPTpjG66oLQrGY5rn0vYJS+DrrqyGhfhyrDkBWYEQ2SGYKIALopQVNUFGU451GX1Vjm0djdCm3VR4AQmZWtul14deIpEEcfDgAwg2FoqsqGOZQ/tFSZx2yCx/iyVYWZR8oN++pox5zHgR+IDZo5j0ENXo8DhR5n1q3ud9S0QdNNHHtoGQxToL41+8Wvd9a04bbfv9/r7esztWl3M/61eheWvrsVwbCBE8cNi92mpJmHZQdr7QOkO3Amcx5DYR17G9pxVuVoVAzxIBDSB8xSI/sjHDFivx/ZfhftzKOzp2WrYQNup9plw5SuRDTTyjy61B5dgAhpBuwpYb1R+bC3wSrbzHapkky1BiKw3532kB4rsVQVqxNpqsyZLV3msbDA+h3OdN7j1uj6jgcPtxrujC73IaKbqGtJzMzFGr9kkEWyMs/J47ePLwDwuR3QDZHVMarpJp7555fwRhs61bckZx7tixfJcx4NOFXr/Z1wSCmCYR1bMuzGHIroKHBZ43Y5ldhztfgjSXMJu+q2mknmEQA0xQUYAPQAJCMAM6LCcGQWPKqKjLHe7Shofh9CUiGKxyBwxXnYVTYs47LVN445EeLME6yxr98NackKAMioYY6j098J0R5CWHUy80j5Q9M7fox7UoKTULbKzCPliP2H1O20upsNlExOd2Jlq/acxzzNPLaHdPjcjh41nNi82zoJOfVYq1thT7qOfrGjCXvqA/3WsfTpVzfir//ehBXv7USR14nxBw+J3ZZp5nHgNMyx5zx2/Ztv3+ZxqfC6HTBMkRdl4umENQNFBT3LPIY7z3nMsttqWDPgdlllr9lU+lhBhQyPU8269NQUVgBiNzPpjeBxXzR4zPb1Z6opWrJa7HUmNMyxA4+uyj4BxC5wdNkwx2MHj+kvQpmmwIr3d6LY54wtYWF3I91dmzjv0Q5w93+pjo6yVQBZXSx7be0u7Gtsx9XnHQ0JicGjfdzYFy+S13k0Y4HrMYeUQpElfLKlIaPnbQ/rcEfnNrocCkIRAxHNQHtYT8roJXdb7eikmwlNdltrI4ZbIel+GBEZeobBo0OVYRRJUIuCMAqPQeDYB1EzdhL8Hm9mDXMUCbXFpWg99HxopVNgRmQYTicgSRkt1aEoMr7x33/C+McbAAARDCGiqgweKX/Ervb0dM5jfNkq5zxSjtiBl1NV4HYpvTaHpy8NnjmPcWWrWc553LynBUOL3TjqoBIAQE0P5j3WRU+EMi03623+oIaTxg/D/T84GXd996sJ5Wmq0v0FtHyc82hnlVyqEsua99d735vCmpHUFTJTdgaw5w1zomWrauqyxVRENPiLla1mmb2Odai2g8deuACwN7pUhdZHVRTNbdbFqZFDvVbZqp6Yneqq7BNIXqqjM/uzz6R64p1PqrFjXxsuPfPw2Pd91FAvJAB7Os17jJ+XmY6qSCnHH99t1c4eZvOd+2JHM0aX+zD5yHKUFLpQn6Js1eVUoMgp5jxqRuy49rhUHDmmJOPgMRQ2Yo1xXNE5j/Y6nZ0zeh3dVq3n1wwBCV1/Xp1pqhuAAMJtkAw/RESG6cw08yhh27hhcJ9n/b/Z3Ar9o8/h1JLLa1PvL2NEUx30jXsRGTodIgQreIR1TpLJ87u0CEy/9ffPnH8jPjp4HMtWKX/0ZtlqLPM4CEqaaGCL6CZURYIsS9Gr8AM/EEvKPOZpt1V/SEeB25F1t0IhBDbvbsHho4tR6HGgwKX2qGmOfSLUXwFMMGyVO5aXeGLBlM1utd5l5jG27tkACR4j6ctW7SDD6ZBjx25/lQz3FtMU0HSzI5DqUeYxPnjMbn+rYY7a5VINqeiGgClErGFOtkt12BnkYl/vNRmLBY99lHm0m+WMLPMiopmxz6kj8yh1+f6ZvVS26g9qeOGtrThydDG+Or6jRN3lVOD1ONDcad53Vt1Wu8k82kGI/RuTzVzj1vYIhhRaGbShxe7EslUtvmxVTlqaTYvLPALAcYeVYU99APXR8tzulnILRhIzj2HNiH2GnRvmdK7SMAwTarRcNhM7Ko7C56dPhek7CJIRQN2Jo7DjkMMz2tehKogIJ4Spw9Hwb7je+j+UvfAyfOFg0jhT7q/ImLR9IwqWPw939bNAKAwjGrhm0jBHVWQYigJTs77DusMBjQ1zKJ+kCh6zmb+gp1qqo4/+kBDZInF/XN3OnrWtzzX7BKtjzuPAH3NnumEiHDHg9ViZx7BmZPw66ltCaAlEcMSoYkiShGGlBT0LHqMnQj3p9Lq/DNM6ge3cdt6Wbu05u7GTpptZNUrpK5ks1WFf5HA5lFjWPN8zj/brLfT2sGGObpWPplsuoiuxbqtZNMyJZYCjmcdsm9SEo8FmR4fq/b+AYZet9tVvWbM/DEWWUFHqAdDxnY9vUJVuzmNXJ+TeDMtWl/93BwIhDVdMOzIpsHE6ZGidXntH8JhB5jFFt10hBCIRAy5ntGGO2y5bzfzzsrqbWvt1Dh7jM48pu61qZkLTl+MOKwMAfLKlAR9vqsd1D72Dz7Y1pnzeYFiHJ1pu63ZYcx6bovPakxrmdKrS0Awzq6UqmotHYM3o8wDvMLQfMgcfjfg6WssrMtpXVSSUbWlDcJEOJbgDUstOaAaget2x8+Bu91et4E8JNULxfw4RDEFzRDOPmZStyjJ0WYEZ1iBa/cDLr6HU38LgkfKHFlcG0qPMoyFiVwHtK3wsW6WeavGHUZPBosT2yRtgldb0ZMHsXOtctpqPwWN79ATGG808ApkHcTv2tQEADh1ZDAAYXlqQ0WcdTwgRa1DRH9kv+yKFp4vg0S476nqpjo7PfCDMe8wkeLRvczqUuCxI/499f9ivyedxQEIPGuZE1+GzmrZkXnpq6+i2mvm+8Rlgj1NFWDOy+lsbyzx6e2fOoxAidvGnNzOPgZAW67Da3BZGsc8ZK920s4R28OhQu57zaKaZ86gqMrxuNW3mccPOJow7aAgOGlaYdJtDVZIqSGJLdWSw4Huq4FfTTQggYakOAPBn+HsnhEBbe8fSGGXFHjS2hWLvk33RwNNVt9Vowxzb8NICVJR48M/Vu/DYS58irBnYsKMp6XmtC2Ii9ttol602dVm2mvhbqRsio2ytzaNHMHrvh0BrNXT3OEh7dHjCmTVgc6gyIu0ehOsLAa0dIqJC1wXcxd6M9lcVGYYsx7qtur77DdSccxaATDOPEnRZgYhoMBtbIL/1AXyh9qxef74ZvK/sAKXFz3nsUcMcMznzyOCRemjR65vxyJJP0t7PnnMEWJnHvFiqI1a2amc7+j/zlC07YLPnPAJWiVQm7JMf+6RmeKkHja3hrOZetbVrsRP9/sg82gFfV8FjusxjfLnqQChd7ZjzaMZOtjuzL3K4HEqPmncMROG41+SMW1Ig8/075qQ5VTmrOX9CiFjZqhX8ZPb3Mj4DbJcGZpM9tF9jUS+tjdsSiMS+u7055/HpVzdiwfMfA7Aa5gzxuVDgSvytyaRhTrqyVQDwpSm9N4XA3oYARpWnDiqcqpx0vqSbJmRJ6vZ5banKVuMv1gAdcx4zLVu1GwsVRy/ulRdbjWXsIC4UMSBHL3qospR0vhbpVLYqSRKOO6wMtU1BjK7wYXhpAXbWtCU9b7DTb6PdMMd+3q7WebSPf90wswqeylsacMYbi6BuWAJ11xv4yhsrMLxmb0b7OhQZe4yRaFPGQpgOmBEFmmmiIMPg0RFdqqNdOgR6cSWkkkIEC6x9M1mqQ1Vk7Bw6HJExI4FQ2Mo2K2yYQ3kkoWw1+oORafBoCgEhOq4g2f/u6iSEBr9Ptzbg/z2+qsclUfWtIdQ0BtOWcoUTylbzbM6jO3+7rdqlU15P9plHu8zOHS1rGlZaAABZZR/j1yvrj9LJYChN8JjhnEdgoASPHePpKgCwg3WnQ+5R847e0uwP47U1u3ql0Uv8cgUuh5zV/GPTFNCNjhNsRxZNbwDr/RTCyvykKltMN2anqsRKA7Mp17f3j2Ue9/N9tBeP97iUXs08tgYi2F3nR3V9AM3+CEp8LhTEMo/RslXZLltN3XAGSL9UBwAUpekY3dgSQkQzMXJo18Fj52k+VgYtsyBAVZPHH39hA0CsMVOmZat21tYO1oYWuwF0lPuHoyXTkiRBUeSkKon4hjm2s04cg6+fMBo3XzYJh48qxo6atqTleuzqH0/cUh0RzUBzWwhet5oUGHZ0W+1YqiObslXZ4YApZMht2+Ha9AQcCMWa1qRjr/MoBIBIEGZERRAKigvdGe2vqhJ0WUZQVKD90P8H7Z/vQtm+C0DmDXPWHHYMAidVQgRDEAKIqI6MO83mIwaPeWJvQwB3/OEDrP6ittv7JQSPduYxwz8EHeUZXKqDLFv2tKC+JYTq+p4to9AaiMAUImGORioR3Ywtomx1Huz/E/F07O+Vy2HNNQn30dpomdi2txX//Wxf1vvZV7+90aU6gMzXSbMvKNgt6IfHgsdgl/t0Zpes+jyO/gkeo8eZvZZZZ7Gr6V00lQiF9djJVTCLOUx9Jf5709XxGMuEqFaZpdup5LRs1RQCb368B7c++T6ee20TnvrH5/u9zqQdEMcyj1kEUp1P7h0psk/d6VgqIbuy1dicR6ccu3iRTbl+b2ce7Qs5I4d6e3XNWjuQ//DLOjS1hVFS6Iq9XjswcqgdmcfO6xTazDRzHgH7d6Tr97A6OqdzZFkXwaMjuWxVj+tAn46qyBAisQlN/LFp87rVjDOPnYPHshJrvqjdaCwU6VgGJNWcx84NcwCgosSD2dOOhNftwNjhhWhr12IZRVss8+i0Pit39L1paAmh2Je8/EVSt1Ut+Xm75XTChAwp2AARFjAgw3SnX2YDsOYsFrpaUaJ9DjmwD84zj8M/jjslo06rgPW5rRt7JGovvwjCNKEtfQ2urTusYWW4VAcQLdkNhiAQDR4zKHXOV4P3lQ0iO/a14b5nP8TOWj82bE89sdmWsM5jlnMejdh6Rollq5zzOPDtqQ/0SelZs9/6w2UvHp2tlugfvnRLOETiFlH2uKzM40BfuFzTTUiS9T1xOZRePeHK1utrd+PPK7/IukogoWzVk2XmMTpPzJ6DNGyIFTzuy+JYqW+2LiocPLywX4NHj7urslX7pKDrpTpKo1e32wdAk6dQRI+dSEa6CCZiZavOju6PuXzv3/xoD/6yciPGDvPhnK8ehDUb6/D3Vdv36zFD0S6HToe1Tmw2TeLsYME+Scw+eLSznmqX3TZTiQ9a3dELENk0zemceQztZ+VDbVMQsgSMKPX2aubRPt7e+7wGwbCOEp8z1qDKvlClxDKPXQffHXMeu36udJ+9fRG0q8yjQ5WTKkiMLDKP9gV7Xe/4veh8cQLI7jvX0il4LC10QZI6Mo8hzYhVf6Rc51Ezui29HBud+7mjU+lq5/ng9t/nfQ2BlEFZR8Mc6/nDupFR1s4mO1WYQgZCfphhwBQKhCvDzKMiw+/yQB6pI1J+FlqOvgl7vCUZB48ORYbf40WotBQIWe932OGEIksZld6qioQzPluN4ieehghrVtkqM4/Un9raI3jgrx/CqcoYWuxOKPNKJdU6j5mW0XR0M7P2Y8Oc/PHLv36EZe9s6/XHbYm25a7uQfAY1ozYCU66bFREM2PHq9upwIi23u9PX+xowtwn/ttlUK7r1pglSerRPKveZHVJNVNmeOuag11mE+PLVj0uK4PaFsw089hx0gJYwUhZkQsfbqrPOHNc3xJEUYEDQ4vd8GeY8exN7bHMY/fBY1cBQTBsYEiRK/pY1nESiuixNvi5JIRAMGygJJoV6Op47Mg8dnR/zOWcx921fvg8Dsy5fDIuOeMwnHzMcCx9Zxs+2VLf48cMR+Izj3JW38WkzKPS0+AxmnnMcN9Y+bCqxLI7Pck8FrgdVuVDFpnHRa9vwh+Xb0jYVtccxNAhBXC7lKyXKumO/Tqro8uAxJettrZrCfMJHd2U/WZStup0JAd/8arrAyjyOpOW5Intn2rOYxZz99QU1V4dc4w7HsP6zvWsbFVVZJQWujqCx2izJgCp13lMkXmMN6bCBwkdDdBsnec82s+xr7E95fIXHb+V1vNba5hmHmLITgcMIQM6rMyjkGE4M8887igdCaVKhuwV8H/wGUY11MBXkOk6kTLK2prhWf0xRMC6wBCS1YyyjoBVdi0BEKEwHGd+FQ3zbkREdUDlnEfqLw5VxtdPGI2ff/MEHDKiKLagdldSla1mOv+jc9kqG+bkB1MItAUi2FPfs+xgd+w1r/b2oGy1NW69rHTz4Kxuqx1zHoHeWbdsf3y+owm1TUF8saM55e2absa+Y84UV6xzyf6Od17gWgiBB577CC+8tSXlfnbpVIFLhSRJWa31GH/SYrvkzMOxu9aP+5/7MHbFvDt1zSEMLfHAGy03641ss26YuP/ZD/Hlrua09+18gtSZonT/GxiKGCiNrr9mX6l/ZdUO3P2XtdkOe7/ZTXJKYt03u57zKAGxizU+T0cJnW6YeP/zmj6d597WrqHI64QkSZAkCd8+9yiMHOrFc69t6vFyJ/Z3z5rzqHSZdU25b6RT8JjlnMeEslU186U6wnEZYLthTjbl+qG4cbuyLNXdtrct6ftR2xzEiLKCrDOv6UR0A0eOKYn9/5BCF1xOBRKs39D4rF4mDXO6KwV0qt1XgFQ3BDCqi6wjEO22qnUOHkXGjU9UNfliU+xiTdxvpdeT+QWb1vYIZElKCHjLij1oiF6gsjsFA0i5zmPnpTo6czkVDC8rwM6axL8dHb+NHXMe7edLldHrvLSbNdcy88yjXlSIN06YCmncMXAcpGDVV6dC92XW8EaWJOhwwxSAZ9eTcC/7HSbs3hI7l0hHVWWMbKpD6WtvWkttIBo8Zjh+RZFgyAoQrYAwJBmQJJatUv9xO1XMmnIYSovcGFriRkNLqNtMYKzbqiJDliUospRF2Wr0x1nhnMd8EgobEABqs1wmIRP2gsA9KVuNDx5q05atmnCpHXMegeyuwvcFu239pt3NKW/XjI5GBM79LFv9/+29Z7hlV3UlOnY8+eZY99atXCqVUiknFEEZBYPBYAnRpm1oGptueI0JRs/P9ocRah5gWuB2kO1+bbARMkggZIGgLaycUChJpVLlqpvzyWmH92PttdPZ55y99r2qINb4Pn/CVbXPzmvPOceYYy7mKrj3/+xdcfA8Mee9T/PZChZylaYJYbGiIRmT7Xc9k1BQYJCt+j/O5508iD947+mYXizhG99/ue1vzGfL6OuMI5NQYJjmqvS6Luar2H1kGbtDJI9t3VZFbzXdDTrbsduSrdJjn1ksIVusHfViAj0XOjS+FfOoWmMpABLIFiwW5OW9C/irH72GNwKs+1cL+VINHS5GQJElvP+KzZhdKuPffjUR6TepZFOlPY8MyQ/tDfXIVhnuHR3XEo9R2aoZqghSczHA1DCHpWDmyI9J3yqV7obd1l/cmV0qY6g3BVWWoOnmqimOanUDYwNpO2nrSscgCoL9zrn7CYlhTpOeR+uPWzOPzWWrpmlicr7YtN+RbC82sK66wcI8Wn1/mjt5XHnPYyapeEaU9HfGbSLBvQ7LvjmjpmmipjUa5vixbijTIFt15kc6bqsUgckjZR6tG0UYTwbmMR7Dc13noHrqp1A5+89xZHAtoIZjDgGgp1CC/k8G6pMGzHIZNVkJ5ZQKuEZtGKaTPErhmUfi1ioCdQ3aY88j/ovHAYDLVjmOD/R3JaAbZkNjsxt2z6PM3r9h9zxy5jEyTNPEzv0LR1XqS+Vyi7nqqsqNDMNErliDJAqYXS4zV6Mp8zjcm2wvW3Uxj1TCxTo0e7UxvUCSx2ZJSF1zpLasfVZ+7Ny/gIefPYz9k7lI29MAxc8+08S3WSJTrNRtCRkAZJJK6FEdftkqxembenHTxRtwaDrvYZ/90A0DC9kq+rsStrwovwq9dzT5zYdgPstVDaosNg0O7T6egKSeMk6puIyY6pg8LVkFl6M9eoQeTzvZqj+oSyUUO5CdXiTPj5+FWE3ky3Wkk97g87SNPdi+vhs/euJAJAlt1cXCkULOSphHNrdRv2EO0Hy0i+eYaVKhSo5hDgvzWNchSyIkUUSM0aG6WtdRqen2dSpVNBTKdQz3phyvhFXqe6xpOhRFxDnbBiBLArotpp6uO37msdlMVXtUR4t4XFVI8u5n3wAy2qJS07GmL9l0e0VudOplcVsNMims+p4vgDKPYWWrddsJm6K3M47lfBWabthuqwCsOY/Os6cbxEG/nXHNusEMlvJVT0HBL7eNudb6INmqwzxS2Spbz6MiAJtnXodw6BXUF9MYmJpkGnWhiCLK2U6YVRNmhfQcxtqcNwWZ8yjBBCCODiHxlc9grqc/tOGPZG2PWh366/ug7tpD/pzLVjmOB/R3Wi5bLfppqAyEVqlYJDg0SaTVdvobvOcxPA7PFPD1e1/G06+zO19GBZXLmQBml8MN1Q2DXKkG0wQ2rumAabKNYAAc5nHLaCcWcpWWySeZ82j1PEYIpFYbhmlidqkESRRweCYfeCwkeaT26419Vvsms/jVm3Oh9kcDyajJI01c/czj3vGs5/f9KFU0e9YfAGSSKqYWSnj4mcM289oMQbJVik1rOgAQF9hmWMpVYZgm+jrjtiRrNYxbClbPZphEtFzVmrKOQOuex7LLKCUZk23mjxb3wibhqwW6f5o8NkuganXdx4IQCZ1hmnaR5/Bs49y31UK+VLedfSkEQcD7r9iMUkXDQ08fYv5NNwsXa9P35kfVHl0S1W3VeQ7a9ch69+u43tLAnGXNq7qMUlhlq1QlQYs71EthqC/FbLTXCmQMiomYLOGGC9fhj//Dufb7Rv8re5jH5vGKHsJtlSYr9PxM08Qzr8+gWtcdp9UWstWYIgX2PLK4rZJt2hvm1DUj1HOaLdbQmfK+L32dCZgAvv9v+zCfrdjvvD/5drPbrUBNc9zzHv3zKdsxj/5nn6wz4VMMRQKueenfID7yDRg//QHOfvGZULM1KQRVwZI5AkOPw6iaqMly6ORPkURokkjk+roBIZNC1Qg3pgMgBZDprl4sn7odZrkCPUbuR9jn5kTE2/fM3obo6yLyqNkWpjluNgSgDeDhPip2zyN1W5V48sgKKvN89UBrV9zVhDvgaCcPZUHWclo9eV03AGBqofVvm6aJZ3fN2M8bDUw2jXTCNNHU7Mk0TU+VkgZEE/PFwAry0cBiroKaZuCsrf0wTWDvRLbh33h7Hr2y1VcPLOCu776If/r5m6H2Rz/U+ycb9xMGNEiYXix6Atc91nE3ZR7LdaRdzOMFpwyhJxPDvf+2F3f87TMYn23OQFVqup3o+7FuKANBaJ08UtlVX1cCacvpNaxkthUo4xdm5EipqrdMHkVRgCAEM0kVV09QIiajXNVgGKb93oQdebJaoEy9LVttkkxQ2SpFOqHANMk6QtePI28R86gbBorlOjIBhiVjgxlsW9eNXQfZJbNuFo6YVzHMadS8QTJz8uiad8rC2tXqdLg7KfbGVYlNtlpzgnMiW2U3Ccpaz+hinryLA90JpuRxuVDFQgsfBve1lSURI/1p+++SsUbmUZGaG+YYIQxz6PWg7OH4XBF/9aPX8N1H3rSdVodb9jyK0K25nxQ6w7zCoJ7HWkDyyDJfNV+qNTB9dNbjI88fwY4tfbjhonVk/z7DHMdJuHUSNDZI7ovbNIea2FESIa60YR59/eHtjHoatldkaKYIsw5Ic79CVWqcJdkKgiITuXipCkMXiGw1ZPIqigJMSSZjVnbtQ+1Hv4BWqYZOfmVJxKH+NZi+7B1AuQJdIesbN8zhOC7Q2xEnFs0t2KW67gS0ACDLjZW0ZvBX9rhslR30Y/D6gcW31HTCjZIreWSZsdcONBE+aYwmj637Ho/MFvA/H3gNz+4is0hzxRrSCcWu9DZjLjXdgAmn56gnE4MsifjOI2/i97/xGJ55fWY1TocJVLJ68WnDkEQh0HylrhuunkeH7Xh1/wK+ed9O1DUjdDBIt22VbLVCtW4gppJeJTrsu1ipY9JiIptJGAsVDcm4E8ifvqkXf/a75+POj10AURTwi1+NN91nM9kqQFiYkb4U9rc4HzqnzC1bXR3mkSaPK2ceAcvEI6CIUXH1utHZpLlSzX7vc8WjK1stV0PKVn0uiDSQLZbrmLHuydRC6S3p2SyUNZhAgwyPYrA70XYmbBCqLpYjxuh87MgKrVYPhlmNgHfeKYvDOUniRbv3lBYgQu+3rtv9aHGVkXmkBT6r0EHZ8r7OhM1ShZHh/82PX8e373+1+X7qjoGfH4HMo9zoFkpB36uWzKNCmUcqxyXv4GOvTOGXL00gnVDQ0eTZAxymyR0zabppq7HawZatenoeybEoPrdVAG2lq6ZJWkf8ydrYYAYnre3CbVdvxSd+41T79yRJ8MRrYZnHZFxBZ1q1vx30uN0Jr1u2GjTnURRIEUTTDasgzNbzqMgS6qIMUzdh1kxURLnp9yUIoqqgVzgImAYWfudd2D28PrRsFQBm+gex8wPvBwolaA8/hppmhk5+ZUkATBP1Wh1muQLNGjHCZascxwWoRfNcS9mqtzmaxXbc6XnkozqiggasuVK9JWuzmvAwj6tomkOTx8HuBHo74m2Zx8Wcd6xH1vro0fl/M4vBz61fNtaZjuGr//kifPyWU9GVUvGz546s/GQYMWUxMOsG01g3lAlOHht6Hsl5/P2/voHBngQuPWNN6CCWBn4Luao9HoUFtbqODUNEekT7HvdNZGEC6O+KN3VcLlXqHtkqxUB3EudvH8RTr03bAZgfrWSrAJE7H5jMNTUPmctWIAikWJCOr37yGEY2Wq5qnp7PIMiSEDjn0T1Emwb+7n70o808OsljCMMc2cs8AvTZq2HdUAaGab4l7s30mvhlqxS9nXEUynWmRAiwWDiXhLOuGaGLd352Jopslc47tQ1TQjGPhie4jauSLYUOA0/CzJA8GlZgDzjM41K+CkkU0JmO2VL8dtegrunYM57FxFyh6bW2k5eAJIK+d25HylZuqzQpEoTwySP9tiRiMqYWSi0lq4CT5LrXS81gYB4D7j8tErgNb+iaWyzX8f1H9+LL//hCYJtApaajphkNyWMyLuOzt56FK88a9VwP//ULyzwCZB1zrxl+2Sl9VkUBgcoBsn+yVuqGCcM0mdxWZVmEJsowa4BRMVAWJSbm0ozFUBmNAwPrMd57GSpqjGl7IaaimOqAWa8DsoyKKYQ23JFEEdsmD+Lku/8KZqEELU6YYS5bXWXcfffduOGGG3DDDTfgrrvuAgB8/vOfx9VXX42bb74ZN998Mx555BEAwJNPPokbb7wRV199Nb7+9a/bv7Fr1y68973vxTXXXIM/+qM/gqaRD+fk5CRuvfVWXHvttfj4xz+OYnH1P4DHEv1diZbMI2nudiWPLD2PftmqwJlHVuTLNdCl/LWDR0e6WrKql32d8VVlHqn8riOlYrgviak2wSQ1CqGsXa5YQ6c1UysVl5smtkGyno6UinO3DeD87YM4OJ07qnPoAOK0mojJ6Eip2Lq2Cwemcg1MjDt5VK2eo2yhiqV8FZecvga9HTFouhkukHRV+Vn7HmmVd2yQSEXpuI4941mIgoBtY92BgaVpmiiWNZt58uOdZ42iVjfw+M7G/l3DIPtsZYW+YbgDxYrWVGY/MVfAQFcCsiQiEZMgiUJD8rh3PIt/a8F+BoEWcAqlelvXyzDMoyQGB7Tu+X6k51HHsit5PNo9jzR57EipENBqVIfuYRFoIEtZ73NO6gdAlASrDXpvmjGPvR0k6FrIsbGPbpaEJiphmdOGOY8Bpimt4GbgnTl/4dxW3UlVIibbUuhmePq1aTz28iQ5bteIhrgi2QxoO7iTQtpasJiroiutQhSF0LLV/ZM5aLqBmmZgsQlbTK9jEAMUJFsloybMwGQ0jGxV9SV/9N7edtVWSKKAtS7ZbKvt3W67mm5G6Hn0uq36e+fomntgKoefPnMEe8az+JN/eK7BK4GuIa3YUjckUbBMcpxZi0Aw8+tHTPUy9n55O10zOtKxpvdAslQa9jc9ZPIFkGtXExSYdcCsGKhKClPPpJCMY+6KQUh9OlJPvYBUpRQ6+QOAtFZD/69ehHFoEkI8Zr2f4ZJPInuVYJpA/PMfw8zllwLgzOOq4sknn8Tjjz+OH/7wh7j//vvx2muv4ZFHHsGrr76Kf/zHf8QDDzyABx54AFdddRUqlQq+8IUv4Nvf/jYeeughvPrqq/jlL38JAPjMZz6DO+64Az/96U9hmibuvfdeAMCf/Mmf4Ld/+7fx8MMP49RTT8W3v/3to32Kbyn6OhNtmEdvzyOxHY8mW3VGdRzdvrOJ+SJ+9MSBVZn5drRRKNXRkVYx0pfC60ep75EGjeuHO5hNbVph2ZKdypKINb0pTC+WWlbzKetCK6huuc1gT3PHVfqhD/rAbV/fA9PEWzo6IAjTCyUM9SQhCAK2ru2CppsNklK3RFxVRNQ03Q64xwbSdsAUJoit1g10Z2KQRKGl1DMINNhKJxQMdCdt05y941msG0ojk1QDJWiVmg7DNG3Jkx/rhjLYNNKBf/vVeMN9dydOzbBh2DLNCUiGTdPEnvEsNo90AiBsQjqhNEhNf/jYftz3y/1N9xEEmoDqRvvRH6WKhmSsdYBA7O8DmMeaM+YjEZNRrtTtAooqiy1ls4ZpruosPXI85J4kVBmq2txxtKZ5575R5pEWLU7d0Iu4KnnMM8JiMVfBS3vmm/59O+axzzaFY0seK67k0Xnvwl3fQqkOWXJYhlaD6gP37WLg6XoQVrbqTqqSMbltkewXvxq3DYXc28cYeh7dzwU1NVsuVO2RM82SR9M08fwbs3Zi5HahnmrSa0/XnZayVdfftXI31g0TggAPg+dHA/NovRObRztxx4fPwc2XbGi6LeBIS93FA9LzyJY81jWXYU5Nb0ie6Tv34FMHIUsC7vjwORjtT+Fvf7zL8wzQ5D7IoKbV/mksR/0HwiRRftOlat3bs6jKIgTAdssNgiQS5tGvJgoDRRLw81MugHqeCPG3LsALG09mkp3KkoAYcjDHx7Hm3x9GulJm2j6l1TD23LMw9h4CEnGm5BEATNnquaxrDWPv3o446sljf38/Pve5z0FVVSiKgk2bNmFychKTk5O44447cOONN+Kb3/wmDMPAK6+8gnXr1mHt2rWQZRk33ngjHn74YUxMTKBSqWDHjh0AgPe85z14+OGHUa/X8dxzz+Gaa67x/PnbCf1dcWQLzWeIBSaPIZlH/8wz6RjJVh9/ZRL3P3YgUu/LsUbBMoPYvr4Hu49kj8qst3JVgywJGO1LYTFXXbV9Luerdv/UcG8SNc1oaY5AWZfZpTJ0wyCyVatiOtidaJrYOn0ZjQv1xjUdiKkSXo9gorESTC+S5BEARvtpz6Y3+fXIVq3ZaAcsw4G1g2lnqHKIILZa05FOKBjtTzMzj440TMJoXwrj80VMLRSxfyqHzSNdTe3raWDSLJAHCPs4s1TGLl/y7h5P0Awj/SmoshiYDE8vllAo17HFNTw8nVQ8zGOpouHNI8uo1nSmQlLBxfi163sM2/MYOKrDZZSSsJjHpXwVoiBguDfVknn816cP4Qt//fSqFubKVY3IJ0WByKibyVZr3qCIsiD7LLOmge4E1g6kcTgC8/jws4fxrR/ubHpebZnHzubM4xM7p+w+WT9qrgCdriNhJeOHZvIY6U/b8j9qmhL23njm7DEa5vjVFq1G2wDknZ3PVqAbZESDW6pbqxuhvtXu62Izj/mqnRQ063ncN5nDt+9/1Z7FufvwMno6yDbNWhpqLZIIe1SHi52x3VIDkm/TNFsmjmQ/onWOXuYxpkgYG8zYSVvT7Zv1PK7QMCfmWycp21+u6rjyrFFsGO7A5TtGYJimZ/4jvT9BBjWB+/c7njLIVv2mS/7nUxAEqKpkFxmC9y9YbHRzuXKrY9+fWYuZM7+B7Nb3YTnV0XDdWkGRJXR/fwnFRzWYpgk91pwhDUSMGIfBNCEkY6j6imztYCrEcKf6re8gdvAwAM48riq2bNliJ30HDx7EQw89hEsuuQQXXHAB/vzP/xz33nsvnn/+edx3332YnZ1Ff3+/ve3AwABmZmYa/ry/vx8zMzNYWlpCOp2GLMueP387oa+rdWW2rukewxyWnkfa20QXdfEYGeZQ2WPUsQXHEvkymcl0yoYeaLqBPePR3DNZUK6SQe8D3eTZaOZqyopssWr3Tw1bg5Vb9T1S1kU3TEzMFVGt67bz42B3smli60ibGpcjWRJx0touvH6UJMAASYyW8lUM9ZLkkSYXfvObumbYwQL9OO+byKK3I45U3JkxFUZORvtiNq7pwIGpHJPZklPlFTHSn8LMYglf/NtnIAjAedsH7OOo1rzrwKzLsKYZTtnQAwCY9EmW3eMJmkESRawbygSaANERIpR5BIB03Js8vnZw0WZVWVi6fLluJ7WtEjgquWsrW5VEe/C1G5TVpHP6NN3A3HIZnWkVnWkV+RaGOQen8ljIVbBvYvXWOJII02SicXQMRU3zMV7Wep8tEJl5IiZjbCCDI7PNe9maYWaxDN0wmybtlHlMJ4KveWdahSQKDUWquqbjnp/swl8/+HpgIYEaRgFwFW3aJ4+maeLwTB7rrX5hAC7Tm3DnXqo4111mYR59bpSdKRXZYq1loSRXqkM3TCxkKx7mkb6HYc7ZzcjmrP0t5St28tiMeVy0Evpf/Gocdc3AvoksztrSj1RcbmqmRpOIWEBhMBlgmGPfuwCZvW6YbYPxmD2qg/Y80hEu4ZIQW/LsSpw13fD0ZbaC0qTn0f9to7NlY4qEay8YA+DcQ/d3hjV5lOz9O7MW6f7awT8f1c+MA0A6LtsFniBQ2TFVu7HMeZRlESOLc6i9uYza03vQVcwxM4+1ahxGzoBuihAS4a4ZhajIMEwT6gffDfVTv8PMPMJyezWXshAK5H0I+9yciGj91XwLsWfPHnzsYx/DZz/7WWzcuBHf+ta37L/70Ic+hPvvvx/XXnttw3aCIAQurq3+nAW9va018W8F+vsz7f+RhS3ryEe5ZjbZThCQTCr232XSMcxlK6H2IcjEJXNspBsdKRVJK5BLJGNMxwg0MqAsmLc+UtPL4Y77rUalqmH/ZBbbN/S2/bflqoahNZ24+MxR3P2DndgzlcPl561j3ifLeRsQkE6qOGljHzkGnW37ZsiV6tg42oX+/gw0gdxLQRab/nauVEdXJoblfBVTVl/uyGAH+vszWLuGJAlKQkV/t3dI8+SSZRPfnwn87fNPHcbfPPAqTEnCQE/zAc+rhb3jywCAk9b3or8/g24rEJAUyXN8umGiI03ejV7ruPZP5nDKRrJdfx9hbpLpeNv7YQDIJGM446QB/NuLE6gawNhQ+3vY359B3Vrj+npSOGVzPx57ZQpXnrMWt1y2GV2ZGJasJCbTmUBPh/PhL75BZlBu39LftJrcZQVRsiJ7zmGpTBKnwf50y3M7ZVMffvLEAXR1pzzrwZH5EjJJBaedNGgXqXq7EzgyU7B/741HnDEn6Y5EoMNfEIoVDWNDGbx5eBmCLDc9PmpM1N+bankOcVWCFPDcC7KIREzG4EAHBqziyly2goHuJAZ6UpicLzb93WUridozmcPFZ60NdV7tQNeB/v4MUgkVsAIX/zHUNAOdHd5nMpVQUCzXMTJA7uf2zX34xa/GoYsiBvuafxNN0/R8YyljKCrB110zCes4NNjZ8HcUA91JFCqaZ3t6r/aOZ7F7Mo9Ldox4f9cw7HdxwBrJkArx3k0vFFGsaDhlc7/9b7s7ybvc0ZUMFbQvFarYsZVsP1+oh963YQCZDufbumawA5puIpmOIx3AzFZqmp1UVQzyje3qTKC/P4M+6/lLd3jf8SAsV5yiR6GiIZmOo1Y3sHaY3JNB63gSCe93X7dctGeXyvg/L0+iphk499RhTCyUMJ+rBp5vfJqsgQMB68TgAPn/kwnV/rsBK/5KpBpjjlhMgSQ1//4AsL9TMes3JUWCIAAjw52hYsGBPHkv3TGPCSCdUtveT4CMiwCAuOucDADpgBjq7G0DOHVTLzatI3HFoGUoF3f9W81yUNg41hOq77Lbkn13dSXR3RFH/PAyAGBosAP9bfo9uzJxHJzK2fvWTROZtPe8/+gj56M7E7dJDD9URYIsS0haa3V/X+vvgxu93XmcefANJB6Zhzk1hxF5FAMM22dSMeSFDgh6HhBESKkEUxykJOMQBAEdSQXqIBkv1t0Z/jeqHR0ojI5CRQFyOgnM1DA02MHGfp5AOCbJ4wsvvIBPfvKT+MIXvoAbbrgBu3fvxsGDB225qWmakGUZg4ODmJ93+idmZ2cxMDDQ8Odzc3MYGBhAT08PCoUCdF2HJEn2n7NgYaFwVGWa/f0ZzM2F7y1RQALZfYeXsL6/0TmsVKkjrkj2bxqajkpVC7WPWYtdKBcqqJaq9ocqly97tt83mcXG4Y6mi/HEXAH/z98/hy/efg7WhQiA3dB0w2YeX9s/z3Rtnnl9BuuHM7a752rhn3+xB488fwTf/C+XNO0Po1jOV6FIAvK5Mk7b2INHXxjHjReMMVWgWJ+JpVwFqiwiJpDnds+hBWweWlkRxDBNLOeriMsi5ubyKFkV0Nn5YtNjm18u4/RNvXjm9Rm8sIsw/oJhYG4uj3qVBFWTU1kIPjnU7DwJMErFSuBvj/WR+/nYr47g0jPWrOi8WuGVffOQJdFmq5KKYB+PLIlYXCp5jq9a16HVdczN5VGzWPtCuY7Brjjm5vKoWsPqZ2bz6GzTV1cs1ZBUJfRnSND49CuTSLSRStHnZMrqTauWa+hPd+H//cTFAIB6pYa5Sg01eu2ns9CrDiO0/8gSYqqEermGuRa9VpIoYMF37lMzOXufrZ7V/kwMdc3A63tmPU6HO/fNY9OaTiwsONJIVRSQzZNnwDBMPPf6DFTLvGRiKotaC4aUwjBM5Es1nLahB28CmJjOYq7Ju0ANnAzrHjaDaZooleoN/2ZxuYy4StZaw6rYH5kp4IxNvVAk0kc2O5sLXCenrbX2qZ1TuOH8sbbnFQbLebIOzM3lIQpAzkq43MdtmiaqNR2G5j3nZExCsVxHTzqGubk8upMkNHh51wyUbcHfw0pNw+f/+mn85mWbcPFpw9ANAzNW79vB8WV0BDzzswtFpBNyy+vdlVYxMZf3/BvKkgsA7nlgJzYOpDysQKmiAYaJubk8ykWr93o2j+4mDCfFi2+QhKg3pdj7q1bIezs9k0O1RX8XQBK4xWwF6Rg5p0KBHOf8YgFzc62f12Kljj4zZu9Xot/2Q4uBrqDzLq+DNw8soFx17iNdXyemvO94EGZmyf76OuNYyFaw58ACAECxvh8Fa+bjwpJ3rR+fyUESBaSTCr7/8z0AgMHOGPo6Ynh5L/lWa7qBX740iUtOH4aqSJi33u9ioXFt16zj1HXnWaxVybWfmsk3rH+FYhWigJbPTsF65hcWybEvLZehyhLm58NJsIsFcu5zC879q7nW+Xag346lZWe9LJbq6EyrDdt/7MbtZF/Wn1fo92IujwHrOzA1V0A6oWBxMZzxY7nkfHO0ah3z1naFXBlzaB3XmoaBsitWLJWdd4qiKy6jryvR9FoIIN+yGcu0rVKqho5lSsUqNFFCdX4ZRlVDLS63/b64oWs6DMGEYZio64CpNl7zlttb7Qnz9/wQRtXqGa2Fi50BoJxOY9+2U7DtlSeQ00lvrvv7dqJBFIWWZNpR51SnpqbwiU98Al/96ldxww03ACAftD//8z9HNptFvV7H9773PVx11VU444wzcODAARw6dAi6ruPBBx/EpZdeipGREcRiMbzwwgsAgPvvvx+XXnopFEXBOeecg4ceesjz528ndKRUEiA0kSa6pXQAW89jsVxHIibblZKgUR1vHlnGl/6/F1rKMd84vAzdMAMHq7fD3DKRPXUkFRyezodyqgTIM/S3D76O+x87wLzPVqhrBp58dRqmCc8MpCDohoFSRbNtrC8+bRi5Yg2vHXhr+/VKVXLfknEF6YTS9jjDoGDJo2jPI5UBNpNgVms6ylUNo/0ppOKyPdqCNvoHSXIo7P6IJhKXNX0pdKbVptLVf/jXXfjlSxMhzywY5aqGu3/wKr76zy/hu4/sgQDSp0kRNMBb87mtUowNkoKJI1sNY5hDJEJDPUkMdifw3K7wcvtWjoaAq4+o3ihbHexKtK3Ik3P33vcwslXA1dvj2j5XqmFmsYTNo50N/7ZQJv0q+ydzKJTrOH0zYdPDjiEoVTWYpjMIPNei57Fs9Swmw8x5DOx5dIxSqPRV0w10ZWLoSKrQdNPeh+cYKxqKFQ29HTFMzhcb3Girdd02umBBuaoh4eqBC5Iw1pv0QNFesMEe8syvsZisoPEBFDv3LyJbqNn9sAvZit3i0GzcTL5Ub2rzT9HbEW+QrVIX0ivPHsVCroqfPnvY8/duUxIqUQzT+31wOg9JFDDqYmWcvrf22y/mKzDhDG23DXNCu626Zatkrc026Xt0S4En5oswTNPjtgqEe0/oetHfmUClptu96D0+wxx/32G2UENnWsUVVm/emr4UOpKq1d9bR6Fcx/O7Z/GdR960ncZbuq3GA2SrLaT+ho/lDoIaIFtl6ZtTAyS7xG01HHsUdP+D5J9BcL6xXtlqWMkq4JJNG+w9jzHF+40Le9xu0DmT9PqzjeoQoEkSzGKZjJORVTbDHVmEJgpQN0l44uab2Y9dUfDTG98LCCK0AySeYOrZFAWoOVJUrcnq29osBzgGyeM999yDarWKO++80x7L8eKLL+KjH/0oPvjBD+KGG27AySefjHe/+92IxWK488478Qd/8Ae4/vrrsXHjRlvK+tWvfhVf/vKXcd1116FcLuP2228HAPzxH/8x7r33Xlx//fV4/vnn8V//63892qf4lkIQBFL5aZE8unseZYaZVcWK17ZfCuh5PGj1L7Vq7D84Tf6Nv08qDOgswPO2D6KmGQ2/8as35/C8VS12o1LToRsmXjuwuKrM8Ut75+0+rHa9hMWKdwD26Zt6kYrLePLVqVU7niCUq7odAA92J+zq/0pAZzzS5E+RyZyqZokQ7XfszsQw1Jts6NUI+jBS0CC32UItCAK2jHTi4HRwBfCZXbN48MmDzP1ZbryybwGabuDyM0dgmiZG+tOeD58/edQNA7phuuY8Osc+NpC2/ozNbVVVJAiCgPO3D2L34WXPzMBWcBvmBKFZD9jMYimUDDgocbYNc9owqvZ9dyVRtN9xiy95zCQUGCZxSH1p7zwkUbDHRoRJwAGnp647E0NclVrOWqQ93m0Nc0QhMHksu4xSEq7r0G0lj+7jcYMySFecNQoAeHmv1530L77/Mv7+oTdaHlMQ3OY/MUVCrdW75mspoIoKqtpQFQmyJHiSfj9e2E3WYTrP1l20apoAWT3hrdDbSUzh3N8tev/P2NyLHZv78NNnj3gSDHeSQM8tTP/foekcRvpTDSZzQLBpix/Ue4Amj7ZhSohta3Xd0wtI19psMfi9p2uqJAo4PEOuub/PM1R/tXUtaa8zXVf9hjn+uGG5UEVnKobLdqyBLAk4eawbAOze8OmFEp59nTwTtB/YSSJauK26guxWRUYjRM+jbZjjGtXBMu5BCXDqjeK22tjzGCJ5DEicc8UaOloYmvnRrOcx7KgO3XBGS/lHyYTavzXWyElaGa69JEIXybgLwzBRk2XGnkcRL3efivoVn8ec0geVoWgAALIsoSwqgGlAU8g1D+rVbYZMpYzNTz0JAKjJytvaLAc4BrLVL37xi/jiF78Y+He33nprw59deOGF+NGPftTw59u2bcN9993X8OcjIyP43//7f6/8QI9jdKXVpkYQdd2AIjsPLRl4HLJqX6l7BmbTIp97QPa4NQagVVBxyPoYRRkyTSvdF54yhJ8/P479UzmbySmU6/jbB1/HQHcC52zzypHpx6pQruPgdB4b13Qw7zsIj708aRsZtEseC1ZlmFbxZUnE+dsH8dgrU2QkQJth5FHhDhrXD3fgly9Nolipt5XYtsKyNeOxywooBEEITCIoaKLTnY5hqCeJfRM5CHCcPFsxl60c+SjSSTVw7EJd01Gtkf/bfXgZJ6/rDtz+wScPYt1QBqdtDO5bfX73LDpTKm67aivef8WmBpOomI99o2YaNvMoOwwUNRRgMe5wO9udv30QP3riIJ57YxZXn9u+H65Wb/2hDkpidcPAfLbS8B4FIa7KAcljOObRMRtyrt3e8SxkSfCYlADEbRUgM+ee3TWDLaOddkBbqYebYUcLPZmEgkxSsd/JIJSshDaMYU6QeqNSc4xS3L/RnY4hkyLnkivVMOhL0OesfuDt67sx3JvEy3vncdU55D7XNWKyxcI2UJSrGuLWcahNDHPos9JsdMCAh22XPUm/G3VNx8v7FiAIwORCEZpu2G7EgtCKPath62jzfkeAJGImCKtHk1l6LnFVxg0XrsNLe+fx7y9P4epz10LTSSGHJgm2QVSb9840TRyczuPsk/o9fy43SZ6CQBnSXh/zGEbtU63rUFXnnaXmYrlC8LWj3/yxwTTGLVmgn20NtdZoNHkkx3xoOg/BtX/HMMf7W9lCDQPdpPf4jg+fi94Ox4kbAPZOZLFzP5HAUsa9FfMVZJhDi1HNDHPa9Y/JkghJFDyjOmJK+O+uGnDuTG6rAYY5ftfSZqDvbtXHPK4fDt/6Q9tjqDs0fYZDJY+u90YUBdQ0g5m9k33MIwtzKMs0eTQt5lFp6ebthyKLeHTjKfhwTMHQm29g9qRtzMd+0isvAiDJH2AyJb+CSgxzlN+6AZVqEpIYXjJ7IuLtawX0NkZClQPlUIAlpZMkz7/VdLNh+HYQilXNk3AIggBJFDyMDv1oNQsqanUdk5ZhQRTmcXqxhHRCwfohYqvtnhH3r88cQqWmB+67WHGCy1etDxgLNN3AQ08f8sxYWshW8NqBRVy2Yw06kkrb5NF2EnRVCi86dRh1zcDzuxvZ0tVCqeokppecPgxNN/DUq42D3VlAmccuVxAbjzUfRE3HdHRlYvaIi5Q1I5JsS44v6Llt5chHkVClwG0LZed4ntwZzPDWNR0PPH4AT78WfE2qNR079y3grJP6IYoC4qrckHjHfQOUaXDozHkkxz424Fj+h5WtmqZpMSfkt4Z7UxgbTOOZ18NJV9vJfh37euc4FnJV6IaJgRB9hHFVQrWpbDUc8+i+d3snslg/1NEgaaIJzHceeRPz2QpuvGi9yyk2XAHMLuAkFWSSakvmkRYjEm2KOq1GdSSs5Nktfe1yMY+5AMfVBYt57OtM4IzNfdh9eNk+lvG5AnTDxFK+2vLYKSbmi3j8FfLcl2uOAqGZbLXaJKijz7s7eUzEpKZFwtcOLKFa03HB9iFouonpxRJml8pQFRED3clA2aphku9QkBmMG72W4Ytbuup+3jaNdGLraCceee4wNN3wjGMAYDMO7eY8LuQqKFY0rBvyFhqbuY0GYT5bgSgIdpHDmfPXelvdMKDppmfNS8ZkyJLYVra6eaTL/n2/bDWcRJ5s2+diHjvSqn3szc5hueCMblo7kEbSemb6OxOQJQGPPH/ELrrR70Qo5tHlBxDEvlGEYR4Ba+aua1RHTA0f5qo+1tmw3J7lkJ4FgiBAlgRP8cBfJGiGoO8FGf3FIlv1qsVqVmtFuxEngLNWV2u67ZbKnjx6mccYg2miIon41fqTMPvhD2L/bR/AcjLDlnxa+9aefhlDBw6wOaWCPKOb9uwCANQVcs1ZfkNQFGvOI2n5CWNwdCLj7X12b1MkYnLT4deEeXRuK2VanguQevpRLNcb2DFRFOyFyDBMm01sFlRQe/dtY10olOtt51b5Mb1YwlAvGc6+YbjDtvnPFqr4xfPjAJx5lG5QCZokCth5gD153D+Zw32P7sN3XQ6Pj70yCQB4x2nD6O9O2IxBM7hZD4oNwxkM9ybx6IsTTLPqwoLO+6If4rHBDNYNZfDvL0+uaH80+KPVaKCRgdJ0ww4OPLLVHtIv5R5s3Ip5pB8qpUWVj45C8Ac0NMDuTKl4fvdcYJJxZLZoDYwPDqx27l9ATTNwztb+wL8HSFDjPnd/RZcmaGsHnd6psLJVTTdgmt4P9fnbB3FgKmeburRCO9lvEBMzazH8flYsCM1kq4LQ3gI+iHlcylc8/aQUaStI2n1kGZftWIOT1/e0lDsHIW+/gyoyCaVNzyM5pvY9j0JgD1u5ptlMiTsB7c7EbGlmUAI4l60gEZOQiss4fWMvdMPEG4dJ3+AhlzQ7zJzFnzx1EH/30C5MzBdRren29SLJY2MCYxdqfEHR+dsH8e6L1nuY5EQL5vGF3bNIxmSbGR+fLWBmqYSBriS6LKWGH8VyHabZeq4o4Jr16E4erXtFk4trL1iHhVwVz70xa7/ztoRTDvfe0Wu9btDL7LRiD+uajh89fsDe50K2jJ6OmM34BMkWgxCkthAEwVa5BCFXrEFVRIy51xjrnFvJPRv37ZWtFsp1dLucjAVBgGIZVVHUNQPFiub5HlCIooDBniSW8lX0d8UhiU57Q6vkRZZEdKZUT7HVPo+Ae2eEmPMIkCIafc7dvbBhQO8HPXc665Olf02WRFuZYhcJQhyDLJFiPV2nTdNEuaa1LW759w3AKz0NmcC5i4zNikztIIlkrYzEPEoiCokUykMDyHd0QZckpnunyCLe+eoz0N48iIrIti3dPw2Z6pZslWXOo6iSOY/1H/yMrMWM+z/RwJPHExDxmBSYPJrWPDTZJVsdG0xjTV+qKeviRsnX8wiQDwPtIZxdLttBc7OPFO2fuPDUIQDs7KN7OPuG4Qwm5osYnyvgX365H5pu4uyT+gMTEJpQnrKhxzbbCMILu+cCGUQa5D312gxe3b+A1w4u4idPHcKOLX3o60qgvyvR1oiGBq7uQcSCIODa88ZwcDqPp0MySSwoB0jvLj1jDcbnig09gj/4933YFXJe4nKxhlRcbtn3908/34OvfJfIPJbyVSRiMuKqbPfAuKV3iVY9j5oOWWpdHQ1KQgAnYb/y7FFU6zpeeLOxSEJ7cJsVXJ7fPYt0QsHWsa6m+4+rsicxpbImmjx2JMl8ui2jzm8oiggB7QO6asBMrPO2DQIg/Zzt0E72G2SYQyWGAwFJnB+xINlqlfT7hTHbAQgrRlGq6oFSURpEdmdieN/lm63twwfFgPM8pJMKMqlwzGM79lRqYphTrrp6HlWfbDXpyFb9mF8uo6+TGBVtGumEKou26czB6bwdxB2eaS972nOE9I8+/MwhAE4iHFOlwOSpmcR582gn3nPpRs+fxZsUKTXdwEt753HG5j6M9KcgiQKOzBUwu1TGYE8CnengBIgyZ+2Sx+5MDILgnWVsM4/W+Z2+qRfDvUk89NQhe180WFQCmPYgULOctQNeZ9NWzOOuQ8u4//EDeHEPGXMzn63Y/Y5k20bZYhBqNlvqvQ/Nrh1AvlEdSdXjJt4gWw1pzgXAc9zdPldZ1eeVQIuJXU3G5Qxb3+zzTh70FLfbJS9fvP0cXHue4zas0jUzoGhhhJCt0t/wGOYwBPGSKEAQnPtDi0Zhex7pv6X3n87WDXMM/taQSk2HabYvbnn37et59M0SbYW44qy1tTYFyeb7F6EbBlOvpb2tLKI3v4yuHzyIzAsvQQRCy4XpvgHANIGKKEc4dgHL6QykHSejsImshWzMo2wX7EuuVqK3K3jyeAIiGSPBnN8gZHapDNMkcigKQRBw4SmD2DOeDWX44pfryS7mcdxVCa80CcQPTueQSSo41ZqJyNL3WKpoyBVrdvK4cQ2ZtfN/3/MsHt85hUt3rMG6wQw03WzoxyhZstXztw/CNBHozFmuavj2/TvxixfGG/6OJn6daRV//69v4O4f7MRwbxL/8YaTARBpzmK+0jIoKDQJji4+fRjrhzL4/r/tDWVowAJbeucy7Lhg+yBURcS/vzxp/9nuw0t48MlDeCaki+fEXNGWj1H4XTdnl0o4MJXDfLaMpXzVDkAGuhIQBC/zSHtRAt1W60ZbU4OgJARwkoUzt/ShrzOOJwPkujSJbtYz+fK+BZy1tb/lOBX/uTvMIzmujpSKuz5+kW3wAhCrbrWJfNANP3MCEPZlsDvheeeaoZ3sN6gfanapjJgiee5RMzRzWw3TjyJLZBg2XS8M00SlyYe1JxPDjs19+N13b7cVECy9XAB5B1WZDN/OJBXkS3UPA2+apr1WlKoaVEVsGxjSPh43TNP09DyKooCYKiERkxFTJciSiFRcRj5AtupOOBRZxJbRTrxxyGEeN63pRG9HzDZFaYbFXAULuQpURcTTr5H32ul5JOYX/gSIhVFIqMGy1f2TORQrGs7a2g9ZErGmL4XDMwXMLZdJT1wq1iR5JH/WzjBHlkR0Z2L2zEjAZdBkPQ+iIOA3L9+EqYUS/uK+VwA4AbooCGTESxPZ6sxiCf/yy33495cnMdKXapBP02QnyPSGmtnss9op5rMVz9B0KaRstdl96EypyDbteSRmQwM9Xhdo93+DGDs/anUDkiggpkh2sbjHN+dV9nklLFv3syuAeQSI1B4Azj95EHFXi0G75KW3M+5Z9wRBsPrLg3sew8lWJZ9slSEBEASosmTfP/q9Z0ke3Q73fkl1O7h76+3iVhtTMjfo86e7mMewCZzbpZj1uJ39C9B1EzWNPGNM100SMbo4g+SuPRh+7EnEYu2Lk57tZRGa1TNZEmVm1lSWRNQECWat7rSCMDKn9CtBkkfOPHIcZ6DVbn+VkUo8/UYU528nLEYr5qtW16HpRqBslTKP43MFCAKpUvqDeIpD03msG8qgK60iEZMxuRA+eaSW4TR5PGVDN269ais+cv3J+MMPnonbrtpqB51+CaLNPK7vQSouY+e+Runqoek8TBOevkYKWhX/6Lu3YylfRTou41Pv32H3dQx0J2Ca8AQ0fhTKdcRUqSEYEQUBv33VViwXavjJU4cCtzVcLmcsCJLeJWIyzt02gKdfn7GNbH70xEEATpLdCou5CvYcWcZZPhmnX7ZKDUd27l8kyaPLcOHKM0c92ztV1SDDHL3tIm3fd9/xO2yGiotOHcKug0tY9N2jg1N563gb9z05X0K1puPUDT0t9+8PaPw9jwBlTLwfu5irCt4MzWSnqYTSlC31bG8dVzPZr93H4zqOmaUSBrrbj+kAmstWw5oZuLev1nSYCDapkSURn/zN0z2mR6osQhDC9Y0CQL5csxnMTEJtkCu/eWQZ/+Wbj2FyvohyVQtV1ZfFxp7HWp1Ijd2MYzImexicTLLR2Mw0Tcxly54C37Z13RifK2IxV8H4XAHrhzJYO5BpyzzScUnvvdQxeHL3PAJo6FWtMQSF8Vgj4ww4ctIRa87waH8au63xTIPdSXSmVVRresO7br+rbUZ1AI3jOio1HbLkDUbP3NKP//r+0+0kx+2u2KxoU6vr+LP/9Tz+9enDWDeYwYeuPanh3zhuq43b08Ru/2QWmm5gOV/13EvR8gloN6qjmXFRZ0pFronbat5y3swkFPv9oeumLIlQZbGp2Y533w4bR9Uh3R3hmEc6TsSPK88awUdv2o6R/pT1nQjHPAaB9JcH9zyGYh5lCdWIslUAHskuvY9sslXBIxsFwidhboVLWFm9f9+Ac9x1zWjaC++Hu+eyGsLELgiS5UxdjeDUKksCNFGCYZrQBJHJJRcg900XRRgmUBaiyVZ7lhdhvL4XtWVSuGORnsqSiNnefoib13lMDN+u4MnjCQha0fAHlgem8lBl0f6oU/R1JrB1tBNPvzbdtA+OGs74mUd3z+P4XBED3Ul0NHG+pGY564cyEAQBI30pTFrurKZptu3Bo06rNHmURBHvPHsU7zh9GNvWdUMUhabnTpOKVELG1rVd2D+Vgx8HLPliUAKVL9UQVyWcvL4H/9cHduDzt53tCQRpf8hcC+lqvlRrGhhtHunEBacM4qfPHglMJv7Xw2/grn96selvN4PDPHoXqusvWAcAuPsHr2DXwUVbFheUQNXqOv7uJ7vs5P3p12dgArjAkh5TxFXJwzjT39q5b4GYKbiu161Xb21w8gxy7QQsQ4F2vXNNeiYp85iKy7jo1CGYAJ5ySbTJM2n16QacO5XG9bcxjvEfe1gXu5gqtWUDmlV5kzHZYwTVDDXNgNrCFEGRiRTM3QM3u1QOJVkFmruthv04uo1X6LsX1nm4VdGB4l+fPoT/+55nYZomCqW6LRvvsBxP3dLVmSUyR/bFPXOhpUVBPY/0fOKu7VNxGT2ud6AjqTTIZvOlOmp1A31dDtNz8jpSuPj5C+PQDRPrhjIYG0xjerHUknHdM76MmCrhyrNH7DWfshQ08PLft3b9sW4kfO87BWUVKWu9diBtB8sDXQnXyAn/uXvH97RCX2e8QbYa5Ox76oZefP62s3HxaUOeomlMCZbtHprJo1TV8J9uPgWf/q0d2LSm0flVsec8BjGP5BwOzxQwvVjyzHh0tg+WObvRjHnsSKnIl+p2r50buVINmZQKQRDsnmF3cLtppBNvHGk/U9gd2NN75ZetKrLk6Xm03bebMI+d6Rgu2D4EQSDfaLvnsR5eNkkRJJM3TROT88VQYytiHsMcdsdQVRFRt+4PLRqFNcwBaM+jl3kMew3csxaDWlLa7lsM6HkMmYS5VR6sSa+9f0m03FbDJ62eba1RHbogsCf9kghNlKErMp5fdxJz0UKRRTy76RQArsSdod9UkgSkczmgXg9dmDyRwZPHExAO++ZLHqfJWIsg+d0Fpw5haqGEr937Mn727GHbYIaCsnH+l0XyMY+j/amGJIKCmuWst9zr1vQlMblQhGma+Iv7XsH/+JedLc9reqEEQWgdyNvn7gsmS1UNMVWCJIoY6E5gPltpSFapc2tQEuEOOk9Z34Men2TTTh5bSH/z5bqn39GPbWPd0HTDM+yZ4uB0HnvHs7abLQBMzBVwaDqPqYVi09mVpSaL3HBvCh9993YcmMrjG/e9Qnr61nYFJs5H5gp4fOcU/uGhN2CaJp56dRqbRzobnDj9DFTZemZ2HVpCtlBrCED8iMeC5UiL+WrTXhpn22DGuVCq2y6FA91JbBntxJOvOkUS+kwO9yZRruoNzwR1vuz1BYB++GdgaWGTR0Vq24fU7EOdjMuByX7Q9q2CE0EQoLp64AzDtCWGYRBXGyWQYWWrZHvHeKVZsaMV2l3D8bkCJuaLODJbsNwJLebRNq1x3jf6/L+ybyH0Bz6o5zGoX/LWq7bivZdtsv//TEptMOyxixUutmrdUBqJmIxHXySDqdcPd2BsMAPThGc98GPPeBab13RAEkVceeYI2WfC6xLoTz6bMV5BiMfkQIVJrliDIov2uY+6egbJKAcreSw0Js4AWq6RFD0dcSzlq3ZrRiume7Q/jf94w3ZP4bPZqJJ9E+QbsGVtV9N9t+p5pMmjbpj41Zuk79GfPMpNRru4QRU5/m070zGYQMM3wjRN5Et128WXGl25JZmnbOjBxFzRdspuBvcIBprI9zQkjz7msViFILSXHANeQ7+axs5ABSkd9k3kMLNUxvnbh5ps5UC1CgcGdbFmZh6dxFkzaM8jg3xSEu1ik10YDOn4GncVG2mMw7JW2nMereIDLSyGAS04VWvRZauUdY1y3xXXqA4NApPcmG4/3dWL8pmnwYhomCNY5nV5Q4BoFS5ZtlcrFSAR58wjx/GJIOmmbhg4PJ1vOhPo4lOHcO35Y1jIVvDP/2cvfv68t++v1Ix5FATb0XNuqYzRfhLoBAUVtLeMVoDX9KWRL9Xx0NOH8Mq+Bby0d77lAPvpxRL6OxMtA3IqE2uQrVacQLCvM4G6ZjRUvqmsN5B5bDO8ujOtQpFFzLZIHgulusc5zg/aX+KXzZqmaQ8OpyM2Xju4iDvueRZ/8g/P4Y/+5hnc9d1fBcpt6bkELVRnbu3HLe/YgLpm4Nrzx9CdiQUmI7Qva/eRZfzTL/ZgYr5oGx65QRkoyiKXqhqGe5OoWh/q7kzrBKwZgzS/XPYwMUFINikauGWKAHCRVSShzyL978nrusnsKF9AOJ+tIKZKDUZRQccOOEyOLVsNkTy2l60GB/TJmGwn6K1AqvttjkN25LMLuYotMQyDoAHkJJgPyTy67nvJTh7Df5RjqtySgaPs7M79C6SAY73HtPfYzf6VquR67p3IYj5bCc88+oo39Dlwy1ZPGuvGOhf7lUmqDW7T8/aYDlefnCjipLVdqNR0pOIy+jvjtqNms77HUkXD+GzBNmi6bMcIPv3+M+ztbAma7323mZAQrEBCJb1f/sQ5WyTGLVTyvLaf7FORRXRlYra0sZF5dAo97ZBOKFZ/rGMewhLIxRSp4V0HgP1TOfR1xlv2+rZyW80WqvZcQzpKx194UmQxsF/SjX0TWaTijrkYhc3a+hLvUlWDbpg287amLwVZ8rIz29cTufeug63Zx2rNKTbR5LGrTfK4nK+hM6WGko3GVcmOD2oMskl7e6UxeXx85xRURWyYyRkEKjulLt4szw1A1sqV9DzKAT2PYa8BGYsUvdAm2z2PEQxzXE63LAoFNySRJM71CIyzJArQLNlpHezMoyyJmOvoRrVcQ08hG6HnUcD2if0wTRNFzUQyztZzKUsivnv9+6D8/m1kjBNPHjmONwSxb5PzJdQ0AxuGOwK3UWQJ779iM/78oxcgnVCQ9cmpaGKSSjQyj7o1osMECPPYZN7fxFzB0/ezpo98GH/wy/1YP5SBKAj491cmG7ajmM+W0d+GDWnGuhYrzpiRIJYwW6hiIUcqsoEJVKnW0gVQFAT0d7Ue19FuJhPtn/Qnr8WKhnJVhwAiGdUNE//y6D70dsTwB+85Db915Wbsn8rhy//4q4Z+vnYfmHdfvB6fu/UsXHveGJIxOTBxpn1Zg90J/Pz5cUiigHMDhsfHXewbCSqJ+y2tyna3Yw8D5Ei1uo7lQq29bJS6rfrunZtpAoBztw1ClkQ8Yc18pAZOI1aA639uFnLEvKSta6hv/hgNLtoFFWFkq82Yx4TFPLaTe9c0vW1worpGN1DX4KBxGUEIGpfBxDy6ik1OH0979snePiCYdIOuXTv3L3oUBPRdzLucl2miaZrkOoRLHht7HishkuCOpIJi2StBpGuSv1hC+zzHBonkv7cjjlRcbtr3uG8yCxPEJRUg7QWnbuxtO2OUxUXRfud8v5Er1TzS046UikxSwUBXAqIguJhHLwOWL7deY91I2Wtl3T6GsMUKoFFiT7F/MouNa4K/kRQ28xhguJMt1rB2II2+zjimFkqeGY8U/jl/Qdg7kcOmkc4Gqbkj+fVeO1qEyFh/f9U5o/jCh872FK/GBjNIxWW81sZR280KDfemkIhJDWu3v+dxuVhFZ5v1nYIoDVbW8+iOL6p1Hc+9MYNzThoI9b6qsuQxfWGe96eIdr+rHqnn0SVbZXBbBbyGObaqiIV5FL1uv0yGOa7RUiwKBc/+LXOxaohvkh+CIGBqYBi73vsb+OXl10TqVU1Xyog9+xKS1TI78ymJUDQyTshNRoQFbW+o1oymff1vJ/Dk8QQE7f9yB8KUVWuWPLqRSpCgxg2nF6mx59EwTFs+NdqfRkKVA2fmTc4XsaY/ZQcwaywHNkkS8dGbTsEZm3vxxM7ppv0gi7kqejtaf6Ca9jy6JGj9VmA270r0DlimKWOD6SY9j/W2gU1/Z7ytbLXVbzRjHikbce7JA1jKV/G3D+zEwek8brp4A87c2o9rzhvDp96/A0v5Cv72wdc927ZrqhcFAVvXdkEUBSTjRE7kT0YoM/PRm06BJAo4fVNvoLTM7XhK99udidvsR1vZaoAciRoQuWV8QUi49u2GO1kAiNTzrK19eOb1GRyYyuHQdB7rhzqaPjfz2UqDq2zgsfsC6dA9j4pkBxDNYAc5vmQsGZMtZ+H2M+PaMo8uBpRe8zDnDTjsWjVq8ugK5IPcgUNt3yJ5pO/z3vEsSlXNJVu1xmW4GLBSRUNfZ9x+ZsJ84KkBivu9oQlpq+0zSRUmgELZeebmsxWkE0pDInSyxRpR1YYgCFg7kG7KPO4ZX4YoCE0TIccwx5c8Mrgg2kUD3zuTLdQ8zB1x9B6yWaF0QoEoCIHMYxjZI+BeK8m+WZnHVFxp6BdeylexmKsG9jm6IVpOpEFFxmyxhs5UDJtGyG+4ZzxSuJOHIBQrdUzOF7F5pPE4mjGPVMZKZatxVbbbQ+zjFgScvL4Hrx9cbFlwqrn6AC89Yxhf/uiFDQmWIokew6BsoYauEL2qgLfHOVrPo1em/uKbcyhXdVx82nC47S2TskpE6SVJPlfgthpkmBN2rVSCmEc26SQQzTBHlohUs7IS2aplLhbGQT0IQlxFrqcXOTnGLFuVJQE7Du2GrhsQzHCzNT3byyLuvfBqGJ/+jyR5ZOh3JPsnY0qi9EueiODJ4wmIIPbt4FQOiZgcqo8pHZcbkseiy3jEDUkU7f6OjpSK/q5EIPNomoSdHOlz+l+6MzFsGe3Eb125GUM9SVxyxhrkijW8vLfRCZXKTP29hmHOHaAzKklASCVh7kRv/1QOoiBg21g3ylXNM+aE9pO0C2z6uxOYXS4Hfpjrmo5qTW/Zz5P0BUQUNMl919lrEVclPPj4AQz2JHHRaY509OR13Thra3+DbLZcJZXFMB+3ZEy2m9ndyBXriKsSNgx34DMfPBO3Xd3oQAh4Z+65q6LEsl9o2zdILNy9506Z3HbMoyKTUR/+7YlM0XvNr7Hmhv3Z/3oe43NFrBvK2Mm1PyBc8M1pawY/k2Mnj+2Yx1Cy1WY9j0rgMQdt3y5Ac7tPFl2zEMMgmHlkkK26XDujOAj6g0k/ihUNa/pS9jtNz0tVJMRUydM/VqyQYsNpG3tCH4ctBXNJV/eOZ6HKZExFM1B2zp28zi+X7eKWGyN9Kbz/is243OpdBIDRgXTTObl7x7NYO5hueg9U2zDHJ1uttX9WKOwWgTbMIwB84J1bcMslZDaaKAjoSCmBCVCYfkeAFDgBoGAzjxpTMJlKKA2zfvdPEnfadswjAKQTcsP2lZqGak1HZ1q1fyOoAOPueQsC7bsMSh47mpgN2cxjm3f2lPXdWC7UMLnQvD2EGJSRaymJYqCBkaJIDW6rYZnHhCqjVjdgGGSkFjvz6FWoPLFzCr0dcZzUYg6vG6olWa7R2aAReudo4mwnjyHkuhTunlfq+sritupeKwWBLYGjKiC6VrEY5tAxKdUVzHmULPaNMJ7soyoy9SrO+pt7sGbvm5F6VQHSp2qIUqRRHaVYAtrQAEouJVtY0HOP8o07EcGTxxMQQT2PB6bytjS0HVIJBYUA6aSAxkq6JAqYXCjhlX0LuPLMEeJ4qjYyIvlSnQRxvU4wJQgCPn/b2Xjn2aMAgNM29qA7E/PMH6RYyodjQxzJbuOoDvp3iiyhOxPzJI8HpnIY6U+hO0MMCdxDiKvWmJJ2FvL9XQlUa7pHBkdhm0G0ZB6DZavURGNNXxLnnETkore8Y0NDRTudUOxZkkHn3Q6JeHACRYdPA8DWtV1NGUQ3E+HutbzirBF86fcuaBsYBslWm8n4/KCum+7k0TTNQKnwhuEO3PXxi/DeyzZiuDeJM7f02UG2e/tSRUOpqrVNesmxe5mc0D2PDG6r/iCLFnLajVep1XXE2jKgTs9joVyHLIlMAQ3gJCKaTiTLLMxjuaHnkVGC2OQamqaJYrmO0zf22r/pfg4zCQX5spd5TMVlnLaplxxHiADB30cEAG8cXsbm0c6WRRu6nhRcLQKL+WrDTD2APN/Xnj/mKaJ0plRUXfI7N6YWS3avYRBiAQk/QCSLYRmBoEKdYZhkvWjDQnWmG2c9Fphkq1ahreyWrYYPBtNW8ugu9O2fzEGWBIwNBvsCePYfkHy6XWYpexlUeHL3vAVh7wRhjYNUQqpCZoVGdardvp4URYLmHFPUQsw+VCRv31+uVG/qtOqHo9LQUI3APLrfd9M0sftIFmdt7Q8V2wAk4anVDfs3WPfvluzSXmeJseeRFg9oAhv2nYupJPE1DBPlio6EytZ31zDnkbHnNGYZTUWV/MqSaBsVsSaeANBRKwOajvUH9kYy63n8pB2Y3HYyJrv62N1WbdbWQKmqNajw2u5fFO1tAS5b5TgOEVMlCHA+6nVNx/hcIZRkFSAf5iDZaiImNyzQoihgZrEEWRLsqnhQz+WEVSFvVYmXRBEXbB/EqwcWPAOIAdj9iO2YR1kSochiIPPorhT1d8YxZyVlpmniwGQOG4Y7HAbKJR0Nk/gBrR1XaaDRKgGNqxJEQWiQrc5ly0jGZCTjCt598Xrcfv3JOPfkxp7DdEJBTTM8wSSLJXTQuQPUAr79QpmIBTCPcdnuB20H2sviDujms2UoshhqWD1x8XPOvVYnvZdB9y0Rk3HDhevxpd+7wHPf3UUDKt/sayOZpccONPY8hpKttksea8HV6WZsacP2IQI0d88jcQUOH5T4E5EKY0WfMhFE0qNDEoXQfTh0P/55hRTkd01kkgpOsaSf7newI6Ui75OtJuIKTt3Qi1RcxnBPe9Mgv4NhoVzH+FwBJ411t9rMfi7dxaZCG2m7G1QJ4V+ra3Ud2UKtZcGl2ZxHlmCejv1ws5ckIUPb97UzpXr69mihJyzz6O8PZ+15TCWIysKdPO+bJG7kYZ69dEBrB2VSO9MqxgbTyCSVwES0nWyVssbNEjhy7XzMY0in2v6uBAa6Ei1Nc8KMRlIVJ4GirGc7R2wKp61Gj+y2Wq0RE7ZKjRR227VEeI5dJrMC6XeOfV6gI1vVI8lWo4/qsIuUdR3lGrtjpzPnkcpm27c0uEHNyciojebjn5qB9lyWqhpzzyMAxASyVkQxzFFkEcV4Eq+ffR5MUWSXvdJeZ91AMWLPo2k66zVPHjmOO4iCgLirr2B8rgjdMD1zrlohlVAaEphiNZimp4vBBduH7KpnUC/MZIjkESAW46bZaEW+aPdhtf9I+OePGabZkEQRcxuS5M0ulVGqatgwnAmUAroHzbdCn5XYLuYardBpgNjqNwSB9B0GyVZpIDjQlcD73rk1cNEOCiZZmMdkE+YxV3Qs4FvBLV+0e2QZGSTThMcFcX45nGENQOWPrvtmMUphAtJEQCIW5HzZ6tgB9p5HVZFQqzWOCHGjVjegyGKDk2EiLPOotbejJ1IuR7YaNogH3L2uViBvj6kId+/drC21MGeppseU4PmggHfE0Bmb+wAA3a4CVCah+EZ11JGKy0gnFPzFJy9pmEUaBH8f0e7DywCAbW1kdP5RIQZNoEL2/dF75F8rw8wmbWWYEzaoC3K2pklNW+bRlwCRJMAMLZV294ebptlyVEcQ0tY6T9dK3TBwcDqHjSELrOkA5jFnM48xyJKIOz92oa2qccPd8+aHbhjYP5ULlKxSdKZU5HxmQ7lSDal4OKfatQPplr35YfoQqWMp4GJcGZnHclVDvW4wyxfjrh5r57safr2i50bfG5aiA9letIvb9J1nGdUhuQyTqvXwPcaAt1AXZdyDKAgQrOPWdAOGaTIV6mKKaI/qYGUdAWetLFe1SD2Pxa4uGCbw8pqN7KM6rH3Td559zqSTeFOFCtv2ZP/UgJClV/VEBE8eT1DEVWeWEk28ws5tS8cVlKu65wNXqmh2n4kbNKB91znOR9Ld+0YxuVBEIia1lbZQViDnc3ul59Bu3ANAPk7uJKBS1WHC26Dc15XAcr6KumZg12FShd0y2uUkUBV38hiunySoh8n/G+2C8lRcbmD+5rPltoYxZNvGYJIkzeEWKepw6U9GiNMsS/KoNZ0v2Qpu5pJibrkcirUESNHAzTiHYXv9+y57ksfwxjEx3zNf1wwIcIorzRBXJZhA4NgAimazyBzmsfW4jjB9LTHX3DsWBgholOyyMo/uGZ2lCMOTaR9OUALuHjF04alDuOPD52DIxSZmkqodgJqmSSrK1jMbZuwA4PQ7URZi9+ElqLLYVulBgw/6nBYt1i5sIGwnj2XvekMTg6jJI8vMOcCrMMm5pJut0JmOIVes2fNp6TUI+9ypigRVFlEsa6hpZPYaq2wVcHomJ+aKqNUNbByJnjzS+Yn03BMxOfAZUmSpqWx1fJYcR8vkMd3IPOaL7aXCFGS+aOM3iiLM7EP3qA563qzMY75Ugwl25s89rD7sd9UNuhbSa8DKfKruOY/WfWSRrSquubCscybdrt4s33YKQRDIXFrDsO8fSxIVt5Qy5LjZ0wOq0ohilAQARjKBn7zvVhwYHI3EPAJOQTGK2yoAlCsaNN2I0PNItqfxGe955DgukYw5g7dzIavBFDRJdCdgxXI9sNKyxuoZc8tzgpwrp+aLWNOXassoUKtxfzV9IVdFR0oNVSVzG3CQ82h8Wfu74jBBpImvH1hEdyaG4d5koBSwEII1BMgHTIB3bhxFrhguOCKsr7dvbz5badvzR47PGxABYKpOBjGPBh0+HUK26i4aRGkK90s/AWAuWwmVOAONQ8sLIeXG7n27n9mFbAWqLIYK5t1yIoBIWxRZbPu82/LBFtLVWpMPNWXJy217Htv3tRDjHkd2yZY8ehNnO3kMGdi473uUanqrBNweMWTJp/0JXSapkCDWNG2Jq3+WbTvIrl4YIFy/I90uGZPt59RROISVrdKeySbMYwvGXLTYjkDZaljmMUDqHfZb05lSicLEWludQk+4bxTgKGSqdrGCRbZKmUdy/tSYa7intTKGIp1QUKpodvILEAZOFIS26w217A/C3gli2tMqeewIkq0WwxX4ADIiplCqe46dQtPJO9AusFZlyWaulgvhCgYUtFhEx4Exz3l0sW9hVUFuxOSVM4+ObJWdeZT9ySND0cNvShdF+ihLAnTLtAZgS6Ic2WpE5tFVTInS86hIou1OzZq8Utlp0d6evV8TcJh25p5H6xmhzx2XrXIcl3DLVrPFGgSED0r8ZgQArIp84/a3X7sNv/+e0zx/FmRaMzlf9JjlNENHgH0+QJjHMJJVoJGBChozQqvyM4sl7Dq0hO3ru23ZqHsbwBXUtQmoRZEEDrlSIxP08t559HfF296DpK/fNFusoa4ZofrubAdCtwyPJXmMNZ57qUKcZ8MEdU4PFJGtyhJr75o3GC1W6ihXtVCJM2AVDdxyYwY2QxSJ4U7Jlzz2hpTMqrIIQfD2PIY592YjE9xoJhGiVed2PY+kryi82ypr8kidbp3kkU226l4vyPMaLZgMuobFgHffjUxStRzwvA7BLLB7HnUiO50I0e/o7N8x7GFNoGzZq48Bm1suQ5WDXTLdiCliMPPIMHMO8BZ7bNlqm2DeGTlBWCubeWSQH1KJv/O8sbmtuvdLWaiw0stUQoEJ77uXLdbQkVLa9oHJcvOexyOzeaQTCnpafOu60jEyLsF173Kluv3tbAdnREzjd4qyUWGYRwDQNAPZQhUCwhenKfNIC6pKhJ5HgDx3BcaCC+AkLbTIy97zSExfiDEYdVtlM8ypa263UwbDmgCJPyto8lqLwDzSNSOK0RHgZWij9DzKkmgXBCPLVm3mMVrPI41N2XsereeuXGPu6z8R8fY+u7cxEi7Zaq5URyqhNLhzNkPaV5UFnF6gIPiDa3/PY75UQ65Ub9vvCDT2AVEs5CptzXIoiHFKUPLokq1aydgLu+dQrGg4xXKhC2Lf8qUaZEkIFZx0pNTAxPeNQ0u48JShtolIKq54krd5e1RFCObRFxABlmw1pLwiqO/PGT4dnn2jslXW3jU/82g7rYZkHhtkq4xV6YSLrQeA+VwllNMq4Li9umWrcpjk0cdYBqHqmrvmhiJLUGSxZc+jbhDn0zBzHusaMa0pljWmIB7wDu4us8pWfcwja0U3pjQmMRRu5jEIGdu0pubpj2QBXVc13cCbR5Zhon2/I0U66fRchpXHUyRjMgShkXmcWy6jryvR9t1TlcaRSiwuiKLtcOxlHmVJbFsA6LIMTihrVQhZoHMjFSemNZUIzGPat1bSBIhZMuxSmZD5lu0LnO5RDX5MzBUx2t9aoUMT72WX4VC+VLNVO+1gt1cEKGTCGrjQwLemGVguEJfcsH179D5Rw6QYK/PoKrjRwstKeh7Z3VbJv69rhu22GoV5pCPA0okI6py6jnJVj5Q8+kdGsBRdYqpbthol+XMxjxGSJ1kW7eJ6lDmNgBMPsiZvio95ZO15pC0s+VKdOTY6EcGTxxMUbufJHEM/BNA4Q8vfCxRm34ATRIY1ywHIQiZLouejbJomFnPV8EPLfa6bQYxCZ5pIYJ/dNQPAsTCnJhB+t9VMUg31snckG/tJnn59BiaAC08dCt7IBVJNd/Y9Z5m29IZiHr09VJo1jDfsB0aRRaiy6JFB2hbwIRIwSSROt4R5rDNX5vzyR5bEGWiUrebLdQhC+Aph0ld0WMhWbBOkUPt3jRqp1vVQQRGterdOHpt/qJO+/l4/qLyqXZWXJgzZQg2GadqGImHhTpwrjEFJwsU4l1fAPAaZ5tACWFC/NuAtVrn7I1ngnp22dzwLJUS/o73/hGq/r6wSPFEUkIo39t7NLVdaSlYpYkrjfMyaxsYoJGKyp+cxW6yhM9V+raS977RfjrKnze5TEFLWWsnaY0u3BRx1DZF9rqzAmi1WQzGX7jEXbpimifH5Ikb6mo9YAZzeQuruWtd0FCsaOhlkq0Bwb74tZWwTWNPAu24xj2FnPAJOW0uuEK3nMO6KL/IltrFCgHNutCjM4pQKeBNner1YEhHFtV4sF6qhe0WBlUv8ASId1XXD6VVlcKqlawaLQsEN9/sVhblUJMeoiXX/oiBAEgWYIM8cq1MsXefpexNmjJMbiuu5Yy1QnojgyeMJikRMcjGPtdCSFqDxw1qt69CN8AGlEwyS/dOBxCMhkkfBGiDtTsCKFQ3Vuo6ekItcGOZRFAT0dcZR0wysHUjbybUoCkjEpAbmMWxFPJNUPNb/pmniqVensXmkE4Pd7W3/KfNIB5rPL4d3/JREbw8VvQYsH5hEXPYYsFAJbpjkEXCSiBID4+neFnCSgDDGH24kYjKpButO714qroQ2Pkm4ErFKTUOhXA/NPALeYHw5Xw0192wlslWAPNOtmEca3LSTZtHjoE7BLEE8QBLnRsMcNrfVcsSAqBV7W6rWbYYsCLSXN1+Kzjy6ex7nsmX0dcZDB6Rpq+eSHgPAZv6RcW0PkPVmLhvOZCrmY+oBNtkqYL3vbqVCiBmPAGyGbtmWrdZIoYfh2qfiSmTZKmVHbeaxWENHCNaQws9c0t8I0/fn7nlzYyFXQbWmY6S/9XfSn3gvWUlY2HEVtDgRzDyGC8xVO3nUsVyohZb7Ai7m0do/q9uqe80kZm4KE4tD19JcsR4pAbLP3RqJo8oi05pFGTDNSuC6GZLHmIs11Q0zkmMnMcwxsZQnzw/T/tWVGeZ4mMcVbx+B+bSufVTJLOA8t6xFRpo4U+bx7Q6ePJ6gcFeEozKPtF8oKPlqBVUh/V9u5jGmSuE/bgnVI1ulTqvhZauk35O6LzZz/qQBFpWsUiRjsod9Y5m91pFSPT2Ph2cKmJgvhmIdAZK4m3AS77lsBR0pNfRHLu3qoYpiWpOMeZMRR7bKkjxqKEeYg+R3b5zLVpBOKKEX2oQv+SyUwg8dB6w+YeuaLWTDz3i0t3exb0v5qmckRDOEka02M8wB2jOPVdrX0jYYJH9PZ1uyXDfAK1tlDeZtJqGioVLVV8xYu0EVE82CS9pf6GYe2ZNHp+dxKV8NXeQi+3eG1efLdcRViYnF8Lt+FsrEQKYvRPLYnY7ZzzkF6/BuN9sOUOlmCPZNFpFOKB7ZajrRvl/QjVQiOvMI0OTTSR5ZEiB/z6RhmMiF/A1ZDh7VMTFHFDrtkkfK8tFrt0yTgJCeADQWyBcbex5roWWrjnRzuVhFF0PiLYpkRh/9trAmIf6eR9a1ypatlmvR2C/FYR4X8xV0Z2JMyStNQoplDeWqzsT80bWO3vMojp20eLHsmksaev+KZEtej0nPo2ttZH3fAUd6Gi3x9fU8RvxO5EvsqqwTETx5PEHhHrzNmjwmaC8NtZBnlHOR/i/HvGRqoYg1vcnQC2wm5a2mUzYkLAuUiMkwTScgpxLUhI8JoS6e2zd4zS2ScaVhzmPY2WsdSZXMr7LmQD312jRkScC5IebFkX3T+WVk//PL5VASNIqMa3g1dSVjqZAl43ID6yoAofsyyH23jE+YpY9ew5z55XIoxpXCP26jUK4zMWhu2ao9poNh/3RYvWmaWMxXQxVLwrittpKtJkIzj23cVlXKPJLzZmceXbLVmg5ZEhl6oMi+lwvEup/ZbbUFe9vMJZrC7nks1SLLVmlApBsGKRqEGCfk7J8Y9lRqeqRAOJ1QPIY5cwxS756OmGfeH+2PZWFjEi5jNoAyj+HOoSsds4PgPKNJE0DuU61uRHbNTCUUe43MFmqh1RWAMyfSlhxbY1bC9DySUQ1mw2iZCau9o51Ch85zpGZDi/nwY6wAssaLgmAzj3XNwI+eOGDLEYH2wTUtcFTrJL7oyoS/dgAp1NHeMdYkxOO2Wq4zOa0CQIzKTutGpAQk5kqcw67zbtAEhs4RDqNQsfdtjdFZsu59dNkqKXR1MPSqAl7mM1LPo7hC5tB1rFH2T5/blbCW2RUa5mh6+FaiExk8eTxBQR/OXJFUZsPaaANE0umuypYiyLncQQXLrD7A6ht0VUUXWJlH3/Bqat7ily+eNNaFwe4Eto52ef7cz77ly+Flqx2+USP7J3PYuKYzdGBEA1e6fzKmI/y1S7mCyXm7XzJ8MJuMeQ17WM2WKANVijCDKsgwh+Xc42pj8shiwJFw9UzO28wje89jvlyHphtsyWMr2WpNh9okyCHPavM5j3bPY4g5j4DzrrEG8jEXA1Wp6cwSQkUW7SA4qmw1iHksNXGJplAVCTFFQr5Ud2SrzEGBM7tsucAWTDqzGuuh56m6kUmqHsMc+s6HGW/T0xFHsVy335ew/bFuJFTHZMowTORL4eWfXRnVll4WGd9VwGmvoAWPsKNhKNIu1peVeUzEJEii4DCXvhmPreAEkb7kca6A7kysrWGUIAjoSjvXjlV+KAqCp0C7+/AS7n/sAF7eN2/LVsMa5izmKqGTZjfiqmwzn6zGKW7HUZaWEgr3ua2EeazWdSzl2IpFgHP/aaGHpeeR+gosWQX1eIQkhM55ZO23BJxrrxtsRSb3vu3fijiqgyJqz2T0bS3m0JI7s/bKuiW3UeTGJxp48niCgn5IZxZJvyFLVRWwzAgiMo+AE1TohoHFXJU5eaSz1wDygZKlcPP2APewecv9sYmE8pxtA/jyxy5sWEioBTxAqovlqs48e41WdeeWyxjoZkj+6ODwCklAyLWLxjxGSYAamEdG1pomUOSas33URVGAalmBGwaZb8ly7v75oqxshrtXlo47YCm6xFQJFSugABBKvujIVoPdFwEij2pqmONjyRu2tQ0wwslWKcvPmjy6ZauLuQpzNT6uSva+o8qdg9jbYkVr64pH+wZLFWLWE7ZHloLa9C9kSSAdVj4IOKMpCqU6MeZivO6ZpJMAAS6H4pDMIwAsWslHWNbJDfdIKId9C/fOdKVjHsOcsOoOCsqO04IHK4uUttbKcpUM/WZ51wVBQCoue3omgXASQMXV8+bGxHyxrWSVojOt2rLDpXwVMVViCkjdBVr6zMxnK6hp4ZQKNOGj27KwZwBpMaB9/QpjIC+JxNiNznlkdYZ2F9LiEZIIulbW6jqWC9WWY1WCIMtkfXGYR/a1kjKP0WSrhHlcLlSZJLOA97lYac8ia68r2X5lslXKHkZziiXbGqYZyfDGnThz5pHjuAVl32aWSPIYtmeNwj2sniYjLC8MDSqWclXohsmUwGSSCmqaYQeDC7kKejKx0P0wCd/8OxanWIDKF33Dq8PKVqkNerGGal1HtlhjSpzdzONCtgLDNEMZ7djbu5nH5TJTzyAQ0PPIaLYUV4kJRU0zmN3IAKvoUNOxmKtAN9jO3e3ya5om6aNiOPaEKtmGO5QtZx01UqnpDhMQoiLtMI/BCaBhmKi3Sh6t++WXwFHQYLBdpZUmsQu5CkRBYJeOumSrs8tlDDA88wC571GZRz9j7Uax0l66nEmSPmXClkezvgecQLqHSbZK5Y81K4Fil63qhukqelTQkVRCSTipezVl7sL2x7pBRkI5rt5A+Hl/3ekYssUadMOwex5ZQNfKxVzVmjXKFq6kLadaO/GL8I10Rn3Q5DHcqA4AnnEdhmFicr6E0TZOqxRdqZiHeexh7LvrcBktUQZsbrlsKyDaJQaKL3lkcVsFvO94jJF5BMh6VbDGtLCy9e5CGuusQMA593nrGxVVthqFeQTIN4PKvVcy55GYukVjHulxsMLrthplVIfzjEeSrdrMY7QxIRRRkkd34sx7HjmOW9DAfWbRWtxZP4wuC/iozGO5qmOOsl8MwaR/1uNinq265++dYw0KEy72jXX2GmV4c8W67ZTKwp45PY91zCyR7VmYy0yS9AHV6jrms+HnFLr3X646yUiuxNZTElclO3mKskBSBmvGunaDDOduM85VDZUacQgOO3DdvX2pqmGWUWoNOG6rS3YPUrhAUhKFpsxjtU3PYjIuQzdM2768cftwslXVJUNLJWRmG3PKOBuGycy2k+0lLOctC/QIvSSiILSQrYZnHllnTNL9A+7kkc0wByBrXZ7xXQO8sld6DGHXWn/yWKuFY53ciMfI+2qappM8hlwruzIxmCZZKwsReh7pfV3IVSKxEKkEWefpesX6jUwnFFsyTGcWhhmXYTOPrnd2drkMTTdCjbMCSMKRdTGPrElAJuWMlJq1ntvZpbIzOD6kYQ79vrMyj+77FUVCGFclm7lj7RMWRWc8R5R907Vy1oqtWJNH2dXzqCrtZ6L6EVdl+z5Fc1sVUK3ryJXqzMceW6Hkd6VuqTT5kyWRWSECOMkn62xRwBn1AURkfEXOPHKcAPAzj6yy1XTCka0uF0hll6WnJB6TUalpTgLFkMRQwwX6cVvMVULPeAScF5tW48MEkP7ty1USCNOgLGxg02EnvjWXeUU05pHeuwEG9s1tIT+XDTfvzY1kzEpGrKQjX2QzkoirZHsgWnWOJiGzduLMwDzabq26/eywylYBInNm7dMFLMOcuo6FXBWSKIQORmOK1NQwp52UkD7rzUxzwron0qCgWNGYg3iAnLtuJY6abqKfNXmMybaMjfW5EQSBWMjXiEz+7x/ahfG5AgzTJMxjm98jMvl6qH8bBBoM0iCcSbZqFTfmrOSBNRDOuGSv9HfCPredaRWiACxYcuFqSJbajYRKzMlqlnEK+d2QPY9WwjG1UCSjoFiZR+vfL+erkVgIuv2UNUqqgzEBSycUexby9GIJnWk1FJNFA2g38zgxVwDQ3mmVojOtolTVUKvrzA6/AJ1H7JWtzi2X2xarKBqYR8aeR3fwzDqsHQBiimx/X1ml3mR7ss8oslUqs6XfZxalAeAwWPPZCrrSbIwx4E28oyYxCxGT/pgn6We/b56exwj3na61UYpFwMp6Ht37ZzVVAxyFCsCTR47jGLQiRYPwsA54FHSGFgCMzxWwpi/FxEZQGdtctgJBCG92A7iYx2KdNKXnq2yul77et3KVzRqZsg/lmuZiHkMmAiox4MiVasxzCgGyIMuSgGK5jtmlMuKqxCQbTbuYjAVGsx3ACdxLVh9Qqaohw/DsrPTDRp+b2aUS6TlksRF3MY9T8+TDPtgT/vzp8c4slVCrGxHYM7L91EIRXWk1dGWUJj5BqLZJ/tz3yw06hDys26r796MkjzSoODxLguDBCIk3RZQPa9zqNx2fLeKxV6bw9GszqFR1mCba9t6ulHmkQcF8tgJVEdlUDpbxCk1gWK89TT7z5bqrvzzcWimJIno6EwHMI0vPI5WKa7b8M2yxibJl49Yzw+w0az37JtidVgHnWk9aLqeRmEeruDgxVww1xxhwGeZo7uSxCAHAmt7wySNAWMdsocZUsADIta7WyLw++p1azFXtb2a7hI6ybwvZClJxmTkBpO+75GIBmbaPSbbMnZWtB5z1LkrRgSY9VBkUVbYaRTYKeBO4KM+9LAl2bMfcm+66XsfSbTWK2Q7gMOZRt6eFn6hyYQouW+U4bpGwA+EyEjGZuTk5lVBQrmrQDQPjc0Ws7Q/Xi2HvXyXyx/lsGT2ZGNMHwm2fPz5XgGkCY4OZ0Ns3MI9Vjan/zs3mUOksS2CTSSrIFUnyGFMlpsqoIAhIWon77BKR/7FUJmlANDFfgKYbTL2mgJM4lyp1+9yZmMfYKiQBNQ0zi2X0dyeYChaqTOSL5ZqGw7N5AMAow3NLA+FDMySYjcI8AoSFYHHga8U8thvanXSxpRTZYg2f/IvH8PSrU45stU1wF1th8kjP/fAMue4sjDHgfVZYXXrp/is13b7vh2fztgttqs2YGTouYyFXWZEcqa4Z6M7Emd5XQRCQTiqYWijax8ICN/M4NV+CYZoYDpmAAOQZp8kjZaJY3lub7a9qWMhVEFPCG7fYyaM135DZpMkaKUX+N/sz46yVRUiiwMw6U8Md0q9YxEjIfkWaPLjdVsfni+jvSoTuwaPOqodnCcPOMugdcNb0qYUiKjUdo/1pGKaJ6YUSVEVsu+7SZFE3zEgJEH3GorBXAHnfaZs3a9EBcNZDVY3g+Ck7hXlZEpj7lGksZIKd+QOctTauspt7AV72L0q/ZdD/Dr9vt2FOlGu/UuZQWNn2MmUeV5Y8RvGDONHAk8cTFHRx1nSDyS2Tgr4c04tl5Io1jIaU0zj7t5jHpTLToHXACaBypRoOT5NgcGyQIQmgIxusHqxyVWeedQiQ5HFiroBUXGYKbDpSRBI0t1xGfydb8geQa1+q1DGzVGIOwqlj4YEpct1Yr72dOFc1W4bG1vPoSgKiyFZjxKU3iumKIAhkRExFx5HZAga6EsxmQQDsZ46lVxVwPuqzS2Wmim7r5LE185iwmUdnXMOeI8uo1nX86o1Zl2FOGwMM19+zzngEHJn84ZkCZEmI5LYKkI97FBc+2m96xEr8j8wUQvdq0+CzUtNXbITAKh8EgExCxfRitP4tt0z9wFQOALBhuCP09iR5JLLVg9M5yJIYuu8OcLH9NR0Hp3JYN5gOvd51pBQIAnDEkmyyBuGiINjvbBQZm5t57EyrzOt0OqFA001MzBdR04zQklMagLplqwencljL8I2j0mB6z1nHRVADvX0TZPvt68ms4/G5QqhRLe5iFIs6hILeryjvOuBlwFbCPEZyW1Uct9yudHgjPwr3ehEl8abHHFX66Gb/mN1WV9irShOoqIwzvXZREldg5cknLfxEc1vlhjkcJwAoCwOENzBwgwaQbx5eAgCMDLAxjzSJGJ8vhrKNdyPmmr12aIYkbyw9j6JIeqDKVc22kWd5WVMuKeDeiRw2jXQyOtmpyBdrpOeQ8dzJ/hXkLNkpi2EM4AREB6dJUMDOPLpY1zJ1Tzy6stVSlbCuLE6rzvYyyjUNR2YLWMv4zFLG5NBMHgLYE2/3DCy25FFsK1tl6XncbwWUuw8voVY3IEtCWydKURDsgDBKD5HNPM7m0d+VYK6I0+QzakAUVyVUa5otm80Wazab135UhxN8rrSiHCl5TCr22AbWQDiuSpAlAflSDQen80jEJCa5dX93Aot54up8YDKHdUNppqCOMo+FMlmrN6wJn7hKooiOlGrLRqM8d/Q7FUW+Z49FKteZJavufe+m38iQySMNQOvWu71cqGI+W8Hmkc7Q+6aM1YFJmjxGYx73TWYBANvX9wAgha8wkj55BewV4GIeI7BPgHO/BSFaIE8TwGiOoYLNeEd5392MG+t9A5xzj7pWSq4Ejnme70qZR5Eyf1Flo6vT8xhdtkqTR/a1yj2jkvc8chy3oCwMEN463Q26qOw+sgyATf4HOIF4taaHGljtB+1DOjSTx9hghrkqnLCSRxpUs3xg6Is9ny1jcr6ITQwBEUCSrawlW2WVPgLkWI/MFqAbJnPfHQ2IKAPDnDy6mEc6xJlFtppYKfNoWbBrOnvPIUDu3XKhirmlcoTkkd73Cno6YhH6eJzzZQkqYqrc3jCnycfSlhm7eh73T5CA8OBUDvlSLfTQd1qNjSZbJeeeLbCNpnG2X1k1nRQNdByZzWO4lxQd3rCC+rDMIxAtKBBdwSRr7xngvd6sCZQgkAAwX67j4HQO6wYzTExIf1cCmm5iOV/FwZk8E2sJOPd9z/gyNN3AxjXhEyCAJB60PzfKc0fv7UqYR4DdUM69Pf1Ghu1XHLKezwOWwmGf9b6yJI/phAJJFHDQkomzJ4/k2PdbzOOW0U7IkgAT4VgZQRDs9XElzGNUBomuh+mEwsz8Ac64DjXCcyMIgr19N0NRm2KliXfMXitXJt3sSqvM106RRXuti5KA2S63ERnnFTOH8sr2byePEedrUvDkkeO4Bn1Ao8lWaVV1GZmkwlyZdb8crMwjQI55KV/FxFwB6xj6Hd37L9d029CASb5oJT2vHVgEAGxi+KgDhD3IFmuoa0akQDoVd4bVs7JvskQMO2oaGXrNusgmXMzjkbkCcQ1lMa2xPmyiIEQKDNwJWLTkUcK+yRxMIHLyCLD3OwLeAJYlqIgpYlvZavOeR/LntEiiGwYOTucx2J2AYZh4czwbuspLg4EoslV3chvlvlH5Y9SPakyVML1YQrmq4+LThgEAbxxaBtC+iOFNHiNKwaygglU+6N6/LAkRkyAVy4UqjswWsJ4x+eu31pdXDyyiVjewkXF7GsC+fpAk6huG2dZq2qsXZbYo4BTLoly3RMwZSRMlAaLJ45tHltHbEQ99/F3pGEb703h1/wIAYO9EFrIkMvX1CwJZl6s1PVLfHZWtzi6X0ZlSkYjJttIi7DeDsoZdjE6rgFNkjNL3Bjj3O4pkFXDW0yiyVcA57ijMozd5ZD/+2AoLbXT/rJJVgDx39NpHSeBWi3mMWnSwt4/KXFqjPqIoVNzqnyh9/ScaePJ4AoMG4mFmT/lBTSayxRoz6+jeN8Au/wNIJXj/ZA6abmJsiH3/iRhJwHZaH2iWnknqzvjq/kUIAlsPEeCtYkdjHp1AgFW2CjhBDSvrCLhlkHU8/8Ystq/vYZKEUeOKZFxmZosBbxAYlXmkElDW5FGWRDsoWHHyuEo9j7U2hjmKLEGRRZt5HJ8l/VfvPHsUADCzWAofDFr/biWyVYC94OHePmovSEyRbAZr21g3ejvi9uiM9szjymSrgFNVjhJM0vc1k2TvuyPbKdg7noWmm1g/xJa8UTfm59+YBQAm2SngJP0HpnLoSKlM7QWAE8Cmk0qkc1+JbFUQBPs71xEhAaL7zpfqoSWrFKdu7MGe8SwqNQ37JnJYP5RhTqQoaxWl7y6mSHYATdc6+t+wgbm8EubRNsyJ2POoRl+ryH5XloTQ7aPITt33OUoCt9K1UrKZR/Z9Aytzql3JfE339tGTP8o8rlS2yn7tRVGAKAiR+/pPNPDk8QRGcgWyVXfAxfphBLzBZJRAPJ1U7EG4kZnHqoYnX53GtrEupgQ2HpMggEgBR/rSzBU+9/WO1vNI9hdTpGiSY6sKzTqmAyCLo6qIeP3gEuazFZy7bYBpe6cfI9riSK+1LAnM87PI/p2qLMt4F//+oySu7o8pm2y1xaiOWvvZe8mYbDOPtN/xjM19tusmq2w1CvO40vc9sULmke5fEMh6RYtFkii0rXLTHmsgmmyV7Cd6MEmT16iBcDqhoGI9J+zMI7lXuw4tIRWXmU2qKINkmsDG4Q7mBJAyL1HPna6ViYjBJE3co/Q8umWvrN/IUzb0QDdMvHZgEQenc0ySVQp6zFGeOcCRrtJvFP1vWFbIZh4j9TxS9mplPY+sjCsFXROjJiG2bDXCN8pjmBOhaLFywxxrrYqYPMZXkDxSiX9k2eoKDXNWK3mN+p2QpWgKixMRb8vk8cc//jGuv/56XHXVVfjOd75zrA/nLUN8BbLVZFwGXeKiMI9OEsA2q4+CsneqIkZiMhKqhMMzecwulXHRqcNM27olVJtH2IIxwPkoE9OVaIY5AJjHdFCshHkESDKy+8gyJFHAmVv7mLZ1qqLRFte4qxoexYac3re1/alI145uH415dEwcWN65MG6rrT6WybhsM4/7J7LoSCro64xj6xhxUIyFtKOn+1hJzyMQjS2Pr7CPh24/1JNETJFs1jmVCMdoUenoipnHCD1QdN9RA2H3sfczvvPphIKYIkE3TGyIkPwpsmhL0VhZS8BJPKI8c4ATxEVNAuhaG8kwx/WsjIYc00GxdbQTqizioacPQdNN5tYIwLl20ZNHcs4NzGPIwJ6yJ1Gkl7ToEDWJWKlsdcXMI5WtRuhxpglIIiZHem5t2WoEtp3s32IeIz439JopERN/SRSjG9bIK7tvyiptH/U7IUkiTx5PVMzMzODrX/86vvvd7+KBBx7A9773Pezdu/dYH9ZbAipriGIGIAqC8m2FEgAAErZJREFUTc1HSh6tBa63Mx6poZ0mYGMDmUhJRDwmQ9NNqIqIs0/qZ96ennuUjzrtJ+nKxCLJE+i+owThwCokj1ZAdcqGHqYRJ4AreYy4uNLtWRkQCvpBXTvAzlYDDlsfJXmkSVpnSmVyrIwpEjTdhG4YDX9XresQBG+12o9kXEbZmmm4fyqHjWuIO/DWdV0AWJhHcsxRkhiaRIiCEI3xte5b1KIDDaho3xj9b9iPPA1CI0vBRCJ5jhJUuGWrUUC3Xz/EbiwmCIIdALPK8yloMMTaLwm4kseIiXN6BT2PgIt5jJAAyZJoFztYxpsAJPE6aazbHqkUpUhJk7YoCg3Aed78yWNYVsYxzIkuvYzKPMZWILEn+12ZYY+yAtkqLbZESbqBlat77P7siMxjTJU8bv7s+48u21ypbNVhHlcmW43ebyr8WozpAN6GyeOTTz6JCy64AF1dXUgmk7jmmmvw8MMPH+vDekvgMI8RJUEJBQKAEcYPo3vfrJVwCvphY+lVdIO+oGdv7Y/0oidt5pE9efRXdFnhMI/sjCvgSh4j7p+eO6tkFSAfYwHRg3D6YYx67vSDyjIzLXj/7NdOEkWossgsZaIfwmotOHmMKVLLpCAZU1CqaihW6phaKGGjxQBtW0fs98MGSPTfRa2qxlUJPR2xSPO7Vsw8Wsc+ZjGO9L9hixiUvVuJHKknE1uRUiBqIEzXSlbJKgVlSzdGYA4B596xmuUATgAdlXlcSc8j2d7yBYjAPAJkrRYE2A6/LDh1A3k/+zrjkRIwuk1UBonGBfQ7NWD3PIZ7fxWZJM+RjNFiK2QeY5R5jCpbXVkSosoSJFGIVJgXBDLjMGrP4UqdqVeavMYUKbLsE3BaY6JAWaFhzsrdVkmBNGqxSv41Yh7fdmc5OzuL/n6HiRoYGMArr7xyDI/orQNl/6LIVgEriemOtsDSlytqApOxPmwsDnRB+2eVrFIk4zLSCSVSEpFOkIAiSr8j4AQ0UfZN9w9ET9yTcRmyJODMLWySVYB8GGOqZLu2ssJmHiOeOw1KWM1yKJIxGcmYzMy4UsRUidk0hX4Iv/H9lxsYxqnFUtsPZTIuY/eRJXz1n18C4CQBG9Z0QJba9/y5jyMZk9vOhGyGuCpFZstto6UVFh1o0aC3k7hfhr2PmaQCVRYjuz/Kkhg5kKXJX2T2zcU8RkHvKjCPQz3JSIm3bZgTuecx+qgO936jfiPTCQWSJEYKpk+xksfNo+wFSsBhbaOYNAGNzGOf3fMY3m01sumKxVxFnvOorKznMbZS5lEWyaiLCKoosr1w7JLHFbitAuQbF1V2Clh96FGTN1t2GjH5XGHRQJbEyGaAADn3Xxfm8W13lqZpNvwZy4PQ2xstKF0J+vujBQXvPH8d4gkVa0e6I21/06UboRtm5P2/94rNOO+UoUjbn5+J4/K9C3jn+esjLXJXnLsOdRO45Jwxu9LGghvesRGFch0DA9ECqt+8cgt2bO2PdO6ZjgSuOHsUV5y3rmkPVavfvfK8dShrBrZtHoh07tdetAFnnzyEdWt7mLcFyLmftK470rl3dSfxznPX4srz19ljBFhw6dlrsVio4axThiMxYNdevAGnR7xvAPCeK7Zg3VCGafsLd4zglQOLtluoG6MDGZy2qa/l773r/HUoWIY5F542jAt2jNpB0W9fsw1jg+GO5+oL12PzWLT7BgC3XL4ZA93JSNv39KZx3YXrcdm5Y5G2v+hMGfum87hwx6idSP72NdvQ1xUP9XvXXbQR64Y7I5/7jZdsREcqFmn73t40brh4A955/vpI2198loI3J7K49JyxSAnctRdvRH9PCpvW9zJvCwA3XroJqixGOvY+08RNl2zEFWevjbT9BakYdh5cxLmnrYl07u+6YD2SydgKvpGbYJjRvtF9fWncdMlGXHT6mmjnno7j8v0LuOjM0UjM5bsuWA9RlrBlQ68dA/3mlVtwzsmDLY+H/t11F29EuVKP/M68711bsGNLxG9kZwJXnrMW7zhrbSTTmsvOHUO5bmDDWE+kBPC6izdgMVeJfO6/cfkWnLw++jfyXeeO4ZKz16I3gpP9JWevxUKhhlO2DNiJJAuuvWgDpheKoZ6RIPzG5Zuxbrgj0rl396Rw9fnrcMnZY+jvYY8P3nHWWkwslHDy5v5I8cFKv5E3X7YZQ73RvpEnGgQzKNs6gfHDH/4Qzz//PL70pS8BAL71rW/BNE38/u//fqjtFxYKMIyjd0n6+zOYm8sftf1xHP/gzwRHGPDnhKMd+DPCwQL+vHC0A39Gfj0gikJLMu1t1/N40UUX4amnnsLi4iLK5TJ+9rOf4dJLLz3Wh8XBwcHBwcHBwcHBwXFC420nWx0cHMSnPvUp3H777ajX6/jN3/xNnH766cf6sDg4ODg4ODg4ODg4OE5ovO2SRwC48cYbceONNx7rw+Dg4ODg4ODg4ODg4Hjb4G0nW+Xg4ODg4ODg4ODg4OBYffDkkYODg4ODg4ODg4ODg6MtePLIwcHBwcHBwcHBwcHB0RY8eeTg4ODg4ODg4ODg4OBoC548cnBwcHBwcHBwcHBwcLQFTx45ODg4ODg4ODg4ODg42oInjxwcHBwcHBwcHBwcHBxtwZNHDg4ODg4ODg4ODg4OjrbgySMHBwcHBwcHBwcHBwdHW/DkkYODg4ODg4ODg4ODg6MtePLIwcHBwcHBwcHBwcHB0RbysT6A4w2iKPxa7JPj+AZ/JjjCgD8nHO3AnxEOFvDnhaMd+DPy9ke7eyyYpmkepWPh4ODg4ODg4ODg4ODgOEHBZascHBwcHBwcHBwcHBwcbcGTRw4ODg4ODg4ODg4ODo624MkjBwcHBwcHBwcHBwcHR1vw5JGDg4ODg4ODg4ODg4OjLXjyyMHBwcHBwcHBwcHBwdEWPHnk4ODg4ODg4ODg4ODgaAuePHJwcHBwcHBwcHBwcHC0BU8eOTg4ODg4ODg4ODg4ONqCJ48cHBwcHBwcHBwcHBwcbcGTx4i4++67ccMNN+CGG27AXXfdBQB48sknceONN+Lqq6/G17/+9YZtPvvZz+IHP/iB58/uu+8+fO5zn2u6n8nJSdx666249tpr8fGPfxzFYpFpe46jh2P9TOzduxcf+MAHcNNNN+FDH/oQJiYmVvHsOFYDx/oZee6553D++efj5ptvxs0334zPf/7zq3h2HKuBY/2MvOc977Gfj2uuuQbbt2/H/Pz8Kp4hx2riWD8vBw8exG233YYbb7wRH/rQh3DgwIFVPDuO1cLRek4o/uIv/gL/43/8D8+fPfHEE/jwhz+8grPgOG5gcjDjiSeeMH/rt37LrFarZq1WM2+//Xbzxz/+sXnZZZeZhw8fNuv1uvmRj3zEfPTRR03TNM3p6WnzYx/7mHn66aeb//Iv/2KapmlWKhXzv//3/27u2LHD/OxnP9t0Xx/96EfNBx980DRN07z77rvNu+66i2l7jqOD4+GZuO2228xf/vKXpmma5ne/+13z05/+9Ft5yhyMOB6ekXvuucf8n//zf77FZ8oRFcfDM+LGZz7zGfMv//Iv34Iz5VgNHA/Pywc+8AH7t1588UXzpptueitPmSMCjuZzksvlzM9//vPm6aefbn7zm980TdM0dV0377nnHvO8884zb7vttrf+hDnecnDmMQL6+/vxuc99DqqqQlEUbNq0CQcPHsS6deuwdu1ayLKMG2+8EQ8//DAA4Mc//jHe+c534rrrrrN/47nnnoNhGPjMZz7TdD/1eh3PPfccrrnmGgCkIkx/M8z2HEcPx8Mz8fd///e49NJLYRgGJicn0dHR8RaeMQcrjodnZOfOnXjiiSdwyy234D/9p/+Eqampt/CMOVhxPDwjFE899RTeeOMN/N7v/d5bcKYcq4Hj4XnZtWsXrr32WgDAjh07MDs7iyNHjrxVp8wRAUfrOQGAX/ziF1i/fj1+53d+x/6zffv2Yd++ffizP/uzt+YEOY46ePIYAVu2bMGOHTsAEMnGQw89BEEQ0N/fb/+bgYEBzMzMAAB+93d/F+973/s8v/GOd7wDf/iHf4h4PN50P0tLS0in05BlGQBZAOhvhtme4+jheHgmZFlGLpfDpZdein/6p3/C+9///tU8RY4V4nh4RjKZDG6//Xbcf//9uOyyy/CpT31qNU+RY4U4Hp4Rim9+85v41Kc+BUmSVuPUON4CHA/Py/bt2/GTn/wEACk4LC8vY25ubtXOkWPlOFrPCQDccsst+OhHP+pZN7Zs2YIvfelL6OzsXKUz4jjW4MnjCrBnzx585CMfwWc/+1mMjY01/L0gCCv6fdM0V/03Od5aHOtnoqOjA48//ji+9rWv4eMf/zh0XV/R/jhWH8fyGfnTP/1TvOtd7wIAfPCDH8TevXuRz+dXtD+O1cexXkf27NmDpaUlXHHFFSvaD8fRwbF8Xu6880787Gc/w0033YQnnngC27Ztg6IoK9ofx1uDt/o54fj1gXysD+BExQsvvIBPfvKT+MIXvoAbbrgBzz77rMdUYHZ2FgMDA8y/e/PNN9v/+7777kOhUICu65AkCXNzc5F+k+Po4Fg/Ew899BCuu+46CIKASy+9FJVKBdlsFj09PSs/OY5VwbF8RgzDwF/91V81VIUpm8BxfOBYryMA8POf/xzXX3/9yk6E46jgWD8vmqbhW9/6FlRVhWEYuPfeezE6OrryE+NYVRyN5+SBBx5YlWPlOP7Bo4YImJqawic+8Ql8/etfx4UXXggAOOOMM3DgwAEcOnQIo6OjePDBB/He976X+bf9L98555yDhx56CDfeeCPuv/9+XHrppatyDhyri+Phmfi7v/s7yLKMq6++Gk8//TS6u7t54ngc4Vg/I6Io4pFHHsG6detw/fXX4/7778cZZ5yBRCKxKufHsXIc62eE4qWXXuKuiCcAjofn5etf/zquv/56XHfddfj+97+PU089Fd3d3Ss/OY5Vw9F8Tjh+PcCTxwi45557UK1Wceedd9p/9oEPfAB33nkn/uAP/gDVahWXXXaZ3US+EvzxH/8xPve5z+Ev//IvMTw8jK997Wsr/k2O1cfx8EzceeeduOOOO/Ctb30LmUwG3/zmN1e8L47Vw/HwjHzlK1+xn5Genh7bsp3j+MDx8IwAwJEjRzA4OLjifXC8tTgenpf/9t/+Gz772c/i7rvvxuDgIL785S+veF8cq4uj+Zxw/HpAMIPE7BwcHBwcHBwcHBwcHBwcLnDDHA4ODg4ODg4ODg4ODo624MkjBwcHBwcHBwcHBwcHR1vw5JGDg4ODg4ODg4ODg4OjLXjyyMHBwcHBwcHBwcHBwdEWPHnk4ODg4ODg4ODg4ODgaAs+qoODg4ODg+MtxPj4OK666ips3boVAGAYBhRFwe23345bbrml5bZ33303tm3bhne9611H4Ug5ODg4ODhagyePHBwcHBwcbzHi8bhnoPbExAT+w3/4D0gkErjmmmuabvfMM89g8+bNR+MQOTg4ODg42oInjxwcHBwcHEcZIyMj+OQnP4l77rkHW7duxZ/+6Z+iVCphdnYW27Ztwze+8Q3cd999ePXVV3HXXXdBkiRcdtll+OpXv4rnnnsOuq5j+/bt+OIXv4h0On2sT4eDg4OD49cEvOeRg4ODg4PjGGDbtm148803ce+99+KWW27B9773PfzsZz/D+Pg4Hn30Udx666049dRT8Yd/+Ie46qqr8Nd//deQJAk/+MEP8KMf/QgDAwP46le/eqxPg4ODg4Pj1wiceeTg4ODg4DgGEAQB8Xgcn/nMZ/DEE0/gb/7mb3Dw4EHMzs6iVCo1/PtHH30U+XweTz75JACgXq+jt7f3aB82BwcHB8evMXjyyMHBwcHBcQywc+dObN26FZ/+9Keh6zquu+46XH755ZiamoJpmg3/3jAMfOELX8Bll10GACgWi6hWq0f7sDk4ODg4fo3BZascHBwcHBxHGQcOHMC3v/1tfOQjH8Hjjz+OT3ziE7j++ushCAJefvll6LoOAJAkCZqmAQDe8Y534Dvf+Q5qtRoMw8Add9yBr33ta8fyNDg4ODg4fs3AmUcODg4ODo63GJVKBTfffDMAQBRFxGIxfPrTn8bll1+OT33qU/jEJz6Bzs5OJBIJnHvuuTh8+DAA4IorrsBXvvIV1Ot1/Of//J/xla98Bb/xG78BXddx8skn43Of+9yxPC0ODg4Ojl8zCGaQNoaDg4ODg4ODg4ODg4ODwwUuW+Xg4ODg4ODg4ODg4OBoC548cnBwcHBwcHBwcHBwcLQFTx45ODg4ODg4ODg4ODg42oInjxwcHBwcHBwcHBwcHBxtwZNHDg4ODg4ODg4ODg4OjrbgySMHBwcHBwcHBwcHBwdHW/DkkYODg4ODg4ODg4ODg6MtePLIwcHBwcHBwcHBwcHB0Rb/P6mR6kP2kHPxAAAAAElFTkSuQmCC\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>1.361581</td>\n",
       "      <td>0.048865</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR2</th>\n",
       "      <td>1.192099</td>\n",
       "      <td>0.055277</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR3</th>\n",
       "      <td>0.857568</td>\n",
       "      <td>0.026342</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR12</th>\n",
       "      <td>0.583114</td>\n",
       "      <td>0.014812</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR4</th>\n",
       "      <td>0.478963</td>\n",
       "      <td>0.040052</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR6</th>\n",
       "      <td>0.393926</td>\n",
       "      <td>0.037958</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR13</th>\n",
       "      <td>0.366810</td>\n",
       "      <td>0.041059</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR5</th>\n",
       "      <td>0.365042</td>\n",
       "      <td>0.027757</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR23</th>\n",
       "      <td>0.330003</td>\n",
       "      <td>0.037069</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR15</th>\n",
       "      <td>0.316762</td>\n",
       "      <td>0.027188</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dayofweek_5</th>\n",
       "      <td>0.288735</td>\n",
       "      <td>0.025208</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR11</th>\n",
       "      <td>0.273210</td>\n",
       "      <td>0.028163</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR14</th>\n",
       "      <td>0.272825</td>\n",
       "      <td>0.030271</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR22</th>\n",
       "      <td>0.237563</td>\n",
       "      <td>0.015261</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR24</th>\n",
       "      <td>0.206462</td>\n",
       "      <td>0.025954</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR9</th>\n",
       "      <td>0.193294</td>\n",
       "      <td>0.020129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR8</th>\n",
       "      <td>0.190799</td>\n",
       "      <td>0.012876</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR20</th>\n",
       "      <td>0.177669</td>\n",
       "      <td>0.018373</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR17</th>\n",
       "      <td>0.132064</td>\n",
       "      <td>0.014788</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR10</th>\n",
       "      <td>0.126921</td>\n",
       "      <td>0.018454</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR21</th>\n",
       "      <td>0.114727</td>\n",
       "      <td>0.024589</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR19</th>\n",
       "      <td>0.104920</td>\n",
       "      <td>0.006715</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>monthcos</th>\n",
       "      <td>0.100597</td>\n",
       "      <td>0.022104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR16</th>\n",
       "      <td>0.097380</td>\n",
       "      <td>0.004449</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR7</th>\n",
       "      <td>0.090623</td>\n",
       "      <td>0.012395</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR18</th>\n",
       "      <td>0.089148</td>\n",
       "      <td>0.012601</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dayofweek_6</th>\n",
       "      <td>0.084458</td>\n",
       "      <td>0.017751</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>t</th>\n",
       "      <td>0.056415</td>\n",
       "      <td>0.004780</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR27</th>\n",
       "      <td>0.051311</td>\n",
       "      <td>0.007776</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>weeksin</th>\n",
       "      <td>0.046513</td>\n",
       "      <td>0.005039</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>weekcos</th>\n",
       "      <td>0.043880</td>\n",
       "      <td>0.010293</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dayofweek_4</th>\n",
       "      <td>0.037765</td>\n",
       "      <td>0.010777</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR26</th>\n",
       "      <td>0.031685</td>\n",
       "      <td>0.005943</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR25</th>\n",
       "      <td>0.029214</td>\n",
       "      <td>0.005976</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dayofweek_1</th>\n",
       "      <td>0.021407</td>\n",
       "      <td>0.009135</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dayofweek_2</th>\n",
       "      <td>0.018690</td>\n",
       "      <td>0.006764</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR28</th>\n",
       "      <td>0.011374</td>\n",
       "      <td>0.005876</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>quartersin</th>\n",
       "      <td>0.010209</td>\n",
       "      <td>0.005488</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dayofweek_3</th>\n",
       "      <td>0.005569</td>\n",
       "      <td>0.002313</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>monthsin</th>\n",
       "      <td>0.000719</td>\n",
       "      <td>0.003264</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>quartercos</th>\n",
       "      <td>0.000186</td>\n",
       "      <td>0.000293</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               weight       std\n",
       "feature                        \n",
       "AR1          1.361581  0.048865\n",
       "AR2          1.192099  0.055277\n",
       "AR3          0.857568  0.026342\n",
       "AR12         0.583114  0.014812\n",
       "AR4          0.478963  0.040052\n",
       "AR6          0.393926  0.037958\n",
       "AR13         0.366810  0.041059\n",
       "AR5          0.365042  0.027757\n",
       "AR23         0.330003  0.037069\n",
       "AR15         0.316762  0.027188\n",
       "dayofweek_5  0.288735  0.025208\n",
       "AR11         0.273210  0.028163\n",
       "AR14         0.272825  0.030271\n",
       "AR22         0.237563  0.015261\n",
       "AR24         0.206462  0.025954\n",
       "AR9          0.193294  0.020129\n",
       "AR8          0.190799  0.012876\n",
       "AR20         0.177669  0.018373\n",
       "AR17         0.132064  0.014788\n",
       "AR10         0.126921  0.018454\n",
       "AR21         0.114727  0.024589\n",
       "AR19         0.104920  0.006715\n",
       "monthcos     0.100597  0.022104\n",
       "AR16         0.097380  0.004449\n",
       "AR7          0.090623  0.012395\n",
       "AR18         0.089148  0.012601\n",
       "dayofweek_6  0.084458  0.017751\n",
       "t            0.056415  0.004780\n",
       "AR27         0.051311  0.007776\n",
       "weeksin      0.046513  0.005039\n",
       "weekcos      0.043880  0.010293\n",
       "dayofweek_4  0.037765  0.010777\n",
       "AR26         0.031685  0.005943\n",
       "AR25         0.029214  0.005976\n",
       "dayofweek_1  0.021407  0.009135\n",
       "dayofweek_2  0.018690  0.006764\n",
       "AR28         0.011374  0.005876\n",
       "quartersin   0.010209  0.005488\n",
       "dayofweek_3  0.005569  0.002313\n",
       "monthsin     0.000719  0.003264\n",
       "quartercos   0.000186  0.000293"
      ]
     },
     "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": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA48AAAG6CAYAAACoQXM4AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAAsTAAALEwEAmpwYAAEAAElEQVR4nOydd5wU5f3HP8/MbLm9Bgd3gIjYY0FFxdhBY4wVTYgY7C2aGCXRKAkq9m6IPRhjSBE1Qow/sCAak2hUogIqeggo0jm43nZvy5Tn98fMMzvbbnf27vZuj+/79fLlMTvlmZlnZp7v8/kWxjnnIAiCIAiCIAiCIIhukPq7AQRBEARBEARBEMTAh4xHgiAIgiAIgiAIIitkPBIEQRAEQRAEQRBZIeORIAiCIAiCIAiCyAoZjwRBEARBEARBEERWyHgkCIIgCIIgCIIgsqL0dwMIgiAIoq+55557sGzZMgDAN998g9GjR8Pv9wMA5s+fb/+dC59//jleeukl3HXXXSm/BYNBPPDAA1i5ciUYY5AkCRdccAGmTp2adb+zZs3CtGnTMG7cuITlW7duxcknn4x9993XXtbV1YWRI0fivvvuw5gxY3Juey5s3boVkydPxqeffootW7bgoYcewhNPPNGrxyAIgiCKEzIeCYIgiEHPrFmz7L+/853vYPbs2TjooIPy2te6detQX1+f9rff/va3CAQCeOWVV8AYQ319PX70ox9h1KhROO6447rd79KlS/GjH/0o7W9+vx+LFi2y/805xz333INHHnkEDz/8cF7nkQt1dXXYsGFDn+2fIAiCKC7IbZUgCILYqfn73/+OKVOm4Pvf/z4uvfRSfPPNNwCA5cuX45xzzsGUKVMwZcoUvPnmm9i+fTsef/xxLF++HDfddFPKvhobGxGNRqGqKgBgxIgReOKJJzB27FgAQH19Pa655hpMmTIFkydPxu9//3sAwCOPPIKGhgbceOONWLlyZdY2R6NRNDY2orKyEgAQi8Vw33334Qc/+AHOOusszJw5E8FgEADwwgsv4KyzzsIPf/hDnH/++Vi3bh0A04j+4osv7H0m/1vXdcyaNQubN2/GFVdcAU3TcPvtt2Py5MmYMmUKfv7znyMUCrm+3gRBEETxQsYjQRAEsdPy8ccfY+HChXj++eexcOFC/PjHP8b06dMBAE888QQuu+wyvPzyy7jvvvvw4YcfYtSoUfj5z3+OCRMm4P7770/Z37XXXosPP/wQRx11FK644gr87ne/Q1lZme1aOmPGDPzwhz/Eyy+/jJdeeglLly7F4sWLcf3116OmpgazZ8/GIYcckrLfSCSCs88+G5MnT8YxxxyDH/zgB9hjjz1w4403AgD+8Ic/QJZlvPzyy3jllVfsfem6jvvuuw9//OMf8Y9//APnnnsuVqxYkdO1kWUZ99xzD3bbbTfMnTsXn332GT7++GO88sorePnllzFmzBisXbs230tPEARBFCHktkoQBEHstLzzzjvYtGkTpk2bZi9rb29HW1sbTjvtNNx1113497//jWOOOQa//OUvs+5vv/32w5IlS7Bq1SosW7YMH3zwAX7/+9/jsccew1FHHYVly5ahvb0djz32GAAzdnHNmjU4/fTTu92v0231vffew4wZM3DssceitLTUPo/Ozk4sXboUAKCqKoYNGwZZlnHqqadi2rRpOOGEE3Dsscdi8uTJeV2rfffdF7IsY+rUqTjuuONwyimn4OCDD85rXwRBEERxQsYjQRAEsdNiGAbOPvtszJgxw/53Q0MDKisrMW3aNJx44on44IMP8N577+HJJ5/EK6+8knFfmqbhzjvvxA033IBx48Zh3LhxuOyyyzBnzhzMnz8f3/72t8E5x4svvoiSkhIAQEtLC3w+n6s2H3/88bjsssvwy1/+Em+88QbKy8thGAZuvvlmTJo0CQAQCoUQjUYBALNnz8ZXX32FpUuX4plnnsFLL72Ep556CoAZOymIxWLdHreiogKLFi3CJ598gg8//BDXXXcdLr74Ylx66aWu2k8QBEEUL+S2ShAEQey0HHvssXj99dfR0NAAAPjb3/6GSy65BAAwbdo0rF69GlOmTMHdd9+Njo4OtLe3Q5ZlaJqWsi9FUbBx40bMmTPHjnnUNA1btmzBAQccgLKyMowfPx5//vOfAQAdHR0477zz8K9//QsAMu43HZdffjkqKirw+OOPAwCOO+44PP/884jFYjAMA7feeisefvhhtLS0YNKkSRgyZAguvfRSXHfddbaraVVVFWprawEAn332GRobG1OOI8uyfS7/+c9/cOmll+LQQw/F9OnT8f3vfx9r1qzJ7UITBEEQgwJSHgmCIIidluOPPx5XXnklLr/8cjDGUFZWhieffBKMMdx4442477778Oijj0KSJFx77bXYddddYRgGHn30UVxzzTX43e9+l7C/xx57DL/5zW9wyimnoKSkBJxzfPe738U111wDwFQB7777bkyePBmxWAxnnnkmzjrrLADAd7/7XVx//fW45557smZm9Xg8uPXWW/HjH/8YU6dOxc9+9jM8+OCD+MEPfgBd17H//vtj5syZKCsrw9VXX41LL70Ufr/fjmMEgBtvvBF33HEH5s+fjwMPPBAHHnhgynH22WcfyLKMc845B/Pnz8d///tfnHnmmQgEAqisrMTdd9/dG7eBIAiCKBIYd/qsEARBEARBEARBEEQayG2VIAiCIAiCIAiCyAoZjwRBEARBEARBEERWyHgkCIIgCIIgCIIgskLGI0EQBEEQBEEQBJGVPjceg8EgzjzzTGzduhUAMH/+fJx55pmYPHkybrrpJruu1JNPPokTTzwRZ599Ns4++2w8//zzAIDVq1fjhz/8IU455RTccsstdhrzuro6XHDBBTj11FNx9dVXIxQKATBTn1911VU47bTTcMEFF6RNPU4QBEEQBEEQBEG4o0+Nx5UrV+K8887Dxo0bAQAbNmzA3Llz8eKLL+KVV16BYRh44YUXAAC1tbV4+OGHsWjRIixatAgXXHABAGDGjBm49dZb8eabb4JzjgULFgAA7rzzTpx//vlYsmQJxo0bhzlz5gAAHn30UUyYMAFvvPEGpk6dinvvvbcvT5EgCIIgCIIgCGKnoE/rPC5YsAC33347fvWrXwEAvF4v7rjjDpSVlQEA9t13X9TV1QEwjcdnnnkGW7ZswRFHHIFf//rXaGpqQiQSwfjx4wEAU6ZMweOPP46pU6di2bJldn2tKVOm4MILL8SMGTPwzjvv2KrlmWeeibvuuguqqsLj8eTc7tbWEAyjcBVMhg0rQ3NzsGDHIwY21B+IXKB+QmSD+gjhBuovRDaoj+w8SBLD0KGlaX/rU+MxWfUbPXo0Ro8eDQBoaWnB888/j/vvvx+hUAj7778/fv3rX2P06NGYOXMm5syZgxNOOAHV1dX29tXV1aivr0drayvKysqgKErCcgBoaGiwt1EUBWVlZWhpacGIESNybrdh8IIaj+KYBCGg/kDkAvUTIhvURwg3UH8hskF9hOhT4zET9fX1+PGPf4wf/vCHOPLIIwEAzzzzjP375ZdfjptvvhmTJk1K2ZYxBs5TOy5jLOPxJMmdd+6wYWWu1u8NqqvLC35MYuBC/YHIBeonRDaojxBuoP5CZIP6CFFw4/Gbb77BlVdeiQsvvBCXX345ADP5zdKlS3HOOecAADjnUBQFI0aMQFNTk71tY2MjampqUFVVhWAwCF3XIcuyvRwAampq0NTUhJEjR0LTNASDQQwZMsRVG5ubgwWdWamuLkdjY2fBjkcMbKg/ELlA/YTIBvURwg3UX4hsUB/ZeZAkllFMK6jxGAwGccUVV+D666/H2WefbS/3+/34zW9+gyOPPBK77rornn/+eZx88skYPXo0fD4fVqxYgcMPPxwLFy7ExIkT4fF4MGHCBCxevBiTJ0+2lwPApEmTsHDhQvz0pz/F4sWLMWHCBFfxjunQdQ2trY3QtFiP9pOJhgYJhmH0yb4J9yiKF0OHVkOW+0WYJwiCIAiCIIgBCePpfEB7me985zt49tln8fbbb2P27NnYa6+9En77xS9+gTfffBNPPPEEVFXFYYcdhjvvvBNerxdr1qzBrFmzEAqFcMABB+D++++H1+vFtm3bMHPmTDQ3N2PUqFF4+OGHUVlZiba2NsycORNbtmxBeXk5Zs+ejV133dVVe5OVx6am7fD7AygtrejWPTZfFEWCppHxOBDgnCMU6kAk0oXhw0f1SxtoZo/IBeonRDaojxBuoP5CZIP6yM5Dd8pjQYzHYiPZeNyxYxNGjNitTwxHgIzHgQbnHPX1mzFy5Nh+OT69nIlcoH5CZIP6COEG6i9ENqiP7Dx0Zzz2aZ3HwURfGY7EwIPuNUEQBEEQBEGkQsYjQRAEQRAEQRAEkRUyHgc577//X7z44nN5bfvJJ8tx7bVX9XKLCIIgCIIgCIIoRiid5CBn7drV/d0EgiAIgiAIgiAGAWQ8FiGapuG3v30A69d/g5aWFuy221jcd99DWLjwH1i48B+QZRnHHHM8TjvtTCxa9DIAYOTIUdixYzsA4IorfgIAOOecyXjiiadRUVGB+++/G42NDWhqasT48Ydi1qy7Eo754ovP4Y03XockMey//4H41a9uKexJEwRBEARBEATRr5Dx6JIPvtiO9z/f3qv7ZAzgHDju4FE49qDs5SFqaz+Honjw9NN/hmEY+PnPf4q///1FvPbaIvzxj/Pg9/txww0/x3e+czLOPnsKAOCMM87C3LlPp93f0qXvY5999sU99zwIVVVx4YVTsXbtGvt3TdPw3HN/wcKFSyBJEh5++EE0Njagurqmdy4AQRAEQRAEQRADHjIei5Dx4w9DRUUl/vGPBdi8eSO2bt2CWCyGY489HmVlZlrdxx6bAwD44IP/Zt3fySefii+/rMWCBS9g48YNaG9vRzjcZf+uKArGjTsYP/7xxTj++EmYMmUqGY4EQRAEQRAEsZNBxqNLjj0oN3XQDW7rPL7//rv44x+fxtSp03D66Wehra0NZWXlCIWC9jpNTY3w+fwJ2zHG4CzrqWkaAOCll17EO+/8G2ed9QOcc863sWHDN0gu/3n//b/FqlVf4MMPl+KGG36O2267G4ceeng+p0sQBEEQBEEQRBFC2VaLkOXLP8Z3vvNdnHHGWRg2bBhWrvwUuq7jww+XoqurC5qm4Y47bsGaNV9ClmXoug4AqKwcgg0b1gMAvvyyFs3NTQCAZcs+wllnTcH3vncaAIavv/4KhhE3ZltbW3HBBedgzz33xo9//FMcccSR+Oabrwt+3gRBEARBEAQxGFA1HfP//TXCUa2/m+IKUh6LkMmTf4A777wF//nP2/B4vDjwwHHo7OzAlCnn4qc/vQyGwTFp0ok44ogj4fF4cO+9d6Cqqgonn3wq3n3337jwwqn41rf2wz77fAsAcO6552P27Pvx4ovzEAiUYty4g7F9ex1Gj94VADB06FCcffYUXHnlxfD5/BgxYiROP31yf14CgiAIgiAIgihaNu0I4s2Pt+DAPaowbo9h/d2cnGE82T+RQHNzEIYRvyw7dmzCyJFj++x4bt1Wib6nr+95d1RXl6OxsbNfjk0UD9RPiGxQHyHcQP2FyAb1kd5l7eZWPPjCp7hx2ngcsHtVfzcnAUliGDasLP1vBW4LQRAEQRAEQRDETo3QqWSJ9W9DXELGI0EQBEEQBEEQRAERXo6MkfFIEARBEARBEARBZMCwIgdJeSQIgiAIgiAIgiAyolvKo0TGI0EQBEEQBEEQBJEJLoxHclslCIIgCIIgCIIgMkHKI0EQBEEQBEEQBJEVEfNIxiMxIDjuuAn93QSCIAiCIAiCINJg2G6r/dwQl5DxSBAEQRAEQRAEUUCKNduq0t8NKEZKv74jZZk65GjEqk8BjChKv7k/5fdY1QlQh50ApnUgsOHhhN+YxBCtOhnq0GNyOv4nnyzHs8/+CZwDdXVbccIJJ6G0tBTvvfcuOOeYPfsxe925c5/GqlW1aGjYgSlTzsWUKVPdnSxBEARBEARBEL2KXqQJc8h4LFK+/HIV5s2bj8rKIZg8+WRcc811mDt3Hu677068/fZbCevGYlE899zf+6mlBEEQBEEQBEE4sYTHoot5JOMxD0L73JH5R8nX7e9cqUj5XVEkaJrhqg177rkXRowYCQCorByCCRO+DQAYMWIkOjs7EtY94IBxrvZNEARBEARBEETfQdlWiYKiKIl2vyzLGdf1+Xx93RyCIAiCIAiCIHLEIOORIAiCIAiCIAiCyIZRpDGPZDwSBEEQBEEQBEEUEMq2ShSMww6bgMMOi9dxfOmlV+2/r7jiJ2n/TxAEQRAEQRDEwICUR4IgCIIgCIIgCCIrQnmkmEeCIAiCIAiCIAgiI/Fsq/3cEJcUWXMJgiAIgiAIgiCKG3JbJQiCIAiCIAiCILJicA7GAEbGI0EQBEEQBEEQBJEJwyi+TKsAGY8EQRAEQRAEQRAFxTB40bmsAmQ8Dhq2b6/DOedMzmvb6dPj5TwuvfT83moSAGDRopfxz38u6dV9EgRBEARBEEQxY3BedJlWATIeCQCffrrC/vsvf3mhV/ddW/s5VFXt1X0SBEEQBEEQRDGjF6nyqPR3A4j8mDfvL/jPf/4JXTdw5JFH4fvfP8f+bf36dXjkkd8gHA6jtbUF06ZdiKlTp2H58o8xZ87jYIyhvLwcd9xxH/7yl2cAAFdeeQmeeeavOO64CXj//eXo6GjH/fffjc2bN8Lj8WL69Otx+OFH4OyzT8EJJ5yEzz//DLKs4K677scuu4zG6tWr8PjjDyMajaCycghmzLgZ27Ztxfvv/xcrVizDsGHDceSRR/fX5SIIgiAIgiCIAUOxKo99bjwGg0FMmzYNv//977Hrrrti6dKluP/++xGNRnHaaafh+uuvBwCsXr0as2bNQjAYxIQJE3DnnXdCURTU1dVhxowZaG5uxh577IHZs2ejtLQUHR0duPHGG7FlyxZUVVXh0UcfRXV1NWKxGG655RbU1tbC7/dj9uzZ2GuvvXr1nCIP/zllmXz4OHgmHQEeUxF98rmU35WjD4Vy9HjwYBeif5if8JskMUjHTYAyYVxOx//ww6VYu3Y1nnnmWTDGcPfdt+Gtt96wf3/11UW45JIrMGHCt7Ft21Zceun5mDp1Gv7617mYMeMm7L//gfj731/EV1+twXXXzcBLL83HM8/8NeEYzzzze+y66xjcf/9sfPPNOjz00L14+uk/o7m5GYcf/m1cf/2v8MQTj+Af/1iAn/70WjzwwD148MFHMHLkSHz00f/w4IP34rHH5uC44ybi0EMPJ8ORIAiCIAiCICwMoziNxz51W125ciXOO+88bNy4EQAQiURw8803Y86cOVi8eDFqa2vx7rvvAgBmzJiBW2+9FW+++SY451iwYAEA4M4778T555+PJUuWYNy4cZgzZw4A4NFHH8WECRPwxhtvYOrUqbj33nsBAPPmzUNJSQneeOMN3HzzzZg5c2ZfnmK/sHz5x/jyy1pcccVFuPzyC7FmzZfYsGG9/fu1116HWCyGefP+jD/8YQ7C4S4AwHHHTcTNN8/Aww8/iN133x3f/vZRGY/x2WcrcMoppwMA9tprbzz9dNxgFobgnnvuhc7ODmzZsgl1dVsxc+Yvceml5+Opp55AXd22vjh1giAIgiAIgih6DIMXZbbVPlUeFyxYgNtvvx2/+tWvAACff/45xo4dizFjxgAAJk+ejCVLlmDvvfdGJBLB+PHjAQBTpkzB448/jqlTp2LZsmX43e9+Zy+/8MILMWPGDLzzzjt4/vnnAQBnnnkm7rrrLqiqinfeeQe/+MUvAABHHHEEWltbUVdXh1122aXXzsv/y8sy/sa8nu5/Lwuk/K4oEjTNyPn4hqHj3HPPw7RpFwIAOjs70dhYj1/9ylRxb7ttJsrLK3DsscfjpJO+h3/96y0AwI9+dAGOPXYili59D3PmPI4TTliFSy65Iu0xFCWxa2zatBFjxuwGAPD5fOa5MAbOOXTdwC67jLbjJXVdR2trS87nQxAEQRAEQRA7E2a21f5uhXv61HgUaqCgoaEB1dXV9r9rampQX1+fsry6uhr19fVobW1FWVmZbciI5cn7UhQFZWVlaGlpSbuvHTt2uDIehw0rS2q3BEXp29xCbvZ/xBHfxjPP/B5TppwDr9eLm2++EWecMdnez7JlH2P+/JdRXV2N1157BQDAGMeVV16GX//6Zpx//oUYMmQI/vvfd6AoEmRZBmDY11lRJBx66OH4z3/ewn77fQsbN27ADTdMx//932sJbZUkBsYY9tprT3R0dKC29jOMH38YXnttId588w089dQzUBQFnBt9fv16G0mSUF1d3m/H789jE8UD9RMiG9RHCDdQfyGyQX2k9/D4FHg8ctFd04ImzOGcpywT6pWb5ZmQpPQGSqblmWhuDsIw4sc2DMOVMugWt8rj0Ucfj7Vr1+Lyyy+GYeg48shjcPDBhwIANM3A5Zdfiauuuhzl5WUYM2YsRo3aBVu2bMVVV/0Md911O2RZhs/nw4wZN0HTDBx33ERceOE0zJ07z97HZZddhQcfvAcXXPAjyLKMW2+9C7rO7d8Bc8aEcw5JUnD33Q/gscdmIxaLIRAoxaxZd0LTDBx++BF4+uk5CARKceKJ3+3lK9d3GIaBxsbOfjl2dXV5vx2bKB6onxDZoD5CuIH6C5EN6iO9S1dXDNzgA/KaShJLEdMEBTUeR4wYgaamJvvfDQ0NqKmpSVne2NiImpoaVFVVIRgMQtd1yLJsLwdM1bKpqQkjR46EpmkIBoMYMmQIampq0NjYiLFjxybsa7Bx6aU/xqWX/jhh2UsvvQoAmDbtQtul1cmuu47BX//6t5Tl9977G/vv999fDgAoLy/HPfc8mLKu+B0ATj99Mk4/3VQ8x407GM8882zK+t/97in47ndPyeWUCIIgCIIgCGKnwOCghDnZOOSQQ7BhwwZs2rQJuq7jtddew8SJEzF69Gj4fD6sWGHWG1y4cCEmTpwIj8eDCRMmYPHixQnLAWDSpElYuHAhAGDx4sWYMGECPB4PJk2ahEWLFgEAli9fDp/P16vxjgRBEARBEARBED2hWLOtFlR59Pl8eOCBBzB9+nREo1FMmjQJp556KgBg9uzZmDVrFkKhEA444ABcfPHFAIDbb78dM2fOxFNPPYVRo0bh4YcfBgD84he/wMyZM3HGGWegvLwcs2fPBgBcdNFFuO2223DGGWfA6/XioYceKuQpEgRBEARBEARBdIthcMjdhOMNVBhPF1i4k5Mc87hjxyaMHDm2z47nNuaR6Hv6+p53B8UUELlA/YTIBvURwg3UX4hsUB/pXR79+0q0h2K4/dIj+rspKXQX81hcKTAJgiAIgiAIgiCKHL1I6zyS8UgQBEEQBEEQBFFAzDqPZDwSBEEQBEEQBEEQ3UAJc3YilLaPwdT2XtufrEhgmgHuqYQ25Nu9tl+CIAiCIAiCIAYeBi9Ot1UyHvOAqe3gvuG9tj8uS+CyARZtyr5yjhx33ISEmozp2LJlMx588B50dLSjsnIIZsy4GbvtNhaapuH000/CLruMttedO3cetm3bgttuuxmcG7jxxptw0EGHwDAM/PrX1+Oeex6Cz+dLe5ylS9/HvHl/QldXGIahY+LEE3HFFT+BJEmYO/dpAMAVV/yk186dIAiCIAiCIAYyhsHhVYrPCZSMx52Y++67E5Mnfx+nnz4ZtbVf4LbbbsJf/vIC1q37GuPGHYSHH34yYf2FC/+Biy66DLvssgvmzfsLDjroECxe/Cq+852TMxqOH364FI888hB++9snsNtuYxGNRnDbbTdh7tynceWVVxfiNAmCIAiCIAhiQGFwDkbKI9HXfPLJcjz77J/AOVBXtxUnnHASSktL8d5774JzjtmzH0NV1TB7/blzn8aqVbVoaNiBKVPOxZQpU+3fvv56LU488bsAgHHjDkJTUyO2bduKNWtWoa2tFVdddSkA4Oqrp+PQQw+HongQi0URiUTg8SiIRiN4551/4aGHHs3Y3mef/RMuu+xK7LabWfbC5/PjhhtmYtOmjb1+bQiCIAiCIAiiGNCLtM5j8WmlBL78chVuvvk2zJu3AAsXvoQhQ4Zi7tx52HvvffD222+lrB+LRfHcc39PMBwBYN9998Pbb78JAFi+/GN0dLSjpaUZAMPxx5+Ap5/+M268cSZuv/1mtLW1YcqUc/H666/gD3/4HS655ArMn/8CfvjDH0GSMnejr79eiwMOGJewrKZmBI444sieXwiCIAiCIAiCKEIMA5QwhygMe+65F0aMGAkAqKwcggkTzCQ7I0aMRGdnR8r6ycab4JZb7sAjjzyEl16aj6OOOgZ7770PPB4Pvv/9H9rr7LvvfjjggAPxxRef4fjjT8CTT/4BANDW1obVq7/EOedMw91334pgMIiLLroc48YdlHAMxiRwznvlvAmCIAiCIAhiMGDw4sy2SspjEaIoiTa/LMvdrp8pHlHXNdx//2/x17/+DT/5yTXYvn07Ro3aBUuWvI5t27ba63HOU47517/OxSWXXI633lqMsWP3wK9+dQuefPKRlGPst9/+WLPmy4Rlmzdvwt1339ZtmwmCIAiCIAhisEJ1Homi4+mnf4f33nsXAPDqqwux3377o7JyCNat+xp/+9tzAIDNmzfi66+/wiGHHGpvt23bVnR0tGO//Q6AqmpQFAWSJCEWi6Yc4/zzL8af//wMtmzZDADo6urCk08+YiunBEEQBEEQBLGzYRhUqmOngXsqe7WsBnPUeSwkV1/9c9xzz+3405/+gOrqatxyyx0AgMsu+zHuv/8uXHTRuWCMYdasOxEIlNrbzZ37tF1a46STTsbMmTdg8eLXcNVVP0s5xlFHHYOrrvoZbr/9Jui6AV3XcOKJ38Vll11ZkHMkCIIgCIIgiIFGsbqtMk4BaSk0NwdhGPHLsmPHJowcObbPjqcoEjTN6LP9E+7p63veHdXV5Whs7OyXYxPFA/UTIhvURwg3UH8hskF9pHe54Xcf4MDdq3D5Gfv3d1NSkCSGYcPK0v9W4LYQBEEQBEEQBEHs1BSr8kjGI0EQBEEQBEEQRAExDDIeCYIgCIIgCKJPiMQ0LPloMwyKuCIGAYbBIVO2VYIgCIIgCILofVZtaMWC/6zDtsZQfzeFIHqMwTlYEVpiRdhkgiAIgiAIYmdDN8zkgs6khgRRrBgGirJUBxmPBEEQBEEQxIBHt4xGclslBgO6wSEVodsq1XnMA23lavCO3nOZMGQJum6AVZRCOSS/dL3bt9dh+vSf4KWXXnW97fTpP8ETTzwNALj00vPxl7+8kFcb0rFo0csIBAI4+eRTE5a3tDTjgQfuwfbt2xAIlGL69OsxbtzBAICpU89GaWm8ruSDDz4Mr9eLmTNvQCgUwpVX/hSTJn0HAHDbbTfhuutuRFXVsLTHr639As88MwdtbW0wDB2HHHIYpk+/Dj6fH4sXv4pPP11h17ckCIIgCGLgIhRHsh2JwQAv0myrZDzmAe8IQaqq7LX9SbIErhswWtp7bZ9u+PTTFfbfvWk4AkBt7ec49NDDU5Y/+eSj+Na39sNDDz2Cbdu24vrrr8G8efMRiUTg8Sgp7Viw4G+YOPEEnH76WbjhhmsxadJ38Mkny7H77ntkNBzXrfsat9xyI+6777c48MBx0DQNjz76Gzz00L249da7e/U8CYIgCILoW+LGI1mPRPFDyiNRMObN+wv+859/QtcNHHnkUbj66p8n/L5+/To88shvEA6H0dragmnTLsTUqdOwfPnHmDPncTDGUF5ejjvuuA9/+cszAIArr7wEzzzzVxx33AS8//5ydHS04/7778bmzRvh8Xgxffr1OPzwI3D22afghBNOwueffwZZVnDXXfdjl11GY/XqVXj88YcRjUZQWTkEM2bcjG3btuL99/+LFSuWYdiw4TjyyKPtNn711VpceOGlAIDRo3dFZWUlamu/gKqq4JzjmmuuRDjchQsvvAzf+c534fF4EAoFEY1GoCgecM7x4ovP4Y477st4nf72t2dx1llTcOCB4wAAiqLg6qunY9myj3r5jhAEQRAE0dfonJRHYnAgXK8p5pHocz78cCnWrl2NZ555Fn/+8/NobGzEW2+9kbDOq68uwiWXXIE//vFZPP747/GHP8wBAPz1r3MxY8ZNmDt3Ho49diK++moNrrtuBgDgmWf+mrCPZ575PXbddQyef/4l3HrrXfY+mpubcfjh38af//wCDjnkUPzjHwugqioeeOAe3H77vfjTn57HtGkX4sEH78URRxyJ446biB//+KcJhiMAfOtb38K//vUWANPY3bBhPZqbmxGLxXDkkUfjsceewr33/gZPPvkINm7cgJNPPhVfflmLW275FX7602vxz3++iaOPPg6BQCDjtfrqq7U44IBxCctKS8twwgkn5XHlCYIgCILoTwyKeSQGCaIvsyI0Hkl5LDKWL/8YX35ZiyuuuAgAEI1GMGLESBx88Hh7nWuvvQ4fffQ/zJv3Z6xb9zXC4S4AwHHHTcTNN8/A8cdPwvHHT8IRRxyV8TiffbYCt99+LwBgr732xtNP/9n+TRiCe+65F1au/BRbtmxCXd1WzJz5S3udUKj7mNBrr/0lHn30IVx88Y9w4IEH4bDDJsDjUTBx4gmYOPEEAMCoUbtg4sQT8fHHH+Lcc8/Db37zGABAVVX8+te/xAMP/BazZ9+PhoZ6nHXWFBx33MSEY0iSBIA+MARBEAQxGNDJbZUYJAjjsRiVRzIeiwzD0HHuuedh2rQLAQCdnZ2QZRnt7W32OrfdNhPl5RU49tjjcdJJ37MVvh/96AIce+xELF36HubMeRwnnLAKl1xyRdrjKEpi19i0aSPGjNkNAODz+QAAjDFwzqHrBnbZZbQdp6jrOlpbW7o9j0gkjF//ehYCATMxziWXTMPo0bvigw/ew7Bhw7DffgdYa/KUtvzjH/Nx1lnfxyefLIeuG7jnnodw2WXnpxiP3/rW/lizZjWOPvo4e1koFMSdd96Ke+99qNv2EQRBEAQxsKCEOcRgQUyEFGPMI7mtFhmHHXYE3nxzMbq6uqBpGm666Qa8886/EtZZtuxj/PjHP8Xxx5+Azz77BIBp0F155SXo6grh3HPPx7nnno+vvloDAJBlGZqmJezjkEMOs43OTZs24oYbpoNl6OBjx+6Ojo4OrFz5KQDg9ddfwR133GLvW9f1lG1eemk+Fi78BwDg448/hKqq2HvvfbFjRx3+9KdnYBgGWlqa8f77/8Uxx8SNv87OTqxYsQwnnHASNE2FoiiQJAmxWCzlGD/60QX4v/97CV9+WQsA0DQNTz75KMrKyuDxeLJcaYIgCIIgBhKUMIcYLIg+TNlWiT7nuOMmYt26r3DVVZfCMHQceeQxOO20M7Fjx3Z7ncsvvxJXX/1jlJeXYcyYsRg1ahds316Hn/zkGtx7752QZRk+nw8zZtxk7/PSS8/H3Lnz7H1cccVP8OCD9+CSS86DLMu49da7MhqPXq8Xd9/9AB57bDZisRgCgVLMmnUnAGDChG/j6afnoKysDCee+F17m4suugx33HEzlix5HYFAKe699zeQJAlnn/1DrFu3Dhdf/CMYhoGrr56OkSNH2dvNm/dnO9HOEUcchb///UVceun5OO+8i1Latddee+PWW+/CY4/9FpFIBLqu4fDDj8B1192Y/w0gCIIgCKJfiNd57OeGEEQPiSuP/dyQPGCcpm9SaG4O2rNbALBjxyaMHDnW/ndv13mUe6HOI9G7JN/zQlJdXY7Gxs5+OTZRPFA/IbJBfYRwQzH0l1fe34CF72/AL889BOP2TF+mi+g7iqGPFAvtoRiuf+J9XPS9fXHiYbv2d3NSkCSGYcPK0v5GymMe9LaBpygSNM3o1X0SBEEQBEEMJkSWVVIeiWKnmLOtUswjQRAEQRAEMeChbKs7F99sa8ff3v66v5vRJ9jZVilhDkEQBEEQBEH0PpRtdedi5TdN+OfyLYNyskAv4oQ5ZDzmyGDsuER66F4TBEEQxMCDlMedC00bvJMF3CDjcVCjKF6EQh30stoJ4JwjFOqAonj7uykEQRAEQTgwKNvqToWmm/lAjEE4/i7mOo+UMCcHhg6tRmtrI4LBtj7ZvyRJMAxKmDNQUBQvhg6t7u9mEARBEAThQLj60WT+zoE2iJVmYRDLRag8kvGYA7KsYPjwUdlXzBNKfUwQBEEQBNE9ceVx8BkTRCqiEsFgVJrtbKukPGbn73//O5577jn731u3bsXZZ5+NcDiMFStWoKSkBABw7bXX4uSTT8bSpUtx//33IxqN4rTTTsP1118PAFi9ejVmzZqFYDCICRMm4M4774SiKKirq8OMGTPQ3NyMPfbYA7Nnz0ZpaWmhT5MgCIIgCILoRXRKmLNToVleecYgtB6LWXkseMzj1KlTsWjRIixatAizZ8/GsGHDcO2116K2thbPPfec/dvJJ5+MSCSCm2++GXPmzMHixYtRW1uLd999FwAwY8YM3HrrrXjzzTfBOceCBQsAAHfeeSfOP/98LFmyBOPGjcOcOXMKfYoEQRAEQRBEL2MMYjdGIhWhPA7G223HPBZh9pl+bfIdd9yB66+/Hn6/H3V1dbj11lsxefJkPP744zAMA59//jnGjh2LMWPGQFEUTJ48GUuWLMG2bdsQiUQwfvx4AMCUKVOwZMkSqKqKZcuW4ZRTTklYThAEQRAEQRQ3BiflcWdC0wevmzK3Up0UY7bVfot5XLp0KSKRCE477TRs2bIFRx11FO666y4EAgH85Cc/wUsvvYRAIIDq6njikpqaGtTX16OhoSFheXV1Nerr69Ha2oqysjIoipKw3C3DhpX1/ARdUl1dXvBjEgMX6g9ELlA/IbJBfYRww0DvLx6POb4rK/cN+LYOVgp53SXZ1LiqqkpRWeYr2HELQX1HFABQNaS06PpyvxmPL774Ii677DIAwJgxY/C73/3O/u2iiy7CwoULceqpp6ZsxxhL667Q3XK3NDcHC+pfTQlzCCfUH4hcoH5CZIP6COGGYugvXeEYAKC9PTLg2zoYKXQfEfe7qSmImPX3YKGltQsA0NkZHpB9WZJYRjGtX9xWY7EYli1bhu985zsAgLVr1+LNN9+0f+ecQ1EUjBgxAk1NTfbyhoYG1NTUpCxvbGxETU0NqqqqEAwGoet6wnKCIAiCIAiiuKGYx50LbRBn1y3mbKv9YjyuXbsWu+++OwKBAADzJXDfffehvb0dqqpi/vz5OPnkk3HIIYdgw4YN2LRpE3Rdx2uvvYaJEydi9OjR8Pl8WLFiBQBg4cKFmDhxIjweDyZMmIDFixcnLCcIgiAIgiCKGzvbaj+3gygMgzlhTjFnW+0Xt9UtW7Zg5MiR9r/3228/XHXVVTjvvPOgaRq+973v4cwzzwQAPPDAA5g+fTqi0SgmTZpku7LOnj0bs2bNQigUwgEHHICLL74YAHD77bdj5syZeOqppzBq1Cg8/PDDhT9BgiAIgiAIolex6zwOwtINRCp2wpxBeL/j2VbJeMyJ008/HaeffnrCsgsuuAAXXHBByrpHH300XnnllZTl++23H1566aWU5aNHj8a8efN6r7EEQRAEQRBEv6OT2+pOhaYL5XHw3W8ujEdyWyUIgiAIgiCI3sdWHgefLUGkQRiPRj+3oy8oZuWRjEeCIAiCIAhiwBOv80jW486ArTwOwtkC0ZfJeCQIgiAIgiCIPiCebbWfG0IUBDvmcRDecMN2W+3nhuQBGY8EQRAEQRDEgIdiHncudIOyrQ5EyHgkCIIgCIIgBjwU87hzoWqDV3nUKWEOQRAEQRAEQfQdOsU87jRwzqHrg1d5FOdEMY8EQRAEQRAE0QfElcdBaE0QCegGh7jLVOdxYEHGI0EQBEEQBDHg0Slhzk6DrsdvctyMHDwYZDwSBEEQBEEQRN9hUMKcnQZVj1d3HIy326CYR2Kw8YdXV+GtZVv6uxkEQRAEQRAASHncmdAdxuNgdFst5myrSn83gBiYrN3c1t9NIAiCIAiCsBEDbop5HPxoTrfVQXi7SXkkBh2abgzKmR6CIAiCIIoTg5THnQbNqTwOwhsuzoliHolBg6Yb9HImCIIgCGLAYBuPgzCBCpGIlhDzOPjudzzbaj83JA+KsMlEIVA1PigfVoIgCIIgihMx4DaMLCsSRY/TbbUYHeG6IhrmLKxFZ1cs7e/ktkoMKjjnpDwSBEEQBDGgoGyrOw/F7ra6paETy9c0YOOOzrS/G5yDMYCR8UgMBnQqwksQBEEQxACDsq3uPBS726qqme3PlD/EMIoz0ypAxiORBtHhi/BZJQiCIAhikGLQ5PZOQ7FnWxV1KjP1VcPgRemyCpDxSKRBy9LhCYIgCIIgConB42lyaHgy+NGKvM5jVuWR86LMtAqQ8UikQcz20MuZIAiCIIiBgHMQXoxujIQ7Et1W+7EheWIbjxnarpPySAwmSHkkCIIgCGIgkWg89mNDiIKQmG21+G64cFvVM6QGJuWRGFQI45Fm9giCIAiCGAjoDuPRoDqPg55iT5ijifwhGcrKGAYZj8QgghLmEARBEAQxkHCqT7wIY+AIdxS922oOCXMo2yoxaIjHPBbh00oQBEEQxKAjQXmk4cmgp+jdVjXhttpdttVCtqj3IOORSMGOeaS3M0EQBEEQAwBKmLNzkZBttQjvdzxhDmVbJXYCbKm9n9tBEARBEAQBUMKcnY1id1u184dkEGIo2yoxqLCDfIvxaSUIgiAIYtChk/K4U5HgtlqEnnA5ua2S8kgMFuLZVvu5IQRBEARBEEg0IIrQliBcUuzKY7Y6jwYHGY/E4EGlmEeCIAiCIAYQCdlWqVTHoKfoYx6zjKUNg0Mmt1VisKBpIttqPzeEIAiCIAgCyW6r/dgQoiA43VaL0U1ZyyFhDiPlkRgsxN1Wi+9hJQiCIAhi8JHgtlpgzyhV02lMVGAGjdtqNwlzqM4jMWiwS3UU4cNKEARBEMTgo78S5qiagV8++QE+Wl1fsGMS5lhUkU0zZbC6rVK2VWLQIFwFaJaNIAiCIIiBQH+V6gjHNIQiGlo6ooU7KAFd5/AqpplSjMPRrHUeKdsqMZiwZ0uK8WklCIIgCKJoaOmIYO3m1qzr6QnZVgs3PtGylFwg+gZVN+DxFK/yqGUZSxuco0htRzIeiVTidR77uSEEQRAEQQxq3vx4C55aWJt1vf5SHsWEuu6IwSP6ngTlsQgN91zqPFLMIzFooIQ5BEEQBEEUgpim2wZad+i8/2IegeJUv4oZVTfgVWQAxZmDQ/QbnqFrF3O2VaU/DnrxxRejubkZimIe/q677sLmzZvx1FNPQVVVXHrppbjgggsAAEuXLsX999+PaDSK0047Dddffz0AYPXq1Zg1axaCwSAmTJiAO++8E4qioK6uDjNmzEBzczP22GMPzJ49G6Wlpf1xmkULua0SBEEQBFEIdJ3DyEHUc6pPhRydaLbySGOiQqLrBjx2zGPxXXu733SXbZUS5uQG5xzr16/HokWL7P9GjhyJRx55BC+88AIWLVqE+fPnY926dYhEIrj55psxZ84cLF68GLW1tXj33XcBADNmzMCtt96KN998E5xzLFiwAABw55134vzzz8eSJUswbtw4zJkzp9CnWPTEE+b0c0MIgiAIghjU6AbPabJaDMIZCju5nc39kOgbVIfxWIxiRvaEOaCEObmyfv16MMZw5ZVX4qyzzsJzzz2HpUuX4qijjsKQIUMQCARwyimnYMmSJfj8888xduxYjBkzBoqiYPLkyViyZAm2bduGSCSC8ePHAwCmTJmCJUuWQFVVLFu2DKecckrCcsId8ZjH4ntYCYIgCIIoHgzOc6rbKNZRFKmgMXCUMKd/0Io922ouCXOK1HgsuNtqR0cHjj76aNxxxx2IRCK4+OKLcdppp6G6utpep6amBp9//jkaGhpSltfX16csr66uRn19PVpbW1FWVma7w4rlbhk2rKwHZ5gf1dXlBT9mJmTLx5wxNqDatTNB153IBeonRDaojxBu6I/+oigyDM6zHrt0eycAwKNIUDxywdq6qakLAOD1KfQ8wV0fCYVV/PX1L3HZ5ANR4nNncjDGUFbqAwCUBLxFd+1VzTQavd70/YYxhhK/p+jOC+gH4/HQQw/FoYceCgAIBAI455xzcP/99+OnP/1pwnqMsbTKVz7L3dLcHMxpFqy3qK4uR2NjZ8GOl41gl1nLSNWNAdWunYWB1h+IgQn1EyIb1EcIN/RXf+kKx8A50NDQ0e2Yra3NNOIkxhCNagVra1NzEAAQCkV3+ufJbR/57OsmvPG/jTho96HYb+xQV8cKRzVwKxg2GHR57fUwpOgOGIE9XB2zt+Cc2zGPXV2xtG1XVR2aqg/YPiVJLKOYVnC31eXLl+N///uf/W/OOUaPHo2mpiZ7WUNDA2pqajBixIicljc2NqKmpgZVVVUIBoPQdT1hOeEOKtVBEARBEEQhEO6g2eLaxHqKzPqnVAe5rbqmMxwDkJgpN1d03YAiWzGPLq894yqYFnJ9zN5Cc2QP7s5tNR+BayBQcOOxs7MTDz30EKLRKILBIP7v//4Pv/nNb/C///0PLS0tCIfDeOuttzBx4kQccsgh2LBhAzZt2gRd1/Haa69h4sSJGD16NHw+H1asWAEAWLhwISZOnAiPx4MJEyZg8eLFCcsJd1CpDoIgCIIgCoEwDLJlXLVjHmWpX0p1kPHonmBYBeDe+ANMo12RGSTGwN3m1+Uc4DHXx+wtRJ8BMp+7XsR1HgvutnriiSdi5cqV+P73vw/DMHD++efj8MMPx/XXX4+LL74YqqrinHPOwcEHHwwAeOCBBzB9+nREo1FMmjQJp556KgBg9uzZmDVrFkKhEA444ABcfPHFAIDbb78dM2fOxFNPPYVRo0bh4YcfLvQpFj2UbZUgCIIgiEJgK49ZDAyxnixLyKGyR68hvLEKGc40WBDGYz6Gt65zKLIExvIZj3IwI+r6mL1FgvGYoe1mwpwCNaiX6Zc6j9dddx2uu+66hGWTJ0/G5MmTU9Y9+uij8corr6Qs32+//fDSSy+lLB89ejTmzZvXa23dGRHKI70oCYIgCILoS3J1W7WVRyl9jou+QrUm1El5dE+wyzIe86iRqVpuq5LE8hiPcoCrro8pYLFmgBvgvursK6dBdbitZuo3hsEhFan1WJytJvoU0elduwkQBEEQBEG4wMjVeORCeSxwzKNm5tHIxwDa2bHdVnsQ85iX8sgNgOvm//OAGVEwPf+YSafymKmsjGFwFKnXKhmPRCrCbZUm2QiCIAiC6Et0IzdvJ6HgeGSpoJ5R2Yq9E5nptN1W3RlxZrZSDkVmYIzlde0Z100DMh+4AfTA7TXRbXXw1Xkk45FIIZ5tlV6UBEEQBEH0HbnGPBqOmMdCDk/EhLquFzLScnAg3FbdGvu6IzmSlJfxyC3lMU/jETpYDxLu5Oa2iqJNmEPGI5GCasc89nNDCIIgCIIY1MRjHrtfL55ttcAxj5RtNW/yTZgjcm+YxmN+CXPANQD5Ko8czMg/ZlLLQXnUDQ6JSnUQgwUq1UEQBEEQRCEwXGZbVWSpoGE1GtV5zAvD4AjlbTzGJwryclvlBhjXTdfVfOB6z9xW9eylOji5rRKDibjx2M8NIQiCIAhiUKPbeRZydFuV8qj71wNUKtWRF11Rzb5Lbq9dT5VH1gtuq6ZymR+iz3g9meNzSXkkBhWqJuo80ouSIAiCIIi+w02dRwbLeCxktlXLkNHIeHRFZ1c8ZtC18mgZX7KlPLoej/Yw2yq4AWbkH/MolFOfR06rktuZg0l5JAYDZoYrUaqDDEiCIAiCIPoOMZDOpVSHJOVpTPQAjZTHvBDxjkAeyqMjs25edR65AehaD7Kt9ky5FOVdfB45bdvFMkbGIzGQaO2MYnN9p+vtdEdAOkCuqwRBEARB9B26nptxZhZVZ2CssIacSjGPeSEyrQKZrx1XtbQTAWrEVP2k5lYwZB6L8lj6pDZGRwfUL+rB29vdNVq0t7EF2sYGcDU/9THaao6/TeUxs/FIyiMxoFj0/gY8tbDW9Xa2n7YiA6C6RgTRHZxzfLG+mRR6giCIPMk126puGY9Sod1WKdtqXnSGsxuPxoYtMDbVpSxX20zjS2ptA1NV6F3hBEORcw592w5oH38Oo7Ujdb/bW8BjHNpnX0HftgM82AUejRuC3DCgb9kO7fO14GpibCPnHHxzA4y6dugrvwTvCIKHwuCReAIdrmrQ12+Bvqku5fvPYypi25sBAF6uw9B08PZO8z9rXc06JlPzj6vsT5T+bgDRN3RFVERV93K7XYTXIwFRUh4Joju+3tqORxasxC0XHY69Rlf2d3MIgiCKDjd1HmXGwJBf0fh8sZVHqvPoipzcVlUN+ubtQMAPuWZYfHF9CwDAU1EKxmIwOkLQPloJNrQSrKoS6IrA2LoDrCwA/ct1YIceABbwAzCNN97UBlZZClbig7F+KwxmZd3xeyGNqAZv7QDv6ASYBH3NesgH7AUmm6IJ2oNAJAp5qB+GpkJbuSbe3hIfpBHDYdQ1ADENMHTAMCDtPhrMSn5jNDZDs2rdeTUVXZEYtM+/Ml1pA35II4dD3bDd3F/dDuiNQyFXV/XGJS8YZDwOUmKakZdbR1x5NEVpUh4JIjMiDXkkj4kagiAIwlGqI8t4Q7diHvOr+5c/drZVGg+5ItilQpEl6LrRrWorlQVgrFkPye8DqygD74pADXYBADxCafZ6wIZWAJEIjA0dABjY8CGmwWbo0Fd/A/mgfcG8HhgtbeBcB5NlMGZAqopP7HJVA99SByiKvdxobYe+dgPkb+0BJsvQt+2A7JXNYwS8kJTy+PYxFcamOrCAH6wsAG4YMLbUmQbkHrsCBoexaTs0jxdAFH6/B8EuHVJVhbl9NAZjYx0Mrw8AIPt9ML5cBxy4D+ThQ3v3BvQhZDwOUlSt+4c1EyJZjsdyWyV3PILIjFD3KZECQRBEfrhSHkXCnAKW6rDrPOr0nndDMKyiPOBBZ1cMutGNaqvIYB4FWu1XUA7ZH0ZLG3RLxZMlBgnmWJQxBpT4wUr8CZuz0gB4RxD6qq8hH7gP+LYGsIAX4DIYtISewjwKMKQiYXtpaCWM5jboq9ZBHrsLeHMbUOIB11hKtlbm9YB5PfF/SxJQNQTGtnrwSAxsSBmg61C5AQZAkRJVcubzgvm8QNQcO8iKDMgMUNPHbg5UKOZxkBLT9LxmycRLUiiPZDsSRGaE8UiDCoIgCPdwzh0xj9lLdYiEORTzOPAJhlWUl3hyypbK/D4wjwda7Vcw6hqgeb0AAA8zzARJWS49qygDIlHoK9eAh7rAPDI4k8CM3GIKpapKINQF7YuvwBQZjHGrVmR2V2XGGKRhQ8DbOmCs3QhWFoAWC8IjAxJjadsu+lKR5ssh43GwElPzUx6T3VZJeSSIzERjlvFIgwqCIAjXOIcYbpTHgsY8kvGYF53hGMoCHsgSy+nasYAfjHMgpkJn5hhUQdScLMjheKyiDDAMS5nkAJMBnntCGlZRZsZNlpeaHZNJrraXhpSDDR8K5vVAM3R4JNM4TF/n0dqGjEdiIJFvzKMobOrxiGyrvdosghhU2Mpjdy45BEEQRFqc785cS3UUOuZRy7GUCJFIsEtFWYnHVN9yvHasvBRSVaV9zRWjK6N6l3b7soBphEIH4M54BCy3UkkCuAHu0vgEACabZpWmcyiMW8ZjmlIdtvFYnNYjGY+DFFXTexTzSAlzCCI7UZUGFQRBEPniHKfkUqrDVh4LWefRVh5pktANwbBpPMqy5Ho8qlnre3VR5zHD9kamZHUcHO6Uw6Qdm8qlEc2+ahpUg8Mj8YyGrxhbk/JIDChiqgHO3Rt/IiW11yMS5vR60whi0BBXHulBIQiCcEui8ZhFeeTmYFxirKAhNeS26h7dMBCKaKbxmKPbasL21v1VjBAYePqJBc4hd61LO1Bl3AAYA4OR50CWA5DB8jQ+VR3wSAYpj0RxEdPyywKpaSLbKsU8EkQ2yHgkCILInwTjMUe31UImzDGshD7imOSNlRuhsGl0lQe8rtxWBULIMJPOGOljHrkGGLH0O+AcgGTagDyfUlqm2yoz8suCqhlmsh8ZRrfKo1yctiMZj4MRzjnUPN3pUtxWaVBMEBmJkfFIEASRN85M1dnGG/Fsq4Ur1SEm1H0iDwS963Oi06qBLJRHt9dNfFNlSYbEjfSTBVyz/kvnTqwDDOZ/OWRMTYblkTDHiWrAcltNbzyKbl+kwiMZj4MRTY+/Vt0Oam23VYXcVgkiGyLbKg0oCIIg3GO4cVu1Yx4Ll8xPjIl8XnNMVIxlmdqCUXSEMih0fURIGI8BD2TZvduqaq2vKD5IUNP2DSaMR6QzDp3ru1QeuVWiI4+EOQLTeAQkGGnbLhbJRWo9kvE4CFG1+IPi1sVC06wgZQ+5rRJENuJ1HimRAkEQhFt07jQes6xrZ1stXMyjUB79XsVuQ7HxzKtfYt5bawt6zM4u03gUdR5dxzxayYlk2QMGI/39NrTMMYmGAdPEYWa9RrcwAJDyj3m0jUctg/JICXOIAYbIAAm4f9EJt1UR80hDYoLIjG080iQLQRBECl9tacOSjzZn/N058ZZTnUdW2JhH1XZbLd4M9G3BqG3MFYpg2FQ6y0o8kPOIedQNQGFmrKkEgKdzPeUxM54xrVsqh2UB5hHz6PQpNdy7vXIOjTMoEoPE1Sx1HovTeiTjcRCSoDzmHfNoua0W4SwbUZxouoF3Pt1WVC6gYqKmGF2ZCIIg+poPv6zHq0s3Zvzdjduqzh0xjwUy4oTbqt8j3FaLb0q9K6rZY7tCEXTEPOajPKoGhyKZ27AMGUuhR2AaehmMR2b9nMn44xzQ05Ti4Ny2HyM6g2G4VR85VIPBIzHIPJYh2yopj8QAI6blPpOXjGYNgj1FPMtGFCdfbmzBs2+uxYbtHf3dlJyhmEeCIIjMaLqRMKGdjNtsq3bMY4FsIaE8+n3F67Yaier2eRTsmDEdEmPwemTIMoPh8obphgHFMqykDEqzxCNmYpu0GAAYwDIZlwAzuiBF69Jva8XVzlxWg39vCLpqOzg33VZlBhl6FuXR3a4HCmQ8DkKcL4n8E+aImMfeaxdBdEdXxJzdK/RHricIt1WtnwcUH67agZlP/48mewiCGFDougFN5xnfTfmU6ihkzKOdMEcoj0VmPOqGgaiqF1x5FPcKMJPCuA6hMhBXHpGh/+gxgMlmLcdknGpjRuVRB3hmd96gCrSrMhq73Lq9GpbyyMGYmcAyuf3ktkoMOET5ACD/Oo+KTAlziMISjglDrHiMR/Gs9bfyWNccQkNr2H5+CaI7Pl5djy0NLmfTiUFDU3sYX21pK8ixhNGQaVJQd+G2ahgckoh5RGHGJ3apDm9xluqIWN/VQk/K6pZKDCAvt1XN4JBZ3LUz7b3mEXAmpzUOn15TidoWxSq3kcFANHSwTG6rANpjZvu7VPfZWlWDQZHi2VSTT992Wy1SK6xIm010R6wHyqOmG1BkyZ4NKbL3JFHERKKm8qgVSfygYXD7WdP72eCNWbGXMTIeiRyY9+Za/PuTrf3djAHH6o0tBR9kv/ivr/He5+lc5/qONz7ajN8vqi3IscT7PNN1TYx57H5fOjcNEjE+KcSXIjnmsb+9TNwSFh49eSiP3bkbZ8Pg3DaM8qnzqFnZSgFYkwXJ1pcOxg3TOEw+tmHgo8YS1LbIMP1PM8Qs2qU+Un4AALRHhfHo9p6LmEdAsgzgZNtXt5VHl7seIJDxOAiJObKtun1gVd2ARzED0gFSHonCEY6ZL/FiST4TdcxG9oYrU08GrWJgUEwuv0T/wDlHOKrb8bqESUtHBL958TOs+KqhoMf9eHU9Vm1oKegxI1E94f3Vl2hZ3k35uK0KT79CjE/UIlceu8SkrMtvw9aGIH728H+xrSmU13GFSgwAkiT1THkES51YEEZfmoQ4Yt2QygDI3SiPMQDpjEdzf3HlsZuEO2lrOOrQuGk8MsmKlU1aj+o8EgMO52yRe+WRW8qj+W+yHYlCEY5aZS+KxG011ovG4/bmEH728Luoy/NDrVoft3xml4mdC1Uzi1YXyngoFkQpg0Ib1ZGYXvAJM1U3oGqFOaZ4N8YyqFjO9302w0y4QsYnt3upkd0glFO/V8Q8un/HNrSFcfdfl6GzK9arbcsF223V5behuSMC3eBYv609r+MaHLbbqpyn26rHkW01eaKAQUM8IU7ib7plTIY0gIN1UwsyCmYYGToSQ1sW5ZHFWsBizSnLxbl6JA5ZEpMORtp1SHkkBgwJ2VZdvl01zXRbZZJwWyXrkSgMcbfV4jCAoj2ILU6msS0M3eBoao/ktT0pj0SuRKx+OxiNx66IlrerXUR4PhRQWeKcIxorfDITTTOg6RkKr/cyorSFmkG9cVOqo3+UR7M/+b35Z1tdX9eODds7sb25q1fblgtx5dFtnUVz/XzbbBiGPY7My22Vc8jCbRVp+oahOWzGpGQ0Vp8LqQxgElgGt1WJx6xtkw3TxJjHcKZrZ0TSqpqqZSh6JMQnOrTEiWHxNFDCHGLA0BNFRNMNeBzKIxmPRKGwE+YUjduqI7a4h20W+8p34Cue+Z7EqBA7B0KJGIzG40MvfIKF723Ia1vx/imk8RhVdXDkH0fHOccbH21Ce8idoiXeE4U4VzvmMYOB7Hx3Zq3z6Mi2aq7f/bF1w8DD8z/rUXIg223VrvPo/pqFwqbx0h/PXNgyHg3OXammYkKjrjlft1X0OGFOvFRHmuy6XLNUR6QohzrnuHrM77Gr5wtTtkzrmgrAUAEYaRLumPtrE26rGY3HaNqYSdHXFSmuLBrJxqNQHo3Cq9G9ARmPgxC1B3UeVd2AokgFdQshCCD+kSuWVOi9GfMoXOXyTXhDyiORK0Lhj8YGX19p7oigLZgme2IORPoh5loY8vkWnm/tjOLv//kGn3zV6Go78Z4oxPtCGCGxDIZTfnUeWU7rd0U01G5owbo8XS+BVLfVfLxMguH+cYkG4s874E59jCuP+RmPuiPmMR/lUTdgxzyK7LoJGFGAmfckJebR0DHc24QThr4GQO4mYU4Mpq6ZbJgaAI8nzInqLO0Ej2RE0+5bPFYeiUMWwmIssX612J2MzKVCBjI5GY/BoJnS+7PPPsPChQuhqsV5sjsLPcq2qhlQ5MK6hRAEEB+8FaPbak/jNEU8UL6DOTvmkYxHIgvCYMk0mC9mzHp2+X2zbEOugDHXkR56W4hvvdt3pj3ZVIB3ratSHTnEPJrKo/nvbMMTcV17YrQlJ8zJZ6LQNh774ZnrchiPbu636FNNbZG83hVmttX8Yx4NHje8JJYmYY4eAWBlU02q86jp5jn/t+VYcDAAadrPuRkLySSz3mMyLO62CgDhdG7XRtSKvUxE1c39JWRb1YOA4Qh1EaU6CpIzuPfJajw+9thjuP3221FXV4ef/exnePnll3HHHXcUoGlEvjgD0137mdtuq6Q8EoXFTphTJG6rsVj+z1kyYlCR74A+VkAlgShuBqvbqm6Yxejz9QKIRAtfs7WnE2bifeH2nSneE4WoC5st26qbUh2cc8jMkTAny8BbTARkStaTC8Lgst1W8+gfoYhpPPbHhI34rgLuvg/iPDmAHS3u4x6FSgwIt1V3fU3nsI3HdAlzJCNq1nhkqcYh56YraFALIGpIppGohxMPkOBumpLKFZwDbVGGco/5WziW5F7KOZgRTRtPqdoJcxxuqwbAjPh1NKztJKk4v9lZjcd3330X99xzD9566y2cccYZePbZZ7FmzZoeHfTJJ5/EGWecgTPOOAMPPfQQAOCmm27C9773PZx99tk4++yz8c9//hMAsHTpUkyePBnf+9738Mgjj9j7WL16NX74wx/ilFNOwS233AJNM29EXV0dLrjgApx66qm4+uqrEQrlJ7kXM85SHflmW83VLYQgegu7VEeRZFsViUc8ivs05Mn02G2VjEciR4TBEhlkxqP47uXrAtofCXOiPVQehWHj9p2p5qlY5oMwbDO92/JRHlmOyqPYdzRTqYUcUDUDjAFeq+hgPt+nuPLYd9e7oyuW1j1XfFcBd8qjc0Iin6Q5Rg/dVs3tzb8Zs1LYOG+4EQGYArOOY+J5ccswPKi8FiGNAcwHOfRN4va22sjAkpRLcI6IxhAzGEaVmr91RZONTx2m0Zr6HlWta6dI3DayDDBADzrOz9xu0CqPAFBSUoKlS5fiqKOOAgDEki1wFyxduhTvv/8+/u///g8LFy7EqlWr8M9//hO1tbV47rnnsGjRIixatAgnn3wyIpEIbr75ZsyZMweLFy9GbW0t3n33XQDAjBkzcOutt+LNN98E5xwLFiwAANx55504//zzsWTJEowbNw5z5szJu63FitpD5VFRnKU6irNjE8WHmPkvnoQ5ZnsDPqXHA04x8M13ZlrtodsrsfNgu63G9EH1fhfPY77JZ+Klggp3TcI9dJUV7upu35lxt9UCZFs1stV5zD07fDzbam7Z4HvDbVXTDHgUCbJV8T6fCfVQAdxW316+BY8s+CxleTgh5tG92yqQX9yj0201n4Q5OoedbVWCpUqL2EbOwbhqupymcVtVeQnqYzWQmI6QCnAlAKaHwKI77HUYdGtblhIzKWsbUKb+BaN927BLwDIeY8nGowqAp4951FOVR435IMXa7HWE8iinc6ktArIaj0OHDsUdd9yB2tpaHHPMMZg9ezZqamryPmB1dTVmzpwJr9cLj8eDvfbaC3V1dairq8Ott96KyZMn4/HHH4dhGPj8888xduxYjBkzBoqiYPLkyViyZAm2bduGSCSC8ePHAwCmTJmCJUuWQFVVLFu2DKecckrC8p2NnsQ8qpbbqv1y7tWWEUR6DCNed65YYh6F22pJLxiPUbVnxl8hY5gEBuf4cNWOolGKCRMxkOYorsmGOQtr8a8VWzP+HrVdOPtHeWztjGLBv9e5Mi567Laab8xjQd1WRcxj+kGy4VJ5lF3EPIq+0FO3VY8s2YbQQI15DHapaZNghSMO5TEPt9UhZV7U5aE8JibMkVxn7jeS3FYN7jASuWb+zRiA1JhFgzO0xIZBhoGgark4eyogRzZbsZKIG32cpxiPjEfBjS7ITMeoUrPdkXAoaR0Nllmb0nZnqQ7bbZV5wPSg3WkNw+wTrEiNRyXbCg8++CAWLFiAp59+GiUlJWCM4cEHH8z7gPvss4/998aNG7F48WK88MIL+Pjjj3HXXXchEAjgJz/5CV566SUEAgFUV1fb69fU1KC+vh4NDQ0Jy6urq1FfX4/W1laUlZVBUZSE5W4ZNqws7/PLl+rq8l7bF5Mky0ccKCv3udo3B0NpwIuqoaUAgIqKkl5tG5EbO9s1Fx9XAPD6PEVx/opV96uizAtZlnrUZmZNscoe2dV+xLpigObzF+7afbmhGX949UvsMrICh+83oiDHJNyT3B9kK3YLAMoqSlBZ5it0k/Ji3dZ2BEoy9++gpcIxKb9n0bAGul6fktf2y79uwpKPN+MHJ+2DEcNzG0N4vGaBcYPn984v2d4JwP07U7wvysr9Kdv19vtDGA3eDO8mf8Br/53t/WVwjrIyH8orSgAAVVWlqKrwZ1y/zTKcOGN5n5fikeHzyqix7mlpqbsxFWBmfQUAqYffiW6xDLThw8vsyX8AcCZYLatIvd+Z8Pk9AIC9dh2CxrZwwna57ENRZPh85vesrMwH3Ui/XWRoKbhPhhRIvI+cMfi8CirKvfB5ATCOoZV+QPEDWhgwSgBviZna1OMDKkrtbdsjzdi/bDUAIKT4UCEOG4sB5RLgKwUiEYBZ774Kv7nMgkFDe4uMwyo+wV7Dzwa+BgyJY+iQEkvtBBCNAQgAYMDQ+LYA4GvxAIhhSLkPqvW6DZSWoNwfASokQAnAp5g3pqpcgY8H4BlWBk8RjHsEWY3H4cOHY8qUKVi7di10Xcf555+P4cOH9/jAX3/9NX7yk5/g17/+Nfbcc0/87ne/s3+76KKLsHDhQpx66qkp27F09V6yLHdLc3OwoLF+1dXlaGzs7LX9dYai8HtlhKM6Wtu6XO07GtWgazra282ZptZWd9sTPae3+0Mx0NQedwnpDEaK4vxb2sLmLDiASETtUZvbO83Z0I7O3M/d2U/EjHaLy+e9J2za2gYA2La9A7sNCxTkmAORmKpDcSgTA4l075Lm1riKULejHbHKkkI3Ky+iqoaOzmjG/r2j3lweiWp5PQPiGQwFY3ltX2cdv6kpCE+OKkuj5Q4YU/W8jtncYm7f6eK9IY4HAI1NQQwr9djL++LbI9Su1rZw2n13dETsv0OhzNfe4GYSk2hYRciSpJqagtCjmbP/NzWZ1ycYzNxvstHRGYXEGNrauro9j0zohoGQZTy2d/Tdt63Nuo71DR22iy0AdATN8WAkpqOxMYhhAU+mXSTQ0REBA1Bd6cfKrxuxo74dsjUxk8s5RKIqDJ2jsbET0YgKXTfSbqe3hsDDEbBoogKn6hyGpqGjU4eueqAbEtraOsFlHUzrhByMgnvCgBYFV4Iw9LgyGOpssP9u6lTR0Wlef6bFoGvN4H4vWLQDctgs66MbIXBvfBLNG9IQ1Ti8koohLAKgBK0hFW3NzeCy+a1j0XZrew5NDgIOW6Ot0xzPRMMRRCMSAB86ghF0ahHoRgu4l6OrKwSgFJ0dIYR1P6TmIGTvwPqOShLLKKZldVt95513MG3aNNx5551obm7G6aefjrfffrtHDVqxYgUuvfRS3HDDDfjBD36AtWvX4s0337R/55xDURSMGDECTU1N9vKGhgbU1NSkLG9sbERNTQ2qqqoQDAahW2lyxfKdDVU14LdUkbzqPMrOOo+DJyaGGLhEHB+OYsm2GlV1+DyyGc/Rw+fEzrZaRKU6Oi21WGQS3Fm5/c/L8MZHm/q7GTkTccR/9WUCj95G1Xi3bn89d1vtWfxhR1fMOn4+bqs9LNXh4jtvGPGMtIUIEdByTJijyN27NtpF1V3UeRT3MtqD96Kmi5jH3OIskwk53Eb70m1V9KXkaxKOaqiw1F0391szDMgywy7DSqHpHE1tkewbOXAmvJHySZjDAdm6z3adR+GeyjXYGVJZasIb7sikGnK84zgs11HAqhNpmUDJpTq4BtVg8MkxDPVxSIyjS5UAzeG+a2/PUrZXHTGPzCrVYXAGMA+gtQOc2wlzZJahBuUAJ6vx+OSTT2LBggWoqKhATU0NXnjhBTz++ON5H3D79u245pprMHv2bJxxxhkATAPlvvvuQ3t7O1RVxfz583HyySfjkEMOwYYNG7Bp0ybouo7XXnsNEydOxOjRo+Hz+bBixQoAwMKFCzFx4kR4PB5MmDABixcvTli+sxHTDLugrftsq2bCnFyzmRFEb+DMCFcsMY9RVYfPK0OWpB4bvCJhjprHYF7TDXtAU0jjMWgNlrsixfnx6w0Mg6OhpQvNHfkVpu8PIo5nrVhqPXLOoelGguGbjG085l2qwzLk8ty+o0t1fXzbYM3znZdP1lRnXHRB6jzapTrS3ztxvTyK1K2BIdYzYx5zm9wW97In/VzVzJhHYTy6vVchR0hGX07WxCc/0hiPpabx6DbbqixLGDXcVMPqXCbNEcmNAPOecbgzvHUjHi8oiZhHEZtoaDCT3QDdZVudv/1chDSHmSN5wTRhPKoARKmPxG+YwSqgcQa/zMEYEFCALl0B0xzZbI0oOGQAqTGTaUt1cIBLXkhqG2BEEdYZZMbh4cX5/czqtmoYRoJ6t//+++flCiqYO3cuotEoHnjgAXvZtGnTcNVVV+G8886Dpmn43ve+hzPPPBMA8MADD2D69OmIRqOYNGmS7co6e/ZszJo1C6FQCAcccAAuvvhiAMDtt9+OmTNn4qmnnsKoUaPw8MMP593WYkXVdNt4zCvbqpz7y5kgegNnLaqiybYaM5XHfNKQp+yrB8qj02AsqPJoDZadRah3NrqiGjgKk3gkVx77+0ocss9wnDB+dNrfE5THHmShLCR21sxujIBYDxNuieuS77MsJlPcGI/xJGH5Ko/ujc9Cvi8MI16JMVudR4/MXCiP1rIsx9dz6DfZUEUG+jwT5gQTjMe+VB5T+y/nHOGojnLLVdVVwhydQ5EYRlWZ8Xz1LeEsWyRtzzkUy302bnhzSEpu9oMz2yqD0BmF8RiJq4bp6jxayXAihg9B1Wk8ymBaFDA0SDwGzmQwrqcYn7oyBtujo+C12h9QOEK6Aqa1mYoKY5BEqRAeQ3JPNN9BEhSJ2+qpwQFIHjAtBKaHEdYkBBQOVqTKY1bjsaSkBHV1dbbBuHz5cvh8+QfYz5o1C7NmzUr72wUXXJCy7Oijj8Yrr7ySsny//fbDSy+9lLJ89OjRmDdvXt7tGwzEVAPllpuCa7dVjVvZVs1/u3XRIPoHTTcgMTYg465ywamGFEv2TuG2KveC22rMzrbqfnDRX8ZjME+31Y5QDLrBMbR8YCRqCUc1GJyj1J9bLJCTLuvcB5JavnpzK4Z0c20jMd3ss0b3bqADCdGvo7HMA62eKo+ipEG+28eVx9z7gj3g5zxBqcmVuPKYe5ud74i+7rfO/Wd2WzXrKGZzbRRjEcmF8mhnW+2B4qfZymN+pTpCYbNfVZR6XT9vf12yBn6vjB99Z5+s66bLFhxTTa+U8jzcVnXDgCxLKPHJCfvPlWTlUSzLefukbKucw3aFY7bqB6QrtSGUx+8O/xfWxs4G4IjrZgyMxwAjZhqgXLLcYBN2gJWdB2OIde4BhaNLl6ztooDsN7eXfFYLjIRqjQnKo+N8RHuZ1o4unaFEAWAUxzs4maxuqzfccAMuv/xybN68GT/60Y9wzTXX4MYbbyxE24g8iTmURzcfQuEapMiS4+XcJ00kepnH//E55r21tr+bkTdi4FbiU4om5jGm6vB5zBnpnra5OJXH/NxWn3trLZ5+ZVVfNCkvnnvrK/zu5S/y2lbEMxWyREp3GAZHTDW6VUIjMR2VZeZgsliMRzHo7c7tL2rXPOxpzGOexmPIfB5cleqI9mzSrKduq33t5eHcf+Y6jxyyZLqFdjdZ7XRbzTWsRmzTU+XRGfOYr/JYVe5zrfRvqOvAZ+uac1o3nfIowkFst1VXdR65da0ZFJll7CuZDHjDgD2OzEe11Xl8Mjxe59FKfGNETdVP/JpkPLbzPbFgx1SM8ddB5h1pGhc1FUMmI13Moi+6FEeUv4NWY38AltuqNUfKtK54nUlJBniq8ao5jUeH26q5A4BpnejSZAQUjmSX2WIhq/J42GGHYcGCBfj0009hGAYOOeQQVFVVFaJtRJ6oWn4Jc+zAdYWUx2Jj847Oghtd25tD2Li9E0ePG9njfQm31fISz4BScbojquooLfFAlnvBbVUUbs9jhtxZw6yQRoxImOPWeOzsUtHS4S75Ql/S0hFBc57tEarrQHFbtd0gu+mPkZiGylIvWjqiRWc89lXMo6oZ9nb5xB8aBrdj29zETDrPR9M5PFlHZImI94Wbcy7kZJPTIM5oPDqMlG6VR+G2yljOCf00I55ILB9lFzCfbSUgQZZ7ZjwOq/Bj/fY0hkw3qLqBhtYuM+5Syaz1cM7tb4izfWJStsJyW3UzWaAZZggTAMiylPa7vLm+E/fOW4G7rvg2RgxNzBQqanICceMx5/Ek59B53PAyE+awuELoUP3M0Mckt1NDQodWDkUCdCOWuG9mJr5hXAdnEjiTwKAnKIeaEYMEFcP8YQABBBSO1qhklvbQ2gCPo6RGuuMLlZw5jEdxaswLpofQpZeiRAHYYFUeV61ahS1btmD48OGoqanB9u3bsWrVwJk1JlKJaQb8ltzuxp1OvNydBXGLyXZ88V9f4z+fbuvvZhQcVTPQ0aX2qBByPvx3ZR3+tHh1r8TFCpeY0hIl74QVhSaqGqbbKmM9drWN2tlSi8dtVcQ8hlwaj5pu2NsOBCKqbg+y3CJc0gbKhIcwRrprTySmo7LUHHj1xJ2vkDgVtkznFutB/GA4wW3e/fbBsGoPPt1lW3Uaj/koj+5jHrWCuq06XCgzvNsMy8iQJIbuLn3amMdsymMOx8+GUB7zjXkMRVTIEkNFmdd14h5NN8A5UN/S1e16UTVu/CQoj9akbD7Ko2nUmyaCJ4PxuHZLG1TNQENrajwk53FjXXGZbMjgBjgYFBY3wmzlUah+IuYRqTGPPr4Vk6reg8I4dCNxYpAzLyStzbGEgRmJ7/+wan6fTiz7PcC5qTxqAJd9kLRWux3WHlOUR8PgYOCJxqNYXfaB6V12zGM647MYyDrPNX36dPtvVVXR2NiIcePGpY03JPofg3OomoGSniiPsiMVdhFZj8vWNGDsiHKceGj6RBGDldagmekxGivsCyhmzdabqczl7Bt0QzhqulorspR35sFCYyfMkVnerm6A+YyKD3NP3VYLNYHAObdn1Lu6qbOWDlU3EFV1xFQdXk/P+o1bDINjycebcdJhu8LnFbE8OsJRHZxz18ngRMxjIY327rDjnroxYCIx3R5MFovy6FTURV3NZKI9KLXhNOLy8SIQZTrcbh9JyDKdn2LqdttCxjw63+WZMknrliIoZVEe88m26nwvR1UDfm/OTbcRqp+peOanPJb6Ffg9suvnTdzXuuYQdq1JX28PSOy/TsFATIqJmEc3nikieSIAyBncVrc1BhOO40Q3eN5uq4b1DNvKI6yEOYYWL9Nhv6sZWFI/8PF67BP4Gh4J4EZM5LgxkTyAoyZkuoQ7Ees76pEMACoCHi/CGgOYDMY1M2Or7TuNFJVFN7gdrynOwb58TILhq0aXxlCiWAv5wPh+uCGr8fjvf/874d+fffYZGY4DGPFhyCfmUWybWKqjOIxHzjk6u1TXQd2DgVbL5a7QaffFDHY4pvfceIxpKPEpUGRpwMSPZUOU6uA8/zgpsR9BPvcwYTBYICMmphpQNQMM+SiP5rUKhlVU9YLx2NEVw1eb2zBhv+w1fTfVd+Kld77BiKElOPxb5vrRmJkwJ6YatkGZK0E75nFgvCezKY+cc0RiGsoDHjAUT7ZVZx+PxHQE0iQ3itd5dH8vEmMP3W/fGYobj24T5ojkRflMmsXrPLrJtupwc+9zt1VHzGOG8xPujdliHtMqj9nqPDqOme9Eiah9DcC6V+5LdZSWeODzyNB0biaikbI6/QGIP8d1Td2Xycg0+SGMurIS83l3pTwaZqkOAFCk9MrjloZQwnGcGDyN22qOz5bOOSTo8FiZSJmlPEpQoScnt2GWaem0EK11ZAlgTEfMAHx2fh0ZzDCc1qRV+sPRduvfEgM4jyCgBBAzGFQD8HJYJTt4/PhJbeJcQ4USAyBDstRTzh0Tk5IXYZ1ZMY8oSuMxtx7sYPz48eS2OoARLwdfHqU6xCx6wKc4Ygp6uYF9REw13ZnCRTIY6k1aOy3lsdDGYw5xSLkSiWrwey0Vr5iMx14o1SEMRp9XzmswJwaQJb78tgdMF+R/f7I15/VFspyqCj+iMd3VgEoYuM4U9j3hgy+2Y87C2pxiL4Wx5CwNI/pvPiVHBlq21WzGY0wz3eBKfAq8eSgh/YWWgxHgjHl0O+mZoNzkcS87HG7Ybus8lvrNOfx83PXzUh4LWOcxIdtqBuXRMDhkOXvMY3rlMdvxHW6refZ1zRFvKEvd16JMR9AyHoWXhRsPIXH9tmU1HtNPfsQT0cnwKOkNwEzoumG7mypptjU4x7YmoTymXlvDiHty2MmGcnwuDd3AqdVv4mD/ywBMQ4WDgesaGNeAtLvhjr/M836vazo+bDsKITXJo8TpYcIYkt1Gg8Yu6NAqwAAwRBCwZLYuzazVyPQQ7DqTaepE7uf/D34+9jGAx1KVRwCaAUSdxmMRuq3mFPMo/qutrcWLL76ISGTgJDsgEhEvSK+VHczNh0wYIUPLfQ4/7eKwHjvD5mC2NwyZYqPFum+FjnkUakukF+r8hWO6qTxKUlHUeTQM0z1cGI89idMUg97yEo81uHe3L6EkBHyevI3Hf6/Yig++2J7z+iJZzogqMwW6m6Q5YsDaW3GP4ti5xC0KQ1sMtpyJJvKJexx4MY+iPen7kHg/+jwyfB6p4N4K+eLs15mMR6dx4lY9dA6y8ym709nlVB5zHCBzbifdAgoX85joqdC371rRDz2KlDGeWzdEmanuJ7vTJsxJb0U49u10W81TeXQYj/lk1g6GNZT5PfaEvpt2qNb9yaY8RrMojwHh1ZOv8iinnndjW9h+5tJ5fDkT5nRb5kQPpShvOjcQM7wYKm8CuBpX7wzNzIyaHF3AkbgPSwksswz2YMqnxnDMPKSW6mjl+2JRw1lgDGA8Yht5XSoDZD+Y3pUYc5mU9KZJ3QVggMRbU2MeAUSs1UsUc3tWhMajq5hHxhiqqqpwxx139GWbiB4gXg5ej5y1blIywggZWuYrulIdYhC3c7qtxmMe84nbyhfNHoj3jvJY4u15/GChEAMAn0dGTNV7pDyKZDmlJR40tUdcx5CKZ77Ur+QVM8k5R0NbGMMq/DlvIwy/EVUBfLmxFV0RzY6ryYYYJIsJn54i+l84h2dfGEvCQyGmxutz5WU8DriYx+6VR/F+9Hvl4lUeM7xvnOei6xxuPOnFdSv1e/Jye01QHnPcXpxHmWU85nPcWD7KYyFjHq33YolP6d5t1SoP1m3CHB5XHnMv1eFQPvP4TnHOU91WXQ6KQhEVu48sh89j7iPXCRvOTVdmBqChNWyXUUuH0+PK+f0U3hR+r+JaeTSz/wrjMTWcZGtDMH78dMojT63zmK6PS9FGGHo5gEDCthvCu0NmSyEb28Cwt7Vch2SkmXRkQILyaBlz+/o/wBGVVQhpByf+Lpc6tmVgSW6vumGgOVaFFnY8Klll3HjUmFUbUgNnor1yivHZrg0H8wKy0QIJI622x3/vspTQYnZbdR3zSAxsog7lUXKpPLZZxuOQcp89OCw65THNS2yw09JpegIYnFsv/AIZj73othqO6RhS7oOSIavbQMN2NfVICPWwzqNTeQTMAaEb41EMIAN+BaG27F4hLR0R3DtvBW6cNh6jhpUiGFYRiemulOug9byJ9OxuXD7F4DXYS8qjMIhyefbFsYVa7pxsys94HFh1HqO28Zi+P4rf/V4FPq/cbd3EXm+bqiOq6qjIcZLBiepQyDK9b5yDctNoyP0ZsrM9+z15TQQ5lcdcv5mRJOMxn/de3HjMT3kslNtqiVfOGBstFCopxzqPkpR7Qj/ncxDNY4LHdIGGw23V/bs+FFZRZsU8Arkrj7ph6qqjhgWwvbkL9a1hjB5emnZd53vM2X8jMTMuX5KY+W11pTwaKJFNE0FJE06ytTEEBvO7kzbm0VEapduEOVxPMb4MbuB7w94GA6DomyGxvePrGlGrPmPyfuL73qQdgxe/ORq/P+wP2CvQhpB6SOK6UvI7iFv/me3cTXoNF41uRod0KSokDqvSCSyNAtxbbRuaHADjWoIGXi7XgwGQjBY7cY7z1MNWFxDusIPKeLznnnu63XDWrFm93hii59jlNhSzhIBb5bGi1AtFlnKe2RsoiPipqKqbM14FUt+S4Zxj4XsbcOzBo1AzpKQgxxSKMWC6rnZXD6o3UZNcAHtCOKqhxKvYs61uePqVVSjxyrj41P163I5csSdpRMwj53mrvmJfZdYXKqYaKM1dBHQojx7U6d2ndAeA+tYwWjujWLu5DaOGlaKhLWwfN1ds5XGo2ceFApcLYkDZWzGP0TTK45z/+wIT9qvBt/cfkbiuZSCLgXvEMZDrUcxj0SiPlvHok+ErsPL44r++xodf1uPy0/fHETkkN3Ki6vF2Zot5BNxnLhXKSWmJgvage0W8IxRDecCDzi415/dXvDxRT9xWzW1cJcbT40n1+rrfimvh9yloC6W/rgmlOnJwWxUqFuBSecyjr4t74hHKo8uavjFVR0wzUFqiuHZbFcfebUQ5tjd3oa4p1I3xmFl5DPjMYb5HcZeMTtPjbqceWUpJCra1IYiaoSWQZSmt14dhcMhJ2VbTGfsMGpCkJuq6AY+kAgxQ9E2O8agBZoTBrYkhWd8OzvxmDUiH66epDjMokg9+KZLGbTUNXI+7onIdBpfgRTsYV1CimNe9S3PGOYoTMOtEOhkmbwVjgMSbU+o8AnHl0cy2yjGoYh6HDBnS7X9EYYiqOmb98SOsr8utuKyYifR5LOXRhfXX2hnF0HKz/leuqbAHCsJtFcgvg6Cq6XjguRX4aktbj9rR3BHBq0s3YsXahh7txw2tnVH7JV/I7Im9mjAnpsHvk61ixO763Fdb2rDZ4UJTCIRi4/fKcZecPF1XY0kKhNtaj2IAWeJXcnKftDP4NZtxNI3CeHSlPJq1y4ZVmlZurjGP3FLHgd6LeYwkxSwanGPF2sa0z7IoFxBOo1b2RHnMtc++8sEGPPPql66PkyvxmMfsbquFNh7bgzFEYzqeWliLBf9Z52pbZ2xeTm6rLp9FcV0Cfk9e8cudYRVDynyujp2iPOaVMCf/mMfuXEl7C3FOJV4571Id895ai9f/t9G+rsyhPGYt1aFn7zfdEZ+Mt2IeXdb0FRNkpXkoj+Kdsmt1KRi6j3t0vseSYx5F5n23MY+JpTpSS2htaQxi15oylHjltHkPDM5tW0zJ9o00ogn/1DmHwjQrYU0MspV11QAD0yMAMw3iktjr8KnvWR6p8X0PZ7U4dfib8Che+KRYasKcdDj7EtegcxljjGfgVZej1Om2mgxLytbKORjTwQBo8j5pYx679GS31ezNG2hkVB6vvfbajBt1dWWf3SZ6B1UzUNcUwjfb2rHnLhU5rG/Vp1HcZ4Fs7YxgeKWpJOSaCnug4HQbiljJV9xQ3xLGV1vb8fXWNuw7Zkje7RCz1vkWHXeLqhnoCMUwsiqAHS1deQ8Gazc0Y49RFShNkwI/47F7yXg0OEckqqPEq0A3VFcDv5iqo7Uzan+YC4Uz5lEkFTAM7sZTLmVfTrdVN4hnvtSv5GR4CrVhe7P5Hm9sE6Ve3CiPMZSVeOz+kmu5DqeR1dlLyqOtIor/R82C2enORxjIYrDlfF7Sxe1kI+Qy2+o32zqwelMLLj1tvz7xEBDXINMzFHG6rXpkhHrpHuRCVNWxx6hyjKwqxZKPzFqbYvIhG04jJ5JReTQHu5rOXat4wr1PkZldY84NnaEYaoYGsKUhmLfxmIsB2BVR0RlWbXfxnsQ8BnxKAZTHeMyjGVaRGrdnu61mqKG4emMrKkq92GuXSgAwPaqs0Xa28UlCttUe1NC13VZlydX3SRiPZX6H8ZhjtlXRhwN+D6qHlHRvPDqzrTqMoEiC8shcTRY4E+Z4ZAmdSXHHja1hHHPgSKtObvcJc2y31QzHZ0YkwX4yLOOx0TgMcsl3IEwVzgHwKCAFAM4hGa0w2BBAMuMWxT4qpK04qHwVZGkPlMhNCKUz+lJwts00HjnzQ+LRhGyraVqfZDwaYNDQqg3DLsr+kKw+aDhKdYh5U5EwB7z4wq2yfr3efvttnHXWWfjud7+Lk046CSeeeCKOPfbYQrSNgDkglCWWUIQ4Has2tEDVDHvAlE/MY2tnFEMrzNnTYivV4VQe83GjbGo3B9Bua9Yl0xY0Z9DCkcK8DMTxRlZZg4k8YpiCYRWPzF+J91bmnm0TiH+Ye+q2Go2Zg/14ttXcz0Hcty4XbpO9gZjF9npkW6XPW3m0BihlopCzy0FOTDOzFfq9CjSdZ40DEgOI7UJ5bDWVR93IfdDd2aWiLOCxywzkev2d+w9meaflStxoTMy6mk5JTc4O6Oy76dxW//HuN/hyY0va44r3rWINKHOZaIuqOjSdY3NDZ9Z18yFXt9USrwyvR8poiPUFUdWsz/jt/U2X1fYMbozpcBo53SmPov5jPsqj8CLI5znu6FIxtNzr6tii78VjHrNvN/f11Xh4/mf2v4Wa567Oo5mExe+V+zy+3I55tAyYdO+2BLfVNO8uVTPQ1hm1jSIpQXns/vi6Ec+Ums/Eaorbqsv+ISZnnDGPubrPij6vyAy7DC+1PUXSkanOY1c0PpHucRvz6CjVISdlW93WFAIHMLq6DCW+TDGPSEmYk+kdyYzEWH3dMI1HDvOZssUMMDBDuJeaYx9F32D+6IgbZJZyyFgJACUn5TEh4yk3oHEFYD4wROCRAIXx9PthEhINTw4JGjhkSEYrZJjvucSYR4fymKZOZDGQ1Xh86KGH8NOf/hSjRo3C7bffjuOPPx7Tpk0rRNsImEZcecCDjm4+tC0dEfx2/mdYWrvdHjB5PJIr5TGq6ghFNFTZbqvm8mJxW3VmbsxHQWhsNwfQPY3DarOUx65oYYwZUV5l5DDTeMznA9ncbs76ddfH0pFLttWV65rwp9dXd7sfZxyWUA5yRcTrhSJaQftqgvLYQ7dVMRi2lUeX91DVDHg8kj1IyjZAEIOAlo4owlHNdlsV+8qFzrCK8hIPPIoERWY5u606Z757K+ZRDMJFxkFhBKabSBHnJ94Rzr6bPADSdAOL/7cJn33dlPa4wmCuLLWM/hwG4uLefrMttzAEt2Qt1RHtudtqMKzitrkfYdMOdwawqItaYV2vbBOiTpzXNl2bOeeIxXRbZUlnFG1vDmWcWAlHdfi9Sl4JUVTNQDiquXZbFc+9XecxS/9paAvjs6+bEoxuMfHkps2qbhpUZgxc374zhVFb4s1sPOq64Yh5TN/etmDUPkehUgI5uK0aHCVeGQz5xTyK9iqOhDluvLHEZHRCnccc26E6DNeRwwKob+nK2H8zxTyGoxr81jOhuI15TCjVkTipu7XRDBMZU1OKEq+cOWFOUsxjxjAqnvguMAwDtcEDEcEIeNWPcKjvOXM1kdOGMUg82ZhO0C5hcBlR3wn4e+NPs8c8cpZgfNZr+2JV8ABw5gfjETBmJrcJp/3MJZf6MOMYh3saUBb+I3x8i3Xu8TXiMY9i+0GoPJaUlOD000/H+PHj4fP5cMcdd+DDDz8sRNsIi4qAt9uBvXhwtzWG7I+JV3FXqqPNUeMRgCObWd7NLihO96t8lLBmoTz22Hg0r6Obunc9oaXDbHdceXT/EhL7cDuYz8VttXZ9C97/Ynu3aphdY82rpI2t6A6napaPW1K+2MajVV5EtKEn+4rHPLp1WzXgkSV7djzbAMH5+46WLnviBMjdtSvYpaIs4AVjDAG/J3e3VWv/jPVdzKMw6tIN0kTCHDvm0dpWYixlANTaGQVH5vsatM55SJlpDOWi4ojru76uPeu6+ZCr8uizjMd83hcbt3dga2MIa13Gh0djOnweCeVWYig3k1Wi35T45LTvG1UzHRkDliGWbEy1B6OY9ceP8PHq+rT7j8R0s1SQ1L1bYjSm4+EFn2GLI8ZahEzYxmPOCXPcler4zydbbXds3TCs+GFTRdSN7B4HAlG3MNcYuJiq44MvttsTlW6w3Vb9luqWxhtA58JtNf14RdUMxDTD/jYnZFvN4fiyLOVdlkZNUh7denMF0yiPbmMeFVnC0HIfNJ1nzFCdKdtqOKYh4JPtc3BT19O8dsxqA0t4pzS2hSExhuFDSkzlMemZ5Nzsj8luq5mVRzXBeNM58ErDWejEt8C4jkp5KyToCa6fjCdPXjn3rcOwzJuhPo61bTI+bewmpiSp1MdWdTxWdBwOWMYjAJR4eIaYR6tOo3j+OMc/W6fi2R3XAQA8aBGLbcI64Je5NQmSFDNZJGQ1Hr1eL2KxGHbbbTesXr0akiQhFusddyMiNypKvQl1pJIRA5LtLV22G4vXUh5zfdE5azwCxZcwx0xYYA7i8onBE+pLj41H6zoWKubRVh6r8lcexb1PZzw2toVx/3Mr0v4WT5iT+VyFCtRdsgIxkC/xyVAkZuYey7HfOlWzQhnsQKLymO3DmMu+JMZs9yK3RnBM0+F1KI/ZBoTOQcDm+k60dkQx3Io9y9WY6OyK2UZAqV9x7bZaWepFMKz2yvtF3AtbgbRUxXTnoqqJEx6iX1aWeVP6j5hUyZQgQ5yzUNJycQnre+Uxi/GomtmYZUkyS3VYtWHdIGJlmxzPXi7EVB0+r2KX6uh0qTzKkumanXZSwFpmK49J96yzSwXnyKiW5uq2um5bO2rXtyQkYxKTIBWlXqtWobuYx1yyrUZjOt5buT0hMZp4zoWylKv6qGoGFMt4zGXC4/NvmjH39dWYMWcpnvjH5/ZzkQt2ncdulUcOSZIyXjuxTbN1XGFoAtnHJ5ph9hufR8qrLI0wthJKdeRlPCrwed25z4p7o8iSPS4Tk9PJRGK6ndwmNWFOfsqjbhhQJKfyGN+v8HYxwyVkRGOJtY7FbRH3SewnYx/lekLGVfHOlRjAmQ8MgE+KWTGP1nlKNTCkoY59xPetc4Yo90PWN+MXe72IXQNBPPGFD/PWJuZ0kIxWgFvHdZbLMKJQmIqochiiniMBmC6maY1HAGbcotjegMEZNJSAswA8vNlaGqdLZVamVYCDmRlni4yMxuPPfvYzLF26FCeddBKuuuoqHH/88fjLX/6C6dOnU7bVAlMe8Hb7oRUv1x3NIXtmT8Q85jqgbbVqBQ61CoXbPuZFYjyGwiqGW6UxBkLMYz5p//OhpTOKEp9iu87lE/PY3I3yuHpTK77e2o5tjanZTOM18+Ifw2+2tScYzvEBfebrIbb3exV7pjPXWJyGBOOxcHGPIkNqgttqnvFDUdU0/rwui0gLVKsupBjgZDM+nUbOF+tbzNgVKwV8LsfWDQNdEc12sw34lZz7u+gzQ8t90A2el4t5cluSXVGFy3i6wWI8YU5izOPQcl9KHxXvhEwDHhFnLRQnMTALRVR8+nVj2m3EREFzRyTjQLAnCGOY8/STGZGYbmdf9HpkuzasG0SsrLg+uRJRTeXR65Hh98roCOX+vAqDx+eR005EifdeJuVRKM51TemT/YWt2LBs30yhGDtL04hvc0XAaypTOV5PZ21JoPtsqx9+uQNdUQ1HHTDCbm/MocYCub8zhaeCkmPReGHsHH3gCHz6dROWr8k9k7jYv98R86hqOm6b+7EdS9xdzKNQV4H4d8pUHsXv3R9f1zkUS3nMz23V3MbOOiql1jvsjq6oZrkIm6q2IrOcs77axqPCbI+wTOpvJJYa76sbZkx2iaNUh5uYRy1BeUzsK6IPAfF41oS4S0d8qvP/mQxvxg0wHn+mJL0dN+95P4axz8GZee4+KWomSmKW0cUCUOV9YZoxHE7z7NPQ6ZhXdzkY78JQaR1+Nb4Vx4/S8J9tHrRG4wZgWXgufOqHKdtPCDyPyTWvwVD2hKbsC8B0W02fMAdJ23OML30XB5Z+AkMaBg9vsc49vnZYd9R4ZBLYYHJbnTBhAu6++24sWrQIRxxxBMrKyjBnzhxMmDABjz/+eCHbuNNTUWrGPGaaZRMDouaOKDq7VLOwqixBZrnPkrUmKY/FljCnM6yi2lJP8lEexUCoxzGPIRHzWDi31apyn+t4iuR9AOnPvcFyC013PsnKYySm4YHnP8F/V9bZ64Sj2Y1H223Vp9iZ+HId0Da2he3BcE8NfzfE3ValuPGY58MSs2LBvIpw7crTbTVH5VEYOcMr/VhlDeBGV5flfOxQ2CyIXG4pSAGfC7dV674OLTef1WC4Z14sCTGLMeG2mj1hTkwzXf/EjH15iSelj9rKo+O+tnZG8e9PtoJzbhsQYuJGnNvS2h144h9fpH2eYqphZ83uC/XROXGWzjAQChsA1250Alt5dGE8Gpwjphr2MSsCXlcxj5pu9nGfN737oa08+tNnLhWTPZkyVtrKo9x9KYYN203l0qlSi/MoL/VY2+euPPo88Umf7gy59z7fjjE1ZThor2EAzL7uLLkB5O42b8c8yszeh6oZePD5T7Dyq9RJD9GuH0zcExJjrrIkx7Otxt9trZ1RbG0MYnN90G53pjqPzu+AU3nMuVSHYRpA+cb32m6r1rvZbcyj5jCyALhqhzD0PJbbKgC0ZlQeNTt2VrRPqKZeJa4eulIedW4bzcm5CITrMxDvf873p+iLycZjZjGCJ8T9ccQgMx2SJIHDaymPEXAmwfIxhaxvA2d+hH2nmfFVjl3rHJAZAMvw9LAoJu5itm99e/x+cOaJq34Ot1MGHTqXoaALsr4N4Bx+mSOqd5N4x1IeGTh2L1mLkd4t0FkVZN4CgGdUHs2ZkEFkPF5++eV44403cNddd2HDhg04+eSTsWDBAhxzzDEYNmxYIdu401NR6kVMMzK+dJz1k7Y0BOHxSGAsc/aydLR2RlHqjxeylUSt1AJaj3VNoYwz9t0RU3XEVMMuM+LWeAxFVIStGcJQpGeudP3htjq0wgefJ/+Mci0dmd1WhbKX7NLnrNcnrndnl1lmwzkoFEZnckyEE9tt1SvbxmMutbQMztHYFsHYEeUJxyoEMc10h5Il0wUQcJe0wknUGlR7PLkZf8mompHgtpptdlnct91GlNuz4LtW5648djrieAB3bqti8CIGQz2Ne3Sq3uJvO9tqmnNxGpSRmG6pYTJK0qinYrDqvK/LVtfjube+QkNb2DaYK8sSs+TaqmY09ZmJqTr22bUSisz6JO7R+e5LazxaiWEA2O8Mt4pMXHkM5/yuFN8oYTyWl3afBC5le2uw6vekj3lMdltNNqSiDtfHdJ4ppiKrmDGPGZ5jznla5VEoqBUBr6sJW2GwigF6d++P5o4I9hhVbp9fJKrbqlhJN0mC0qFp8YQ5Ypv2YBRrt7Th6YVfZDTgFEVCWcDj6plNlzBHvD/Esxiv85iqljvfhSIvgVN5zHapNcvd2euR8jMeNRF36FAe3RiPRly9A+Aq9lIkM5JlCRWlpgHVlkF5jMb0uOruUB5FmwFTecz122IYImYxfcIcMQEBOIzHNHGXwm01e1I5Bhjx94EhXFiZAs7K0WbsAZ3L0KVycE8lAMCnfgyvtgqqcoA1YI23bx//Bzh2yHvgsMQQRLFbuQGZcazvEINb3TwujyGxXIapIhqQ4dVXoTTyAoAofDKQ2VGGxY/PDSvbqgJVOQhh7/fMxQkxjyyuPA7WmMcjjjgCs2fPxhtvvIE99tgDv/71r3HxxRcXom2EhYgRyfSxdaoFm+s7bQXDzYuutTOKIdaADuifhDkL/rMOv3u5FvWt7uqICqNnaIUPjLk33JqsOndjasqg6Twv10/AdHEJRTQosoRwVM87Bs4NLZ3RniuPncJlV02ZbBAJaVIzUcbXE4M5cR/CDkNTDOjTFRFOXsfvU+yPTC7KY1tnFJpuYOxIy3jMw22Vc47aDc2ut42phu1mmi0NeTaiMR1ej2zPEKdTzLpti0vlUQyodrFcVb2KZE+85DK4ECU2RMxjwK/kHG8qDFvbeOyh0u8sNWErjyLONq3banxZOKrZxlQgTbr5ZmtSxfkOFcbvph2d6IqYXh52zKMeVzWT2wYkJnXZbUQ5vtnWN8Zjd+p9T5XHYFi1ylL4EInpOSvOzgRTgPlNcxPzKAqW+7yZ3FaTM5fytL8DZpKoZCIxDX6f6YLOkV4haW6P2LkHnP29MxyDIjOHcpm78uh3TJh1Z/wJ49ZvuwhqcbdVr9uYR910W3UkzBHv8C31nfjwyx0J6wsVV5HMZEfu7ptQHoXxqNtJX8R31rAMrHST3U6lTExySswR85jlWuuG6bZqJofKI+bRVh5Fwhx3dR71pLqWpvKYWzvEdRf3qrzU273bqs98H4trKNygnbUac1UeheGpONxWnUmZnIpqifVMOyfyxHri25j1G8lkwHCcm5V9lUGGLo/CWu1cNKnVCSlxGA+CQ4KsbzENP0fMYrWyEbv5N9sur4xH4ZGA3coMbLCMR9nYZi7Xv7HUv7gCyaCDcxkcfnt7n8wR6UZ5ZA7jU4IGAwp0eRR0z75mUitHsp+wZpXpANKU+igOcq5S7PV6EQgEUFpaitbW1r5sE5FEPLV5+oGWc8AXimiOF13uLhYtnVF7QAcIx4DclMcN2zvwnsNVMR+iqo7Vm1phcI5XP9joalthtJSXeOD3Kq6VxyYr26QwQty4rhoGtwcmokyHSF4TdhF7uXxNA/7zydac1wfMD1tHKIah5X7TTVlirj+QumG6Efm9MjhPHBRxzuPKY5oyBgIxky9mpJ3rir+7UwXF9S7xOTKX5vCRE8lydreNR3eTBh2hGB576XM8PH8l3vhos6ttVd1IqP0F9KTOow6fV7InfVSX91DVdLNUh5yb8anpBmSZYRervEv1kBLbEM5lYCPuc5kd8+hBV1TLyctBS1Ieg10qNN3Av1ZstZUUN4i+Vx7w2BMUtttqNwlzAHOwE1V1+H2yVatMT3jfCaXD+Q4Vf2/a0YlQWEOJT4nfN+s9LJ7BZCPHzoTtkbHnLhXYuKMz7zp7HaFYSsIag3NEVR1lJZmVKGGEAPkZjzssl9Vxe1QBiL87syEMadttNUsSuGREXK8/i9tqia2+GGl/B1JdV1XNgKZzu1QHkN4QW7/ddDMu8SkJRnNnSEW5lXnYdGvM7Z7G1c7u47wNzhG1DE1h+IcdCXPsmMccj+vMtprsPeJVJCx8b0OKygTAdu9257ZqxTx6RY1Dw37fi+dTNwzITGRbTW5r/L6Jeyi7UB51W3nMz23VmbRGHNuV26oezzgKwFWGY+d1B8yQIjHGSCYS0+2JE1t51BMNODcxj5q9rVAeE7/Lqm7Y5Uv8aZTHZLfVbN9ILskJtR65pTwyZu47Ph6NbyPxIGSjAaWRF8FYBE7XTwYdBmRw+GCwSnBrD3tWGtjQKcHgAOPmu4xDMY9gq3+W8QgZnFnGIyJZlEdzO/F/iekwuCXi6NuwW8mWhL7apTncVsEGV8yjYMWKFbjppptw4oknYunSpZg+fTpeffXVQrSNsLCz02VQHsUL1k6EkEdmsDZLwRIwxkwhPofN//3JVvz5jTX4emtbTsdKx5pNrVA1A3uMKsf/Vu2wXaNywZkO2++VXSfMabSUx90t98eQCxXq9f9txG1/+hicczsBxi7DLeMxB2MmHNXwx9e+xJyFtXjh7a9ducyKQbJQgPKJ62gPmhnMdqsxY96c2WZDEc1R/iDxXMSHTZaYPfAQ2zrXjcdDpraroyuGeW+uxev/24SRVQEroYA1C59DxxOG7dg8jMf2UAy3/eljfLmxFWUlHmzY7i7+TFV1Ow4mWzKAbIj6d5JkDj7zjXkU6nNW5VHj8MiSrTyaxmPmVPrJiMFjPOZRAeeJM88Z2yqMxzKhPMbw6ddNeP6fX2HVRveTkqJfDSnzORLmmP1AN3jKgDym6QkJHiIxDX6PjIBPsePyAHPiRMQ8Ogfl4h5vqu9EKKoi4FfsgVVcebTU9qRnMeYwoEYPL0VMM/JOmvP0K6vw0N8+TXhfCGPVLjqfIWGOUP+81v9zTeABxF1WD9rTDF0RXhsCznnad5gzwRQQTwKX60Bcs+KvMhkBYtIjk9uqc1ItOWlOxOE2Hx/kpj5D6+s64FEk7LNrZYKnQjCs2u9gN3Uixb0QRmem94e4P36vYquM4WhqzGMmb41oTMevnlpqJ6gRA3+n22pENa/BD07YG03tkYTJYHE+iixZ982F8WjFM9rvJt2wt7drVHajPKY7J8lVttX48fNKmJPGeHSlPBqGrfwByKicpyOeMMcqOVHuS6s8ikmjQFLMY7LbarJ62H27hWoZ39Zsk7k8W8wjTzIes34jWaLxGDVKsKx9AgxWAcbDONQ7B+PLP4vrc9wA4yEYzHRhZVxPStBhGY9SGYKBq6Ap+wEA9ig3ENUZ6kIMEjfHD4Y0BICc4La6NnwUNob3ihuPPAq/zKEazB4TS/oOVIR+Y8ZEWm0y/8+hGh7olsusP/Y2JlX9196Oc6E8inNnMGM+i0t9zGg8/uEPf8Cpp56KX/7ylxg9ejRee+01PPLII/j2t79dyPYRiBsH7RncRcRLeIxlAIgXda7Ko1PBciJJLCdjRnyYn3vrq5xi1dKx8ptm+DwyrvnBQfAokiv10Wk8lvjcK4/N7RGU+BTUDC1J2F8uNLSG0dAaRnN7BO3WrOCoYeagPJcYvGde/RL/W7UDY0eWQze4q6QvybP5+cR1CFeg3Uakqq4iWQ6Qxm3V6nNlJR5EY6ZiI4wKcd6qptsfm3SuxH9ZvAbvflaHEw8djZsuPAxA/COVm/IYgcQYqoeUwOeVXcU8btzegY5QDNdOGYfD9q3Gph2drgz3mOZwW5UzDzhzIRozEu5hPm6rXo8cr/OYQ8IcRZYwsioAiTHUDC2xJ5xycVsNOdLPA3FXwVxcf0V/KAt4oMgMwS4Vn69rAtC9a3MmxEBsaLkP4ZgGznlCX0s+n5hq2J4c4ZhmKzpiACT6UGdYTVuAXU9SHktLPPbgzjYerWcweZAonk2vR4p7k7jIOCpoagtj9aZWNLVHsK0xPsmWXDcwncoQVfU0bquJXgS/nf9ZWtdOwEyWo8gS9htrpshPTprzxfpmXPvoeynPe6rbqgecA8FcY2U1vfuYx5hImJNedRX3ZHilP0V5jDiMs+7c69bXdWDsiHKUBxITRHV2xezMw9nqRCYeN+5C3F3ZDLt9PtlWGSNRzX5P2AlzMmzfFoqiqT2CTfVmsh8726rDmBATP8cesguqh/ixelN8IkczDNNVVGIoD3hst/VcEF4OzvdLMG3MY/pSHcnqKpCUbTXL8UW2VZ9Hyst4tJPWKPF3vTu3VQ4lSXl0XefRUv+GlPvSTjbF+35itlUjyYDLNSbebLdwVU42HuMJlpLdVtMmzLFOPbmcVSiiJk3SKwkxj2E+FEuaToUhVYHDAx/rRKkcsu1DUzXkluEHABrA48eXoCOdebNnpdn+9R2StQ+GLt85Zj8SxiPnWBM+EltjeziMR1N5BOLqo0dfb7Zc34hE44/jmW2/wJrIcea1kHfDGP9Wu30xw3RhjSuPYrNBYjy+//77uP766/Hvf/8b1157LaqrqwvZLsKBGGhkUh7FIEcYAF6H22ouL7q2oFkM2+m2CpgTIrnMUsVUM2PhloYg3vnUvfsq5xyff9OEA3YfiqoKP046bFd89GV9zkWJU5VHdx+JxvYwqiv9dsp0NwacSASzfnuHnQlNKDq5KGF1zSEcsV8NTjtyNwBm4oJcEYNt52DQ7QdSJAUZM8KceHC6JAm3UFliKYaZmJEtC3jAYQ4OReZMcd7OMgzpjMem9jAO2XsYLvjevraK5SbmsbEtjKoKHxRZQqlfcaUYi2emqsKPsSPLEYpotpuioKUjggeeW5H2njg/njLLPODMqS2W8giYWf3ySZgjEmAAyBrXolnGo9cj4xdTD8Yp397NVcxsTNPBWHxAIQYtuRjvzgyCZSUedHTF8MX6ZgCpSl0uCNVoSJkPnJvGofO5S34eYpqOSmsyLhzVLPVHSZk9d9ayc95XYUiGIho2N3Si1K+kGO2ib6W4rYqkMYrsCEVwn2126ap4TNpnluENOEo/dFM3MF3Mo/Ma1beEsWpDC9ZuTq8C1zWHMLKqxJ6oS3Zb3dIQRDiqoT3pW5XObRXI/E1LRtV5PNtqTE+Z6BH9ttTOtpr+991HlqMuyasl7HiPyhk8HzTdwKb6Tuy5SwVK/Z6kmEcVZdb7y00ReWfZlORslonrxdsnXI7DMd12wRaD94zbC0U+Iib1Et8XmmbY38wSn6luOvelafGsm2UlpuGc60SZaTzFjxVzfCcSYh4zZFsVz1S1VYYLcJttVdR5zD3W0ImW5Ppp3t/c9yNUVYHPxQRvivJYZtbGTXbvt+uFpiiPmdTD7O23z1tOdFvtXnl0xDwmGa5KkvI497XVmPvaant9Dsks1WEZUAbXIEGHDA5ABodsluoQ6h0rQbDkYqjy/uKICcZXWA8gwk0PsJLIInjVZQCAESUcAYVjfYcMxrtM45BJAJMg2TGPBrysE34pCoNVIuw7E7o0Ej7ZcvG24h5VxTy2IVXG2wAAnMPgccNZk8bAwzRUyNsBwK4VWeOpgz/6T0eW1+JyXc1oPD777LM45ZRTIMtyplWIAqHIEgI+JeMstWoN5oTyaM+SsdyUR7tMR4rxyHIq1RHTDOw+sgIH7D4UL/93fULtvVzY1hhCS0cUh+w9HACw39ih4EDKYD4TwngszdNttbk9gmGVfnvQFXKhPIpjbdzeibZgFLLEUD3EnK3KJXFP1Ip7Een+kwdd3W6bNJufT1IAkSxntxrLZdepPFr3cfTw0hRDWBgBYsY9EosnQrAzrDrOP109P6GYObE/Ujl8oBtaw/agIuDLPWkLkOhCKGImNyYVEF+7uQ1fbW230/M7EXGGADIOOHNF1HkEzIkft/cwxXjMIWGOGJActOcwDC33xZP15GI8qga8imwP4ITak8uki9MNrKzEi1UbWuzYt1zcXpOJu63G1USnEZs8UItpceXRdFtNVB5FnxXvnlK/kmAMOPtlezCGUr8nxWgX9y/ZGI4rjzIqsyRBywTnHEtrd2C/3YZg95HlWPlN3HgU+xfKY7IRwzlPinlMzdAs/s7kmrijucv2rBhe6U9RHsV2ye++ZLfVbEngklE1c8LD7xW1KVPdkYG422rysxhVdXgV01W7sS2c0M+dhlOyQiLY2hiEqpllVgJ+BVFVt9vQ2aXGlccsypTBua3qOu+FLEsZlUOnMipZhlBCwpws2VbFN0o8nyJTpjAmVN2Iu+76lJRi8mKyCYi7qgfDOSbIsown5zNiu61a90C4lqbPtmqu4zQeJcZS6lBvawqljb/VdQ7ZmigTfXv5mgb84dVVObU/Xqoj35hHw44bBNxN8MYn2syTFfVkk+Mexb0LJMX76knKpdhPLpOT6RLmiPMR/xeTZj6vDOZoB5CaMCfutmpu3xqMojFdvLQVdzgUq3DLXvfDy1oBxmDAC58UjSvNTIYhjYAhVZj/dBqPnOOtlvPwQfupgBGDbNRDNszapIwBe1SYSXM0eU8ACkqir8LMeCquSxSnDX0a48s/AZgXqrI/uFQBf5LyyJn5LJj1KVlc+eQhnD78ZeziNZVJTd4VHAxVsplXQdSKPMz/LLzaZwDE5PQgUR6JgUV5aea6WGIwN8pKgOF0W81lFjS5xqOAsdSZvXBUwwPPrUiIEYtpZvHni075FiQGzP7bpzmrhgDsAZCIo7EHFjnOygfDKkp8sjW4UFwNQjnnpvI4pMR2w3PjtiqMog3bO9DWGcOQMp8rJUaUCqjIx3h0DCoAM4bJtdtqexQlPtn+ODvPvbE1jMoyL4akKaBuux86jMfOpJhHZwB9uuRBMWtA50S23VZzUx6Fq3EgSQ3IhnMgv2t1KWSJ2W5dApH1tz2U2pdjmmEnSkkecEZV3VUcmWk8CuVRcp04RtUMeF0Zj3ElQZDrtkCiyy7gzm1VdbiBlQc8aAvG7IFgrn03HNXsQYzTbVX8Fo5qdr90GuKiVEZlqbluJKrZSlwg2Xi03LlrhpYkKA26wU2FyrrnpX5HbVIrrX8mt1Vh4Difd7fG4zfbOtDQGsYx40Zh/N7DsX5bh70P8d4ry6A8xlQDnMeVqnQJc5IzJztRNR2N7WH7OzO80p8ywWdnXM7gtir6TXmWJHDJaJbBk87VFohf60wunGZ2ZBm7DC8F54kZV53KXqaEOcI9eLcR5ba62RUx+2E4qqHMEfPYnXHx4r++xs1/+BDL1jQkua12ozyKOrjWun6vjHDUmTCne7dV4R0jnk+RfEgYE5qjDJiotet0bdSM+PtChNDkmnHV9nJwJANLTphj2KU6WEqOBWG81SQpj/GYR3PZn17/Egv+vS71+JZh6vOYHh0G51jxVSM+XJWbZ5O4ps6soW4mCXUj8V1rfqNzTGyUFG9p13pMandceUycNLKVR6H+5eiZAqRLmJPGbVV4uDEGvy8xbCTutpo+26rTfTkOA4OVKMcyxJhk9W344JfjyqOsb4dHXQmDDUOX7/vQWRWYI2GODkABhxRrAWc+MB7vr3tWGNgaZAixvaDKe0PRN1kZeTT72JwzANb33aiHrG9OdVvVah1Nj5fbYEYEewXWolSyxsjMjya1BlXKFgBA2FIeRbdgVqkQNljcVomBRWU3KbLFTKKYEXYmzMnF7VTMSArlTSClUR6/WN+Mr7a2Y32dw3i0Pswjhgbwyx+NR2dYxcPzP8vZjfCL9S3YbUSZ/XJ0O7AKhlV7wORWeewMq4ipBoZV+uFRZHg9kiv3R1t53NGJ1s4IhpR77YFoNmOGc46YlTRBDGjbM2RTS39sy3i0BlQ+JY+Yx84Iqir8ZqZTiSXGPLaFUTOkBCW+1Bp44gMkZqIjMc1WLTXdgKrpSSU70hmPaZRHe/CWJW5P0xEMq6iqMFXeQJo2OmlujyS4IgqjwjS6zEHlpiTlUSiv6Qx658czecD5x1e/xFOLalO2SQe3kh3YMY+K7CphDuccMSsezJXyKCe++hljOaueyUZ/wJ9bfxfHBkTyDfOZ3Wt0JbyKlLPBffufPsabH5uzuOGY6XUhnp9wVEdXRLNn6aMOQ1w3ODg3awyKbUXSEhFT1eVQHr0eCZWlvsSYR53D55Vt1/TSEk/KwMou1ZH0HrL7nMdUQvxeOe07rr6lK6UvCj6o3Q6vR8Lh36rGIXsPBwfibr9Jg8hkY8RpJAFxj4X0ymO6doXBORzKYwkak2o9xpXH9KqrmOiqdOm2K/qseE7SXVvnBEryuZvPWDxJlNN1NR5T6Mi2muT5IPp2WYnHobSr9jsvHvPIMnpNfP5NE95evhVeRcKzS9Ygphpx41GSMm4XSZok9PsURGJaap3HDEZNivLoiHkEhPKoQ2KmQuiRWcLEg6bFk76I932uSXN0Pe6SKksMqh43GkTtzQS31QwxjwnKozPm0Vo/EtPTtkkXJV4cLtoiHMNZKieTK6qID2e2ESSlTA40tYXx8ILP0k6eibJIAjcxj85ERQDsUmrJcY/i25rstir6k3BbzTUmHogbf3HlMclt1eG9AiBl0t5OKpMhYU5MNT2VEsQJDkfGU/P/EjPvWwffB3WRUbbyqOhfoyT2NjgrhabsAy6VIq7ccRxfsQgHlH4CgIEzPyTeYruF7lFhgINhe9B8x5rGmwQY5u8MKjgAbh3bH3vH/E+4rVrGn6Jvgi7tgpjnUHN7OLbnzCw/YvFq4w+xtPOHAOLKY4c03l7ftF4HidsqMbAoL/VmVKVU1RzIlpV4UBHw2B+ZXJXH5EGFgKVxe125zhyoOF0vYqpuf7T3GFWBa34wDtuaQli2uiGnc2tsC9tuk0B8djMf47Gkm1IdqmbgmVdXJZTEENkCq606d6V+jyvlMRIzB9JRVcc3dR0YUuqzB6LZ3FZjVt03vzV49SpSWpWru2MD8UFgPhnlmjsiqCr3gzGGUr+SqDxaxmO6GnjOhDmAqXo44yW7Ihq6rI+JR5HSXouYpZg5ydUFND6gMs89W6H63y+qxbw318aPnRSDNXZkOTYmJc0RCYNyNh6tNrd0RrBmU2vOsSWcx9vh8eRWyPnj1fVoaOmyDSKPIjuMx+77gDNe04nXIycYW5lIdjd2Eyscr5vG7L5zyF7Dcp704ZyjuT1iZ8wU6o145jpCMegGx5Byc5DrNIbFPfd7ZPg8MoJh1VIS08c8Dqvwm9kVHX1CxFCNteLLA34l1W1VZFvNmDDHWa4itW/N//c6PPPal2nP/7OvmzB+7+Eo8SnYbUQZhpR57bhHkTEzk/KYbITYca6OdoqBaLqB+HZLrXMqjzHVSHjuRTxbivJou62KOFkFEmM5K1jiebMN3jTX1uvJnC01Zv0+YqiZJMqZcVUkDSsPeDKWFHB+I0sdkyXiOsVjtqW0XhNtwSjmvr4au1aXYdbFE+y+Endbzaw8Cq8Nv9XHSyzlMWe3VTvm0ak8So5ET9yqd2plfk2qB6gZ8feFW+XRmW3UY01OiWumagY453ZG1nQxj+KapBqPQskSx+FpvVvMfUsJpYiE8bjOMh6DYRXXPf4+PvqyPmV7TePwKHHjT0qTTXf52kbUrm/Bpvpg2uMn13lUNSMn11dVjycqArIrj36v+UxlTZiTg1ePZiuu2ZVHwOyDzutvJCmPEktVHnWDJ74jGeykOZwL49Hs23X8RHzUfiQMq1aixEPgrBSACkVbD8aDceWOc4z2rccQpQUAQ0w5FJLRAp/6IQCg0mu2YVfjr/Bqn8I02jjixqdmGo+W8qhLoyEbjfDLZtuEjRxvg9V4YfiKc4BIpwp06kOgciu0wjI+g/IkdJZcDYMNNY8/WGIeiYFFRWnmFNkxLa4EXDvlYJx57O4AhAtN9oGo+Lj4koxHiSVmPzYMbs9yO2fPkgeT+48dCobUGbJMhKOa/QEEYCdAydlttUtFWYn5YPp9ZsKcZHdbTTfw1MJa/G9VPb5Y32IvF2rUsEpTwSr1exDKMZ4DMAcV+4wZAsB8IQ4p80GWpJyyf8YHVOZHu6KbCYK02yfHPObjttoRxbAK86NUWuJJcClq7YyiWiiPES3hmoqPiHDXEjGPoi1dlksgIDJhJrbLsMooZIx5zGJ4RZOMvxJ/ZuVRNwxsqg8mDHKjqllMXXxYdx9ZjmBYtQeSQNx47EijBjufueQBq6oZiGkGNqcZTGQ7D6+SPdtqMKzi94tW4bUPNsTdQGUJspWxMFm5fP1/G/Hq0o32v0XB9WS8HimnGpOqY7IIsGJeWG4lbkR7ZSthDgAcvNdw+LxyTglzNN2ccOmwJlmiMVO1Fe8PEcMrXPBjSe8pAPBYql+bNQjze+SUpA9NwniUWUq2VVlidnmYUr8ntVSHcFvNUKpD9JuKUm/aCbKm9jBaO1PjvTnn6OxS7YE0YwyH7D0ctRtaoOnxpCelGeo8iudD1EKU0qjNEVt5TL2X4n0uBrHDrXems1yHrTwmDeSTDWeJmZk7c4551OMxj852Ovfv88TVtNSEOVZGYkXCyGEBbHa4qG/Y3oFhFX5UBLxxt/kU49F8XyiyZIclhCKa/U4RfTlThvPXl25COKrjJ2cfiF1rynDeSfsAiKtFSo4xj0B8oC6eJbs8ScaEO7rdXsMwjTVTYXQkzFE12zj1OOo/AlatQtttNVF57IqoqM+QmVdsK54PMckq3hMxVU+IjZPSTFaLibCqCh8YM0NpnDGP4puk6zxtuIpuZXsV79eOUMxuuzAeV65rQiiiYUtD6vs62UsjeTLJuZ90BnU65RHIzUXfjE2PbxvwKfAqUqry6JhEdvY/PYPraU7Ko616Zs+2CpgTGk7vItEGce7J5WjEuzihZihTAN30CDDjCOPGoziS6B6Md8Jg5WA8jED0H1D0rQmlNhgzINxONWVfRD1HQpN3AwB4ZQ4JOiQeAWciVEuzay0yQ7XGvaYaqcu7ADBQIZvJIEXCHMZDUPSv4VWXgTMJku1yG7MU0viYVmIcB/rfgUerNWs8SmFUylvBmWK6vGbNGzzwIOOxSKgImJm20g2qRQwDAOy9a6UdH5BrqQ7huiVmhwSMMRiOTr2+rsNhXCTO6PuUuBEgSxLKchwYGNbskzMVN5B5YJUOU3m0XHq8ckp9N8455r6+Gp+tazIHqc5YPOuFJz7AZSVKzunjuZXifPeR5fagRigeuSRwSTYcKsu8Lt1WrRlph8ujm4xyZoZUFUMt18/yEo/thtVoxTJVDy1BwEoa4jRKbLdVO+ZRQzCs2n3PVB7N9lWliZkUHzBn7BwQD+7PFvMozlNcu1K/B+Gonra/72gJQ9ONxAkP1bBVEAC2kiTiHkMR1e7r2ZTH5JhHcZ3W5VD3NJY0AeBVsic9Wl9nDlaa28KOwvPx2X3n4MDgHG9+vAWffd1oL9OSXI4EHkXOqUyIM94TsAyBEk9OrmyiaLbEGI4eNxJTT9gLu1aXwudRcnJbFecr7olIOiIKVYvswZXCbTXJQwIwB7F+n2IPwkTxdcaArqh5Di0dpjt3cnZF0w1Pwl6jzUQNQ8p8Ke7CWbOtWve6MpB+sqi1M4pwVE+b7MfgPGGibd8xQxCN6ahv6bIHz+XWRFryMyTuT5kjPCG5bqJos1AQE9ufqPYPt551Z6KSzDGP5iDaORAvD3hzLlWiaUkxjxmUR0ky6xMney44MxrvPboS67a224bL+roO7LGLeT+TFRJB2JEZ1Rnja2f6dtZ5TPMOqmsOYbcRZRhtuc1OPGQXXDf1YByxfw2AbNlWE6+73ysjYimPjP0/e38ebslRn4fjb1X1cta7b7NLM1pHC0ILiE0yZhUI8Ib9xdj8HNtgk9jBPDGxEifxFtuBB8c4iU0c+5uQr8FxYn/zlYyNWLyAYxaDWISEAO1Cs9+Zu561t/r9UUtX9+k+5/S5o7n3zpz3efRo7r2nT1d3V1fVp973837idz9f9iplq20/YQBj5sB1vPj+WFaybEgQxAGUunZ13f/7757Ee//4K5nnBaRslMZj03qjqzekPT/UfZRSAkp73d3VO6VM5dJMlvp0xPOZR4vG/eb4sggQ56dKeObUJjw/xFcfE8x9lurHzwoejefEOdfBY9Z6pZd5HN6YTNXjVSCEYKrWW+sxnbObl/MYM4/DG+bENSLj/Fj1HWnmsZWQrSZZT/XvUDOPcpwx5gxObdBAzL9r4R58dvXFOvDdTz+Jf3zwg/p5U95ARGpQASIhAWK30wgUITgoOKUA5+g6dyBkBwAALgXKrI2IAxFdQEgX8M1Vgq+v2EAUgpMKvrjx3VjxF0GCDQR0LwCCOhH1HLshAB6AyDqRNDyBX/3KJD5/XF1/iDV/EhEcfW2MECw5j8MOvoV2ABwoPYuF8M9Q6f4laCTn5jHzOMZzgQk5OWVJKtMGFgrDFrQ1E/dNpJnHB584K3arbZqQt2Wdf1gWTQ34FWNBBMiFxZB5FSJ4lMyjYWWusLrZxT88chp3vfAgrto/lWkQoRZ0VSOAGoSuH4LLtivHTpVrlSX17Dk+tSiYqrqFmUeVpwIUL9WhJqEs5nFZsm5KtgokF4RqUleLptVGF2HEtYFNqxvoncjpeql3MRmohXyy37Eh3VbTslOdZ5pxz589IyYkc8HZDcIE63lgoQZKiHZcVaxjyWHZiwpjwybNVqh787iRU5OHtJGIqPM4KHgU+cZn19t6ElZ9wE45JR4700DDqFkIiAAuS7bqDpvzGIQZ77s71GaPGbguTldw1+2HQKThQpbc/JlTm/iTv35MMwyqfcngkWkzEcUcT9cyZKs60BafV8GjKtRediy0OyJo22z5mJ0s9RigKOv9y5Ym8ItvuwXXH54BoxSEmMyjynnMka1ahmw1dc+6Xqjlv+kSMe2UcQoALM0ICemplbZRqiObeWy2e4PHdA5WP7fVrp8s0aKYR2Wa4xslH9IskFlfUmGymp/Hn4Yv3R3V+J4VPKqxQLDFUc/fVZ+9cv8kWt0AJ5abWG96OLfRweE9E/pYIFu2qtpvGqKp9mvZao7b6rmNjr5fgAgEbjwyp6+nf53HQASJ8r0pOXHOo+mamrfhptj0VjfQ46bNaCIHznR+tdI5j1EcQClVkLruZ880sNbwctks02zHtpiecyaqDrpSughAqyY4T5r0mQZbQtUTM1lAHKSEYZTp6K3cXtWzPyaNj1503RLCiOPRY2t4WKqpsuZe01UUEM/XHA+W19r6Hc5ar5isLWBIxYcJHqPe3PSpuqsVEwrm5kKCeUzlPBZhHntLdcTpJGEonpt5X1QeroI2zEkFj1HEpepI/D2xSUVskKgN8AjLwUH8zcp363IXhBBUWEuvR6NQBI9cMpPgYaxh5gE4VM5hzOrRaAWu93co0wYqrIWIA13rJjTL/z/c9/QkPvpsHeA+OC3joeYL0AynBdVNSojoHCoQwWMnJCC8A07Emq/je3h6k+FYA0AUIKSL+A/P/AzW+cH40ghw1t8LFp1CKwDmnHOgBLDCJ8Gi0wAISDS84m0nYBw87hL0M5HxM1wrAYBmJHdnwZw4TKRzHh98/CyuOjCJetnW1usR58LtMSU/nKjku8OaUKYq5VTwOCzzqORaJvMIJA1a1KRwxf5JyTwawWNqN13VsRoGptHC5XtiJgLoL6NMn1sXzq45Bes8hnrhK75HyIKGLXavJLszdbGoqZVtLSNRZjHz0+W4gLpxXwLNPIp+qaRrOnjsBGh3Rb+sV+we2WpawqcwrNuqlwq6Kn0cP5UcKc1CmX1WODFW8LR0EVZOq0f2TWK96fXcUzNfU9V5TAePjx1fH/gs0uzzMG6rT+jgsZNYXMXHx4sDVezblKOKwt3ZOY9DMY9+1BP0T1btod53P8zOt8wq/h5xjv/6sW/ik196VgdO6rk3WkKF0ZWLejV+KeZRvYfm9Wi22xLyR2V5b8oBW9243ufshJCgmyyWMvcAgCN7JzUDYjPa67aaUWNSBF/imImqg2YnSCzUVwy5atqSXwePxli5OC2Cx9OrLR0g5dX7bGQFjympuwr6vCDqDdC8SEvsVTuqJUurFMyNzfTY1/XCnjmin4N4Gn4gNh2yTH4AUQokDh5pTwDnBZH+u0ozeOzYGp6S79JhyTzGhl2p4LEb6vteNUrTKOZE/Y6R3jqAkczTnTWCxzT6yla7IcqOZdx3hnY30AqAQfX71KKe83hTQASdsdy6azCrdsptNUy5M9cqcQrNyXNinFRzdcQ5/tffPK7Hz9CQbToWxYoMfGbqrmAeDXZMKzjM4FEbbBFM193YgEXLVmUbpdooHRip86eZx9uvWwIA/PnfPw0viESaTIbqJwiSKg3hCMv1uP7YMbFBSJAtWw0zSnUAvW7BWRCMb1INNl13dT1phY4XgsjvNmW1PaU6Crit5gWe5j1OMI8OS2wQp/MtAfVu8MQzSmxSEclWRF3QqIMSbWtH0giurPMocvzf9eDP4lPLL0MsDY0Q5yyGWPFn0eUVEVzKXEjCm3D9f0CFnEZVBo+ciPGzExIEkZTLRl3U6Vk4xBjP3DeiXXojAME8clrDZuWnEbBDaPjicyEnIFEHUcTBQcBI3I8pgGV/Lwhvg0arWCrFqVOxE+zukq6Og8ddgnqf8hVp5ysF9bIOglms2IRZquPcegfHlpu48chcQurkG66VJiarw0kwWxkLIkAwrcPsSqvd9Kp2W7X0NSmoiW2i6vQsUjteAIsRQ5YjmEdz0f/1J87hF/7z53ruvVlc+trLpsEoweLM8HUHe2SrcjE5bKmGTmo337UZOB9OlgLEiz1lglArx9d+4mwTFddC3XAXNBeEaudQsRyqZpNazLa6AdpegJJroSQLe5sbEXoC6pGtjpbzmNVGBR08embwGMFN9dmrD0zj0WNr8INIM49X7puE50eJPsPlhok2zGG9ZgAlh2G94fXUweu5Di+ZCzZIthpxrhe8K+ttwzXWDD57g8d0EGVn5DzaQzOPOUqDId53P2NBBGTn637hG6eMwF9KQeVnOMTCQ218KQZmVQWPdZXz2GuY41gUZTeu36jeobJUC3zjaTGxX75nokemFkTJxaCCJU1GwihmU9LBsJBKx8GX2hA0F1Bmzm2aCVHMSskYKyslCxNVB6dWWuJe2CyXiWq0fRAkVR7pouXKdEe0K8WKGuyewuxESW9CmZ/PKtWRPnZiSNlqGIkSI7aRu9ab8xjpwNKipGf86HqhfkfmJ0uYqjl47Ng6njy5DkriHNZ0PTqFZFkNYcDS6vjYbPuouHG5lqzAdb0hTJzmJsvIA2P5JSDEOBrfu7IrTOGUUZ5Wa+Qa7sT3Sm1O2tJlWhwX9VyfHyYDuKTcWMzNmy1PzyFrUp1xdq2Nj3/xO3hQSkEF8xcHL+rzsxMlcB6/k6pUB2CU20OSeVT590DMPKp5WgWcaemqWecREMxj2bWwOF3G4kwFjx9fR7Vk4aYr53KYR67nJKDXHO2J4+sou8J9OU+2ajKP6h4PI9FP33dA5HKvbiY3M1XaESEkxTymDHOMHNdBCFKBp+m2qhQc5ppT5OEastWUYQ4Qs/LmXNSj8iIACTu4svQZ/PTBP4hzW+GAIgIQIOTA6W4Vz7aqyJStEhsfOfl2PN29QeYTit9HVNQRd3AOq/4UHm6/GgQhqu0PY5KdQBARIPJhhc/i+xf+EIul45A1PBDRGVjUASMc3TC+Jg4XbV8894ATIOyABU/irXs/gooq1QFRluOsvxcAUCEnseCeQ0iX5F+LlWvaKRgHj7sEeqGRMdmmc5AUsqyvs9DxgoQUSoEYpToeO74GADh62bRkKORiLkgufs32DsU8pkwczOPTu/KAKAb8tcfiwti6wLO2MWeJ3wNxwD1ZcaSrYzLHx2Rda2U74QLWaPv4rx/7JpbXOjh5NrZ3T5/7+stn8YF/+lK9QCgiWzWDRyCWk/7DI6f73sOul1yQqT6Qt6v5yS89i89/41RP+9X11yo2glCUjnji+DoO75sQcpE+slXHFuVNFFszr3MefW2EpCZ8U9ai879S/Tbe4Sye8whkO34ekwGIZ7jcdf0QTqrPX3d4Bp4f4bFjaziz2sZ03cXclGALzIVB7BiazHk0mcerJbvx+LH+0tX0daSDvzROr7TQ6gY4uFhDEHK9cM9iHoMwwre/s6bbZLY/vShRbRiGeVRyORPqfR/EtKZzZRTSbqt+EOJ//92TevGhFpmm/Haj6SU2vsouw+qmeE5TfQxzRJmM+J2P5YjinX3gW2ewf76KPbPVHul/mJKhKag8MTNYzTLMMcdJXc/W6FtmOZm0MUaexH9ppiJyHuVYlsdENTo+qmU7wQa4NkvKuY1/b6YWdl5GADhjBI8m85hlmJM2ZJuoOkPVRFWMrtUn59EzZOjZzGN8fkIIrtw/hceOreHJExsy51Yem+O22k7NE9WSUKhstjy9+QZk+wyonNDZiT7MI+0nWw17+msYcbS6gdg00Xni/ZlHAFiTfc1kHv2AJ96jdM5jmA4epULFrJWpWDs1d6m+bx5rvveqxJIKOBjLZh4D6TjKKMUbX3IZ3vOW5wOAYZij2ig3bFLsF4fYTFB949xGB/NTwl38Cpm3fOOROczUS9hoeb2GPamN+XSKwmPH13Fk72Tueid977JkqyfPNfG5h0/2HBuEvIcUmKq7CMIoMc+Zgf8wOY/DMY/5hjnpVAlABI/mBrFphKRApYFjgnnsCR4ZEDZAESDk8XgRQYznlHfBwxV818ynEYWbACFoln4IHrtBM4wAR8iJqtKof89JGZxUYfGz6PJJPNa9BRwlsOgkLDRF8Bd1YtkrLGg2kIco+X+Po7XH0A0BO/gmKp3/DU4qWO6KjaeQMyDYBIk2cLj8FGwSP2NKgNVgDhGZRBR5mLNXZDDLEjUodxPGweMugVpoZJp3+L0lD4AiOY/ZslWRg5CU4lVKVmLB0Y95FIyNGOQeO7aGT3/1eM851G56ekE0kVFPKowi/N7/9xD+2/3fTLQdSJoJiN/Hg6tanNWrjmA4DDfWNOuqJUlyUPvwJ7+tj8+Si5jnVAEMMJxsNZ3zqEw+1ja7OLPWxu//+TfwP/7qsfzj08yj/HdW3qPnh/jfn3kCn3sonqR08WkZcNdk+8+stnH8bBNX7JuUf8+Xrao8JMWwzdRdWIyg1RWGORW318kSiJmwPLfVQf1WM3Zq4a/OkQoeN1se1hoeJmUOnJq0hclTss9ec3AKjBI8/NQKzqy2sThdjutvGu+ddu20YqZDtTkIhanJZXsmUHYZHhuQ95jO3RQ5j/nSY5XveOvVwmjjtGRI1fvnGMHjkyc20PVDLEyVe3Iesw1zhq3z2LtZNVF1EjlveTDNN0yUUoY5f/3l41jZ6OLlN+8DAEPpYLAozS46XqD7fdmx9KKlWhJBVJZhjm3RBJNTMvrQ6dUWHj+2ru9vOsdJGHBksLaMapddhW5GAGWOkxOy3qS56FSyPkZJD5Or+nZaJbI0U5aGOUGi0H16A6bR8ntq+aYNczqybibQm/fY9XulpzMTLs5JtlQFj1M1J7NURzrwHLbsg2+MNa5D9fel26beZ5bFPKbu/ZX7J3Fuo4tHn13XklWgNzhQSM8TlZJQljTavs77BsRYkGZ81cbaXF/Zau9xeedWc/VG04Njyk9z6zyGuk+oPmUzU94c9uY8yjIaQNIxFRAqqEbL15JVIA5KVf9VzLAyyAKSY73Ks1f9hBGSaVZkKjwqJVvn+PbkPMpjzDlGl5tgJGGOpjY41fx281XzmKw5Utab7Ivp8cpsY6vj48RyE1fsF8Fj1sa+ef1Attvqp796An/4F9/UqSJm+3tyHuU8ZuY9ms/OdKzNlZ4OxTyqY1M5j4EhW025rYq2iOeZyTxSxTzG5097eHBigwbrAEIEPH6vPLKAB9ZvQQgKEp7By6b/Hl4gnlXIDoKzKVGqg3PQaB3fv/BH2Os8IYJRbmyE0FnQ6CzmnTU4/Bw4EfeT8wABJyBhC+Bh7LaqQeEEX8f19UfQCQlodAZW+DQ6zivxoWNvFfcGFDTYQKRKdZB4TUsIR8gZGpV34KHGLfjU2g+ha78AnDjj4HEn4aMf/She97rX4VWvehU+8pGPbHdzzgvKLoPFsutieRlMAFDEbTXbMIeQeHCOrZepXuCqcwPZzCMQB26feuAYPvKpR3t247PyeLKOB4D/8/WTOHmulViYqMHK1cFjr2x1U5aQcKVFf8RjN9aul9wRV4urZkcwEF/85hm89oUi8Tm9mOvktB2IZav9mJi0fb1mHjc62lHzi4+cxrHl7JIP6UVFXMuqdwH/yDOr8IIoIS1JmwWpXKgHnxAGAlfKyTVbtqpyUUT+mJpQ6hVbsK6dQNYOM2roZTCP6X7LBuyiK+TJVtPlIpTsUS0U4ny03jzdkmPhyv2TePjJFZxZbWFhuhwXMzf6oZk7BySlbupvrs1weO/kQMfV+DrU7ryQHucFz0+c2EDZZTh62QwA4IzMLVLBoAhixHd+85lVEAA3HJ7VNdWAXhMIBfO97ocsw5ys+5SFXLOelCLgoSfP4eBiDc87MivOqWSrxsJjveElpNsqILQYkc6cyWDYM55N2dgsc3XOo8iD5ABuvUYGj5Qm3VajpPW+gmJrVHCbvh51DWYAlTXGrW52MFF1pAx4OOZxcaaCjZaP1c0uSk5c7zMtvTRdqRWUpFyh44eYkZLfTNmqk3x2sxPCDKvdjWseLkyVMw1zsmSrALA+KHg0ZHKMiqCnR7bqxUoCK2VawznvufdX7p8CIN6Fy83gsU+dR9MRXIzvPjZbvs77Vsenj1Uba4NyHvvlLJrKILOmqT1MzmM3wMxEssC8abQTpJlHRkXVO2O8MHOk6xVhrHbyXBMWE+62qq+qoEb1KbMskG0wkLrEkwoeDeYxbZiTubZRzGPEda1Ida8UTDMe89mrms63H13CD7/yStx05awev9Kb82KsTEov1Xc/cWIDHGJuqVeyc77DKBl4Z+Xsqjz9zz98KnFsVkklXeuxkQ4eY+axt1RHf+bxkadXeoK4OF8y5bYa8cQmnEIptUGcaZgjA1tzc7uRNhmiDhC2QRFg8gEf4TGxFumQfbj/7F0IeAXgYk4/162JtgWP48FTp/ALDyyAcw7CO9hjHcMVn/kG/K88A2LkEkZ0DpQ38eLpz+EltY+AQ/RDwj0EEQEJ2yAIwDvA5Q88gfCUlJ4SgoDuw6Hyd9ANuXZ7bYUEZztyvOVUGOlEHkgbqD11BlwF8CQuM+KFQDNaQERnsVn+SXSc78ZuxEUXPJ4+fRq//du/jT/+4z/Gfffdh//5P/8nHn/88e1u1pbRrw6g30e2upWcR2rIVs0EaOHQl3QWTDOPE6nBeHmtjTDieDLFxOTnPCaP73gB7v0/TwEQC1Ad/GnDG7kAlNdhBpgbTU+71abdWNOBswqgGh0f9//Dd7BntoLvv/Nw3/pKWfeu4goWpB+Tkz7elK0+dWJTF8W+7++fyjk+SEyK/WpIKamveV/aXgDHpjpgUxP6g48LV121qOonW7UY0e2nhAiZaskWOY/dABXXinclTeYxFfwpxPk7/YNHLxV0VUq97CjQGzyqRWeWBA8Arj88i2PLDWy0fCxMVzBR611UxMyjYjrE/yPDDMC2KC5bquP4crPvBk4P8yi/M6/fPHliHZfvmdCLwZh57JW9fvPpFRxcquvyMaacNUt66diDy4SohbidwTwC2coIE3n52UqKp9rY7PiYrrk9Mi9z4bHa6MLzI+Pdj41vCBFStYQrtMk8JpicOOcRAPbOVbFXllRIFwVXOVRp2IzADyId3E5U7F631WAY2WoXM3UXUzVHszkKWTmPALAk84yPn23CdSy9WEzLn5ttX6sLFCpuUiHR9ULNzGQxj+l3Zlr2w5WNDjZbHgiA2clyr2GOrMNoop8JnAmTeQR6HWLF90eG9DRZp1BvGhjP/MBCTT935bQqjs03zMmSraaZx3RpF0AEjxMVO3O80eftV6ojdW7VzzdagnmklEi333zmUUlm1xOy1XizMQjjnFHbCCqB3gCqLlM7njixgaWZCmoVW3/vSip4NEtVqPz2WtnW45XqJyLnEfoYhbzgMWYek47wZr/TwSMjifduXqYiuA7DK289AEapVv30Bo/JUhvm5sITx9dBiDBbmqw66Hhhj+onyDXMMYJH2ebPPXwyWUs56N3kU/VrVxPMY7yGMdd8ZvAMZDOPG00Pv/UnX8OnvvRsst2atZTHWvGxXhbzmNogzpKtKjm5yTxutjz4X3gM0bpksQkFQQTSDlB+KkR0dlOc6/gyJtqbiHgEEjURcAsrflncr6/8FezuV3GmY4l1Aw9Aj1NUllsgrgsgAu/44FGEjn0nNss/hbrVQiuqAMRGxAGL+oJ5lLJV9i2Gue+cQef//RqCb4h7E7KDmLDWYWMdhDfgny2j+Vd/ix/b+99gER/idSHg3IP7AMPSZx9G9399AdFaE3YYgIcRaHQaP7n3N3HH5EcRra4jeHxVSmR3Hy664PFzn/scbr/9dkxNTaFSqeA1r3kNPv7xj293s84LZuqlRE6MgpczwDIqgr9BeY/5bqu9shDlXJZ2FMxyWwXihcFZKcn49rNric/FdRbTi9GkpOkTX3wWG00PLzy6qNts/r8f87je9PRCJZ0zo0wmFJRs9bFn1/DUyQ3c8by9cnLpNQRRA2VW8FjuY+CikGbPJkzm8eQ6Di3V8apbD+DL315OFLXWx6dYUyd1bQoR53jw8d7gMf3cVeD85IkNubgSf7MtCkZJIjDz5a4oISTOmSxbOkey1Qm00YOWvRrnTgdgCnmSu55rT/U75TSXvt/PnmlgsuboXFR1b7oZ7BkAXH/5jP734nQZtbINSkiiXIef2nk1F5xm8FgpWeBILhTUjr36T7ESTip4zDJN6vohjp1p4vDeSVHQnBJt7KOOsy3BAgdhhCdObODag9M60PMk+5jH/jnWYOZRBfU9gUBGIJR5fI5sNb0j32wHqJbjBbfOeTSCW3Xt6jOqn6nNDseiuTmPsfFGfO/U7269el4fY1GSYGHCiGczj7KwujpfveL01JtN1xYtOQyORRML1pXNLmYmSpisuj3MY1pmrrA0W9FtK0njjCwGrNHxE06rgJACmgqJrhfqkghpNkK5rZpQQcnKZheNto9KyUK1nLTtF9fem/O4MF2GY1F86Vtn0A9BaqxIs6WRvM+6TmGqVEeWszOlBFfsm0TJYdgzW038HkjOmRHnPSkCQraqmMf4nmblW55bb/dlHUWbad86jYnNDjee49Q96efW2u4GcfAo+5RlxbJV9ZzNsiFAHLQHqQ0TZd739MkNLM1WZV8VfXgtJVs13VbVmFMv23q8U/M0o9S493Hb/Qz2DTDrPPJEsN7JkK1alMCxqF6iq80RE5p5bPQyj4mcRz3WR1hreKhXHJQcS98Tc8NFMaJJ2arcHDT6b6sTgABYXuto91Zx7bxnrNSpLcbYsNH0UFOlYjIMc9RGoW3JTSWjnzxxfB0cYuPJhGYtleRVBqBBFOlUpbTbKhCvL1QbzNLhakxS82e1ZCFY3YD/tafhffwh8K66dwQrj+5Dw5sEOzAL3uqi9onP4l99/few8PH7EXz1DIKnymh6BNHxFTT/D1D+/BrAOYIoBOEB2OMUQckBu+4AwCN0/+LLaP/Hj6P9/3wW3v/5FuYfX0H3lIsotLD2t7OoHfcgbkuEIJrF8sMHsDY/D3Z4DkT2l/Y3LLj/n43rHvkCOp9dx8af+WhQjgPl45h1uuJ4zhFwFydunMLm4f2IVhro/PfP4K77/wITKyvgpAq+CVzxtUfQ+aPPwv/opxHe91HwASlOOxEXXfB45swZzM/Hk//CwgJOnz69jS06f5iZcPXOnkLa+dFEuni5wtceO6sZGSW1y2QeaQbzqHb0VQ5STrF3lWO20fTQ6vg6wfvRjODRYrSHyainFqOf+dpx3HTFHI5eNg0gXkjFpjXpnEdTturpxW3670L21htA/e1Xj4MSoi29p2puPvOYI1sFsktHKHR9Mfmr52QxilrZxvJaG8+cauDwngm85gUHUHYt/Ne//Gbv+VNt1wvtFOPw9MlNrDc9TFadhGy13U3Kocx8KMXUAbLGUiqHMwjiiU2XOZH3WH1WGebEix1TtqqCv2S/IYQkZGcPPXkOjzy9gjRUDpNaRBDJeqYNc46daeDAQi3OlTKCkCy2fv9CTQfxC9MVUEJQr9qJRYWafNXxqjB5GPFEEe7084g4x7/4/c/jF//gH/R/9//Dd2AZLpJmoJfGsTMNRJzj8j11UEowM1nqMcyxZJ3HM6uC6d+/UDUC0ih20csMHgXzKBY9Ef76y8cyC9Wb7VTQstUBEsQ0i6FQ0otJ8fxaXRGIpKXYKqiuuFZci9NNylYVC+2mmFQziDBzpBWLod59JVkFDJlaOCB41IY54hxqvEmYc6VyBpWaJJHzuNHRzGOaBWl1k0oBhfmpsl6kmdLDHsOcdm/OY6UkXGfV/VWBSi3D7TrTMEeW+Tm30ZEsnIOKa6HTDRMBmFmEXqFasvHKWw/gC984nbk5ppDOseox+UltwgmpMc/9u8L333kEb7/7aLKcgBEc6ONTxmKAuG9rDQ9BGCWYR0ayDHM6mO3jtAqIxXn/nMdegyfAeO9z6kuq4yflhsCamfMo76eSDpqGOUAcfKVz71SuahBy7JmpiI1VubmWZh7NwFONl7WKrYMonfNoluroYR6zU2oA9Ej8zdSIOACiWokAZAePsXIiOcemSwuZbWx1A73ZPJHhhp82nQHiPmTOpa1ugGsOTcO1WcI4J222A0jJb9nWQTrnHCubXczJzYFs5jGZ82gqElQt4pPn0sFjHHgDhiIoiPQGY9owB4jVEeqRJAxzlGxVnn9mooSz3IL7+pvB11vofuyrWuZJniB4tnoAdLYOUnHR/cHb0b0hBGt0EHxhHbXPAlc9/iiwdxblW22Unmzj+mefQBAB0WYD1gmKjcvnAOYA4LBuPATr1iMg9RL4V76A+a+tgX2bAxHBxvo1uPxLZzF/bhkAQfhsC+1mBcevvgru654HtkeuhRb2wau7WHj0NNpfI7CuncXTB5bAKHDbiUdRWtsAqI0mvxq/e/adOPeym1H6kZfBuvkwHr32KFqlMjipwfo6A3mUwTp6ANUXhgifOoXwxBp2G3pXvbscWTlmhPRO9v0wO1s7X80ZGvPz9YGfObA0ga8+dhazszU9iKnFyvRUuec7JuTEPjNb0xPnRtPD7937MF584x6850duja2zZ6o9x1sWg+0wzM/XUZaD4+JCHVMTJXhBhPn5OkqnRRC6OF9PHD8zUxVSGhAERAwyCzMVPHliA1PTFT0hcCoGw/S5OedwbAafA9QRE/Vt1y9hdkIM/OVaCfPzdVhyMN63Z1IHL67DQBjV39loB7juiLi+xXNiwVmuuJifr8MPIkxOlPRnp6QEbLPl4wVHl3DFZSLnamG2iqdPbCTaSRgFJeLc6T62R57HLbu5z5YwUTLA/PvsZAlfe2wZQRjhpqsXcejADP75j96K9/4/X8JvfPgr+KWfvB2XSZmV50eYnoyfe0M5d5adxHd+/IFjoJTgZc/fh7/4+6cwM1sTO5QgqFXjz84YC6abjy4mvqNecRAh7qeWw+DKvjEl+9m0vI/TEyWsHl9HxwsxN13Ffjn4Wk58ra6Uz+1dmtS7qQoWo3Dkffnoh7+MVifA7/+LVyY+Qy2GUureTVQdRDxuY6vj48S5Fm67bglL8+KeleRz9/ww850BgFuuWcDffvkYjl4xj5JrYXayjLYf6c+ekY6e83PxO8MYgVuyUZP3Ym6mqhdGtXoJ87NVdLoBmp0Adz5/P26TDDoALM5WsLg4IY/biI9Jte2pM2KCv/zANObn65idKGFZBlBLixOYrLmYqLn4zpkGWnKCPnrFPJ6VC/PaREm7kE5N9l77tFxUTU1X8e1nVvGRTz0Kwih+6FVXx/ddOkfOTFcy33df3n/NcKY2tTghqFScnnMvzIsxt1ItYXqminY3xMJsDXuXRN9xSmKMsF3Rb/bMV7Es1QwLszXR7+QCfVLeu2rFASdxf7Ad2ef2TGJRmn1USvHY84Y7r8CRg9N4/tE9ul1qDJ2eqcbMZrm3/dWyDc+PUKmKz89LY49qvYR5OaZEnKNec1PvexkdT/StZluUHjmwZwJdL8Snv3YC0zPVeAGZM1YCwNJMFSfPNXWfdmwKW46N8/N1dP0Qnh9hca6WOH5xTtz3crWEuakyukGEqckypusleCFPfNYPk2MlIJ47JUAn4Oj4EWYmSpibqYIDqE+UUZHvuRckxyqFH737Ovzdgyfw559/Br/y9hf1XBcAnJPBzeyseN9qqbFIbaDMzog+WSpZoMb435HD2txsco7Luo+hDMwr1fg5nZN9ft44fmGmqhfnexcm9O9rNRcRj+9bFInF/Uuet6/vHF+vuwgj3vMZzkU+4sx0fO88Q+am+pPFGGzH6jneD0QtxdlpIS9Vwc3iQl0zrr68jgW57pmR48DEZAXzMxVEEceE0W8PGOzeVZfNoOmF+PrjZzE/X9cbHqEcByIet3FSBjhzUxUsyO+ich0wPV0B0f+uYl7WC6aMolzKvi4AqFQcTE8bzLHF9GfVukO9EyVXuElffWQ+c7O9UrLgRcl+EXGgZvSF6SnxLk9OVRCEHJPy2g7KPkqM86uNsImJZL+vlm1EhOjfdf0QVx6cxp75Gr7w8En807fcIspuEaCaMVbOT5fR9EJxvxtd+EGEA3tFH3QdBsuWaza5UbS4MKHHLovRRD95RpIIp1fbmJqu6vviyjzexcUJlBxL5BISMQ6r4HPeGEvaMlB3XDE+VZ8VQensbPwZ12VgFkO5Iuagpbkqjp9tYvLaA+i8+nq0/vZRsM8+itJNezCxsYKHr7oRE3XRD1aXFrB2QwT7jiMI6Pfiv92/gpMTC2AlGxMvqeHxZ7q4/dGH4D6+B3b7HDphCZtX7cfkVA1oN4Bb4jGdnnwQTz0V4DvOHtw6W8fq974M6//h/+CVX/sc7JuuQv36vfjCnddjcf8cJuoQpjvMBa7ehw9tvgvHD3v4dy/0YM3WcfwL38YNIXDk6adx5LFjsPcfhfPlxzHjlFGvTGJq3wywbwbHPifqQ07UgT/dfzuuuTHES257AdjGMdSu9hHW9sGersIeIg7YKbjogsfFxUU88MAD+uczZ85gYWGhzxG9OHeuMZTRzPnC/Hwdy8v5O68KJZnP9OR3VvROvzII8bpBz3e05URx+vSGHjw++aVnEYQRzq22sLy8qSfe0O89PooidDri9xuyePXKShOhtFc/c2YDy+fE4NNsdHqOr5ZsnFxu4NGnzgEAbr92AX/+2afxxa+fwFWylMHKWguuTTOvf6Ji4/TZBr4sd+Pm6y46HXFNJ09toGoRnFsRC+rNjTbactfQtRlW19tYXt5EFHGsN7twKMHy8ia6bXH8qeUNzNWEZAtRlDi/yqm57eo5/fuyTXFOfqfCylpbOI2e7TW08briPCdOr2OuZvf8HQDW1jtwrOS110oWnjklfp6r2Vhe3sShuQp+4Ydvxu/82YP4lT/4PN73zheLRUU3QBSE+vhWQzyj5bONxHd+7sHjuGr/JKpyZ/nY8TVUShY2Njuw5X2Jn5lg7xbqbuL3jkWxuh4/481GF5TIY+WGTUleCyNCpsw5EAWhbteZs019/Lk1WVx6vQWvnWQ4GCXY3OyKftf0cGa1jW88ehoLchEOAOsbHdiMpJ4bxYrxjFRfP3pwCq2mbMPyJk5OioVa4PX2eQB49S37cdliDZsbbWwCqLoWluX7ou4vADQbXf07SgkajS5Oy5/bra5mvU6e2gCLIr2w2j9XwdEDk4lzqu9pt0UfPr28iXKKoTt5RgSW3baH5eVNzE6VAVnHUd3HMAjR6Qb4tnznXAJ05AbR6TOb+h3pdvyea/dlsHv85Dq+I3dC7/3ME3jJ0UUtOVTFv72O13N8rWzj1LLoe3/34An82aefwPve+aIEa9Lu+OA1p+fYrmzjydMbCDzJ1ochNjfEwv3cihyvZL+Zqjp4Qkq8PHUtctfaIuJ+EnA0WnE71zbacCyKs2cb8OS4abPk+3fFUnIsbut7t4FqyYbnh/D9sKf9XLovnpF9w5abeydObYDIhW6rHQBhcqwpOwxn18S1KWMshxKEcm37xNPndFmDlfU2HItl9tm5yRJOnmsiCsT3U0KwKZUK5jhPePL8kWzbs8fXEHZ94UQdRol26XvRDfT3m5iquzh2agMr66IMgvmdMxMlnQscZtw3AHjd7Yfwv/72cfztPzyN6w/P9vx9Wd6XlnzfKAE2m/Fz/eI3hbKIy7GQhxE6Rv8+eVq9N719Po01KSNfM8aRE1LS53vx8dyQSvIwvq5u10cQ8rjPycV9OWeOU/C6AfyMe+v5Ivgzx/m2oUCJZH+iVIzJ6eNVsBgFgr1cb4j3Z3OjDZcIBu+sfKfUnKXXDWc2QMNQuAgbY2XYjdU0VYfCtQhWNzo4eWodq3KdoN47Pwj12sSXwZRF47nqnBxPmpsdNCUrunx2EwjEZ5stD4Sj57oUK7ppjLnq+9Rnz8jn1myK+2Izipm6i7XVJMumUK84evzS998LEBj3vqneqbMNYW5VEWNZKK/t2ZPruGxeBLNKdaTGa4WKyxLt3Gz5oJzj2kPT+JsHnsVXv3ESR/ZNotMNEIa970y9bOP0OTGXPi0NXVw5j0cRR1v2/XX5zq+uNNHQaQ0EG3JuDcIIj35nTeRXNzx849HT2Cc38TbkuLu60oxrmFKKjc2ODtwbm/F6QM0rp89uYnl5E2syh3F9vYWSHMt4xNHp+Di7It7nmmshijjOrLZQvmweuNlH48tPokMJpssncPAaFxubl4v73hJrDN9roe0SPD27HwBwcrWNCgOWX+ji2NkFXPMXfwf7Ld+NP76sjMPOPNY3PNBuF9yOnWwr1jTI/CYePHYjXrnZRjX4UzResQfeZ6axeu+DqHWfwJuuehBfaL0TGw0G8A5gyRzQyMEacdCyQ4TrbTzbcFCa53jkzqM48NljWLvvq0BwFq+/8xy63R/AxqZkYkMXXgBsbHbxKe+7wK0AN2y2UfYIrEoHjUYXWG2CDBEHXEhQSnLJtItOtvriF78Yn//857GysoJ2u41PfvKTuOOOO7a7WecFM4Y5gUKeYQ0QSwaUfIhzjs98TZTLaEh5X1tLcjKkIYhLdSRyHlVJiCBCuki5iUnpGKgKyL/4BrH7Y+Y9trthplspIAbzjZaPp05tgBKCg0YentrV63ghLEYT8g6zlmOj7YPzWJai2q5yI4RMK3n+WtlCtWThxiNz+ndTNRcdL0xILzup4s0mYtlqsu6UKc/KdCCUpSHqFTuRJ3NoqY7vumkfzq53dD05juRzczJkq//wyGkcW27i5qvme+otZuW6Vss2puuu7mv6ekoWWsaiwXTs1KVK5E5nxbV0GyolSzDBSOZb9us3zMj/UfLkh55MSlezygZUpFEPIO71Xz3wLK7YP4nL90zExZklA2PerzQWZyp42Y179c+TVSfbbdWQ3DJKUvkgrMfsJTZ3yj6v2aYs4xrVl1TfMouOa8McWTLixNkWpusuyq4Vu+wFUeyil2mYo8x6Qp2702j7+MyDJ/RnBr3v6j49+uwaGm0/kcMD9OYQKWg5uR/q6zRzHk25scWIdh00j1VGIkq2qmS4cdvjHDH1LvR7FkCv+2a66LeCkokqSZcy6ErLK7Pr4Yp7rUwwZiZcTGWUiOlIGXgWFmekIsNwHDVlq0ph0mOYY7gUm/LOesVOOCFymfeXdlsF4lz8RttDrWzre6reRf29Off6Fbfsw/xUCR/406/jI596tMcxWeeumTmP8jvPrLXx3z/+bVy+p47nXynSVRhLGebkSOSzYLppKqTr4QJxbjyAZM5jymDp7BBlOoA4TzOtnMo6t5kmoWWrNDvn0TRlM9tsG+NFXs6juofpvEMzb3ZppoKpqtiMO3G2qdNcTNmqOtYxDXPsZB+hlECpsU25c77bauzMam70ZxnmqHw912aJMTONyQxDQj9MluYxx4N2p1e2auY8qtIpaYOtijRbUtfa6QaolCwtf1bS27RZj8JUzdWy1ZWNeMwAkg776ZxHQDxblVrxzGkRQL70RrEuM0uvqGdvyk5tiyAIYhPAvrJV2RWZochSktpYtipdnX2Zk/niq1B660vhvORqdH8QCNx4jCeEwuMOLDQxH92PQ6WnAQDNgKBlvwr/7/Ib8Mkbb0f7+14Jum8O39p7GRjh4IQBKR4oonPgsHCsLa6bRJuoVRv42E0vBblmL8JTDXAAhDBw6oAgfq+qVgc/d/A3MNF6P1ZbZ7DuVxHSJfiVMv7+RS8DO7of7MYyZmbPwZwmqHRbjTgQRARqGOXEBTAu1bEjsLi4iHe/+91429vehu/5nu/B3XffjRtvvHG7m3VeoJLeVd0oIJZv9Mt5VIPI48fXcfJcC67DdB3DTh/TF0rRk/NoGkx4fth3Ylb5PGfXOqiWLCxMlbFvvprIe2z3WRCpxehTJzexb74qi3ur3KhQ/z/d9rJj6UBFLWbTwaNymAtC3rOoue3aRbzhJZcn7qmqr2TmvnW6YcLy30TaoTQII/znP/8Gfvm/fUnnF2QVzla5oof3TPRIYVWuSaPta0OCRJ3HlGHOyXNNfOjj38IV+ybxXc/f12Nc084Ifq85OI3bjy72nLviWskaWkGUWMyZ7asYi5SSw0AJQcllyVIdQQjLsGc3YdY8U8/5oSfPJT6TFXhXjJzHrz62jLPrHbz61gM99yYvByoPkzXRD9WiJs75iI9nlAqGJZHzmMqz9AafV79bGcY1aWfiOekaaOYLKbfVUytN7JFGKub7qtqXl/MIiAXbRlOI467cP4lPfPE7OmCOS/PkvO/yfVMs2jefXk18Jm9BVDI2ddTYVC3Z0pQpPq/nh3AsppUXQJzrGBvm2LqNacMctWhN14XNQ9p9M6/Oo6qNp+6TGm+6qT6fvm8TVQebsji52hScqZf0OGDmOYuxMru9e6RMVlv2s2QOnbqnPYY5xphgBhr1spNcCIcROM/uu6LWY0c7j6rvjDfo+vd722L4V2+7FXfctBd/85Vj+J0//Xri72m31WrZxrEzDfyHP/s6fu9/PwQC4KffdH1sYMWSjqfKGXyY9z0r51HNkWZ+eMUIwuuVZPAYca6DwLNy43RQ8MhS5THS505sEhq53o6R85hV51FtvpUcKzEum2UzVPAYGw7FOY9RxMF5crxwbFH2arruouRYuq8+LRUz03U3NsyJ4jIfarysVxzd7s4QOY9Z40Ui59Ho551E8KgcQ8WH3/CSy/D6Fx/q+S6FrDzjPMOcKOJodvw4v9phcGya2GRMm84o1EpWvP7qBuAQ76HeGO+qwDu7pNJ03cVGyxcKMjVmyLUhI2bOYwRCkrUWbYtqAyql3HjpDXtAEDPs4liR222uAxgVm7p6zWm0LW14pvpxIp+YKMOcOOcRABp+7FtAZ6WcmYWIwEACwaxSAnx+9Xa0+Czq/GFM2evyWKARzeCsN4eIMgQTPqj3bbz9wB+gbq0AxAJI8r2ISA02DTBlidIofuTAph5CxsC/+3ko3V6VwSMFiA0YwSOjLlR3O9excMZbxFn7R7ES7keXWXBf8zzQF1UQcAssagOR3BwhHBEnUHuZNpWEDmxRnzId4e4CXHTBIwC84Q1vwF/8xV/gE5/4BN7+9rdvd3POG2YMZzuFPNdKIDnQAcBnvnYCJYfhhdcu6Akja2dTgRDS4zJICEmwATELk89ELK+1dZL6VQem8PixdT2wq3IOWahXbGw0PTx9cgOX76nLdorztBPsWfLcJvOoaojFpTri4DOv1MYPvvwKvPq2A8lryXA5y6uPCSRrIwZhhN+/7xt4QLoKrhqmAukFjVoUm7XH4vsR726qRambETyqoP6D9z4Mm1H89Juug8VoT8mMLObxx+66Bm9++RU95y7LumYKYlIX/St2W42ZR30fNMNjpUp1ZBvWADGLJ5icCJQQfPOZ1WQgkGnAISblrhfik196FnOTJdx81XziPnX9qG8AlIWJqnDOVBO+n/HO6V1VP17oppnHjt5o6Rc8ygAuh3l07bium8r/NdthS+OWk+daOqfJDArVwiEzeDSC3U0ZCLzhJZdhdbOLf3jkdKJdWSYWqpRQFHGcOCt2sR95JskY+xn284D5fAK9AVAtWXq86XoqeI1g2xST1XhX2k0FhCrAcm2WYOE9o1C86rNZ456JmGkQ3xOmrPcVbMk8qmet3lX1zLNqDQLifedcbAitbHRBCDBVd3RuqrlZ1fbyVRqLOniM2aME8yjvaTp4VMxJqxMkGMJ6xdZjFxAHYFl9d3aiJBURHPWyo5kxtdmRV5bHRL3i4G2vuRqvfcFBPHliI9F2s84jALz5u47g9S++DE+cWMd3zjTwE6+/NmGCYqVLdQzx3imk50zAKJGSwzzWUnUegXjD9twQNR4Bo45eukRIxvwsHK4lc2jFAV9WeaPY1I2hagS8pkurNsxRdVKtuFxSkLPZVK/YWJJ9Ts1ZKnhcmqmg64Vx4JmqM2gyj7FhThwQp91W+5bqiDhC3vusALPOoTj+Bdcu4vrLe2XRCmLzK57fOec97tBmKamWZAz18RUnYTKlNiDSBlvVsq3fR6WyKJesno3xvJJK5kb2ykYHtkU1+51mHtPnNvvJ4yc2MDtRwsJ0BbOTJZwwTHPSJklAHHhmrTkpIaAkVjuYpd30Z6gyzBHXN1N3cWXlMcyHfwrw5GYpRYiIM5CgAUQeCAH+bvUONKNFcACNUMxtTZ/A6x7DDbWHAAC+3wTxTmDROQNKIpGvmELADoISoB1aiDjgcRsOEe9AQCwQHiDkFBYh4NQBePxeuYwj4OK4s55Yk065HIxwhFztaITwuQXGfZBIbB6pOo9qWlfLtq79EmxU3w3swnIdF2XweLGiWrLg2iwhW40Llmcxh/EA2/ECfOlbZ3D7dUuYmSih4wnmrdPNDqAARbVz/R3q+8yFuFpwZA3wYjD2sbzWxpyc3K/YN4muH+KUlEi0+jCPajHa7ATaJMa0KRf/7w3gRPAoBuXNFPNoujrqXd0hFhVTOnhMLubygkdRvJlgo+njg/c+jC8/uozvuklIIc3AvWcxaTCPaagd7s2WZ+zmx/eOUgKLUXT9EF9+dBnHlpv48dddqzcddCFfed3tbpjYTe+HHrdVU7YqFx1qYVo2JlSzfEKyTmR2qQwgLnugrvHoZdPwgyghd+76UQ9rO1F10Gj7eOe//wweO7aOV96yX/dZx3juXgEmAkBPAen4nUvuSAu31TgwjYN5tQAfLFu1NfMY4bMPncQXHokLR6cXK7OSeXRSwaO4zlAzj+Z35i0GRZvjIHOzKWzor7tsBq7DNJOoA++s970ilAanV1sIwgiL02U8e7qRKPmQtSgB4new64Vatqhk0CIIDPX5XYvp9wQwaryqvlZSzGPSldPPYB7zpJQKavGWWJBlLOgU4xuX6kjKVvM22cxahyubHVkmg6JesUGQwTzmBLuH907g5qvmceV+aU6VqhvYkIvaXrdV8XOzExiuoiyhcjCvI5t5LGmFSr1i98jjB8lWTeybryLiXDvpArFsVbn01isOvu+Ow3j/P34xfv3tL8Tzr5pPfAdLOY/GSoMhZKsy0EjKVuU8YbC+6r4xShJssGLZzOBRSHn7b1IoaWVaemoGfybUORNsa4Zbq8lcmmOHClYtRnUwoEszGfUAzXIXJt788ivwxpdcBiCeG58+KViipdmK2FhWwZOSrargsWLrdqu0GVHnMc9tNfu5ESJLdWSwxIAhd854X7MwWXXQ7sbKlDDi4EDCHVrNJ81OAM5jlQOQVF4AsWw1Pd5VS7beiFVzasW145QaeQ1+kF1SSUn2VxtdXRdWBdNmiZ4w5D0bXWqc4pzj8WNruEKOF3vnqnrDT117+r4xKsaUrM1TcZ29Tq8m66neS3X8dN1FlTVRwVMgMPJQOQclASLY4LQMEnVAAdjEQwlnwTmwGYjArekTWP4jeMXc34h7RmrgvtjEoGCZwWNEF/Hp1i/gjLcIPwK6kQuHinE25Aw88gRzSAFQO1FItGQBf/jsT2CdvgznuiVYxMeB6EO4qvwg4m4YIOQWKKVAJPoSkcGjF8p3QTKPILsvaFQYB4+7CIQQLRFS0C9yxsRo7oKuNTz4QYQr903qHchmJ8iUxZjnU+9NaASPKlD1/FDXmKQZL8FE1UHXD7G81tGFeZX0VrFvfYPHSrxAvHxpItFONalmST9LrqX/npatqrZ2pemP+vwgxLt9JvMY9j224lr4m68cw1cfO4u3vuoqvOllhwHECzLP7w0+b7piDv/o7utwrSxJYqJmMI95rKlrU3h+hMePraPkMNx4JN5pNWsxqV3lQbI9faxrwfPjxYRZg0qX6tDMYzyhqvvTI1vtyzyK/B0lQbrpyjnYFsVDT8TS1az8sVffdhBvf8NR/MB3HcHdL74Md960T/9NlJgR9yavNmke0sGjlxc8mhMro+jJ1ysgWz15ron//vFv4ZNffFb/rd1JsvQqfyfJPMbfrZlHlcsYhIasNiPn0ZC3brQ8TFTsuG6nZpH6Kw08P8ITx8Ui8pW3HgAH8K1nYumqkIH1ntusz6oYXp27aNNkiRWbJmWrOudR/F/XebSTdStN5lHl4Q6WrSaDgX51Hn3j+aeZR93nUgsupYh45vQmVja6emFoMZoovg70l/iXHAs/83036E26HuZxkGy14yc202qpHK5+Um8zP7pWtvVz6Ml5HOJ9U33WzL+KF6vJ420rWaNRQSxyDca5jzomjXSqB9A/57Em3xF9fCoAEmU6+rOOQD7zqDbc0psGalx1DAYxi3lUTFzZsXSbbYvqNpuSTLWBE9d55HFpn1S/ve2aBVx9UMxRam49ttyAxaguG6Harr5P9d2pqgOLidrBg0p15Ek3AXGvOc9miYHeUhWDMJnKM07n2orvEv9WDGM1xTxuGFLvPOaxUrLQbIvaqjqPvWTFyiAvlG7V2RtteiN7sytK+0zE/WsY5tEPI6xsdLHW8HRJrr1zVZxaaaUUFtmspdogS7eNGX0wX7Ya6TVjveJgI5hAGAEUSdPBz62/Fse8I+DUAqTT6w/u+VNcbn9CMI+BMHFp+ATt0IZFZHoQJ4iYuB9Cdpr9zqu9mG4IrAR7cbwj1gpBBHRwFe47/UYwwoXsNXEcx7I/j1XyIqx7FCWLweJnUGPrUCKXTjSDk90lMMqhGEXFPHop5pGGp1Du3g+Suv7dgHHwuMswM1FKGub0YQLMwdgzGEK1gFDW8EC2fEsMzjHzqJKfXcNYw1yQpaGCv4hzLSuakYujlc0uooij64W5eTxqUrIYxT7pYCbMcUhf05eKa6HR8sE5x3rLA6NEL5IIEYY/nW6IQbk46e+0GE0yj9182SoAlEs2wojjR19zNV5xy3490SiZUCcr8HUsfN/Lr8iUxpnMYx6LpWpwPn58HUf2TiQG77LB2varUZl3/eqaATmpy+euar2phau5w62OE3moafOQPOZR7FCqXemJioNrDk4n8h5FzmPaiMDCi65bwutuP4Tvu+Nwz711bYaOmaeb02/TUJLljYZiHnvZdipzneLNHNaTBxLLVvPPa8u++IkvPosg5AnWrtUNEqzu9EQJBMlFtdmmNPPo+6ZhTj7z2A0iUfzcqI2qAvks1lVBva/ffGYFBMCLr1+C6zA8IoNHXb4j49y2LYp4dzzDMMeo16g2ejy5aWAGj+o+T8mxRQUzrsUQhHERcTPnkRKCpdmKzhXMQ0/OY5hjmKPrPEaJOpJK2ZEXdO9fqGG67uL//stv4tvfWdPjI4BE8XWhHskfK3vaQ9OGOQFch/WwBVQyZ61OnPPoOpaWwSnGsl8AOGssXmsm8yivvR9rmYaSQp5MSOjyTZ6yYKXyPYucP9swpzfnUfXNeioYTx9/bqOjg6n+543zDE3kbRKqYFIHj8bz/sZTK/jLzz+daHvJYXpTz3z/FKtGSDwumTmP/ZQKui2uUEQFIcd03dFtVZtA6h268cgsfu7Nz9OOno4dp5cwk3kcwjBHtFmMuepeOxZNqFtiw5hhx3mpAmio4LF3rFTXojZVzLmubpRCyTseEMxjJEuwxMyjpQPqrnTYBXqDdiDFPG52E5s3CeYxQyWhmEflO6GCxz2zFQRhhLNrHd329H1TwWNaRh7/PWa/o4zAXQW2vjFGNqMJBJwkg0dC8M3WzVj19wBgADgIOLqRC86BgLtoRWKcaAZAy49gS9mpHxFESmZKiAgeM9IJXSZ+2Q0Jvt15Ce4/e5c4ngOedRDfal4DBi6ONzaHSvI17ITAWpdgygEAGy7zdC7kCf4KfGz5dcIwR+ZbUijmUT4Heesob8IOHgZFrLTYLRgHj7sMsxOudtgC4hykTNdKYxdVFza3KaplGcS0/QHMoyHX4rxHAijyx6LcHd0JY4Gngke1wFvb7GomKi/nUe3KH1yspdxUY2axmyEdPbRUR6sb4OS5FjabPiaqTmJ3uOSIICLLdCYPhBBhad1MMo95MjIAuPtFh/DTb7oOL3++2NWyZF1HUwo2rHQSEE6JBMBGy48XRBkB0nrTw7HlBo7IiUGhbASAsZHC8LJVIGYTzFyQK/dP4r0//SLsmxMBvvk84zy0tGw1u/gzIBZgQRjFu+6uhcv31HF6tR0HAhmGOYOgghAtWx3y2rNkqwS9i4rQmFgF8xhvsgCmbDW/z6jFoAquTefJVop5tC2KetVJMo/GLr9qt1YKBFFfwxzTlXWz5cUGSMaz6+p80WzmEQAeeWYVC9NllF0LVx+YwjefFnmPeYspQDLD0kWz0fFRdpneQHGM3EUvEAuPesUBIeKZqkXnntkq/t1P3a7LAKWdaz0/uRD9tZ98IV6Vym1OwxxDOeeIeK8UTF1TEEToBqE2FAEM1jnIDmCqJRu//vYX4s0vP4LJmoMr90/pvwkLfTHeqPEuj3nsaTejCQOVRtvvcVpVqLjC/dHckNIbVYZKQrS/99pN5qNetjWrm2Yeh8kxLrsWputuDvM43HJF5UwrFMlxpkQYNJmGOx0vBCWkh+E3N2IVrBRz2fHCxIZPHjTzmDK9yZufS1q2Kv7PGNXn/NzDp/Dnn30anPOYeXSTzGN8HbF6JM1GmsHjIPZOvfvTNVe/dyp3Wb3vFqMJJYxjx8EeM8zThg0eKZGGOfK6q2U7oW4Ztu3pa1iXc3wsl84IHmV5KdM4aaLqoNHyEz4RWedX669m208wjyqXtdMN+0pua2VhJHZuvYO1zW5i80ZtYgLZ7KHKzX7k6RXUyjYOLIpAfq+cu1XeYxhlMY9Ctur50uwupTYzGX+d85gw3FFuq6FmvyNnBkGElGw1xBQ7hRJtAdQCZ3VQ7qEbltDldXzF/zkoRq/hAy2fSOaRI4iAADU81b4c4LYIOylL5C0CSebR2NMW0lPSxP7Ss0K2mmIuzaBzzSOYdDk4ceEQDwFP5uxSIplHHokUMIjgFohlq5yIPkd2oePqOHjcZZiZKGG96Rnuh/kTqymhMY0u0sxjemJUMGWrkSGBSBuz5DE4JjswL6U7FqOYqNhY2eyi3YmDgyyo4POypXri92qABWTOY2pBdvXBKQCiJIiQ3zm9x3th33zPLJgW2aJ4c36pDgB4yQ178IJrFxO/q5dtNNpigikaAFFKRLK9kfOYvnbXZnj02Bo4h85n0H8zZKuK1esX/Joop5hH33ChI4QkDCtUoElI0sQkKVvtZQ4VlOGFmWukcrXUZNvNMB8ZBNdh8PzQkBAOd3zJYWCUxHJjuaAhmRNjvEljMQpCsmSrfZhHeU8nKjZecfN+tI2FRKvrJ3a6AbELbb5/aoG8Z7ai22cGhf0Nc+L+0ewE+r0puZbuL/E4ks88rjc8zS4cPTSN06ttrGx0BgYBKldZBMnxokzVXQVi5pFSgnrF6Xl3F6bj69bBu+EUawa9IlDov7A0maR+MjibEXAI90THpqCUwLGowZjG/aL3ui3c9cJD+K1/8pJEMDtpuD+aGynDwLaSpRuaHb8n0FGoliwpWzWDx2zZqpMxVlZLlr6uesWR7sqW3qAaJtfXxJ7ZSoJ57LfhkYUe5lEudrOC/iyY7A0gGFQzuFKoliwt71XQslcl7+8T/KTbbB6nz52jDNL5iQnZqmhzW9aM3Gh6egx1HaYDHbM96rzmWBpLaCP9nYOuQbF20xOlmHmUG19ZTD0gNsrU9ZmlOsx1fp7bKqDWJ3GpjmrJzjTMGbbfKIWJlq1mjJXq+ar3IlGypSKM1dQclcfa1oy0Ic08luLSQR0v6LvRJjayXTx1cgMcyc0bs++KNVt2zuMjz6zi2kPT8cbbjAwepeNqliu2Ulfk9WmzD2bJVjXzGMQpK26pjnP+HEzDGMIb+J65/4rLyo8DoIicadCoi27kgpGOZvhqNkfDA5qBeG4MIfwIaJGr8OETbwWhjvxeqzd4pHEQeMD6In7ust8BwBFwgnLwBbxp4c9lqQ8LJnWplnsx88jBiQOHejrn8RD5U7xy9q8EZ0ocgAe6VEdatsohxw+SLE+0GzAOHncZ4pxBIS/w+pTqMHfNzTwtNXg15IIha2IE1M5evIummcdUzbxBzCMhyQFuul7C6ma3p/RAGnOTZSxMl3X9LgXTECdLtrowVcZUzcG3v7OKjaaXYECBmIHq+sXYN9PK2/OFdf2wwZdCVQaPfkadxmFQr9gy57HXbRWQ+WFeCALg8J5k8Ejlzma7GyLLBKIf0nUrRS5K9qLAlKqqftXjttqHsbak1b6Zr2NOuFEk8kGGzVlU6JGtDum2SghJMKe+3zt5Mkq1GQABEs7Eyil0GLdVi1HcdMUc3vrqq7W9v5J/pZlHAHjNbQfw3Tfv1z+rXXIlWTWv0wv672i78pqUQ2Rdvjfmtfc1zDHes/1SZq7Y7++cbgyUwJWkjK3Z9vXuvDqXpxm8SJ97sur0ZY/TbrdKUloEcQ5clGu9D8QMULMT6H8rhYPZhiJ9dqrm6hIxauNlaOaREvhBvOjZbPmolbOPVWZYHUPNoO7/ppat5ptMEUIwUy+BUZLcLFLBYwHZKCAWsidXWnru8QNRcmBYBkksoE2X3fz86uzjk8Fnx8sukfKD393ryp3Okc1zF846J5Cf89grWxU/q/6slA+qvQCwvN4RpmyyXFIW8xjnrfeW8QhCbrB3A4JHg3lU72SznWQe0zDfBVO2qp5dJDds+hrmGMxjrWwlZJVFcx7rZRuExA7HetPCyNHWzKNcB5jj8YSRVtLv/GojtNnxtXGOWkcoVZWpYMnCVN3V7rambFUEaPH1Z+UtnjzXwupmF0cNX4VKSTD+yjQnS/JqGeqarHYJ9jt5781uo+ZI5ZgNCBb1f55+Bzxyk/4cQQAOAhGeUIDVQQlHN3LA4GOBfgkAMOlwNAOCh5o34feffSdCMAQRdHApmD8KUAtmuQ0gyTyGPESdbYIhRBABnEeIOJOy09SmjWQeOwHBhkcw5XIEdD+a0SzUcOtgBVXWAqMc3KqDREFcqiMlW4VmHsfB4xjPMVQQdk5KVwMjKEzDlIGYeVp68GoHfdkzQuLyqAnm0azz2Mc1U0mfZidKiQlkuu5idbMb76bnyHpch+Hf/dSLcN3lM4nfm7JVNTmm2331wWl8+ztr2vgjeTxD1wtyd3XzMFlzDRlZscBToV6xsWnUaRxWOhkf76RyHlMJ3XJC3jdf7WGpABkIeEEiMBsGatdaBY/9doRtS+Slmguuimuh64d6l9jrsyOvinybC2Yt9UkVMy8CxWCpjZQix5tus34Y9rQ93lUNRf6eqsNmsGaKARm0E/5Pf+BG3HbNQmxa0hb5u2m3VQC4/bolvOj6Jf2zapdpJMIolcFElKhDmYYKepQhl8rnKjtxIJBVIFpBOYQC0MyjCkCbHT+WgeU8d9dh0m01SJQVcB2mgxfFPAJiXKlXstk0wJStKsfTXpOlQdDBgJE7yTI22lQw3uoEenx05ThjtqFIn5uqieLrmy3fME4ZMufRWMgBkAF5jmy1ZItSHWpDyhaS4WrJipnHAQHg7ISbMI8pGyZL/cp8ZGFpVpR6WGvExiU2owNZYoUs5rHIOMsM0xFAuWr3jpO3H13SOWPmsUAs2zNzw/u3OWb7TChH7nQ9XLWJYOs8xbjOo7rvZ9faCTdy9fwTOY+GbDVui6FUGDLfVLF203UXJTseq4H84M0M6LNKdfQbq4DenEd1fWpu1oHvkLmylBJMVBxDtiqv3YiAYtmqynk06n0azslAzCKnx3s1hivmsezGz9eVG+N5xypM11wdYJqyVUbivhtkBYCM6Pno6GXJddX8ZOynEYRR4roBwTz6oZCdZuViZuU85slWtfNu2dZ1HmOI2pcRLIBScFYBAcET7cPgAFycBQBMOBxNn+CcNwHKpgAQ+BFBNfwS/snB35PBHxEBYI9sNWYe26FM76C+CB4RSbdVkiFbFf8/2yEIOcGkw9FxX4MnvZfqoJUggM8tQb5YNYD7oEQEtZ6SrTIlW3XBiYtxnccxnnOoXSb1ksey1f45j6bjnJLhNTXzmB1AUAJwQwKRmfPYZ1fXYiInxJQ0Aip47OgAJi/nMQ9KdhqEEcKIZwZwVx+YwnrTw8pGt4d5VMGnudM+DKZq0srbC7WMb9jAU6FaskUtwhEDIB18eiEYJT2Tuvq+9KJGoSzlZEWDXxUIxoY5PHMCAaAdOk2WJF0mRBV7z4LaRTdlxdohuG3UoxuSOVSIGefiLFDFtXTg7AW9fd60IU8UTzYcPz2vmNS2ZhgsCQe+pJNtFlR/3JtyobQt4TQbBP0Mc5LM40SCeYxLTjhW9kKe0XhjSuW/qmtotn1Dfpi9mFPvZbPjJ+RgjsVi5tGQyf/Iq6/C2+8+mnsvYvfYZL5kEegxlHO9OM8y4FDvQrPj637l2kZutp+/yZcHxTwvr7UTuWvDwGJpw5x82WqlZIm5wA+lIZlc2FWcOD97wHj1gqOLeMn1e/TPZTMvveBYt1ey5ir/Kl1rbxBYqkxJv9SKLKiarQr96vlmnRsQC/cwivoyZyZi2Wo65zG7HJSu82jkE6rnrcbos5J5VGNCZs4jyw8eE4Y5g2SrinmsG8xjpz/zaI7flPbmPGblHJoQ65OYqVT9W12/Np0ZUq4MiM3ZjaafOL957bFsVdQeNDfeJ+Vmn3JcjceLtNw5ThtK17lWa5tBY+W0YaylDOtU++JSHRk5j/JaFqbKPesyU2GSzTwKKbzvZzOPIt0kdlslBIl5wjTMUevVWsXBVeUvohrdqz9HuCiDwsHAwQBCQewaTnb2ABxoRVMAYubR4qu4Y/ZzKNG2YP94CxPWhnBLBYT0tE/OYysQ+fMO7SLgAI9ChJwJ5pJI9lP2ScU8nm6L65pyVR8T+ZLiYwFCzmARAFQ8G5WfqwxzHCXRJhVsVv4pfH5Vz/3c6RgHj7sM2q00FTxmsX+m26rpkkikhKXR9nMnJ0Dt7Il/mxKIRM5j0D9v79ar5/H8K+cSv5uuu2h2Ar3DN+yCSEHJVvsFfyrvEYht8xVcZZjjhWLQGHJhoS2ym93Css+4LSL4KyrlUhCFiH1ttpNexKt+kDbLUSg7DG0jcB723qugRS0I/D4W6oBwmjWdXM0yIYDot7k5jyyZ8yhkdLHUZ5TgD5CMsyFbHdaAA1BMinR0y5KtEiN4NP5mOoV2/KBQmxXz2GjHzFMWm2zi8L4JvOONRxPGFIDo434QaiORrAWdcvs7q2SrktUrG6xxdwB7N1l1YDGCxRmxMCm5FggRRer75VsCscyz2QkSO/quzZKyVXn+GVngOg9p5lGV+SgC0201LjqelfMovrfVCRJsziDDnH5YmBb3UASPBWWrRv5RGImC5v1zHoOeuaBWtoYOHl924178wHcd0T8nmUcRvKXZszwsyY0PVQs4r1B8Hpg0DVGyV69gfjRjSdlrvzky69yAmHPVRs3WmMfswFUFhKqPizqPKngUz+rsejtRy7eSJVvVfdU04orbohmwQYY5tazg0U9cWxo9slV5DrVhPShHWiijkjmP5vWHOcFbP5Td+J3Nko6qjaPNlo+KayWYtTzmsUe2WoqZ2VYnQNksbeVY6Phh35xHIF6LVEtWYv1jsuZhVs6j/L6jGaXAyoa6JgyjnmcumMdIG96kYbLfWZJZ0xdArbmm6y7Au2j7J40AT6W3WCJ4BADiYMpeAwfgc3Htkw5HJ6RwsIwXTfwtaqwBPwLAVfBHABBwYoGkmD0zeGwGDhgBHOIjjAg4QoSIDdtE3qNcP8vjTrfE36ZcjpL3abyo8t/BIdbLhIcIuAVCCTh1APCenMeC09COxEVwCZcWbIthoupo2aofhLn5IAnmUdXmkS+tyr3rt6uqEtKBJPNoFqNPOxim8bbXXoNX3prMC1G7ZkpfXzx4VMxhPnu2NFPRzMlkD/PI9PF5+Z5ZUAP2esPTE1Rh5rFsC2meXJSNIntttn20ukFm0KyZx/3ZwaMysijqtlp2xWCsFgTBACOIpekyFo2dzbR9v+eHuW6rZs5jKZWv09xC4K2KxqsgIqs2aR4qJYN9y1jMqgWnn2IlzcCn6w9fVxOId9IbpivfgHeFEoLbjy71LNRtSziWxgFc9rXbFtU1WNWmS9lgjbMCZxMzEyXsm6/piVc8O1vKVuViOpeJYLJURyrn0RFjDee8UACoN7lkrmfEeW6fy0NsmBNl2s8rqEVeqxvo8yoZLjBazuPcpCjFsrzaLpzzaBtMlNrwyWcebXhBhGbbT7xT9bKTcIYGsusJZ6HsxuVdul4xufBUzUHZZVtgHpN5h10/zDT6yT2+h3nsX8/XhJkjW8ToR5fqiNLBY7YyqKzdVk3mkUuHVZnzuNZJzO9CjkwSTJoaB8xxSbVFyNyHM5153pE5vOrWAzi0VNcmbnGpjpycx0T9RDPncbjgUbuthirnMUe2OuSmBRCPQebx5lipJOsdL+zZyKvIZ6LOn1cqxLEZHIui2Q4E81hKMY+m22rOtU/Vxdg8myoDk2Aes9hDSwWPSckqkGQeheQ1JVuVstS8lBPGYpMuHqFnDlKBrW8En6+4eR8cq4pnmhbONMX7HpEZfPzsG9AMZ3SZDMIsHKk8Kb6Ii341KVm/RuDCpoBFAgQRARBK5i8CQABiI53zqGSj3YDjbHcST3aOwuc2/Ag4izvxV2dfAX3riAVwuebQwaNkHh0OcB9VtibuOQfWokNY9ubACAWoNPORslU/JVsFgHL3fjjkkZ77udNRbOU7xo6AKNchmUe/1/lRIY95BEQQo9xWVXHcnuOJZuvFQGScQxWj75fzmIc4eBS1fSoF2bs4+MsP4AghuPrAFL70rTP5hjl9JLtZULura42uHvyGrbumoPLIVF5ZUfasXnHAIaSFWYHIvvkaDizUsJCSpCiUHYaVjU5h2S0hBNWyhaZ0ig2jXjc2E//4e69P9MmKsdsKSPljTr9hNM55VItlM0+kaKkNBcUEdftIZvMgZKtx2YI0W206yZkTq8h57M3XGwY1o6ROa0B+8CA4NhXB44DFoKq9xijR99xkjc18lSz86KuvQsiTu7zVkpWUrfZxW91oeghCnigroeo1eoEIAId9dqp/KXk9UEw2CsQL3ygych4zDXPiBbc6b8lmOkda99kCY6VtMUzVXSyvtXXQNux4Y0o3VV3Z3OBRvmMrm92EkqJatvDM6Zh5LLLhYi5EuwVdpQkhWJqpjsw8miyexYTZUpFNm3TwOKieb/LYWH5apMRI3OaUbLWbbdZz+Z4JHFyo6eBBSQb9IIprTK534DpMy58JEe90ss5jr2yVEiLLLvCBuXcKE1UHb3nllQDicbmlZat5G1Vp5lH8O+LJ4HGQ22qc86gcwSXzWNBtVbVdbZ5lBXDmu19Jlb4xc0UTx2dcf7Vsa+bRNBOM3Vb7S3ana6qmbW/wGGVs+Ovrs0UZnWsO9TKPFZmewLl47uk+b1HBPAZ5hjkyrx6QBoupsYKazKOt2HAbb7i8hNVzHB/+lod33gSUrRq+0bwB1091dc4hIRa+svF83Om38LR3KwDBPAIQgSLlKDEffgREPEIIBkogZKe0V7aq6jV6YYhnO3vQIW/CWsAQ8i5a2Ivj3RIYEYZEIngU4yAloszGSpfqNvDQhkVkfjYHHvF+AF/fdMHICkAoOHFBeIQIvbJVAGDhd8DJVM/93OkYM4+7EDMTJR18pJkOE9RkHnXwKLXmJRuNdqBtyLOgEtIBMaCbA5EyAunntpoHHTyea8FitDAbUHKTstW89qsBcqrWyzx2fZG3WGRRo3ILTq+0jHy8Yot5tYBTeWWjMI+AkCRlHfuKW/bjV378BblsasmNWVtVUqBI2xtt31hQ5B9rWywxaZssmspVzVvIW0zlPMaLNkYpyi7bUr6oYh67fcqE5CFhmJOx82pJh8b0rqxZZqJTsL/ZlqgXWIR5zP8uCt8PB5pQaCODiq0n/7hMy+D3fW6qjMWUlFQslAbLVl3DmMfcjXdSTMaw440pW/X71KfsB1O9EbsnZkt+FdS9NZlHbwTmERD1cc9I2aqqazkMLIMFUOxhP9kqAKxudBKlf+plR9/zomWFykZ5l27B4A1IluvoZ86VhbTjabfgHNXrtjr8JmOitrIyqRui7ZYOOodjHg8u1vHLP/4C/W4yKRk05c3nNjpodfzEvV+YKutay4BRqiMdKEjmWskQBxnmmHAsCgKzVMeQOY+6tJj43WDZKnTtVcDIedTM39aYR+VWbD4/c75Mj8WECEWWWmv1k7mLPGNlmGMyj2J+HqQQUWso02lVncvMeUxLT7/75v1415uflzkWlF1LlhATm4xZhjlhGIk6j7mlOuKcxzzZanr+nCjXsb8SIAwbeHqDgvAG9jjPwiK+Dh4ptRBwG095L4YfibZPyODR5xYswuEy4Zba4fN4vHkkyRymZKsWBRjhss4jRdVWJkOAy5/CXve4vnec2pp5BOLAs2pxiGHFBSMBKEKEERDKeo+qP3OrCgrhWaAMcxLLD+KM3VbHuDCYrrnaia5fHSkz/8ILwkReQU3ufPWXrSIhWzUHg9i5MoRbMPhT8s/VzW5h1hEQAyznsSV23qLmpTfswT/53ut1AVzzeADYaHQLLWoqJQv75qt49Nk1LU0Z1v1QQQ3aZ2XwX9htVR6/stktHDwBccF3kQszYpmRjEl1EOqGc6g3wH0xdlsNExOrkD8GIzlXAiJQ5xBBSNFFfNm15KSq6lwlj6eUIORJSQ4gS6f4oy+iVcCu8i0H5TzmwUnJVnMdEOV9qZfjDRezxqc/gHnMgjKJGhS4mvcm4bZqx3lG4lqGlK0artDdPq7U/TB8zmNyYw1Qzonxs1eMThEsTJW1YY5Z+mYQLIN5VAFgP7dVAFjd9BLjUbVswQsizdYXCh4dJt06I8laFg8e1xoeWp1gC8yjynks1nYzb0zX8y2Y8xhGxZhHlsc8DplvqTYL1AbXgYUawohjZaObCD7f/YPPww++/Ar9c5yfa6W+TxguDdrwyQIhBK7DdKmOQWON+ozOeUwb5vR1W42DtDjnUeXtFc95NDf7skoLmcFYNWMsdmQdRQBG4N3bfjUmtjpJ2arrMIQR1+NGrttq3UXZtbB/oZb4PaXpnEfSc1w6H15Bl+PqBrmlOny1QZqZMx+POVHEe8Yq1ba0cicidQTYA5/b8CLACp7CDy79ESqsEctWqegrnAv5JyUcNUv2E27BokBZuqWe47fgL5bvNtxWKbLcTB0mch4rdBVvXXg/rq89jCAiWOB/jRdN/QPUJXJiJ3ImlVOrMsvhxAEB4FIPUdTGbe5/wvW1h8CYbDOrgZEIISfwI8CmHOat4RgHj2NcIEzWHLS7gQ7e8hZEZg6Bn8oVUhLE/m6rJCFbTTKPw+U8ZqFsOHEWzXcE4kWmCqDzJlfborjl6oWeQUwtkNaaXuHF/NUHpvD48Q00OipncGvMY3G3VbGo57z4uYFY8ltEiqXPXRZs9SD5YRZqum6cP5AFsqRzaacbJIJzlTsX548V63fqXm+0igePFSOA8jIkt8IhVhVATjKPCafQgufVweP5YB6DCEEkWJy8IES1faIaBxpm8NjtU58zD9WycPNUC9G8TQezP1czmMfNtid/Hu65m67Q/ojMn1p8BVFk5DBl5Dyaz9ys86iZR9Fnhg3+FOanSlhreFhveoUk8halWl4+LPMYcZ7MeZRjjWD7i5nOJPqMV5zpV6VmTq20pExu+PsWB/yivw0yeco6Xj1rL5D1fIc2KjJSRQYEPyZMh1MTwwauKh9NSTYPyqCCI2nqVinZiedoZchWgbgg/KDarHlwHWYY5uRJ5OO8aEL65Dz2c1s1ZKtpt9UgktUCC7xzrpMRPGa4rQK9slUgHmeBfMMcANqwMMttFYhLgeSXw2J43ztfhDtu3Jv4vaqlCGTnLfaD+c4qybcJxTymN0j1uY3yQHnMoygbl1LLkRJORm/G460r4EcEBIGM9WxAGuZQItMHZPBoEaBmied8qruE4/QncKx7OfyI6HqL8WOnAO9tr0s5Gj5BN7LhUB8O9aRba4CAM31OUAexiQ+gHpeSzUZ0FivRNeLfkQ+HNEBJFKd5sQooVGmQpGQVUMHnOHgc4wIgNm7pZrIgCpp55EpOF3+uVhYmCXmlLgCApPTzaeYxlpEV70ZKdrGV4HFd5hMVDYLi473CAdg1B6fR9UN865lV4dRa8Nprla0Gj6YzW3HmUd3vtUZ3aBMIBcE8eiPtRtsWg+swNFr+QBaIyfyddsqoQgUhW6nzCAjG2i244aF2h1uSfUsvaGIzgOR75ho5j50RFtG1ip3MeRwxeHQsUTIkCHhfCZoOHism8yhzHocwzMmC2GUPBtrPm8/TZMni56aYx2I5j55R27No29XiK4q4NjMZVrZasplegA9ypc7DvHRcffZMo9CzVwveIIy0YU41Y7ELIGXYkWT6AXHfi7KHieCxIPMHCOYRAE6eayIIhyt3oaCej2J+PL9YXr5pOlLUWCxhmFMo5zEptVXIqzGZBmNieao2Cg4YjFS/41U/SStgbEbhB3wk2Sog+v6gnEf1HptGfICR8zgM82iU6lAlyNSGTRhFYIwU2rBxbcGYRxHPzDs03/0sFYgtXa0Bo05kFvNYtnF2owOO9PuXlOj326CtluxMUxrOxT0Mw94Arh/MdzbrWMUs5hEGZp3HNNmg2gZk13h2qHxXQ0DVeQRonPOonE8hpKWMAFUZPEZgqNolUMrgR8B+/DneuvcjcfsJBTJug2sBGz6Dxx1YhMMhHsQrGyHinkV65gAAXC1JREFULGWYE7+XqlzHpMuByENA9uLJ8E1oR2VEXLQ95BaoajOrgBG5BggJbJp8xyMyiQjZviM7GePgcRdCl4xoeJksiEJyIksylOZCIm9iVPbCgKhzRlPB42bBHCQTWwse4wDI/Hno4zUjUVxGeNWBKQDAo8+uoVRARqZQ07LT0YLHxKJ6C8Hj6mZ3JMltox0MlBPloS6Dz0EskGIe290gIa1VQUjRouMK6n5ttLxC7otAfN9anUAEiKlzC7Yi6pHYuU6SeVQFtIdFvWyj0RLMo2uzwgyAgmYeM3aUTah7WqtkMY/9lQ55qMp8USVX7meYEx8Tn1+1SRm/DPvcGaWiKHYQl2cpumlg5o33k8GlpcoA4Mq+68nyMKNssqlabGdWWoU2e5S8LggiNDs+KCG5zGUlZy5QG1UNuWFTZOPD7DNdPyo8Vs1PlcEowclzrcI5jypYUczPVkp1DMqr7zm3YZgziGlPnxOI2TYgDkCHKQelnndDsvP75mt6vdxvnM8yzAGMnMeg/zubB1emCACDZavq2k2DP2AYwxyAG6U6GCXJWoVhb6mKge021gZx8Be337yWLNlqgnnsk3NZLVk6H9pkHtV8pzYBijDuQPIeZrF//WCqa4RCJR08CjVD188p1UGp3mCLcgxzFNJj4QL7K7xlz/+AF4lSFxyQgaOUrUIxjwQhBxgFSiSUQV8Xc+Tz2OeeQMABijYc4sfMH8nu/y4FNjwKP7LBKGBTXzKPIQLOYtY2FTyq13HK4SBhGyRo6UAzikSNysAIHkFtECqdgIO43IdCx301WtFrMtu4kzEOHnchTNdP3+9lQRTMnMd0bmRtiCAkr1QHIAZ+tZgbZUddBY+jyPDSstVRXDcVih47UXWwZ7bSl7HtB4tRlBzhHlnUsEYdryatUe57fO+6hYPuWtlOMBlFch6BuMblIBZIDdrNtp9yf7TPC/Po+VHhPF0zHySr2Lx2kvN73VZDuYstSgYUDLwM2eqo+Y6ALNXh9wa3aagFXYJ5dAzJ7ggGWWrDY0PmKOfLVk15nZEHpHIe28VyHsVnmXSFln1uVMOcMJbHZdW8M69J3R91PR0vLGzaoqCCR45iY6Uu/SDf10opf6Ormsq50r9XJlctH15BsycVsDzw7TNY2ejksp55sBjFwnRZMo9RoeBFl+oIeWzONaJhjq6HO+RYaW42xMzZMMGfanMcPDYLpEaY9QcBYKJia2OcvsyjLtWRznlUhjmqzmOxccs0XsqVrcpnqhb56rVKu632Yx45jxlmJudW0221KGOq+n/XDzODV0qJDsrzZKtpw5y8nEeFLOZxkGw1D+aaLwyjQusLtbnU0sxjSrZq1LLNrhNs5DxmylZNdUZqswIh5pyzspRFgIgTIRtVYxYVtRojAGFEwAgHIQGqNsGEE6Icfgl7S8dlqY5I1nkUh3Jk5zy6jGPdp4jAQAkTslVd6sMygk8Kk7ospXIeKT+Dm+0P4PLyk4iksU7AGYgRtBJLKCk6IUnKVnmYCEx3E8bB4y6EWW/QC6Lc2ltpt1VT7mUuGPImRtMwJ6tUh5LSFWWggNhqeqvMIyHFTTBcp3ewLoKrD04DGF1CqAL3UYI/IC4eP0rb1QI0CPlQO9qJ88p2K8a36MRWKzvYbPkDWSA14XtBlGIeLcE8esJ8pPDCwDYX+EVlqzKfRjGPPXUeqV4wpt1WATHhBiEvLlMu22h1AzTa/paCR8cWcirBPA4hWzXK26gSDaMa5qiyG4P6jVq4MUoSfVszjyMoHRybSuZvi4Y5RqmOrAWZeU3qHCaLUdS0RaFetvW9KPK+m+UqWh0/kyUx267LixjnMB2Su35YaKNNlZT5y88/g8XpCl77woNDH6uwZ7aqmcdChjnGMxtlo4lJ8ysgzp97rg1z9POKRK3GLzxyCr/2oQcAAPtShm/9jlfBY7lkYVaW6OiXK2tKrJO/J6IswwimMwASyo68vDvV5zTzqNwp5Vp6cJ1HsbmtmEfBrhvMYxQVNqjSqiQvzM33VO9/1maOY7GEYQ5B9nhhKoiSOY+SeWyNFjyaeaPCMKe4WkAY5kS9hjksTgPIzHmkscNzFHGQ1HUnyIf08bSKCWsTfsTRZdfif518swz+tHY0ruspcx7BI1QdgpJtAxxwaAA/AsBDhKCiziKQzzwyoOGLz6zym3Da24MgAr4V/BC+uH5r3N6U7FUzj64K+ixYpIsS7cLnLk7416IR1OOcSQCUifVuNwRso8Yj7Z6D7X0NVfoXuy6IHAePuxDVkgWLEcE8hvmlOswaZX4qyDQHr3zZamyYk8U86n8XZHEAYHrifOQ8CsObotJRcxE0yoLumoNTiXYUxVaDRyUnG8kwJ2OiGhZV7coogwCruGS30YqZx1y3VWPCS7utRpxjo+nBdYqbj2zluasJvtH2EUa9OViM9BZAFudRjIA0dxqRtVtea49slgPEO+KDCq6rBV3dGB+IlDxuxTAHEO8rkL8gUpLeNEtm5qqabRwGri1cZkct1aElkFFkuK1m7Lqn2GYg7m8dL8ysDToMCCGafSzy/M2ac4J57M/8qe82+6cKOFV5nCL3bm6yjHrFxsufvw//6m236Gsogj2zFSyvtdHxw2KlOozAOXZ2LnA8JT3M47CS4YRhzgg5j0EY4cEnzuG//PkjqJYtvOctz8d1l88Mfbx6R8qOhXkZPPZnHmXwmAowRcF3Ib0lKFbuAkj2o1zZak7OozZ8GZjzKA1UDCOrsqyTCBQ3jAFMky0zeEwxaPLnXNlqGBvm5J3fPDZLNt7YKvMojYSKBP3pnMeeUh3Gd2Ub5iTdVrMMc/KOJ6QGigiIWgjILB5tXSXJilh6SiBzHqVsFRyYKzNMl0QpDh08KuZQn49mEY9wGQeX33+O3IHHW9ci5MBmtBdrwbQOPjlJ1olUbqvCMIeDwxYkBvXQ5nP4Sut7cM5fkIylbD4Vm7HdNPNICCjfhEVOAdzrbeQOxuirkTG2DYQQTFZFuQ7f75XQKZj697RhQy0RPOYzj/0Mc+J/F18Uzeicx9GllxtNL1GzaliYOSCjBGBXy7zHojmDCurejxp8qoX9SDmPxjFF26+CVsUgjSJbbbRj5jFvUWBOUsk8OPGsVjY7I0kAzT47SqkOAFhvygDGSi+2iJanpmWrgOirAArnWqp7fmatjaMZhZ2HhdoRD0Led0Gi5ET1arI2qtrRH9UwBzD6Tc6mg3rWaYmjWvgXzXlUn+16oVHntuBOfmadxyzZqrmrLplCg8XoBhEmU/d0WCxMlfHsmUaxnEcjeBTMY//gsVqysdZIluqwGEXZtbA5gttqrWzjd/7py4b+fBZUesBG0ytmmGOYz4zMPOqcx4LMI1EMYqQXrMMoJCglIEQoQr5zehMA8C9+5Jah26365GbLh+swUEowN1ke2PbFmQpcm/UUm7eZLAgfiQBoKxt1uYY58tqsVPCYznkcxDya72XJtfQmVRiOwDwaGz6+VGmkr119Z55sVRkF9QvezM37coZsXOc8FtygTeZo99Z57AexEa/cVjNKdZimYJmy1dhtNczIeWQ55AMAgNRACGBhEwjXcFmZgJEZIwCjoITLzQLoMhz/6Hk1IPTBGxQuDRBEwEp4BE+16rhJHaqYQ85NC1YdBAJAiUZwaQA/ijCNr2PeOQRGZ+WpXSXDAwhJ5DyK77dlqY4uAi42NBjhieCRMfGMOwEwrZasPAInFjgXfYHssuBxzDzuUkzVHKw3u/BybJOBlITGT8lWh2AeCelfqiP+d/GFvJLejpbzKI7hGI29cxPBY/HjJ2suDi7UMJ2acIeFMiMZnXmUstURjk8WJB6NBVvbHE22Wq/Y6PqhzuXJu37ze9M5jwCwsjFajctk8Fgwh8cVO5/rOgDqlTIFUublpNxWAVEeJN2GYaCu2Q+irclWLaoX08MwjxOV5MKo5FhotANEvFj+GBBfwyDm0dXBY/I61T1TC6oipjeqpNCplZb8uVjbtQwsNIw5hjTMUX332HJjpDItCoq1K+S2arBvzfbgfFn19/SGVL0s6tGNKrvdClS5DqDYRpU2C5IFzYFi6hizVl5smDMs8xgHrkVyHoG4VuPyWhuTNafQ/VbvVKPt6zl1QTr19nv2V+ybxAf/2Z2JHGf1fUEQjZQ3CCBhDJb7vqtSHSp4JDFrBhhuq/0Mc3gcbFJKRB1jzwzeCqa06Lx45UydLc8E+ritynYHfYK3BPOYMSersa5o+xM5jwVlq4QQlB0LrY4Y53tKdSSYx96+qXIelZQ4fWrah3mMMINvN4+iG1ooBQ/g7vm/RKLbEarjP2WYA3DUHBd1lwCECcObiOA7wcvwD+svhKVlqwSRvQASbCbO6dKYTTxE/ge+f/FPgSjEEft+XFF5Ir53hIKzGhCJ+atmczDCMemE4KAJ5rEWfQuvnvj3mLVXhNGOunZ5LZ3QCFojH5w6+nOEd3ru6U7GmHncpZiquTi50j8fRA/GEe+xR3Ztpp3B+rutDmYeR8l5XJyp4Mi+CRzZN1n42NIWgz+z7aOyfz//lucXZt4UVA7YKMwhELNRoxxvLoKKlurYes5jskzJoE0PAD05j4BgHhenK4XODaSMkkYIIsqupZnHHtkqjSU7WTmPo8pW64ncmGKmIyaUZL3dDfqyb6q99dRisuIyrDfFcx/FbRUA1prdzJ18fW4VPJbTzGPyHg67GBdtZfjmM6v45jOrOLx3ovBmFSFE1ycL+rgnmos8dX/2z9dwZN8E/sdfPwZGCQ7vnSh0bgVVrqOIUiBpmOP33NM0FDOZDpKqZRtrjS7CiI+kMNkKlmbid3zLzGMBoyqVvwxAByJFS3UkZKtDjpNq8X12rVNY5qtzHtu+busLrl2AbdHEfSzyfUEYSfat+HM356ZBbqvKlVLnPKbdVvsa5ohcZELE8aWU22oR5s1sd8dT+eG959Y5jznBo9qw6Be8mkoAU32l3r9m2wejpFCNSrNtKngsashXdi2dN9tbqoMa/84fA8NIMIT9ZKvpDcCITOLj574Xz5sLwXkgDW8M9o4QvR4NOBXMHjhALSCi2HR+DA+3luDL4FLci/gcUXk/SLAKhB7AxNxmBo+UWCizNngYylIbLHHvI3sGrHsMHC6+a1+Aq6ciuDQEIgtAhAauw8nuEjhWweBJtjM+nujgkUANo4QH4MQB5zJ4jLpZ6todizHzuEsxWXOw3uj2GOGY0Mwj55lGF2pRlxdE0L7M4+gSQEAsUn/xR28dKXiklGQaPAwLi1GjOPLopjejBn/ni3kcKXh0Rw+cdRDQyA6gBqFWFu1e2RDBY27OozExJXIe5QJYFVwviq3m6VZKliFb7Q0eFbKCR+U0WlS2WsuRNxWFut5WN+jrXHn7dUv40Vdf1cNyldz8ax8Etcjy/P4L0XIO86jO12iLRWGRZ39oqY7F6TJ+/HXX4l/8yM2FF1NAnAMXl+rIWFDKIFO0T8rxGMXP/9DzccPhWemuPCrzqIxPijOPnh+h1Q36GuaY353e3KhXbJzbGK2s0FZRdi3tyl0o5zHBPCq5clHZqqrzqILPYvLRMCyW8yiOFaUOltfbmJ8sFjyqPtloeXqDxLYYXnDtYmHJqTiWwg+l9HEE5tE0v8o7v7ovsWxV/D403Fb7BVCE9DJsFVcwZ5yLFIKiRj9qg6Trh7nO1Fq2mmmYk2Ie82SrpTh1JelCSkWtRhTfnDXbpg1zCl5/2bVy8y2zatkm/26qNKK+stUs12ubciDqgPMQPrfACJdOqQKKaQ4jYZjDiRUHacQBowxBCNzifhB3zd2fZD6pjahyBCRs6PxF16i3SFkdU/Y6oiiU7CYFY0YbWUUfV7GAI5ORcEqlLsCBZfo6PNG6Aly6rXIwAMYGilKwcCPnkQcAdcBRQchnwcnuCsfGzOMuxWTNjUsmDJXz2DsQ1soiz6WfbFVJQtLWy4mcxxGYx62i5FjwfG/k4K/kMDTaxeuPnQ/UtpCzCJiGOcWPp0Q4WXa8cGj7eQWRA8Vi5rFonceKqnEpjs9jMsxE/bzaf6MsZMWmAdFlUoqi7Fq5stW84FGdZ6O5NdkqMJrEO92mVieANZN/7QtTZSzcvL/n9xXXwmZztLqujFKdM9lvQWQx4eqaziUihEjXVLGYLLKo+sGXX4EffPkVhdqbBmMEQRT1LdUBiPch9JKbdK7D8DPfdwM+9vlnhjI+ycJlSxM4uFDDZUv1oY9RbNdG0wPng1nrao5stVqysbIhGedtGCv3zFawutkt5rZqlOro8hFzHg3DHNdhQzNAWW6rwwZfFiPodEOsbnT1hsGwUOdodoKRXcCT3ydkq4NypPOgNiH6BS8x85iSrRrMY7/nTogIssyC9rWyjTDi6HhhYdkmEDuxK8OcTIaNktyauzZjujZmmGEao1B2mRzrep9VyWFodoKRgvYE8xgWq/MICIWJUnj0Mo/5slPxeal2iCJEvNdltq/bKoCXz3wKz594COBzok5iqukEwp4m1DmFrv6LE3wFV5QW8TC/BRSSOU0FY9yeROTMgQYNcKsCl4VG2+qosBYo6Ujm0YLZRM4qSLvuEB4iZBNgZBMWBSq0CcI9cAARtxI5j+a12DQ+L2dlhGwRjeh7AXsvij/x7cPuCnXH0JiqJa30s2BOZCJ47F0YWCx/MZYu1WHKALaa87hVqKBi1ABsFPv78wVtmDPifTt6aBovvn4J++drIx2vWYYRzIqqJXtLdR4B4NxGBwT5O6vm75Nuq2btv9HunTpulOMrCdlq8vi8iVH1z1Flq67N9Lu21ZxHQMhWR5Fbl1xLS9hHkamrZzdoMfiWV16Jl924p+dv6nmNEvRvFYxSzXCIn3OYFHlf0+OhxSje+NLLR1JZAGK8+OUffwH2FXjfFROlNnqU420eVN9Kj4f1iq2v+0IzjwCwZ0bkPY7CPIq6q8WYQ3W8aZhTZI6Izx1p86xhmT+LUZxZa4EDxWWrOQ7Vo8JiggXNk24Ogrrf/epDqk1npplHlfMo/p42H0tDyRhNJ3jVz5Ur9laYx7zAmdLsoA8Q6QHKnKtf4E1k4Ji1Iag2xLfCPAYRz6y1OAjKIEucv49hTk7OIyCue5BhTtZzbUbTsEkbjK8i4LaUpiYDMJE+AFiEg7M4eLSjx7DPfRyBKtXBLZAMJo9bEwCXG7lStupQgNM6CDiqdEUyjwzMLPFBbXDiAlFgfFsIWCUABDX+bfyzy38bJZwWar1UbUjzVjhEBY8cnJYSn9tNGAePuxTKcAbIzwFSHTZShjmphVetbPdl7kzDnChd59E453Ys6LYa/Lk7IHgcNfCdrLn4ybuPjryYU9dclHkEkjLKojujNcPwxrbzF1VWjmzVkXm6wBaCR0cFIaPJVlVeY69sNXti1bLVEd1Wgfi+bY15FOcdZUEFJPNyRrl3ikEd1Gdecct+HFzsZdjUfSyS73i+QKWMUdUwy8tjUn1zOzbT0lD3eU1KTge6rZbzcx4VRt3s2gqWZkW+nl2gz5pmQUXrNAJikavYr7YXFnrv1LulmMciGzWMUZw6J4ydigaPeVL/UWExYjCPIxjmKNnqEMxjOnjkQzKPKq3GZPjM2qT9DGsGtanrhblljRgluTJwmwkfCc75QLfXam7wGMvei0IFbKo0UVHDnXLJ0q7W6WOHcVsFhMtturQbkN5g7X0f14JFRBzYJDfiU2dfIUxxzHIX6nlzgJFIBl7iMxwWbCJKdRBECDjrYR5FI2JG32VSvmoBIZnH1xovxTlvAZ9r/QQea13R8+wiawok6hq/iABSAicMXDqzcoR4snujMMEx1jfm2tmhRgDK3MwyIrsBY9nqLoVp+56Xg6TMHrwgQsR7a9Ndc2i6r/SQEgIOk3k0XgCziPc2LOjUImerAdSostetYKt1HrcKXdNtlECmYgaPxSamaklYWgdhhJqTv5g1B+10G6slC2sNb+QF+lYYLHOi7ytbTZinJHMeR3nmtbKQDm6JebT7T/yDYG40jFKvsFYafTcdiBd1o5x7q9A5jwOYR7XI3o42pqEYn1XFPA7oOy+4dhEESUULkNws2g7Z6l4ZPBaRyKuNnDDiWG96IIhVD8MeH+c8BoXmCFN6mZczlweLEa3qmJssKluNz7OVTSbz+4JQ5Q2OwDzagwMgdW/SslV17weZ9cSGOb3BY1Myj6O4KyuH5jzWlUlX137XFITRQLfXy/dMJOZTBR08jjCOqPugJdMjMI9545y5EZBV43kQ65nYYM2YfxvRPCIORJzgtLcEhtXE3ylkXU9OwCgX+YaArNVIYZEAQcQBhAjBMjcuOHUByKBRdo0SI+BkAg82rwQHMBdG6EYWKGXJuM6eAvzTAKQLNCEAZQAscJTgcQc0quMLG6+BODJbtupQAFEozHKIDZDdGT2Og8ddCrO+Yd/dOUq03Xg6yHvFLfvxilt685sUREK6+Hee26rFyEgmFFvFVpnH0hbki1vFVpnHrUIZJI2yQ20uJovKFyklqJZFrcd+wZuacG2L9kzeVZmnux2y1XK/4NHMBzGuTbk8qlIdo7A3mnk8D7JVYLRFSYIBHmGzSDFYo0hegVhOth3vqzJQGRw8xv12u6GesSqrk1WTzsRk1cErbz3Q83vT7Xc77v2hpQkcWqrj4MLw+Z6xcUeE9aaHesUulPsmclwl89gNCtUiVhu2mnksEjzKNlqMFK5fnNhwGyEdIQ3borL0UDH2VLfBMMzJg8WEOYz5GUpIXKpjYM5jXKpDjb8m8zhKzh8gxuiudFvNYrznp8oJ5ZcJNc76QTSwzuI73nhd9vnlvSvCtiuotZiSzhZdm5lBcTr4sgswj1lOr4k6jxnPlRAXa8EMDkR/j33u1aCkDCQMc8RmgZKtgqiNLgJI5pGD4OnuLTje2QdCMt4D6orv5Fwb5rgyEK6wNkpYwX7rOKasowCSaQKcZUhMiQVQBotxnOou4brKSYQcPfmaNME8cmGWY1V6v28XYftnuTFGQq1s65dxUPDY9fob6+QeK19WIIN5VBKtbWAdga0zhyoxfjtkq1N1F6+4eT9uPDx7wc8NxK6WIzGPxiJ0lIlZMQD9+o2ahLJKE1R1mZNRgxDFYI0mW1VI72gnalgZEyujwqSnKzdwsnZcB+F8ylaB0di/pGx1lJxHGTyOyjxa25jzKItfK9lq3oLMlovhUdnV8wm1aFXB4yDmMQ/VbQ4eKyULv/Rjt+FQAbMgXaYk4lhveJioFgvEzDqPbS8svMk2cvAoF+tzk+XCJRry8sRHhSXLlfjBFt1WB7wLjk2TwSNNBY9DMY+xs2fVlK1G/WWj+W1i2m01a6PtZ7//RvzIq6/KPNY2g8cR6kwC8ZpmlGM18+jnlxXqB3OOSeermu0ZlPPIM3IeB8lWbcbxxfUXgwO4eeKrUraazBuMDXMgWT8AoOCEgZIIAMHXWq/CU+0j2WkxhIDTMsD9WLbKCMAJXjvzx3jt7J/gaOmvMO+cSyYqAgAtCUdUrkp8cHBYABgYIpzsLqFOT+B7Z/9jj+Q2YZhj2SBhCxGtAlkB7i7B9s9yY4wESggmpcSo30KYEZN5LPa4CYmT19Ma9jh3bHu6UGmLwV/JYXAsui2sKSUEb331VYUMMM4nSlq2OjrzWMQIIuv4fn1RTUJZJWS0K+SWcx63KFtNTeyJXdXUd5tS2aKLQsBkHkev82je75Fkq31Y12GgjCxGDazUc9uOnMehmUeLbtt4mIZa6K1uDpfzmIck87gzrm0QzHIZ602vR4o7zPHKbbXdDQrnhlN5/Cg5jwAwV9BpFUjmEp8f2ar4vo4XblG22n+8cyyW+H5qrM39IBzCMCdZT1HND4p5HMkpVrqRB0F/w5ssqPHJk/miIzGfmnkcIedRM48j5jz2ZR77G96YtWVDns88MpqtVnMo8PXG8xCipEt1mMycYKVhuK3KthKCtvVafM37MQAcXhjIv2fPFRGrgkSBDh5LFgEI0IqmYBHplgqGXpaRgFtTQNiJf0ctcGrBIhEe3rwOnAOcEylbNdseH2LZFZCwLcp/gO7anMfdMRuMkYlJuaPaj80wZatFWQ9Kxc4e570ads0EbDPzOKr0c2GqjIXpYqYEFwsmqw5qZXukwDk2Phlt6NDBY5/gT/WzrI2B6hDH98N5k63a+cFjetJXbR3VcGR2ogTHpltiyc32jmSYYyygR7l3KngZRTILGEqHbXFbjXMe+9atY3TbxsM0tGHOZheMkpHv23Yzj6NAy1ajCBvNbsIfYBgwyX5xzoXbakEZqHJrzWOuBrW7qFmOOPb8Mo9qDOt4I7ozK8fQAXLh9IaaKVsNwl6fBhNEftbMeWSUouJaaLYDhFHxOo+A6OeeH44k2U0yj6M51cZuq8Xbns55HMVtVaFwnUdj0ybLMCeug5t9TxwqcmwJOnBpV/QLk3mE2CwIIsCiivVTfyGwKVBlTbxp+v24ZeLL+YpQqyaYRyVblfe5HU3K4A8QoVFGzqQ1DRJ5AI/ACdNmPRbhONHdh1PBNehyR9SYTPVrfZ1OCZzaALVlncqcdu5wjHMedzGmNPPYJ3+MEnSkbLXowkYwj1wP5gnmcRut84Gt5zy+/sWHcNftB89nk3YN7nrhQdx+dHGkYzXzOMLEBgD1iuiz/RYFsWy1d3hSstntcltVSL9zCdlq6rvjd2W0Nn/3zftx05VzW5JDmu/+tjCPW5St6qB/m5jH9CI1CzuJebT04j/ERMUeSSUApAxzdknwqPIb/UDkPE6MwDwCgtHqdIvXw1VurUWZR/XM5ieLB4/sPAePKugVzOMoARiV7ep/7NxkGdMTsayYEhIb5gRRX7m1KiWW9mOolW00Ov7A9zW37Q5Dp49stR/M4HFU5tHdgmEOPZ/BY0+dRyNvPqv+pcE8pp+J2bY89YjNAIc0AQ4cLD+L9CmoquvJiZStKuaRwooexZXOV8BwByIOcDDkcmOsBPAQjiXGBVEyhqMdTYNDEIGZ+ZIAuFUVBjc80IY9oBYoiUDAUaOnwdkaGOHgOYY5tuWCsxo4cWSAuTPmjKIYB4+7GCppe3jDnIKyVRCdkA5kS/O2a0ERy1ZH68KMUuyA1KRtQaVkjyyBVO5wozJIKuexX/CnFhxZiyAlfxx1kR4zj1uUraau39xhTy8Y9Tm3UFZmz2x1pGN1m7ZsmLM1d+VYtjpaEONs42aVYB4jYcDRr/SAReHaO2NKNRd6JntYFLZF4TrCQGS3MI+UEhACbLZ8BCHXCp1hoRbBzU4AjuLBGGMUgQwei+Saqvl1fkfIVuPgcZRNK/W+DnL7/Lk335jY2EjkPA4I3nTphhTLpUzZ+tVZ7AfXZthoylIfBcerhGFOtLUyJ4NY2yykDXO2kvPYW6rDlK3m5zwqiX/61Jp5zHmmNgVW/DqW+W34s1PPw9smk58TZAaRslVi5BQSML6MBfY4GHmxTLWiyAvKOHEAHumNSM088ikReKo6jTmlPjixQaIAkaVcVy0AESwKlMkamkBG4Gtcp+WA2zMAdWR7GMBD7DbsjJlujJGgch775QExU7Y6Qs4jAF3bzqTelVPadtnSKynRdhjeXMpQzN/WZauDmccsuVhli8xjvWzDsXtdXIeBOrdwCMxnHtPXpn7ejjp5ug1m8LhV5nELhjmjbjpslb3dCuKcx6iva+ebXnq5riu43TCD3K249ALincmSoe1kMEpxTta4LJrzqOa5hiyWXsRtVR2vmcdCslXJPI4iWzX65flwW1WBwKiGORYTY+ygnLv02oVSYtR5HJTzGJfqsFLM40bLG1hnMQ+uw9D1AwQFmWPAZB7DkcucnJ9SHaPmPMbPI71RNmydxyAUdS7z6jzmPVOHcoSc4lj4cpzslsDIevJ4xTxGqcCaEAA2GAIwEiLkMmcxK/gDBGNILLgJ5hFo8gX81blXo15ewGYwnX0sIYisaVjd4+CONDwkFsA5GAH+avOn8MwGQEm6VIexPmAEUeWQ8aUMcVG83YNx8LiLMT9VBkF/Jz1KCZodMQkWrnlkyHeA3l0s12bbxjzO1F0QgsL5LGNsDbFsdWvBY79FgepnWXKxrRrmvPJWIQEdRcanJtZMs4A+OY/bGfgomG0eRXKsgkeLjWb6s9VcWRWAb0cZDMZoXLetz2L04OLwjqDPNahRMmJUsxyFatnWG5C7BRYjWNkQTrOFcx7l+9HUwWNR5lHc92CEOo+AkHIWhbnQP19uq1n/LoKSk11rrx+oTJUBhnFbFTlw6Y2NWtnCyXNN+b6Oxjx2/Qh+WNwt1TTMCUNeuM4iEKupRirVIcdmb0S31XIft9VBOY+6zmOomMecnMc82ar8yk4Y56+aUM875ABjye8I6TQo4XjZzGcRcSUFzbl2QsBZBYQ6eMXlNTxvUSgTQlTxxfXbcAMLJXGSc7w9DXSeimWrhAHgsCiwGUxjNWCYsr18t9UeWpKpRMtdhQsePH75y1/Gb/zGbyAIAkxNTeE3fuM3sG/fPnzpS1/Cz/zMz2BpaQkAcPToUfzmb/4mNjY28PM///N49tlnMTMzgw984AOYn5+H53n4xV/8RTz88MMolUp4//vfjyNHjoBzjve9733427/9W1BK8Wu/9mu45ZZbLvRlXhC84NoF7Jmt5NYcArbKPCb18+mdJMem28Y83nB4Fr/x9tsxM1Fc4jPG6KhtMQhQOY/9Aql+zOP++RqqJWtks6NKycbBERfTinkcGDxa2cHjdsr+CCGwLSqZhOLPzmIUtjX6+16TQf/odR637x4yStD1+UDZ6k6DCmJGLdOhUCvbaLS889SqCwNGCVYk8zhRMHhUC34VPBZNjVAy56I5j65joV6xR2KKzfHnfMhWzXaPIp8ExLta9FhKkzmPQzGPKYYxKVsdzTCn64XgnG/JMCcY0bBHM49bKdVxHnIe021XcnDOs9MPdJ3HKELEe8+tS8vlGebIob0TqvMl/06g3FYJKE3OAz69Fps4ietrD+N4Zx/Wg1n0c6KJWA2gDv6v66eFve86YFHgaPXreHH92/jz1t25zCVnZXBaiutMynUyIxwBJwgj6QZrXnuKeUxemIXdaLl6wYPH97znPfi93/s9XHPNNfizP/sz/Nt/+2/xwQ9+EA899BB+/Md/HD/1Uz+V+PwHPvAB3Hrrrfgv/+W/4N5778Wv//qv4wMf+AD+6I/+COVyGffffz++9KUv4Z577sGf/umf4hOf+ASeeOIJfOxjH8MzzzyDd7zjHbj//vthWRcfycooxWVLE30/IxxTxb+L13kU/1f1zdKDwXWXzeDANu22E0KwOFPZlnNfylCSz1GDAJ3z2EdqrYKUqYxcpb1zVfzHn7tjpHNvFYp5zAqg1Lthsd4SJtptdZsl1s4WgkdA1N0cVbpY2WqdRzv/3j/XUKUXwhHrxm0XLErhIdpSiRcAuGypPvJz2y5YjGK9KQLefpurWVB9XMlWiwZjus5jQebx9bcfwkuuXyp0LgUimWZ6nuqMmpJJyxqtz89PlRJmOMNASH7Fvwe7rYpAJuQcthFp1AymfFS31a4v2Kei155wWx2BuQTiTdNRnmOPYU7B6y85TN/XrLFOjQNZyp24zmOUKXOnmnlMXheXQZ4t3U87gQrGUpJmAgRc/o2l3knCcBqvxQPrX8QDGy+Dw6zeOo2JxprrVgJwwCLA3fMfxYTDYdPX6nb1gJXA2URs2AMKcAKLCEltyJVgNb5OsylO6rlyYoHo2pG7Bxc0ovI8D+9617twzTXXAACuvvpqfPjDHwYAPPTQQzh37hzuv/9+LC0t4Zd+6ZewZ88efPrTn8ZHPvIRAMDdd9+NX/3VX4Xv+/j0pz+Nd73rXQCA2267Daurqzhx4gQ+85nP4HWvex0opbj88suxd+9efPWrX8Vtt912IS91xyCx41HYbVUOBlGv2yoA/MTdR7fYujF2GwghqJWtkY1PhpGtWozi3/zYbZib3FmsMqPCPCQrx7hfPsdWHF7PJ1TbRs07LLvWyOoa26K45uAUDo242bSdBl2q9MKoMrjtgmVRoNs/rWEYfP+dR85Tiy4c1KLZsYqXuFHPWAWPxUt1UBE8BsXcOmcnS5jdwphnMTqyKVfWd2X9uwh+7s3PK7zZpMqDAYOZR6KZRw7qJoNHhVHeV9VfBMNW7HhtmBNGI282lezRa+Kq8+k6jwWvnxCCsmOh1Q0yz88Y7THCic+tch7zZKtyDE/Nn5w4oAgN2ao6V/J4QgiCSElaU/2cUDBi4ZNnXw1GOJasAP2YR+7OmV8MTiksIgI4sdztP2ZG7j7BPspzgwCMisBRsK48X7aauoGcMBDsvuDxgs6EjuPgTW96EwAgiiL8p//0n/DKV74SAFCv1/G2t70N9957L+688068+93vBgCcOXMG8/PzAADLslCr1bCyspL4PQDMz8/j1KlTOHPmDBYWFnp+f6kiUUKgMPMY7yQBxSUQY1ycqFeckRfxExUHjJKBC9q9c9VtD7ayUHGtvgWSs5gx5ey63W6VatIeNfAvudaW3E7/+Q/fjBeNyKy428g8MiaCgd0mW1XPeavM426EkktOVJ3C+c1qnmtIr4CipTooHc0wZ6uwGDkv+Y5AUiEw6rzv2KxwAKTqPArpY3+3VDPnMV2qQ2GUsc6cd4oy7laKeRytzqMyzBkh53GLslUglq5mM4+kpxSVgnZbDcWzG9owh5UAhHBSOY8kJRulhMDXwWNa00phU3HNupRHIViwKMeXN24WwSPpkzMJgLszok4joINERkQNSuEGm7rEsWx1eNx///34zd/8zcTvDh8+jA996EPwPA/33HMPgiDQMtVf/dVf1Z97y1vegt/6rd/C5uZm5nfTnN0USqnetRrm83mYna0V+vz5wPz8cyP/dI3JZO+eyUIL2Hrdlf8X+WVTk+XnrJ1jJLGT7/M//oHnwXXYyG38dz/zUhxcrO/KRW296qDsWj3XvtoWLptuxt+mJ4W8embq/L8/Rb6vLAP2uZnaSO2YnSyj4wXb0jfnl5uiDTPVC37+StkGCAGzGFy79/nuVIiyIV3sWRjtee9mOHIBPjfCOzc9tQFALEIBYP++qURAMggl1wKVJktTExduzrRthnrV2fL55ufrWOvErsEXct63bQbLZpicEmUQpvucu1SyRUBCCcplW39u32pbf2aiXrzt80ZZpKLXXpNuy45rIYg46jW38PkjaQYzOULbqdzoIDJonZ0tPl7Wqw7ObXSwuDCBqXpSduzYInUh6ztLMs2kVHHAI45aNXntpaqQkafvSWd6GtxzMClLV4RSDjpVr2B6On4Wts3gRUx+RznxN5Aqpkhs6mVbBFNTVcAZssQVr6K6YuF/PXEXHum+AlWLYnq6BrAhZNcBBbgL1yIgjIFDqI2mZ+I4os3EtROI/pXY0HImEK7ZsKersHfROP2cBY933XUX7rrrrp7fN5tNvPOd78TU1BQ++MEPwrZtRFGE3//938c73vGOhIuSZVlYWFjA2bNnsbS0hCAI0Gg0MDU1hYWFBSwvL+PQIWF5u7y8jIWFBSwuLmJ5eVl/h/p9EZw719C1DS8E5ufrWF7ODpS3iiiM6fD11WahXdimzBlZPteQP3efs3aOEeO57A/nA4syj2XUNs5WbDQ3O2huds5nsy4IJso2LEZ7rn1zQyxYGOm9L4Ef6P+fz+datJ+ojeBmozNSO77/jssRhnxb+mZHGrZ0O/4FP3/gh/C8EK2OB86jHf1uJiHmsNALd1GbzxPk9F11rcLX3myKcensakv8vNFGuzH8WMWjCJtNwVp63QvXXykRkritnE+NKY2N+Ho77Qt3DTyK0G77OHFqHUD/9933AvhBBAIgDOI+Hhjlcjptr3DbPck4A0Cn4HgTyoTNlbU2oojD6xYf81tSLt0doe+oPN/NpnAa3txoF/4OxYytrTXhd5JGWZQQ2BbL/M6OJ+77+noHYcR72q/KGEVhcgwNNzywZhdB0AVQwmY7BGCh2epidbWpPxcFIdSj9Tph4m+s6aHb8gDIYC+KsLbeBh/S64Q1PIQeB1DBpmejSj2srrUBOkTppdCD1egAPELHB4KIIAqS7Ws0xffYlGBtrZU4nHQ90FYHfLUJssPGaUpJLpl2wTVA73nPe3Do0CH8zu/8DhxH7DRQSvGpT30Kn/jEJwAA9957L573vOehXC7jzjvvxL333gsA+NjHPoZbb70Vtm3jzjvvxH333QcAeOCBB+C6Lvbu3Ys77rgDH/3oRxGGIZ555hk8/fTTuOGGGy70Ze4YMEMqUFS+oz6uDHNGsegfY4yLCT9x91H82F3X9Py+b87jDnBbBWIb+VFzmPbMVrF/4cKrMoC43MJE5cKz1UwWLg/D3ZXzqCR3W63zuBuh5MUTBWs8AknDHHcEkyhqOpxfQKMhi9Lz4rQKpAxzLqBUWxn8qUCjnww3rvMYpUp1bE22auaNFj2eUVHKSAVSo8hGK66F6y6bxpG9/c0Qs88vZau6VEfx/qcUQVlOuYyR3NQFs85jFPGe9WaeYY6qk6i+ti0NcyhNPntiylZTpTo44pxFQLmdFrj3xNIOqd2woOxVXqdFDcOc9LXLH3skq/LcuxEXtNWPPPII/vqv/xpXXHEFvud7vgcAsLCwgD/4gz/Ae9/7Xvzrf/2v8bu/+7uYmZnB+973PgDAu971Ltxzzz14/etfj3q9jve///0AgB/90R/Fv/k3/wavf/3r4TiO/vxrX/tafP3rX8cb3/hGAMCv//qvo1TaWcYbFxK5L+wwx+qcx+w6j2OMcakhr2ZcvxpWarI9X2YWo8LRhjm77z3eO1fFr/3kC7F39sI7LKvSC+ncqp0OlYdbLSC5vFigym2MUgdYLbibbR/lEd5ZRim6/mjlsbaCu198GWYKupvmwQyaRjXYGgUq57HTFfevXzAsXEF535zHUdxO3S3kPAKiFEVbtn9Ux9R/9n89v/BxQLxm87fgU6FcxbPyu+0+TutmmRCecW6Wt8FKbYAAtgzetGFORgAmY+KeoJiDwaE88dm+bqspcMJgQTK+oQo+h3x20hXWIkDAgTDqDT5VUzJrdxIy/Ll2EC5o8Hj06FF8+9vfzvzblVdeiT/5kz/p+f3U1BT+83/+zz2/d10X733ve3t+TwjBL/zCL+AXfuEXtt7giwD9GJGBx8p+rgaiUW36xxjjYkfuxIidxDzK4HGXlV1Q2Dc3ZP7KeYZyzwwjviXDoAsNFQBs1W11N0IFDUXLdIhjY8OcUZg8Rgm6knm8kIHXS2/cc96+63zUeRwFymyoJZnHUt/gUbCUYSp4VOWkgnA0t1NznB5lrLQZ3RLzuBVot1X/uTHMYYxmuo0DcbmYvLrgjBJce2gaR/ZOpg5kAIgO/pRhTjrwJwSGYU5vdGYZtRXFK1wgeIQFmwqJrh8RMIoCwScBpEmOHyK7xqX8ruzgkebWlNzJuPRmlUsMqtMWLdMBxKU68uo8jjHGGAJqJ3QnB4/KRXC31ezbbjBGEESqzuPumTLVwveSDB7lXDUxCvMo571m28fsRHHVEjNlq9vgDnw+sG2yVSJqZCrZ6jDMYxjxhCmiKie11vBGq/PobC14dBLM44VdM8Vuq6pUR/HzL05XMF13M9Ocbjg8g6nJcu6xjBFdJqQ3viN4z1uyGFUCThw40vBGeTWljS4JhJsp0OtmCsJg0aRsNbdOYxYog0XN4LOA7JUQcMrAKEcQEClbTX19P9kq+ju77lRcerPKJQbNPI6wY67GDiVbHTOPY4yRjX4M/9xkCYRg2+tW7nbmcbvAJBsich53zxjIGIFj5TMFFzNUHx9JtqqLnfPRZKtMBEAAYLPdee/PR53HUaDqPMY5j/n3jxCSWaoDENLVtYY3EmuaYB5HkPjbjKKtmMcLPNbGdR6jkc//ilv2446b9mb+7XtedrivUZtFaXzuIveeOLCpDB4V80iSz94s1WH1jMMMlHAwwhFyAlo05xEslTNZ4FB5PCMcYURlqY50mRHx/3SNRwCSddx9c/I4eLzIEedibSXnccw8jjFGP6gFZ1bwuG++hv/4rju23bhEB4+7lA3ZLlBKEMrC17upzqPNKGqV4sHTxQA1V40SPJqbpP1kk8Mcv2uZRzPn8UIGj0QEg+0hZKuUABHnCHKCR2C0NcuWcx4tpnM2L/SaSW34b6XOI6UELh1t08NiBJ6fzTz2Q0RLcIhwIVU5jz3MI4mrIabzIUUAxoVpTSjyDwsFj5Rpwxzx/SiUMwliwSIcPgc4CNJ7RmotncU8clDwXWhGOQ4eL3LEjMjostVgnPM4xhh9MWiTZrsDR8AwzNlFAdBOgHJbHTWHarswM1FCuPtqT58XqD4+imzVZKv6uX3mgV0EwSOjVMpCL7zbahAOK1sVOY9ZzKMyiRpNtro11tW2KDZlaaELvdmUzju80OdnjObmPPaF5cKBqK/aDQkIOCihMIcv8+t6Hgth2rG1G6rPFmMebZN5LPrYCQMjgKcC30Juq6xYoLpDsP0rmjGeU2yFeeyRre7CDj7GGBcC2jBnB8vUtlqq41KFkn55QbSrSnX80HdfgdnZGtZTdcUuBTBGUZM1WQsfa6xSy86lGTwCgnXzgugCM48q5zGEbdG+5yaqVEfIewIVzTyO9Pxjw51Rg0cV/F5IsyEFSuO8wwu92WUyj4XOTVzQKNKy0yzmz/ypV7YqmEebCrkqJbwgc5jBPBYApxYsyuFJyS3tka32McwBwVi2OsaOw9bcVpOGOWPmcYwxsqGDxx3sxnl47wSuOjC1qxe02wHTgn43yVYtRrVJ0qWGF1yzgP3zo7nzmvNcv5y7PJgbDLvZnMrajuBRsvxtLxjI+iqJa8TzZau9QcZwcG0ZPI4wVjoW1YZJ2zFeUErApenMhQ8eKbqSeSRFzk0tgBM4FGiHyMxZNA18eg1zpKpG/l48tiLBI00Z5hS7bxwWLBIYpUSSf9fMY2bOIyvW1h2CcfB4kaNfCYFBUJsnQTSu8zjGGP2gFoyjMPwXCjddMYebrpjb7mbsOsT29+HIi9ExLiyef9U8no/5kY41F/ylS5h5tCwKdC9sAEQJAZc5j4PMigiJjYl6ZKsllfM42v0vOQzNTpDDFPWHbVHdru1QeZiBz4VWSjBK4KsyIQVzBgVzKILHLOYxKVtN5zwqIx35WRQ1zCGwze8v+tgJAyMBvCiPeRT/z63zOC7VMcZOA9WL2uI7qNowZxQN+xhjXEKglOAfve4aXHNwerubMsZ5hulgOB4DL36YC9NRcpXNPrKbzanUQvdCsqeKeWx1BzOPhBhmfqk21raQ8wjEZY1Gla0qbMeGu+p/BBd+zcYYjQ1zCpybE/GsbcYBn2TWaTR/6r2vsq9S9XcUlK3SBFtY+LFTGxZpx8engkFCCAjySnWI699tM8s4eLzIoYuTjlSqQwaP0dhtdYwxBuFlN2bbm4+xu2GOe7sp53GM0WA+49KIpToUdrtsFbjQzCMQRhydbjiEbJXk+jEcWKih4lqYqbsjtUM991GCfztRI3MbmEc5Xm2HZNZiBM32CGSDDB6VV5HIWcxm74AsZpAAnMicx4J1GoFe2WrRtW46ZzLj+JpDMZkrg99948Q4eLzIoV7gkQxz5P/HdR7HGGOMSxUmq7Gbch7HGA0Jw5xL1G0ViAOfC5/zCLS7ASaqlb6fNePF9GL90FId/+ndd4zcDlWuYxTDG9PZfjuZx+3Y6LIoHdEwh4ATxwj+gL45jz2yVQoQU7aKQswjB4XVNzgdAFmqQyFrrfyv71hELW8zasTSKNuJcfB4kSPOeRxBtiqP1dKQsdvqGGOMcYkhyTyOx8CLHQnDnJFyHg3DnHHwWAiUipzHlh8ONCtKBBPneVNHBY+2Vfx7nR3CPG7HZr/FiDbMKezOT0twDOaQp4JH805mPhYeB4/FbzuFRY1SHUXbTihYwnCntwHT5T5jCdl9odjuHdnGGApbYh7l+zNmHscYY4xLFePg8dJCknkcxW31IpGtyhX6Ba3zSKTb6pA5j/q48/xeupIhGqXUx07JedyOczNGtWFO0WcSURc2VYEn0Ms8GufJYR4Vc1n40glNMIfF7x1NsJVFj+fYfczj7h3ZxhgKWwseU8zjeOE0xhhjXGIwF0GjLCbH2F0wg6WtyFYZJbt6w9XeDuZROqh2vBCVIXIeFc732sS1mXh+I6itEsHjNsjctzfnkSLiI9YFZ2XNPIpALrtWItDLDHJZ51Ezj4WfG0mwmYXfW5KUvabdVgeBk3HwOMYOQ1x/bhS3VfH/cZ3HMcYY41KFKUMcl+q4+GHOc1sp1bGbJavA9slWWx1RpHDQve+bA7dF1Mr2SBsHQDp4vPB9QPXf7RirzOdQeL1IXdjEYB5TAaD5Y96rpcptjFJqg1JVX3KE40GSstWij30XylZ3X4vHKIStMI+6VEc4rvM4xhhjXJowd/DHY+DFD5PhGMVtlV5kweMFdVulBF1puDKoTEqy7t/5vdevfeFBvODaxZGONaXK2xLAkW00zGFm8FjwYObCYYq17HVLNb+udxyWGx3arbUoc0hEziQBPJ6ds9gPnDBYZAs5k2PDnDF2GrayC5qWrY6ZxzHGGONSAxvLVi8pEELAKIFt0ZHmPNVHdn3waNGRpZujwrzdg3Men7tNnXrFQb3ijHSsY6i8tpN53BbJrOlMXbDfcOLClsyfRdFTqiOR85j+aqKCx9GJDk5d/b3F6zy6iTYVHzd2Xyi2u0e3MQZCDfzOCG6racOc8a77GGOMcalhbJhz6YFRMrJsUW/Y7vKNBouRC+4Wagaq5QGsb18DlW1EgnncxpzH7XFbja+9uGzV0vcuyzBH9Q1GkhsHJlQ585G6rVWOS4UUpU0JBWPxZkNh5pG54Fa52DHbjN09uo0xEHHO45h5HGOMMcYoinHweOmBMTKSZBWI+8goBeZ3EixGL3jwkyiTUoB53Elrk0vZbdWU6Y7yTGzLBgAw8Nycx+zAjAI8Dh5HufSIVsB0zmPxL6B2XJe0sNsqq4FbU4XPuZ3Y3aPbGAOxtZxH8X9tmDOu8zjGGGNcYmBb2U0fY1eCkjHzuGemgsWZyuAPnkcUCR6TOY875720d0idx+3JedzaWGnbrjy292/q2zJvqSzVoWWro6xVaVkfT0e4dxaLmcNRjt9t2H1C2zEK4XzkPPohByUkVyowxhhjjHGxIpnzOB4DLwUwRkcOHi8Ww5y7bj+Eu24/dEHPmZCtbmPO41awY5jHbcl5NJjHkcqc2ABCHfxxPwCxLfl98hx591Qa3pif4UEIMmzKFnOM4ws3HcyyAXRkW3dOf3yusLtHtzEGIp7IRinVIY4Nw2i84z7GGGNckjAXK9YlsKM8hsx5HFm2enEY5mwHzNer7A6f87iT1ifKX4LR7dlw3ymlOkYJnG0mZKuUiMCRr24gOrcqgkgj59EE73QBQsAJ1TmLlBDwzSb42ib4RqPvObmsS8mJbRjuUESrm4iWxbmHQTrnMVrbBN9sDnXsbsSYebzIMVVzYDGKiYpd+FhtmBPxHbWzN8YYY4xxoTDOebz0cNlSHZfvmRjpWMW+7HbZ6nZAbVhTQuAOqE2dKBq/g+612jTYrrFCsXa7xjBnsg5+dhWkXILNZOBNAN5ogV55EHAcRI8/A3S64m+KVeQcfGUdsBjg+YARPDJCwD0f7OgRRCeXEZ1bA3FswLYA1wEhBDyMwNc2gCgCpiZAmA1L5TxyAvAI9KrLED3xHXEOxkRU6zoglIrgdr0BgIPMTiVkwiTkgGMBlZI4d7kEBAHAAdQqIEwev9kEcUdz9d1ujIPHixw3HJ7Fb/2TF49kO61e/mDMPI4xxhiXKOhYtnrJ4We//8aRj91KqsilDvWulV02kLXb6bLV7QpoY8Ocbc55HJJ1pfsWgUYL0dk17c3BqAzeZqdByiXQqQmw1W8Bx5dh8QjRyjoQRqAHlkD3LSJ48NvgzVAHfyTiQMkFmZsGm5lEtLwCNNvgzbZgIzkHOAc9fABwHUTfeByYntByVeb5oJcfBNu7ADpZQ3RyGQgjyYaug0cRYFugR48Am01Ex06CoRRfU7sDes1VoAuz4ti1DaBWBcIQ0Ykz4GEEOBbokYPgJ5eB5sZ5egIXDuPg8SIHIWTkekVxqY5oRw3OY4wxxhgXConaZWPZ6hgDMA4eR4cKOErO4KXpji3Vsd3M4za6rZqba8OenxACesUh8FYH1qqQmNKIg0zUBWMHgDg2WF2YN7FKCey6K8GjCGxuGgBgXX8F+Ge+BisKxfGeD7pvUWwwMAa2NK/Px4MQvNEEsS2QqjSEuvYwom89CUuxtmEAukccQ6oVsCvi3F/uB+L4ShnEdcDnpgFCQL/xbHzttgU6NwNCKdi+RWDfov4b3b8EvtEAmayD2Bb4wiyiJ58FrN0Vjo1HtzFyQaCYRz5mHscYY4xLEtZYtjpGAYyDx9ERM4+DF9Ims7WT1ifquW9HjUdgew1zTOaRFHgmxGJgR4/Alm2mEQfZM5/4jK7zyBjozKQOHAEZ4B3dB8uT0lZCQI2/p89FpybiwBEAW5wDveYwWCSYS6teBqllOw0T2wKdntRyU0II6GX7YB/aoz9j7V3MNeohjg06N62NgIjFwK66DGx+Jufu7EyMR7cxcqHG5nDMPI4xxhiXKMay1TGKQBvmsNEMdy5lqAChMsAsB9i5zGMsvdye5fV2Mo+JjbaCZkGk5KJ0+IA4ltmg05PJv8vvywvK2VQdzkERgFn1SuFcQrY4B3uyJo5fmivWdkLgGMGutbC7AsFRMA4ex8hFnPPILwnr4THGGGOMNJKGOeMpc4z+0IY5Y+axMNSaozQE87jTcx63nXnc7pzHEZ6JUxe1EunUjGbmFNTjzt3AIxbcCREwWntGC94sKZO1puuFjzXbpb7nYsZ4dBsjF2pwHuc8jjHGGJcqzEXYeBwcYxDURqs1Dh4LQ71elaGCR+O4HfReqgBquwxzdkrO40jBowq8J6o9f9Oy1ZygOKIl7J/0cdkcsG9PrfC5AcCSeYfWCM/OusTmifHoNkYuVP8Po3HO4xhjjHFpImECMZatjjEAcamOcV8pilFzHneSIoAQAtui21JnEQAoVcHrdtR53FoApc2GMpRu6ld5jG5UOYypKsO/fWMb03W38LnFd8tSISNIzs12XQpKvZ3zxo2x47BTZSFjjDHGGBcK4zqPYxRBbJgzznksCrXoHiZ43Kk5j4Co8bldG02MbB/zmAygih+vgscssmKgHJeVEE48D8LyZrTQRjGPo2xGJFy5L4GNo93lDTvGBYX5/o6ZxzHGGONSxDh4HKMIxm6ro8Os8zjws+bm9g5brNs2Hdd5HEm2qpi/DOYRg4Nibk8hmLgFYFtkHkcJHi+xeWIcPI6RC7JDrbDHGGOMMS4UCCGghCDifEfJ48bYmXBtsQAdJm9vjCRGZR53mkzQZtsnW9U5j9tSqmNr0s1+NTLVrwYZEfHSUuHzKuh81RE2fqwt5nvuNoxHtzFysZNlIWOMMcYYFwqUEkQh33EMxxg7D5M1F7/ww8/H4b2Tgz88RgJqb2a44NFwt9xh76Vjsx3APG6HYc4WmUebghICO+PeER0UP3f3VY3v1B7BbVV2XkJ23mbGc4Fx8DhGLnZqEd4xxhhjjAsJxgiCcLyJNsZwuPpgdoHyMfpDM4/O7nVbBYDJqoN6xd6Wc29r8Ei3tmZklOJnv/8GXLbUG7zRC5DL6dgMBKMFqJQSEHLpzBHj4HGMXCQMcy6BnZQxxhhjjCxYlKCLneXqOMYYFxtGzXncaUzPT7/pum0LIrazVIeSfRKM/kyed8Vc5u8Hua2eD7z0hj3YM1MZqVQHIK5/h3XF5wwXfCa899578dKXvhRvetOb8KY3vQm//du/DQA4ceIE3vrWt+K1r30t3vnOd6LZbAIANjY28I53vAN33XUX3vrWt2J5eRkA4Hke3vOe9+Cuu+7C937v9+KJJ54AAHDO8d73vhevfe1r8brXvQ5f/vKXL/QlXjQYG+aMMcYYY2xvHtEYY1wqKEnGcaLqDPwsMZgossNW7PWKg0ppm5nHbZDNqsDuuVgvDqrzeD4wXXdx6zULIx9vMXLJbDBe8Kt86KGHcM899+C+++7Dfffdh3e/+90AgF/5lV/BD//wD+PjH/84rr/+evze7/0eAOADH/gAbr31Vtx///1485vfjF//9V8HAPzRH/0RyuUy7r//fvzLf/kvcc899wAAPvGJT+CJJ57Axz72Mfzu7/4u7rnnHgRBcKEv86LAuFTHGGOMMcb2SsHGGONSwfWXz+Bf/MjN2DPbWyQ+DfUqjje2k9hO5lEFrM/FM1HL0Z08BjNKd3T7zie2JXi899578cY3vhE///M/j/X1dfi+jy996Ut4zWteAwD4vu/7Pnz84x8HAHz605/GG97wBgDA3Xffjb/7u7+D7/v49Kc/jTe+8Y0AgNtuuw2rq6s4ceIEPvOZz+B1r3sdKKW4/PLLsXfvXnz1q1+90Jd5UWAn5xSMMcYYY1woqN3kS2VhMMYY2wFKCa7cPzXUZ8k21jPcybgQuYF5UA6zzyXzOKqk9EKAMXLJrJUv+FOYn5/Hz/7sz+K+++7Dnj178Ku/+qtYXV1FrVbTBTrn5+dx+vRpAMCZM2cwPz8PQBTwrNVqWFlZSfxeHXPq1CmcOXMGCwsLPb8fozjMl2A8QI8xxhiXKhgjO1IeN8YYlyp2AxO1HdgJOY/PhUeG3izYwakDFiWXTH98zgxz7r//fvzmb/5m4neHDx/Ghz70If3zT/7kT+KVr3wl/vk//+c9x/ebpGmOpphSCs750J/Pw+xsrdDnzwfm54tbAz/XqLR9/e9y2d6RbbxYMb7XYwyDcT+5MFDW+7vxfu/GNo+xfdgt/WVqWfhi2BbbNW2+EJicKIn/T1aes/uS973lmlgzPhdj5eTkKgCgXivt2OftOBbCiO/Y9p1PPGfB41133YW77ror8bvNzU186EMfwo/92I8BEOY2lmVhZmYGjUYDYRiCMYbl5WXNHi4sLODs2bNYWlpCEARoNBqYmprCwsIClpeXcejQIQDQxywuLmpTHfP3RXDuXANR1BuEPleYn69jeXnzgp1vWLS7ca5o4Ic7so0XI3ZqfxhjZ2HcTy4gOAcl2HX3e9xHxiiC3dRfNjfa8l9817T5QqDV8gAA7Vb3Obkv/fpI1wsBCFb4fJ+70eiKc3T9nfu8OQf4xdMfKSW5ZNoFla1WKhX84R/+IR588EEAwIc//GG86lWvgm3buPXWW/Gxj30MgHBkveOOOwAAd955J+69914AwMc+9jHceuutsG0bd955J+677z4AwAMPPADXdbF3717ccccd+OhHP4owDPHMM8/g6aefxg033HAhL/OiwbjO4xhjjDHGpWWEMMYYuwHkArhv7kZsa51H5bb6HJxal+rYweOwxS6deeKC1nlkjOEDH/gAfvmXfxmdTgeXXXYZ3ve+9wEAfumXfgn33HMPPvjBD2LPnj349//+3wMA3vWud+Gee+7B61//etTrdbz//e8HAPz/27v32CjKf4/jn5ndltYf5VJ+LQgoKoK14ZZYNCacFiJCLxaqRoVw00aLiJdTBFpQMIEQaH8VEEEEg5oYNQJqESyCGqtSvFQDgicakQAiF1sQ5RZK2Z3zB6crPZQdSnd3Bvb9+gumuzPPQ79M5jPPM8+MGTNGM2fOVE5OjmJjYwP7yczM1LZt2wKL6cyZM0dxcXGR7OYV49xzMu95BBCtTNNwZOl7AE3jmcem/fNaocifr8L5vKWTCwFdLK/HkGW5t32hFNHwKElpaWl6//33z9vepUsXvfHGG+dtb9eunV5++eXztrdq1UolJSXnbTcMQ0VFRSoqKgpNg6OYwcgjAAQWzAHgDpfDAipOaLhWMx244W8YhrxhWnE0EB5dfBPPY5rymZF75M1J7v0twHHnnnu4cAIQraJpFT3gctAQJrix3dg/I4/O/Lt4PGZYgmtgpNnFNwu8HiNqplFHfOQRlw9GHgHg7AWZm+94A9Gm4ZKER2oaC7wP0aFrNq8Z5pFHF1+Ldvl3a9XV+5xuRkQQHnFBLJgDAGdf9+TmhRqAaMO01aY5+Z5H6eyiMeG4Xmz4fXtdfBNv1JCeTjchYgiPCMowzq4+7Oa7PQAQTglXxeh0lNxRBi4HDfe2ubHdmOnggjlnj2uEZTSYBZLchfCIoEzDkM+yOEEDiFojB/fQGV90LIQAXA54VUfT2ie0kmkYatc61pHje01TRjimrZr8vt2E8IiguNsDINr9Ky7G6SYAOAfXJk27tmOClhSmq1Wsx5Hjh2tl6sB7Hpmm7ApEeAQVWNGMh9IBAIALXA4LqDjFqeAohe+ZR5NnXF2F8IigDE7QAADARXjm0Z28HiMsgw2xMWcDcVwsEybdgN8CguIEDQAA3ISRR3e6qpU3LCuidu/cRoX391X3zm1Cvm80H+ERQfFQOgAAcBNmRbnTuMyURu8IDxXDMNT7hg4h3y8uDeERQZmMPAIAABdhVpQ7/btdvNNNQAQwnISguLsHAADchFlRgHP4X4egGHkEAABu0nBJwo1tIPIIjwiKkUcAAOAmBq9uABxDeERQDSOOvOcRAAC4Ac88As4hPCIog6khAADARZgVBTiH8IigDP3fyCMnaAAA4AI88wg4h/CIoBh5BAAAbmKy2irgGP7XIajAM4+ERwAA4AIN01a5NgEij/CIoDhBAwAAN2FWFOAcwiOC4rkCAADgJiyYAziH8IigGHkEAABuwsgj4BzCI4IKjDzynkcAAOACJiOPgGMIjwiKkUcAAOAmV8V59V99rtbN1yU63RQg6nidbgDcjakhAADATUzD0EPZNzvdDCAqMfKIoBh5BAAAACARHmGD1VYBAAAASIRH2DAZeQQAAAAgwiNs8C4lAAAAABLhETYaFsxh5BEAAACIboRHBBUYeeQ9jwAAAEBUIzwiKJORRwAAAAAiPMIGzzwCAAAAkAiPsMHIIwAAAACJ8AgbjDwCAAAAkCRvJA92+PBh5efnB/5+7NgxHTlyRFu2bFF1dbUef/xxderUSZKUmpqquXPn6ujRo5o8ebL27t2rxMRELVy4UElJSTp9+rSeeeYZ/fjjj4qLi1NZWZm6d+8uy7JUWlqqzz77TKZpavbs2brlllsi2c0rSsOIIyOPAAAAQHSLaHjs0KGD1qxZI0ny+/0aN26cCgsLJUnbt29Xfn6+xo8f3+g7CxcuVFpampYvX67y8nLNmTNHCxcu1BtvvKH4+HitX79e1dXVKi4u1qpVq7Rhwwbt3LlTFRUV2rNnjwoKCrR+/Xp5vRHt6hWjITIy8ggAAABEN8emrb777ruKj49Xbm6upLPhsaqqSnl5eXr00Ud14MABSVJlZWXgM3fddZe++OIL1dfXq7KyUsOGDZMk9e/fX0eOHNH+/fv1+eefKzs7W6Zp6vrrr1fnzp21ZcsWZzp5BWiYtsrIIwAAABDdHAmPPp9PS5cu1dNPPx3YlpCQoLFjx6q8vFwZGRmBEcmamholJSVJkrxer1q3bq0///yz0XZJSkpK0sGDB1VTU6Pk5OTztuPSNLze0eQ9jwAAAEBUC9tczvXr12vu3LmNtt1www16/fXX9eWXX+r666/XTTfdFPjZrFmzAn8eOXKknn/+eR07dqzJfZtm05nXNE1ZlnXRn7+QDh1aN+vzoZCUlBDxY16M+PgYmaah5OQ2Tjclqri1HuAu1AnsUCNoDuoFdqgRhC08ZmVlKSsrq8mfffLJJ8rOzg783e/3a9myZSooKJDH4/mncV6vkpOTdejQIXXq1ElnzpzR8ePH1a5dOyUnJ6u2tlbdunWTJNXW1io5OVkdO3ZUbW1tYB8N25vj8OHj8vvPD6HhkpSUoNrapoOy006f9sk05Nr2XYncXA9wD+oEdqgRNAf1AjvUSPQwTeOCg2mOTFvdunWr0tLS/mmEaerjjz/Whg0bJEnl5eXq27ev4uPjlZGRofLycklSRUWF0tLSFBMTo4yMjMDiO999951atWqlzp07Kz09XWvXrpXP59OePXu0e/du9e7dO+J9vFKYBs87AgAAAIjwaqsN9u7dG3glR4OSkhLNmDFDS5YsUWJiokpLSyVJTz31lIqLi5WTk6OEhASVlZVJksaMGaOZM2cqJydHsbGxgc9nZmZq27ZtgcV05syZo7i4uAj27spiGAYrrQIAAACQYTX1kGCUY9rqP15Z+z/atvOwXvzvdKebEjXcXA9wD+oEdqgRNAf1AjvUSPRw3bRVXD4YeQQAAAAgER5hw+CZRwAAAABy6JlHXD5uvbmjOnf4l9PNAAAAAOAwwiOC6n1DB/W+oYPTzQAAAADgMKatAgAAAABsER4BAAAAALYIjwAAAAAAW4RHAAAAAIAtwiMAAAAAwBbhEQAAAABgi/AIAAAAALBFeAQAAAAA2CI8AgAAAABsER4BAAAAALYIjwAAAAAAW4RHAAAAAIAtwiMAAAAAwBbhEQAAAABgy+t0A9zINI2oOCbci3rAxaBOYIcaQXNQL7BDjUSHYL9nw7IsK4JtAQAAAABchpi2CgAAAACwRXgEAAAAANgiPAIAAAAAbBEeAQAAAAC2CI8AAAAAAFuERwAAAACALcIjAAAAAMAW4REAAAAAYIvwCAAAAACwRXi8RIsXL1ZOTo5ycnJUWloqSdq8ebNyc3M1ZMgQLViw4LzvFBUV6b333mu0bfXq1SouLr7gcfbv369Ro0YpMzNTEyZM0IkTJ5r1fUSO0zXx66+/asSIERo2bJjGjBmjffv2hbB3CAWna6S6ulq33Xabhg8fruHDh2vatGkh7B1Cxek6ueeeewI1MnToUKWmpurQoUMh7CFCxela2b17t0aPHq3c3FyNGTNGu3btCmHvECqRqpMGL7zwgl588cVG26qqqjRu3LgW9AKuYaHZqqqqrAceeMCqq6uzTp8+bY0dO9Zau3atlZGRYf32229WfX29lZ+fb1VWVlqWZVkHDx60xo8fb/Xp08d69913LcuyrFOnTln/+c9/rH79+llFRUUXPFZBQYG1bt06y7Isa/HixVZpaWmzvo/IcENNjB492vr8888ty7Kst956y5o0aVI4u4xmckONrFixwnr55ZfD3FO0hBvq5FxTpkyxli5dGoaeoqXcUCsjRowI7GvLli3WsGHDwtllXIJI1snRo0etadOmWX369LEWLVpkWZZl+Xw+a8WKFdatt95qjR49OvwdRtgx8ngJkpKSVFxcrNjYWMXExKh79+7avXu3unXrpmuuuUZer1e5ubn66KOPJElr167VHXfcoaysrMA+qqur5ff7NWXKlAsep76+XtXV1Ro6dKiks3eDG/Z5Md9H5LihJl577TWlp6fL7/dr//79atOmTRh7jOZyQ41s375dVVVVysvL06OPPqoDBw6Esce4FG6okwZfffWVfv75Zz3yyCNh6Clayg218tNPPykzM1OS1K9fP9XU1Gjv3r3h6jIuQaTqRJI+/fRTXXfddXrooYcC23bu3KmdO3dq9uzZ4ekgIo7weAl69Oihfv36STo7ZaOiokKGYSgpKSnwmeTkZP3xxx+SpIcfflj33Xdfo30MGDBAU6dOVVxc3AWPc+TIEbVu3Vper1fS2RNAwz4v5vuIHDfUhNfr1dGjR5Wenq63335b999/fyi7iBZyQ40kJCRo7NixKi8vV0ZGhgoLC0PZRYSAG+qkwaJFi1RYWCiPxxOKriHE3FArqamp+vDDDyWdvdnw119/qba2NmR9RMtFqk4kKS8vTwUFBY3OGT169NCcOXPUtm3bEPUITiM8tsCOHTuUn5+voqIiXXvttef93DCMFu3fsqyQ7xPh5XRNtGnTRps2bdL8+fM1YcIE+Xy+Fh0PoedkjcyaNUuDBw+WJI0cOVK//vqrjh071qLjITycPpfs2LFDR44c0aBBg1p0HISfk7Uyb948bdy4UcOGDVNVVZVSUlIUExPTouMhPMJdJ4geXqcbcLn6/vvv9eSTT2r69OnKycnRt99+22hBgZqaGiUnJzd7v8OHDw/8efXq1Tp+/Lh8Pp88Ho9qa2svaZ+IDKdroqKiQllZWTIMQ+np6Tp16pT+/vtvJSYmtrxzCAkna8Tv92vZsmXn3RVuGE2Aezh9LpGkTz75RNnZ2S3rCMLO6Vo5c+aMlixZotjYWPn9fq1cuVJdu3ZteccQUpGokzVr1oSkrXA/rhouwYEDBzRx4kQtWLBAt99+uySpb9++2rVrl/bs2aOuXbtq3bp1uvfee5u97///ny8tLU0VFRXKzc1VeXm50tPTQ9IHhJYbauLVV1+V1+vVkCFD9PXXX6t9+/YERxdxukZM09THH3+sbt26KTs7W+Xl5erbt6/i4+ND0j+EhtN10mDr1q2sjOhybqiVBQsWKDs7W1lZWVq1apV69eql9u3bt7xzCJlI1gmiA+HxEqxYsUJ1dXWaN29eYNuIESM0b948PfHEE6qrq1NGRkbgIfKWeO6551RcXKylS5fq6quv1vz581u8T4SeG2pi3rx5mjFjhpYsWaKEhAQtWrSoxcdC6LihRkpKSgI1kpiYGFiyHe7hhjqRpL1796pjx44tPgbCxw21MnnyZBUVFWnx4sXq2LGj5s6d2+JjIbQiWSeIDobV1GR2AAAAAADOwYI5AAAAAABbhEcAAAAAgC3CIwAAAADAFuERAAAAAGCL8AgAAAAAsMWrOgAACKPff/9dd955p3r27ClJ8vv9iomJ0dixY5WXlxf0u4sXL1ZKSooGDx4cgZYCABAc4REAgDCLi4tr9ELtffv26cEHH1R8fLyGDh16we998803uvHGGyPRRAAAbBEeAQCIsC5duujJJ5/UihUr1LNnT82aNUsnT55UTU2NUlJStHDhQq1evVo//vijSktL5fF4lJGRobKyMlVXV8vn8yk1NVXPPvusWrdu7XR3AABRgmceAQBwQEpKin755RetXLlSeXl5euedd7Rx40b9/vvvqqys1KhRo9SrVy9NnTpVd955p5YvXy6Px6P33ntPH3zwgZKTk1VWVuZ0NwAAUYSRRwAAHGAYhuLi4jRlyhRVVVXplVde0e7du1VTU6OTJ0+e9/nKykodO3ZMmzdvliTV19erQ4cOkW42ACCKER4BAHDA9u3b1bNnT02aNEk+n09ZWVkaOHCgDhw4IMuyzvu83+/X9OnTlZGRIUk6ceKE6urqIt1sAEAUY9oqAAARtmvXLr300kvKz8/Xpk2bNHHiRGVnZ8swDP3www/y+XySJI/HozNnzkiSBgwYoDfffFOnT5+W3+/XjBkzNH/+fCe7AQCIMow8AgAQZqdOndLw4cMlSaZpqlWrVpo0aZIGDhyowsJCTZw4UW3btlV8fLz69++v3377TZI0aNAglZSUqL6+Xo899phKSkp09913y+fz6eabb1ZxcbGT3QIARBnDampuDAAAAAAA52DaKgAAAADAFuERAAAAAGCL8AgAAAAAsEV4BAAAAADYIjwCAAAAAGwRHgEAAAAAtgiPAAAAAABbhEcAAAAAgK3/BSmQ0+Igtnh5AAAAAElFTkSuQmCC\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",
       "<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>dayofweek_5</th>\n",
       "      <td>2.524764e-02</td>\n",
       "      <td>0.002553</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dayofweek_6</th>\n",
       "      <td>6.376736e-03</td>\n",
       "      <td>0.000954</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR7</th>\n",
       "      <td>4.668536e-03</td>\n",
       "      <td>0.000362</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR14</th>\n",
       "      <td>2.663682e-03</td>\n",
       "      <td>0.000374</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR21</th>\n",
       "      <td>2.437721e-03</td>\n",
       "      <td>0.000222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR28</th>\n",
       "      <td>1.911884e-03</td>\n",
       "      <td>0.000271</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dayofweek_4</th>\n",
       "      <td>1.700549e-03</td>\n",
       "      <td>0.000770</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dayofweek_2</th>\n",
       "      <td>9.471373e-04</td>\n",
       "      <td>0.000450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR1</th>\n",
       "      <td>9.214553e-04</td>\n",
       "      <td>0.000158</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR12</th>\n",
       "      <td>8.393193e-04</td>\n",
       "      <td>0.000090</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR2</th>\n",
       "      <td>7.304451e-04</td>\n",
       "      <td>0.000192</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR19</th>\n",
       "      <td>7.197982e-04</td>\n",
       "      <td>0.000110</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR9</th>\n",
       "      <td>7.032065e-04</td>\n",
       "      <td>0.000132</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR23</th>\n",
       "      <td>6.781578e-04</td>\n",
       "      <td>0.000101</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dayofweek_3</th>\n",
       "      <td>5.588932e-04</td>\n",
       "      <td>0.000502</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR16</th>\n",
       "      <td>4.336966e-04</td>\n",
       "      <td>0.000186</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR26</th>\n",
       "      <td>3.885394e-04</td>\n",
       "      <td>0.000187</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>t</th>\n",
       "      <td>2.524591e-04</td>\n",
       "      <td>0.000168</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>quartercos</th>\n",
       "      <td>2.454747e-04</td>\n",
       "      <td>0.000246</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR5</th>\n",
       "      <td>2.377288e-04</td>\n",
       "      <td>0.000154</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR6</th>\n",
       "      <td>1.819853e-04</td>\n",
       "      <td>0.000114</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>monthcos</th>\n",
       "      <td>1.219272e-04</td>\n",
       "      <td>0.000297</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR8</th>\n",
       "      <td>1.035100e-04</td>\n",
       "      <td>0.000062</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR18</th>\n",
       "      <td>5.723864e-05</td>\n",
       "      <td>0.000041</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR15</th>\n",
       "      <td>4.220264e-05</td>\n",
       "      <td>0.000026</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR22</th>\n",
       "      <td>4.169538e-05</td>\n",
       "      <td>0.000020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR10</th>\n",
       "      <td>2.042367e-05</td>\n",
       "      <td>0.000008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR25</th>\n",
       "      <td>1.674803e-05</td>\n",
       "      <td>0.000039</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR17</th>\n",
       "      <td>1.668208e-05</td>\n",
       "      <td>0.000027</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR4</th>\n",
       "      <td>9.392779e-06</td>\n",
       "      <td>0.000015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dayofweek_1</th>\n",
       "      <td>6.705639e-06</td>\n",
       "      <td>0.000624</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR11</th>\n",
       "      <td>4.239243e-06</td>\n",
       "      <td>0.000005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>monthsin</th>\n",
       "      <td>3.421046e-06</td>\n",
       "      <td>0.000014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR24</th>\n",
       "      <td>2.676908e-06</td>\n",
       "      <td>0.000005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>weeksin</th>\n",
       "      <td>1.202793e-06</td>\n",
       "      <td>0.000002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR13</th>\n",
       "      <td>4.208357e-07</td>\n",
       "      <td>0.000005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR20</th>\n",
       "      <td>-2.269004e-07</td>\n",
       "      <td>0.000002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR3</th>\n",
       "      <td>-1.461391e-06</td>\n",
       "      <td>0.000014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR27</th>\n",
       "      <td>-8.850249e-06</td>\n",
       "      <td>0.000016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>quartersin</th>\n",
       "      <td>-9.815362e-06</td>\n",
       "      <td>0.000032</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>weekcos</th>\n",
       "      <td>-2.958930e-05</td>\n",
       "      <td>0.000118</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   weight       std\n",
       "feature                            \n",
       "dayofweek_5  2.524764e-02  0.002553\n",
       "dayofweek_6  6.376736e-03  0.000954\n",
       "AR7          4.668536e-03  0.000362\n",
       "AR14         2.663682e-03  0.000374\n",
       "AR21         2.437721e-03  0.000222\n",
       "AR28         1.911884e-03  0.000271\n",
       "dayofweek_4  1.700549e-03  0.000770\n",
       "dayofweek_2  9.471373e-04  0.000450\n",
       "AR1          9.214553e-04  0.000158\n",
       "AR12         8.393193e-04  0.000090\n",
       "AR2          7.304451e-04  0.000192\n",
       "AR19         7.197982e-04  0.000110\n",
       "AR9          7.032065e-04  0.000132\n",
       "AR23         6.781578e-04  0.000101\n",
       "dayofweek_3  5.588932e-04  0.000502\n",
       "AR16         4.336966e-04  0.000186\n",
       "AR26         3.885394e-04  0.000187\n",
       "t            2.524591e-04  0.000168\n",
       "quartercos   2.454747e-04  0.000246\n",
       "AR5          2.377288e-04  0.000154\n",
       "AR6          1.819853e-04  0.000114\n",
       "monthcos     1.219272e-04  0.000297\n",
       "AR8          1.035100e-04  0.000062\n",
       "AR18         5.723864e-05  0.000041\n",
       "AR15         4.220264e-05  0.000026\n",
       "AR22         4.169538e-05  0.000020\n",
       "AR10         2.042367e-05  0.000008\n",
       "AR25         1.674803e-05  0.000039\n",
       "AR17         1.668208e-05  0.000027\n",
       "AR4          9.392779e-06  0.000015\n",
       "dayofweek_1  6.705639e-06  0.000624\n",
       "AR11         4.239243e-06  0.000005\n",
       "monthsin     3.421046e-06  0.000014\n",
       "AR24         2.676908e-06  0.000005\n",
       "weeksin      1.202793e-06  0.000002\n",
       "AR13         4.208357e-07  0.000005\n",
       "AR20        -2.269004e-07  0.000002\n",
       "AR3         -1.461391e-06  0.000014\n",
       "AR27        -8.850249e-06  0.000016\n",
       "quartersin  -9.815362e-06  0.000032\n",
       "weekcos     -2.958930e-05  0.000118"
      ]
     },
     "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": "46bfaedc56004021a6ca9e2e68f40a6f",
       "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",
      "rf LevelTestSetRMSE: 35831.41728470146\n",
      "lightgbm LevelTestSetRMSE: 36585.121542121844\n",
      "mlp LevelTestSetRMSE: 39120.33092263862\n",
      "elasticnet LevelTestSetRMSE: 39522.6929766469\n",
      "svr LevelTestSetRMSE: 44003.8044654691\n",
      "gbt LevelTestSetRMSE: 57599.607371822385\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",
      "rf LevelTestSetRMSE: 35831.41728470146\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": "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": 70,
   "id": "2c9c9bf8-8844-407c-99ef-f9b6bed5c266",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/15\n",
      "7/7 [==============================] - 1s 48ms/step - loss: 0.2074 - val_loss: 0.1279\n",
      "Epoch 2/15\n",
      "7/7 [==============================] - 0s 9ms/step - loss: 0.1611 - val_loss: 0.1003\n",
      "Epoch 3/15\n",
      "7/7 [==============================] - 0s 10ms/step - loss: 0.1394 - val_loss: 0.0871\n",
      "Epoch 4/15\n",
      "7/7 [==============================] - 0s 10ms/step - loss: 0.1268 - val_loss: 0.0948\n",
      "Epoch 5/15\n",
      "7/7 [==============================] - 0s 10ms/step - loss: 0.1233 - val_loss: 0.0767\n",
      "Epoch 6/15\n",
      "7/7 [==============================] - 0s 10ms/step - loss: 0.1159 - val_loss: 0.0758\n",
      "Epoch 7/15\n",
      "7/7 [==============================] - 0s 10ms/step - loss: 0.1113 - val_loss: 0.0714\n",
      "Epoch 8/15\n",
      "7/7 [==============================] - 0s 11ms/step - loss: 0.1069 - val_loss: 0.0706\n",
      "Epoch 9/15\n",
      "7/7 [==============================] - 0s 9ms/step - loss: 0.1025 - val_loss: 0.0682\n",
      "Epoch 10/15\n",
      "7/7 [==============================] - 0s 10ms/step - loss: 0.1006 - val_loss: 0.0678\n",
      "Epoch 11/15\n",
      "7/7 [==============================] - 0s 10ms/step - loss: 0.0969 - val_loss: 0.0675\n",
      "Epoch 12/15\n",
      "7/7 [==============================] - 0s 11ms/step - loss: 0.0941 - val_loss: 0.0625\n",
      "Epoch 13/15\n",
      "7/7 [==============================] - 0s 10ms/step - loss: 0.0920 - val_loss: 0.0626\n",
      "Epoch 14/15\n",
      "7/7 [==============================] - 0s 10ms/step - loss: 0.0913 - val_loss: 0.0610\n",
      "Epoch 15/15\n",
      "7/7 [==============================] - 0s 10ms/step - loss: 0.0899 - val_loss: 0.0623\n",
      "Epoch 1/15\n",
      "7/7 [==============================] - 1s 47ms/step - loss: 0.1185 - val_loss: 0.0669\n",
      "Epoch 2/15\n",
      "7/7 [==============================] - 0s 8ms/step - loss: 0.0907 - val_loss: 0.0555\n",
      "Epoch 3/15\n",
      "7/7 [==============================] - 0s 9ms/step - loss: 0.0793 - val_loss: 0.0550\n",
      "Epoch 4/15\n",
      "7/7 [==============================] - 0s 8ms/step - loss: 0.0729 - val_loss: 0.0478\n",
      "Epoch 5/15\n",
      "7/7 [==============================] - 0s 9ms/step - loss: 0.0691 - val_loss: 0.0444\n",
      "Epoch 6/15\n",
      "7/7 [==============================] - 0s 9ms/step - loss: 0.0665 - val_loss: 0.0432\n",
      "Epoch 7/15\n",
      "7/7 [==============================] - 0s 9ms/step - loss: 0.0646 - val_loss: 0.0423\n",
      "Epoch 8/15\n",
      "7/7 [==============================] - 0s 9ms/step - loss: 0.0627 - val_loss: 0.0460\n",
      "Epoch 9/15\n",
      "7/7 [==============================] - 0s 10ms/step - loss: 0.0616 - val_loss: 0.0410\n",
      "Epoch 10/15\n",
      "7/7 [==============================] - 0s 10ms/step - loss: 0.0589 - val_loss: 0.0408\n",
      "Epoch 11/15\n",
      "7/7 [==============================] - 0s 9ms/step - loss: 0.0584 - val_loss: 0.0393\n",
      "Epoch 12/15\n",
      "7/7 [==============================] - 0s 9ms/step - loss: 0.0569 - val_loss: 0.0394\n",
      "Epoch 13/15\n",
      "7/7 [==============================] - 0s 9ms/step - loss: 0.0566 - val_loss: 0.0397\n",
      "Epoch 14/15\n",
      "7/7 [==============================] - 0s 8ms/step - loss: 0.0569 - val_loss: 0.0388\n",
      "Epoch 15/15\n",
      "7/7 [==============================] - 0s 10ms/step - loss: 0.0555 - val_loss: 0.0360\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 93ms/step - loss: 0.1984 - val_loss: 0.1344\n",
      "Epoch 2/15\n",
      "7/7 [==============================] - 0s 15ms/step - loss: 0.1579 - val_loss: 0.0984\n",
      "Epoch 3/15\n",
      "7/7 [==============================] - 0s 16ms/step - loss: 0.1302 - val_loss: 0.0804\n",
      "Epoch 4/15\n",
      "7/7 [==============================] - 0s 17ms/step - loss: 0.1202 - val_loss: 0.0798\n",
      "Epoch 5/15\n",
      "7/7 [==============================] - 0s 17ms/step - loss: 0.1181 - val_loss: 0.0754\n",
      "Epoch 6/15\n",
      "7/7 [==============================] - 0s 17ms/step - loss: 0.1172 - val_loss: 0.0765\n",
      "Epoch 7/15\n",
      "7/7 [==============================] - 0s 17ms/step - loss: 0.1169 - val_loss: 0.0744\n",
      "Epoch 8/15\n",
      "7/7 [==============================] - 0s 18ms/step - loss: 0.1170 - val_loss: 0.0748\n",
      "Epoch 9/15\n",
      "7/7 [==============================] - 0s 18ms/step - loss: 0.1167 - val_loss: 0.0743\n",
      "Epoch 10/15\n",
      "7/7 [==============================] - 0s 17ms/step - loss: 0.1168 - val_loss: 0.0742\n",
      "Epoch 11/15\n",
      "7/7 [==============================] - 0s 18ms/step - loss: 0.1162 - val_loss: 0.0737\n",
      "Epoch 12/15\n",
      "7/7 [==============================] - 0s 18ms/step - loss: 0.1161 - val_loss: 0.0737\n",
      "Epoch 13/15\n",
      "7/7 [==============================] - 0s 21ms/step - loss: 0.1158 - val_loss: 0.0734\n",
      "Epoch 14/15\n",
      "7/7 [==============================] - 0s 21ms/step - loss: 0.1158 - val_loss: 0.0736\n",
      "Epoch 15/15\n",
      "7/7 [==============================] - 0s 21ms/step - loss: 0.1158 - val_loss: 0.0739\n",
      "Epoch 1/15\n",
      "7/7 [==============================] - 2s 93ms/step - loss: 0.1203 - val_loss: 0.0723\n",
      "Epoch 2/15\n",
      "7/7 [==============================] - 0s 14ms/step - loss: 0.0969 - val_loss: 0.0553\n",
      "Epoch 3/15\n",
      "7/7 [==============================] - 0s 15ms/step - loss: 0.0807 - val_loss: 0.0464\n",
      "Epoch 4/15\n",
      "7/7 [==============================] - 0s 16ms/step - loss: 0.0737 - val_loss: 0.0456\n",
      "Epoch 5/15\n",
      "7/7 [==============================] - 0s 16ms/step - loss: 0.0719 - val_loss: 0.0453\n",
      "Epoch 6/15\n",
      "7/7 [==============================] - 0s 15ms/step - loss: 0.0713 - val_loss: 0.0437\n",
      "Epoch 7/15\n",
      "7/7 [==============================] - 0s 17ms/step - loss: 0.0711 - val_loss: 0.0440\n",
      "Epoch 8/15\n",
      "7/7 [==============================] - 0s 16ms/step - loss: 0.0706 - val_loss: 0.0435\n",
      "Epoch 9/15\n",
      "7/7 [==============================] - 0s 16ms/step - loss: 0.0704 - val_loss: 0.0432\n",
      "Epoch 10/15\n",
      "7/7 [==============================] - 0s 17ms/step - loss: 0.0702 - val_loss: 0.0429\n",
      "Epoch 11/15\n",
      "7/7 [==============================] - 0s 18ms/step - loss: 0.0699 - val_loss: 0.0422\n",
      "Epoch 12/15\n",
      "7/7 [==============================] - 0s 19ms/step - loss: 0.0697 - val_loss: 0.0431\n",
      "Epoch 13/15\n",
      "7/7 [==============================] - 0s 17ms/step - loss: 0.0695 - val_loss: 0.0423\n",
      "Epoch 14/15\n",
      "7/7 [==============================] - 0s 17ms/step - loss: 0.0694 - val_loss: 0.0429\n",
      "Epoch 15/15\n",
      "7/7 [==============================] - 0s 18ms/step - loss: 0.0692 - val_loss: 0.0425\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": 72,
   "id": "ea27187e-ef47-492c-9393-0a92e9fcbb8f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/15\n",
      "7/7 [==============================] - 7s 294ms/step - loss: 0.1886 - val_loss: 0.1009\n",
      "Epoch 2/15\n",
      "7/7 [==============================] - 0s 43ms/step - loss: 0.1343 - val_loss: 0.0823\n",
      "Epoch 3/15\n",
      "7/7 [==============================] - 0s 46ms/step - loss: 0.1209 - val_loss: 0.0857\n",
      "Epoch 4/15\n",
      "7/7 [==============================] - 0s 48ms/step - loss: 0.1197 - val_loss: 0.0776\n",
      "Epoch 5/15\n",
      "7/7 [==============================] - 0s 49ms/step - loss: 0.1196 - val_loss: 0.0800\n",
      "Epoch 6/15\n",
      "7/7 [==============================] - 0s 49ms/step - loss: 0.1174 - val_loss: 0.0752\n",
      "Epoch 7/15\n",
      "7/7 [==============================] - 0s 49ms/step - loss: 0.1179 - val_loss: 0.0785\n",
      "Epoch 8/15\n",
      "7/7 [==============================] - 0s 49ms/step - loss: 0.1174 - val_loss: 0.0745\n",
      "Epoch 9/15\n",
      "7/7 [==============================] - 0s 48ms/step - loss: 0.1177 - val_loss: 0.0763\n",
      "Epoch 10/15\n",
      "7/7 [==============================] - 0s 49ms/step - loss: 0.1168 - val_loss: 0.0767\n",
      "Epoch 11/15\n",
      "7/7 [==============================] - 0s 48ms/step - loss: 0.1176 - val_loss: 0.0743\n",
      "Epoch 12/15\n",
      "7/7 [==============================] - 0s 49ms/step - loss: 0.1177 - val_loss: 0.0754\n",
      "Epoch 13/15\n",
      "7/7 [==============================] - 0s 49ms/step - loss: 0.1173 - val_loss: 0.0744\n",
      "Epoch 14/15\n",
      "7/7 [==============================] - 0s 48ms/step - loss: 0.1177 - val_loss: 0.0757\n",
      "Epoch 15/15\n",
      "7/7 [==============================] - 0s 47ms/step - loss: 0.1166 - val_loss: 0.0745\n",
      "Epoch 1/15\n",
      "7/7 [==============================] - 5s 238ms/step - loss: 0.1132 - val_loss: 0.0617\n",
      "Epoch 2/15\n",
      "7/7 [==============================] - 0s 37ms/step - loss: 0.0845 - val_loss: 0.0461\n",
      "Epoch 3/15\n",
      "7/7 [==============================] - 0s 39ms/step - loss: 0.0749 - val_loss: 0.0514\n",
      "Epoch 4/15\n",
      "7/7 [==============================] - 0s 41ms/step - loss: 0.0722 - val_loss: 0.0436\n",
      "Epoch 5/15\n",
      "7/7 [==============================] - 0s 43ms/step - loss: 0.0725 - val_loss: 0.0431\n",
      "Epoch 6/15\n",
      "7/7 [==============================] - 0s 42ms/step - loss: 0.0711 - val_loss: 0.0447\n",
      "Epoch 7/15\n",
      "7/7 [==============================] - 0s 42ms/step - loss: 0.0708 - val_loss: 0.0429\n",
      "Epoch 8/15\n",
      "7/7 [==============================] - 0s 44ms/step - loss: 0.0706 - val_loss: 0.0431\n",
      "Epoch 9/15\n",
      "7/7 [==============================] - 0s 42ms/step - loss: 0.0708 - val_loss: 0.0428\n",
      "Epoch 10/15\n",
      "7/7 [==============================] - 0s 43ms/step - loss: 0.0708 - val_loss: 0.0453\n",
      "Epoch 11/15\n",
      "7/7 [==============================] - 0s 42ms/step - loss: 0.0707 - val_loss: 0.0440\n",
      "Epoch 12/15\n",
      "7/7 [==============================] - 0s 43ms/step - loss: 0.0702 - val_loss: 0.0427\n",
      "Epoch 13/15\n",
      "7/7 [==============================] - 0s 43ms/step - loss: 0.0699 - val_loss: 0.0438\n",
      "Epoch 14/15\n",
      "7/7 [==============================] - 0s 43ms/step - loss: 0.0706 - val_loss: 0.0434\n",
      "Epoch 15/15\n",
      "7/7 [==============================] - 0s 43ms/step - loss: 0.0708 - val_loss: 0.0427\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": 73,
   "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": 74,
   "id": "a926c16e-0efd-4be4-84b0-166ba7364146",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "simple_rnn LevelTestSetRMSE: 40249.15563421383\n",
      "lstm LevelTestSetRMSE: 40332.36818693822\n",
      "lstm_regularized LevelTestSetRMSE: 43743.325532266164\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=['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. 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. Again, 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": 75,
   "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": 76,
   "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": 77,
   "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",
      "rf LevelTestSetRMSE: 35831.41728470146\n",
      "hwes LevelTestSetRMSE: 36031.56799119545\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": 78,
   "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",
      "rf LevelTestSetRMSE: 35831.41728470146\n",
      "hwes LevelTestSetRMSE: 36031.56799119545\n",
      "lightgbm LevelTestSetRMSE: 36585.121542121844\n",
      "avg_lvl_models LevelTestSetRMSE: 37706.15468474031\n",
      "mlp LevelTestSetRMSE: 39120.33092263862\n",
      "elasticnet LevelTestSetRMSE: 39522.6929766469\n",
      "simple_rnn LevelTestSetRMSE: 40249.15563421383\n",
      "lstm LevelTestSetRMSE: 40332.36818693822\n",
      "lstm_regularized LevelTestSetRMSE: 43743.325532266164\n",
      "svr LevelTestSetRMSE: 44003.8044654691\n",
      "silverkite LevelTestSetRMSE: 44999.94290460528\n",
      "arima_ma_terms LevelTestSetRMSE: 46563.90435412486\n",
      "gbt LevelTestSetRMSE: 57599.607371822385\n",
      "weighted_differenced_models LevelTestSetRMSE: 60439.097276978595\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": 79,
   "id": "fa9770e1-085f-449d-8c55-08d514d2d1f0",
   "metadata": {},
   "outputs": [],
   "source": [
    "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": "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": 80,
   "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": "markdown",
   "id": "a78392bc-4ea1-4e99-8eb5-411709af8bb0",
   "metadata": {},
   "source": [
    "Thank you for following along!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "42fc8487-a24f-4dad-ae25-f9730bf03bfd",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  },
  "widgets": {
   "application/vnd.jupyter.widget-state+json": {
    "state": {},
    "version_major": 2,
    "version_minor": 0
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
