- {
- “cells”: [
- {
“cell_type”: “markdown”, “id”: “41704315”, “metadata”: {}, “source”: [
“# eCommerce Examplen”, “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 Importsn”, “[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”: “1c2f4efe”, “metadata”: {}, “outputs”: [], “source”: [
“import pandas as pdn”, “import numpy as npn”, “import datetimen”, “import matplotlibn”, “import matplotlib.pyplot as pltn”, “import seaborn as snsn”, “from scalecast.Forecaster import Forecastern”, “from scalecast import GridGeneratorn”, “from scalecast.notebook import tune_test_forecast”
]
}, {
“cell_type”: “code”, “execution_count”: 2, “id”: “e8161efb”, “metadata”: {}, “outputs”: [], “source”: [
“data = pd.read_csv(‘eCommerce.csv’,parse_dates=[‘InvoiceDate’], encoding = ‘unicode_escape’)”
]
}, {
“cell_type”: “code”, “execution_count”: 3, “id”: “733a8835”, “metadata”: {}, “outputs”: [], “source”: [
“sns.set(rc={‘figure.figsize’:(15,7)})”
]
}, {
“cell_type”: “markdown”, “id”: “25e3e7f8”, “metadata”: {}, “source”: [
“## Exploratory Data Analysisn”, “n”, “[Back to top](#eCommerce-Example) n”, “Let’s view the data’s first five rows.”
]
}, {
“cell_type”: “code”, “execution_count”: 4, “id”: “cb406498”, “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”: 4, “metadata”: {}, “output_type”: “execute_result”
}
], “source”: [
“data.head()”
]
}, {
“cell_type”: “markdown”, “id”: “f995c7a4”, “metadata”: {}, “source”: [
“Now, let’s view the data’s dimensions.”
]
}, {
“cell_type”: “code”, “execution_count”: 5, “id”: “a0dd538f”, “metadata”: {}, “outputs”: [
- {
- “data”: {
- “text/plain”: [
“(541909, 8)”
]
}, “execution_count”: 5, “metadata”: {}, “output_type”: “execute_result”
}
], “source”: [
“data.shape”
]
}, {
“cell_type”: “markdown”, “id”: “c30e1066”, “metadata”: {}, “source”: [
“Let’s see how much time these 550,000 observations span.”
]
}, {
“cell_type”: “code”, “execution_count”: 6, “id”: “e5daf94b”, “metadata”: {}, “outputs”: [
- {
“name”: “stdout”, “output_type”: “stream”, “text”: [
“first date in data: 2010-12-01 08:26:00n”, “last date in data: 2011-12-09 12:50:00n”
]
}
], “source”: [
“print(‘first date in data:’,data[‘InvoiceDate’].min())n”, “print(‘last date in data:’,data[‘InvoiceDate’].max())”
]
}, {
“cell_type”: “markdown”, “id”: “aadfb567”, “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”: 7, “id”: “c2bf89e6”, “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 Salesn”, “0 2010-12-01 54818.08n”, “1 2010-12-02 47570.53n”, “2 2010-12-03 41308.69n”, “3 2010-12-05 25853.20n”, “4 2010-12-06 53322.12”
]
}, “execution_count”: 7, “metadata”: {}, “output_type”: “execute_result”
}
], “source”: [
“# drop negative sales quantitiesn”, “data = data.loc[(data[‘Quantity’] > 0) & (data[‘Country’] == ‘United Kingdom’)]n”, “# create the Sales columnn”, “data[‘Sales’] = data[‘Quantity’]*data[‘UnitPrice’]n”, “# aggregate the dataframe to the daily leveln”, “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 rowsn”, “tbl.head()”
]
}, {
“cell_type”: “code”, “execution_count”: 8, “id”: “68036f35”, “metadata”: {}, “outputs”: [
- {
- “data”: {
- “text/plain”: [
“(305, 2)”
]
}, “execution_count”: 8, “metadata”: {}, “output_type”: “execute_result”
}
], “source”: [
“tbl.shape”
]
}, {
“cell_type”: “code”, “execution_count”: 9, “id”: “503b99f1”, “metadata”: {}, “outputs”: [
- {
“name”: “stdout”, “output_type”: “stream”, “text”: [
“first date in data: 2010-12-01 00:00:00n”, “last date in data: 2011-12-09 00:00:00n”
]
}
], “source”: [
“print(‘first date in data:’,tbl[‘DateTime’].min())n”, “print(‘last date in data:’,tbl[‘DateTime’].max())”
]
}, {
“cell_type”: “markdown”, “id”: “e93db3e5”, “metadata”: {}, “source”: [
“It is possible that after making this aggregation to the daily level, some date observations in the range are missing. Some forecasting libraries will process missing data for you automatically, but because scalecast mixes so many model concepts, it is necessary to have every possible date in a given range represented. If we run the code below, we will limit the dataframe to only days and any missing dates will have their sales filled with 0.”
]
}, {
“cell_type”: “code”, “execution_count”: 10, “id”: “7b773ff0”, “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 Salesn”, “0 2010-12-01 54818.08n”, “1 2010-12-02 47570.53n”, “2 2010-12-03 41308.69n”, “3 2010-12-04 0.00n”, “4 2010-12-05 25853.20”
]
}, “execution_count”: 10, “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”: “587da7d8”, “metadata”: {}, “source”: [
“Let’s see how that looks plotted.”
]
}, {
“cell_type”: “code”, “execution_count”: 11, “id”: “df36cd68”, “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”: “b285933a”, “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”: 12, “id”: “bd615c23”, “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 Salesn”, “373 2011-12-09 196134.1”
]
}, “execution_count”: 12, “metadata”: {}, “output_type”: “execute_result”
}
], “source”: [
“full_data.sort_values([‘Sales’],ascending=False).head(1)”
]
}, {
“cell_type”: “markdown”, “id”: “e6b1502f”, “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”: “69dfdfd6”, “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”: 13, “id”: “e89e1d0e”, “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”: “bae3e263”, “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 do a very simple mitigation strategy – cap the outlier at the next highest value.”
]
}, {
“cell_type”: “code”, “execution_count”: 14, “id”: “88128530”, “metadata”: {}, “outputs”: [], “source”: [
“full_data.iloc[-1,1] = full_data.iloc[:-1,:][‘Sales’].max()”
]
}, {
“cell_type”: “markdown”, “id”: “2c1353b0”, “metadata”: {}, “source”: [
“Let’s now try to get a better idea of how the data is distributed.”
]
}, {
“cell_type”: “code”, “execution_count”: 15, “id”: “6c7f60b8”, “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>24021.396541</td>n”, ” </tr>n”, ” <tr>n”, ” <th>std</th>n”, ” <td>19121.458716</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>108579.940000</td>n”, ” </tr>n”, ” </tbody>n”, “</table>n”, “</div>”
], “text/plain”: [
” Salesn”, “count 340.000000n”, “mean 24021.396541n”, “std 19121.458716n”, “min 0.000000n”, “25% 12518.370000n”, “50% 21182.990000n”, “75% 31394.397500n”, “max 108579.940000”
]
}, “execution_count”: 15, “metadata”: {}, “output_type”: “execute_result”
}
], “source”: [
“full_data.describe()”
]
}, {
“cell_type”: “code”, “execution_count”: 16, “id”: “eda79d3f”, “metadata”: {}, “outputs”: [
- {
- “data”: {
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”, “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”: “7dd4d0a4”, “metadata”: {}, “source”: [
“The remaining data looks somewhat normally distributed with a slight right skew.”
]
}, {
“cell_type”: “markdown”, “id”: “76790376”, “metadata”: {}, “source”: [
“## Forecast with Scalecastn”, “[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”: 17, “id”: “e408a32e”, “metadata”: {}, “outputs”: [
- {
- “data”: {
- “text/plain”: [
“Forecaster(n”, ” DateStartActuals=2011-01-04T00:00:00.000000000n”, ” DateEndActuals=2011-12-09T00:00:00.000000000n”, ” Freq=Dn”, ” ForecastLength=0n”, ” Xvars=[]n”, ” Differenced=0n”, ” TestLength=1n”, ” ValidationLength=1n”, ” ValidationMetric=rmsen”, ” ForecastsEvaluated=[]n”, ” CILevel=0.95n”, ” BootstrapSamples=100n”, ” CurrentEstimator=Nonen”, “)”
]
}, “execution_count”: 17, “metadata”: {}, “output_type”: “execute_result”
}
], “source”: [
“f = Forecaster(y=full_data[‘Sales’],current_dates=full_data[‘DateTime’])n”, “f”
]
}, {
“cell_type”: “markdown”, “id”: “c5d59348”, “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”: 18, “id”: “a71a648f”, “metadata”: {}, “outputs”: [], “source”: [
“f.set_test_length(30)”
]
}, {
“cell_type”: “markdown”, “id”: “81b5aff1”, “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”: 19, “id”: “8d21548f”, “metadata”: {}, “outputs”: [
- {
- “data”: {
“image/png”: 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”, “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”: 20, “id”: “ca2e1d81”, “metadata”: {}, “outputs”: [
- {
- “data”: {
“image/png”: 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”, “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”: 21, “id”: “fa2956d6”, “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”: 22, “id”: “4ac929fd”, “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”: “d02b6b26”, “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”: “963236a0”, “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”: 23, “id”: “f8a61fef”, “metadata”: {}, “outputs”: [
- {
“name”: “stdout”, “output_type”: “stream”, “text”: [
“series might not be stationaryn”
]
}
], “source”: [
“isstationary = f.adf_test(quiet=False)”
]
}, {
“cell_type”: “markdown”, “id”: “ab3e7be1”, “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”: 24, “id”: “334b6bc0”, “metadata”: {}, “outputs”: [
- {
- “data”: {
“image/png”: 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n”, “text/plain”: [
“<Figure size 1080x504 with 1 Axes>”
]
}, “metadata”: {}, “output_type”: “display_data”
}
], “source”: [
“f.plot_acf(diffy=1,train_only=True,lags=30)n”, “plt.show()”
]
}, {
“cell_type”: “code”, “execution_count”: 25, “id”: “f60661d7”, “metadata”: {}, “outputs”: [
- {
- “data”: {
“image/png”: 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n”, “text/plain”: [
“<Figure size 1080x504 with 1 Axes>”
]
}, “metadata”: {}, “output_type”: “display_data”
}
], “source”: [
“f.plot_pacf(diffy=1,train_only=True,lags=30)n”, “plt.show()”
]
}, {
“cell_type”: “code”, “execution_count”: 26, “id”: “fbcfeed4”, “metadata”: {}, “outputs”: [
- {
- “data”: {
“image/png”: 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”, “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”: “b3e0a257”, “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”: 27, “id”: “c3e6a472”, “metadata”: {}, “outputs”: [
- {
“name”: “stdout”, “output_type”: “stream”, “text”: [
“plot_acfn”, “plot_pacfn”, “plot_periodogramn”, “seasonal_decomposen”, “plotn”, “plot_test_setn”, “plot_fittedn”
]
}
], “source”: [
“print(*f.get_funcs(‘plotter’),sep=’\n’)”
]
}, {
“cell_type”: “markdown”, “id”: “337480be”, “metadata”: {}, “source”: [
“All setter functions:”
]
}, {
“cell_type”: “code”, “execution_count”: 28, “id”: “e5d1518e”, “metadata”: {}, “outputs”: [
- {
“name”: “stdout”, “output_type”: “stream”, “text”: [
“set_last_future_daten”, “set_test_lengthn”, “set_validation_lengthn”, “set_cileveln”, “set_bootstrap_samplesn”, “set_estimatorn”, “set_validation_metricn”
]
}
], “source”: [
“print(*f.get_funcs(‘setter’),sep=’\n’)”
]
}, {
“cell_type”: “markdown”, “id”: “565b8119”, “metadata”: {}, “source”: [
“All getter functions:”
]
}, {
“cell_type”: “code”, “execution_count”: 29, “id”: “fa51ffe3”, “metadata”: {}, “outputs”: [
- {
“name”: “stdout”, “output_type”: “stream”, “text”: [
“get_regressor_namesn”, “get_freqn”
]
}
], “source”: [
“print(*f.get_funcs(‘getter’),sep=’\n’)”
]
}, {
“cell_type”: “markdown”, “id”: “cd0a79b3”, “metadata”: {}, “source”: [
“### HWESn”, “[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 adding 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”: 30, “id”: “04f1f3a1”, “metadata”: {}, “outputs”: [], “source”: [
“f.generate_future_dates(30)”
]
}, {
“cell_type”: “markdown”, “id”: “e6dbbb44”, “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”: 31, “id”: “cf9269a8”, “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”: “54cf19c7”, “metadata”: {}, “source”: [
“We can view the results of the model by plotting the test-set predictions with the actual test-set observations, setting ci=True to show 95% confidence intervals. Any confidence level can be set by using f.setcilevel(…). The intervals are evaluated with bootstrapping on the fitted values, and could be different than what is returned from the underlying statsmodels function. This is to make all forecast comparisons consistent across all model types. If the forecast shows tight confidence intervals but is less accurate on the test set, this is a good indication that your model is overfit.”
]
}, {
“cell_type”: “code”, “execution_count”: 32, “id”: “5f818993”, “metadata”: {}, “outputs”: [
- {
- “data”: {
“image/png”: 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”, “text/plain”: [
“<Figure size 1080x504 with 1 Axes>”
]
}, “metadata”: {}, “output_type”: “display_data”
}
], “source”: [
“f.plot_test_set(ci=True)”
]
}, {
“cell_type”: “markdown”, “id”: “863186bf”, “metadata”: {}, “source”: [
“We can see the models’ performance over the 30-day forecast horizon as well:”
]
}, {
“cell_type”: “code”, “execution_count”: 33, “id”: “9497ccca”, “metadata”: {}, “outputs”: [
- {
“name”: “stdout”, “output_type”: “stream”, “text”: [
“hwes LevelTestSetRMSE: 26632.18122292257n”, “hwes_seasonal LevelTestSetRMSE: 17553.38088237295n”
]
}, {
- “data”: {
“image/png”: 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”, “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”: “afc7bd35”, “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. These functions should 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”: 34, “id”: “c4edab30”, “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 optimizedn”, “smoothing_level 0.111071 alpha Truen”, “smoothing_trend 0.000100 beta Truen”, “smoothing_seasonal 0.197540 gamma Truen”, “initial_level 22137.727000 l.0 Truen”, “initial_trend 190.311940 b.0 Truen”, “initial_seasons.0 31545.165000 s.0 Truen”, “initial_seasons.1 -1669.115200 s.1 Truen”, “initial_seasons.2 -911.148380 s.2 Truen”, “initial_seasons.3 1028.341700 s.3 Truen”, “initial_seasons.4 -20410.079000 s.4 Truen”, “initial_seasons.5 -10495.992000 s.5 Truen”, “initial_seasons.6 912.828050 s.6 True”
]
}, “execution_count”: 34, “metadata”: {}, “output_type”: “execute_result”
}
], “source”: [
“f.export_summary_stats(model=’hwes_seasonal’)”
]
}, {
“cell_type”: “markdown”, “id”: “6e4b3d32”, “metadata”: {}, “source”: [
“### ARIMAn”, “[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, as well as a 1,1,1 x 0,1,1, ordered model. The seasonal period will be 7 periods–one week.”
]
}, {
“cell_type”: “code”, “execution_count”: 35, “id”: “079589da”, “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”: “cb5353b2”, “metadata”: {}, “source”: [
“We can view the results of the model by plotting the test-set predictions with the actual test-set observations.”
]
}, {
“cell_type”: “code”, “execution_count”: 36, “id”: “4b163ce1”, “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”: “9cb29f2b”, “metadata”: {}, “source”: [
“Those ARIMA model with MA terms appears to capture the daily trend fairly well. Not so much for the other ARIMA model. Let’s see how they look into future periods compared to the HWES models previously evaluated.”
]
}, {
“cell_type”: “code”, “execution_count”: 37, “id”: “df35d3e5”, “metadata”: {}, “outputs”: [
- {
“name”: “stdout”, “output_type”: “stream”, “text”: [
“hwes LevelTestSetRMSE: 26632.18122292257n”, “hwes_seasonal LevelTestSetRMSE: 17553.38088237295n”, “arima LevelTestSetRMSE: 57993.41347564867n”, “arima_ma_terms LevelTestSetRMSE: 19141.033793053757n”
]
}, {
- “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”: “47ab065d”, “metadata”: {}, “source”: [
“The ARIMA model without MA terms, as well as the hwes model without seasonality, is the worst performing models we have evaluated, using the test-set RMSE as our comparison metric. Let’s delete both of them from memory.”
]
}, {
“cell_type”: “code”, “execution_count”: 38, “id”: “b451f5de”, “metadata”: {}, “outputs”: [], “source”: [
“f.pop(‘arima’,’hwes’)”
]
}, {
“cell_type”: “markdown”, “id”: “657eedb1”, “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”: 39, “id”: “a050d7d0”, “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>|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>1.740000e-02</td>n”, ” <td>6.300000e-02</td>n”, ” <td>2.760000e-01</td>n”, ” <td>0.782</td>n”, ” <td>-1.060000e-01</td>n”, ” <td>1.410000e-01</td>n”, ” </tr>n”, ” <tr>n”, ” <th>ma.L1</th>n”, ” <td>-8.563000e-01</td>n”, ” <td>4.200000e-02</td>n”, ” <td>-2.052700e+01</td>n”, ” <td>0.000</td>n”, ” <td>-9.380000e-01</td>n”, ” <td>-7.750000e-01</td>n”, ” </tr>n”, ” <tr>n”, ” <th>ma.S.L7</th>n”, ” <td>-8.304000e-01</td>n”, ” <td>2.600000e-02</td>n”, ” <td>-3.227600e+01</td>n”, ” <td>0.000</td>n”, ” <td>-8.810000e-01</td>n”, ” <td>-7.800000e-01</td>n”, ” </tr>n”, ” <tr>n”, ” <th>sigma2</th>n”, ” <td>1.572000e+08</td>n”, ” <td>1.780000e-10</td>n”, ” <td>8.810000e+17</td>n”, ” <td>0.000</td>n”, ” <td>1.570000e+08</td>n”, ” <td>1.570000e+08</td>n”, ” </tr>n”, ” </tbody>n”, “</table>n”, “</div>”
], “text/plain”: [
” coef std err z P>|z| [0.025 \n”, “ar.L1 1.740000e-02 6.300000e-02 2.760000e-01 0.782 -1.060000e-01 n”, “ma.L1 -8.563000e-01 4.200000e-02 -2.052700e+01 0.000 -9.380000e-01 n”, “ma.S.L7 -8.304000e-01 2.600000e-02 -3.227600e+01 0.000 -8.810000e-01 n”, “sigma2 1.572000e+08 1.780000e-10 8.810000e+17 0.000 1.570000e+08 n”, “n”, ” 0.975] n”, “ar.L1 1.410000e-01 n”, “ma.L1 -7.750000e-01 n”, “ma.S.L7 -7.800000e-01 n”, “sigma2 1.570000e+08 “
]
}, “execution_count”: 39, “metadata”: {}, “output_type”: “execute_result”
}
], “source”: [
“f.export_summary_stats(model=’arima_ma_terms’)”
]
}, {
“cell_type”: “markdown”, “id”: “7a95d4e4”, “metadata”: {}, “source”: [
“### MLRn”, “[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 similarly to the ARIMA model in that it tries to find a linear relationship between all these components and the future. Unlike ARIMA, it makes the assumption that the errors in each time period are independent of one another. 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 add 28 lags to make sure we are capturing all statistically signficant terms, according to the ACF and PACF plots we viewed earlier.”
]
}, {
“cell_type”: “code”, “execution_count”: 40, “id”: “224ceeef”, “metadata”: {}, “outputs”: [], “source”: [
“f.add_ar_terms(28) # 1-28 lags”
]
}, {
“cell_type”: “markdown”, “id”: “36b4a138”, “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”: 41, “id”: “ce1fa510”, “metadata”: {}, “outputs”: [], “source”: [
“f.diff()”
]
}, {
“cell_type”: “markdown”, “id”: “3c921d1a”, “metadata”: {}, “source”: [
“We can confirm the first-differenced data’s (probable) stationarity with another ADF test.”
]
}, {
“cell_type”: “code”, “execution_count”: 42, “id”: “926b9fb0”, “metadata”: {}, “outputs”: [
- {
“name”: “stdout”, “output_type”: “stream”, “text”: [
“series appears to be stationaryn”
]
}
], “source”: [
“isstationary = f.adf_test(quiet=False)”
]
}, {
“cell_type”: “markdown”, “id”: “9d2a435b”, “metadata”: {}, “source”: [
“Let’s plot its first difference.”
]
}, {
“cell_type”: “code”, “execution_count”: 43, “id”: “5cc36ee0”, “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”: “3b8c4413”, “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 the 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 dummy variables using dummy=True and specifying the drop_first parameter; or we can just use the raw 0-6 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”: 44, “id”: “69075609”, “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”: “87ddcf74”, “metadata”: {}, “source”: [
“Let’s also add a time trend.”
]
}, {
“cell_type”: “code”, “execution_count”: 45, “id”: “c9cd15eb”, “metadata”: {}, “outputs”: [], “source”: [
“f.add_time_trend()”
]
}, {
“cell_type”: “markdown”, “id”: “50772406”, “metadata”: {}, “source”: [
“All options for adding regressors are:”
]
}, {
“cell_type”: “code”, “execution_count”: 46, “id”: “d6e24954”, “metadata”: {}, “outputs”: [
- {
“name”: “stdout”, “output_type”: “stream”, “text”: [
“add_ar_termsn”, “add_AR_termsn”, “add_seasonal_regressorsn”, “add_time_trendn”, “add_other_regressorn”, “add_covid19_regressorn”, “add_combo_regressorsn”, “add_poly_termsn”, “add_exp_termsn”, “add_logged_termsn”, “dd_pt_termsn”, “add_diffed_termsn”, “add_lagged_termsn”
]
}
], “source”: [
“print(*f.get_funcs(‘adder’),sep=’\n’)”
]
}, {
“cell_type”: “markdown”, “id”: “585a8762”, “metadata”: {}, “source”: [
“Let’s see what calling our object now that we have evaluated some models looks like.”
]
}, {
“cell_type”: “code”, “execution_count”: 47, “id”: “3a02b450”, “metadata”: {}, “outputs”: [
- {
- “data”: {
- “text/plain”: [
“Forecaster(n”, ” DateStartActuals=2011-01-04T00:00:00.000000000n”, ” DateEndActuals=2011-12-09T00:00:00.000000000n”, ” Freq=Dn”, ” ForecastLength=30n”, ” 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=1n”, ” TestLength=30n”, ” ValidationLength=1n”, ” ValidationMetric=rmsen”, ” ForecastsEvaluated=[‘hwes_seasonal’, ‘arima_ma_terms’]n”, ” CILevel=0.95n”, ” BootstrapSamples=100n”, ” CurrentEstimator=ariman”, “)”
]
}, “execution_count”: 47, “metadata”: {}, “output_type”: “execute_result”
}
], “source”: [
“f”
]
}, {
“cell_type”: “markdown”, “id”: “e53f24e9”, “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”: “02bc7707”, “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 in case we want to run multiple models of the same class”
]
}, {
“cell_type”: “code”, “execution_count”: 48, “id”: “e7444de6”, “metadata”: {}, “outputs”: [], “source”: [
“f.set_estimator(‘mlr’)n”, “f.manual_forecast(normalizer=None,Xvars=None)”
]
}, {
“cell_type”: “markdown”, “id”: “3382e7c7”, “metadata”: {}, “source”: [
“The way the forecasting mechanism works for all Scikit-learn models, including MLRk (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.n”, “n”, “Like the ARIMA model, we can see its performance on the test set. “
]
}, {
“cell_type”: “code”, “execution_count”: 49, “id”: “d5579a6a”, “metadata”: {}, “outputs”: [
- {
- “data”: {
“image/png”: 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yyqtw0UUX4He/+03os5ZVwdVX/3yG9pQgCIIgCGLqKOWRYkeCmDEoeExB8fAv1/6jnqv7d272VP3dNHU4Dku0D4ce+lwsWbIUANDbOw/HH/8SAMCSJUsxPj4W+uxRRx2TaN0EQRAEQRCzDU6GOQQx41DNY5timuG43zCMmp/N5XL7e3cIgiAIgiD2K36rjhneEYI4gKHgkSAIgiAIgpj1uCpqpOjxQGCiZOPpHaMzvRtEBAoeCYIgCIIgiFkPKY8HFn96cCe+8b8PUpryLINqHtuQF73oeLzoRX4fxxtu+KX69wc/+NHY/xMEQRAEQbQz3LOHoGDiwKBsuXBcBg5Am+mdIRSkPBIEQRAEQRCzHlcZ5szwjhAtwXGpNctshIJHgiAIgiAIYtYj01YpmDgwoMmC2QkFjwRBEARBEMSsxw8eZ3hHiJbgkvI4K6HgkSAIgiAIgpj1MKlEzfB+EK3BYWSQNBtpuWHOz3/+c1x99dXq5x07duC0005DqVTC/fffj0KhAAA4++yzcdJJJ2HdunW4+OKLUalU8KY3vQmf/vSnAQBPPPEEzjvvPExMTOD444/HBRdcANM0sWvXLpx77rkYGhrCIYccgksuuQSdnZ2tPkyCIAiCIAhiGlHBIylRBwSkPM5OWq48nnHGGbj55ptx880345JLLsGCBQtw9tlnY8OGDbj66qvV30466SSUy2V8/vOfxxVXXIHbbrsNGzZswJ133gkAOPfcc3H++efjjjvuAOcc119/PQDgggsuwLvf/W7cfvvtOOaYY3DFFVe0+hAJgiAIgiCIacZv1UHBxIEA1TzOTma0VceXv/xlfPrTn0Y+n8euXbtw/vnnY9euXTjppJNw9tln45FHHsGqVauwYsUKAMCaNWtw++2347DDDkO5XMZxxx0HAFi7di2+853v4IwzzsD69evxve99T/3+H/7hH3DuuedO636bI/dCs6evaalh6tAcBp7phTPvJdOyzle+8njcddd9dT+zffs2fP3rF2JsbBS9vfNw7rmfx8qVq+A4Dk455e9x0EHL1WevvPIq7Ny5HV/84ufBOcM553wOz3/+sWCM4d/+7dO48MJvIJfLxW5n3bq7cNVVP8LkZAmMuTjxxNfigx/8KHRdx5VX/gAAtRQhCIIgCKI+TLXqmNn9IFqD65LSPBuZseBx3bp1KJfLeNOb3oTt27fjhBNOwFe+8hV0dHTgox/9KG644QZ0dHRg0aJFapnFixejv78fAwMDod8vWrQI/f39GB4eRldXF0zTDP1+utHsUfDcwmlbHzd0cINBq+ydtnU2w0UXXYA1a96KU05Zgw0bHsUXv/g5/PjH1+DppzfhmGOej0svvTz0+Ztu+gXe+97346CDDsJVV/0Yz3/+sbjttl/ida87qWbgeM8963DZZd/AN7/5XaxcuQqVShlf/OLncOWVP8CHP/yxVhwmQRAEQRBzAHJbPbCQrTqo5nF2MWPB47XXXov3v//9AIAVK1YotRAA3vve9+Kmm27CG9/4xqrlNE2LfWjU+31SFizoCv08MKDDNP0MX8PUwY3pzfg1DB2aqYOb9dd7//334cc/vhKcc+zcuQOve93fo7OzG3/+8x/BOcell34XCxYsAACYpo7//u//xGOPPYo9e/bg9NPfidNPf4da16ZNG3HSSW+Aaeo47rhjMTQ0iP7+XXjqqScwMjKCj370LADAxz/+//CiF70Y2WwWrmvDti1ksxk4joU77/wDvvnNb0PX4/f7qqt+hA9+8CM49NBDvH3qwL/92+exZcsWmKYOXdfUvkbRdR2LFnUnPpdzgQP1uIlk0HVCNIKuESIJs/16yWQMAEB3d37W7+tcpZXn3TDF993X14nerniRgmg9MxI8WpaF9evX42tf+xoAYOPGjdiyZQtOPvlkAGJGyTRNLFmyBHv3+mrcwMAAFi9eXPX7wcFBLF68GH19fZiYmIDrujAMQ/0+KUNDE6ooGwAYY3Acpn7WHAZusLhFU2EYOlyXQXPC24nDdRkee2wDrrrqOvT2zsOaNSfh4x//FH74w6tw0UUX4I47bsc73vEuAIDjMDDGUS5XcPXVP1e/kxxxxGrcfvuvsWbNW3HfffdidHQUAwODYIzjVa96Nc4660PYtGkjzjnn/+GnP70Ob33rGbjwwi/CdR2ce+7ncc01V2Pt2neAMXGO4njqqY1Yvfro0Hb7+hahr2+R2r/ofkkYYxgcHE92MucAixZ1H5DHTSSDrhOiEXSNEEloh+ulVLYBAKOj5Vm/r3ORVl8jkyULALB37wQs799Ea9B1rUpMU39r8b4AEMHic57zHHR0dAAQweJFF12E0dFR2LaN6667DieddBKOPfZYbN68GVu3boXrurj11ltx4oknYvny5cjlcrj//vsBADfddBNOPPFEZDIZHH/88bjttttCv59rHHroc7FkyVLk83n09s7D8ceLOsklS5ZifHys6vNHHXVM7Hq+8IUv4847/4B//Md3Yf36v+Gwww5HJpPBW9/6drz//R+Gpmk44ojVOOqoo/Hoow9h6dKluPzy/8L3v/8j9PUtxBNPPI5jj30hvvrV8/Fv//ZpbNjwaNU2NE2n9BKCIAiCIKYMua0eWLj0fc9KZiR43L59O5YuXap+Xr16NT7ykY/gXe96F0499VQceeSRePOb34xcLoevfe1r+MQnPoFTTjkFhx56qEplveSSS3DxxRfjTW96E0qlEt73vvcBAL70pS/h+uuvxymnnIL77rsPn/rUp2biEPcrsqZTYhhG3c/Xqkd0XQcXX/xN/OQn/4uPfvTj2L17N5YtOwi33/4r7Ny5Q31OKsFBfvKTK/GP//gB/OY3t2HVqkPwr//6BVx++WVV21i9+kg8+eTjod9t27YVX/3qF+vuM0EQBEEQRBDq83hg4bjU53E2MiNpq6eccgpOOeWU0O/e85734D3veU/VZ1/2spfhlltuqfr96tWrccMNN1T9fvny5bjqqqumb2fnMD/4wffw939/Ml73utfjl7+8CatXH4ne3nl4+ulN2LDhUZxzzmexbdsWbNr0FI499oVquZ07d2BsbBSrVx+FRx99BKZpQtd1WFalahvvfvf7cOmlX8cxx7wAK1asxOTkJC6//DIcdtgRrTxUgiAIgiDaHBlEUKuOAwOXUZ/H2ciMtuogZpaPfeyTuPDCL+FHP/ovLFq0CF/4wpcBAO9//4dw8cVfwXvf+w5omobzzrsAHR2darkrr/yBaq3x939/Ej772c/gtttuxUc+8s9V2zjhhJfjIx/5Z3zpS5+D6zK4roPXvvb1eP/7P9ySYyQIgiAIYm6g/BUoljgg8Ft1zPCOECE0TuF8FVHDnD17tmLp0lXq5/3R59Gd5j6Pc4HoeT9QaAfTAmLmoeuEaARdI0QS2uF6+Y//fRBPbB3Ge99wBF77ooNnencOOFp9jXzuv+5B/75JfOOfXoaF8wot2y5R3zCHlMcUTHeAx029ocsqQRAEQRDEgYyc2KcauAMDV/Z5nOH9IMLMiGEOQRAEQRAEQSRB1jpS0tyBAbmtzk4oeCQIgiAIgiBmPX6rjhneEaIlSOWRvu/ZBQWPTUKzHq2FzjdBEARBEEGU8jjD+0G0Bscl5XE2QsFjE5hmFsXiGF28LYJzjmJxDKaZneldIQiCIAhilqDMVmk8dkDgUo3rrIQMc5pg/vxFGB4exMTEyH5Zv67rvv00AUAE7PPnL5rp3SAIgiAIYpbgUtrqAYXjUp/H2QgFj01gGCYWLly239bfDvbYBEEQBEEQMwknw5wDBs45TRbMUihtlSAIgiAIgpj1yJpHRtHEnMcN5KrSZMHsgoJHgiAIgiAIYtbDqPjtgCEcPM7gjhBVUPBIEARBEARBzHrIQOXAQbbpAEhpnm1Q8EjEsmNwAsPjlZneDYIgCIIgCABU83gg4ZDyOGuh4JGI5fs3bcDNdz0707tBEARBEAQBwFccKZiY+7gu1TzOVih4JGIpWy4sm9qHEARBEAQxO/DdNymYmOtQ2urshYJHIhbHZXSzEgRBEAQxa2BU83jAQGmrsxcKHolYHJfTzUoQBEEQxKzBVxxpgDLXCSqPpDTPLih4JGJxXUaPZoIgCIIgZg3UNP7AIdiqox2VZs45/vZ4/5xsL0PBIxGLUB7n3gVPEARBEER7IstpqKxm7uO0uWHOs7vH8INbHsPGbcMzvSvTDgWPRBWMcTBOaasEQRAEQcwemJfJSOOTuY/LgmmrM7gjKalYLgDAdttw5xtAwSNRhbxh23GmhyAIgiCIuQn1eTxwaHflUe7/XFTJKXgkqpAX/By83gmCIAiCaFOo5vHAIag8tmPZoOMZ/vB23PkGUPBIVOGyuTtbQhAEQRBE+xEck9DwZO7T/sqjCB7n4liagkeiCjVbMveud4IgCIIg2hDG2juYIJLhuu09WeAHjzO8I/sBCh6JKvzgcQ5e8QRBEARBtB2MmsYfUIQNc9rvC1c1j3MweqTgkajCdakgnSAIgiCI2UMw/Y86Uc99gspjO8ZflLZKHFDMZamdIAiCIIj2IyBEgWLHuY8ciwLtKWY4jjeWnoODaQoeiSocUh4JgiAIgphFhA1zaHwy13GDacozuB9pceawMzAFj0QVTmh6jyAIgiAIYmYJKjhzUMwhIswZ5bEN970RFDwSVbiqsekM7whBEARBEARIeTzQcEOTBe33fdtU80gcSLjktkoQBEEQxCyC3FYPLNw2/76V+eQcVGIoeCSqmMt52gRBEARBtB+h4LEtq+CIJLR72qo9h80nKXgkqqA+jwRBEARBzCbCaaszuCNESwi26mjH71tm8ZHbKnFAQDWPBEEQBEHMJoJjEprcnvsEzRvbsW6Qah6JAwpSHgmCIAiCmE20ew0ckYz2Vx7nbgkYBY9EFc4cvuAJgiAIgmg/eJu7bxLJCAeP7fd9k/JIHFDIVIF2vFkJgiAIgph7zMVBOFEblwUNc2ZwR1Ki+jzOwRowCh6JKqjmkSAIgiCI2US471/rtssYx+U3Poqnd4y2bqMEHJfD0DUA7SlmyM4Fc3HSg4JHogrV55GssAmCIAiCmAWE3VZbNz6ZrDh44KlBbNo50rJtEkJ5zJgiTGlHMYOUR+KAgvo8EgRBEAQxm+As8O8Wjk/mcsuF2YzjcpiGCFPaU3mkPo/EAQS5rRIEQRAE0Qqe2j6CX/9ta8PPzZTyKI1P3LkYBcxiXMaV8tiOw1HHkUJMG+58Ayh4JKogt1WCIAiCIFrB357ox21/bRw8zlSrDuUDQcFjS3FchsxcUB7n4HVDwSNRhUvKI0EQBEEQLYAx3pSpyEwrj3PR+GQ24zIOcw7UPM7Fy8aciY2+733vw9DQEExTbP4rX/kKtm3bhu9///uwbRtnnXUW3vOe9wAA1q1bh4svvhiVSgVvetOb8OlPfxoA8MQTT+C8887DxMQEjj/+eFxwwQUwTRO7du3Cueeei6GhIRxyyCG45JJL0NnZOROH2baQ8kgQBEEQRCtwGUegK0NNgn0eWzk8kcojpa22FjeoPLahgaMzhycdWq48cs7x7LPP4uabb1b/LV26FJdddhmuueYa3Hzzzbjuuuvw9NNPo1wu4/Of/zyuuOIK3HbbbdiwYQPuvPNOAMC5556L888/H3fccQc457j++usBABdccAHe/e534/bbb8cxxxyDK664otWH2Pb4Rb5z74InCIIgCGL2wBhvSkkMt+qYAeWRgseW4jAO05StOmZ4Z1LgzOF055YHj88++yw0TcOHP/xhvOUtb8HVV1+NdevW4YQTTsC8efPQ0dGBk08+GbfffjseeeQRrFq1CitWrIBpmlizZg1uv/127Ny5E+VyGccddxwAYO3atbj99tth2zbWr1+Pk08+OfR7Ihl+2uoM7whBEARBEHMaxpOlrRq6NiNuq6Q8thbX5e1d80jK4/QxNjaGl73sZfje976HH//4x7j22muxa9cuLFq0SH1m8eLF6O/vx8DAQFO/X7RoEfr7+zE8PIyuri6VDit/TyRDpmi0Y5oAQRAEQRDtA2sybVV+xjC0Gal55E3sIzF9uC5DxjQAtGnNo1Qe23DfG9HymscXvvCFeOELXwgA6OjowOmnn46LL74Y//RP/xT6nKbFPxzS/D4pCxZ0JV5mqixa1N3ybdbCyIibVdO0WbVfBxJ03olmoOuEaARdI0QSZuJ6MTMGGOcNt929axwAkDF0ZDJGy/a1c7AIAMjmTLqfkOwaGdg3ia9ceQ8u+MjLsKC3kGxDuoauziwAoKMj23bnXiqPuTl43bQ8eLzvvvtg2zZe9rKXARBS9PLly7F37171mYGBASxevBhLlixp6veDg4NYvHgx+vr6MDExAdd1YRiG+n1ShoYmWpqjvGhRNwYHx1u2vUYUJy0A4sKfTft1oDDbrgdidkLXCdEIukaIJMzU9VIq2QCAgYGxuhP+wyOTAMTEdqXitGxfh4ZE8FicrBzw91PSa+TBpwaxdc84Ht80iNWr5ifaVqXiwHVcAMDERHude8a5SnMuTlptte8SXddqimktT1sdHx/HN77xDVQqFUxMTOD//u//8B//8R/461//in379qFUKuE3v/kNTjzxRBx77LHYvHkztm7dCtd1ceutt+LEE0/E8uXLkcvlcP/99wMAbrrpJpx44onIZDI4/vjjcdttt4V+TyTDJbdVgiAIgiBagBxkN6oNUzWPRmtrHqWJINU8Jmey7AAA3BRfmMs4TEOHhvareZR1skDYJXiu0HLl8bWvfS0efvhhvPWtbwVjDO9+97vx4he/GJ/+9Kfxvve9D7Zt4/TTT8cLXvACAMDXvvY1fOITn0ClUsGrX/1qvPGNbwQAXHLJJTjvvPNQLBZx1FFH4X3vex8A4Etf+hI++9nP4vvf/z6WLVuGSy+9tNWH2PY41OeRIAiCIIgWIINCxgCjjqQhM8JMXW/p+MRx5q5r5v5msixU5TQBlOMyGLoGTdOS1w1yDnAL0HOJtzsd2E7QGXhGdmG/MiN9Hj/1qU/hU5/6VOh3a9aswZo1a6o++7KXvQy33HJL1e9Xr16NG264oer3y5cvx1VXXTVt+3og4pDbKkEQBEEQLYA1qzwyX3lspXeN376shRudIxSl8pji5CnlUUshZrhFGOVdcLuOSLzd6cAJOEDNRSGm5WmrxOzHYTJtde5d8ARBEARBzB5Yk2OOYKuOVprBOw6lraZFpq2mUW0dlyvlMelwVAMDWCXxNqcLec0A1KqDOECgPo8EQRAEQbQCVfPYQE6U8YfR6rTVOdzsfX9TrIi01TQBlMsYTEOHnkZ55BzgduJtThdO4FqZi9cNBY9EFdTnkSAIgiCIVqBqHpOkrbZSeZTN3udgELC/mZxK2qrLYRjplEdghoPHkPI4Y7ux36DgkajCUfUHM7wjBEEQBEHMaZLWPJp6fF/v/YUMHiltNTnFcjrlkXutLkTaahrlkkNjUwge3UnALaZe3Am4rc7FSQcKHokqyG2VIAiCIIhW4Kqax/qfC9Y8trRVh9tccEtUk7bm0VUqsz4F5dFJXX+l26PQrX2plgX8awaYm9cNBY9EFVTzSBAEQRBEK1DKY4MAw+/zqLe0rIbSVtOTNm1Vlk+ZhjaFmkcGpPXl5QyYgnIZVB7n4liagkeiCjljQsojQRAEQRD7ExlXNHRbZTOlPFLaalpkq47EnTY89yRD170+j8nPvcZdgLuJlxMw0ScyJaG01Tk4lqbgkaiC+jwSBEEQBNEK3GaVx1DwSG6rsx3LdlMH3k5AeRR9HpNunQOYWvCoTcFwRx63oWtz8rqh4JGowmmyeJ0gCIIgCGIqME9lapRgqFp1GDopj22AVB2BKdQ8qj6PyQ1zxBWVNm11aoY7MvjNmK1tK9MqKHgkqqCaR4IgCIIgWoEMLHiDAMNlHBoAPZX7ZnpUzSMNihIxWfaDr6TBozznpqF7bqsJN845NOaI1NU0cDalVh9y/7MZg5RHYu7DOVeFyvJngiAIgiCI/YEcWzcKzjjn0D0lqpW4lLaaiqDymNgwJ6A86qmVR2mak4bpMczJmvqcbHtHweMchXOeKvBjXHiYGbp4OM/Ba54gCIIgiFlCkppHXfX9a8WeCWxyW03FZCB4TDoeVTWDnvKYdDircSbqHVMrj+4UlUexw9mMMScVawoe5yg3/WUzvv6zBxIvF8zTBkh5JAiCIAhi/6HSVhsMN1zGoWtplaj0uFTzmIrJih98pW7VoWvQkOL7lsFjagmEQWPp+0TajrhmMqY+JycdKHicowyMlDA4Wk68nHxI+sHjtO4WQcwphscruOB/1mNkojLTu0IQBNGWuE2a9DHOoevwlKjWDU5sSltNRcgwJ6nyKFt1GGmVZgYNfArK49QMd+RYOme21typVVDwOEexHZbqQUfKI0E0z47BCWztH8fuocmZ3hWCIIi2RAYWDWseGaBr0n2zFXsmcMkwJxWTU3Fb9caihqELpTmxgii+s9SGOWCYSqsPmeqcobRVop2wHZbqgpV55hlDXBo00UYQtbFs8WKhGWmCIIh0MFXz2OBz0jAHrc2KsiltNRXFso181oCuaakNc0w9ZZ9HzsE1I3XdoqiZZKmDRxn8CsOcuXfdUPA4R7EdN53yyEh5JIhmsRwaVBAEQUwFv+axcasOpTy20M6P3FbTMVl20Jk3oevJVVs3ZJiTsuZR0wHmNP5sDBpc33QnBbbLoGsaDINqHok2wnbTKY9uoLcOQDWPBFEPUh4JgiDSwzlPWPOYUomaAqQ8pmOy7KAjn4Gua8n7PAZadaSteYRmpndM5RzQtNRpr67LYZqa15M03S7MZih4nKPYDkv1oFMOV6Q8EkRDpPI4F9NSCIIg9jfBR2ejAIMHlMdWPnNdatWRimLZFsqjpjVMSY4SFDLSuesyADrA0ymPoj+kBiC98mjq3r7PweuGgsc5iuPyxDcr4DtcUc0jQTSGlEeCIIj0BIPARo9R13Nb1VuuPDanjBJhpPJopFAe3YjymLzmkYFrBvTUvRqZSIzm6dxWHbsC02z9REeroOBxjmI7birVkNxWCaJ5bKp5JAiCSE3w2dlovME85REz1OeRJgmTMVlx0JE3oesa3KStOrx3q6m5KWseOaAZqWseAQ4NWnrDHGsCpo5U9Z7tAAWPc5T0aavU55EgmsWyaVBBEASRluCzs3HNI6jmsY0olm105GTaalLl0QseUU75fXuGOVNJW9U0aCmDT8d1YRqal3KbbhdmMxQ8zlHslLVYVcrj9O4WQcwpLEfMStKggiAIIjnBZ2fDVh1MGOboaLXySG6rSXFcBstmnttqCsMc791q8mKq1E8NDIAxpeCRI32rD9dlMHWe6tjbAQoe5yh2yjSLaJ9HSlsliNoo5ZHuE4IgiMSEax6bS1ttpfLIPDdYTROT6fSsb45iWQRtHfmMUB6TtuqQ/htsX7oaV+5OTXkEE2mvKYNH2+XI6CzVsbcDFDzOQTjnvvKYOHiM1jxO774RxFxCKo9zcWaRIAhif8OS1DyqVh2t6/MoS3myGUPsAz3rm2KyLIKuzryZyjBHChmmOwqtjtKsl3fF/l4DB9eM1GmngKyZTBc8Oi6HqTPRZmQOXjMUPM5BXMZV0Jd6tocMcwiiIVJ5pLRVgiCI5LAkaavcVx5b9ci1HbGhnDcmmouBwP4gpDzqWuJ3pKp51BxoGosfi3JXBI9xf2Neqw0N6UxvuFAeNW4lXxZ+8CiUx1SrmNVQ8DgHkTM2QPIHnRtRHuei3E4Q04VNyiNBEERqErut6oCmoWWGDLJ9mVQe23Gi8Fd/3YLf3be9pdsMKo+6niJtVSqPugYdLD4AY7aXVho36yD7NCJluw3mKZdp01aBjM6hw52T42gKHucgMmUVSD475wQaswKUtkoQ9bCoVQdBEERqktY8GpqWrnVDSmTLiJxMW23DQdH6Jwbw4Ka9Ld2mrzymc1t1GIemcehGBhqcGsqjI4LH2O+EebMMSKU8arLVR8qaSZdxmAagawx8Do4PKHicgwSDx6SDWodRn0eCaBYyzCEIgqjNnQ/txLd//nDNv6dt1dGq8bgcE7Wz8li23VBGWiuY9ILHznxG9DpMnAXHYOoAN/LQuR0bH2rc9oK7uHUHf5fi2DmbUvBou1DBYxteMg2h4HEOYk8hbZWUR2KmsGwXv75nq6p1aAfIMIcgCKI2W/aM46kdIzX/HkpbbaJVh6bJ3nmtVh69MVEbPuvLlqvMEFuFTFvt8Axz3BRpq4YOQM9Bgwsed3Fw1zPEifubn7aqJVUeOfcWNVCu2Kne767LkTE06LVU0zaHgsc5SFB5THrRUs0jMVM8sXUYP//TM9i8e3ymd6VplPLYhgMKgiCI/Y3LeGhMEiWZ8ijcVoHWTWw7bvvXPFas1iuPliPMYkxDF8F+SuURgDdZUL3/GrMAOPEXA+cANIBrKWoexec5gH/9Ocfv709YL8o5bBcwDB06Txd8znYoeJyDTClttarP4/TtF0HUo2yJ2UGnzkBjtiENc2Z6QPHE1mH8580b5uQMJ0EQ7Yvrcjgur/lsSlzz2OJWHVKxy7ap2yrjHJUZSFsV5kYi0E/jtuowDm8YCg01zrtb9gLDOoY5GgCkUB4BTFY4RiY1DI5MJlseHA4T42gDFjjmXgkYBY9zkJDbasILVgWPVPNItJiK7QVibXTNVZzZUfP45NZh3PvEQMtTk4j2xHFZ2w2CifZEliHUejaF3Vbrr4sx0aojVdP4lMgxkTTMaaf3EyBUR8DPKmsVQiUW/07T59F1GUxxyqHpiJ8sYBVonCGu5vHxnS7Gyt7fan1nzIFmDcX8gQMcGCuL5cqVpHWPIng0DF21+pjpMcJ0Q8HjHCTktpq4t46Y2dM9l6q5dbkTs5nyDL3k0sI5hz1L+jzKOudWzy4T7clXf3IffvXXLTO9GwSA4fGKqg9rFX98cCcuv/HRlmxLPhtrpa6G+zw2TlvVNECT45MWDMijaavtNukiJ2XtliuPUONILUWvQ0fWPMJr1RizAp2VxN8jaamcc1zya4bfbfDuqxo1j5pbhF7pj/mLqHkcL4ltlqyEwSNnolWHocOALG1JtorZDgWPc5ApBY8uh2novsNxez0niTam4j2g28Uwx2VczSbO9IBCpvq2eoBAtCcDwyUMjpRnejdmFS5juPo3GzE02trz8q2fP4xf3PlsS7e5edcYnto+0pJtycnAWhNbSd1WDc9tFWjN+ESlrXqGOTM9UZgUf1I22buBcY5HntmbOkBnnKvg0UiRtuoyDtP7noXSHK88QjMRlTk4BxwGTHi3slbTbdUFPGUwjFjfeEksl0Z5dF3ANIRKDpDySLQBU+3zaBpaS2f2CAIQduJA+yiP0iwHmJ7gcd9Y+kGrHJi1U70oMTNwzmHZrnIKJgQDwyX84YGdeHzLvpZud3SigolSa5VHx2Uty1KQg+Zmgsem0lZ1TbZ+b8mAXCmPZpsqj9JLIOF7ddP2EXzr54+knmQImhvpupb4u3JdDkOmrdYMHsvgmlF14chAdbLimeawGvcXd6G5lZjfi+Vk2mpS5ZExFy7XYBoi5Vb8rr2um0ZQ8DgHmVKrDlWQLn6m2JFoFZY1O1JAmyU4+J5qHcy2/nGcc8U6bOtP5zRLaatEs1gOA0d48oOYuZ6tFZu1/Jlnu6xl9dFS8aqVthp8djZMW/VqHuXkditQNY9ZL3hMcX3sHiricz/4K0aLcSrX/qXsBT5J3w1SsdyzL6lZjIAzrlQ3XUtR88i4clsVfT0jy3MGjTuiF2NEWWTesU5aqNurUWMOwOMCSw6AY3zSUx6tZBNt8poPKo/1Lpt2FGkoeJyDhJXH5IY5hqGrh/Nck9qJ2UvZbq+0VWsK6eFRRibEoCLt4MJWaat0vxL1kTVQpDyGkeellQqBVIFbPenjuhyuy1oyaFU1j9OStuopj2pA3krlMX3a6rb+CfQPl9CfMhCbCuWUyqM8zoGRUqrtMs6h6X7aapqe40aoVUc0eAwGfeG/Ma8GsmRxz22nhvLIKjUCS7E+pTxWkt2ftivOuakDumF6+xR//P37JvGJb/0ldZA+U1DwOAeZSqsO10tbbWa2hCCmk5lyhUuLZQeUxykOOGXLj3r90OohBwaUtko0wrJk8Dj3rpUf3PIYfn//jlTLqtqwFgaPtqcCT2WbA8OTiSfcbHfq220Wh9VPW3WTBo+ab+jXzO7/7r7tGB6PSU1sEr/mMX3a6qRXM5f2+T4V5HXNOE+07/J7GRxOGTwGDXPSpK0GW3XEpa1yRwqEMWmrDC/uuQ8ZZy9E2mqNtFNuQYs10xFuq9Iwp6byyCqiXUgEx3ufZwxA1+sHj09uG8ZkxVFj7naBgsc5iDOVtFVlmEM1j0RrUTWPbZK2GhwIJG2AHEWmzKUPHiltlWgO5b44B9NWH9+yD5t3j6Va1poB5VG1J0p5306UbHzhv/+G+zcOJlpOTjK1YqJObqMZt9VGww2XifYPzY5PimUb1/xuE+59Is5Rszl8t9X0fR6lm25wwrFVVALbTPJ+kNfkVJTHqRjmsEDaapzyqDEboo+jjCADyzouTll0O9bO/y9wzYBWQ3nUWEU4sVYFptJtVaatxqv0emUvdKv63pPnzjA0FTxyJz6raFv/BAo5AwvnFWL/Pluh4HEOEhrUpklb1XVVkE6xI9EqKjMw8z8VQsrjFG8Ua4rKo1yOgkeiEVJxnItpq5aTvn5QKY8tfOlVpjhhNlm24TKO8clkhjtqsqkFJQKqz2Ot4DFw6I0CM844dN0ftjb6qqRqOJWgTa4jNw3K40yo/UHVLEnqqlIeR0qpRIRgn0ddS9M2jik1TotNW3W9wBFApFUH81JRny4eAkATtY0xiACUI1ozqSFsmMMRDsL9DZVj24A4XtpqRoefYu0UY/dhW/84VizuVoF2u0DB4xxkSmmrjIfcVqnmkWgVbRc8TmPNozXF4E/WE1GrDqIR8j6bi4Y59hTMZ2ai5rEyxT6xssY56fIqzb0FyqM8n7WeTcGU22Zadegami6rkdueStAW7fOYZnKhVJbBY+snbMoBp9AkkwXymipV3FRuwNLcCEjntsoYlFurMMwJ/12rU/PIXaHybSkeDAYNQI20VVYBwKqCz2CrDhnSlSpxwWN8zaRMWw2VgNnVwSMv7cH2wQmsXNIVv3+zGAoe5yAht9XE9sgs0uexPQbyRPvjp622x6A2OPiees3jFNNWZfDp0P1K1Eelrc4x5dFxGRjnqVNArRlIm7em2J5IpZ8mfGbKgCjtuUqCMsyp8WwKGeYkdFvlqP95eXxTmShRbqvToTzOwIRNJag8Jni/BO+DNKmrjPvBX6q0VR6seYxRHt2y57QqlcLAn1wRWM7LDKNk6XVadVgQYVDkvHAOzoCxEkefF9eVY9p16Kwca8YjrxnTgFJfYVe3ABro3wXLZli1pDt+/2YxMxI8Xn755Tj11FNx6qmn4hvf+AYA4HOf+xze8IY34LTTTsNpp52G3/72twCAdevWYc2aNXjDG96Ayy67TK3jiSeewNvf/nacfPLJ+MIXvgDHEV/srl278J73vAdvfOMb8bGPfQzFYrxUPJexp6CIiJrHYJ/Had01gqhJ2xnmyKJ4U5+68igH9CkHc1TzSDSLDB4rc8wwx5qiiqeMRVqpPFpTmzCzVRCYbJ9b2drHVSpnY8OchjWPVW6rjT8PTG2ixHE5NE2oSNH9bZbJ8v43zClVHOweqh7vhtJWE+x78D4YTBE88qDyqGmJfQHcQKuP2OCRyeBRA1j4+2VcBJVHdG5CydYAxHz/nIu0VU2vUh41ay9yW7+LHn0fFveIMCnWNIeVRbuQCDJIzwSUR2aNVV2w2wYmAAArKXhszLp163DXXXfh//7v/3DTTTfhsccew29/+1ts2LABV199NW6++WbcfPPNOOmkk1Aul/H5z38eV1xxBW677TZs2LABd955JwDg3HPPxfnnn4877rgDnHNcf/31AIALLrgA7373u3H77bfjmGOOwRVXXNHqQ5xxwsFjsmUdxmDoAal9GveLIOrRroY5hawxfWmrU6x5pLRVohFBw5y5lFkiA4S09+JU6w9nYpu+8pjc20D8vwWGOax+VkXwEmyUKSVqHpsvq5GB61TTVjOG7ju8Tkl53H9q/2/Xb8fFVz9Q9ftg0JNEaQ5+No3jKuNcfU96SsMcqVwKw5zw3zVWBtdMr6gwfF5dZLC5dAhG7V5MVryax7iaSXBwaIgqj7o9BGaNY1luDxb3iEC0VI5RL1klPniUhjkhcydHBLxqWQdbB22YhoZlCzrqn4xZSMuDx0WLFuGzn/0sstksMpkMnvvc52LXrl3YtWsXzj//fKxZswbf+c53wBjDI488glWrVmHFihUwTRNr1qzB7bffjp07d6JcLuO4444DAKxduxa33347bNvG+vXrcfLJJ4d+f6DhTCFt1XF5qM/jXBpcELMXxrlqIdAuaaty4JfPmlM22ZDOl1NWHueYmkRMP1KhY5y3zUQNAPx1wx48u6u2k6qVMpCSTLXmkXGOXXuTZTpVppi2qpTHpGmrLTTY2h+tOppVHqer5tEwdBh68+1BopRaYJgzNmkphTNIMN0yifIpv5dCzkyXtsqChjla4vPGOIdRR3nUWMVXHqOGOU4ZCzN70WuOYtLmAHegVbmiintPA6BFludGFxwXMDQXi3tl8Bg5B5wJ5ZJVTwjI2tKM4dfnMqZDcwO9HLmFrUMMBy/IwTTar4Kw5Xt8+OGHq6Bvy5YtuO222/CqV70KJ5xwAi666CJcf/31uO+++3DDDTdgYGAAixYtUssuXrwY/f39Vb9ftGgR+vv7MTw8jK6uLpimGfr9gcZU0larax6nc88IIh7bZkrlbpe0VXmf5XPToTxO0W21QWrY/mBotIxPfvsviQfMxMwSdA1sJ9Oc6//0NP7wQO0ejip4THkPTFUFfGDjIM6/8m8YnWi+p6DcZlrX07QtN5yURjtpUK06anwvoVYdDU5D0lYdqt5yim6rGUNTKliayc3JFhjmVGw3NviupOxHLIP+gxZ0pFQeETbMSZG2Kr9nZZgTvECCaasRx1Pd3otucxzd5jgmKxw80wuj+GS436NSDKuDT80ZhcOAhdm9KnisVKLBowNhxFMdsMv3uGloKoBm0KHZo4EDLGPrkIaVi/NNnI3ZhzlTG960aRM++tGP4t/+7d9w6KGH4nvf+57623vf+17cdNNNeOMb31i1XGzuc4PfJ2XBgtY7Hy1aNH05z7qhI2PqsB2Grq58onVzaOjsyKJvficAoKenMK37RjTHgXbOh8f9dI5sLtMWx29mxOOzqyMLQ9entM+6YXjrNBKtR35WDgpyhWzLzt32oRImSjaKNmuL7+tAJfrdGJ7xBwD09BYwv6c9Bi+McWh17rMRb4CuGynvRW+skMune/5UHu8H50ChK49Fi5obQ2RzGQBikjbNNgs7x9R6kiwvA4POmPHBdN/LclSWq7GPhY6s+ne+UPs4OOfgHOjuyqOnW1yzfX2dWNBbuz/ePtnCRNdSH1cmYyCbMbBooVi+szPZmArwlUfDTPZ8T4QXpSxY0KUCXQBwmdcqgwNd3c3veyEvrs1VB/XioacGQ8s1sw7T1JHLmli0qBvdXTkwzhMeu4ZC3sD8+Z3I5y1omoVFCzsB3RQ3jJ0B8r2AxYFCHuj1110cykKOKLRMFvMXdALlQaBjH9D9XPEHiwGsQ9z3CzqBbGDfKmUMQENfZhiHHdwJoAhDc8L77xQBpxMws0DkuDq2iWu6b14BNlwARXT1zMOCrhLgXUeDu4cxUdFx1HO62/L9OSPB4/33349PfvKT+PznP49TTz0VGzduxJYtW1S6KeccpmliyZIl2Lt3r1puYGAAixcvrvr94OAgFi9ejL6+PkxMTMB1XRiGoX6flKGhiZYWzS9a1I3BwfFpW9/EpIWsFzyOjE4mWnfFcuDYLkZGhbw+PJJseWLqTPf10A4E02ImipW2OP6RsRKypg7mMti2O6V9Hpsoe/9v/tiD14mspRkZLbXs3O3sF7OoewbH2+L72l8MjJTQXcigkJuxudiaxD1LhgP32q7+MTiV5Db8M4HlMIzXeTYMDArziXLFSXU9jnmKYTHl86d/r9j+4N4JZJt0CxgaFu9Z22Gptjm0T6j+EwmeG2J74nkxNDSBwW4/eNsf7x6pjo6MxT+bxsbEs09D/We/HJOVShaKXj7j3r0TYDEumBJ5foqTdurjGi9WoGsaRobFupKOqWzHVar42Hh5vz0rx73rt39gLJQGOTFpoSOfwUTJxt69ExjsytZaRYixiTI0DegpmNg3VsbOXSMiiG7yGilXHLiuuK7LZRuM8UTH7rgMjsMxPFyEbYl+poODI4CeA5iNzGgRvFSA5pThlsbBLH/dIyNiUuXh8RegZ18Zw8MAeA7a6COw5/cARh6aPQJzVDwLHTYKnvWf35mxMio2h6nZyGvivA4NDYf2X7NHYY6WwQ3A0aPPWHFfTxbLKE567+ZxByPmCGw2BmgaHn5yFwBgQWFqY4f9ia5rNcW0lqet7t69Gx//+MdxySWX4NRTTwUggsWLLroIo6OjsG0b1113HU466SQce+yx2Lx5M7Zu3QrXdXHrrbfixBNPxPLly5HL5XD//fcDAG666SaceOKJyGQyOP7443HbbbeFfn+gYTsMuazXkyhln0edah6JFhK0E2+XOizLdpExRS3MVCeb7CkY5nDOA606WpeGKFOxynH9rw4gvnb1/fj137bO9G40TdC0YyrpfK3GdVldwxGZEjhTNY8TJXE/JHGVnKrbqpOi5tFlTJWjJHHfTIvct1op9TLV0jT1ummr8nvVNU313mvotqoMc6aWtmoE0laTXh+Tgefj/kwTr9RwCy5bLroKQkVM8n27Loeh61g8Tyi7SR1XWcAtVdfSGOZA1ZlqsmZSXiDcRsjOMVqz6LXmeGLiSJQs73OyrYfrlVl4hjneD6HlNWbDcYG/jb0SnTkdpg6UK+XwBccdAHp8zaPq8xioeeSaWMYzzdnlOeMe3Nd+9Y7ADCiPV155JSqVCr72ta+p35155pn4yEc+gne9611wHAdveMMb8OY3vxkA8LWvfQ2f+MQnUKlU8OpXv1qlsl5yySU477zzUCwWcdRRR+F973sfAOBLX/oSPvvZz+L73/8+li1bhksvvbTVhzjj2A7zexJNuc/jdO8dQVRTSekIN5NYDkM2Y0DXdbAYx7Wk6wLS1Ty6zO921kq31aLXOLpUZ+Z/rsM4x+iEhWKpfc5BqOaxTQyWOOdwXI5KncG3NJ1K7bZqTS34lPdDkuWnbJgjJ42S1LIFttXKVh21nm3yfJmGXne8Iv9m6FrzNY+8/rabwXGE22paw5zJgEvn/rzfatXsli0H87qFm2eS79tlImheNF8EjwMjJSxvMh0bkH0a/ZpH+Tu9yVIyN/BZTfPGol5toyYDN4hSKy3itsq92sbnFLagXFkNQKY2c2isAg5A89bFxQLhjXMXLgM0L5U1n9VQslyAVQDDS/PnDqBBbJtzlfYOAI7rtfEKCDHiaxGmOdwooFSuwNA5Chk32mWyLWh58HjeeefhvPPOi/3be97znqrfvexlL8Mtt9xS9fvVq1fjhhtuqPr98uXLcdVVV019R9sY2xvUAun6PBqGBjm3R8oj0QrKtj/4biflMespj1PdZ5lGlib4Cw4IWmmYUyTlEeWKC47Z1V/zlrs347nLe3H0c/pi/x4MwPZn64DpRN5f9RSkiiPNZ2ZKeRRBQpIJW2uqrTqk8U2C4DN4re5vczIWmNhynPhtMRU8xvtWRD+nBdxWG911SnmcguLnMOG2ml55DLqd7l/DHKB6zFaxXXR59YtJWrO4jMPQtIDyWG6wRBjGOTJeHWbw3OlGc8EjY/DdWiGCLw2esR4LpNprepVhTklfhB2lQ3DCvL9hvfVKAD3eirKAMwbgIBEIagY0zvz1ylVyGzYDju19EsAqFLIayjagsUlwL3gUbq+yRyQD4NeSK8McPag8eut2i+BYgHLFRiFTbfbTLrSnXkrUxXEZ8kp5TLgsCyuPbTKOJ9qcdkxbtZXyOPW0VTm4STNDHlym1gBtfyDTVg9k5VEaYbSiX16z3HHvNtz/5EDNv1dsV6X97c+m5dOJDHjqBbtSeUzvtuotn3LCtFhOozz67UXSTNSmadURTG3f35Mewf2q57aqwXPkrHMO5PkRfR7VL+tuXz6XpxK0CeVRUypa0vdTyXtOFnJGXeU8jkeeGcITW4eb+qy8N4K757gMjsv9tNUUymOnt2y5kuw5z5jvtprm3DEeTFsNK4/gbui7j7basNGJB8aOAwA4th/0ci0D3ZnwNlCBCoEiqaf2vBOwp7IER3Q8CQAoZDSULA2aXBbw0k8Nf38CyGdQ0G2Vcw6u56DZwwCzUbYY8llA5+1Rcx6Fgsc5SLDmMXmrDp4oLYSYHWx4dghP7xxt/MFZimxkbBpa+6Stesqjrk094LWmpDz6225p2qo3WC4lHFTc/ehu/O6+7ftjl1Lx4KZB3P3o7lTLymOfLb1JOeeoWKyu+laxXXTkTe/fs2O/G+E0oSDJlMCkpRqSWjVjzSLTVpMsb6VsoyCRwX+SZe1QpsL+fb8H96vWRAXjohm8rmmodxv5NY/BVh2Ntu9NOkwlbZWFe1+nVR57O3OJg9ib73oW//fnZ5v6bHAiQiLfq51pgkeXwfC+F13TEreTkd8r4AeRSc6dGwg+NS2cXqoxK5AmWq08au4YDsrtBjTAsQOtc/QMwLyaR2aBa4ZQD6vabejYV+lFR0bc04WshpKji8BPbaMMrpmIa/Vhq+AxojzqeWjOGMAtlGxNKI8xNZPtAAWPcxDbTZe2KptGh2oe98cOEtPO//5+E25dt2WmdyM1MuWmI59pG+XRmk7lcQqGN/YMp62WEqat/vWxPbjz4V37Y5dS8ccHduL2v21LtawcGM4WBc9lXDzH6wQFlu2iy2uPsD/T6KYTpTzW2V8VSKUIiBjnU04hnSjLiYTkNY9pt6sMcxKlrQZqHvfzpEfwmGo9m1zGVZBSv+ZR/N8IKI+NJgpUn8ep1jyaekA9S7YumaHR25lNnD5rOxwDw5ONP4j4tOuylxXiB48JxoNMGOYAgGFosdcY5xxP7xyNFRk446E+j0CyiR3G/bRV1edRjkhVj0fvj5EE5kL5Gbxs3j0wdQ2uEwgeNROaWwGYA51Zfp/ISACnTzyOldmn0GWIc5/PACVbg+aM+KtS+8Crti+vESOatqqb0NwyNKeIsg3kMxri+kS2AxQ8zkFsJ5i2msxdCxDqDymP7cXohNXy+qWnto/gxiZnRRshZ/0782ZbBY/KbXWK94lMuUujHNotTEMLopTHhGmrjsvVgGo2ULFdNchKiq88zo5r1jfNqH0dVGyGbm8w2S6GOX7aaj3lMX3wZ9t+zVOaiSDHZamUy1DwmCLoTaM8trLm0W3CnEf07xTpfU3VPOpBN/gG2/eWcRmfgqOtF9ymNczxnhHzunOJXV9dxjA2aTfM7mCMq2sheP3JazJ12qp3zKahxQaeT2wdxkVX3Y8te6pbTTDOVZCvAqgkYgYDDBl8RtNWvXpFQbXyJw1zDB3h4FF+npW9deixyiMbewacA3nTAuApj5ZX5+h6abDMAjRTbjCy775K7quu/uZ1ZxQlWxjxgM2ed2ESKHicg4TcVlO8VAxdVzd7O8WOV92xEb9dP3vS4VqF7biYrDgtVz8eeGoQt/1167RMMJQtUYeVz7ZR8Gi706g8emmrKb7DoFrZymvAb9WR7OXnukwFnrMBy2YqvSspMnCeLYY5yjG0gfLY3ZFR/24HlDEM4zXPtRWTttcsU1UAZcpq0uWD202jAqZp1RE8f/v7edFU2qpnzKLaMdTAH5D7hiuN3j3B53Ja0xzHFZOEqQ1zyg4MXUNXPpP4fMvvqlGbjOB1FJzILEeCx0QKtVfzCIgxYdw1tmNA1ACOT1Y/z4VyGK55bPbcMS6MluTyGjRhaOoFj7pKGRV/jXNLBYD15Tfi2YmDw3/TNBEEcrum8liuiIAzp9sA555hDodwSxVpr5oKYDW1X2r/GVPp1VX+IRzQ7BGUbc1THtvjGRyFgsc5hrA0D9Q8JlEeA65n7ag8PvT03qaLy+cSo0UxO9bq+iXHZWCehf5UqdguslmjrWoebYdNi9sqY/45TBU8trCGKYhq1ZEwbdVxOSybzUiqJ+ccG54dCs/O2y7KlpvqWSePfbYY5tSy6w99JtD3bbak2zYieI3XCgJ85TH5MYUG3ynu5YlA8JhMeZyaCuikSNUNmmrt71pdt4mUejdU81gvbVX8zQgqj42230Tw2gjHZd6EuggEkj7rJysOOvImshk98TtaPlcGhusHj1at4NH7fZdX45wks4UFlEejhvK4x9uvSswkFItJW2323DFvP4Npq0J59O6zYNoqqtNWZZ/HIe15GCp3VK1fc8vQmA3AAIcOLaI8li2x/Ma+LwCQrTo4oOnQnHFPLWReymz19mXwCATTVr1j1zMAmxRpq9n4PpHtAAWPcwx5g+cy4qtNVKCsinzbs8/jZNmJfYjNdWTw2Or6JXmtTcc5L1su8hljWtpetAqlPDYY9DRiqmmnM9Gqw3aYSnlMapgjFZbJaVIfOedNDwx3DhZx6fUPY8Pmfep3Fdv1FK00waOXtjpLJjxkYFVPxarYLro85bFdnpfB4KhW6l9c2l6zTNXtuRhIw06yvBVwvk0TyPluq7PUMCcwgKjntirTQpvp86gH1Jxm01aB+vWy9RDKo2/8klx5tNGRM5ExdTXh2ixy//sb1D3WmvyQ13VHXiqPyQxzZNBn6lrs9bnHa3Qfl/Yfa5jT5LEzVTPoG+YwBFI8uYVQzWNE+eNe3+XDOjZhnjEAK+hCrmegOaNQwZ+meX0jA9t3bVg8CzNbADRhbGM5gIMcdGtQ9Hj0NxabtqrajEhDV28XuJGH5kygbIt0WNUnss2g4HGOIV+g0jAnUQqNt2zGDDiLtclF7bgMFdttmzSs6WR0QgSPra5fki+i6TjnFdtFLmvAMPT2CR495VGfYsArBzWGrk2pVUfW1FO7rU6UbIxNWk1/XgZ+nXkTJctJpNrJAWtxmuoe73m8H5/53t1NnTtZfxRMm5XXb5q6x9nWqqNR03nHZXAZRz5jwDT0tlEe7ZDyGP+8UWmrKb6LaVUeE9wLFctFISdUoam5raZLW93vrTqCTtA1rjWXSeWx/hjar3lE05lR7jSk6Ire155xTIoSBV95FGMyO4H6KPe/kfIYVDTjDHPyOaNm3WLNbYcMc/TY+2rPPhHUVmLS/oXyKP6dNOXXdV0c07UBS/lDYvmg8sgZNJVyCsSlrQ7rz8O1u9+BF+d+jaO7HheqoQfXMtDskcCnq9U/zlxkNQtLJn8DzRkTtYkAym4OmjMmUlYlGkdUAxcTIlD7DgSubS0LzS2LmseMnDpqj+dwEAoe5xjyJZs19YBDVXOMewpWd0dWXRhtEjuqQWG7zKRPJ77y2OK0VTZ9ymMlqDzOkoF4IyybIZvRvRnz9OuR31tH3kwXPHr3fD5npnJrBYAf/eoJ/PDWx5v+vHSWXNhbAOfJ6onkgGi6THMGhkuYKDU2lQD8cxW8ZuXAK03do3zu7G/XymZRjqE16wLF33MZA7mM3jaGOW6CtFWO5AGgTO8zdC1Vn8di6rRVv21KqrRVWQuayG21hYY5MuDTak+wyPRGrVHaKpNpq81nRk1bzaPhN7tPOqFeKjvoyJnImmIdSRTQZtNWa9XsyqBOThal6fMIiPsi2v6nVHEw4k1cxz07OY9zW21u25xzvG3JTTjSvRGA35WDM9tT/fy6V2h6Vc1hGfOwafIIQM8hq9mYDASP0LNej0a5fHXd4c7Cm3Ht7ndiYenP0OwRFLzgsWQLlVNzxqDCJ44q5VPnk+g1x8S/tcixaxpKmeeAc6j1RpdvByh4nGPI1EXT1BOnWMggpLcz23Y1j8q8I6XxRTszOiFmwdKm5aTFiRmIp0UpjzXSY2YbMv0oYxqpZqODqDYlOVO1Wki2L+LzhayRWknYPVTEeLH5NFKpPC7szQNI5rgq93G6THPk+Ss3cR3K4DzojCn3J82zY9YqjzWuRxkoZ7MGMqbeNpkawfNbaZC2CiRX8Szvuy/kzHTKYzl58ChVYBU8plIekzvMhlp17G/l0XuW57NGzYktxpO16tA1YaAil62//elIWw0HUWlqHgv5jK88Jpiwkd/PQALDnOApkc+0fNZMFTyaym1Vr5qQCqbSxtY8cuGMCyDQ5qRJ5dFTAjUAmjOugkeN2X7dYxANoQPPOntwRMdT0I0McnoFk5XAdjXDCzYDfSIjjqeMc5RY3ttmWQV5ZYuLNFeZ9gp4aa/h4z9Gvw0fO/g70Cu7fcOcwOkreZtTymPU8KcNoOBxjmEHUk+TzpLJ4LGnM9t2fR5l8Ngug6HpZEwqjzZrabAvZ63jUlaSUraCwePsv+rkLHZuGtJW5T2renEldeTzPl/ImbBTBDGcc+wbryRKeS16b78FMnhMUPfop61OT/Ao7/lmrkN5ruRgJzjoSZW2Wp5dNY/yeGoFs5WA8pg1jTZNW62vqgLJ6wf9PrPpgkd5P4htN7e8FZg0EsulqXcW24qqQnWXCdZY7+dnrXxHZDNG3ZpH3WvVUTd4DLitBgxX628/FDwmP7/SgDCkPKZwWw0qj81OtnKv77ahaxger9Qd21iBZ1/UbVUDkM3oNU1vauEyFnJLjV7Xe4b84DFu4i1kmKPaVTRZ8+gyrB/9O2gaoJe3q0CFuQ40FlEe/aXUv/rsh/HOZddDN7LI6lYobbWKmD6R88r34uXz7vH+VFZBXsnigJ6D5kyEl4/UTOq8Ag0a9PKuqppHwAtCIfpHRve9XaDgcY6hgkcjeQuBsaIFDUB3R6btah6lEtJqx9HZgAz6OVqrgPjK49TPecX20lZr1FbMNuSMf2YaDHOsQNoqkLzXo/x8ocm01X1jZXzme3djt2d2MF6yhQFOgokXGfgt6JHBY/PLykHydNU8VhIEj1HlMXjMaSZBSt4yaWtNp5uKalcRvz/yGHMZA9kWp62KwXC67YXTVqdfeZSqdWrlMUXNo/yufDOTKdQ8Jrj+woY5+1t5lIPk2hMVfs2jVr/mURrm6FrT45OQ22qK95RcXtY86lo65bEjbyJjJlMe5XaW9gm30HrtOmqlrcpJWU3TkEmqPLp+zWOcarln36QaL8bWPAYNc5LWPHKG3+x9PR7K/z+4nUcG0pQdEahFV8MRllw9JdDIFJDRrbDyGFoIAPSq4K/L2oTndjwjlE9WCaStcnA9D7hFv8cj9Kq00xLrEv0c7X2BmsfA92J794W33qhy2Q5Q8DjHkC+GTMq01c5Cpi3dVmXtkWW7Mx7wPvLMUGIHyqkgg0egtY6rfuPu6ah5dFIrjzf++Vn86q9bprwPSZDmUrJVB+M8tepre+evM59OeZSDkXyTaasDwyUMj1fw9M5RAMDwmEh7ThIATaqaxzRpqzy0jqmiahZtf32/vHszNu0YqfqsPMZyrPKYPm11tkx4qD6PNdNW/eAxYxotzdT4+Z+ewed+cI+atEhCcFKsVsAbanuRMm21I2emq3ks2+hMmH5aUQFrcnM7id/nMYGi5C2Tyxj7XTFXwWPWrPlsSlrzKM11gP3vtir3Oa3yaDsubIcJ5dFzwG+29lI+U5YtEMFjvbrHmm6rtqPathlpah6DymPkGbdn3yQW9ObRVcjElgzEGubEfGH65GbADR8bYwzzMiOAkRNpobKMirleoOZdV9v/C/kdV3pCZODYmAMGHaMLz8Bv9p4UrnkEAN30g7+YmklwF5NuhzBjdSvhtFU9Az3aKiSaSsuZCDwDwWOc8ljIeK0+KG2VmG4457h13ZbQzGY9HKU8ampQ2yxjRQu9XVkAzbuZzRakisGRboYRAP788K5EjpNxjBUtfOvnD2Pdhj1TWk8SpNsq0FrH1ek0zBGtOsxUNY/rn+jHI88MTXkfkiADvmzGUC/GtLeKDERl+lraRtIdudoDtNDnvfMrZ7L3jQnzgCRBq1Qe+zzlsZwobXV6ax6jaaucc9xy9xasf2Kg6rPy3FpKefSPOUkArJZRNY/NnbuN24ax/snq/ZouVK/DGsHsTBrmDAyXsHe0jIuvfgCbd48lWtZpSnkMqC8Jg/nKFJXHYslGT6d4dza7vGqjkPMmjVIEculadYjP5rJGqjT3JMhneS5bW3lUrTq0+PHGI8/sxTM7RyOtOpp0Ww28S9L10JXKox9EJRlTTVb8dOikhjnyOX3Qwk4AQH/d4NE/NhZRHvNZ8V4RPZSb3/don8eqtNV9k1i6oAP5rFFDeURTaauaW4IWNLCBCB7PWv5TrC7/FLk9N0L3DG04s4XTqVyvtRfG5LPeUkHl0QHjOnLdy7DPXlClPPLMPPDMvPCO8HDwWWIF7Dz4K7D7XhlOWwXAjQK4nvMOoNqtVYMjUm6tIV8lD9Y8RpRHSlslpp3RooUb//ws7tvY3IDDVx4N6Foy57fRYgU9HTJ4FL9rk9gx1DMuTTAzNFrGj3/9JP72WP+U9kOqgNM1MG4E5xyjRUsNXFqpJLgqbXXmWnXIer2kjeqnihWoLU5qBhDFr3lMl7YqB535nNnUslEHvyEveEwyuCp6dTxSbWn2/LuMqWfKdCmPfqsNWe8njEjiAiN5jNOtPDabLn7HvdtxzW+fSrydZlE1j7XSVtWkh95y5dFyXCzszSOfNXDJtQ8mrJNtHDxaDkvdM7FsuzANDVkzXaugiZKj3p1JlcepGeYkT1uV57KQbYHy6MpBslHTDMzlsuYxXtX7+Z+ewS13bwnUPEKVvCVyW00VPE5NeZTjEqE8Gon2Q567ns4sOvNmXdOckPIYqXnMe9s1jWStnJyA22o0bZVzjv59JSzt60AuY6DSoM9j3Xckd6vSRhlj0DWGDIowR+9FD8RkPGcMYBWlGrLcQWDZJXKnAvvngnEd3e5WPL/r0WrlMQ4ePD4XLjeg62I7BXFrq6CPZ+YL11YAHDo0hPd/i3U0XG4AYLHKY8mb7y9kNC/lloJHYpqRakSxSeUxaJijJTXMmfCVR73NlMfgQDRNMLNvXAygpxr0SeWy3KJgplRx4LgMi7z0wTQvSMY4/vuXj+HZXUnVgOlRHh2XwXG5n7aaYHZU1uulMTuZCkrB8QxzgHT94YLrkgpE0hnyUNqq03gf5PlVyuN4Ra2n2fu9WLbRkTeR955Pzap2wSCr2WdaI6LmN6oOMWaGX/4u3jAn2XXMOVdBs+s2d+4sx8Vo0VIOydONZclgopby6CtBWbO1fR4tm2Fhbx5rX30oShVXXXfNEHJbrZFZYjsMeS8FNOm9aFkMuUxynwBJsZxceZQKlDLMaeK5t3HbMP744E71c5q0VUc9L8z9XiPvp616qbkxwYtsqK5pWqz+YtsMY5NWOG3V+1vjPo/Bmsf0aatp3VZLAeUxI5XHJvdDbVvXsHh+AYMBd9MoVo3gsWK56twL5TFJzSMLp60Gjnt4vIKK7WJpXwfyWTM2bZWzmFYdccojHGhuOOOLMQZTc1A0DwEA9GC7WCc4NLcIrhkAZzCKT0KvyCwv/9i24aW4Zve7kC8+iDcu+X19wxx/q/6xcx0Wy6J37PcwR9d76aV+umn4ADRokeB3p/Nc/Nfg51BadbYyzAm54AaVR42DlEdi2slmxEu+Xtoq5xy3/20bJryBNCBadYgWAs1th3OOsUkLvZ1tqjxWphY8DnsDmakqWLJXZquCGdlnaeG8AoB0qTkjExX89bF+bHg2WeqnMsyZottqsA4r6ctZply2ssYUCCiPnmEOMHXlcSqGOaahIWPqYJw3HLxKVUYqj/IccjSvoE2WHXTmM2pg0uz5Dw5eitP0nclgQrXs8NYbdy/YkWs2mLYadx1fdPX9+FNgsB7erqivLuQM0VuwqeBRbG/7wESDT6ajcasOT3k0pWFOC5VH20XGNNDtTeMnmTxoxjDHsv0UveSGOaI2LI0hCiCOpbvDM75p8qVbscL3fTPLXfv7p/F/f35W/ayUx0Rpqwy6piGTSVYDlwa5X/XaVDDGYWhe2mrMcTiMYaxo+a069GDaaoPtc66eUemUR7GBTMAwJ5HyWJHKY/JWHbIsxDR0LJ7fUT9tNei2GmOYAwCmrieaLBAtVMRxR+sl9+wTgezSvg7kaqatcmhehOGrbzW2H5O2amguLH0+uNmLXu4Fj0ykuUIzAFcG08zLWA1MTPL52F5eAU3PoWDUMsyJEFD/njDPxFW7/gGF0qMwJzZC1zXkTNQIQnWA2aH1dGAY84zRmsfuu61SzSOxH+ksZOoGj4OjZVz/x6dxz2N7wq06ErwIy5YLy2Zq9lT2UWoX5bE4ReVRBo/yYZ+WsUmxfKv6Tco0WWlckiYNTa5jMuFg3jfMqf3gu/eJfnzr5w/XXY9qZJyiz+M+z+ylbLktvVblMWeDymPK7cvvTKaAJm/VwWEauhrgNAo+/ZpDB5NlO6QANTuwKZZsdBZE77CsqTettAcHL9NmmGOFax7lvVcvbVUtU6dVh+24eHrHKHbujTd4kRNNXbLFShMDM1mPvb+Dx1pBQbVhTvJBy2jRwie+9edYQ6J62A5DNqOr85UkeAxe03F9HjkXacq+wlX9XfTvm6x5j1bs9MqjZbuwHKbSVptWHhOmre7cW8TW/vHQNauUxyQtGFwO09Bg6smUqDTI9cvUybgaS9mqo1amlOMwjE9a6vwEW3U0ozxmMwY0bWppq2YgbTVJoC6fcYWc4dc8NvmOdgOq58LePPaNVepcv8Hg0f992Q4oj2Zyt1X5bjMjx90fDB4zRg3DHD+DTQahNe8NFg6MXdeBDgZNN+EWVqLHCx4ZIAJNzYTujvsLaIAWCMC62RYc2bkRXM8ib9iYtJo57oDyKPfTKIg0WQiVUKathtCibqscL8n/Cqf1/RT5Hf+DXPlpsfYY5dFLNiK3VWL/0FXIhPpIRZHpGIMjZb/m0RCD2mYH1DLdMqo8tkHLPQBAKVjzmCJwU8HjFAe04zJttWXBo9jvRVNUHoHkx95M2uqm7aN49JmhuoGVPFe5jCEK8xMMhGS9nst4S1PwZPpj1lNL5T6kQQ5qpNtq4rRVl8E0dDXAaTRACAY5AyMlDI/5s77Nqp7FsqNaDORzZoK0VbF+TZu+umClOEaCx1jlsUafR13Tqu5ZaURVa8Aj1dZuWevWxLmT53fbDCuPuawI+tMMqLcPjKNYdrB593jjD0e2nTV1VdvbrAkcEK6diwt4VR1fLj4QGy1a+MJ//w331TArsmy3qcwH22G48tbH1eAZ8Ccuu2XaapOPAVXz2GTa6j2P7VH7wBj3ehByaEAit+fg86KZPo+McWzePZaqzYpKW81J1a36XeFyaZgTnyllu+I45fMi1KqjiX03dM3raZo+bTUYPCYzzBHXRkc+g6yZrubR1HX0dGbBOK95z9Ru1eH4waOetM+jX/NoRFJe941XoGsa5nXnkM8aVc9OzkV9qwwepQJZ69zpblR55LhlYA0msqvB8iuggUOHK5Rm7gKaoXotllZ8BKII1l/3Cn4vXr/wd4Ceg2kA2wYmsWWwwTsqEHyucn6HE+bdA+h5aF5gW8hq8Wmr0VYdnAGcweIFGMWNyFh7vGP3P1KyOfIZL7iO6RPZDlDw2AZ0NVAenUANk5NSeZQDJak8qprHqoY6s5Ni2VFpQ+lqHmXa6tRu4jFPxWtVGuWY971NpeZRfvdxg/lSxcFNf3k2NiBpxjCnbDvgqD/b6g9oDRi6LlIAm7xuZZsJwK91awXyPGeno+bRM/qQA9/EhjkOQ8bUYXoz242USzeSfjQ87tc6NzvAmizb6PIUk0LObPp6l4PV7o7s9BnmROoYS/XSViOGOfK67O7IVA2AZEp4rWeoCh4TKI9ye9v6kwVezSLXXysQqXjGMIauI5tJZ5gzOCIGesPj5QafDCOUR0MpjxMJJg8cJlItRfBYvc/yfixk49teTExaYJzXVHzLltuU8rh1zzju3rAHj2/Zp34nFdTuQgaalsYwJ6OOsRaMcxU8ymXlMzlb45hr4bgMpqnH9u6L49Fnh/DVn9yHz//XPfjjgzsTBU9yn3Ke8hh3jwjlUff6PFb/XT6v5CRnIuWRibq9TMqJErm/ZtBtNUnNo/eMC7XqaDpt1Vce5aT+eDHeDd6y/frE4DmpWC5yGem2qte9xqLIcwcI5TA40WB77xxd05DLGLCscIs0+c+mDHOA6rRVDjw8fiwqmYNg952I+/PngMEA54AGJtpruCIjhBtd1aYzzAGHAa7ncNB8Ax2GhQv/bxz3bKrlpq8hWHE7j23Cyvx2aEZOuLtCmNvEpq1WBX8cOhyUeRegF2C64lkRUoQtrhxcRdorBY/EfqBR2qocEA2OlqqUx2Yf9DLo6e0U9sPtWPM4v1vse5rgcUSlrU5VeWx92qpp6OjtEseepoZJvpTjAoBHnhnCLXdvwZYYlaEZ5bEcSSms95l8ChVvX2AAm6RdxFSRA9hsxoBRx4a8GWzHRSbjB39pWnVkDF0NcBqmrQb28+kdwgJ/6fyOprfNOQ8pj4WYmedayIFgT0cWtsOm7PbJOFdKVHXaaoxhTqTmUV67vZ3ZqrRVeV80qzw2MxCX53fPvsn94nQq6z8Zj3e2lMYwAJSzaNLrdtCrvRpOYHgDiO8jY+rIZQyYhpZIeXQcDtPURMAbc43Ka0AaOEWPSS5Tq9G6cnvWtbp9HrcPiOdgcKJKHkdnIZMouEjS53HT9hEMjVVwxMG9AMQ1bjuybqp2qm4cjsNEK68mszzkpKJp6Ljqjo342+PNO5IH+zzKbQPAnx7cqcolXK8foKbFK1Pynh0ZF58PKo+N5rZlr8JsRk/Vwkvub+q01Yqjtm/oIuht3jDHr3mUz5ixGsFjJZCeKs8h5zxsmGPqiUoign0eo20+HK/OHhDZABzhFmmqrYreuFUHABWgSbhrYXluJ7IQkz3+1635y3jKY2Hnjz33XX/dGhwRwnU/H/x55+Bf1y7FygUGfvD7IipxqadAKPjUPLdVmB3qdyJtNW5BPWKYI1RSphlg2T4Ythc8BpVHi6vekUKWpeCR2A80Uh7lw3VwpKRuYNPUEhV3ywd5T5VhTntEj5NlB33dsu4v+UtCzqJPX9pqax4Go0VhciRnNdO8IFXNY8yxK0OamOORs5hyIM44xxX/9yie2j6iPqMG9M0qj4YMHps7jqFAyuVUA/8kxCmPaZqLA+J6zZqGcuNLlbZq+jWPjRQwOQjIZQ1s3DYCAFjS13zwWLFduIyrGs1Czmz63Mt96+306t6meL8Fr3c/bbWx8lixRY1sxRaqb3dHpmqCY9gLHmsNFidV8Bju0/f4ln346k/WxwaTtsMwvzsHzlGzlnIqBAemcYFBxXaVcUdGKSHJglgZgI0kDR69ukJN09BZyCSqeXRcBlPXka3RXkQeQyEbbz4jv/dapiOVJpXH7YPiOwtOtMngqjNvJqqZrNiuF1g0Dv7++tge5DIGTjh6KQDxPcv3vqrzbPKZKVowVCuPu4eKsde63K9Pvv0FAIC9dVpGVC8b3kfbZRiZqOCnd2zEvV4Qyhj8Vh2RzQdb+yjlUdeaLqtxvWPNmEaqiVX5jjNTGuZYtlDoNK83ZTZTu99l1b7LlFldU+Oy0Rp9qCu2W5WybTsMHFBjg8Rpq27AMEfXQ9eX43J1TqQhT/AdH2qrgoDbaq3NczukvunOKD5w8P+g194IvbQFR1k/Qa85Ipb31mH3vhhu11HQ7H2eyhFYOWfgmg4YHeDZRejtzODUF+bhMmDHPld9RrP3Bcxugt+LKxxXl7wVk4d8RhynqcGKczPXvJRZGXxy5gWvJlhmAQxHBo+BdGI7qDxqc1d5nJgQEf5DDz2Em266Cbbdmh52hKCrYKJYtmuqiKrxtc2wd6wMQxdpSbrevBoyWrSgaX4KlqopaIPYkXOOyXJAeUyo+jHOVYralNNWvYd7q1IoR4si5TBpPUVoHSpttfrYZXAWpyy5EeVxomTjvo2DeGLrsPqM6qdX53yEDXPEI6lp5XGsosyCZkJ5zExL2qor+u41aXgTxXbELLCqeWxwDcgB47K+DhXALOlrvmZW1l93es+KfNZo+tzLbcvB0OQU6x6Dqrefttq45pFzKOUzmzGE3XxV2qqnPAaeuxu3DeMb1zwAx2UxyqP43NY949i8ezw2OLIchuce1ANg/6Suhmufqo+/4tX2AfCfGQknnAYiLV6aQfbelKYhXfkMJurU8Vctz4TJSy6jxwaPchJBBinRWj4ZOAwMl2InROV5aaQcKuUxcL3Lid0uT3ls9tklVWBTTj7Vue+f3DaCYw7pU/dN2XLVfZ6rccy1EMqj7gUTYh3Fso3zf3gvbvhDdQ/SoGNqLmMkmvCJpq3aDlP3hfxOWKDmMfrdBIMdP221+VZizGsXkbYtjdx+qFVHorRdP/UTEJONTSuPTG5bV2mrY8XaNY+FiOouz33IMbXJCQbOeZXy6FQpj17w6H23wV6PUeXRzyiqsX3uigBS/egFyboJzS1hvvs0OoxJLz7zzqdRgJs/2FuAhdLkNO6CwYDmjCGz78/Q7H1YuVDs57Yhcf41Zwwdz34DHZv/AyL4q15eD313qK1ahhxTOdYXX4unrOPB8svBM/MA8IhhjtemA16fSN5+MVXD4PHb3/42vvSlL2HXrl3453/+Z9x444348pe/3IJdIyRd+Qw4rx3YhGYP9xZV+psRM5NXi7GihZ6OrLpZZkJ5fGr7CH533/bEy5W9fPt5XvBYT+WKY7xoKSWlVJmaa6fvttoi5XFCKI+qh9QU0lbj1CPlZhr5G/NeLoA/YJXKZfDYpQtnvbTGaKsOoLkULJeJWeyDFnYCaG3NozSd0DRtyoY5on7EVx4Tu6264ZrHZt1Wly3wU3KWJEhbLQYaXwOy5rHZtFVxjuQgeKrKoxUTPMrrr57bqvy8CB51z/QhkrY6Xl3zuHn3OJ7cNoJde4vqmKPKY9SUR8I4h+MyHLSwE4WcsV9Mc2oZZwT/HkxbBZI9MzjnvvI4UWnepEXV4ottNyrFiOI4Ql3PZgxU4tJWZe/CGmmrMrgsVZzYa87y0lbrKUuMc+wYkMqjf87k+joLmUTKlJ8q23jCrGy56O7IqEAxWPOYNG1VGeaYfuuGYklMTt/6l81Vdc++aYyGTm8iu1nkuVABrsvU+Qq2GVHKY+QcBMc2ccpjw1YdnulLWnMoGdBnAmmrce1EasECARggJmyaN8zxax478iYMXVOZTVEqVnXwKAM4uf2M0XzaqjyvYcOcWmmrYrvBd7yMEVWfRxns19i8xt1QAMWZOE5NM8H1HKABOd0KeXCYYw/BLG70frIRVB4ftN+E3+x7CzRnDNnB26BX+rGgW0c+A2zf6wWPrniOaTHKY4UXUGYFGMWnkdt1DeCWkMtoqD2s44HlOZ4tr8Ygew7svlejvOKDALRwn8dgzaOmz0231TvvvBMXXnghfvOb3+DUU0/FT3/6Uzz55JOt2DfCQ87w13rZBgdEu4aK4Z5ECWoe5YAOQNN9lKaTX67bgmt+t0n1EGoWGVT3dmaha1riWiI5g37Qwk4wzlM3va/YLiqW680ustRKVBLGipVpS1stV5yq62VfDeUx+CKRdVZyUBEcWFVsx/t/EzWPobTVxuduZNwC58DyRV7wmFJ53Lx7LLFa7TgcGTP6YpxK2mp65VEqCZkm3VbljPJiL2DMZQ117zez7clyWHks5MymJ0vkvsna6qmmiYeUxyq31RiFKhg8Wq4KpuKUR+lkHLyP5cz5rr1FTFYcaPBdclW6WI0WNnLb2YyBFYu6sL1//wSPMiiMS1ETrqK62o/gfjXDRMlG2XKxaF4ejssx3mQAKAfMcttdSdNWmUxbraE8yrTVXHwgFRyw98c0W5eGOYau1ezZuXekVGXKBIhzIlvWJFGmZAqxfObVUw4rlquUP7m/diRgbjpt1WUwTc3r+ycnOry6wokK7nksXNMYVLA6cvWd36u2pWoe/WttMhI8MsZUQBg978FgR2YHGZrWdCsx+azLmLpypU9CrPKY4DkvU4Qlordqs9+TV/PomQl1d2TUuzqKZbvKLEqeQ9XaRPcDwGbVaXktKeVR10N11I7L1WRlPjChIVHKowweG06w8pDpjAweYZiALt5NWc3ywjMvoB++C3ppq7eAG4pMx1kfRtlCcM0rw2IWdE3DigWGrzwy8Rzguik36v2f4y7ng/jTyOuhOaMwxx+Bxkq101b9nRbr5QwLjJ3o1kWfR03TPEdk/6Nlm6MQCB4xF5VHACgUCli3bh1OOOEEAIBl1XIsIvYHcma7meCxVHGVgqElqL+QtXMSOVfWzMzyvrEynt011tR2auG4DE/vEDfb7+/fkWjZYsDRLJfVEwcC0vhhuadgpR3QyllB2TYjifq4a28RDz29N9H2XMYwPmmjpzMLQxcDl6Szq4xzjBUtZDPC5TQagCkX2sixBAMUOZgrxSiP0R58cch0l6D5TDNtD2RKrfzekpoUMcbxv7/bhK/+5D7cce+2RMvankkN0ISTXKN1OWLAb3rBaPKaR+5Z73uD0IZuq2I2frF3nS7oyauAI4ny6Nc8Gk0r9jJtqkfVPIp1PbNzNFWfTDno7SpkEtU8AiJDQdbh5XPVpj8jMa065L93DRVRrjjI50xfMY4qj5HgNdiDd8WSbmwfnEjdG5THtGbgnnlQQfYNjLmHKrar3Dn9vnPNX28yZfWIg+cBaL7u0U/zFtvuKpjJlEfvmhUOsXHHJX5Xq+YxqK4ORuoeZUptLlM/BV06teYiKrXseappUj1r7nxWvEDez7aIX058r94kR0amGvs1jzKgbNpt1ZtsCgYTcuBv6Bp+s3576NqS6zUNTZXQNIsb2UehPIrl/eBRBIRxrTqCEyDy84lqHl2m6kqnpc9jwppHUTfoK4+ZBGmrwfMOCJOx2oY5zFcevd1jKuiXqad60309VdCsUl7DGUGhtFUZPFoxwWMkbbXu8y5Y9+eKa0TThGOqBiCrV8D0LvBMr/ibMw5udMLtOBzRVh0HaRtwaGEToOe8dYuxwooFJrYPOeL6dr1JJE2cNy2QdupykR7NveU1tyzSVusFj5DHz/HmeT/Dkbm/AcxGYcu38bL594Su7ZLFkVfDbS3SJ7I9aBg8zp8/H1/+8pexYcMGvPzlL8cll1yCxYsXt2LfCI/OBk2V5QNOpSfItNUED7qxYqVKedTQnPJ461+34uvXPJDYfS/I1j2i+fH87hzuenR3ogBO1k115E3kMkZi5VAFj4u6xPoSKFj3PTmAH932BADfadUPHpvbj4c27cVXf3IffnDLY01vFxATBRz+9SHsyJMd+8SkDZdxLOurDpwrlqsGeFXKo3ddafBfGkUVPPqflf+u1Qfwqe0juOvR3ejMi4bzSZRH6bS6fKH43pIoj47L8J1fPILf3rcdhq5ha8L6M5lGBwTNANIFAhWvhYHhzTAnaeQM+Lbpftpq/f2Q5iOL5ovrtK87l8isR03WyOAxa4ZcT+tvuzpt9antI/j3q+7HxkCtbLPIe72nM1vV79Fxq51EbZcplb5iu0r9yWeNql6hMjAKXovy3zsHiyhVHHTkDD9o945NDlJrKY8ZU8eyBR2oWG7NwWAjrvrNU7jk2odCv5Pb7ajR61Acs++2msYwR6asHrFiHoDm6x6VwZS3TZm22mzaqwx4hHJTW3nM13AuDX6vA5Hg0TfsMutOBG0fmICmAYcu6wm9I4plB12e+pzEjVMGhDL1vdZylmd8kssavjlJUHnM1k9bZYzjmt8+pRTXoGFOtN3S645fgZ17i3gs0IrECaRPduYzid7NrldzmAmk1Cvl0Vsv417aqqZVtQaLexZK8xlB45pHpTymSVtVAVzAbTXBc14emySJYU40cO3pjA8e5eRCNGVbmdZE6habuefcSOApg0i5T6G01YAarvYpYpijPDRq3RuaHnJcLWoL8Ys9a+FkDwL0PMrGIjg8A65lhBLJOTR3Ak7v34m0UKMQCP6AI8y78YLO+/3gz1MyVy40ULKAveMMmhc8ci0TabfB8SL9Bryg+1HAEO9IsDKypkhbVe95tyRSWp0iAM3fPmfQNRdcMwE9A41ZWJHfUccwR5+bwePXv/51LF68GD/4wQ9QKBSgaRq+/vWvt2LfCI+uJtNWl3qOiRkz2YOOc16lPALihm+mz2O54sB2GG67Z2vDz9biyW1i4HjWm1ajYrm4+9HdTS+r0ujymdTBo6FrWOINppMEIRs2D+GuR3ajVHHUg32xXE8TweOfH96F7/7iEbiMqTS6ZpFBW7CGKekLUtaRHLRQXDvBgUGoDUbkWORLpCNvBmoevUDTO3+McTVojFMef7N+O772swfAOXD22ucDCLykmhiAyR6Pi+cXYBpa043qARG0PvLMEM54zXNx3OELsSuh82Vw5rVxSk59bM+RD0CqQY7cl2bTVqX5iFQe+3pyiWpmfeXRM8zxBi3NnH85WO0u+IY5smfeRArFXwWPHUHl0T+G6Lm0HVeZgvlpq3ogHdBPs55U17G/DjkAkGmr+Zyp0tJcpTyG24BI5LnNmr71fhL1LXhM9zy2B09uHQ4t7/cNrBM8Wo0Nc57eOVpzkCdVOxk8RpXHkYkKfvXXLVUD1GBrG0C801zGm55gcxiDYeg1lUdV85iNP3a5TCFnKPVU4j9HGyuPS+Z3iLYugdT8ybKtVPjENY/e+agXPAZrwpU5SbDmscYxS/aNl/G7+3fgkWeGAAQMcwLBhPx+3vDSVegqZEKpqzIo1TVR85ikP6esOVQp+U618ihTS+MM/uzIxDiQouZRFzWPacpRohPzSdx0AV/5lCQyzIlsu6czG1vzKCcXVNpqlWGOrzwGf1+PaOAZndSV1xCAUB2uWt7bhNZsn0fNBJh/XzrI4/HiUYDZBW5247HO/4cni6v975uVAe6KHo9iBVWtNqAZfkDoBaYrFoh93T7kghVWAVoWbufzEArgOMcS7Sn0ZfcFgs8KchmZGSQ+lhl7AOb4I8iM3hPuM8kZNDBwzZvUyR+Mg/K71DlxXA7bRbhVB0/+7ptpGgaPCxcuxNq1a7Fv3z64rot3v/vdWLhwYSv2jfDwg8f6hjnLvPQ9M2Fxd6niwHF5SHkEvMmYJp6T8sV950M7VY1cUjZuG8HyhZ14/qELcNjyXvz+/h1NP6TlIK8glcfEaatlzOvKqb51SWZW5eBn596iclqVwWMzDpS/Xb8dK5d244zXHgZAKIHNIgejSkkw4wdW9ZA1FMsWSOXR3740ywGqjyUYPLqMh4wQSjGD+LgX91837MGqJd34ygdfguetnA8ADVO4ggyNlVHImSjkTFGz1qRpS3DfjnpOH5Yv7MTASCm2Rq6WMiTVPgDT47Y6DcGj2Wzw6IqBeHdHBkeumo+jntOn0gmbMVSQ15gcNMhBSzOTLlKdy2Z0dORMFMsOnvTahSS9b8W++Mqj47KQCypQXcNpO0wp9RUvbVW6rQL+dTE64V/7ccrjwEgJY5MWCjmzSnn03a8jaaveecuaBrq8YCPJ/S55ctswypbIOpCtVgDA8va9Ixc28AkSMsyJUR4HR0q46Kr78eCm+BT6wZEyeruyWDgvD02rVh7XPzmAX9z5bOjZAQTqPQNuq0DtbJooruu5rdZo1SHXX6ihwsl7e/nCrjrKo1F3Imj7wARWLO4SBlFWWHmU744kNXFBFbhez8XgJGGcYU6uQauOSsAsCJCGOZo/6cH8Ov/OQgbzurKhZ7fDxOc1TUNHPlnNo0zbNFVqN1fvVzluYIxD83o3Rk+dPCfSSR2A1y+xuWwPYcYjWnVMxW3VDNQ8Jgoemd/uAkhomBNwWwXEM260WK3W+/1Cw5MI1cpjc++H8LYjgaecIItr1REyzImveZTf10NP78Ujz/jPGK4Z0Fx/7Kg5Yzik8CwMeL09I2nKmitSyHVrDzqe/Tp0axB+2iigwQWHDt3eh8lDPwe770QAfvC4bcgFyy1F8YivwFp8KkTw6V3XSgXUwfUCuNkDgMN7Rai6R6dDjNlYdpFX5yWDR8sbN3tKcGEleswxZLjIbip7jq15E2KArenQ5mKrjj/96U8488wzccEFF2BoaAinnHIKfve737Vi3wiPQs6EpjVWHg9aEFEemzTMkQFEnPLYzPLB3mW/SqE+Oi7Dph2jeN7KeQCAV71gGQZGStjdpHGOcrvLm8hm0ymP83tyasY+SdqqHEjvGJxQaauLE6StVmwXBy3oxIIe0W5ivNR8GltFzebr6v9xAVA9pPKogsfAscuaQmGIEm+YIwdNlu2qQYEcpAS/h7hzYbsMC+fl1cAd8F9WzVx3+8YqWNCT8/bRSKQ8KhUoo+OghZ3gHNg9FL7eNu8ew6e/exd2xLhi2gHl0WiUktMA6bYKyNSipDWPDBlTUwOcRoMkORuuaRrOfdcL8ZIjl4SUgWb21zQ0NTCQg5Zmrnc/BU5HR97EyEQFz+4Stc5pnIJ95VE8uyzbDe1HVQDnsBjl0VCpf3JZWe+oIb7mkXNgW/8EOnImzEhKV7B1UmjbMg3N1NE1BeXxgacGkcsYyJo6Nm7zU31VAKBqHquvR8txQ5NNwf0N7s/IRHw66sBICYvnFWDoon1AVHlUjstR1TVGeQTQtIol7zdpOBJ9PkQH0NG/Ww6DpgmH4YGIYU6c23P0Xi5VHOwdLWPF4i7kc0ZVn0elPCZwOJdOv0B1H73Y/cuK71xDOG21VsAc3A7gO187Xl9YM1DHZqlWJ0JJDz6Dgv3+OvMmHJc1rZ7JtNFgGyH5vnaCyqMW35da3jN9geBR14KeDPW3H1Qep+K2KgM4XUtmmBNsdwEkM8xxI4FrT0fWmxyL3FtW+NqXwWW18hie5Kq/7bDqGVUO3cD7Lx/J2gBiDHMi78jb/roVt64LjBU1Exrzg8cu+2n8w0HXIMvE8+3wyR/jpb1/U3lwPLMQxeeeD6dzNTR7WBjOhKxcGTgMcOiiRtIz3clnNCzu0bF9yIVmDUGzvAA2qP5x27uuDPDsAkw+9/Nwu45C1vMkULe+7pvxhJRHz701qDxq0DCPCy8PGTw+V78TnU99TmxXA2pa0c5SGgaPl19+Oa6//nr09PRg8eLFuOaaa/Cd73ynFftGeOiaqDWoNUtruwy6pqlG377banMpCmM1gke9SeXRdlws6s3jVccehD8/tCt2sF0PWe+42lOf+ry+fRM1bKmjSLWskDWRzxhqprVZhscr6OvOqYdvkrRV+WLfMTCB8UlhPOP34mq8Hul+qEyRkiiPUgEKpKElfUHKHo+xaatjZWgQkxLRY5EvdTloqtgMk5VwfWSccU5oHY5v7iRRtvVNvOD2jZXR5wXdhYTKo6o/M3RluBNt2r5jYAIc8Y3F45THJLUwQYIOmKmUR4chYxhNzyy7zJ81lgRrkhohgkd/eXnfNDPpomqIdPFMe3zLsBrMpEkrk/dAsP9d2XLU4LIqbdX1lceyqnnUVa1cRQWPIijq6cqGvtfgdWk7wqRCuWU2aNWhAihTb1iKUAvGOR7ctBfPP7QPhx3cq9L9AV/JiSoQwWWF0uopBqZf+xndx1qmKIMjJVXTPb87j+HxcKZJUdVIh6+FilJd/ZpHoPnjd1XwGO8QW+U8GqM4Z00Di+cXMDZph57xQWVPDnKj527HoHinHby4Cx05U6SeeduMKo/1JpEY4+r9mDxtVbQGymVFdo1dpTzGLy+fx/L+dFwOU9f9SQ+vZAIQNaOmoYXOXzAAUv4LTWbnyD6H4ZpHmbYqthmqeazhtiqf84CseRT/lp/fvHsMu4eqSw9UzWNgYvWPD+zAv//0viYNvmKUx0R9Hrl6PgDJDHOqax7FuR+LjIvk9ZGPuK1G1b9EymOkzYf8v3rGBWoeM6YOTavhtuq9JqKGOcH0ZQBe2mpgIspzH9V0z9Gb7cGC7JA/HtU0wOz0axK5G6ob1GWfR2gwh/8Kc+xh9bcVCwxs2+siN3gbOjZfgsKWb4EHTWu8+kgZ/ElyXvAolcfMyL1iV1glrDzqGdyy9+3o50eI1eUOwhPFo1HmYoxV9r6+hfxpf3scbVf32DB4ZIyFDHKOPPLIQLEy0Sq66vTFsh1hvS1f6sFBbTPGb1J5rE5brX6YVywX37z2QWzd4xuM2A5DJmPgtFcegq6ODC6/8dFEjmxyACTraGRKU7MDi8myg0LOhK5ryGXi05pqwTnH8HhFpK16A8g0aas7BosYK9roLmQTKTHSLEXWQI0nCB4rkdn8TI0G2vUYnRCpd/O6xMxuMRQ8VjCvO4fOQqaqfjOqPFZsN2CYE2OcUyPVLBMJYpIZ5lTUjHQ+ZyYK+lXwmDGwpK8Dhq5V1T1K5XUiRg12YtxW06et+spjmvQqW1rv12nREMTxUgCDmIYwyGpKeXRZKOhXql1Taav+gKgjL74z+TpJmnINhA1z5M+liosubzImeDycc0959FRKy/VdLFXaqjgGqTwu6MmHW3VwjkLOV6hE2mr4vCvlsYbbatY00FXw0lYTBo/P7hrDWNHCi45YhNUr54vnjjeYlAGAzKCIDhLtyGRTJiYQk0Fe3DPQdlyMjFcCwWMOwxPhe0M+A6KTRbYTflZ1KRO4Zlu8iGvWd4iND8zltRitmZaTPbKf6WCg7jEubTV6L/fvE58/aEGHulZEuYcIvDoLAeWxznPghjufwRd/dC8e3DSozJoAr41CjUG9FQhu5f8rthNjmFNfuZTXtlIeA31l5bWazxpeC4/ghIkfKHQmTDeW5jyZoPJYqU5bNXQNml7tnirdmef3hNNWVXsk73c/vX0jbrzz2Rrb15A1DWWgtXH7CJ7ZNabu8Xq4LoOGYPplstr2qprHFIY5wZpHoLqUQt6zUaOsKtObyCRX/f2Wy4rvLVovGaz51zTN65NbL201/PugcRLgpa2yiq9WMBk8epkEWg5ZzVLjUWPyGWQH71DLC7Maf/u/Hn8f7p98DaABmdF7YY77wePKhQYGRhlcW2Qg6M6Y12tR7g/DGOtDBV4rqz03IDP0h6q0Vc0WtfosuxCi1Yh3XjUDT02uRknzyvv0DG4bfhv2slUAhNMqAIx3vEh8nFleY/U5pjwWCgXs2rVLBYz33Xcfcrlcg6WI6aZe8CgHsrHBYxOzZHJGUgYCihjl8cltw3hsyzCe8VLNAD8I6O3M4uNvfT6Gxsr4718+3vQM3cbtot5RPhyTzsoXy456cGYTGuYUyw4sh3mOk6JRe7K0Va/mcXACY5MWejoz6mXeKJiRRgXZjK9ENNs3LbhtOaBKZZhTrGBeVxa5rAFNq05b7evOiRdDjZpHpTxaftqqnJUPDiDjlUemTDskZpM1j7bDMFGyMc8LHjsidUiNsAJKiGnoWNLXgZ2D8cFjXEBfzzDnp3dsxI9//UTT+2I7vhqUMdIojzxkmNNoeVnzGETzHBGbUa6jirGv2DeTturP5MtrZ9WSbmQSGFpcdPX9+PPDuwD490B3oI6xbLl+GmvgeFzGwTnUQF8ojyzUAqEcUB5NQ0e3Z+wiYYwjYxoqy6OQCyi+zJ+VF/sWr45lTFGDlcsYsc84x2U1088feGoQhq7hBc9dgNWrRKbGU7JmtIFhTnSyKa5Vh1IeY/Zr72gZHH5a/vzuXJXDtlSVove7cluVNY8Jn/FORHmMO7em4atp0QDOcsRzVr4jg3WPlUBQbdTIIpCBl6ix9p7vlhMyawPqK4g7Bifw2/XboQH4399tUm1iGi1XDgS38v8Vm6l7KZepb5hTqVIeRTBoKjVJ1DxqGpTjtROYdQ72KpT3bLOTw7LmUSqLIbfVQPAo/17d51H83NftK49hwxzxd8txY/dJ9pAMtiKSdbrbmnDYFi1idDX+1XU9NqX5lrs2xwZlMjCWZBM4okedXuUzrTp4lKpx2G012ucxYzQ3uRhctiptVbXqCGevRL0m5CmS246+I23HjVGvuUod1bzgUTfENc+1LLK6pdZrTD6LzL4/qT6OAAspd+NuLyytSyiKeh6a43/XKxYY4AAmJ70MOWZDuKV6yxsduHXiY9hUfgHgTEC3hmAWNyrDHDkU0lgZLH+wZ7gTWN4tYVXuGRR0PwNP1zhyfATgDCUvbTVjeuNtZiEUfLYJDYPHz3zmM/jABz6Abdu24Z3vfCc+/vGP45xzzmnFvhEBGiuPOno6MshmdL9VR5PF3f7MZvhy0LXq2hFp0BB8eQeViMMO7sW7Xn84HnlmCPdvHGzq2PYMTWLFki71c1eDvpZRShVHvdRy2ep+bUGe3DocUphkzc58mf6YUMEqWy40iCB0e/84ujuyVeYbtRBOd0KJ6Mib0DUt1k2tFlHjkrRpq/O6ctA1TQRgkbTVvp581ayi2HffMAeQyqP/fZUtRw16NK12zWM0bbVZ51I1U+4NvvI5o27a6pW/ehxX/2ajv21vebn9gxZ2ViuPo1J5rL4OQ2mrkXqObf3jeHDT3ubSorwec3JdptlczaNf1yLqvzJm84Y5QSUhSLMps1HFWAWPTQTvwZpHmQK3euX8RC6Em3eN4ZmdYvJKpZ1690CxJNSgbqU8+uv0lRqhFkrlSLbqCB7DyISYVDGM8GBRpvAd5KU6F7K+YY4bVR6r3Fb94BGo/Uy/5rdP4bLrH676PQA8/PRerF45Dx35DJ6ztBu5jIEnvMwNFTzWaBofrO0L7kdwMCs/E5eWKNW6oPJYqjjhnoeV6qwDoLrmUQbwTStY3jUbZ/Ij1s9Ez8QamQuyrliamQUdV4uBsodaymPw3AXLG4qBNlGAVB5jggjOcdUdG5HPGvjYW4/BXu/ZIp/dhq7XNsyJfG95b6DuRJTHWg7VSnn0no+2wz231WDaKlNtQ0QLj7DyqNJW8+nSVgH/+aLSVl2/5lH3ah6jBn/yedHXE6x59A1zlFAVMP0Jb5+H0mYtx8WwNyko2zO5jOGnd2yMDSbFRJv/rIxrf7b+yQHcdNdmbN49VnP7kqxnatfcu4FD0/x3olIea6Stiu+vOm016rbanGGOfE5HlvV+L9VrSS5rhs6/36ojvubRcXl87ayXriqDSF33UnG1LHK6pb5vzZkANzrBzS64XUeDG50Bt1OO1dm/4aDMFkDT4HQ+D3p5O4ziJgDAvA5vgskpBbYZMMxRfR4ZNLcEN78Menk3soYsr/CUR7cotgt47pJi3w1rL9YuuhaLdL+m88iOx3Fy9jJo1qBX88hx0MQNYlHupa3ONeXxRS96Ea6//npceuml+Kd/+if8+te/xkte8pJW7BsRoLNOU2WpPGqahte/eAWOO0zI5c0a5kRnpCUatCrlUQ5UgoMyy2ZqZg8AXnHMMgDA3pHqWrE4yparXsiAeAhmTL3plKZi2VYv71yd1M0ntw7jm9c9hJvv2qx+J2ch5wcUrCRpqxXbxUGLxANkbNJGT0cWGVM0fm4UPFqBVC5d09DVkUmXtmr6g8GkwePIRAW9XeKl1JE3UfTqFjnn2DdewYIeYWhTFTx6L4HOiGGOnBEuebVngJgxrUQCC845bDv8AgKab9UhA2eZelfI1lceN2zeh22BWlxpoCFfrMsXdmJwpBR6AdZTHu1A6mc0bdVxGMYn7abSooKpjEBzyiNjHP/6/XW4/a9b1My8tN4HqgcHo0UrZIASdQCUmEmCxymnrWrqnn3eynmemtI4eHSZCLbls1AqhzlvwkbVKnoDreDxyMFqxhTBpvxecxlDzdor5XFcpGxH+/ZJJUHWyYbTVhvUPAZadQC1g8cdg8Uq8ybJ0FgZBy8WE22moePwFb14cmskePTuyWgwourasoZa3tC10DmqV/MoHVQXeDXp8pkZVB9rGuZElEdD11HI1X6nRZEKUK5GexHLU8NrtQSQ76hCzkRPRwZ7AmZsuwaLyGZ0zO/J1VxeKnMZU0ch6yvtVcpjDUOVv27Yg007RnHGaw/D8asX46VHLQHgB4SmUafPYyTdWEyQOup6btTnUV4XpYpoji5VXCNgoBKtvwylrcYpj83WqgaWlWZgSnm0feOjmmmryjAnWPMI9Z5hahItvu2LMswJtDgZHhfP5W394n2wZfc4/vTgTjz8dLXDsOtypdAC8dlcMuiMzSIIHD/gm9s1lzrKQs/p7o4MNFQrj5YKHnXPdEgee8T0JjLJVXfbNVJefeWRhc5LVdqqd45kkC/rVIM1j0B0EkJTimM/jsQ1u8+EZohnTNk8CEN2nx88uhPgZhd4Zj7Ky98LN78Smgq+OF7U8UeszD4DwIQ97wTwzAJkB34JcMdLP+Ven0cpYTtKudQqe/H3hauwMrcZ0DSw3HKAW+jSxPWh0ladcRjFjcjt+T8AOsCk8lgRJYyaP6YddJaBc8Aob0PZ4ug0ijB0wOl5oefWGlAu24SGweNjjz2G7du3Y+HChVi8eDF2796Nxx5L1sycmDpdhTqGOYHB3OmveS5ecqR4MWlN9pyq2CzkiCYRrTr85SfLtnpQWpFBWXAwKdXPZlMwy5ajXoCSekprlMmKb1iQyxixbnyDIyVccdMGuIyHbda9bcg0KlmH1SyW7eK5B/Won7u9ovaonXv8st6AynuhdCc4ZrltINrnMVm952jRwrxOGTj7DaDHSzZsh6GvR6StVmw3rMDEKI+TZUfVTpYrjhqs9nZmqwaTLhMdRKsNc5p7wdmRgbhwQIw/9smyg9EJS9V8ieVFyqx8uS1f2AkOoYID4iUnB8txDrjBPldRG3I5qAvWBdci2jw9YxoNTWv27JvE0FgFz+4c9R08vckj09Cqlv+vWx7Dj37lp9HG1TwCzafMRu936YLZjBrhuFzVEC2eV0A+a+Dwg+epGfmG2/b2Tz5bZN9CqeDI+u3umLRVJ6D85TK6msHPBZRL3zBHKPLR7A2ZYieVx45Qqw4ZPIp11ExblXV/HfH3+2ixgomSXfUMY4yHUh0BodruHprERMlW25PKYzQ9LdjSSJLNhNOFZQpn3HcZNeaY31UdPBYD30sQ+awKXjddCXoGygnSYBAQRN7PKnOhyjDHb4ezfFEXtvf7E0k7Bidw8KIupX4BMcpjQJlTNe0B5THkthrzzn34mSEs6MnhlS8QE6vveO1hWLG4Cyu9jBuhPNaoWbTCk7s5zxROXs8NW3V4y5csJ5AK6b/vXU8B8gPZsPNrMICKGuY8s3MUf3xgR+x2Ae9+kYYtpo5SxVX3pO2yUDuJOMOcoDGbNDTSNA0aIsojr6E8ek6x8rvfO1IG40LRk8/nx7w+s7HlCSxsDhaXXiwVzLjJ7uDxA77DcTOmftHntKGLbI2xyH4GDZ+Cz6toqw5V1pCm5jFimOO4PDTxK9VwSdQwR6zLD2zlszBUIsSh1L8S78Uzk4fB8NJW93S+GbcNnqJqXDV3ItDjEd5g1VUr0sHANV24qGoGKotPBc8uBpilXFOfzr4d1sKT4fS8CME+jzorYZG5DR2GCC5Z/iAAQCfbA8APHlluibe5CgbGNVRsb5wglcSA4c6o2web56CXd6Jsc8wzR8UkTfcLAK+XZLulrZqNPvCJT3xC/du2bQwODuKYY47BDTfcsF93jAjTVcjAcphXIxcOtByXVxmPAM07gwVnHYMIwxz/56e2j6qfQzP6TlhB0jRNBH9NqGiiNxsPtWsAxExuEsOcjkDaKiAGK3KdjHFcfuOjYIxj8fxCaFBXifRKLOTMpmseGeOwHIb53XlV/yPrEkSdYHPKo5xN7+7IJEpbjbbqyNRooF2LUkWYLgSVR3nssl9nX09eDULLlhsw4xC/k+ZGZctFqeLgoIWdGB6veK6XXvDYlauyxw+6nQbx087qH4cfePvKo6gVq06FlSqDFUlhDH7uIOW4OoFVS7sxOmGpQULcdRwMoKJqhXzBbu0fx3GH1++Ja0cG1aahwXbq37PbPQV1eLzsK3lqeV2pkXJfNu0YxXJPHZe/68hXP/ozpt7UwCIYOEvqTW4Fcb10J03T8KoXHIQXP28xOmR/1iaURxU8et+JfB7K9GWZht7jpa1Gv3PACx6zpprBz2YMr0+mny0wWqzgmM4+FMtOaLDoeErGYct70duVxfJFnVUOwY0Mc+S56ypkQsYtgDeh4117k2VHTWoBweDN/+6W9fkGMJZSHuPTVn2VzF8+atBUr+YxmnYbpzxGTbOCy2ZNv3ZMHn8y5bFO2qrDkPGUF02LUR4D9/tzlnbjN+u3q5Yz2wcmcPxqYQpYy/wq+I6UNY+TFUcNzINpq3H3kDQakoHE/O4cLviAn8Fl1FEeo0F7Lmtg33gFtpdOKq+nRsvLNG0AoVYdUnmU5zbaLiiYupnPigBOBs2/u38HHtq0F6990cGx2w66jWYMHWNFca3omlC8g3V5cZPdql2FKRzJZWZB1LORMR478SUne2TQtsd7Dx2+vBdP7RjFRMnG41uEcl+r/jgYwGl6dese+TyOWz7qtirPcTOTdG4kcAXERGytmsds1oAWGPP5jqneeyrSq7H+tqPKo3+Ncc7hRBy3c1lDTdwBUEFiMHAOtmKR19dk2QZk2aLm1zzm3d04omMIuibuEbkWderdEnh+PuAU0bnlm6j0vRbO/Fd6H3IBzsFheo6pDG7XUXC7jhLnyWQANPRrx8BeIJ5hv3l4Eq5r46TXwHNuBTQv+GPZxWD5lTC9QFYOD8sHf0A4tToVfOFWhje/eAynvEa4r3L4Zj/y2EfYEhxS2Y2yxTEvMwJdE7WbLCsNSdsreGyoPP7hD39Q//3lL3/Btddei9WrV7di34gA9azNbcetSv8DmncGq9iuCrpCy2u+mxkgzHJMQ0chF66tixuwNzswkIO1fCaqPDY/Kz0ZMMzJZapn9vaNlbF9YAJvfdUhWNrXEbamj9R7JklbDdYaHLxIzIKFgscmlcdgDVSStFXLCSvGSQ1zZFplKHgsy+DRS1Hryas2BsHjidY8jkyIB6asTSlb9ZVHOzIQlTTrXBodyPoOt9XnXFq4B9OZpYGGZPH8AgxdU+06ZMpqres4+PLUommr3oAnkfIYSD1uFMDJwcrIeKUqIDEjPdq29U94EzTBwWC4DkeSMXUVzNZjKvd7cDZd1zUVHGVrpJs/s2sUP7n9SaVIyOOVbXwqjmhzIp9fIxHn6OgkFyDOVS6jh9JW5f/LlqjhK1VczOvOVU3AycHo/O4cLjv7lVi5pFupJo0Mc6Iqc1e+eoKtbPnKTHQiqRxJOwX8FNK9o+WqICP67Ff1eYESAVFrWj2ZViw7VSqQZbvQNf95My8SPFq237g+ruYxes3Uaz8VRbXqqJO2GkyJrTbMYWqi6TnLeuAyjp17JzA8XkGx7KjndzSLILj/quYwkOKsAnLvOq6lPA57adC1aNSqI/icFyqPoyZtG2VrBGse5T0g0lb9FMrg8RlRt9VAmrumiXRzOUkgU/1rlYq4gfTGjKn7PaW7srAcP5tFqL6e+BQ498HMit7OrApG5CREsL6vftqq2P8BzzX3uMMXAQA2bR9R9dNxE7fBtFtxbsLf0559k+pajEv1rnJbjakzroWcMAnSUyd4zGWMUE1mVHlM0ucxumwwxZl5WUPBoDqfraU8hlN+XcZV6QEQyXDQTGVss4w9iLctuQly8YXlP+ODB/9IiRfjKz6F0pK3i2jenRTprlJ55LYYt2qaUP8C/Rf18i7k9AryegkdlacBV0wm/O0ZB+uf5epznAv9EpwDmoHSqn8G730+AMCyA+dPz2GyXEHZDjhUy+UDaau6DgyzJdAru1GyGfqyoyINfvgvMEpbMCcNc6Icd9xxlLY6A9RrX2HXUB51Xa8qQI8jTs0Eqlt1bNw2gsOW96AjZ6pBJvNqKKKumc0Hj95MU1zaapPKZcV2fcMcGTwGgggZhC7ozSMbaeURrfdMYpgTtHg/2FN2ZNpqPlddJxglaiLR3ZFNlLZaiXxvogGx21QxPgCMerO4ftqqqcwMhpTymFM1PsHjkQMVWesjB5ALPOOhUsVF2RYDuo68GWPdXyN4bDCL7i8fSVtVhifV59xXHqMTHv65Mw0dSxf4jqvSLGfV0u7abqtysBrpDSePbWsTbn5+zaNMW9XhNBhY+MpjJaAkBEwpAoGiHBgFg6i4GW2xD41TZuW6MpH7vdmUa4eF63gkMhUvCOcc1/5+E+58aJe6J1W6U9mByxgsS7ba8NJWvWtapq3WqnnMZYyQ8ghA1fbKSZV5XdmaNY9RhFoT/v6rUyvdUJ1tV0cGkxUnpBAGa1Oj1518VgYn+hb2CgOYvaMlpR5lAkFBkDhX7WzGCA1k5UDYcVlV/XTQFRgQ31ln3sSwt8/BgWB1vSeresckUR5t5baqx6/f9t9BcSpecMJj1dJuAMCWPePqXlqxWKaPxtc8li1/glU+DyeDhjleQBlX88g4x8hERaX5xmHoWt201dBz3qsvk6m8/jOzftoqhz9+yATcmV2XoWL7309cn8dgoNBZyKj3hFTO5Xo55/jDAzvUfRg0jDEN3Z+w7MyGlEfpyCrW4e97sEa6uyPru3fKUjXu76PLeNU1r4JH77uX74JjD1sAAPjtfdvhMo5CzqzxnA+7iupeNpZ8xwaf8TWVx4hhDtBcW6Jg4C3p7sjEturQIN4huq4pxTGqHsrjaCptNWqYo/vXWFzWkJx4k0Rbdch/M85DmTGTgYCb61nRNgMA4MCFodJeTZSxNLcHnAmzoc/8bAx/eoKJ/pBiz6CUO+74aaOaroIyvbwdha3fQcHZhqW5fhxt/wTZfXei86nz0Itd4nxxDo07YnHN8CVPQNVKWg6HXt6Bjs3fhF7px2TJu9ZdcZ85uYPws13vRknzWxzqGrDZPhaVJWtRthj2sWVwel4MwOsTCcy94PGxxx5T/23YsAHXXnstyuVyo8WIacbvixXv/BirPGrVBehxiLqh6uWDNY9Fr97xeSvnIxNw9XRqBAHdHZmmah7VbHounEbX7MBC1fHUUR4nAnWNuYirY1S9C6ZuSgZGSvjxr5+sqicMNm+WA5L5XmF/c8pjWPXs7hAz8c32kZJtPiQZ0wDnzc0sAv5gT86ad+Yz6tj3jpRVC5GoEyVQrTyq4NFTQkqWowZc0sY7bkY5G7luzBqDt6pjVyqOH/QD8aYtso4x3JKgOvXykGU9eHbXmFfv6AWPS7qrZtZlv8B6NY+GrmF4vFL1oo9S1auziT6P2wfEgGVkIk55DKecyZY6oeAxZkZbbLv5msfo86arI9vU/V7L6TUaxADAph2jeGanGEyoOinv/xyixkgOeqX5y6g3OFWtOiJ1rvI481lTXWPy/svnxKB88y6xzYMWdlbVPEYHgxLD0OE4ooZL3n/VvQiZ11DbCx5jeh0Gr5foYFYpi4FAoiNvojNvYu9IWZkH1ZqAkU7KMu1Snotwn0d/n6MZGJbtVt2v87pyKlV4MuS2XK08RpftLGQw0YQpGmPCldo0NPV8j55b23GRyfiTOVEVLqh8LurNozNvYuuecewYFMFjlfJYJ21VOhuXKw6KJQe5rN+uJa638sSkeKbXVR4Nva7yGHw/572JFpl2WyvgDS4vkdeUYWi+msQihjmRfXEi6llX3kSxZKNsOWp98v/D4xVc/ZunsP7JAbVueT1mTF29i+d15cC5f09K9R4Iq75+ax8dvV1ZtR++2yoPLRO97lwmUm7lZFf/8CSypo6lfR3o68nhyW0jyJg6nn9oX+zzKxrARZvdb+sf9/qHFuoEj9WGOc0oj1HVE/CUx8lqw5ysV4+ra77TabXymCBtVZ53lfLqq9vy3R3ct6jhmfxego9KqcoHg9eQ8qhnAdcLxpkDl5t+P08tB91rx8Gscbyq82aURrb6wSN3feVRz+GHA5/CM/aLABjKSIdnRQlJ1h1Ch14SkwBGN8AdMNeGwyBUSz2DQXsZbPgmTcbE4+jdfAHmZ0ZRcQDNHoVmDcLpfgE2W0d658YGOIerFfBs6VBwPdBeRgP2usvh9ByHkq2j330uKktO845VfJ9am6WtJqp51DQNfX19+PKXv7w/94mIQfXFikmpDDYsD6LXcH6LUq/mUS6+accoOIDVK+fhwacG1UNfzeYbMQODJur34lKxADErXywL0wg9WuAQ3He1fLjmMfggCwaP2WxY4YjO6nbkTNiOXzvHOcfVd2zEhs37cOKxB+HQgDmOX6hu4oWHL8Rn35NTLoz5rKnUq5r7HgmAugoZMTvcZN1j1DzD72VVnSIG+L3r5LUUVE4BYaRh2SLFcfvAOA5e1KUaAAPhF7N0QxUDd0251krlsVxxUbEcpQpxub/euhqlrTZ6wUV7XBbq9NbcLZVHWwSwmtdvLBuZMDn84F7c9chu7BmaxN6xMjpyJhbNE8czUbLRl/HTATn8OsM4t9VVS7vx7K4xbOsfxzGHLqh5HNHzIAxvat+zY5MWRiYs9HZmMVq0fCUhVPNYrTyG0lYZU4OCIBlTb0p1j7bqAOJTMOOIzuRLchm9Sp2+7Z6t6t9W5HkDCNOc4LMrnzUwUpRuq5mqzwfPdfC7zwaWr1gOHt08hO6OjJeSuidS48RCqViSjKHBiQyMokqqHcnQCPY6lGm2QYfeqFFT1C1VsrC3gL2jZTE5FuxVGLmOimVhTBYazEYn0wL/LpZsVdcIyLrB8LZ7u7IqFTGkPMZkGsQpjyVPeY1ToyW++lS7z6PlMMwPKo9R4xXHdwTXNA0rl3Rjy55xlCoOFvTk1SRYbbdWN3TeO3IGSpYL23bRFaghjfMZkBNrjZTHWpN+oqwk4EaeNVTGTcbUG7poBr8LmZqZCfTEdJSXQnACKjxhEvzuOgtC/do7Uq5ar7wW5LvFdbnqjxe87+d5pRJygjXYu5ExDnibk88yQ9fwhr9bgWMO8Z6lEeVRBuwVy1X3FeNi0kHXfOVxYLiEhfMK4hpY3I19YxUccXAv+nryGJ/cq94PkmjqaHBywdBFacLBi7pgGlrsxH605jFTQ3mMbldsO77msWy5oWyx4ORCMFMi2ucxSdpqrT6PDvONmjKRtNWy5b9fo9uW/2Y8XJs6GU1bdS2A2dC4C5f71xzXvcJIXgHscRzb/QietJ+vUlM17oaUu0mnE9BFyik8ZY8b3YCehW4PoSvbAcY5WKZX/I1ZcBkAZoEVVuAX+z6AeR2AVDO52QONVbCiYw8sZwk0V0w6WQv+Hvc+bgKwRIsebgGVvTiy8wkY2jEARGaI7o2l9fIOdLiTWJgrAFonRH9Ir1UIazyhMJtIVPP4+9//Hj//+c/x0pe+tBX7RgSoX/NYQ3ls2jCHxQaPelB59Lbb15NHJuM3uvVbJkSUx4Jw7mxUu1ZrQNSVz4Dz6mDglrs345vXPqh+tiIBUC4TEzx6g9rOQgY5szptNTirG+zhBQCPPDOEDZv3AajTXykr0kWOWDFP/S2fNRoOxKMBkEy1G52owLJdfPHKv9XtlVmx3dBg1K+niA+8Lrv+4VCvw6iSIVOvimUHW/snsHKJUFN9VS8QPAbSiXIZw++X2e3XPJYtYVokv5tg3aO8fmqlrTZs1REJuqRyHU1bdRlD/75JGLoGHthvO0YJOeLgeQCATTtGMDRaxoLevPpOgipQVO0L9qZkXKRPyUmGRqmrfrsWf3a+nvon0+yOPqQPgJ9eKwcZGcOvVxoer2BorFK1zrpuq02nrUaVx+oUzDiE+UZMymwmXEe9Y2ACjzwzpNLBZZq8FbqvrVDtajZgGNVZyEDT4vs8ylYdEj/4NDFZcbHh2X045pA+6JpWVePkMq7SlIMYXq1pnPmM2r4dPm9dMc/00TrKo7y2cxFzsYW9eewdLXnnwqjZ63CyYlcZJUXPe3BQG63hspzqCZfezpxKUZSfz5p6tWFOJEsCiFde4wgGj7kayo0daBcVlwIaDXyfs7QbOwcnsGX3uEpZBWorj+VIiUDeK28olp1QGnA0zRmASuud37DmsXbaaVR5BMQ7WSruQDLlURpEAdXKY7RuOtqWQdQ82iGzJ7leqfzL6yiY5h0MNuRkidy3YNpqWHlkykl62YJOvPh5olZRjyiP8tiD7xjV59DQ1fjEZRx93vcgs4WOek4fugsZFZAHiT6vgs96zjm29U9g1ZIuL1OqhttqMG1VGeb42/nDAzvwhf/+W9X370TahAB+RkUwQyFYvhIc802tz2Mt1dIP/kKGORkjpCTH1TzKZ2lYeYyMZzVAY2WA22ABbYt5jqQas8Ad8Q4crQizMKfnRWD5ZVAOHe4EXtr1J/QZeyBCHG97mgaWWQDdGkJXpgzGAG56waNrw2Wy56LX51H3dohzsOwSADoOLuxBxebQXFHewo1O9A+Ld7DDNGhuCUZxI05f+gvkNd8kUNfFBEd+93U40rwT7138PWT3/gbQMyq4DTuMzH5qKo8XXnhh3QXPO++8ad8ZojZxAw1JTeWxRvF+FMt21QM1SNBtNfggCjajr6U8ShWtWLbR3ZHFb9dvx4bN+/Dpdxwb+pyq44kEr8FguTNQ73nbPVtDKTRydl++XFVaUyCIkOesM296dYFMKZrRWhw5uBLtP0xc+/tNnguqXVVQH23eHKQQ0xsxStQxtMtziBwtWigVK9gxWMTNd23Gi45YWDUrKZYPDyrUrGZM8DE8XsH2gYmQ02LQ4lueH0Ck4pQqDlZ5NvK+8ui/HINpLdlA8NhVyHh9yFwveDTCdajeoMFx4q8bOSho3KpDpr3WT1vdO1KGyzhWLu7CtoEJNYi0HKYCQ8ni+QX0dGTw1PZRDI2Vsai3EHvfyZevDASC9v5y0NrbmcWiefmGpjl+QGOo8+G4LHYmGoBqMXD0IX1Yt2GPqk2VL3IzUPMoVcfDlvfiqe0jah1ujQCu6bTVGoY5gAgE5MAwDrdG4Bp1W/3d/duRyxh4w9+txI9ueyJeeZy0VasOIDwBlc+KXrGhtNXAsypaKwyIQfnGbcNwXK7U4ugztFbaqqwTC6WAVjmChicsYoPHiYpIRTR0jEdrm6zwRJlk4bw8Hn12CAt68shlfEUpGkAFjcXUsZs6RifCaavCvIhVteuwIpNVgFCQRosWOOdKRejryVenrTrVdfGdBVMdf71rxk9dFOUFGqpV3UpgEiHOfMaOnPtVS7vhuBwDIyW8xOu5CISDg9D6rbDyWMiK4LFUcULPVJHmHN636MRaHI3TVsM1jwAwUXK83pb1g4KKzVQtv3yHmV7qrVwuOIEsz19QRQo+L4TRkRMJHsV65QSrUh6Zn/IaDN5lSyd5TQfbpIRrHjkyZvX9Jh+N0fFJUGX1201ooWtPmrqtXjkPt+oaXnDYQjy7S5rm2CE346q01cCzfu9oGZMVByu9LJMtMc/64PED8TWPOweL2LNvEpu2j2L1qvn+sTNWVV7Q7d0no5MWFs4rqGOWz4Rwn8f4ALC54DFc8xicoAiaGEnkOZOTLPXcVoOZMaU4c0JWxkb31bhvrwPpR+zq87Fp8jAcwnVw26v5t0TwWFn6dli2g+HRCSzoAzRnAsd3342N2nxAOyqkSPLMAuhWP7rNLtjcBDc6vD9YcFwAzIZR3ITT5/8QD/O3gmuLALiAngHLLcZB+T14whGtQqAXkNl7O87ovhv/3v+vIvh0S2AyDTWQTSFKyDjc3DIsNR6BqTlgmT5Mrjwb3Ojw6x7biJrK47x58+r+N5v55S9/iVNOOQUnnXQSfvazn8307kwL0uShVs1j3AM2Wq9Ti6jxShA1sxdo+ipcGcM1SHFKBOAPjJ7YOoxHnx2qCn7r1TwGlweAP9y/A5bNULGY2i9VM+Y9lOUAIjgDWSyJF7yh6+oFKfc/OPgEfPVtsuzgjw/uRP9wCe99w/MAxNQgWbWDR+k+Vs+8xledPMMc75jHipZSmHYMTmDjtpHY5YMmB8Fjj3PMfHLbMIBw6qk8d3JWVgbOT3hNx6XymI8xzPHrHoTyKI+yI2+i4KmuFS/VKy7tNRo0SZpv1RFW7FTaamTQKlNW5bFYges2qjxqmobDV8zDph0j2DdWxoKePLq96ziYQhgczALhtFXZZsM0dKxa0t1QeVQTEAHDnOA2omwfmMC8rqxKj5bBY1za6rO7xmAaOg49qEeponLdcQGcmaDmsVbw2KjuUagYccqjrtKKAWDPvhJWLe1WA26VJh/Yv4mSHRr0Bvudit5uRiRt1Ve745VHQ533o58jlN1oIFLbMEcovnJ7HTkzts9jM8pjb2cWPTE14/JaKcSkrVoOw+Bo2at59BWlIJMRlUwee8X2B3CW7aq67ei7JmqYA4g2PI7LUSw7Kthc0JOrYWgTf800qm0PKo+aplWZngFS1fXdQqPtFEQQ4m//OZ7qBCCsPNbo82hFArhCTjzjouc0bsJ2eLwCDagbIIvJh1rBYzgzSCqPEyXbM8xprDzKNFHZIzC4nHJbzfo1j8H1uRF35k6vF3L/cEm17pDXqlSh5WRPMPCUz5xczDvBqFnzGJ/S7Pd5FEGuXCZolBdMvQx+9/L6ft7K+fjO/3sVli/sRHchq85pEIdFDHOUOuq7aa9a0i3S9mNrJnnoeRdX8yi9BB7YNFi1bHSSr9e7hsaL/raC12ZQeVTH751Xo0ba6roNu1WNf3DbQLxqKd8vwWw3f4LYN1KU+yPRdVSlrVb1k9V0aM4ExvkC7HUOUr8u5w7FtbvPhK33Ao5Q/UYqBfX3322wcf6N4jrQ4Hhupwa4nkFQ0bP6TkRl8Wl4svIi/KX0TnCjA1bvSzFY7oPLhXKoueNYkOlHRmcQ/R89NTV/MJbldgnxIbMITvfRmLQzXtopB+OaqNl0ve8m4Laqef4jLLcUOhyR1ZeZD55bDJiBfpVtRE3l8eyzz6650OTkZM2/zTT9/f247LLLcOONNyKbzeLMM8/ES1/6Uhx22GEzvWtTplYrB6E81qpZbLLmMbZVh6888sAsVtb001btGumHajA5aWPZAmDfuHg4bdkz5tctoE7NY8QgqGK5+N39ohmxcHgVM5LRtFUZ6ITSVsu2UjJDdQJekXd4UOCnra57dA8OWdaN41cvRjaj17bIjjl3+ZwIqEQAFX+bKeUxkrY6NiFUwlxGqCe/vW97aEbSX96v7wD87yBOeZQBYfC8lL3AWb60O3IZ9VlD11TKYLzy6NeiqEGHrnk1jqZSHud352K/k4Y1j80a5ngDxnwk3VgizXJWLukCHvWDzjj1DAAOP3ieShVe0JsPXcf+voev+aBaERzoLlvQifs2DlalLgWJNo5XjZxr7N/2gQmsWNyNXm/mXqatyuUygV6FT+8axaqlXer7czyVvVaNWTOtXqJmQRI5WdSo9YLDaiuPwuxJBAHliiNS5CPW9sH9Gy1acFxWpTzK/wcnuYLLZkwjdM8H01YBoUrJgX6wNxkQb2IByPYGTE3cdBUyKrAPbj84WRKdYAPE4Ft+t7VadVQpj55J1cDwJJZ4LWeAGOXRq+8LIhSp4IQSQ193Dv37JquVR8etaqkkg5KR8QomyzY0iBYeu4Ymq5bNZOo/42vhBJ41AFT2SHj9gbRVr/5UorIUAttfNK8g3KUrTih4rPX8iU7UFXImBkfKKJbtKuUxLm21pzMbW+sbXi7+3rNsV6llgP/9T5RsLOzNB3pb1k57XTy/gN1Dk77yaPgmcRXLDdU1moEaStOo7nXYmRdZRdv6x7F4XgEjRUs9H8eKfv9VtQ4ZgHjfT2feVPe1fCdoOsI1jx5xE1VA4LM8rFQGJ43l+ZBjFknwXMr3vZokjNxz0brD4PWxbWACuibek49vEV4J0fGEG01bjckOkuUgDz61F+/6+8NVxkmc26pKW50Mpq36z8Dg88pP25Vpw9XK4+hEBT+89Qmc+rJVePurn+vvd1WPyIBhjkpbDdc8AgFn3zi3VW9SJzihJ0y2/PPLtSw0ZwQLsQmHFLIAXgQgrDQz5mLS7cBoWXxnhc2XYsXkYpTtU8X15tqeW6ouah4DsMJKAEBJG8M2azFgdGBiwVuxszKC7jwAtwQwV1xT0q3VCz7/P3tvHibJVZ15v/fGkmut3VW9SWp1S0L7gtVCrBIYAVqQxDLYYLaxxggYG2N5jCU84w2bB8RggxlAXsZjZpjP489gW/rAEmBsC2yBbcGwyGYTQnt3q6u7q2vNLSLu98eNe+NGZERmRmR1ZZXq/J6Hh1ZWRsYecc99z3mPN3Yhvtdy4QUdeFPPgQdg/sG/BYOAwzrwRBm8cwJ+IO8Bxo1JJR087kYgwrG5PQV78VsQzEJQ2oXNRt+axy9+8Yu44YYbcNVVV+HFL34xXvSiF+F5z3veemxbIb7yla/g2c9+NiYnJ1GtVvGyl70Mn/vc50a9WWuCTBHqlrdlzWP3gEzWLKKn+gV01/0pGEP3LBZnMUfIZPqgQs3kqYGB6hv48KG4EqMCkuRsenJW+h++fRDLjY5u5qxeOpHyqNJWw8Gmmba62o71kwOil1uy359S3x4/soxHn1rCgbPl+sarbkraqtz35IAKiAai5sAsSVI9qxvK4xNHlnHKTA1XXrIb33zwaFczcUAa7qQZf6QFAN97tFt5TKa9qn1/7PASdm2rRamUYS+xmGFOqF4xFjkgVss2GGNyVr7todX2UHasyMQoRblM1uoO3OcxoZq6tmwQngweDx1bwXjV0QpWyzjv6cHjhP73tokyamVZO2eawXS08hilyQHxWVVT3erlrJecQFDblFZ76PkBDh1bwamzdYxVHOngpmoeDeWx40vXz0cPL+GM3RP6PKp02MyaxwGCRzVr3eWunBJkp5GVMqueH+qeWm15qJQsQ03vVh5V4Kyu+2QfPseY5DKXVVkcgPTdiOpm5WcX7p/Wy6haWbOOKM3Ay7bi9Ty1itPVOsAMcNT2mg6UgOxTOVFzMZYyUZiV4q+CRyGgXRfTghipksUnsqTDrKE8ej7Gw356XTWPnW7DHJV+eGKlhZWGh0rJTk3Zb3cCra5H2y0D3e+Ez6Ysktecm6hbV+2izMkcM3A2W7QoGGPYu3MMrs0xOxkpGGl1d4EQOotCUSnZaLal2lqLKY/dPSZPLPfu8QiEkw8Zz7xmIjvGrOtX+2Rx3rPP46SekDBrHuWyymFbnR9tpBMY6qEx2aTSjR87soyZyUpY1qEMc6Ken3JZI21VOZqXHL3dkfLIY6qeIsudWQcTELHrPNZrMFClFXHlcXosPoECRBM5yXsuaXhj1sQur7ZRrzpwbCt1IkSE9e+maqsnw4xJLXX/HVts4rGwLAHoVj2ByAjMrI2WpT2R4ZPa72zDnGjdj4brOzIfH190KY/GNWFOkCr0BLPRwg2IzhMQBlBG2mq1ZGMl6QvBXbDOIs7iX8HlE1/VH7v+HH5h7++h1v4eFsdeiN955BdhDoV9Tx53z/O08iiDPxsQxkYEbVjL38FF1a9jQjwGQN4fHD68AOD+Sqgkho6+zNIurn7tbDzQfhEaXnS/H12Rx32i7MEPOOAvQ/jhueHRPcsZgwiAoLQrNHEChDMJ58RX4Jz4Z2xG+gaPH/jAB/C2t70Nu3btwq//+q/jBS94AV772teux7YV4siRI5iZmdH/PTs7i6eeemqEW7R2TNRLuiBdIYTInJ1L2kor2p2oOW8gRJdrpyJW8xj+P2fxmd/MtFUjja3j+XqA9Mihxdj3mu14A2SFrnkMH+Zf+uZBnLFnHOefPqX3AeiuOzSVRcVyw9PbkzTUabXj+67SVu/710MAgB97hryWVN2jiXpRpaX8VlLUuiQtzw+t1qPAoVKysLDSxhNzyzh1to4XPXMPGGP47FceSW3aHUtbzWhAfOREA0cXZOsNc1DXTCjOamApAOzdGc3GK8fVpGGOCgKi4DHscenaaLZUzaOtg+u0tNW01FFz4NtoeanHUNnUm02jK6X4NgIybXXntlpXYN1JqcECpEKp9md6vATOGWqJlKRkvaY5Y24aCSWVYCEEPvypb+GX7/iK/t9ff/UR+Vtq4KbSVlOCuEPHVuEHAqfO1sE5w3i9pJ0c1cDAtmX65PySbOOxa1s1CkjNvmoD1DymNf7ud78vJxxCk2QFruo6VOtstGQgkqzjNa8bpezpeueE8phUUs2aR/VdFWyZy5mZEUkDFV/0SluNah7VADveKqR7wiLZz3ZhuY2JegljaZNVbT826FeoXo/msZCmMYngsdVd81hxbZluG263mkisVewU5TEtbVWZfLWxEhrylEvdKfvKzCe5788+f4eeGMwiUh7D4NGJO8R2ErXjyXKNpDGZ4urLT8Orrzyjy9QDiKt46vdjGSqujcXVNjpeEAvI0/o8nljq3eMRCB1ie7mtmsGj8czWE1gpvS3N5SdqLhjSDXNUraqqpUy6cnb1eQyf8x0vkMFjJUqxVtk5ZtqqDl5iymN8QjFe82gqj+nuzCyKHmPnOq48RsGTKrcB4sqjQk12J9/xaX0e5W8HaLR9/Z5PS8FW4y4rVaGL7q1G28e+XeNgDPiGkbqabJECyKyJSsmOZUEtrETZCma2WdIwR6cjG9eZKqvoCh4TqmW68mhMhCUmiPV4sYdhzkTd7WoHBCbTQBk8BIbbKmMcY/YSrKABFfuutmXKMpgt22RAnhemlD9mAeCxXo0saKH85P/CC8b/Guc69wFCYNvD/wVXTP9D6LbaABNSeWTMgmBOrGayardQEUdR/dHtcOc+h7kVG5wBu8Y9mfYqfCxXLsCfPPlm8FjwKG17hD2OL82/GN/zXwhwVyqtYjB3/Y1G31YdlUoF1157Lb773e+iVCrhN37jN/DqV796PbatEGkqW5rxRC+2bVv/HOSZmbG+39m5vYYfPH4i9l2pJgAT45Wu3xgLZ9imp+v6xSqEwDs++Pf4sXN24Kbrz9cGI9OT1a7lHYfDdW3MzIyhGqZLzMyMYWKsDM8P5OdhU/WZ7fXY8mPjckAjOAecSAl49Knl2PeYxVEu2ZidHY+te1sg5A3HOcYnqzh0bAU/cdXZ2B6em2q9jJmZMZTCVMvduyb0A9S2GCzH1utptD2cMTWJmZkxzITbq5b3hcB4+G8AqIXH7Mm5FZy2cwwXnC3NFLZNVnF8sRnbdjs8pnt2T3Y95HfMyPVUaqXMc2s7NkquHfv7RL2EHz25gJWmh3P2b8fZZ8zghiv2484vPYTds2N4/dXn6Ou54wWYHIu2fSEMnMqV+Dr/70PHAQCXnrMD//xvh7F9ez2cVWOoVVz93YnJql7mvDO2x36jWnEgONOfua4N1+aYmRnDeHjcJ+pueH2UcPjYKlodH1OTFezaKc+tU3L08qXyUQDAzh3jmE6k0lkWhxt+9zf+6KuwLY7/clPc4dlyrK5jV0tsIyBfis+5cBdmt9dj56PjBZgYL6eem3NPn8Y3H5zD2fu2Y2q8jMmxEtq+0N89FqZmbd8WXfMWZyiVHX3dT0/VUA5fjGPjFcxMVdHxfHz7oWPYv2dCO/0BwCmzY9i1c0IvBwBjExXMzMSfQ48fky/4/adNYWZG1gMqM46ds+OYGi+jXi1BHF1FJ3xjnrV3G+ZOrIa/WdU1M5Mp+z45XkEgBKanazh8fBU/+6Ev4z1vfQ4uOjOajJsP08+nEs+LsYnofu/5LOMMVeOaU2yblvtdGytj+/Y6Gm0f26aq2Dkb1t1W5PVQCgeuM1MyXU6ehxpmZsYwGR778bo8x9WKA2Zsjxs+K3btHNfPgUopuoae/8xTMb/SwbMv3qMHWuPh82BquoayGyrrFadr+ytlB4EQqNXk97dNVAEcx9hERV/fAgz1WnzfJ8dK6ARCX5PLjQ52z9TR6vj4p+8Y9yrks9LcXpOJuouF5TYmw/eAbXO4YaA4MzMGPxBotDzMhMdKMbMtOu4T9RI8L8DkeAXjtRK8QMS+6/tB7FkJRM/5jgC8QO7P9KS0wZ+Yqumgx/PT77fXXX0u7nvgMP7l+3P4yZec3bVfADAfulhum5bXXK3iAMZ5VXV26h1WLtmwbEv/Xd0L26bj+/7jKcexEx7rWi3aVnWPbZuKrvnpqYqeGNg5Ez0HajUXAvH3+cJKGxeeNdPzvhirlSCESP1O2wswORG931eNwb+6nhwreleb+IEc7E9PVrRLKgDMztSxM3wmqnBrJrwHJ8P3wMREFTNTFQSBQN14j+1ZjgKkfadOYrnl4eGDC5iZGdOtxATkc1gAetnxengvTZT189gKg47pqSpYGFBOTdW0GYwVjg+S+6UmBCpVF1PhdgOAYxwDP5xsmJyQ563kyIyps/Ztj5V7AHJcZFsMPuLnTgCoVaN7djLcrsnJGnwhDWxmZsawJ8ysso13nNrG8bH4de/aHLCM69MLcOYpk6hWHHz7R8fxllddDECOW6vV7mfllPE+arY8NFo+9uwYC8dDFmxH/nYlHLPNzozpiV2LMzjG8XwqzGg6utCIPWsq4fHZMTuOSsnW4+pS2dHB43bjWbKsJljCZ2P9iYXwO9G94bo2bMdCpSrHCzNTVXz/sXlMTdUBD4AdnsfmKiwuILiDqfB9uLAygQaASklgR+MePHeS4SsnnotyrYpypYIgkNfd+HgFU9WL8MFHb8VLLnQwvX0SWKwA5fC3RRV4ogqbL6MhapiarmPVLsNh0m11aowD9Rk83toLZ7KM6elJoLMAuHL5l078PjqtZZSwhFK9ikdWdmLZvxLcqYBbHJMTFTQwhieaNYzXS3r7XXcVbU9garqOf156Luw9Ffm34zWg1UR5sgqM14Fa/zhgo9A3eHRdF+12G6eddhq++93v4vLLL0e7vXEj5R07duBrX/ua/u8jR45gdnY2128cO7Y8kNHMWjEzM4a5ud7GGoBMK1ludHDw0Ak9c6dUmXar0/UbjXDm+siRJT0z9KODi3j08BKmx0qYm1vSM1idtte1fOALNJvydxfDQeP88RV4HR+tto+5uSUcPSYHYSvLzdjyQkiDgqfmlvHDR2Twcv7p0/jmD4/iBz86qtMI5xcaKDk8df+rZQdHjq3gge89hUAA0zUH7abc3sNHFlHmwLF5OTBeWmigHaoerm1h/kRD/+bCShs2A+bmltAMj8lTR5YwVbGx2uxABL7+rnSYkylgF+3fpj8v2xzzi/F9PH6iAdfmOH4sSjVRtMJtOXR4EZPl9NtsYbEBx2Kx36yWbHz/UXm8Jis25uaW8PJnn4bjJ1bx/37xB2i3PVz/3NMByHPv+9G2r4Tn6Ojx5dhv3v9vhzBRc7ErHAgcOrwAx7awuNyCxRH7rlJQttXc2OeuxXHC2P+llRY4C7c9nKV3LXkeOWSQ4fkCgedjZVlt14pe/nj40lpcWIXfis/2WhxYCq+nw8dWMDffwKHDC7GZzoXFJuzEsXNtjvmF6Lw/9pS8vndMlLEa5rgcObqMIxMltL0g9ZoHgPNPn8LjTy2h3WxjrtVB1bVw7MSq/u7cUXm+zWueMYbl5RaOHJX/3Vht6VnYw08tgnm+Hrg965xZvPSyU2PrVL/TXJXb+dSRJbgJ6+6nwu+0VtuYm1vSqWjqOHqtDnzPR7Pt4QePHAMAOEyg0VDX/CIaYfDYaHQ/L9rhRNKThxbwg8dPwA8EPv3FH2DXRBTcH12Q563VaHct7zocTx2V197Sahs/OriIi8/cHvtOs+nBL9vd6w638fBTS4DKjPADLC/K9R2bl8f/eBgIj1ddPPjEiXBb5L4IpVCp4ylkyrpa14mFBizOcPz4in6OmNfQRNnCG646C8ePr+jtUsfuyJElVEo22m0fXsfv2v4gCNBoeTgSPguUyHXw8IK+vuWzRsSWLTsWjoXPKmVaYXM5lvJ8gceeOKGVrfmFZuazcnqsjIXlNgJPbhtnDEthUDU3t6SvPeEHseX90Czn8YMn0J6qotn24Xs+yk78XgJk5oD5vNH74Fo4+NQS5hcbKDkW/HDQ/MTBExivuhBCoJlx3KoWw4X7t+H/+/JDeMEFO7rSYgHjfltp6efLcvhvAPq4qXdg4As0mtH1fTg0H2uudl+zSRbC59KJheh+PxJ+1m4Zzwsj9U8dcwBotTrwjGPc7vjSwdNOP2+KdstDJ3FuAJUZ5MPvROteXY5qaX0vCM93/JgoVBq/F2aZqMylxcUGyuE1qp7FrfAaaYTPoCNzi4Ant6ttPCs7rWj8V7YYXIvhxJJct5pcUvddpxMt64XXms0YlsPvHQ8Vr6WlJlbU9Xp0CSL87kqjDQh07ZdSo5eXWzhi/O3oceM5HZqlra7KbbMtWZ+/utRAYzlejwzIyccjx1Zi62q3PXjGsVfbePTYMhaXmrC5fH544bF78vAidoe9gdWxbyaeteWSrZ9ngFQrGQQuPH0Kf/Z3P8R3HzyC7ZMVfS8m971WtjEXvkufCsc/NhBe+4G+9s0x24pS5S2GpaXoOnkwNNJbaXp4+LHjke+CXnYZy9qIimFxqRkd+6Vm1zV5JHz+nwjfEydOrOrrLPADNJsejs+HE/ihqeDc0SXYaOjenqzdCFtncJw4chDCmcDiapgZsboMrH4bM+4eAMChIyvY3RLodOTxPzK3AFH30fJtdDoCx+absJZXIRrRM72CSQBLWGqXMD+/gqDD4XAZPM6fWEVQPQN/evgNeG5N4PiCB95ehggFkOP+bpzKvox2x0a7aeNbT23HWTtfjEYzgNXycWKhhZW5gzi/vojmygWYP+YB3Ibv+2h3BObnV9DuBAh8D/PzKyi1GKzGChonVuF3lhGs9o8D1hPOWaaYlpm2+h//43/EV77yFbz4xS/GzTffjBe84AX4xCc+gXe84x0b2m31uc99Lr761a/i+PHjaDQa+MIXvoArrrhi1Ju1JkzWohQhRVoKgSKtfuP+78kUXvVg69VugrHIpyowUkBcW9qKB4HITGNjjIW9jzr6haJSQM3UVZXamIZa/ok5+fLfMxPNZKuBedIxFIA2wlHHp9X2DcOceGpnMvWTMaZTuy59RqS4jNVkXYepbPdyqdWtI3q062h3uhtny35Tch2nhMoTZwxvuvocXHLmdtz91UcByPQMzxcopfR5NE1CAiHw3Ufnce7eqS6Hu2Q6FBDWLSLuQAh010aZJgoq3UkNcsuupSclSq5lpK1Gy2vTmQzzEZU202r7aHtBV8uLNLfUcilea3XfA4dhW0waHulaE1+//JIpeIof/7E9+MDbn6NTlOpVN+Z8qVNTjfWrlBwvdFt1LK7TYtU9kqxvTMNMMU2i7llVmzdlKLZmqw7PDzB3QgZK0+OlmAmPbrGSUfMIyPROFWx864fHdGqsuV1pafJmCubffv0J/N6nv40Ty/EabT/obnwNxNPNVQ1WLG01UfM4Gbp8msuWXFW7KK/DrrRVox9u0qE1i2TrhqQBhkK1WFHpxkrZaCcMe1LTVpVTZXjPTNTcVAOPLGMzIKp7LBmDRDP1UqWHpaWtAtK0w/MDbZxSqzhaRVK0PT/2vFFM1Es4sdLWzqNJ8wzZ9iH7ur/68tOwuNrBF+5/PDVzSNUvKvMQ17FirTq+/K2DAIBd26Rilqz3TPZS7YU6t+ZmqPr5WCsY4ziaaatJt1V1/RdNW1XqlfmONK9Z5bJuWek1k6apW6Vk6+PihM61Fmc6PTlqdaKMVcJr3o+3jDBrPGcmZTujlaYsL1A1/lHNY5Tmre77atgyC4jeCZwjtebR8/rUPAoRO96xVh2JtE3XtjA9VsrMRBuruKlpq1l9Hldbvn7Pp/XhTq5fodqmKJptD2XXwp7wnXs8fN76fvqzcrzm6meFGgsq4ypZW5de8wjI2kX1/lptepg70cQZe2Rm0BHDVyGqeUy844y0VSeWthof7+jxorHrqo2NWl6lvK+2ktctA4cPwSywznEgaIMxFwIMXLTA/VWs+FW9rD92Pr6zJLMWPD8Abz6Jq6a+gCo7AR2RGgh7XE62dKSK7MOBw7zwmAFMtOAH8poU3NU1jwCwyE7V12cLNRxf6uC0yQbcMPgEc1Bb/SZetv0L4EELLFjVx0E9Uzo+4KgDw1wg2LhiXC8yn6YHDhzAb/3Wb+Guu+7CZZddhnq9jo9//OM4cOAAPvKRj6znNuZix44duOWWW/CmN70Jr3jFK/Dyl78cF1100ag3a01QaZknjOAxy8ACMPPzo/rG+793BEA0mOjlGCprHuP585wzHai1PT+zzyMgA6HlRkeb5Vxy1nZwxvDw4WTwmD4gqlccrITBo21xzE5VjJrFaEDuOjxmYmH2jFMP8+6ax2j55ACyUrKxbbwsHTr1vrjwfBEzwOm17WntKfwgwMNG4NxK6ZumCve3T5TjgxLGsH/3OFodHx3P7+oRCUSOnaaT29//3yexuNLGjz1jpqsuIdmmBJCzmrPTVf1SjPYn7spo2ohHfSJD97OSrR+U5dAUhDOW6raaNMwBlOGF/AF1/Mw+hWofk8dO9V4D5Evkn75zGJecKVOUzJrHtg6A0s8dYyw2wEi6HKe9PJVFutkDKzJnCq+1AQaxvXpxNdrxgaTZNy4yzGE6eNw2XobFeSwoTDM7UOg2IV6gG7cHQuAfwsF5bN+zgsfwfjsczvqrXpOKpHOjQvdn9Xx9DiulaJCpJhs64YBKGUfIZePXoapDkjWcxjVn9MM1ax57kTRwCjJqHtXgX9c8llXNY7T+diej5lG3OVADwZJWAMzrThlQpbE9VDu0Y2ai5lE972tdhjmRS7F2rrY5qmU7dEKUiLA2Pu28T9ZcnFhuYSU07ig58WdfZAyWvu3nnDaJC/dvw1986Ue4465/66r1TBpUuY6l76Un5pbx1199FM85fwfOOmUSQPj8SKlZzLrfTdLcVlsp218pRf82gyk5QI5+b36AHo9qOdVb0SRqB9VtTgJAu6yn1bia2152LD1RABiTTRbX51mdN+22GmvVEa1fvZcYELYzktfqwaOr+vNYn0dVjx3+f61s6/tQ7Z+VUfOYrDlURK064ucqVvOYcOktuVaX27DJWLW73YYfxFsLmc+DZtvT78nUmseU4A0AqmGbF/X77U6Aimsj6ceQVvMIyOBRTc6qyQk1NuTGxEna+tXkIgA8fkROyCpTwDmj7tELBFhiWTlBEehnaqyWM6tVh/EeZZwhENE7ZKImt3klGTxyF3+3+pP4l+UXQVhlsKAJxhkeWLoAbTYBiA5Ww+BxpS3Qmngu/uGo7AjpeT546ykcmLgfZb4KwbuFCWFVwRmw6snrtiMcOCw03AkYnOP34i2774DNfCDR6mPVPkXv29xqFTtKT+Gl1n/Fqe6P5P3LSxB+G56wYXELCOsvOZP7HgQCfqArudCaeRlWT/+Frm3cDGSOYm666Sbcc889eM973oOHH34YL3nJS/Dnf/7neO5zn4tt27at5zbm5vrrr8dnP/tZfP7zn8db3vKWUW/OmqFt0ZdNJSBbwUkqjz86uIjjiy2ZutGlPKYVpRtNeI2HgWk3rV0vUwYVtYqDpUYbx5daqFcc1CsOdm+v4RHDcTXZfNkkUh5XsHt7Ndan0TTMSQYRZvCo3M/GtPIYLW/OtJu86Jl78Mor9sUCCDVYNQc2yd5fJmqfVA8nIQT+5+e+j9/6n1/DoTDVt+0FXcddvYhPmelOFVCzmytNY6Bnuq0mVKtjC018+ksP4fx907j07JlYI18gXcm4+IzteO4FO1P3J6k8Oong0VQe9XIlWSdWcq2uPpGm4Y2JaVuvzuP3u4JHvysIky6v8vsP/OgYllY7eO6F0gLbPO+DKIAmY1WpqKlBTZpTrDLpMFXJpIGRNvboMYjtpTyq46+Or3JwNHukORZHxxOYO9HAzFRFfwbIoNDLmA1Prnu50QFjwHmnT+FL3zqoz0eac6U+TqnBY9wgKzmTr1DnstUOYsGjxWUbAm2YE/YLNGuWkm161P9Lt9V05S9SHntfA2nKY0/DHD+pPMav+bRehyvNDoJA4ESYWp2lPPaarFKmOSVDPTIH1SpASLqtqiCo0fb0hJrrWLoRvKKXWi/rLVtYCd1ck8pjq8/9xhjDO//dRXj1lfvxjR/M4b/9xQOxv/uJCY/JuouDR1fwx5/9Dv7k7u+iUrLx2hefpb9vWQnDnAxzrjSSBkly+7uftWYgVktM8gUiCgLnw3d1f7fV7qDVXLf5jrKtaLJUuaxntfowTd3MCcEoeIyUx0i1jiawgkBAIJ6pYIeGU1PjJTg219eqyhCaHCtFhjlG4KmC92rZ0ROdav84Z7IrAuLHPtkqQxG16kgqj9E1m+w1+FNXnRVrR5HEdI2N1h83CzL7gDZanr4O0vpwJ01nFKby2DJUbXV9mop9qvJYdbHS9OD5gZ5wmjCUR3U4/ECW4JjvWDm5KL+gnFYvPXsGDHHTHD8IuoJenV2TIhhEgoIyhwuPlxl8sm7DHKA7eBRWFQvBTjQwDsHLofII3HXkRixYZ0AIYNmXtYSrrQArLR8WiwxzVP0j4xyyT2P8+LW3vRjfxqvwb6FaecQ6gO+vPCM6Zp1FTDnHwTmP9WqUB7Cuj+/R1gTagQvXRqQ8chcQLfjCkmar4XcZk9U96nXgqGvCqm7aPo99n6aXXXYZPvjBD+Kee+7Bvn37cOutt+JNb3rTemwbkUDVOJk2zZ1eymPiRXj/d4/AtjgufcZMpDz2aHQfc+4SkUW9HmR2osFS2oBYDbrnF5uYDl+e+3eP4eFDi/rl2mx7mQFYrWLrtFUVTKkUSd1yISWAKxlufGowW+tSHv3MlN1rnr0Xz70g3ndnPE0J6JG2Wk6kcfz1Vx/FP35bOriqB36aEqGC3GTaKBANUlYaHbRSepeZPfGEEPjkF74PIQTe/LKzYy01zEFdUsn4iR8/U9dUxvcnHvzJICCc0e0KHrtTrMphfYMi2fPORL2kzLToB59YSDgodi8vXV7ldX3fA4cxXnNxwb5peZx0X7Fo5jTtnkljrCLNUExVEzBeAIjS1UxVMukU2hpAeewZPLZ8uHbktjkZmrmYQawKYo7MNzATmjuov3f8oGsgHlu3kd4q+9c5eNEzT8H8UgsPhKZLSadZk1rouiiEwFPH5UDkhwfTlMfstFVTeayGEw+u2RoodJZWkyxAdwpq5LZqxY6jlxI89lUeE03js3p22lwOytRzRz1vVOAkhIg1slfUKw6EkE6oi+FzYdwMHo3BqHRHTk/xn5mIK49WqEArzFRgEzNtVU1ylBwLtbLsgaj2O9lX1WSyXsLxxRb8QKBedoxJKrnOzgDXPecM1z3ndLzkwKl45PBivFG8arkQ3m+veMF+vOTAqfiX7x3Bw4eW8LqrzopdD3aibUWe+z1VeUzpr1mJpa3GlUcgClxOLMlz2j9tlXetF4iuH/MdJSfjVEDG9fJpbqtRZhGPqaXqWFoW12OBLuXRjwKF5IRJvWxjJpywUMf+SWWeN1GWju5CBp5Rqw75/1VDeYy16lD3mpm2mtmqI/rMN66VWKZPIvXy7NOmYkZlSdL6aPs90labbV+XEMjl7XjwmHHsVH9RIGrlVS7ZUWaQVh5FV+AJQPegXVrt4MRKCxZnerJKZcAA8lmVXLfNuW7B8thTS5ioudg+UcHUeCmWthoE3eu2LdkCJy1rKNlrVD03zPOk3pHqHTJZc7G3/Agm5u+KpYaCWTjT+b/Y7TwBQCoY+meEh5a1HUteaB7VEigd+hTeduofymPm+RCBmkCwZPCXOITC3YY56xLMt+oQQuBJ6zl4YPlCubywgKAFX8j2ZILZMH+gZAP/z5M/hcVTfx7H2xPoBC5sbgSPjEPwKjwhXVjBovRdmZmk0sbDY9J4DO7RL2iFcjMx2OgJ0jinWq2iVqthfn7+ZG4TkUG96sDiLKY8qhsxteZRzc4FAoEQ+Nr3j+DC/dOYHi+j0fZ0/yogfRBl5mmbtT6mohI9SLofcko5PL7U0mk7p+8cx0rT0zb7/WoeF5bbWFhu6+Cxq9VGp1uBco1ApzttNUolbOsXc//bYCylOW+zk60EuA4HYzI4/qfvHMZffvlH2LdL1haomd60mkeVtpoaPJrKY0rQb1vygdfxAnzvsRP49kPH8KoX7NfOdcleTK12dvCbJNm7zTNq19Txi9JWDeXRjQb2ZtqqOZBPYlmyV5r6/mk76mi0PD2zDcgBYVJJqJQsLK128LG/egDf+uFRPOf8HXobnZRrdtDgMdkDzGw2r+AMsVlZ22JGymWy5rGH8mjM+i83OrE0KFUbo1ADUjOQUy/0laaHmTCVMUpHFXrWuZfy2A6Vx1rZxsVnboNtMfwgNKdJ23fFWMXFSqODhZU2Wh0flZKFRw8vxYIYz2gabmLe11GgE6Wfmq06HJvrSRZzWXVsdJ9Hp7vmUfd0NK7LXujBotHvNi141Cldqs9jeC+ogMzz5UC6K221GqW7nViR/Whtixtpq0bNY0qaueKU2TqqJRu7QvfUpPKonjndyqP879WWZ6hUXG+/Ohfq2nVSnpWT9ZJeV7UcDYKbuv6t/3WvmJ2qwPOFdjgFut9x9YqD1774LNz+tufgnf/uIjz7vB2x3zBT9wAj8B3gWddbecwIHo1/J5efX2rBdeKBWxrqnkimnuq008R7Jgr0lNLcL23VjiuPRpp7cgyge/r5RmsfHj/vz7lgJ54TZqioiY4nQ2Oj7ZPSibarV6Cl3hN21OcxXDfjkUImjGPv+SLzOS37UMe/b75jsmoOsxirulhtefp5pcZNZvCqfqvV9uAHInZMky2d1DMjreZR3Ve6z3UpSlvV9aJZNY9qLLLSDlv7uPrYmTW3aRNdts31/fTYU0s4bYcMwmYnK3HlMZGqLPdDTsp0MiYgzV6jSdVXb5vRC3m8XsJ29ygmGv8C5q9GPyQELi3dg72lBwHmANwGR4A37v4k9rT+Bg9O/AIebuwHINt1tFoN2EwZQ7Ui5ZFxCGZBBaAmJVuKgl4AdDptVLjcd1/IVNNA8DD4s2PKpWsz/KixH02+E4sNgbZw5Luet/X1JoSQwadx6DmXm6CqKFStMm8+CefY34FtwrrHvqOnr3/963j3u9+NF73oRfjKV76Cd7zjHfjMZz6zHttGJOCMYTysL1H0SiMz01aPLzQxv9TChfu3oRrWpLXa2eobEK95FGEBsVxXVD/W8WRefvJBA0AX0h9baGq7emXsoGpBkrN3yeXVQ2jPTC3cTqUgRepZctvLPWoeo2bkfs/AOYl6QZrBY7vHYE72RrTx3Ufn8T/++rt4xqmT+JmXnwsAWA3dF9N6n+3bNY49M7VYs3qFVh6bnUwVy7E52p0APwxrzV5w8W79N1N5VC5+/QbPCmWYo64H3wgC1D6oQZQ5GaAH6Qnlsu0FqeoVENVrqe9fdIZMk//+Yyfiyyeu+WeduwPn75vGk3MrqFccXGHsuxlY91JR0tAD+fBa8nQNVnxQkTSQMk16AEMB6VXzaAS5H/w/38AffeY7+m+Nth8z6pgcj1rTKMxjqpqfa0XRD/TMcK+ax47ny+bnYSBTdm0dWPSseazK+/3gUalAXHbOLDpegMePREG/7wepda5mfWgjoZK5DkdHZRqE510FXfLv0TUGRNecY/FYz1Oz5lEvk7Pm0Wx6bmInah7rYZ9H07gL6E6d1LVSqx0sLLd0KlfJseA6PKaE9HpWTtZL+OgtV2D/bjlBlez7F9U8xlsUqKCm2fb0fVFyLN2nUhkn6XrdlHOntln9flJBiYK3/pM1Si2fM1SQrDrdyXoJF5+5vcsAJWmYk3Xs00jr85gaPLrRMy/eyy6uIM4vyx6P/dqFRcpjPOMgq5ewUqAdM3hMUx6NCQGlMptp7rFefSrlWfV5DKLgMan+veqKM/TzNak8bp8oxyam1e+pZ0a1LAfczNg+mZ4eV20BVfeXft54OD5JU4mB/MGjuheVeqjOhZUIgIBoMqZiBPXSZMpUHtMDbzNttWGkrSb9GLJS5FW7pcXVtnxm1CJVm7MoePRSnlVmhsTBo6u6n/PMZCVumJOmWloMnqEcJq8J85mTZZij0laVWrri1+H7Asw3Het9AEIGftyGsCfBRBsMgCWiPo+AVG5bHcBi8jiKlUcBvw0BBsY4wJR6GL+vVPDW7gjsb/0F3rznf4XHzEbgd+ALCxYHwCytHgKA64STBx6wuBpAMBfcVB4BHK7fiL84/CoZMIIDIgiVR3Qpj+Dhs3MT9nrMbNXxh3/4h/jLv/xLNBoNvOY1r8FnP/tZzMzMZH2dWCcmw35eip5uq0bKlRrwVoyX3WrTM9S3lOARUfG6+TBxjfz2NAdBhXoYr7Y83ZhXpVyogu+kmpK2PBDVALpGAARkpa1aXWmrajDHuWwW3ArbjWTtexIdQKzElccs90NAvhAeenIRO6er+LlXXagfpKtaefRRShy7U2bq+P3brkq1dVcDv5VGZJyR3HbXlgPmx55qYnaqEpsZNWuROp0AAt0z2tn7Iicc2p0AJdeKpR9GhjlyXeYLVQ/onUTNYy/lMXzJqMHHrm01bJ8o4wePn8BLwhYXnZRJg327xnHLT1ycuQ9uOKmgA6ABBrNAfICvth2I33NqVtUc6KrBkBo863ttAOXx69+fw2NHlnGKMZBqtBLK41hcWZTrjd7WXWmrnp8a+Op1m26rjY6+V81617R6T4U6Tj86uAgAeO4Fu/Dlbx3CD59c0Kp7soZIYSqPauChrl3HtvQxVIp1rOYxYZij01ZD5VG232Gxa041Se8X0CRrHmUqWPcyuuYxnExTQX7kEpsefKlJqS9/+yDmTjT1wBCQCkNXzeOAkz12StoqY93GaGpSRQ7CokDFfNZgqrd6OGlss1nz2GWYM8BkjVLLj5xo4OzTpgB0p632I+k026suP0m68hjet2baavisSyq5yeVPGFk3Pbe5T81j2gQpEN2HyX1OLl92LT1RYD63zH9r5dFoJq/TVjMm+oDoub+w0katbOs0XhUgqfvl1Nk69myvYed0FYyF7+HwGuGM6clpUySSaerZ512I+LkyDXOyDGuyMFPFJww3Z/MYqfOkxhXmZF694uCxI9HEflbwWi3ZaHekeZlWHhOGOUEYFKe7rYYT2SttnFhp60lCta6gx7NKZUg8eXQFgRA4LeyjOztVweJKW9Zxhq68ye22LB5PW01sm2nSpU5JTHkMnWCV63WtbGPZr0mHU88IHoUPIRAGfRyBuw08OI62cDHm/winL/53cLwGASystAI0LDdSHr02WqXT8dsP/We8YSYAwEL1MJCBYEjJjoLAtm9Hy8OGZ03iwdUz4W5X2wBjOfn/bU9gsSlQrzhob78ax57coYPHNhvHvMdlQMtLgOjoWlRVkqtSuEUYPLKnU9rqP/7jP+KWW27B3/3d3+Hnfu7nKHDcIEzUSvG01R7KY1R/EVcMqimpSlluq+ohYNY8Ri0h/N7Bo6EOqBeoGhwtrLSltb0vMgdEaoBYK9sxK2o3VNeA9LrDWsXB4moHfiDT70qOFUuzk8vHa3z64dhcp0UqZKuL7JeqMgn6hddchHrFkeYxiGYtWylpq73QA7pmes2j3E4L7Y5sbaFSUhQlI201j+oKmO6xqu4verGdtqMuBwZhgF+OBay2Xnd3zWNW2iqDFwSRmYBj4exTJ3VfP0DWDw6adqpQ100vFSUNlSKpBvJpaj8P0wT1gMOO3FaVahYd8+z1qt/8xoNHAUTXCiAH46ZRR70i09hjg0Fjm2YSyqPni6gOJ63u0MgoUGmrQLzetZ/bKiAdVm2L4cw9E5gaK2nHVZ0GlhJ8KTWkHaatMhiOqEbLjU543tVkDmPRIGbntipOmaljb3jdO7YVc2NMXnNXX34aLj27dw/gbuUxK21VzuirgZGaIGgn1Ldk0H3ajjG88JLduO/bh/DE3HJMRRiryucYgPBZGfScrIpvN0+4rXakSpZQwBhjUglpmyZcUfC4mlQeUw1zom2ulZ2u1jztARR3xfR4WfaPPRH14VNKR68AxkQZcygi5XGAtFXWHcQpExbzPaGeh0klNxkELq60Y8cnc5v7pK0mz7t670TKY3S+7/3mk/j4Xz0Qbnt0TtVzOWZ+E67XfI6obZHPi/7qnW1x/awYr7n6GomCR7nsnpk6futnLtfPCcfmOtjLUh79DLdVIMqM8vVkk5VQHtV1M3jaKhCVJ6Qp3moblSKffB6vpLitpqWtAvJ5rlK7y64FHp6DVsfv2VLJLKGRaavR9cUYYjWPyWeVYzF4XqAn+E7fpYJH6V6qFH/TJVehVEv1/usKLg3Tpkh5jKu2fuhI7liydr/NxqWzqx8PHgFAwALAIewxaZoWyOum7D2JIGzBsdoK0PAcrTx6rA7RPB6uDwAYwLuVR3XaOr5AK3Dg8FBtFhZa1fPxV0+9UqadJoJHVymWnsBSI8BYhaGz7YU4gdP0dVhvfBNnVX8glUe7DgSdraU8/q//9b/WczuIAZmsuzolEUhvG6AwZ0HNIDNSHjsDuK1GOezqwWkagbR7DOLHKtGM9HSoktSrDhjkS7WpUzayax4B+dIx035cx9IvnTTH0r07x9DxAjw5t4KVRkerjgrVB3KQwXxsf6puPG21h2EOANx07bkou5Z+MHPGUC3baDSjQdWg6wbky5EzhpVmx5jNjy/vOhwLKy0cXWjiykt2x/5mKo9NY0Z6oHWH56jR9jGBuJHB7FQVv3nTs7rWA0Qz5GXXwlMJ58ls5VEOhMyB08xUBYurHa14StfNwQNvQClR/kCupyZdaateIFNoYulq3YY5atBh1usBvVsGmAOVesXRtTEA0Gx5Ov0bkPf3eM2Nu94ZdWFqkBIpj0FP5dH8nkpbBbr7pprrMVGTRQ8dXMTsVBWcM5yxZ0I7rvYazCkTkFZHzjqXjUBHqelA1KKlWralkuZY+tkwXnXxnv8QXYdqG9ud8Jrxgphi+aorzujajiTmM1S6aKYPpFX/tE6Yju0k0uuzUqVVD9cXXLwbd/3jw3jmWdv138aqUYlCpCBlvrJjqBRtxWrL61LJFJWwdYD5PFTPJZWG1+uemYylrcp6NsZMU7P+irvCtjimx0s4aqatBtnXXBrJlN12jwmPJCw0/jADmFYn6Jqksbg8RrXEu8X0GZDr7q7NztpmICVtNUN5LBkun3J7ovP94OMn8I0Hj4apo9EkY1UHj8Z+JNK4zb/7QaCPfT/Vtx46gE7UXH2eVYZNVvDm2FwbxnAjldZUEjt+et0fEHoyIDpX1USf39w1j4l2G7o+PKXmUTkRx1q2KOfkcKLdy3jemXXGyd69JUc+AyOjou59V86sxxdbWG50Ysq/xeNuq2nqYceXZS1TYyXdukSpl0fmGzhtx1jGsqqXcRDLrDF/W2UJqHFjMnhUhjn6XnQm4QcMLIgEESY8qSjDArgFYdXBEaAduLJukMkSJgYZPB6q7MdDJ+Qx8AIG3n4K189+Aw5eGn7L7grOVBDY6gi0fAcui865z9X+IAweWcpywGJDYLzCwDonUONN+IE8ltONf8Qzx6vg7AwIawK8cxycu3G31fB3BHsaKo/ExmSyXsJyo6MfLmkNyxXmw9hMNVAvEZWqZM7em8iZPejfiJrtRoNMNVhKwxyoqbRVi0tr74WVdlfrgSRq8HpKWO+oKDnRDGOaicT+MEXukcNLWGp09O8o3FCda7WzU3bTkGlk8iYXQvS0zgdkELtjuhr7rFKysdLq6L5peQIgFgafKw0vc1Dh2Fz3kkwqj66hCKQZ7vSiW3kMMpUA9XJkiAJz6bYaBUK9rhuVtto0VHFzthYIa99yBN5A2B/OcAhOu2fSl1OpfVHqphwgmyk5iNmQq7RIBjNtNXuiRqFeqmNVWbPZakcDibTrbbzmJtJW5b9njFQm00U1quPp3gb1O622dDyth6pK2TBL6qU8moOvHWGbkDN3j+PYYhMnllupaWAm6r5stDxUjUFZmmEOZyzWvzP195TyGx6/tucPfM4VppLUKw1O/W6z7entM7fb08Fj+vr37RrHL7zmYhw4J1JCxwz3R9PSf6DtTqQxrjY9VEtO6ncrri3dVo0AsWqmraK3elgpRQYo1bKj6721YU4O5RHorr9KG8T3Iqm6tj1fKtsDBhHJ+sFWRm14pWTHnFaB7jTnrD6Fadusvm+SVVqhlEitFhrnu9n24QcCS6ud2HtCTTzE01ZZ+Pfuzzw/yKzbS6JSPmPKY/i8t1h28Gi26khLW1WBShpKeYzS3J24Yc6A257cB5Vhop2pjeXV+VWTKmZZSL0sSzt0D8ceNY8A0Gh6XRPoJddCOzx/QPZE23jN1bXkZs1xss9jMtPADlNPf/jEAs7YM6HfYclaY98XslWFgWWk5qdNJpimTZFhTvR3zsKxqFF77pSq+H8W/ws6k8/W3xNWHX86/0485l0gawa5C1gVPNI4HQDQgRwP1soMq23g0daZuPf4C+V2BwKWdxSXjH0LnAtZ88htJPt1qCCw4wOtwI6UxwCozn8RP73nE+CMh6mu0bLqdLc8gcVGgPEKR+WJP8aFzhd02ioTHnxhw2KAsGuA8DPdVoPKqVg56zfhV07vOp4bHQoeNxnqQaHqHiMloPtmNg1zTOVRzUCvtjr6xZhW0M9N5dFIgYh6+qi01f41i2bdh2pyqx+cpfQZ8emxElyb48yEeUzJjWoa09JWZ6cqqJZs/OjgYqg8xl/wyvkzT9oqEO8D5fkBhBh8WUWt7GC16UWpVDkDIDW72TZmlE1c29KzucngkYftOlqdSHkcNA1OB48t5QSXXrtmfrfkRtdVybFjL/ZOj+BPNfk2Bz5mqrW6ngdNO1W4toWWl7/PoxwMW3rf0wY0SRty25JpWI7RNmYQ10eLM+ycruKG5+3Tio62dW97XffKs8/bgR87OyopiILHSKE0axl71jyGy54I63rVpEvZmKzpZdBl3mc7w0mT08OJnMePLGcanyhUrbKqu1G4jqWVL3PgMVZ1BwrEO4ZqOqh6pYgpjz2UDHU8G61IaTIdhvMGUIDcv6Wwv2gz52SPVELjhjlZymM5NPBoG88ElYao01Z7KI+MMUzUXDAWKShlN54dkrVsGrNTlbhhjkpbHTD4S7qtdrwg13PWdKwEwgnKlOfkNZfvxfMvjLd0StY8ZrWmSdK35tGN/4aueVT9Go2AWV0r80tN6agdZhupCZlkax+g27VbbnuUEtpPeVQTRxO1kn6+6bTVTOUxWqfFDOVRmfTpur/05VUfau30W7JiE2Rpjp+9qOnyBNUwPt0YDYhUVfN5XEsol1mTTeo+bLQ8HWDHXMm93i2VACSCx7hhjnKf9UW66c3RhSaOLTZx5p5oXFUt26hXHDwVOq4GQbcrtm0Y3qRtV1raqjmu1IY5hvJYK9lYaSXOD+NY9CbgsVLolgrAqeNfly/ACtuFdhg8jpUZGm2BRtvDuLMMQKDjA0G4DSx0WhXMATNbgSBKW215Ak+2z8DfH3shAAEvAAQclHlT9mlkTG6DUEID08stNQTGKvL3XdaK7l3hwRMyDVn2fVTZDJHbqr6mmC3rIvsYam1EKHjcZKgHhWooHQ3mul9uZv2GmW6mB+Jhs/lejqHqVSZTMeS/XSNttVf6oUpjG6s6se2bqLnSzr/PbHq17OCDP/s8XH5u3IpdpXbIbejefsYY9u0ex8OHFrGcEjy64YA+b92fTFuVL4a8g7lon2x53HPYx5vUy7Zs1dFDeQRkKplpvqFQtYe9XHbTKCeUPy8IUmvX1G+aNWtqvc22rycjOp6frTxaym01fLE6Vmy2tlPw2Kmaxyzzkl6UXVu/6L0Ux1CVLqQGi+qlafYabHtS5e81CGaM4b1vuRwvvvQUXU+l0pwbLT9mRgQAL3vWabjm8r36v1U6zOxU3ESBQaWtZtePqWtHtUlQKXmmU26vtFVT4VeKu5rNX2l2+ipIbnhfJ4NHx+b6OWcOPOoVp+f1a7YeAXqnSmdh6Wdo5DyZnM0HInVCKY9qf5ITB3mC17GqE5pq+IZCkUd5NILHlhdrKWFScS002kbaqs11I3hVc9tvsmtyrBSrqTSzQ/K0RAKkCrK02on6qgbpaXJZWIngr9cEZ9bygyiPL73sVO0EbS4LRIGLfFb03+5eaau21e1mrrbHTFtV2xwFjy257ckWNmYwlOjVa+6D7wc90ydNVGr/eM3Rz1U1iZm1bLxm3Kh5NFRbIDuAUunF6vtKBVYZRbpucMDgUWVlKWO0tABOu602VM1jdNzqieCxl2EOIIPHZluW/ah1uOEEmtdn28errr4/zB6iXcpjV/AYOTibwSMgJxxVC7VehjlZbbbMXqOZhjlCxCZfq2UHZ1pfgXvs7/T3mLeES8r/gEnrGFSIwlj4LmRTWGJywmaswrHaAnaLb+Fd+38PVb4qA/5AmTBxaMOcLOXRA55s78VXTjwXgDx2QnTgg0f7zxwdPKrlFhsyUB2vSGXUZh1DefQRCAuMcwheApiIah69RM1j0IJ75LPgjce6judGh4LHTYZ6UCSVx7TZOVN5NFP1Yr29UlwrFWpmD0goj3pGPwgbX2cHEY7Ndb2jIqk89hoA1itO16BBzegHKvUzZVCyb9c4npxb0b3TupcPjNTNwW6D8ZqD5dVOzIa8SPBo1izmVi7Dony1/qSSoX4vqToqymG9aB6nWSAatDZihjlZM8IM5ZKFZMsOIdCVfpiGzcM+jylpq6uGQpLbMMex0PF8owZq8GMvW5VkK1hSrQi63AEds14vNEjqNwhWf6/o1iyeNkzpFzxo5XEiCh6Vs6GZhtbLbVW10YnSVq14unJGCqBqLwFAp61WjBT5tDSw5PLKMCemPNpREGZeNy+4aBdecNHu1N+Sy0UGQEDv3qJZmEpSr1QydTxXW0bwGKbhAkbNYI77fVJNFC63dMr3wMEjZ/p4A6FhTmbNY5S2yhBdB7XwWQUgag2Ucc/MTJQxaWSXxE2W1P062LarFLqjC+FAtsezJo1ut9V8WQpmuwMgO3hMXdZQEIWQBlqDTBjoFh+JtNV2O/39rAJCFQhaYRsFtb2AvI+bRlmHClrMiSN1L7rGdaX+7vW55k3iaavKzCRumJMkGTzqelEj8AZ6BI+QZTXq++qZofZfT/YMGDwCcsJ7qaGyi7qDPzU5otJWywnDHCCl1UdXzWN0fJotL+5OHk66ZNVLKpTjKpBIW2VMH4+sdhuAPPan7Yj3kq4aLUS8FMMci8trTLXaSBJLW80yzFFpq8YzZoo9AWs5aknFvAVcVv97GTyyMHi0LFw6/nVs87+DQ/xyAFJ5XGkDy20LtgXYzIfnA0L4CMDBpeNNLPhT6NrFtoegvYwp+zg4fPg+IEQQpp2G1x13INuHRMsdW5K/N15hENyFw9o6YFbKo2VxqSqChYGzUfOojq0I4Mz/I3jrcNfx3OhQ8LjJUA8KZaTQy21V1xAE8fRW25LF/qtNLzMlB4j3eQxE9CDQ/es8H50+6YP1itNlVT5RKw1U85iFbrnQo83Ivl1jMshr+ynKo4W252c6lmYxVnERCCGPW4p9+yBUwwbBUSpXzrRVFXwatV8m6jrICh67lMccrTqAaFbb71HzqL5vuuiaPSaBfoY58VYdZdeKzdbm6dtmIpWgIJeBRrQ/8XYVXcpj6PCYrHGSAatSHvMNYmtGenm/FG/F9skKXJtjX9jvT6EMY7weAZxWHpeV8phumNPruKl7TaWtRlkOnb4tF9wwZauRUMkcQ7011/+8C3fp1i2pv2fUZg+y7WnoQb3onbaq7oVmK1LUzZZBvdJ9s1B14scXW7nTzGXrkITy2CN4XA0Nc8zJjWrJ1ul56lmbtf0/8eNn4edeeaH+b7PGudUJwrr6wQbxul1HmELXyzQlje4+j/mcmU3TEUC1gxpseXW9mO2xBnGJta0o6DRpdrzUc66DxzAgNycL1HNqfqkVyyyKlEcjeFQp1rFUVqU8CmPCZ/C0VbW+vmmrCUVPBXlqwrrX2AYIM/0EDOVRvaPCmsOUPo39UO9nAEYAF60/MszpwLZ4bNsGVR7NidBmonevmhj3+6iuqo0SY1KFVKiWUUC28ggA+3aOdf22Wduetqy6xrKeo+Z9F6SkzJqmcmr5StnGfKsKbrqtBl7YqsPS7TUYd9ARDgQAEchJpXpY87jctuBYgMU8+IF0TF31q7C4kMFnL7fVTgc7re/i5/d9HBP2glYuA8GN/bejtNVwuaOLKnjkAHPhhMqjEAL/Wvk53Hv8hWHNJIfgZXAEMbdVPefA5TXDNqHbKgWPm4zxqqwtOdGlPKYEj0bKVTK9tWoMGHopj6ZzV5fy2KfPIwC89sVn4drn7I19Nl5z0fECrXD0GxAnKbtSOdSz4anBYzR4ThrmlBzZX6rd8btc9HoxZvRXyqvc6W0Jax61W2pu5dLRhjlp61YD5r2JWUWFSkHMu/26mXirv/Iov2/HJgV0zWQsCElft5pFb3V8cCbPT8WoEyma8uuGBg2d0C01j5pRcW2dhiXVhPiyZs1jLHg02sq0O34ug6SqbpdguPL1CR5mJyu44z9dqfuiKpyw3UUvJUEea9YVPJYdC17Y822Q4LHsWnpw49hRH8GBah7bvkzPTSqPBQLAKG1VpksPW/PYS8nQNY9tD054Xbpmen0BtVw56x5bbPZ1pk5i1h95foB2J8hMW5WqutflXF0Nn1UAjPrw9O2fqLkxc7CS6YgdXveDpp3Odpl3pBt0ZGFxHlOklEPvoKgsAkWz7ceUuZ7LGqUiOvjJU/Poxwe5WZlB6jOVEmvxKGVQ1WYfX4ynreqaR7NVR/jvNLdVzw/0hE+/AFjd75P1tFYd6cuaE2mqVQ9gKo+9VU/GGAJE92U1oTz2muzJwqyvTsvS0GmrTS/mtAqYNY8DGuaEbqvmM109M/qlC6uAcbzqxlNDjZTttLZC6tyekfCRAOITPr7f3SPSDtNSs0yMTMU/CETX/c4SpR2A7OE8365jfnEVCOS6mVDGelb4P4BxG1VrFQAw7UmVcqzM4QcMJxoyeJTKo8B8/cfxoUd+IVSyeyuPbS9A03NhcQaHywCw4ezHQ6v79XUjeHfa6tySvMbGKgydyWfhYf7C8JgDbTaGRlCJDIfsGhgLwsBZfqTHD8yWATK5rRInG84ZxqsuFgzlMauOyuzz6CXUlmrZ0SYJWQMCbiiPwngQqTQ42aqj92DusnNmu3LrVS2emlkuojy2O75OO01LW52sl/TM/Viq8ij7COYJQMZ1H6j2UGmrHS/QqS25DXPKdpjukt7mQw1ce6Wtmm1KBt3+kiPbhOhZ2T5qwCkzNew2XHLNNiHAAG6rYa1XyZW1TtWUtNX8yqM87x3Ph+MMXkOltl8rjynXvOph5fnx/epqM5HjfKt9XjFc+SoDBA9p+6XSVvsFcI7NsRAa5tR1n8dIde4XvE2PlbFnpqa3QfcRbHnRYCpvzWPYYkUIEbYGGuyadYy0VT8QEMif6pzmtprmHqmOZ8NQHtX1prYBGNw0BpAmYwzA8cVm7skes/5IBYBJZ1BFxbXh+QIrjU7seWiqMCqlddCJtnIp7tCb67ovO6iVbcwtyPfDoI6lCp066qv66nzOzGk1j1m9iNOWBeImdYMEvio4SyqPWe2g1PM07rYqU2XVs/3EslSsdaBpyYmcmGFOOMA11c2oz2PQ955VPPMZM/j315yDU2fr3YY5g6Stsu6ax06f4JuHZTVdyqOa5Bsw8DVxneh5nfasVPvS8YLYMwqIJlZUmnaW8mhbHK7Ndc2j+UxX2Qr9jIpUsG6mrAKRoykQd8jX2x/+XnJMBsSVx6xWHZ4fhJkAaeNNHnNbTca9KjvHfIdccfEuTE6M4/HjAkfnF+UXw1Yd4LZOW+XcQSBCVT/8vbFKmHrq2bA5YDMPXmDUWzIYhjfxbVGXe9sTaHguLA44oXJ5vH4lvjx/hT5WgrlgUONnuZyZturXnoFjlsy68H2Bna2/x2nlx6JngVWHxfyY8hh7DfASKY/E+jBZL8WURyfDTMB8GHcSLzKVkpTmVqqXh1HzKOK2z64te+15PYxPslAPPmXHnjQB6YeqC1Bpp1kDKqU+9nJbHTQdCYg3ETbr8fKgXnDq/OXtVahmN08st1L3e3aygtnJCrZPlLv+Bhhpq3r7B9t/1SZktekZLnjZy77txgvwxpeerf9bBSC63UWPIETNopttWHTNpaE85qlZBJR5jZ9biVDbr82CUgJnNeOb3C+zXUNe5dF0vFTHLTlgGZQobbX3bLxjSdWGh0EfEF3jrbYfcztN401Xn42333hB7DMVhPQLXF3HwnKjAz8QsVl9146UTyEGDwCTLYWA/MFjXHkMYp+ZRK0WovOfrNXMu37b4hivuTge1q4Bg0+02Ub9kQoAe6WtAsDCSjv2LqiVbe22qq7rQSdc4oY5+a57QKZfz82r4LF3inwSm8eDkEF7LSqSbqu9TOXSlgWU8tg79dBEB2xJt9WUVlQAcOpsHbOTFUyPlfTyyuBGBR7Hl1poG8uriZxY2mqKYQ5jTAfQ/eqUFSXHwhUX75b9WlWfx77BY7ROs1WHrtnT5l4Z11w4uZ1UHpsJ5THN4CpzP4w65TTl07z3kxN56hpV93ov5VNNqDXaceVR+TH0C9rVRPZkPV4SZKatpimP6tyfkRI8mqZ2ftBd12jzPspjzKyn+7irbTPfkRbnuObALJb9cfzvLx2Xx1x4Mj0VXAePYBxfX/gx/IhfhUcD2dZjrCzXNdfejsedH0cTdXi+QH35n3HtzN2G4Q03WzUCAFwnUh5XPdlWw+HS1M33o+2V/3AAoUx4GFwbmF8R4TZwMG8Jk3hS7rfwsaf9dzit8likPIZ9KlNrHgEI7urf30xQ8LgJmagbyqMnetaOAeEsaJfyaKStDlDzmHwQKSMQOaubb2Cggsen5hs6LTEPOvjro56p4LGrz6N2Ww3yKY/hds8vt4ZSHtVvqG3JgzIxOb7USh2QvexZp+K333J55iCv7IRpqx0/nInOp4SttryB7dtjy+pAyNMpgFkDOjWLLq/NqDeZ68jZ2k5h5TF0W+1h8pSFSu0D0muwLMbCJsCJtFUjDUqqCHlmwS3YlqxNzhs8JInSVvsrj4A8X+oaMlOO+ymPUvGPT1xUynKgFNVbpl83JTty96wm0laBSEEbdLLKTFsdNnj0BzTMMddh1oq2Czj8AjJ1dX6xqa+9wZXHqEm5Mr3JdFsNA/WFlXZsMq1SjpTHlpcvSyPZqiPvc252MmrXkZYm3otILY7MivKlrfKYApgnbdUyAtd+kyWp25zs89hJ7yW8b9c43v+252g1WU24qeeEbTHMLzWl8ujGJwTM86gCnuTxUY7XWepZL5xk2mpmq470tFU1Yd3L2RlQhn5CB0vqHdNqJ5S/HNeOmWqe2ufReK8m01Z5GHSriXqvR82lrDP20Uyk6KuxTa/adMBQHmtJ5VG+hwC5/8ln7XMu2InXv+QZsTpJRdm1dLp1tvIowj6PWcFj1CYlNXgMf998Xo7NnovF034R//fwNjz0lAe/fg4+/uQvYhkzMNNWfdh4lF8BD/J4jZXk+Z33pjFfeS4aYgyeD7jtJ3Bm9SEwdeyU66qBHcaTLQ9Y7TiwLKbrFncfuwOv2vGXCcOcKO3VtWUXgpItW3fYJ/4ZP+b/ARgC+H7Y5kXY4Fxuu7Aqkdtqos8jAKzuuxXtmWu7judGh4LHTYhqdQEAHd/PfDmZs+Ydnd4qv1sp2Wg0+7utqndot/IoTSzaBeqI1APv6IkGyu7gtTCKkiNflGowmTWoeda5s3j2+TuwZ3st9nnJkc6fK41OruBvvOpgvOrgsaeWYmYueVCNulU7hPzKYxh8LjVTB2SsTzCuBrTNHCYQCqU8DmrfHttu7Rza6TuQ5+EseqsdTxerlIZrc+LaaoDl5Q8ew6bnQnSri3qb1YvRNu+TKA1Kpu/ln2yQxgrdfcXyEKWt9h5Q2eH1aE646OCx7RUyndHKY580MtdQwZOtOgDowHLQQCRZmw3ka5UBxIOBSEno/g0zFTDVbVXVpucOHks4FtauuQ5PVT3TtztKIWs0+yiP4QTNwnJ8QqpWdtBo+fL9kXPCpRxmOEhH7PzK48xkBUcXmnqwmUd5VMdIXW/9SiuSJFt99HpHdq07PD2x4HGgVh0qbbW7Vccgzww14aaCxx3TVbQ7QZihEu37T197Lq5/7un6v7XymMhAkX1Cg76un2nwsKwlb6sObmRKAf1bdSgHS522muG2mivwNcy50iZJzfsvrf7Ytjk8L5pwB9Kfd9VwQq3Z7q55VOMque4+wWNCebT6GOacMlPHiy89JfU3o+e8TJtNbrfsJRr07vMYS1tlXX+PsnPi1/TOCZWCCoDZWPGrUrkLA7Coc4CsK2QAaqXw2oSHaecYKnZH9mkUHnzBjfIC3pW2ykIFseMxHG1O4NvetZhrz8jfDlrgEOBqH5kTzWgAKIX383iVA34DgABjkMGnL1NufWHp615YNTmWDmRrEIsnslc2YY9HgILHTcl4zcVyoxOmAGQrj+bDODnoG8wwh0EgPX/ecXhYP5Z/MCnbb8iHa7mUb1ABRLPvS6vt2H8n2T5Rwc3Xn9/18nX18vmCR8YY9u0ax8OHlvTsZt5goDak8qh6/7VzDGhMVGpKu50+o90LGch00KvRfPayqt+fF2sbk4bptmrOmisr8eJuq5behrzLVkoWBKBnhZNBiHppe4nJFHMw0srZMgBQ7rqRYU7eFG+FSlv1gwDcaMidRG1fvRKfDQfCtNUCaepqoqpf4+uSHZ8o0Nukz5uc1R10/Wo51Y8WWBvlMb3PY7fyaNZPtcPZ+jwpdICsIT2+JA1zBq27A6J7SAhhpK2m1zyaPVyT9xsQ1hnnVB7V77Q7Mk08T80hIB1X/UDg+FKzS6nohxr06tq5vGmrLN4rz/ODgY+9eb3kmbBQ10+a8jjIJJ8auKvgcVdoXiTfE9G99IxTJ7HbmExV92LyXWKHpmVR+mTOZ21Y06e2Les7gAwEZM2j/HzgVh1hzaM6V5VydB0DkXKYp1VHWs1jmtsq0K08AvJcq+V02mzPtNWE26pRniHXnb7t9YqDn3jRmXjehTtjn/czzOmFWdsuDXNSlEedtpqSum/UWYsg6guuYGELnK7SByFw6tKf4pKxb6LjC/DGo3j++N/BYS2IUDFkoeuqSlO2OFBz5XGecedw3urHsb/6cJj2KvssRsGf1ZW2CsjU1ZYHnOjUcZA/Cye8yXDCyY/1eRTMjgWPas5gvMLA/FVAhC2OeAeB50NAKo9a+eQOGJdOsW1fIPkocY7/I5z5+7o3cINDweMmZKzqauWtl4252efR8+L9pnSz+l41jyzR59G4AZVzZa/0wyyU6Q8wuHugiUohUs1u8ypoOvhstHMHb/t2jePQ0RWcWGnFfmtQoppHFTwWq3kssiygnDMDrLa8/CpYqPz1CwKylgVk/V4/5VH1eWwm6n1U8JjV47Ifan+XG53c9ZJJ05hk4Bv1sEq26jAbxecbgAPqmButOgrcL0Bceew1EI/6b5nKY5QO1qvFShZRzWPvSQfXSQ8ek8rjwG6rRg1S0bRVy5iAU4PatMGwHZswiAbkpvKY9zkJSOWx3QlwfLGV69ybrR9WU1KBTeL1pfF3BCDv2by9ElWw1WyHteU59z1yXG0O3CtRkUwBbecsrTCVR/WsGfS+NVt19FKesrbZSyqPGTWPqdsshM5Q2LUtChB71bWr9Sb3zwqDIK2+5QhC1O8NapijxilZrToy+wlDltWoc6X7PIbHIBBSEcpV8+h01zya+x5THlPuJ8fmeqLK71FfXinZWF6V78JkzSMAXWvcSzW9+vLTsGOqGvtMBWhAOOGf0xQOkPdsltmO3ydtVan9gRBgKcqjgJzQiKnxjKHiP4GdpcNSmWs+gcvH74PN/ajPo0oBDZVHiwNVJ5wkEDYsDrg8gBcAEDL4U6sXjKNLegTgWgzLLQGGALPuU6hZy/ADAIEPX1hRzWIi+CyF9ZJj5VDR5LIDgsvaECJSHrll1BE74WSOJ2J9oAHAWv0hrJXvd23fRoeCx02Iasi7tNru2fha3TxyUOvHBrzVko1ACAiRHXx19XmMza5b+gGXd0AGRGkXhdSzcJnFUHnMnb4Y7u/iSj7lEQD27R6HAPCDx0+EbT7yvVTV7L9KWy3lTVstm4pQ/uOuaggXV9rFlMem1zf1MQ3OpWPqStOLmoZnua1a6cqjqhMp4lwpvy/Xt9zo5B7Im4Y9acqjsvdPmum4dtxxM3fgFbZLGLRVRxaO0eex12BW7Vc9NW3VT0056oeaZU+byTeJtYlIrXnM97xxtPvh8IY5vujXqsMIHg23VZXKnLfXoGJbWD968OhKLnMu3eg9nCgCegSPbrfKDBjBY8vLrd6ZEw7tTv5rZsZo19Gvp2ySZM1j3v6qnMvzDUQq1qDHvqjymOW22uoEA61bLa8mWHZti7dNycKc6DCxrciAx/z9QSmFtfVy2QGDx65WHb0zVFRZjfq+a8sa8aauWexuN9EPVdoQT9nNUB7T0lZDR1Kgd9pstWTheDgGSLv/1D2b1w9CBWhB+LzKpzxG5QlphjmyrrZH2qoV9RpNNcwxxqPJe0JYddTtZa0cCqHUxlB5VCmgQv62xRmqThjkCws2B1xLOnp3UMWiN26c+/Tr37WBpaasdbzCugMXjv2rDB5FEPZ5VMEjhxk9qnYd4xWlTIbBI++gxabwD9av4N+WzgPn0XnltnyetTuAOWxjrSMQYGCCWnUQ68C44frZSwkwlcdOQnmslNMHDLHlk8ojN28gdiJ4UwAAYs5JREFUrl9Ueet4gKjuschgeNC01czlw4GM5+dP/VQmPI8cWoo11B4UNYBTbqt51TOzbqmQ8uia5hh5g0dnINfM7OXtgZRHlXKXTNVTQUi7YCCg0x8bndzHvWIoj16K8qgNcxIBoqphAULXxgKTBcowp+RYuQYDJnY4I+4XUB7V4FUZ5uS93yulMFW601tJyFYeo3Rj87/7ofpWSsOc3hMWWZg1j72UBHOArAfkyrBHpW4WeE5Ohe2Gji028wWPhvrWaHnSJTDjmk9LEQaia2Cl6aGVs163ZEw4FDHMmRovweIMcycacrCa47o326sAyF2vaab+qayBk9+qoztt1Q8nowZ5Tqvjo1pAJXtuZm9vlGKd/Fw6T+avG0z+Xj+3Vd0CLOGSGyl/PdJWIWLpoarWFkhvN9GPWHuftD6PPQxz5He5Nif0+xjmqOvDLN1R50qPrXJOTps1t4HIt/9mdo0XiK6g37ZkjWm743epZ0Ci3jLDMEfRdT/addStZXQCaLdVMAc6eGR2+LuAFyqPri3fZVJ5FHAtHx0feLz6SvzZoddG62NZwSPDclOmmMpWHbIk57h7CR5pnB4Fn4nlVaw/VmEAEwjKu/FI5Sew6I3DFwxtUYIPOwo+ATAux7uthPLIhBf2eaRWHcQ6kFQe+6WtitAFMlnzqOhZ85jxMHBsrl9UwyiPwwSPiyvFeiW6iQL1PNQrjq7HKbLtjs317KZj56+BsjjXL628yhtgHrsCwWNJ9qhstIvNitbKTqzmsZ9L8GrL61IeG61IucyrvCr1oYjJk56VbXmpfa6UDXlSeXSMmewig+iKYZhTpD5Yb4epPPYYUOjgMbPmMf+xU2r7cqN3zWIpI3hU563I88YJWwpF11y+Y2gqSb2s9+PnPLw/1XELHX6LTPZMj0XOtXmeN2ajd9k3M3uiK5a2mqL+Nppe7gBM3bdHTjSwlGgBMggW59g2Xg6VR5FrwsJU8Tw/QCDylVZYrHjaqmlSl2eSzU4EvADQavduRRXbZvXMDIOOWkWau/VbPq1Vh/rcrPPNG8TEHF37GOao1Er1rcGVRwYYNY+cxVvEFAke1TulbTqeGufPvIXS2ibJmsekYU568Kj/7XZP3qw2i71j462FiimPrbDmkSfOmzqWzZaXqkT37fNofND1DrBrqFkr6HgCTMi6QcZ5dMAZB2NCq6rypxiqJQuO64ABcLkv+zwGifWx9GPo2sBSCwhggXFLu60+4b4U/7p8gd5/wRyYaa/aMKcS/t0ex2LpIjSCClj7OPYHn8e0cyyquQTArTB47MRrHgWYrIkMSHkk1gHVb3Cxn/LIohdS0sijmlKkncSseUw+iFzH0qkVRWp5IuUxfw1XUnnMOzAx1Z8iAzqlPhZZFojUwyLHDYgUgUF7NJpoIwtvsHQoE7XdKmjPWwdTLdsxt9Ws4Fe9mFoJU5/I5Clfw3KFeb7ynjsVuMnUzW6TKqWWyvvRVOjD4z1Am4s0lPK42vJT06QGxbGlhXy//pxq+8y01ZKRzlSk5lEFJ+p+zXRbNQIXM1BWKvFqzppH+V0LHX+ImkdzMCZ6pK0msjKA6DnV7hSrFQXkc1JtQ17DHMAMHrOvHdU83txmILrfV5qd3L0S1X37R5/5DrwgwPMu2NlniW5mpmS7jrS+qr3Q7z3fSB3N1aojMszRLZkGfNYW7/OoAl6V4u7jr7/6CIB4FkDm8jptVT6by66FqXDioddzPsswR9U8FnHWBhCrcc1MW7USaasZNY9ZbVoYkxN25qSO2SImzW20H3rCxwtSlWPVAxPISFu1uZ7c7NVn0rwf48qjetb1r3lMw8w2C1JST3uhSzPaXmrNo7pWmu100zRVbgIoj4z0tFUg5TlcnsWiNwHPB0TgwQ+scFIhUg854jWPgJB9S90qWttfhiP+afB9gV2Nu/Gi6b83zj2X/xPxemLXBpabStl0ULJk8BgEPgBj/3lZqoNCjVvMtFUGBG2M+z9CzVoG805gr/gKJuxFcGakrYb3T6vjR9dz4AHMgeAlgBd/t48KCh43IV01j1m1Y2baqh9PN6sMkP7IEKUhiKBbeVQP+byz+YChPBZQU9Qgc2lV1q7lVe/MQWqRmsv9YfBYpOYQiJSYosGnGkwUUR7NAWhRs59+QUAWKhDql3ZqvrRialQ5VD5bXq6G5QrzvOcOgMKBQqOdXvPIwlS3ZCZA0uwlv9rrIBACJ5ZbhesdAcCxLHiD1DympK1yxnQNU68a6yzURJWqUc5SMdSxKbtWV1sgwGjVkWP9rh329izYKsOcye+lPFop51xdb6onbZHgkXOGqbARfPG0Vb/nJJ1qHi+3Ob3msZ1TOVXrq5Vt3Pb6H8PZp00NvKxiZrISGubkTFu1zHIN1dYnh/JoGuaomse8aauxVh0DBI9G2urCcgu/8Sf3455/fgzPu3AnnnXu7MDrVfdIxbWi66ZX2mq43uS5VTWPRXolJn8v023ViQeP6nkeKY/9WnWENXDhOIRzJltRaeUxKLzdnY5vpOzG16+2N23sYltc9/JTymfae8qcvDfvTXWPq/OY9x0bOeznD55N1+XUPo/Gf6cd13ifx+5JNvO/k/eEN30FPnnwDej4Aq1tL8PtP3oXOBOIag254a4bbUu1bKNcLsObuBSL2AkvAKqdx7CzdDh6hzAGv7IXrDMfW6dryxRY+fMOXEumrV6y9Jt40fS9keENYxDWOBC09HIAMFYGBDiYt4gzV/4E+ysPQwSyXjOAHUt3VSnZMcMc0YGwSuhMX4HVvT/fdTw3Opsv3CVgWxzVko2llU5XUGiiH8aqVUeW8jhIzaPornlU5E1jAwzlsWC7CUAORosEYKUhFChAmuYAxbYdMJTHosFjmFJYtFWH/neBQAboHwRkUauEaasD9HlM20YdhKy0Cw3EzWC7qGHOciNd/bJCe/8g6HZblcupFOtiAfvxxWaXs14ebKU89q15lNtnpq0CUX/QIuqpCkyUO3JWDZM6NkmVLArAC6atev7QymOsVUdq2mp3PU+sVUgBpV8xPVbC0YVmriwNNbjzAjnZUu0zSVcpWVhO9L0tORYszqSrd07lcde2Kl7zojNw2Tmz2D5RGXg5k5nJMpYbHbQ9nivoN9teqLYL+WoeOfxA3udaeSzQqkNdL1nKmYl5nf3fB4/i0LFV/OwrL8SlZ88MtN4oeOyEtb58oOAxs1WHqnns09oni0GCRzVuUH+PymxUi5V+rTpY2Lohqi0sOZHy6Acid3aMuk7aXgAvCN1aM4KgNOXRMVqUpLW7UFRjaavmeymZtlpcecybtquuARk8dgfeaaZgsb8baatJscHctrTlrTBDteMDPlhYMxhEKaeMaaVZteoAIDMa/AZ460eYsCZwvD0GwIMvSrAMt9Ogshe8+YSsLQzrD10rSkU9NvYy/OtyDWfMCG2YY04aBM40rOajEFbFSFsNty90W3V4B4HfgYCAAI/lOKtj0eoI1MLHIRMdCFbalPWOACmPm5axqoOlRjsMCtMfEMni/VjNo2mI0avmEek9g8yBeF7zEWBtah6liUiBIGII9Q0ATtsxJg0oCg4G1Ysjr329QiuPBfY9ZgteOG1VBY85FaikYU7G8uYLP17zKP+9sNwqFHgPozyqgfvSavq+mzWPMcMcpZoVrA/WfUGXhlQe7ajmMSt4A9LdVgF53TQL1zzGg8csNUCd06QraOS26sW2cRDUfuuaxyFqiAaueUwMyFXKcpFMAQCYDh1XC9U8ev3TVoFoIGwGiIyxqKVTTpddzhiuuXxv4cARiNp1tDu9r9mudRtuq0UmDUzjjyhtdUDl0ZiwjeoF+6+bhQGaHwQ4vtgEZwzPPGv74Nsc3lMrDdl0nrHBFOuzT53Ecy/YiZ3T8Ykp2edRtvbJq94B8euoX82jGlhHfR7l//drCcWg3DezDXPypq2aJld+Rrq02t7MmkdtmJN97CpZyqN2Ww0n2gorjyJUHvM9Ky3OZM1jH+Ux023VbNWRwzDHah3CW0/9I1T9x2Gf+DpeOH1vGCCaKcOACALptsoAAQs/fulpePEl21F+8k9wXuV+3aojAI+fe+7Ar50N5i3oj8zgsVM7F0f8U/REhA8rduyEMw4IlT0UBo8lAViVsCZStupAqDwKZsN0eVWb0vKMyaSgA3AXfPURlA5/Gsxb6jqmGxkKHjcpYzUXiyvtwdxWg+7ePNWUPPsuYspjds76UMrjEDWPQDH1rhRLW82/7SXHwtmnTWJnQSWoNrTyWDztNaks5FpvouYx76CiVnbg+aKvgmSm6pRjwWPoVLvSLlQvGpvwyNvmw5FpM1o965o5ZfC8oMuG3GwPon4nDyqQEqJ4j0dA3qNCyBn1XuctLW0VkCr7SqMDgfwBcKQ8hunOGQM6NXDrqzzmuG5Vq5Tji83Ybw0KZwwMgyiPxvPQiQePh46tol3ApVahgsc896upZDXa/YNHlbKWDDRke52wz2PBNP2iqHYdQL5njbnvyuE3T+Buuq3mTVs1W7v0U866ttti0u1xsYXJMTdX4KMCtNVmR5/D7ZPyuqlVsmsmp8fL+JmXn9c9mLekitQvUyEL83j1a9WhlcdE2monpebQRLbqMO5LFk9blXV7+a5Z0+QqqyeurnlMTVtlUZ/HULVNI2aYY47F3LjymLfmMZkpkXf5siv7cwrRHfSb13FWn0c/ELr3ZpdhTqLsyUTwMnaWjqAaHIG1+iAuqP+brHE0zG44k+66ym0VXE6OgHGA2XC4H7b6COALCyxhlCNKOyCsOuDLd4FrR8FjPTiE3aVDEEHUp9Hcf2FFz6KxCoNrA+NlD4JXpOENQuUxkNeeVB6701ZbHjOCVgFhVcH8ZdgrPwDzV7uO6UaG0lY3KWMVB0dONHq7raoJjqBbEXHCnki9rMA5Q7zmMWaYU1zFAeTA4Mw9E9gfpoDmYdjgcRjjFMV/+slLkDOTR1MdQjkEoiCuiGqa1pB4UKqJICCPGgBECpTqcZm35lGtf2GljZkCioY5UZA3+GSMoezakWNoYnnTZMMMEpxk2mrOoNXMEEgbrAyK2qZm2+s52ZNmmAPIQc1SQfXUTFu1rfQaICByQU4GOsmax7zK4w8eP4HvPjqPfbvGMnsd9kKpyr2s92OtOsLt2zNTwxl7xvFnf/sgLM4KPesAYDps15FHeVQDH2mY4w+gPMrfTl6f1bKDpdVObsfStcAMHvMph/K7Zq/FfH0eTcOcwR1P1bJAfrdVud2yCfv8UjPmsjvosgCw3PT0dXLZObOYqJW0gpv39zxfwAuC3AEYMGDaanitsUTwqNJW+9U8RjWSMpBkjKFspq32SBvtt90dz8/c96jmMd0wx+zzmFWzGGuVFnsnh5MALS+zXrIXkelQ0eDR1pN0Xcqj8YzrFVT7gQjFhmzlMXlOhTOJABYqYk4a5ghLO6oqGFOKKmQ9pAoewQBmweYevABoYhoLnYnuY884AncWVvNxCKsM8/RNr/wNrprq4N+CN4aOrjy+PK9Amu4I/Pj5JTzzdAcOX4Jv1QBmQfAy6tYyjjsX4t7O2TjhtxKBrwoeAYerQksmzXKYFFIQNLuO6UaGlMdNynjNxdKgyqNAl/IIGLV3mW6rLOa2Gp85MlWcYi+XX3njpThjz0TuZTlnmc2NByHLXTDvNuR9sCvUALZoGtswaauxlN1h01Zzp2DK7V4Ilx8keExTHlttv9C+O0PUPMr1WzpwTgYw5osyVvOYNHvJud21cnp6U17U9jZafk8ThmeetR3XPntvV6BSdm0sr/Y+b1mo673V6b1u5YKcDJKdhANhnvVPjcl+ga++cj/e/YZLC/XJVDPqvdJWueHCqK4z2+K45TUXY/f2Wu5G9SbTA7hmJlGDO88Tg6Wt6gmp7nfEieXQKKLgs7IolZKtJzHyDIK1+UxQrOYxZpiTs+bRHEDn6fOolvWDAMeXWjrldOBtDtex2uzo54TFOc7dO5XrdxS2JRvCFwnAAMMMh2W/J7uUx/AUqbRVzw/rLTPWrwxUTGfQctjOCSjWqkO3c+oEYdpqD+UxzW010aqjX82j68Rr62wrMoYpki6sU3912mrO4LFkRWY9vdJWU+4ns0VO0iMD6NPnkXEs+NtQE0eBwNO9F+PBI4u5rQorUh4Fs+EwH54P/Kv7Rvzd8R8HS+vvaNd1+qlrRe6rzK5jzF5CJ+B4nD0fB1u7wU0HVMYh7DEgaMG1GXZMWIDwAV6GgIW5qZ/EPy9cHrq1qndBtO1R5wPA0esN0165fMaxTVb7SMHjJkXWPHZSg0JFdMEGqUGmrr0bsM8jM25+cyC03jPSQLTNRYM/d8jlhyFKWy2oPFaKB5+2xTNNEvqh1OrChjnhfi8s9wkeY4Yz3cojUOyak6qX/Hee1EdF2bWjtNWUVh0Kswa5yzAnt/KYnt6UF8dQHnspIaftGMO/e+EZXQO+mPKYM03dtrg+X70MLFSQmFQHpQGIVEIY8l13b3jpM/A7P/c8XPec03PXD+n1h8FEr7RVIBrsJWvLf/EnL8G+XePYu3Os0Pp3TEvlaKI2eEChrsdGy4MfiL7Xjq55TNwXtbKNE+H9OornvFIf85w702lWOTvnCXw5i7fqcGw+8CDcrDnTytmAx00GbALzSy2tNg+KCkBUzeOwyPstgB+kB1D9UM+5XgGQup6imsd42qrnB7BTmtErzFYd6vyoXsSdsISgeKsOP0xbTVEew+dR2vtL9dMFeiuf6hwlA1AWOlsD+TN7AOPaL6o8huUJ5m/p3zbTVlO2zbzv0lt19AgeASwE21HDHITwpfLIEOvRyKAUVcBiQqaMqr+Eaat+qEwCQFq9p+DRfWUeessdQ91aQtu38ZD1UjzePLVLdQ6cabCYOiggLBfgFtqVM3C8M41a+4e4yPosXN6JG+YYP2XzKGgVvIygNIvmjhsRlPK3MxolFDxuUsaqrizMFf1dKwOB1JYe1bItm6tmurUaNY+JB1EyBXa9UTPkRQOwYZcfBjXLX1R5VCYUE3W30PLqxVXE/bFWtvu6ZmYvK2fY5pcHT1uNKY8DtJfpBWNML1ekTrfs9lAeM1JynIRhTt7rrVyy9fzlMMqj2qZG2y+kJJQdS9ePFck0UMpXryCAM4aZyXKXeYdcp6XXnUfxL7v2QH3yetGtPKbvg7ofksdnoubiV998AFdesqfQ+ndtq+E9/+FZuGD/9ODbHB7nxRV5r/WveQzTVhP3VdVQckbxnJ8J6/Zy9XlcS8Octl+o1lSZZ1l8cKdSy2JYWJYmeLnTVo32JGsRPFqhgiYDoPz3u3q/9gresmoe1YS154mez2kZTITGOOGyZnuZoFCrjkh5VOcvCefZz2LZqiOqecx61toWh+vw1HOlrrciymOXYU7O7Kiya0X1loljb078pQX1lnHfCSGQ3PX4BGv3eT3k7cMR/1RZmy/crrRVrtx1BWDxKG1VgKE9/eN4FJfB84Hz2/8Tz5r4l9TjFwseLbVdAHPGwJmAK5bA/AY4fPCu1NoJQHSMT3hY12jDCRZxydg3Ue08jNP51+T2GeFVrPWUBSCQ9ZKC2YBVhV8/XyqbmwiqedykqF6PQPZA2LS+TrPYr5RsuI6VORjjiCuPsRvAeKEWGUwOy7DK4WiVx+FqHs85bRLvf+uzMVvQsKfsdtvyD0q1bOu007wz0lWtPLbCNL/+wWOsz6Pxwi56zZVsXjjtteJGKT3Jl2dWSk+XYU7OATgPe/CttoZTFNTxarX9QkqCue6iwePCSrvvun/7Z56d+tJ3bY5GazTPGqU8Bn2UR7VvJ0OhO2Wmnuv76hiqFPNB3Va701aj98woJtoi5TFH2qpRd6jqVIvXPOZz9O5lUtcPizPMLTQAIHfaapZDdVFsLvs8ej0cQ3vhavWsf/CoXgM6bVXVPAa9e9KqzChzYltlLaw2O12lNgNttx3VPPpBhvLIOSoZp8e2mXZbDXrUPKptTaub1MpjgQlOPXHiS5/8ta157KM8mmmrKapvrz6PAPBg+1IcWjmA/TNV/O+Di7j5zABmACbFDKmouhYgwpYbYBx+/RlYYlV4QQtjwWMYt6fTnWZTlEfX5hD2OBgDZvjDeL73/+Hb9evB+QWxRQWvACL2CcBsgFso+4dx/exnUfGfEX4lfg+aY2zHAiDagFWNKaubjc275Vuc8WqkOmWlxURpqyK1H2S1ZPd8MSaVx1jaQUpT7PVEPWCL1uEMm/Y6DMO6rTLGCgeOQDS4KBKMmCmFeRsY67TVPn0azcGKuY2qCTRQfIBuKlh5MWebeymPMbfV8BwXdVsFoqC7XwDQC3ObigxKSkMGj2of+l0zjs1TZ8vVOos6lg6DCia8HjWPQLRvo9jGJGpwN2jwWK9Kx8DkYNZMmy6aKTEMs0XSVo1BrFJN0wbpmcsn3FZz9dc03S5zOpVanGPuhAwelcNunmUVw2Qo6N8LU2h9fzjDnF7BSxQ8xpVHXfPYow2Z/D5CcxMjbdVQHr0+wVsatiXdlVudsN4zo+Yxrd4RkM9ZVfPn91H+KiU71uNRMcixy0KtT6mfuWseDeUxuWzfmkcjcPXTah4zxo/RZwwdT2jHUs4RS/1M1jyCqXPAwFtHMGUdgucDDLJPI+cpz6vQ3AaBFwWPDodf3o0vLP0UTnhTEEBo2JPYRqsSHxRDhG06bASObKtT9Q/JP3OeSFs1jp3jgPkNBFYNmzkEI+VxkzJmBI+9UjssLq2jhehuVvzMs7b3nOE0+zwmC6DN3o5FUgCHJQr+iq3b1Wmr6z8gqmjDnNE8OMpDBN6mEpFXwVIpmL1SrYG4pXdaGp1UDosqzuF5LzAQNgPZ5MszZpizhsojIJVq2SR+eOURKJYOFVMeC9zvg6St9kKd71HcMyqY6GWYA0THZRTPwyRqG3Xw2Ofaec55O7FjshKblATiwWORfr7DopTHXK06jEnT5UYHDEA9R+oyZ1Hw2Oz4uZQ807Ckk9EnMHO7LaZTw3PXPGZMuBVF1Rj36lXYC3Wf9gredNpqsuYxiFp19Dp+Snk0axvV+6nR9OSEt5Nv21VpQ7vjy5rLjJrHrMkYtU++H/Q9duefPt3lag0AJbf/sctCHQdl1lREeVShUXLZtF62JmbaqnREzVYe097/JcvHq8Z+F3ueaOHA+FXg7MeQNMwJVM2jhSh4ZBzusS/gfO7g//VfBwgfPixYWaqeXQf8Vd0yw7U5YNVw2J/CFA5pt1XOeVxoZBaEPQ4ELcAqy5mLUHlkzhhaQQm2WIUv7HDfzbRVY/VOBcw/Dlj1Ta08UvC4SRk301Z7DKgYY9oxLlmz8uzzd+LZ52cX6co+SvLfQRAv+tUvB57thnYyUS/0osrhsMHnMKi01VGonoChPBZMW1UUaWBcLdtYaXp9lMdQwbFY1zoqJRvzS63CareueSyiPJbyK49Rj8JibqvAGimPxv4WCeBiqmuBAFgHjwWfFWr7R1F3pwxU+qWtphnmjIq8aasl18K5p093fW5mGpRGcOxPma1jZrKM3dtrAy9juq0urXZQqzi53lGxtNWcNY8sdN1VbqtFjH4szrqC+EGXBYo915OoNl5ZjqP9KA2gnlmcd40fuDFh7WcY1ijS3FZ12mrLG8optu3Jmse059Vk3c30G1Db2/FkUNvrefdTL3lG6udR2moB5TFcn6r1zTs2MydKkoFvTHlMU2SN+y7dbTX6d2pQbtloBS6EaOHUyhOw2DNjwRUP01aDQMBigOCR8ghmwWY+GAId/LFk8BcSWGOwOid0qw71Tj7V/SFq4kgYFHKYgate1tkmW33wUtgfxkbAHFhcYK49g/3iENqiBHko4te1wnErQBBAWOVYL8jNBgWPmxSz8W9PEwoOtMOmuXkfRqpAGUCXc5k7RPrfWuAOmbaqtn8UyuNE3cW+XeM4vaD74rDowHnYtNUCL+Za2ekfPIa/mzZoG7bNiauDkCIBlKE8Ju65rBerbck0TJU+V2S7VfA4jKJgbm+R82aei0Jpq6XB0laz0OdtBKqeMlDx+yiPyma/yPFdayLDHBk8FulvCSBmNjSKZ3294uD2tz031zJR+lyApdV2zB9g0OW18tj2cy+vamS9nIGXSg+drJdyD/qzTMaKogLgTkHDnEFTL+2Eky3n0G6ZfZVHRDVwXYY5Ta+Q2yggn9Gdjg8vSDfs+dlXXpjZ41ltrwq8i0ysD+O2qo6DN0TaqiJ53pPvtSRqe31fyL7giYMUb/WWkrZqA8c72yCwBC8lbVQqj4AXhIY5TN2XHAI2LNYEg8Cx4BQs+eNg3EoNHmXLjWgMoo73s6qfBwsaEEJAMAtpwaNwJoHVhwH4RgBpweYCR9vb0cEC/mL5l8B5O+4Ua44P3DKEXQW4A0pbJdYd2+KoDaLicFN5zHehmundImGYo35rVKmXSjEsrDy6FizerWytB7bF8atvPrDu61WUh1Btde0aL9bnUi0/SM1j2iBo2JTfYdIfe5nG9DIDcByujWqKDCZqOngcpfKYnbI7CFWdtlossNLB4wgyBZQSNYhhjmtnG5CtJ0rxUG6reWr+TGI1jyM49kUw6w6XGx2MpaQG9iJumOPlnmTTNbK+yHWvqOfeVM6UVblstJ41MczRClq+mk+FO4DbKiAng5LKY75WHeHYJE157OF22m/bW54M/tJqG3sdX/WcVa1ChpmoK/KsVOtTymP+tFUzeEwEf33q5s37LhCiK8BW5yhrgs3hDEcb2wHxSFhzGP+OTFOW59zizEhbVcqjBx827m39B/zbSguZgRl3AQRwHReAH75bBJqYQEm08L3gRVj0p5A2QyCsWjhr4Ye/A4A5sJiPe49fgfH914aTGdIFVq8yVtZSgrDqEMwFGIOABQY/fVs3MJvjbUCkouoe+9nftzpB3++lwiLb7KRhzjAKzloQGeYUVzJGoTpuBEqurXtV5UUNJosG3SoQ6l2nG04MpLy4KxktBQYlCkKKp14CvZXH5L6V9ERLsW2ulpxw/WukPI7EbbW4g6BcZ/EWK8OilCg/kMOBLBMMy+IbImUViK5H1Vqm6LUzasOcIqjnRxCmrdZzpoAq5RAIDXNyPitUzWTetFUV8E/ndFoFksrjWhjmyN9rdfLtgyJSHnsv6zo8pkgxo97U80VP9Y1J6TEWpDk2h20xrDQ7qY6fA227rWoe8wd/6p3q+UFft9XM9TtRSVBe1CKdIWoeFV01jwOmrXpBgEB0Txyo/3as9HZLjg3MtbdBAKhbKynKo8wo9f3wvGplTwaSFpPZPW0fXT0iTQQvAcKH68SNC5tiHEIIfN9/IZaDSaQpj+BlCGaDBe2o7QezYXFgyR/HTPBtPLP0hdDQJ66o6/10ShDubOT8yi1ARL0fNwsb401HFELVPfYasHDO0C6oPPLQ3SoQ3bbPavBtj2hAMaxb6qVnz+LFl56ylpu0adi7o44z9owXUw6HVJCUocGwaauFW3WcLOWxR0qODnwKTnScsWccZ+weH6pGNqY8FunbNqRhjjrvRQJXIBpQjbJVRz8DDJunNw4fBWbaasmxCqUeAvF011GovkWIBrECS41OobRV5eLZ7ORX3izO4IuwPVYBl9i8TqtqnYo1McwJr5dW2yumnmnDnJzKI4+ynbwUh3gTxhgCIBYkMsZkb1KdtloseIsMc/IGj6HyqNqcFFI+w8B7CMOcojWP5V41j6bymOq2GqWtpvWY5EaAn4ZtMTzakH0el/1a17lTSrPs82j8jXF0Ji7Dw+6NqPIVvNj+KM6tfSfbjIaXAGbDdeWkkg4eMYEKW0YpOAab+UgNHhmDcKbB/GXp2grI4BEBOHycFdyD89yvhkG8Wa9pjp05/PrZRnBpA6kJthsbSlvdxCjlsdcLirPh0lYDEaVrmXnbrlZTRq08FntRXnTGNlx0xra13KRNw5WX7CncsLymg4CCymNlgODxJKatOkMo5pUBW3UkZ+pV4FPUcOTSs2dx6dmzhZZVxNNW17/mUSlfRZXDYc7bsKj6r35Khm3xDeG0CkTBhOcL1CrFgwlTeRyFYU4Rol53AZZX8weP5vLtTlAobTUI21wU6U+Zt8cjEH8er5XbKqCUx+IBUD+DrGecOqkddYFE2qoXwKn2Gtt01zwCQKXshGmrxYO3Zrh8XtVVPZ9kzeOwaavFg0dvLdJWkzWLZs1jWp/HRNpqVquOrAkB2wKeam7H92Z+G3fft4yLUtNW1SRe/J72y6dg1anA5ocxxuZQsdqxtNH4D1kQVhW2I8fP6ni3+AQQAC9xP4IflG5CavAIQDjbwFYeBFTwyG0wJgDG9cSH3PS4oq7oekdwG8zffMojBY+bmLFaGDz2UR518JjzYcTAtJsZELcbHuVgDoheTqNyLN2qVMrDKY+Dpa1mK48qeCyqgqxVzWOyFsfqETzq+uARKjfxtNW1VV0HoTK0Yc7oWnXIYKB/DZNj8w2jzpn3Z1GzHEDO8JdcC622v2H2rR+cMTAGLK12EAiBeqWYc2mjJd+bed8xptlMLceyar3TY8Mqj2vT5xEAWh2/0D2r23D0CV5++tpzY//NzOCxX5sQIzPKDFSqJTsyzCnYZmRhWdY85l1evdc8TwZQ613zGPV57F2fnUUsbTVx3mNpq2nKo3ZbDULlMfF3I201Dddi6PiRYVIybVVOFoTO/1b8vmKd45gOVmChJutgkW54E+1ADS7kJI3rWIAAnhLn4NjCMbykfJ90Qc3IzBJ2HYI7sl0HAAEpl8uMBQEh0J22mjJ2No7MpkxbpeBxE6OMAHo9ZDgrnraqrv3IZTBeMM0ZG9lMu24Wv0kGNE8XdNpq0TS4QQxzdM1jStpquHxRFaTkWGCsoGlMuO+csa6Uml49rKL2IKOb6IinrRapecxWXQdh2HTnkSqPRquOXk2/r332XqyGrrqjxrw+h2nxAsgJH98Peu77RsPiDCeWpVlQbuUx3M+VpuzNmlfJ44xBFGnVodNWh6t5XBvDnCj9sUgAZFuyDUfewJMzQASG8ti3VYeIteoA5DtiteUVr3l0LLQ9WfOY9z1hpq0O67ZaqOZRp6364W/k2/5BDXOSPcPNdfm+6DJYNLctO20V8APpppq27TJNmUm3VSv+THOWH8CZrX8GZzfJ9nKMZwZ/ABBY43DDtNaSYwMM8HkNJ9rTUj3MaNUBSNOcwKpDGH0mwRgsDvy9/w48eqId1jgaaas9Am/ZcoTSVol1ZDxUHnvVBXAOrDZVq478NY9AFDwmn2WOMzqDiDIpjyNBG+YUPO81XfOYfd5OpvJ4xcW7sGd7rVC9p3qxpjkAxtNW439XatkoeooqnCGVRzUgLdrXtTLkpIOuebTW/37XaYh9lIQz9kys41b1hnOm3bIrQwYT1ZKNZmtzuQFanGMhbFOS121VnWM1EZA3GFM1j3lr5oYxzDHXszatOoZLcwfk8zvvs4JxpntLe0Hv4Ft5MiTbiFVLNo4tNIu7rdocHd3nMWfwaKatFqy5VNdbobRV3apDxP57UMxrJ3nuzGOZ9g6Jp63Gy5zMbUlOCAhwMBG1RWl11LZ3B48qE47zeOgieAUWfOwpH5TKY0arDf19dxpcCOzaVsWu7TVAADYX+LGxfw7DOCs77ZU7EM6U4fYqA02LMywG23Gs42Gi7MXWz3ukrQpmk/JIrC/PPGs7nppfxcxEJfM7nMuGt8DwymPyYeLaowseLzxjG258/j7s3jZ482hieFTwV7TZ+yCGN71qHlXaa9FJg9mpKmanqoWWVepb2mx4zEwqqTzao1ceOY+alxeqYbJlD8Oi9/vwyuNwpkPDYHGGjh8gCILCabejwOKy0fuwymO17GCp0VmjrVofLM6woJXH/G6rANBoyuAxt9sqN9xW87TqCO9RVY6SBzNIWcuax+Rv58F1eO7gLVnz2Ot5wYAomDAG50p5HKbmsR32eSyethoUT5tVbqtF0lZ1rXPBmscefZx7OYoDZtpqepaGWr5beSuB4wTscGJQB49WevDoB4Blx59pnYkD8A/+M66Z+Rweb+5FQ9TQM3h0pgAA733Ls+V/H/seLA7scA5DCC5Vl17KZXUfhFUP/0ulaCuzIMBiiBn29MpMkkHo5gse1/1N+PWvfx2vfvWrceONN+LNb34znnzySQDA/fffj8svvxw33ngjbrzxRrz73e8GACwuLuLmm2/GNddcg9e//vWYm5sDALTbbbzrXe/CNddcg1e+8pV46KGHAMg0httvvx1XX301rr32Wnz9619f711cN6bHy/ipq57Rc3aPs8h5K+9MllJn/IyGs65tjSx4rFcc3Pj8fYVUEKI4yvjkpBrm9FAez907jddddRb27x4vtP5hiJTH7m1XL0rZw2rj1TwC0XYXmdFmjKHsFr/fVa1s8ZpHpTyOouaRhwYovdNWNxpqMDd08FiyR2aMVhTOGU4sh8pjAbdVYEjlUfV5zHG9njpbx7mnTxW6xjhneqi8Fi2ozPu0SACmtqNI8KjSVjt9jp82UBEpaatNLzSsyX/dujZHq1Os5lGn+/pr0eexgPI4pNuq+c5NPqsZYzrzJO13tfLoB6mGOUqJ7HqGWxVAeHCVSZOn9iVZ88jgB7J/YvJvsMdwZOzlcFkbjzZOxZHOqYPtsN442W5DhXC+KKNv8MlN5VHI5XUNLjCo8ghSHgfjXe96Fz7+8Y/jnHPOwac//Wn89m//Nu644w488MADuOmmm/DWt7419v0Pf/jDOHDgAP7wD/8Qd955J9773vfiwx/+MD75yU+iUqngnnvuwf3334/bbrsNn/rUp/D5z38eDz30EO6++248+uijuPnmm3HPPffAtremyNpzxqMPXcpj4qX2mhedUchWnNi8KAONoQ1zelyLrm1hx3QVp8zWu/7m2BwvOZDzxbBGlFwLDOkBDM96MSIKGkfdJ8+xOFrwCw8Gi6ShKZRTbdHrZpR9ZVUw0C9tdaNhc4YWhg8eX3DxLhxbaK7NRq0TlsX0e6ueM21VXeOrzWLBo6k85pnseOmzTsNLn3VarnWZWJasMVyLCQ7zPi3am/Wyc2axbSLf+EA5vAMI3Wp71zwGQtZIcieetuplTHgPgutYevmiaasdLww+17vmMVykaJ9Hx+ZRhkpagCgltdRlVbAZKY+Jv6u01S7lsQwEAdTrUSmPjCdMcRiDF4TqpZV8pnE0SmfjW0sXwYPq85hn3y3YXOCHK2dgr9OUhji9DHfM7QcHhDzWXiCV0eT6zU1JUx7ZJqx5XNc3cbvdxjvf+U6cc845AICzzz4bhw4dAgA88MADuO+++/CKV7wCb3vb2/Tn9957L66//noAwMtf/nJ8+ctfRqfTwb333osbbrgBAHDZZZdhfn4eBw8exJe+9CVce+214Jxj37592L17N77xjW+s525uKEy75SJ9HgFkPoifde4OnLmB6nyI9aFWtgsPKKoDuK1yzvC+m5+Ny84Zrj3FWsMZCwPn7LTVtL9pp9ARK4/OEMojAJRcu7DyxznDCy/ZjfP3TRda3hm522r/Vh0bDTWYGzZ4fOZZM7hqRBM2RVED35Jj5VbikspjkbRVPwwei/Y1LYLFee5tzcIMmoruw6uvPAMvzNkSinOm2x10/CC1vlzBmHS3TCp8qqcsUKy8wnxO553s0mmrofpWqOZxCOVRHYeiyiMQZdikLWvz7FIldaxVzWOWYU7XfjEbAINjK+VRlUklg0egEwaPyb+BWbAtgf/vyPX4u6NXdil/feEWLC7gCxtT/CA4E4MvzyyAhWmrat+T9Z4901adTak8ruub2HVd3HjjjQCAIAjw0Y9+FFdddRUAYGxsDG9605tw55134sorr8Qtt9wCADhy5AhmZmYAALZto16v4/jx47HPAWBmZgaHDx/GkSNHMDs72/X5VsUsWi6ctpqhPBJbk2rJLjygqFccMKxNXc4oyErd1C/GlL/ptNUNoDwCxQeDw6StAsCbrj4HF+wr1ltVG+aMKHj0g+5B6kZHbeuwweNmRN2PeVVHIHrPKeUxb+sLzuRkQ8cT65pmbXG2Zs9Vew3SVougah79IIAQvccsjAFIq3k0rvdCyqPxnM7ttqoNc8TQfR4L1TwmJvyLrF9d72nLWla2w36/tNVMt1Um3U7Vx0p5THNbDU1kYSWM0wTj4fIytdXKGzzCgsUEWoGLIDTPGVi5ZEbNYyCvx+SpY71EHG6B3FYN7rnnHrzvfe+LfbZ//3584hOfQLvdxm233QbP83Sa6nve8x79vde97nX4nd/5HSwtLaX+dle+s/G5EN0nIev7WWzb1p0ud7KZmRk7Kb9rvvh27RzP9SKs16Xr29i4NOSZnKyctO0k4mzk4/yGa85DpWQX3sb/8h8ux9mnTWGint9VcNTUqy4q5e59n29EKW7Jv02GhlaTE+U1P695fq8UDqq2TdcKbcdYzUWz7Y/k2tz+1DIAYHqquu7rr1YcMMZg2xbclPO7UVHplrPbip3vzYzryGt9qsA9Nzm5AAAQ4YBvz+6JXKY75ZINbkmzovHxtb/ns3AcjnrNHXp9MzNj+nkGYJ33wYLj2JickkZ4E+PZY45y2QG3GBhjqFQc/b1dO1b1dyYKbPs2w1BtYiLfmKcWtncplR34gcDYWCn3+v1wvDo+VuC4h+VZymxmW4F7v1Z1cGyxidnZMUwleo66jgXGWOpvlqryfV6uuhACqNXi+16qhjXI9cQx8SwAFUwtlgGsAJYNoIXp6Xrse65rodO0AHgYn0jslz2O1XYHgDz+js2xffs44A6479YExus+PnXk5fg+uxaua2NmZgLgA0w+BWXAr8B1BCzLgmB+1xihZYQlu3ZOxN3eG6uAVwW21YHa5nlOn7Tg8ZprrsE111zT9fnKygre/va3Y3JyEnfccQccx0EQBPiDP/gD3HzzzbEZBdu2MTs7i6NHj2Lnzp3wPA/Ly8uYnJzE7Ows5ubmsHfvXgDA3NwcZmdnsWPHDm2qY36eh2PHlhEE6zcTMDMzhrm59EB5WJTZDQAszK9iKcdM1OqKdKs7ekwO3JaXmydtO4mIk3k9rAXP2C0fcEW3cd9MDe1GG3ON9lpu1rrgWLLQJrnviwsNAHLmN/m3TlsOxLy2t6bnNe91oqbQlpeK3cfPv2AnOl4wkmuzsSqvlWajs+7r77R9tDs+Gs0ORMq537ColgdrfN1tDuTOVxwr976vhC6tx07IIGR5sYFm+C4cBN8P0Al7K7eb63e9MsgylWHWp54pS4sN/VlrHe+5IAjQaHZw+KlFue4ex6/T9tDpBDKdsePr73WakTNwY7Wde9tbxvLNRr7lVbroiYUG/ED03P4slsPrr8iyqrfpctimZnGhkfs3nHCMeGJ+FV4z7rLMIAOztN9USv3CQhNBEKDZjB+71fC3PONcAQCCDpwTq2g1ZaC2sCy/t7jYgmV8z/cCtDry+DYS1yRfamB1OZo0EEGAo8eWIQbMVLEWm2g1Wwhg4XjDwYzlY25uOTLF6YXw4Sw0AOGi0QI8T6DjxffxRPgssS2Oo0eXY4uzdgPOYgseX0awurGe05yzTDFt3XOA3vWud2Hv3r34vd/7PbiunM3jnONv/uZv8PnPfx4AcOedd+Liiy9GpVLBlVdeiTvvvBMAcPfdd+PAgQNwHAdXXnkl7rrrLgDA1772NZRKJezevRtXXHEFPvOZz8D3fTz66KN45JFHcOGFF673bm4YVKxYpD9b5LZKaasEAQA//mOn4MpndtfxRIY53fdISbutjjZtVdUPFa15fNa5O/C8C3et5SYNjDNiwxyZSrfJ0laV22p566Wtqlr/QmmrRs2jxVnu+8XiDO0weCzaD7cIFucnJ211HVNveeig2mrL49evN64QshY56baqKLLt8ZrHnGmryjE0PP/Fag5tMFasHdXapK1mG/ZYFs88JlGrjgBBkF3zmJ62ynTaalulrXa5vQKez9K3jXGYhytv2qpgNhxLrrftSefUwQ13lGGOqnnsfk/oHpdpNbyMxdp6bBbW9a3yne98B3/7t3+LM888E694xSsAALOzs/ijP/oj3H777fjVX/1VfOxjH8P09DQ+8IEPAADe+c534rbbbsN1112HsbExfPCDHwQAvPGNb8Sv/dqv4brrroPruvr7V199Nb797W9rM533vve9KJe3riNor1qsfmi31SEeRATxdCIreMo0A4BMxQJGY/YS244hax5Hye7tNZy5ZwKn7Vj/kgJV87jpDHNUzWPOmr2nA+oaz9umAzD6PLa8QsEY50wHD0UnaopQLduF9jeNeJ/Hda55DIQ+fr2cbrlqGi/WuObRbFdRYMLdtpgOfgvVPLoWfuE1F2PfrvztqIZt1QH0rnm0OcucwFPfD8IAqit4zHBbBWMQvASHy23ONsyRbqap28Ys2DzKsuNMtvQYGCYNcwCg7SvRZdCaRwbBLVhM1jz6QYphjtr31OcBxwh0vKFZ17fKeeedh+9///upfzvrrLPwZ3/2Z12fT05O4vd///e7Pi+VSrj99tu7PmeM4dZbb8Wtt946/AY/DejVQqAfZJhDEIOR1QAZiILGUSuPyrE0r/38RqBecfArb7x0JOu2QrfVzaY8qsBF9WbdSqj3XpFgSrutNr3cbTrU8u1wlLuehjn/8RUXxJq8D4MZ9BZtr1MEHvbKa4bBVy+PBtXWI+qrJ4kpj4UMc4ZzmrUtjmZHBY/Fzv+F+4sZi62p8piy75bVP3j0VKZalmFO2j3BS3C4TFdthZmyPNGOgzPZ+9Ncl7F2aXKj14V8rTqYDYuF/UWV8pgr+LRhcYEgQE+n2dRjx6xNqTxuvi0mctHzou23bHj9e4Hqu7N5Bk4EsZ70ejE6GyR4VIPA9RwMPh3YtK06wm2tbkG3VTVoz2N0ozDTVoumDmrlaR3vtR3TVUzU8u9vGmbKYNEAqAgsdFvVwWOP468mt5Npq44dtVMqFjwavhsF9t22uE5bXu/JJrW5HS89gBsENWGSJhZYPDttlTEGi7NM1dPiDM8+fwfO2TvVtaywKnCsuPKY5rbqh26rXfvFLJibZeVRDsPl1RC5o5THnH0iLS7gBTKATG672lw7xXFdbMLAEVhn5ZFYf9QDoMiAMVnzuJlm3QliPdEvh7Q+j+EAaBT1eiZq/etZw/R0QDXN9jdp8LhWatRmQu37WIGaR1Uv2Wh6mB7L7whtGWmr66k8riXmu349A2BV89gMTcbKPVRzxqKax6Sjfq1sY2GlXSx4HKLmEZDP2eYIJg8Ao8+jUh4LZItNjZVkS62UZc86ZQLjY9llYLHgMRnfMYabrz8/dTnBy3C4POeqVQfrCh5N5TGZ+spD5VGuVP45x7ljNiwe6GVyd9XiNizeka06Uvo8sh6TywCHYJsvO2TrvVW2GFGeef6LU9c8BuphsHkGTgSxnqiXWVqAWAlncisj7m2ptq1I4+ytjKk8bqaUX9visDgbea3tKFCD6PoQNY9tLyimPIaTDcD61jyuJeZk83ruA2dSSYwMc3orj4GQZTXJIKmqgscC226us8iku2PxoWoeh0EFfN4QNY9XHTgVl5+3I/Vvr33xWT1dvi2LoeMXMAviZTjcB8B18JicEGBM9nAE0tNWORNhn9ACyiG3dc0jUGSsa8PiQKBqHjPrPdMMc3hOlXNjQMHj0xxdi7UGyuNmmnUniPWE97jPzjp1Em+94XycderkOm9VnMgwZ3MOaEdFpDwGm+oZaHGGajldQXi6o5XHAmmr5sA0T1/ktOU3b/Bopq2uZ80jG7zmEaHymNKQXqVqF5nwdmI1jwXSVm0+lNvqMPCk8lgkbdWxUAp7E+fF4txQHgdft+Al7Xba8qLfMmEs8t/oUnQZByBgW0Dby5+2KsBhxnV5z1tkmCNC5TE9bTVdebSwGSsIN98WE7nQcvkQbqtekJ6GQBCExOqRlsIZw+Xn7Ri5cq/MfKjmMR/KAXLTpa1aPGYespVQg/5hWnUAKOS2agbrdprSsAmIpa2u4zXfVfPY4/gz5bYaRLV+CtWepkjaqDuk8mhbhtvuOmcqcMbAMJzyOAzxtNV8yp+j25yEaasZ6h3QvV+qblCdL26ksA4E4zBazCPvnIFgDiwu0FE1mYnrhrEe43BGbqvEBqTXoLYfnJRHghgIXVu8gVME1TNgs6oho8LiDALyObiZ6r4PnDODC7zto96MkcA5A2esUPBsnuOibquKzVrzqMxP/ECse9qqWfPYK21VtmNA6qSOUh6L3K8x5bFA8OdYHEur0jJ0FG2ROGdDKY/DYFnZhjk9YY42rPECgDMBxjmE+RXj392lF+H7N/yNXK02wuWtHsFp/8WlYU9bGRUlTHAi48qU65nxTem2SsHj05zI5an4xalbdWyigRNBrCdqjLGRAzNtmEP3cS7MVLBRq8d5ePZ5O3vWJz2dsTlDveoUOl/me65ozaPejg38POiHZbF1b0/DOEMQAK2OD9fhPcccLDTXSbqtAkC1LBXnItvOmawTbntBQeUxqnkcxfOCc6aVx/V0ypXriwLXPIdeMBuMCdhcBo9prTJYr+BOKY9cbQdyturgMZOc3EZDzIHFBDo+C9efTFvtPblMhjnEhqN3c9LBlvV9MswhiF4Mo/CvF2fsmcD5+6Y3tDq6EdEOhl4wEiWByM/zLtyFM/ZMFFrWfM8VSVt9OtQ8AjLlso1gnZXHKG21X70pY9kN6YdRHgE50db2gqFrHkeiPDKmFbv1T1uNah5ztXZjMth3bMBrq7ivu+bRXE/iBwDBwmBfFFAeOcxTlTvmDpXHjp9u9qP+08m6HtjmC8U23xYTuRimz2NU80itOgiiF9owZwMHZhfu31a4+fRWhpvBIz0DNwXn75vG+fumCy07bNpqXHncvNeL2vZ1b9URuq326vEIAAwsMytKpSsXVd5cx8JK0yvstqqNXUbgzmwei5GmreaseQR4mI4qZCCXrHnstV+MASyqVUxTLnuSUB5zT5iomkdP1Vym12tmjsM3ofK4cUc6xJrQq3l5PxgpjwQxEJwxPOf8nTg3pQEysbmJWjf4lLq/BYgZ5hRIW40pjxt4MqkfSnVbX8McaLfVfqpvzH0zy2214LYr05wihjd2rGZyFMpj9O/1HrLF01bzrVzwEhxb/Q7QK221+7iGk7fKMCcl+Oy5bt0nEtHyeeAWLC4MxTd+7bLQyMixMq5pUh6JjcYwikjU51E1baWBE0GkwRjDW64/b9SbQZwE1EBFiGJNt4nNxZoqj5uoL2iSSHlcx7RVzrRhTr9jzxjLNPNTymNR5bc0hDO1mZo4iuBRrdPibN3b9Fico9mWZkG5L31ehsPlsoxFDqr6z7G00pTgUQBqrif/pAGPOazmVYwFs2Jpr2nnnTHWQ3ncfKHY5n2yEQOxJjWPlLZKEMQWxRyIkPL49CdumDNkn8dNrDyq1L1uZ8uTR+6aRxGOTRJB0sVnbMdPvOhMnDJbL7QdjlO8J26sR+YI0pbVJP8onlWF01YBBFZF93rsqzym9Xk00lbzu6XGg8dkq43+JJZPCT5f+MzduGB/eiq92ITB4+bbYiIXfXOte6CVRzW7R+MmgiC2GFbPdCni6UYsbbVUQHk0rpdMg4xNgFaw1nEflAlOq+Njex/lsVffv5Jr4erLTyu8HW5YAFfkfjcnDEYRwKnjMop127xgqw5AKo/hKbf6Guakpa2KeNpqvpXHah5zl2gx1jd4fMNLz85cXLD8/WhHzeadFiMGQt1kRRzT1EyP54+m4SxBEMSoiRk1bOJggBgMc2A6dM3jJnZbjWoe1zttdbCaR1OYWuuxiWrRUuT8mVleo0hb1kH/CFLsh6l5hKE8spSaRWac8OQ1KRgHhNmqI6/hTTJttYDyOMz1yMkwh9hgqLTxoZRH5WhG9T4EQWwxzIEEPQOf/pjneHi31c07xBqV26pOW+3ntnoSg0dXp60WUB7NtNUtpjxaFtc9JvPWWwpe0upfWtqquTupyiPDUMpjP+WwJ8yC6YWT/9hvviTQzftkIwZiLZRHPyDlkSCIrckore+J9WdY5VFdL5yxTf3OVKrZeqpnUfDo9U0ZNoP8tVbZHJvD4qzQZJEz6rRVwzBnvbG42T4l37LC6pe22qv2XF2rWX/vA2OwDPUvv2GOnTDMybnznIJHYoMxTM2juv+8DEczgiCIpzsx5ZGegU97YoY5RZTH8J1r25v7WhmF8sgY0Gr7ECJKHe31XcXaK49W4f02HVpHkeauJy9G6PQKFMjS4GWEgq/MmEumrfZSHtU9ZxUPnLnlGv/Ou+2lhHKZN3jdfMHj5ttiIhfDBI8qbYDSVgmC2KrElUeab326EzPMKRA86myfTX6tjKLPI+cMjZYPAP3dVnHyJnUu3LcNIhD9v5iCM/K01dGt23SnzR9AWbBtC0DQV3nM7vNYcN0AmFODxdvwg4I1k04ZQDvcvpzKpV0HRJBvnSOGgsenOeomKtaqQ/6/V7QAmiAIYpNDyuPWgjMGxmRwUqTcY5jeyhsJs1/geqHSVoH+gXtv983huOSs7bjkrO2FljXP+ygmm0adtqq3o8B40XYcAC2p4iWWj9U8dimDCcOcAusOrBpsPg8/KBh8WhWo4JGxvMHjeO71jZrN/XQj+qKDx0KGOaHy6FOfR4IgtiZU87j1sDhDybUKNVm39ITt5r5WbIuve6N5M+DoHzxuTCOrLW2YEwse8y9v2zJ1NO2a63m+5WyPDioL7TuvwuKqb2j+8bLlVKJ/b/J7fxAoeHyao+svChnmyP8vWgBNEASx2aE+j1sPzlmhlFW1LLC5nVYBWT+23vtgxgT96k1PpvI4DLG01REEEaNQjPW6h0lbBeA4MnhMu+zU+U6f0Ega5uS/boVVjpYvcN1bjlEzuQlbb+Rlcz/diL6shfJIfR4JgtiqmM89egZuDTgrHjwO43C+kbBC5XE9ideb9ql57Om+OTrMtNVRKKJsoxjmFFi/bTuZy7JeiqpsDAlbB865Vw0wWy9XzHCnFP17A12PJ4vN/XQj+qKuYbvADJhalgxzCILYqph1SxtJ4SBOHhZnfd0+s3i6KI/Vko1Kn3YZa00sbbXP8TdvxY00WDfHWkXGXcOijuFmrHnUymNWfIjs/RLgsMO007w1hwAguGsEjwWMsszgscD6NxtkmPM0R9df2PlvBrPPI0N6HjpBEMTTGVIetx7DpK1q5XGTt+q49jl78fwLd63rOs0xd57jv5HuS2fEhjnWKJVHa7hnpW3bmcv2DYoZj9xWiwTtzDWWL5C2GkvZpeCR2OQwHTwOUfPoiw31cCYIglgvzMEKKY9bAz6M8qh8Bjb5AHK86mK86vb/4hpiqlX9ah7N7xZx1zxZmDWPo9gs3apjBCs3g+VCymM4Tk1btp/yCGZFNYtFlD9uG/WiRYLHrTXJuLmfbkRfIsOcAtbDWnmk4JEgiK0Jua1uPZTbahGeLq06RoGZ3bRpax6N/pijyNZSqtcojoltrLPIrkfHrvtvPWse5V9gW6LPd3ozjGobf088/Q1zSHl8mrNzuorJuouJWqn/lxOom9/zgw31cCYIglgvKG116/Gc83filJl6oWWH6a281TEb3Peb8DaDk410X+oAaETtGsxjuN4Mq74p5ZGlKH+R8phxXzEOm/u9v9MH27IAeIXSTu3Ye+Lpf+9T8Pg05xmnTuJ3f+75hZblpvK4gdJCCIIg1gtKW916vPrKMwovG7mt0rWSFxVwlAfosWn+fSPdl0pxHtU2qWNojWDyYui0Va08dit3g9Q8WpYMHosGb5ZV/NzF9n0DXY8ni6d/eEwMje+LQg1fCYIgNjukPBJ5eLq4rY4CFRAOkjJs3okbaXLbsYrXza0F6vobxTEZvlVHqDw63aq/Vh4zJ2U4bCbC7SgaPMrrrkjwaW7XVkhbpacbkYl6+HhBsKFm9giCINYLa4MacxAbE4tR8FgUNcwYxKzIvBU30vjEHkK9WgtG2qrDTFstsHqlPHKr+/wz9FMeLTjD1jyG6y3U59Gswd0C9/7Tfw+Jwphuq2wDPZwJgiDWi5gRwhYYFBDDQYY5xYnSVvtXVG1UwxztGDqibRplq45YlkaBiTbV3iZtkk59lLVfAa/AZl74nWFqHgumrVrD7ftmg55uRCZmn8etcDMQBEEkGTYVi9ha6JpHulZyo8YZg/R4NA/vRrovR608slEqj0M+K7Xy2LPPY3rYElT36VYdRdNWtVNtkT6PW+w9QcEjkYmpPG6ktBCCIIj1glp1EHkg5bE4LEfwuNGVx1FlKai4aTStOswel8VrHtO2vW+fR6sMVtsrly/S5xGAbUnFu0h5gnm+t8J7gp5uRCaxPo+kPBIEsQWxhkzFIrYWkdsqDa/yomseB+mxadY8bqD7Mmo0v/XSVodu1dFDeRxEUT3t1FNx2RkuTttRzb1uALB08FpAedygkxknC2rVQWSirn8/EFviZiAIgkhCyiORh6jPI10reclT88g36GCdMQbb4lvTMCc20ZZ/ea3aFqh5BIBaxcXb/91z8q84JAr8h3Nb3QqTjBQ8Epls1LQQgiCI9SLW55ECAqIPauBIymN+dM3jIG6r5nIbbHzi2GzkfR5HojwO2etwoJrHfs9gVrxNhrpnme3mXnar9QOmpxuRiTl5sgXuBYIgiC6ozyORB0pbLY4ac+Stedxog/UNoTyOos/jkOpb75rHk79fWnl0KgWWNQPnNdukDcsW2EWiKKQ8EgSx1eGMaZVjI9VWERsTMswpjgo4Bql5jE9ub6z70rFHGDyOVHkcLnjUaau9DHNO4qSMCgALterYYpOM9HQjMjEvjo32cCYIglgvRjkgIzYX9YqDqbESdk0XM+3YykQ1j4O06tjgyuPI3FYHTO88CcQDqPzL67TR1JrHk/8MtsNjVmS8SzWPBBGykdNCCIIg1guLM/gBtSwi+lMp2fidn33eqDdjU5JHeTSLHjfapI5j8ZFt00gNc6zhWnU4FofrcFRL3aGJ+rmT2T9VBYBFjp2eYGSs0L5vNih4JDIxr3+2wR7OBEEQ6wUpjwRx8olqHvsPTWNpqxssh2685mK86oxk3WYQs94Mm7rJOcOvvukAtk2Uu/+2DspjL8OefsigceNdiycLCh6JTGI1j1tgJoUgCCKNYSzcCYIYDJ22OoDbKt/A45O3v+KCkW2TintG2aqDofg52TNTT/2crcN+Pe/CXdg+WSlsdmVxTsEjQZj3PqVrEQSxVdF1RPQcJIiThm7VURrcbXUjpgnWK6NRHYERG+YModz1g61DOu70eBnPOX9n4eUti22ZzgTrHiPfeeedeP7zn48bb7wRN954Iz70oQ8BAA4ePIjXv/71uPrqq/H2t78dKysrAIDFxUXcfPPNuOaaa/D6178ec3NzAIB2u413vetduOaaa/DKV74SDz30EABACIHbb78dV199Na699lp8/etfX+9dfNoQVx5HuCEEQRAjhNJWCeLk84xTJ/HCZ+7Bnu3p6pOJuhPpnowzyiwJVY94MoL5SHncuNKezdmGU8FPFut+Fh544AHcdtttuOuuu3DXXXfhlltuAQD85m/+Jn7qp34Kn/vc53DBBRfg4x//OADgwx/+MA4cOIB77rkHr3nNa/De974XAPDJT34SlUoF99xzD37lV34Ft912GwDg85//PB566CHcfffd+NjHPobbbrsNnuet924+LaCaR4IgCHNARs9BgjhZjNdcvOllZ+uWDb1Q45MNHEuMhPWoDczC0pNsa//b2ghoBC6yg8I52zKTGSMJHu+8807ccMMN+KVf+iUsLCyg0+ng/vvvx8te9jIAwKte9Sp87nOfAwDce++9uP766wEAL3/5y/HlL38ZnU4H9957L2644QYAwGWXXYb5+XkcPHgQX/rSl3DttdeCc459+/Zh9+7d+MY3vrHeu/m0IGaFvUVmUwiCIJKoZyE9BgliY7AeaYybkVGm2Ou01ZOhPIb/v5GDM4uCx5PHzMwM3vGOd+Cuu+7Crl278J73vAfz8/Oo1+uwbVt/56mnngIAHDlyBDMzMwAA27ZRr9dx/Pjx2OdqmcOHD+PIkSOYnZ3t+pzIT9zNbGvcEARBEEkszmDxjVdbRRBbFa080j0ZY0MojyclbXXjTxZYnG+Z6/GkGebcc889eN/73hf7bP/+/fjEJz6h//tnfuZncNVVV+GXf/mXu5bv9ZLmGZo45xxCiIG/n8W2bf3z7deamZmxdV9nP6qNjv53peJsyG18ukLHmhgEuk7WB9e1YFl8Ux7vzbjNxOjYLNfL5Jz0xXBsa9Ns83owPi7bXEyMV07accn63UqtDQAn5Vk5MTEPABirlzfs+XZdC34gNuz2rSUnLXi85pprcM0118Q+W1pawic+8Qn8+3//7wFIcxvbtjE9PY3l5WX4vg/LsjA3N6fVw9nZWRw9ehQ7d+6E53lYXl7G5OQkZmdnMTc3h7179wKAXmbHjh3aVMf8PA/Hji0jCLqD0JPFzMwY5uaW1m19g9JoRbWinba/Ibfx6chGvR6IjQVdJ+uHCAQ4w6Y73nSNEHnYTNfL0mIj/JfYNNu8HqyuygBudaV1Uo5Lr2uk2ZZjRnYSzsnyUgsA0Gq2N+75FgIQT5/rkXOWKaata9pqtVrFf//v/x3f+ta3AAD/+3//b7zkJS+B4zg4cOAA7r77bgDSkfWKK64AAFx55ZW48847AQB33303Dhw4AMdxcOWVV+Kuu+4CAHzta19DqVTC7t27ccUVV+Azn/kMfN/Ho48+ikceeQQXXnjheu7m04ZYH6UNnCpAEARxMuGMbeh0KYLYepADchq6z+MIjGWUE+rJMFiMDJI27vm2tpDb6rr2ebQsCx/+8IfxG7/xG2g2mzj99NPxgQ98AADw67/+67jttttwxx13YNeuXfjd3/1dAMA73/lO3HbbbbjuuuswNjaGD37wgwCAN77xjfi1X/s1XHfddXBdV//O1VdfjW9/+9vaTOe9730vyuXyeu7m04ZYzeMWuSEIgiCSbCUXPYLYDHCqeUxltIY561HzuHHtdS3OIUQw6s1YF9Y1eASAAwcO4K/+6q+6Pt+zZw8++clPdn0+OTmJ3//93+/6vFQq4fbbb+/6nDGGW2+9FbfeeuvabPAWJm6YM7rtIAiCGCVbyUWPIDYDm8FAZRRow5wRBNWcMTB2ctY9yqB4UDhn4GLjbt9aQiEBkYlpWrSRb1iCIIiTCedMN8AmCGL0bIY0xlEw6iDL4vykiA1qbzZyn0fL2jppqxQ8EplQ2ipBEAQpjwSx0WAjbEmxkdHtMkYVPJ6kAGoznG97C70n1j1tldg8mMrjySiAJgiC2AzImkeaayWIjYJWomhiOwYfcTrvyQqgtBHQBh6Lbpsoo9Whmkdii2PeovSAJghiq8I5ua0SxEaC0lbT4aNWHk+S4+hmqHH96WvOHfUmrBsUPBKZMMbAAAjQA5ogiK2LxbZOLQtBbAY2QzAxCkatPFoWj2WtrRVMK48bNwNkK42TKXgkesIYgxBiS90UBEEQJs+7cBeWGp1RbwZBECEqSKKSmjgqthqp8ngyDHNosmBDQcEj0RMWSo80604QxFblwDmzo94EgiAMtBJFY5MY+3aN4/LzduCUmfpI1n+y0lY3Q83jVoKCR6InLIweN3CmAEEQBEEQWwmqeUxlrOrirTecP7L1WxY/KedkM7itbiUoJCB6ou5TUh4JgiAIgtgIjLq2j0jn5BnmhL+/gfs8biUoeCR6QrM9BEEQBEFsJMhtdWMig8e1/91osoDClo0AnQWiN6Q8EgRBEASxgWDh4ITGJhsLyzo5fR7P2DOBV75gH87cM7Hmv03kh2oeiZ5QkTJBEARBEBsJRmOTDcmLnrnnpAT0js1x/fP2rfnvEsWg4JHoiZrdOxl9ewiCIAiCIPJCJTUbk+desGvUm0CsA5S2SvSEZvcIgiAIgthI0NiEIEYHBY9ET2h2jyAIgiCIjYQam1BWFEGsPxQ8Ej2JWnWMdjsIgiAIgiAA8mMgiFFCwSPRE1IeCYIgCILYSNDYhCBGBwWPRE8YteogCIIgCGIDoUYkpDwSxPpDwSPRE5rdIwiCIAhiI6EntmlsQhDrDgWPRE84PaAJgiAIgthA6IltyooiiHWHgkeiJ/SAJgiCIAhiI0GtOghidFDwSAwEPaAJgiAIgtgIcCqpIYiRQcEj0RNOvZQIgiAIgthAkB8DQYwOCh6JnkRF6aPdDoIgCIIgCBOKHQli/aGQgOiJmt2jtFWCIAiCIDYCnGoeCWJkUPBI9IT6PBIEQRAEsZGgtFWCGB0UPBI9oaJ0giAIgiA2EpHbKg1jCWK9obuO6AkpjwRBEARBbCSiNmIj3hCC2IJQ8Ej0hFJDCIIgCILYSNTKNq6+/DRcdOb2UW8KQWw57FFvALGxidxWKXgkCIIgCGL0MMbwEy86c9SbQRBbElIeiZ5EqSEUPBIEQRAEQRDEVoaCR6InZIdNEARBEARBEARAwSPRFxk0kvBIEARBEARBEFsbCh6JnnCqeSQIgiAIgiAIAhQ8En1QNY+UtkoQBEEQBEEQWxsKHomeUJ9HgiAIgiAIgiAACh6JPlCfR4IgCIIgCIIgAAoeiT5wUh4JgiAIgiAIggAFj0QfSHkkCIIgCIIgCAKg4JHoAyO3VYIgCIIgCIIgQMEj0QetPFLsSBAEQRAEQRBbGgoeiZ6Q8kgQBEEQBEEQBEDBI9EHrpVHCh4JgiAIgiAIYitjr+fKjh07hptuukn/99LSEubn5/GNb3wD999/P37u534OO3fuBACcd955eN/73ofFxUX80i/9Eh5//HFMT0/jwx/+MGZmZtBut/Gf//N/xr/+67+iXC7jgx/8IM444wwIIfCBD3wAf//3fw/OOX7rt34Ll1566Xru5tMSUh4JgiAIgiAIYmuzrsHjtm3bcNdddwEAgiDAm9/8Ztxyyy0AgAceeAA33XQT3vrWt8aW+fCHP4wDBw7gD//wD3HnnXfive99Lz784Q/jk5/8JCqVCu655x7cf//9uO222/CpT30Kn//85/HQQw/h7rvvxqOPPoqbb74Z99xzD2x7XXf1aYNSHC0KHgmCIAiCIAhiSzOytNW/+Iu/QKVSwfXXXw9ABo/33XcfXvGKV+Btb3sbDh06BAC499579Xde/vKX48tf/jI6nQ7uvfde3HDDDQCAyy67DPPz8zh48CC+9KUv4dprrwXnHPv27cPu3bvxjW98YzQ7+TSAUZ9HgiAIgiAIgiAwouDR933ccccd+E//6T/pz8bGxvCmN70Jd955J6688kqtSB45cgQzMzMAANu2Ua/Xcfz48djnADAzM4PDhw/jyJEjmJ2d7fqcKIZyW6XYkSAIgiAIgiC2Nictl/Oee+7B+973vthn+/fvxyc+8Qn8wz/8A/bt24ezzz5b/+0973mP/vfrXvc6/M7v/A6WlpZSf5vz9JiXcw4hxMDfz2Lbtnqu768FMzNj677OQSiXbXDOMDs7PupN2VJs1OuB2FjQdUL0g64RIg90vRD9oGuEOGnB4zXXXINrrrkm9W9f/OIXce211+r/DoIAf/AHf4Cbb74ZlmVFG2fbmJ2dxdGjR7Fz5054nofl5WVMTk5idnYWc3Nz2Lt3LwBgbm4Os7Oz2LFjB+bm5vRvqM/zcOzYMoKgOwg9WczMjGFuLj1QHjXttg/OsGG37+nIRr4eiI0DXSdEP+gaIfJA1wvRD7pGtg6cs0wxbSRpq9/85jdx4MCBaCM4x9/8zd/g85//PADgzjvvxMUXX4xKpYIrr7wSd955JwDg7rvvxoEDB+A4Dq688kptvvO1r30NpVIJu3fvxhVXXIHPfOYz8H0fjz76KB555BFceOGF676PTxc4I6dVgiAIgiAIgiDW2W1V8fjjj+uWHIrbb78dv/qrv4qPfexjmJ6exgc+8AEAwDvf+U7cdtttuO666zA2NoYPfvCDAIA3vvGN+LVf+zVcd911cF1Xf//qq6/Gt7/9bW2m8973vhflcnkd9+7pBWOMzHIIgiAIgiAIggATaUWCWxxKW434w8/8G779w2P46C1XjHpTtgwb+XogNg50nRD9oGuEyANdL0Q/6BrZOmy4tFVi88DAKG2VIAiCIAiCIAgKHoneUM0jQRAEQRAEQRAABY9EP5gMIAmCIAiCIAiC2NqMxDCH2Dw869wd2L2tNurNIAiCIAiCIAhixFDwSPTkwv3bcOH+baPeDIIgCIIgCIIgRgylrRIEQRAEQRAEQRB9oeCRIAiCIAiCIAiC6AsFjwRBEARBEARBEERfKHgkCIIgCIIgCIIg+kLBI0EQBEEQBEEQBNEXCh4JgiAIgiAIgiCIvlDwSBAEQRAEQRAEQfSFgkeCIAiCIAiCIAiiLxQ8EgRBEARBEARBEH2h4JEgCIIgCIIgCILoCwWPBEEQBEEQBEEQRF8oeCQIgiAIgiAIgiD6QsEjQRAEQRAEQRAE0RcKHgmCIAiCIAiCIIi+2KPegI0I52xLrJPYuND1QAwCXSdEP+gaIfJA1wvRD7pGtga9zjMTQoh13BaCIAiCIAiCIAhiE0JpqwRBEARBEARBEERfKHgkCIIgCIIgCIIg+kLBI0EQBEEQBEEQBNEXCh4JgiAIgiAIgiCIvlDwSBAEQRAEQRAEQfSFgkeCIAiCIAiCIAiiLxQ8EgRBEARBEARBEH2h4JEgCIIgCIIgCILoCwWPBEEQBEEQBEEQRF8oeCzIRz/6UVx33XW47rrr8IEPfAAA8JWvfAXXX389XvrSl+JDH/pQ1zK33nor/vIv/zL22ac//Wncdtttmes5ePAgXv/61+Pqq6/G29/+dqysrORanlg/Rn1N/PCHP8RrX/ta3HDDDXjjG9+IJ598cg33jlgLRn2N3H///bj88stx44034sYbb8S73/3uNdw7Yq0Y9XXyqle9Sl8jL3vZy3Deeefh6NGja7iHxFox6mvlkUcewRve8AZcf/31eOMb34iHH354DfeOWCvW6zpR/N7v/R7+23/7b7HP7rvvPrz5zW8eYi+IDYMgcnPfffeJn/zJnxStVku0223xpje9SXzmM58RV155pXjsscdEp9MRN910k7j33nuFEEIcPnxYvPWtbxUXXXSR+Iu/+AshhBDNZlP81//6X8Ull1wibr311sx13XzzzeKzn/2sEEKIj370o+IDH/hAruWJ9WEjXBNveMMbxJe+9CUhhBB/+qd/Kn7xF3/xZO4ykZONcI388R//sfj93//9k7ynxDBshOvE5F3vepe44447TsKeEsOyEa6V1772tfq3vvGNb4gbbrjhZO4yUYD1vE4WFxfFu9/9bnHRRReJj3zkI0IIIXzfF3/8x38snvWsZ4k3vOENJ3+HiZMOKY8FmJmZwW233QbXdeE4Ds444ww88sgj2Lt3L0499VTYto3rr78en/vc5wAAn/nMZ/DiF78Y11xzjf6N+++/H0EQ4F3velfmejqdDu6//3687GUvAyBng9VvDrI8sX5shGviT/7kT3DFFVcgCAIcPHgQ4+PjJ3GPibxshGvkgQcewH333YdXvOIVeNvb3oZDhw6dxD0mirARrhPFV7/6VXzve9/DW97ylpOwp8SwbIRr5bvf/S6uvvpqAMAll1yCI0eO4PHHHz9Zu0wUYL2uEwD427/9W5x++un46Z/+af3ZQw89hIceegi/9Vu/dXJ2kFh3KHgswFlnnYVLLrkEgEzZuPvuu8EYw8zMjP7O7OwsnnrqKQDAz/zMz+A1r3lN7Dee//zn45d/+ZdRLpcz1zM/P496vQ7btgHIB4D6zUGWJ9aPjXBN2LaNxcVFXHHFFfg//+f/4Cd+4ifWcheJIdkI18jY2Bje9KY34c4778SVV16JW265ZS13kVgDNsJ1ovjIRz6CW265BZZlrcWuEWvMRrhWzjvvPPz1X/81ADnZcOLECczNza3ZPhLDs17XCQC84hWvwM033xx7Zpx11ll473vfi4mJiTXaI2LUUPA4BA8++CBuuukm3HrrrTjttNO6/s4YG+r3hRBr/pvEyWXU18T4+Dj+8R//Eb/7u7+Lt7/97fB9f6j1EWvPKK+R97znPbjqqqsAAK973evwwx/+EEtLS0Otjzg5jPpZ8uCDD2J+fh4vetGLhloPcfIZ5bXy/ve/H1/4whdwww034L777sM555wDx3GGWh9xcjjZ1wmxdbBHvQGbla9//ev4+Z//efzKr/wKrrvuOvzLv/xLzFDgyJEjmJ2dzf27N954o/73pz/9aSwvL8P3fViWhbm5uUK/SawPo74m7r77blxzzTVgjOGKK65As9nEwsICpqenh985Yk0Y5TUSBAH+4A/+oGtWWKkJxMZh1M8SAPjiF7+Ia6+9drgdIU46o75WPM/Dxz72MbiuiyAI8Od//uc45ZRTht8xYk1Zj+vkrrvuWpNtJTY+NGoowKFDh/CzP/uz+NCHPoTnPOc5AICLL74YDz/8MB599FGccsop+OxnP4tXv/rVuX87efMdOHAAd999N66//nrceeeduOKKK9ZkH4i1ZSNcE//jf/wP2LaNl770pfinf/onTE1NUeC4gRj1NcI5x9/8zd9g7969uPbaa3HnnXfi4osvRqVSWZP9I9aGUV8nim9+85vkjLjB2QjXyoc+9CFce+21uOaaa/CpT30KF1xwAaampobfOWLNWM/rhNgaUPBYgD/+4z9Gq9XC+9//fv3Za1/7Wrz//e/HO97xDrRaLVx55ZW6iHwYfv3Xfx233XYb7rjjDuzatQu/+7u/O/RvEmvPRrgm3v/+9+NXf/VX8bGPfQxjY2P4yEc+MvS6iLVjI1wjt99+u75GpqentWU7sXHYCNcJADz++OPYsWPH0OsgTh4b4Vr5pV/6Jdx666346Ec/+v+3d4cgrbVxHMe/c4gOBIOgwSpjitUmbIJDtDizIGJ0IDhQRLRYZJchBjEoRoMiBqNpQQUxiSaLIhNhVRzq3Lz1vtz73hPe1y3s+8nPw/n/4ZQfz/+ch66uLtbX1//zs/T/quV7osYQ+vrTMLskSZIkSb/whzmSJEmSpECGR0mSJElSIMOjJEmSJCmQ4VGSJEmSFMjwKEmSJEkK5FUdkiR9o0KhQDKZJBqNAlCtVmlubmZqaopUKvXXvVtbW8RiMYaHh2tQqSRJf2d4lCTpm7W2tv7jQu2npyemp6eJRCKMjIz8677Ly0t6enpqUaIkSYEMj5Ik1Vh3dzdzc3Ps7e0RjUZZW1ujVCpRLBaJxWJsbm5ydHTE7e0tP378IBwOE4/HyeVyXF1dUalU6OvrY2Vlhba2tnq3I0lqEH7zKElSHcRiMe7u7jg8PCSVSnFwcMDp6SmFQoF8Ps/k5CT9/f0sLi6STCbZ2dkhHA5zfHzMyckJnZ2d5HK5erchSWognjxKklQHoVCI1tZWFhYWOD8/Z3d3l4eHB4rFIqVS6bf1+Xyel5cXLi4uACiXy3R0dNS6bElSAzM8SpJUBzc3N0SjUTKZDJVKhdHRURKJBM/Pz3x9ff22vlqtsry8TDweB+D19ZX39/daly1JamCOrUqSVGP39/dsb28zMzPD2dkZ6XSasbExQqEQ19fXVCoVAMLhMJ+fnwAMDg6yv7/Px8cH1WqV1dVVNjY26tmGJKnBePIoSdI3e3t7Y3x8HICmpiZaWlrIZDIkEgnm5+dJp9O0t7cTiUQYGBjg8fERgKGhIbLZLOVymdnZWbLZLBMTE1QqFXp7e1laWqpnW5KkBhP6+tNsjCRJkiRJv3BsVZIkSZIUyPAoSZIkSQpkeJQkSZIkBTI8SpIkSZICGR4lSZIkSYEMj5IkSZKkQIZHSZIkSVIgw6MkSZIkKdBPVtvlMUkUX3sAAAAASUVORK5CYII=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”: “bd7aeb14”, “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”: 51, “id”: “b3200671”, “metadata”: {}, “outputs”: [
- {
- “data”: {
“image/png”: 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”, “text/plain”: [
“<Figure size 1080x504 with 1 Axes>”
]
}, “metadata”: {}, “output_type”: “display_data”
}
], “source”: [
“f.plot_test_set()”
]
}, {
“cell_type”: “markdown”, “id”: “72afb807”, “metadata”: {}, “source”: [
“Confidence intervals are no longer available since models were run at different levels.”
]
}, {
“cell_type”: “markdown”, “id”: “84a84731”, “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”: 52, “id”: “d3b17521”, “metadata”: {}, “outputs”: [
- {
“name”: “stdout”, “output_type”: “stream”, “text”: [
“hwes_seasonal LevelTestSetRMSE: 17553.38088237295n”, “arima_ma_terms LevelTestSetRMSE: 19141.033793053757n”, “mlr LevelTestSetRMSE: 23569.349293217965n”
]
}, {
- “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”: “bacb0912”, “metadata”: {}, “source”: [
“We see that the MLR model is the worst-performing so far.”
]
}, {
“cell_type”: “markdown”, “id”: “106b258f”, “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”: 53, “id”: “92ad318b”, “metadata”: {}, “outputs”: [], “source”: [
“f.save_feature_importance()”
]
}, {
“cell_type”: “code”, “execution_count”: 54, “id”: “526133c9”, “metadata”: {}, “outputs”: [
- {
- “data”: {
- “text/html”: [
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], “text/plain”: [
” weight stdn”, “feature n”, “AR1 1.505677 0.065623n”, “AR2 1.374117 0.105933n”, “AR3 0.961584 0.094403n”, “AR4 0.737808 0.017997n”, “AR12 0.511673 0.031625n”, “AR5 0.479675 0.011118n”, “AR6 0.431973 0.041583n”, “AR13 0.358726 0.008058n”, “AR11 0.303842 0.015520n”, “dayofweek_5 0.235393 0.013843n”, “AR14 0.230741 0.030235n”, “AR15 0.214724 0.024467n”, “AR23 0.199537 0.018064n”, “AR8 0.194892 0.020750n”, “AR9 0.191280 0.020776n”, “AR10 0.149105 0.015813n”, “AR17 0.132982 0.011208n”, “AR16 0.117686 0.012811n”, “AR20 0.104327 0.008044n”, “AR19 0.104305 0.003198n”, “AR22 0.101794 0.016751n”, “AR7 0.099752 0.020881n”, “AR24 0.097499 0.022156n”, “weeksin 0.087435 0.007977n”, “monthcos 0.083667 0.013084n”, “AR27 0.065026 0.007589n”, “AR18 0.062574 0.006126n”, “dayofweek_6 0.060326 0.007646n”, “AR21 0.059011 0.005647n”, “AR25 0.044619 0.010333n”, “AR26 0.041815 0.006992n”, “monthsin 0.038945 0.012940n”, “weekcos 0.036390 0.004449n”, “dayofweek_1 0.018202 0.004117n”, “AR28 0.015634 0.004664n”, “dayofweek_4 0.015168 0.003585n”, “t 0.013212 0.003737n”, “quartersin 0.005476 0.002605n”, “dayofweek_2 0.003547 0.002675n”, “dayofweek_3 0.001004 0.000509n”, “quartercos 0.000364 0.001161”
]
}, “execution_count”: 54, “metadata”: {}, “output_type”: “execute_result”
}
], “source”: [
“f.export_feature_importance(model=’mlr’)”
]
}, {
“cell_type”: “markdown”, “id”: “2d354a7f”, “metadata”: {}, “source”: [
“At first glance, it looks as though almost all added regressors were at least somewhat useful to the MLR model, but we can explore regularization now to further refine our forecasting approach.”
]
}, {
“cell_type”: “markdown”, “id”: “17c22e48”, “metadata”: {}, “source”: [
“### Elasticnet and Auto-Forecastingn”, “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”: 55, “id”: “318a8d4c”, “metadata”: {}, “outputs”: [], “source”: [
“GridGenerator.get_example_grids()”
]
}, {
“cell_type”: “markdown”, “id”: “6cc6fd4a”, “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.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”: 56, “id”: “c60c13bf”, “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 belown”, “f.tune() # automatically imports the elasticnet grid from Grids.pyn”, “# unlike tuning, testing is dynamic by default, but this can be changed by passing dynamic_testing=False as an argument belown”, “f.auto_forecast()n”, “f.save_feature_importance()”
]
}, {
“cell_type”: “code”, “execution_count”: 57, “id”: “3e37c3d3”, “metadata”: {}, “outputs”: [
- {
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n”, “text/plain”: [
“<Figure size 1080x504 with 1 Axes>”
]
}, “metadata”: {}, “output_type”: “display_data”
}
], “source”: [
“f.plot_test_set(models=[‘mlr’,’elasticnet’],ci=True)”
]
}, {
“cell_type”: “markdown”, “id”: “369dd764”, “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”: 58, “id”: “9d96516b”, “metadata”: {}, “outputs”: [
- {
“name”: “stdout”, “output_type”: “stream”, “text”: [
“hwes_seasonal LevelTestSetRMSE: 17553.38088237295n”, “arima_ma_terms LevelTestSetRMSE: 19141.033793053757n”, “mlr LevelTestSetRMSE: 23569.349293217965n”, “elasticnet LevelTestSetRMSE: 32881.36086539151n”
]
}, {
- “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”: “a71bce3b”, “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”: 59, “id”: “b460f3d2”, “metadata”: {}, “outputs”: [
- {
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], “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”: 59, “metadata”: {}, “output_type”: “execute_result”
}
], “source”: [
“f.export_validation_grid(model=’elasticnet’).sort_values([‘metric_value’]).head(15)”
]
}, {
“cell_type”: “markdown”, “id”: “8a8cee43”, “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”: 60, “id”: “ceee410d”, “metadata”: {}, “outputs”: [
- {
- “data”: {
- “text/html”: [
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], “text/plain”: [
” weight stdn”, “feature n”, “dayofweek_5 2.977860e-02 3.907558e-03n”, “dayofweek_6 7.413982e-03 1.248198e-03n”, “AR7 4.441110e-03 4.841845e-04n”, “AR14 2.790218e-03 3.672849e-04n”, “AR21 2.574253e-03 2.876912e-04n”, “AR28 2.213642e-03 9.374495e-05n”, “dayofweek_4 2.169365e-03 6.679878e-04n”, “dayofweek_3 1.147468e-03 6.833625e-04n”, “AR1 1.035024e-03 2.757876e-04n”, “dayofweek_2 9.435202e-04 4.341062e-04n”, “AR12 9.247743e-04 1.836915e-04n”, “AR23 9.084878e-04 1.757837e-04n”, “AR19 7.838274e-04 9.702611e-05n”, “AR2 7.663589e-04 2.275947e-04n”, “AR9 6.346631e-04 1.830276e-04n”, “AR26 5.535196e-04 1.457698e-04n”, “AR5 3.599721e-04 1.507429e-04n”, “AR16 2.766661e-04 1.555308e-04n”, “AR8 1.349317e-04 9.398217e-05n”, “dayofweek_1 1.214635e-04 2.464733e-04n”, “AR6 1.089530e-04 5.276816e-05n”, “monthcos 6.611574e-05 1.045767e-04n”, “quartercos 5.528603e-05 9.790191e-05n”, “AR22 4.559808e-05 4.494354e-05n”, “t 4.549415e-05 1.229371e-04n”, “AR24 4.127483e-05 2.305766e-05n”, “AR17 3.884763e-05 2.038915e-05n”, “weekcos 3.291027e-05 6.173533e-05n”, “AR18 2.839616e-05 1.642865e-05n”, “AR13 2.472659e-05 4.326824e-05n”, “AR25 1.080270e-05 1.114620e-05n”, “AR15 5.014866e-06 1.654047e-05n”, “monthsin 4.995169e-06 2.923451e-05n”, “AR10 4.733844e-06 1.618483e-05n”, “AR3 3.173060e-06 1.372321e-05n”, “AR27 -1.271434e-08 3.575036e-07n”, “AR11 -6.407798e-06 6.233320e-06n”, “AR4 -6.580089e-06 1.871643e-05n”, “AR20 -6.998306e-06 1.183164e-05n”, “quartersin -8.647319e-06 1.075634e-05n”, “weeksin -1.142832e-05 1.283930e-05”
]
}, “execution_count”: 60, “metadata”: {}, “output_type”: “execute_result”
}
], “source”: [
“f.export_feature_importance(model=’elasticnet’)”
]
}, {
“cell_type”: “markdown”, “id”: “d482f5e1”, “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 Modelsn”, “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”: 61, “id”: “5a59d123”, “metadata”: {}, “outputs”: [
- {
“name”: “stdout”, “output_type”: “stream”, “text”: [
“arima; can be tuned: True; from scikit-learn: Falsen”, “combo; can be tuned: False; from scikit-learn: Falsen”, “elasticnet; can be tuned: True; from scikit-learn: Truen”, “gbt; can be tuned: True; from scikit-learn: Truen”, “hwes; can be tuned: True; from scikit-learn: Falsen”, “knn; can be tuned: True; from scikit-learn: Truen”, “lightgbm; can be tuned: True; from scikit-learn: Truen”, “lstm; can be tuned: False; from scikit-learn: Falsen”, “mlp; can be tuned: True; from scikit-learn: Truen”, “mlr; can be tuned: True; from scikit-learn: Truen”, “prophet; can be tuned: True; from scikit-learn: Falsen”, “rf; can be tuned: True; from scikit-learn: Truen”, “rnn; can be tuned: False; from scikit-learn: Falsen”, “silverkite; can be tuned: True; from scikit-learn: Falsen”, “svr; can be tuned: True; from scikit-learn: Truen”, “xgboost; can be tuned: True; from scikit-learn: Truen”
]
}
], “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”: “b7a84981”, “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 tqdmn”, “- pip install ipythonn”, “- pip install ipywidgetsn”, “- jupyter nbextension enable –py widgetsnbextensionn”, “- if using Jupyter Lab: jupyter labextension install @jupyter-widgets/jupyterlab-manager”
]
}, {
“cell_type”: “code”, “execution_count”: 62, “id”: “37c8691e”, “metadata”: {}, “outputs”: [
- {
- “data”: {
- “application/vnd.jupyter.widget-view+json”: {
“model_id”: “4a56a27bab444f6e9528beb2ffcd6260”, “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”: “7777d8ef”, “metadata”: {}, “source”: [
“For the amount of models that were evaluated and considering that dynamic testing was utilized, this evaluation is fairly quick! See the results on the test set.”
]
}, {
“cell_type”: “code”, “execution_count”: 63, “id”: “97c85092”, “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”: “2e1c671a”, “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”: 64, “id”: “e7ffdef4”, “metadata”: {}, “outputs”: [
- {
“name”: “stdout”, “output_type”: “stream”, “text”: [
“mlr LevelTestSetRMSE: 23569.349293218067n”, “lightgbm LevelTestSetRMSE: 30093.769272043533n”, “mlp LevelTestSetRMSE: 31839.60750404194n”, “rf LevelTestSetRMSE: 32333.488510243184n”, “elasticnet LevelTestSetRMSE: 32881.36086539151n”, “svr LevelTestSetRMSE: 39533.67775318301n”, “gbt LevelTestSetRMSE: 50672.76017335004n”, “xgboost LevelTestSetRMSE: 61812.14921811551n”, “knn LevelTestSetRMSE: 93490.91694515613n”
]
}, {
- “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”: “7a6148e2”, “metadata”: {}, “source”: [
“Surprisingly perhaps, nothing outperformed the MLR model. And the MLR wasn’t as good as the ARIMA or seasonal HWES 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”: 65, “id”: “60f59ac5”, “metadata”: {}, “outputs”: [
- {
“name”: “stdout”, “output_type”: “stream”, “text”: [
“hwes_seasonal LevelTestSetRMSE: 17553.38088237295n”, “arima_ma_terms LevelTestSetRMSE: 19141.033793053757n”, “mlr LevelTestSetRMSE: 23569.349293218067n”, “lightgbm LevelTestSetRMSE: 30093.769272043533n”, “mlp LevelTestSetRMSE: 31839.60750404194n”
]
}, {
- “data”: {
“image/png”: 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“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”: “d5a210ff”, “metadata”: {}, “source”: [
“These various patterns are interesting, and one has to believe the last value being high signficantly influenced the resulting trends of the lightGBM and MLP models.”
]
}, {
“cell_type”: “markdown”, “id”: “b5a82e70”, “metadata”: {}, “source”: [
“### Prophet and Silverkiten”, “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”: 66, “id”: “bd5add4e”, “metadata”: {}, “outputs”: [
- {
- “data”: {
- “text/plain”: [
“Forecaster(n”, ” DateStartActuals=2011-01-04T00:00:00.000000000n”, ” DateEndActuals=2011-12-09T00:00:00.000000000n”, ” Freq=Dn”, ” ForecastLength=30n”, ” Xvars=[]n”, ” Differenced=0n”, ” TestLength=30n”, ” ValidationLength=15n”, ” ValidationMetric=rmsen”, ” ForecastsEvaluated=[‘hwes_seasonal’, ‘arima_ma_terms’, ‘mlr’, ‘elasticnet’, ‘gbt’, ‘knn’, ‘lightgbm’, ‘mlp’, ‘rf’, ‘svr’, ‘xgboost’]n”, ” CILevel=0.95n”, ” BootstrapSamples=100n”, ” CurrentEstimator=xgboostn”, “)”
]
}, “execution_count”: 66, “metadata”: {}, “output_type”: “execute_result”
}
], “source”: [
“f.undiff()n”, “f”
]
}, {
“cell_type”: “code”, “execution_count”: 67, “id”: “47c5914d”, “metadata”: {}, “outputs”: [], “source”: [
“f.set_estimator(‘prophet’)n”, “f.manual_forecast()”
]
}, {
“cell_type”: “code”, “execution_count”: 68, “id”: “fd617dbb”, “metadata”: {}, “outputs”: [], “source”: [
“f.set_estimator(‘silverkite’)n”, “f.manual_forecast()n”, “f.save_summary_stats()”
]
}, {
“cell_type”: “markdown”, “id”: “1fd508fd”, “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”: 69, “id”: “dac27f6f”, “metadata”: {}, “outputs”: [], “source”: [
“matplotlib.use(‘nbAgg’)n”, “%matplotlib inlinen”, “sns.set(rc={‘figure.figsize’:(15,7)})”
]
}, {
“cell_type”: “markdown”, “id”: “1dd71391”, “metadata”: {}, “source”: [
“Let’s see how these 2 new models performed compared with the top-3 models identified before.”
]
}, {
“cell_type”: “code”, “execution_count”: 70, “id”: “0f509269”, “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’,’arima_ma_terms’,’mlr’,’prophet’,’silverkite’],order_by=’LevelTestSetRMSE’,level=True)”
]
}, {
“cell_type”: “markdown”, “id”: “6fa0d44a”, “metadata”: {}, “source”: [
“And their trends into the future:”
]
}, {
“cell_type”: “code”, “execution_count”: 71, “id”: “58a8a66c”, “metadata”: {}, “outputs”: [
- {
“name”: “stdout”, “output_type”: “stream”, “text”: [
“hwes_seasonal LevelTestSetRMSE: 17553.38088237295n”, “arima_ma_terms LevelTestSetRMSE: 19141.033793053757n”, “prophet LevelTestSetRMSE: 22674.51648754699n”, “mlr LevelTestSetRMSE: 23569.349293218067n”, “silverkite LevelTestSetRMSE: 35736.39820237888n”
]
}, {
- “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’,’arima_ma_terms’,’mlr’,’prophet’,’silverkite’],order_by=’LevelTestSetRMSE’,print_attr=[‘LevelTestSetRMSE’],level=True)”
]
}, {
“cell_type”: “markdown”, “id”: “8c7dfbec”, “metadata”: {}, “source”: [
“Neither the prophet or silverkite models proved to be as accurate as the HWES or ARIMA models, but the Prophet did outperform MLR.”
]
}, {
“cell_type”: “markdown”, “id”: “72b91b98”, “metadata”: {}, “source”: [
“### TensorFlow Recurrent Neural Netsn”, “[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”: “f3ebef5e”, “metadata”: {}, “source”: [
“#### SimpleRNNn”, “[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”: 72, “id”: “53a74557”, “metadata”: {}, “outputs”: [
- {
“name”: “stdout”, “output_type”: “stream”, “text”: [
“Epoch 1/15n”, “7/7 [==============================] - 1s 47ms/step - loss: 0.2040 - val_loss: 0.1188n”, “Epoch 2/15n”, “7/7 [==============================] - 0s 10ms/step - loss: 0.1536 - val_loss: 0.0893n”, “Epoch 3/15n”, “7/7 [==============================] - 0s 9ms/step - loss: 0.1257 - val_loss: 0.0790n”, “Epoch 4/15n”, “7/7 [==============================] - 0s 10ms/step - loss: 0.1141 - val_loss: 0.0755n”, “Epoch 5/15n”, “7/7 [==============================] - 0s 9ms/step - loss: 0.1119 - val_loss: 0.0726n”, “Epoch 6/15n”, “7/7 [==============================] - 0s 12ms/step - loss: 0.1075 - val_loss: 0.0714n”, “Epoch 7/15n”, “7/7 [==============================] - 0s 10ms/step - loss: 0.1037 - val_loss: 0.0738n”, “Epoch 8/15n”, “7/7 [==============================] - 0s 10ms/step - loss: 0.1012 - val_loss: 0.0668n”, “Epoch 9/15n”, “7/7 [==============================] - 0s 9ms/step - loss: 0.0982 - val_loss: 0.0657n”, “Epoch 10/15n”, “7/7 [==============================] - 0s 10ms/step - loss: 0.0966 - val_loss: 0.0670n”, “Epoch 11/15n”, “7/7 [==============================] - 0s 11ms/step - loss: 0.0950 - val_loss: 0.0649n”, “Epoch 12/15n”, “7/7 [==============================] - 0s 10ms/step - loss: 0.0934 - val_loss: 0.0651n”, “Epoch 13/15n”, “7/7 [==============================] - 0s 10ms/step - loss: 0.0923 - val_loss: 0.0653n”, “Epoch 14/15n”, “7/7 [==============================] - 0s 10ms/step - loss: 0.0906 - val_loss: 0.0614n”, “Epoch 15/15n”, “7/7 [==============================] - 0s 11ms/step - loss: 0.0898 - val_loss: 0.0630n”, “Epoch 1/15n”, “7/7 [==============================] - 1s 64ms/step - loss: 0.2322 - val_loss: 0.1358n”, “Epoch 2/15n”, “7/7 [==============================] - 0s 10ms/step - loss: 0.1887 - val_loss: 0.1091n”, “Epoch 3/15n”, “7/7 [==============================] - 0s 10ms/step - loss: 0.1591 - val_loss: 0.0966n”, “Epoch 4/15n”, “7/7 [==============================] - 0s 10ms/step - loss: 0.1392 - val_loss: 0.0858n”, “Epoch 5/15n”, “7/7 [==============================] - 0s 10ms/step - loss: 0.1274 - val_loss: 0.0766n”, “Epoch 6/15n”, “7/7 [==============================] - 0s 12ms/step - loss: 0.1216 - val_loss: 0.0752n”, “Epoch 7/15n”, “7/7 [==============================] - 0s 13ms/step - loss: 0.1162 - val_loss: 0.0728n”, “Epoch 8/15n”, “7/7 [==============================] - 0s 11ms/step - loss: 0.1128 - val_loss: 0.0691n”, “Epoch 9/15n”, “7/7 [==============================] - 0s 11ms/step - loss: 0.1096 - val_loss: 0.0672n”, “Epoch 10/15n”, “7/7 [==============================] - 0s 12ms/step - loss: 0.1067 - val_loss: 0.0737n”, “Epoch 11/15n”, “7/7 [==============================] - 0s 10ms/step - loss: 0.1050 - val_loss: 0.0656n”, “Epoch 12/15n”, “7/7 [==============================] - 0s 13ms/step - loss: 0.1034 - val_loss: 0.0705n”, “Epoch 13/15n”, “7/7 [==============================] - 0s 12ms/step - loss: 0.1023 - val_loss: 0.0646n”, “Epoch 14/15n”, “7/7 [==============================] - 0s 11ms/step - loss: 0.1035 - val_loss: 0.0660n”, “Epoch 15/15n”, “7/7 [==============================] - 0s 11ms/step - loss: 0.1022 - val_loss: 0.0646n”
]
}, {
- “data”: {
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”, “text/plain”: [
“<Figure size 1080x504 with 1 Axes>”
]
}, “metadata”: {}, “output_type”: “display_data”
}, {
“name”: “stdout”, “output_type”: “stream”, “text”: [
“Epoch 1/15n”, “7/7 [==============================] - 2s 101ms/step - loss: 0.2017 - val_loss: 0.1407n”, “Epoch 2/15n”, “7/7 [==============================] - 0s 17ms/step - loss: 0.1708 - val_loss: 0.1049n”, “Epoch 3/15n”, “7/7 [==============================] - 0s 22ms/step - loss: 0.1377 - val_loss: 0.0837n”, “Epoch 4/15n”, “7/7 [==============================] - 0s 31ms/step - loss: 0.1218 - val_loss: 0.0785n”, “Epoch 5/15n”, “7/7 [==============================] - 0s 26ms/step - loss: 0.1179 - val_loss: 0.0755n”, “Epoch 6/15n”, “7/7 [==============================] - 0s 25ms/step - loss: 0.1171 - val_loss: 0.0762n”, “Epoch 7/15n”, “7/7 [==============================] - 0s 26ms/step - loss: 0.1166 - val_loss: 0.0747n”, “Epoch 8/15n”, “7/7 [==============================] - 0s 24ms/step - loss: 0.1170 - val_loss: 0.0758n”, “Epoch 9/15n”, “7/7 [==============================] - 0s 21ms/step - loss: 0.1164 - val_loss: 0.0733n”, “Epoch 10/15n”, “7/7 [==============================] - 0s 28ms/step - loss: 0.1161 - val_loss: 0.0743n”, “Epoch 11/15n”, “7/7 [==============================] - 0s 23ms/step - loss: 0.1160 - val_loss: 0.0734n”, “Epoch 12/15n”, “7/7 [==============================] - 0s 21ms/step - loss: 0.1158 - val_loss: 0.0742n”, “Epoch 13/15n”, “7/7 [==============================] - 0s 21ms/step - loss: 0.1157 - val_loss: 0.0734n”, “Epoch 14/15n”, “7/7 [==============================] - 0s 20ms/step - loss: 0.1156 - val_loss: 0.0731n”, “Epoch 15/15n”, “7/7 [==============================] - 0s 19ms/step - loss: 0.1154 - val_loss: 0.0731n”, “Epoch 1/15n”, “7/7 [==============================] - 3s 102ms/step - loss: 0.2207 - val_loss: 0.1385n”, “Epoch 2/15n”, “7/7 [==============================] - 0s 15ms/step - loss: 0.1850 - val_loss: 0.1013n”, “Epoch 3/15n”, “7/7 [==============================] - 0s 15ms/step - loss: 0.1490 - val_loss: 0.0839n”, “Epoch 4/15n”, “7/7 [==============================] - 0s 15ms/step - loss: 0.1318 - val_loss: 0.0860n”, “Epoch 5/15n”, “7/7 [==============================] - 0s 14ms/step - loss: 0.1289 - val_loss: 0.0771n”, “Epoch 6/15n”, “7/7 [==============================] - 0s 15ms/step - loss: 0.1276 - val_loss: 0.0823n”, “Epoch 7/15n”, “7/7 [==============================] - 0s 15ms/step - loss: 0.1267 - val_loss: 0.0759n”, “Epoch 8/15n”, “7/7 [==============================] - 0s 15ms/step - loss: 0.1260 - val_loss: 0.0764n”, “Epoch 9/15n”, “7/7 [==============================] - 0s 16ms/step - loss: 0.1254 - val_loss: 0.0755n”, “Epoch 10/15n”, “7/7 [==============================] - 0s 17ms/step - loss: 0.1250 - val_loss: 0.0756n”, “Epoch 11/15n”, “7/7 [==============================] - 0s 19ms/step - loss: 0.1249 - val_loss: 0.0758n”, “Epoch 12/15n”, “7/7 [==============================] - 0s 16ms/step - loss: 0.1250 - val_loss: 0.0782n”, “Epoch 13/15n”, “7/7 [==============================] - 0s 16ms/step - loss: 0.1248 - val_loss: 0.0777n”, “Epoch 14/15n”, “7/7 [==============================] - 0s 17ms/step - loss: 0.1244 - val_loss: 0.0764n”, “Epoch 15/15n”, “7/7 [==============================] - 0s 16ms/step - loss: 0.1242 - val_loss: 0.0766n”
]
}, {
- “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”: “b1575b36”, “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”: “c261de6e”, “metadata”: {}, “source”: [
“#### LSTMn”, “[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”: 73, “id”: “62c8fa59”, “metadata”: {}, “outputs”: [
- {
“name”: “stdout”, “output_type”: “stream”, “text”: [
“Epoch 1/15n”, “7/7 [==============================] - 7s 299ms/step - loss: 0.1937 - val_loss: 0.1075n”, “Epoch 2/15n”, “7/7 [==============================] - 0s 45ms/step - loss: 0.1414 - val_loss: 0.0856n”, “Epoch 3/15n”, “7/7 [==============================] - 0s 45ms/step - loss: 0.1250 - val_loss: 0.0847n”, “Epoch 4/15n”, “7/7 [==============================] - 0s 46ms/step - loss: 0.1200 - val_loss: 0.0755n”, “Epoch 5/15n”, “7/7 [==============================] - 0s 46ms/step - loss: 0.1178 - val_loss: 0.0783n”, “Epoch 6/15n”, “7/7 [==============================] - 0s 48ms/step - loss: 0.1180 - val_loss: 0.0752n”, “Epoch 7/15n”, “7/7 [==============================] - 0s 54ms/step - loss: 0.1177 - val_loss: 0.0755n”, “Epoch 8/15n”, “7/7 [==============================] - 0s 51ms/step - loss: 0.1181 - val_loss: 0.0755n”, “Epoch 9/15n”, “7/7 [==============================] - 0s 57ms/step - loss: 0.1172 - val_loss: 0.0749n”, “Epoch 10/15n”, “7/7 [==============================] - 0s 57ms/step - loss: 0.1175 - val_loss: 0.0755n”, “Epoch 11/15n”, “7/7 [==============================] - 0s 60ms/step - loss: 0.1173 - val_loss: 0.0747n”, “Epoch 12/15n”, “7/7 [==============================] - 0s 61ms/step - loss: 0.1177 - val_loss: 0.0762n”, “Epoch 13/15n”, “7/7 [==============================] - 0s 72ms/step - loss: 0.1174 - val_loss: 0.0744n”, “Epoch 14/15n”, “7/7 [==============================] - 0s 58ms/step - loss: 0.1177 - val_loss: 0.0763n”, “Epoch 15/15n”, “7/7 [==============================] - 0s 63ms/step - loss: 0.1170 - val_loss: 0.0743n”, “Epoch 1/15n”, “7/7 [==============================] - 6s 292ms/step - loss: 0.2158 - val_loss: 0.1156n”, “Epoch 2/15n”, “7/7 [==============================] - 0s 39ms/step - loss: 0.1588 - val_loss: 0.0846n”, “Epoch 3/15n”, “7/7 [==============================] - 0s 43ms/step - loss: 0.1340 - val_loss: 0.0902n”, “Epoch 4/15n”, “7/7 [==============================] - 0s 41ms/step - loss: 0.1300 - val_loss: 0.0797n”, “Epoch 5/15n”, “7/7 [==============================] - 0s 41ms/step - loss: 0.1303 - val_loss: 0.0767n”, “Epoch 6/15n”, “7/7 [==============================] - 0s 44ms/step - loss: 0.1294 - val_loss: 0.0900n”, “Epoch 7/15n”, “7/7 [==============================] - 0s 42ms/step - loss: 0.1283 - val_loss: 0.0765n”, “Epoch 8/15n”, “7/7 [==============================] - 0s 40ms/step - loss: 0.1281 - val_loss: 0.0817n”, “Epoch 9/15n”, “7/7 [==============================] - 0s 40ms/step - loss: 0.1276 - val_loss: 0.0781n”, “Epoch 10/15n”, “7/7 [==============================] - 0s 44ms/step - loss: 0.1275 - val_loss: 0.0767n”, “Epoch 11/15n”, “7/7 [==============================] - 0s 44ms/step - loss: 0.1264 - val_loss: 0.0773n”, “Epoch 12/15n”, “7/7 [==============================] - 0s 40ms/step - loss: 0.1267 - val_loss: 0.0775n”, “Epoch 13/15n”, “7/7 [==============================] - 0s 41ms/step - loss: 0.1257 - val_loss: 0.0788n”, “Epoch 14/15n”, “7/7 [==============================] - 0s 43ms/step - loss: 0.1272 - val_loss: 0.0779n”, “Epoch 15/15n”, “7/7 [==============================] - 0s 43ms/step - loss: 0.1264 - val_loss: 0.0792n”
]
}, {
- “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”: “26cb722b”, “metadata”: {}, “source”: [
“Finally, we can see how all these models performed on the test set:”
]
}, {
“cell_type”: “code”, “execution_count”: 74, “id”: “39516184”, “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”: “a2583c03”, “metadata”: {}, “source”: [
“And into the future:”
]
}, {
“cell_type”: “code”, “execution_count”: 75, “id”: “621f15b9”, “metadata”: {}, “outputs”: [
- {
“name”: “stdout”, “output_type”: “stream”, “text”: [
“simple_rnn LevelTestSetRMSE: 29351.717992236805n”, “lstm LevelTestSetRMSE: 31526.258206314968n”, “lstm_regularized LevelTestSetRMSE: 34623.16853037302n”
]
}, {
- “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”: “106476d9”, “metadata”: {}, “source”: [
“None of these models arrived at the level of the MLR, ARIMA, or HWES models. That’s not to say they couldn’t if more time weren’t spent with them. Theoretically, they can specify thousands of parameters and find the true long-term trends in the data that none of the other models would be capable of. For some datasets, this makes a big difference. But some datasets are too random to be fit effectively by one of these more advanced models. Sometimes the simplest is most accurate, fastest, and most interpretable. That being said, all of these models probably could have benefited from more training epochs.”
]
}, {
“cell_type”: “markdown”, “id”: “fd99aca2”, “metadata”: {}, “source”: [
“### Combination Modelingn”, “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”: 76, “id”: “e75664ad”, “metadata”: {}, “outputs”: [], “source”: [
“f.set_estimator(‘combo’)n”, “f.manual_forecast(how=’simple’,models=[‘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”: “fc03e80c”, “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”: 77, “id”: “d8a15944”, “metadata”: {}, “outputs”: [
- {
- “data”: {
“image/png”: 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oHnnkARYu/BTD0DniiKlcdNElBINB7rrrNr77bhW6rnP22T/ghBNO4vXXX+XTT+dTW1vLli2bOeigQ7n66muxLIt77/0Da9asprKykhEjRnLHHXf31i4QA5hkHgcOFW1GmraZR9tWmLpkHoUQQoge0zD65tbv1D1t3q/MnLa376Cysm3cfff9lJYO5qc/vYDp009i8eKFHHbY4SxZ8gXl5WXYts2nn87nsMMOZ82a1bz66ks8+uhf8Hg8PPbYI/zzn3PYf/+J1NbW8tRTz1BTU80jjzzQZvD4178+yTXX/JZ99hnHv/71LKtWraCoqLjF5z7zzLP58MMPmD37T5immyeeeIx///tfnHPOD1mwYD5///tcQqEQd911G6FQiL/85XFyc3OZM2cu1dXV/OQnP2L06L0A+Prrr/j73+ei6wbnnns6q1efQV1dLabp4vHHn8JxHK644md88snH7LXXPrv8+QrRFkeptA0mRDKHdJ/z6GCm2BqPIMGjEEII0Sl77jmaIUOGAjBy5CgyMjJYvPgz/P6G+P2rVq1gwYL5nH769/nii0Vs2rSRn/70QgAsK8KYMXtz2mlnsGHDen7968s49NDDufTSy9t83SOOOJLrrruGKVOmMmXKVA466FBeeOG5Fp87MzOLm2++jbfffot169bz6afzGT16L4qKivF4PFx66UVMnjyFn/zkUjweD4sXL+Laa28EIC8vjylTjuSLLxaTmZnJvvvuR0ZGJgBDhgyltraGiRMPJCcnlxdemMuGDevYtGkjgUCgRz5vIRIplb5ljCJZui/VYdkKM8XWeAQJHoUQQohOMQwj/m9N06JldI7i/fffZd9996egoIBFixaycuVy9t13f1atWsnRRx/LlVdeA4Df78e2bbKzs5kzZy4LF37KJ598zEUX/YA5c+aSnZ3d4uueddZ5HH74kcyf/xGzZz/EUUd9g8+X0eJzl5Vt4/LLf8qZZ57FoYdOpqCgkG+/XYlpmvzpT0/z5Zef88knH/Ozn13Iww//CRWrD2ukFNi2BYDb7dnpPsW8eR/wxBOPc+aZZ3PiiSdTXV0d74woRE9ylJJjbYCIZZjTNdNsOanZMCf1RiyEEEL0M4ceOpm//vVJJk48kAMOOIgXXniOsWPHYxgGEyceyIcfvk9VVSVKKe69907mzn2GefM+4Pe/v5HJk4/gyiuvxufzUV5e1upr/OQnP8Lvb+D73z+X73//XFatWtHqc69YsYxhw4Zzzjk/YOzY8SxYMB/HsVm1agWXXXYJ++8/kcsuu5LddtudDRvWc8ABB/Gf/7wMROd0fvTR+0ycOKnVsSxa9BlHH30sM2acTGFhIUuWfIHj2N38qQrRnFLpG0yIZCrN13m0U3SpDsk8CiGEELto8uQjePbZv7PffhPw+XxYVoTJk6cAMHr0GC688CdcccXPUEoxevRe/OAHF2AYBu+99w4//OH3cbvdTJ16NHvssWerr/HTn/6C22+/BcMw8Hg8XHPNb9l99z1bfG7btvn3v5/n7LNPx+VyMXbseNasWc2YMXszfvx+nH/+WXi9XkaP3otDD53MxIkHcO+9d3H++WfhOA7nn38Re+21N6tXf9viWGbOPI1bbrme9957G5fLzbhx49myZQsHHtgjH68QQOK6f308ENErmspW+3YcPSXabTX18niaktx/kh076vvsCkdxcTYVFXV98tqi/5HjQbRnIBwj27atp7R0ZF8PI2WZpo5lOe0/sI/Jfu57qfB94jiKH9/9HuNHFfDrsyb09XAGnN4+Rp58bRkfL93GVWdPYNxuBb32ur3l1r8uJNPn4tffn9DXQ0mi6xqFhVmt3i+ZRyGEEKKfeO65f/DGG/9pdntRURH33PNQH4xIiP6jad0/yXsMBLH9rNI09WjJUh1CCCGE2BVnnXUeZ511Xl8PQ4h+KV7GmKbBhEiW/t1WnZSc85h64a4QQgghhBhwZM7jwBLPNPf/yvsusW2Vkus8pt6IhRBCCCHEgBNLQEm7joEhtpvtNL1aYDlOSpatpt6IhRBCCCHEgCNzHgeW+JzHNN3fVoou1dGjwWN9fT0nnXQSmzZtAmD+/PnMnDmT448/nvvvvz/+uOXLl3P66aczbdo0rr/+eiwrujDxli1bOO+885g+fTqXXnopDQ0NANTW1nLJJZdwwgkncN5551FRUQFAOBzmmmuu4YQTTuC0005j9erVPfn2hBBCCCFEL2ma89i34xC9I93nPNq2g5GCS3X02IiXLFnCOeecw7p16wAIBoNcd911zJ49m9dff52lS5fywQcfAHDNNddw44038tZbb6GUYu7cuQDccsstnHvuubz55puMHz+e2bNnA/DAAw8wadIk3njjDc4880xuv/12AObMmYPP5+ONN97guuuu49prr+2ptyeEEEI0M2/eBzzxxGN9PYxOe/LJx1my5Iu+HoYQbVJI5nEgic9xTdeyVck8Jps7dy433XQTJSUlAHz11VeMHDmS4cOHY5omM2fO5M0332Tz5s0Eg0EmTJgAwKxZs3jzzTeJRCIsXLiQadOmJd0O8P777zNz5kwATjrpJD788EMikQjvv/8+J598MgAHHXQQVVVVbNmypafeohBCCJHkiCOm8uMf/6yvh9FpX3yxGNu2+3oYQrRJ5jwOLOmeeYx2W029zGOPLdURywbGlJeXU1xcHP//kpISysrKmt1eXFxMWVkZVVVVZGVlYZpm0u07P5dpmmRlZVFZWdnic23bto0hQ4Z0eNxtLYrZG4qLs/v09UX/IseDaE+6HyPl5XpSNzr/PX9p9hhz0njcRx2MCocJPPT3Zve7Jk/ENXkiqr6BwGPPNb9/6sG4Dhrf7lgsy+Luu+9kzZrvqKysZMSIkfzyl7/m2muvJjc3D7fbzfTpJ/L554v53e9u4dRTZ3Dsscfz8ccfYRgGl156Gc88M4eNGzdyxRW/4thjj2f16u+49967CQT8VFVVcs45P+Sss85pdQyvvfYK8+fPo6KinPLycs4661zKyrayaNFCcnPzuP/+h/F4PDz66CMsWvQZtbW15OXl8Yc/3ENhYVGLz/n666+xcuVy7r77Nv7wh3vxeDzcffed1NTU4PV6ueqq/8dee+3N739/EzU11WzatJHLLvsl9957d7vv76233uDvf/8ruq4zZMhQbr75NjweT7Mx6Lqe9sdyKujv+8BdHwLkeOlLvfm5my4DgMxMb9rtb8dR2I4iJzv13luvrfPY0lUiTdM6fXtr9Fa6FbV2e2t27Kjvs/R4cXE2FRV1ffLaov+R40G0ZyAcI47jYFlOwv83/362bYVlOShLtXq/1ub9DprV/iSqL7/8EsMweeyxp3Achyuu+Bnz5s1j/fp1/OtfrzB48BBef/1VlFLxMRcUFDFnzlzuuOMW/vrXp3joocf4+uslPPTQvRx11LG89NK/Of/8i5g06WA2b97EBRecy+mnn9XG56H45pul/O1vz1JXV8cZZ8zk3nsf5vLLr+Lyy3/K/PkfM2rUHqxbt5ZHH/0LbrfJTTfdwOuvv8455/ygxec8/vgTeeWVl7jookvYbbc9uPTSi/jVr/4fY8bszdq1a7juuqv55z9fRClFTk4u//hHrGfB3e2+v8cem82f/vQU+fkF/OlPs1mzZg2jR+/Vwvty0v5Y7u9S4fukpjF4jETsfj/WdNTbx0gwFAGgpjaQdvs70vg3IhSM9Lv3putam8m0XgseBw0axPbt2+P/X15eTklJSbPbKyoqKCkpoaCggPr6emzbxjCM+O0QzVpu376d0tJSLMuivr6evLw8SkpKqKioYOTIkUnPJYQQIj14f31hq/dpblfb92dltHl/eyZMOICcnFxeeGEuGzasY9OmjQQCfvLzCxg8uOUKl0MPnQzAoEGlFBUVY5ompaWDqauLnixcdtmVfPrpJ8yZ8xTfffctgYC/3XHsu+/+ZGZmkZkZ/eN+4IEHAcSfd9iw4Vx22a949dWX2LRpA9988zVDhw7r0Hv0+/0sX76MO+74ffy2QCBATU01AGPHJmdo23t/hx8+hUsvvZgpU45i6tSjWwwchegoJ83LGEWypgZJ6be/LTsaPKZi2WqvjXj//fdn7dq1rF+/Htu2ee211zjyyCMZOnQoHo+HxYsXA/DSSy9x5JFH4nK5mDRpEq+//nrS7QBTp07lpZdeAuD1119n0qRJuFwupk6dyssvvwzAokWL8Hg8nSpZFUIIIVozb94H/P73N+L1ejnxxJPZf/+JlJYObrEMM8blcsX/bRhGs/t/97tr+fDD99htt1H89Ke/6NA4Ep8TiE/viFmxYjm/+tVlKOVw9NHHcOSRR3V4jpjjOLjdHp5++pn4f3/609Pk5OQCNHuv7b2/K6+8mttuu5ucnBxuvfVG3nrr9Q6NQ4iWxBuopF8sIVqg0nhpltjaldIwpw0ej4c//OEPXH755Zx44onsvvvuTJ8+HYB77rmHO++8kxNOOIFAIMD5558PwE033cTcuXM58cQTWbRoEVdeeSUAv/zlL/nyyy+ZMWMGzzzzDL/73e8A+OEPf0g4HGbGjBncfvvt3H333b319oQQQqS5RYs+4+ijj2XGjJMpLCxkyZIvcJxdazKzcOFn/PjHP2PKlKP48svPAXa5cc2XXy5m4sQDOfXUMxg1anc+++xTnHbWNjAME9u2ycrKYtiw4fEgb+HCBfziF5d0aRyWZXH22aeRl5fHD394IdOnz2DVqpVdei4hIKFhjkSPA0Is4yiZx/6lx8tW33333fi/DzvsMF555ZVmj9l77715/vnnm90+dOhQ5syZ0+z2vLw8HnuseSt0j8fDXXfdtYsjFkIIIZqbOfM0brnlet57721cLjfjxo3n888X79JzXnTRT7j00h+TnZ3F8OEjGTx4CFu3bmHYsOFdfs5jjjme6667hh/96GxM02SPPfZk69a2O48fcshh3HPPndxwwy3cdNNt/PGPd/DMM3/DNF38/vd3tNlzoDWmaXLxxT/lyit/jsfjJSsrmxtuuLmL70qI9M5Eieaauq327Th6Qix4NFIw86gp6XecRBrmiP5CjgfRnoFwjGzbtp7S0pF9PYyUZZp6UsOh/kr2c99Lhe+T8uoA1z72CYU5Hv7488P7ejgDTm8fI3/4+2JWbarh+9/bk+mHjOi11+0NZZV+fvunBfxk5lgOG1fa18NJ0m8a5gghhBCife+881/mzHm6xfuefvqZLj/v5Zf/NN7IJtGpp87i1FPP6PLzCtFbZM7jwBK77JWOea6IlK0KIYQQojscc8zxHHPM8d3+vA8//Hi3P6cQvSmdu2+K5mJzW+003N+23dgwR0+9stXUC3eFEEIIIcSAI3MeB5Z0Xpqlac5j6oViqTdiIYQQQggx4MSCiTSMJUQL4hcL0jDzGAseXSnYMEeCRyGEEEII0e+lczAhmnPSeI6r1fimJPMohBBCCCFED1BpXMYomouv65mG+9tO4YY5qTdiIYQQIo1s3bqFM86Y2altnnzycZYs+aKHRiRE/yRzHgeWdM40W7GGOVK2KoQQQoie9sUXi7Ftu6+HIUSvUjLncUCJ7ed07Laayg1zZKkOIYQQKeO2zI+a3XZoZCjHhncnhMUfMz9pdv+R4REcGRlJnRbiwYzPmt1/bHgUh0aGdej1P/98EX/5y58wDJPy8m2MHTuOH/3oYq699ipyc/Nwuz3cf/8jPPTQvSxatBBNg2nTTuQHP7igxW1/85sbAQiFQtx0029Zs2Y12dk53HnnPeTm5rFgwXyefPIxLMti8OCh/OY31zN//jxWrlzOXXfdxh133MMee+zZyU9RiNTkpHEmSjTnpHGm2YqXrUrmUQghhEhry5Z9w1VX/T+eeeYFQqEw8+fPY8OG9fzud7fy4IOzeemlFygrK+Ovf/0nf/7z3/jgg3eZP39ei9u++OJcAKqrqzjrrPOYM2cuBQUFvP32f6mqquKxxx7h3nsf4amnnuHggw/l0Ucf5oQTTmKvvfbhN7+5QQJHMaDInMeBJd5d1+nbcfSEeNmqnnqhmGQehRBCpIwbGqa0ep8Hs837s5Wnzfs7asKEiYwYsRsA06efyCuv/Jv8/AIGDx4CwOefL+TEE0/CMAwMw+C4405g8eLPOPzwI1vcdurUoykqKmbs2PEAjBq1BzU11SxbtpSysm1cccXPAHAcm5yc3F0evxCpKhY0Suw4MKTzHNd4wxxTgkchhBAirRmGEf+34ygMw8Dj8STdlkzF5ye2tO3Ot0P0pMlxbPbbb3/uuut+IFra6vf7u/OtCJFSErtuOkqha6lX8ic6Lp2DR2mYI4QQQgwQX331JRUV5TiOw5tv/odDDpmcdP+BB07ijTf+g23bBINB/vvfN5k4cVKHtk00dux4vvnmazZsWA/A008/wezZDwJgGKY0zBEDTmIMIfMe05/jxH6m3762Gt9cKpatpt6IhRBCiD5UVFTMbbfdxA9+cCbFxcUcdNAhSfefcsrplJSUcMEF53DhhedyxBFHMnXq91rcdubMU1t9ncLCIq699nf87ne/5fzzz2LVqpVcdtmVABxyyGHcc8+dfP31kp56m0L0O4mZx3Rc+08kU6R/5tFIwcyjlK0KIYQQnZCfX8CDDz6adNvzz78a/7dpmlx55TUd3nbw4CFJ21988U/j/z7iiCM54ogjmz3Puef+kHPP/WGXxi9EqkpMQKVhMkrsJN4gKQ13dmzOo6GnXvAomUchhBBCCNHvJc15TMOAQiRrWqqjjwfSAyK2g2loaCk4b1cyj6JN/qCFYWh4XEb7DxZCiDR3wAGTOOCASb2+rRAiec6jlK2mP+Wk77qetq0wjNTM4aXmqEWveeiFr5j77nd9PQwhhBBCDHDJ3Vb7cCCiV8T2cXrOeXQwU7BkFSTzKNpR2xAm2+fq62EIIYQQYoBLnvOYfgGFSBZfqiMNrxRYtkrJNR5BMo+iHY5S8gUthBBCiD6X1G01DQMKkSy2u9PxNNS2nZRcpgMkeBTtcByVlr+0QgghhEgtSrqtDiix5IWdhjvbchRmCi7TARI8inYoyTwKIUSnHHGENMURoidIt9WBRaX7nEdpmCPSkaPSs1xACCGEEKnFkW6rA0o6z3mMdltNzcyjNMwRbXKUki9oIYRo9Pnni/jb3/6CUrBlyyaOOuoYMjMz+eijD1BKcc89D8Yf++STj/PNN0spL9/GrFnfZ9asM/tw5EKkvuRuq3Juku5i+zgdz0MjKZx5lOBRtEk5UrYqhOg/Pvnk5ma3DRlyGCNHTsO2Q3z22Z3N7h8+/CiGDTuKcLiWxYvva3b/yJHHM2TI5A6PYdmyb5gz5zlyc/OYOfM4fvGLK3nyyTncccctvP32f5MeGw6H+Pvf/9Xh5xZCtC7xbCQNk1FiJ/Gy1TTc2bYs1SHSlZStCiFEst1334NBg0oByM3NY9KkgwEYNKiUurrapMeOHTu+18cnRLpK6rYqJydpL5a8SMPYEctWuFJ0qQ4JHkWblJStCiH6kcMOu7nV+wzD0+b9bndOm/d3lGkm/+k0DKPVx3o8nl1+PSFEVGIGKh2zUSJZujfMyfCmZhiWmiGv6DXRdR77ehRCCCGEGOhkqY6BIzFgTMulOmyFkaJlqxI8ijY5Tnpe8RFCCCFEanFkqY4BI6lEOQ33te1IwxyRpqRsVQghmhxwwCQOOKBpHcfnn381/u+LL/5piz+FEN0j8XREIecm6Sw5y5x++zq6zqNkHkUaii7V0dejEEIIIcRAl7RUh9OHAxE9LnlZlj4cSA+xbIWRopnH1By16DWOI6UhQgghhOh7yUt1yLlJOku8OJCO56FWCq/zmJqjFr1GMo9CCCGE6A9kzuPAkbSv0/BE1LJVyq7zKMGjaFWsZEDmPAohhBCiryXNeZRzk7SWNOcxDS8U2JJ5FOkonRdnFUIIIURqSfd5cKJJYkOktM08mpJ5FGkmVm8uV/eEEEII0dfSvQOnaJKYbUy3zKPjKBylMPXUDMNSc9SiV6h45jG9fmmFEEIIkXqcNF/7TzRJvlDQd+PoCXZjdsaQpTpEunHicx77eCBCCJHmXn/9VW6//eYu39/dLrvsEj7/fFGr92/duoUzzpjZa+MRAtI7oBDJYgkMjfTLPFp29P3InEeRdmJlq5J5FEIIIURfU2negVM0icWLhqGn3fQpy46eYKdq8Gj29QBE/+VIt1UhRD+z9YuFzW7LLCklZ+hwHNum7KvPm92fNXgo2aVDsCNhypcuaXZ/ztDhZJaUtvvalmVx771/YM2a1VRWVjJixEhGjhxJUVEJ5577QwBuuOH/cdxx09lnn3H8/vc3UldXy+6778mXX37Ov//9eruvMW/eB7zyyr+5++4HAHjhhefYuHEDY8bs3e62l112CWPG7MWiRZ8RCoW48spreOGF51izZjVnnXUuZ511HsFgkLvuuo3vvluFruucffYPOOGEkwiHw9x1162sWLGc0tIh1NRUx593zpynee+9/2HbDoccciiXXnpF0uv+979v8swzf0PXdYYMGcKNN96Kx+Npd7xCdFZSt9U0y0aJZLFzT8PQUvJCwaaKeh558WtuOH8SWT5X0n2xzKOUrYq0o6RsVQgh4pYu/QrTdPH440/x3HP/JhQKUlw8iHfe+S8Afn8DX3/9FYcddgQPPngPRx99HH/967McddQxVFSUd+g1Dj30cFauXEFtbS0Ab7/9Fscff0Knxvm3vz3HtGkn8sADf+QPf/gjs2c/wVNPPQHAX/7yOLm5ucyZM5cHH3yMv/zlz3z33bc8//xzAPzjH89z5ZVXs3nzZgAWLJjPypXL+fOf/8ZTT/2DiooK/vvfN5Je789/fpT773+Ev/zl74wYsRsbNqzr1HiF6CjptjpwxAJGU9ewU3Bnb9neQHlVgB01wWb3xTOPKdowRzKPolWx31XJPAoh+ovBEw9q9T7dMNq833C527y/PRMmHEBOTi4vvDCXDRvWsWnTRvLy8giHQ2zatJGvv17C5MlTcLvdLFz4GddffzMAU6d+j6ys7A69hmmaTJ36PT744F0OOugQampqGDt2POvWre3Q9oceejgApaWDGTduX7xeH6Wlg6mvrwNg8eJFXHvtjQDk5eUxZcqRfPHFYr78cjEnnzwLgOHDR7DvvvsBsGjRZyxbtpSLL45mVkOhIIMGlbLffhPir3n44VO49NKLmTLlKKZOPZrRo/fq0FiF6KykhjlybpLWVELZaiji9O1guiB2rLYU+DaVraZm5lGCR9Gq2ATlFLzgI4QQ3W7evA944onHOfPMsznxxJOprq5GKcXxx5/IO+/8l6VLv+K8834EgK7rXW7ycPzxJ/LEE49SV1fLccdN79S2ptn0Z90wjGb3K+Xs9P9g2xagJd0X29ZxbL7//XM4++wfAFBXV4dhGEllrVdeeTXffXcKn3wyj1tvvZGLLrqEadNO7NS4heiIxF+pVCxlFB0XL1vVtZS8UBD7Oo0FiolsaZgj0pUs1SGEEE0WLfqMo48+lhkzTqawsJAlS77AcWyOP3467777PzZu3Mj++08E4KCDDuF//3sTgE8++Tie+euI8eP3Zfv27bz11uudLlltzwEHHMR//vMyANXV1Xz00ftMnDiJSZMO5n//ewvHcdi2bStff/1V/PFvvfU6fr8fy7L47W+v4v3334k/n2VZnH32aeTl5fHDH17I9OkzWLVqZbeOWYiYpLJVubKd1uINc3QtJfd1m5lHRxrmiDQlS3UIIUSTmTNP45Zbrue9997G5XIzbtx4tmzZwqBBpeTm5jFu3L5oWrQM6Ze/vIpbb72JV155kT33HNPhstWYY445jk8//YShQ4d163u48MIfc++9d3H++WfhOA7nn38Re+21N3vssSdr167mvPPOoLR0MLvvvgcARxxxJN99t4pLLrkAx7E55JDJnHDCSWzbthWIZjovvvinXHnlz/F4vGRlZXPDDTd365iFiElqmCPnJmktdqHANHRU4//Hvl9TQTx4bCHz2LRUR+q8n0SaSsVccA/asaO+z65wFBdnU1HR8avTPa28OsC1j31Cls/FQ7+c0tfDGXD62/Eg+p+BcIxs27ae0tKRfT2MTvvXv55l0qSDGTVqd1auXMFdd93GX/7y914fh2nqWFb/ny+Uqvs5naTC98lLH63hlY/XAXDxjH04fN/BfTugAaY3j5HN2xu48YlPGVacyaaKBv78/47CSKEGMx8u2cLTb6zgijP2Y8KeRUn3rdxQxV3PfME150xkn5H5fTTC1um6RmFhVqv3S+ZRtCrWBluuLwghROcMGzacm2++Hl3XcLs9/OY3N/DOO/9lzpynW3z8008/06HnveWWG1i7dk2z24844kh+/OOf7cqQhej3kuY8pmApo+i42DloLGB0HEUqVXnGjs90zDxK8ChaJWWrQgjRNYcddjiHHXZ40m177bU3xxxz/C4970033bZL2wuRypKX6pCTk1Tw+aoK9tujsNPz+2L7N7YWotP/CyiStDXnsa5uPVnGN5jGpN4eVrdIoRhe9Lb4Uh3IF7QQou9I9UN6k/0rOkrmPKaWrTsaeOTFr/lq9Y5Obxvbv6beGDym2A6PZR5b6ra6ZsXNlLr/jaGnZuZRgkfRqljJQKpd7RFCpA9dNxqXkhDpyrYtdL35siJC7Ewyj6kl3Lg+Yyhsd3rbWOLCaMxYptr+jg03tixHotzCaSjMlO22mpqjFr2iqWw1tX5hhRDpw+fLoq6uutn6hCI9KOVQV1eFz9d6cwYhYpTMeUwpsfPIlrJv7W7buElT2Wpq7e/4e29h3Ao3GhaGnlrvKUbmPIpWxb6kU+z3VQiRRrKycqmqqqCsbBNICX2n6bqO06/LRzTcbi9ZWbl9PRCRAhKzT3Jdu/9rq3SzPfGlOmINc1Jsf7e1VEdV+SsAaISA1LtwJsGjaJVkHoUQfU3TNAoKSvp6GCkrFZZfEKKjkjKPcm7S79nx4LHz+yq2e1M289jKe1dKxQNhXUut9xQjZauiVbEDX76ghRBCCNHXlFLxJiNybtL/7UrmMd5tVU/R4DE253Gnyg/bDqKUYnvkGDJ8qVlx0SfB48svv8yMGTOYMWMGd911FwDLly/n9NNPZ9q0aVx//fVYVrRBwpYtWzjvvPOYPn06l156KQ0NDQDU1tZyySWXcMIJJ3DeeedRUVEBQDgc5pprruGEE07gtNNOY/Xq1X3xFtNC7HtZvp+FEEII0deUSt1gYiCKBYCRXShbja/zmGInoyq+zmPyuEOhGpQCW2XEmwGlml4fdSAQ4Pbbb2fOnDm8/PLLLFq0iPnz53PNNddw44038tZbb6GUYu7cuQDccsstnHvuubz55puMHz+e2bNnA/DAAw8wadIk3njjDc4880xuv/12AObMmYPP5+ONN97guuuu49prr+3tt5g2kucWpNYvrRBCCCHSi4OKlzHKaUn/11rpZoe23blsNcV2eGsNc8LhOhSKEvd/CDRs6Iuh7bJeDx5t28ZxHAKBAJZlYVkWpmkSDAaZMGECALNmzeLNN98kEomwcOFCpk2blnQ7wPvvv8/MmTMBOOmkk/jwww+JRCK8//77nHzyyQAcdNBBVFVVsWXLlt5+m2kh8apeqv3SCiGEECK9RDOPqZmJGojs7miYE1uqI8UyzfGy1Z3eu+NEUAo0HMLh6t4fWDfo9YY5WVlZ/PKXv+SEE07A6/Vy8MEH43K5KC4ujj+muLiYsrIyqqqqyMrKwjTNpNsBysvL49uYpklWVhaVlZVJt8e22bZtG0OGDOnQ+AoL+7brUXFxdp++fqItVcH4vwsLs3GZqZleT2X96XgQ/ZMcI6I9coyIjurvx4rHY2I2nov4fO5+P9501JnPPLusHgC32+z0vsqpDESfI8sDQF5eRkrtb5/PBYDb40oad3HxIRR+81vKq39HTk7nP5f+oNeDxxUrVvDCCy/w3nvvkZ2dzdVXX83HH3/c7HGaprVYKqlpWqvPrestBzet3d6SHTvq++zqRn/rildV7Y//u6KiFpcpizj3pv52PIj+R44R0R45RkRHpcKx4veHQSk0oK4+1O/Hm246e4zEziNru7CvYtuGQxEAduxowGe0HgP0N/X1IQDq6oPN3nuDX0MHduyowuvtf8ewrmttJtN6PZU0b948DjvsMAoLC3G73cyaNYtPP/2U7du3xx9TUVFBSUkJBQUF1NfXY9t20u0AJSUl8W0sy6K+vp68vDxKSkrizXN23kZ0TmJJSL9eJkwIIYQQaU+paBJB11tOMIj+JZaL6Zay1RTb3/F1HndKSK1Z8yr+yjlomoZlBVvatN/r9eBx7733Zv78+fj9fpRSvPvuuxx88MF4PB4WL14MwEsvvcSRRx6Jy+Vi0qRJvP7660m3A0ydOpWXXnoJgNdff51JkybhcrmYOnUqL7/8MgCLFi3C4/F0uGRVJJM5j0IIIYToL5RS6BpompyXpILYMhVdW6oj+jPWXXfnIKy/U60EzjU1a3EiO3C0AgzD3Qcj23W9XrZ6xBFHsGzZMmbNmoXL5WLfffflkksu4bjjjuOGG26goaGBsWPHcv755wNw0003ce211/Loo48yePBg7rvvPgB++ctfcu211zJjxgyys7O55557APjhD3/I7373O2bMmIHb7ebuu+/u7beYNpK7rfbhQIQQQggx4DmxzKOmoaQiqt/blW6rTUt1pGi3VaflzGM4XIOj51Nl/Ihhwyb3xdB2Wa8HjwCXXHIJl1xySdJte++9N88//3yzxw4dOpQ5c+Y0uz0vL4/HHnus2e0ejye+dqTYNYm/p4rU+qUVQgghRHpRKDQNNF1LuWBiIIpNebKsLmQeGzeJrYWYahcL4kt12DsHj7UolZXSfUSkfaZoVVLZaoqVCwghhBAivSgFemPmUYLH/q8pgNqFOY+pmnlsZamOcLgWmwxynH+yevUrfTCyXSfBo2iVlK0KIYQQor9QSjWWraZeJmog2qV1Hht/Gqm6zmMrZauZmUOwKMHFFurrN/bF0HaZBI+iVUllqxI9CiGEEKIPRec8Ruc9plomaiDqljmPRqpmHhuDx50C50MPvYmQPhld92Dbob4Y2i6T4FG0KmmpjtT6nRVCCCFEmol2W5WlOlKFswuZx9i28YY5KXYiqlqZ8wgQsR003ZOyS3X0ScMckRoSf1HlS1oIIYQQfUk1Zh51WaojJexS2Wrj7k3ZdR4b33Ji2WpV1bd8/fWjOJEp6KZbMo8i/SRnHlPrl1YIIYQQ6SU251HTtPjJuei/2sq+tcfZeamOfrS/a2rWsnz53wmFalp9jGqhWVAwWEld3SYitobhHkxGRkmPj7UnSPAoWpU857HvxiGEEEII0ZR5lDmPqWBXMo9NwWP/yzzW1q5lzZpXcJxIq4+Jz3lMyDyGw9UARGwf7pzT2X//X/ToOHuKBI+iVZJ5FEIIIUR/4cS6reoynSYV7NpSHdGf8YY5/WjOYzC4A2j7GGxpvmc4XAtAyPZimqkbgqXuyEWPU0lzHvtwIEIIIYQY8KLrPMa6rfb1aER7uqPbqtkPu63W1KwBoLp6VauPia/zmHCghkI1uN1ZRCwNFfiA+fNv6NFx9hQJHkWrnKSy1f7zSyuEEEKIgadpnUetX2WiRMtigVNkVxrm9MOy1Vi5alsNb2LnzbbtYFlBlFJkZg6mpOQALNvBwB8PQlONBI+iVbJUhxBCCCH6i2jZKui6zHlMBa2tddiZbftj2Wq8GU4bS23Exms7Ad555xI++OBKvN4i9tvvF0QsB8P04jgWjmP1ypi7kwSPolVJZav96JdWCCGEEANPtGGOhq7JdJpUkFi22tkKtvicx1jmsR91Wz3ooN8CYNttBI+N49fsHVhWEMexUMqOZ2NN09v4HKm3XIcEj6JVifGiXOETQgghRHcLR2zuefYLNlfUt/tYpRQ6jXMe5aJ2v5c438/u5P5yenjOY1XVKiKRhi5tq+smum5iWYFWHxMbr6aqADjwwKsZPPgwIlY0CjYND9B2ANpfSfAoWpV4lUhiRyGEEEJ0t6q6EMvWVbF2a127j3XimUcpW00FKiFbGAuaOrxtPPPY/cGj41jMn38Dixb9sUvbL136JIMGTWLIkCPaeI3k4DEjowRN0+Kfg8dbRFHRvl16/b5m9vUARP8lS3UIIYQQoifFzi86cp6hlELXo0t1yHlJ/2erXcg8xso7jWieqzunT2maAUB29rBOb6uUYuPGdxg1agY5OSPbfBxAbXgcBx98Ai5XJtC0dEd27ngO2f/4Tr9+fyCZR9EqR5bqEEIIIUQPigUVHSlDVSraLEfXNDkvSQFOwkTFTmce2alhTjfub03TcLuzu7StbUfnL/r9ZVRXf9fq42LjjagsCov2j98e+xxcRuqGYKk7ctHjZKkOIYQQQvSkpq6UHcs8apomcx5TRGKTm852XN25YU5nM5dt8fsrCIfrurRURjgcnZu7desCVq2a2+rjYpnxbONrduz4Nn57bNkSJ7KZ9967jO3bl3Z6DH1NgkfRKpnzKIQQQoieFC9b7UBwEJ3zSGO3VTkx6e8SA77OrvUY2789sVRHIFAOQEPD1k5vG4k0zc1tq9lNtMxWUex+nS1b5jVt35h5NAwDv7+cSKT9RlH9jcx5FK2SOY9CCCGE6Emx7FRHM4+6pjWu89jDAxO7LDHAt+wuznlsbJjTnRcLLMsPwH77/azT29p2uGn+YlvrPCqFgR+dCG5PcdNrNwbRbldsqQ7ptirSSGK5gVzhE0IIIUR3i12c7sh5hlKg0bhUh5yX9HuJFwSsrpatNs4N7M79HVtiIzu79YY3rSko2Jvjj3+K4uIJba/z6ICp1wDgdhfGb49lHpuCR1nnUaQRlZR57MOBCCGEECItdWXOo651b/dN0TOcXQgeY8FifKmObtzfsfUdy8oWdfk5TNPbZuZRKYVLqwbA5Slqeu3YUh2eDAAsK/WCRylbFa2SslUhhBBC9CSnE91WY3MeNV0yj6nA2YWy1ViWWde7v9tqLNu3du1r7L77SZ3advPmDykrW8yee85iyJAprT7OUQpTi2YeTVd+/PZYEO1x+xg0aBIZGYM6O/w+J8GjaJWUrQohhBCiJ8XWAuxQ5pHGOY+azHlMBbtSturEs8waGt2bedxjj1NpaNhKWdniTm9bU7OGioovOeCAX7X5OEdBjTWJBntPND0jfnt8qQ5TZ9Kk/9fp1+8PpGxVtMqRbqtCCCGE6EGx8tOOZBJVvNuqJmWrKcBxosE+dG3OY+OmjQ2Sund/u1xZXZpvGA7X43Jl0dCwjS1bPsZxrBYf5zgKXXcTUcVJWddY11mXmbohWOqOXPS45KU65EtaCCGEEN2rM0t1NK3zKNNpUoGjFB53NNTofNmqipestrSup1IOSnUuII1Zv/4t1qx5FdsOdfr8Nhyuxe3OZvv2JXzxxYOtLrXhKEWBewEZ+nfYCaV8VizzaOjMm3ctX3/9eJfeQ1+S4FG0KvH31Ona76cQQgghRKvsTjTMia/zKEt1pATHUbhNA9jVzGPziwXvvXc5//vfxV0aV3n5F/F/dyT7WFe3Cb+/DIBIpB63OwvDiHZLba1pjmM7FJgfkGGsTc48JpStOk6YcFjWeRRpJPEqj2QehRBCCNHdYhenO5R5bCyDVJqcl6QC21G4XY2ZR6trcx4hWqa8cxJDKSveNbWzLCtATs5IJk36DYbhafOxSik+/PDXmKaPadP+itudg89XFA8eW1+uw4+uW0RULnZC4JxYtmoY3pRc51GCR9EqWapDCCGEED0pXrbagWAwGlBEM1Ld2UBF9AxHKTyuxsxjJ/eXoxR6LPPYwrqeeXljqK/f1KVxWZYfn68Yn6+o3cfu2PENAPvuewkABx10LQAVFUsan6vlzKWuKtE1DcvJS3rvscyjYUSDx7aW++ivpGxVtMqROY9CCCGE6EGdWaojWsqo9UgDFdH9HEfhjgWPncw8KkW82U5L+3vHjq+pr9/cpXFFIn7C4Tq+++5FgsHKNh+7efOHmKaPQYMOSrq9vcyjpqrRdK0x85i8ZIlpRLvIGoa7S017+ppkHkWrEksE5EtaCCGEEN3N6cScR0U086jTvIxR9D+2o8jwdG3OY1LZqt68YU4k4u/yuHTdxLIaWLnyWQoKxuL1FrT4ONsOsW3bp5SWHsSyZU+RlTWMrVs/YY89TqWwcByTJ99OVtaQFrfVVABdAwdfctmq5WAa0dxdcfH+hEI1XX4ffUWCR9Gq5G6rfTgQIYQQQqSlznVbjWYeNaKBpOjfHIemzOOuNMzp5jLlo456kKqqVcyff0Obcw5ratahlM3QoUexdOkT7NixnIaGLVhWANP0kZ8/utVt650DyMk8FKuqodl6l7FlOnbb7YRue0+9ScpWRaukbFUIIYQQPcnpxDqP0Xlwmsx5TBGOUrhMHQ2IdGGpDq2NslVdN9hjj1O7PLZYo5zW5iwCFBTsxTHH/InCwnEUFOxFQ8MWILZGZISNG9+ltnZ9K+MHl8sLaEmBc8RyGLF9G+FX3ml8XOodxxI8ilY5CozG2cpStiqEEEKI7marTpStqmgWSpbqSA2OozB0DcPQk0o3O0Lt3DAncSqVY+E4No4T6cI6jXUsXnwPNTWrAbDtQJuPd7ky0DSN/Py947e53VmAw1dfPUZFxRctbufjS9yRt6Ovkdgwx3Y4avE8rDc/YuXK53jzzfNSLoCU4FG0SjkKw4j+5qbYcS2EEEKIFKA61TAnmo3SNS3lTrgHIqdxaRWXqcWXqOj4tiQt1ZG4v2OlpmvX/gel7E49bzhcx7Ztn2FZ0aCxtW6ngcB2Pv74OrZv/wqAgoKm4NHlykbX3Wia1mrDG4/2LYYV3TYx82hZDoHMrOj7smKBsNWp99DXJHgUrXKUwtD1+L+FEEIIIbqT3ZmGOY3z4KRsNTXYjkLXNQxdT+o42hGJmUdtp7JVw/AyePBhADhOpFPPa1nRRjsZGSUcd9wTjBhxbIuPCwYrqa7+DsexGx9fGr/P7c5G0zQMw9Nq8KkTwDAygOaZxxXjJ0TfR6jx2E+xtR6lYY5olUooW5XYUQghhBDdLXZe3ZHzjFjmUUvYTvRfjooGjy5T73zmUTVlHo2duq3quklBwT5s3foJth3GNH0dft5YxtE0M3G7c1p9XChUBYDHkwdExzJjxtykxxiGt42lOoLo5qDoayYEzpGIjZPpQyspxFDRZkK2He7w+PsDCR5FqxzVVLYqmUchhBBCdLfOLNXhNGYeW1o0XvQ/sbJV09A6P+cR1bTOo5Z8fIRCNWze/FHja3Su5DOWeTRNH99++wLZ2cMoLT2k2eNCoWoAPJ7cVp/LNL2tZh41ApjxzGPCew8EOOzDdzB/fS4FYwaxT74X0/R26j30NQkeRascR2FK5lEIIYQQPaRpqY72gwvV2G1V5jymBruxYY5p6J3utuo4KmGpDi3pPLShYQvV1d82Pq6zWTsNn68IlyuLDRv+S0nJAa0Gj5qmxTOPLTnooN9iGK0Ffg6mmQkkZx7N+oZo9jwrg+zsEWRnj+jk+PuezHkUrVIJcx7lS1oIIYQQ3a0zmcfkOY89PbImf31zBX9+9Zvee8E0oRrLVk1Dx7K6ss5jNHrcec5jLNs3aNCBuFyZnXre0tKDOfro2WRkFGMYrWcO3e5cior2RdOah0rO1goCNz9Mhp2N15vf/H6lWB+8nKyiMwGSsq6uhgZ0TSP8zKtE3p7fqbH3F5J5FK1yFE1lqzK5QAghhBDdrGmdx/YfG++2qvdu5rGs0k8g1LmunqKxYU5j2arVyWg/FnhCbKmOxG6r0WzjmDFntzlvsT2G4Wl1zuJuu01nt92mt3iftfArVPkOtq56H6c0i2HDjkq6PzZW09AxdC3pwoirviGaUQ2GcDZt6/LY+5JkHkWrYuvzgJStCiGEEKL7NZWtdnzOo7ZTMNHTHEcRtiR47CwnoWy1a5nH6L91Pbn3RizgC4drW10qozXr1r3JokV3A9F5j5bV/vb//WwDHy3ZEv9/zeUCYKtazurVLzd7fDBYRan7RezwWgxDS+o06/b7oxdAhg9G1dZ3auz9hQSPolWOlK0KIYQQogfFgoKOla3G5jyCovfOTRwF4Ugv1smmCSexbLWTwb6jFNG+umA0yzxGg8dPP72VysoVnXreuroN8fmSbWUeP/74Olateg6Aj77eyoJlZfH7VE1ddHvHaHH7QKCaLGMZyq7D0HWGvfcB9rrNAGzLKWDLARPR8nPjz5NqJHgUrVKJZasSOwohhBCim9nxstWOZB5VvNsq9F5VlC2Zxy6JrvNIlzOPejzzmBw8DhlyBPvv/wugcw1z6vxhPvpyDWjRpT0mTfp/TJ58ewuvraitXRfv5BoMWYQiTftfVdcCoK3a0uKcyXCkHo8VofjzFWRZIYqWL8deHJ0zuym/mLJDDkbLzZLMo0g/0cxj7AtaokchhBBCdC/VGFN0pAxVKdDQ0PTeXUbMUUoyj52klGoMABvnPHa226pS8f2saVpSEsPlyiQ3d/fo4zqxVMeqjdVs2b4Dfyi6vqKum/GmPIksqwHHseKdVv0hm1C4KXjUiqJNcoyA3WLZbCRcj2lbFC5bhwuHuqIinI1bAXDX1+NWNvrQQejDSlG92fmpm0jDHNEqx1G4zej1BVlPSQghhBDdLZ55bCd4jF3EjmYek2/raaox8xhr2CPaFztvjM957Ow6jztnHhP29fbtSykv/zz6Ok6kw89ZVRdCJ4SmFwGwdeunVFYuY9y4C5MeFwxWA+Dx5KGUIhiyCHqaQib3GdNx1m1GD1bhOBaOY6HrTfeHIw34tABFkW8p8NVQV1CIs3ErtuMwc8G7ZKtyzN9diDllUqc+k/5CMo+iVdGyVT3+byGEEEKI7tTROY+x85DYOo/Qe8t12I1ZtM5mzway2MUAfafg8bX56/jrm+3PU3QSAvWdu61u27aAtWtfA5o6r7aluvo7Pvzw1+yoXENE5WK6SvH/8jYqP/0vGzb8r9njQ6FqIBo8hiI2CgiGkzOcWk4Ww6pGcuyxf0bTjKT7lAKPo+GyTUoztlCTXwCBINaWcryREConu90x92cSPIpWJZatSuZRCCGEEN3N6eCcRych8xgLKnqtbLVxjDLvseNigX00eNTiweOydZV8tXpHu9urxvmtEM1AJndbDeF25zBu3IXk54/pwFhs6uo2UV31DWXh08gvPQs0HaMmFM8cJjJNL4MGHYTPVxxfoiU259GpqiFw3X046zZj1obxeHKbZaMHDZ5KZN15mI6B7tKpzi8El0lk5froe8vJwinbTuCmh7CXrmp3/P2NBI+iVclzHvt4MEIIIYRIOx1dqiOeedS1+Pp/vTfnMfpT5j12XCyTrGsapqnHs7Z1/gh1/nC7Jcex+ZIQa5iT8Nx2CLc7m912O4Hs7BHtjuWLL+4HINCwHICI5aDlZqOHGrPeO3VMzcvbk0mTrsHnKSQQiGY2LVth2Q6qqhZVXYtx6P6ET5nIihX/JBisTNrecRQh2wtujVxXLTW5+fju+y32oGi5LLnZ4HGjKipxKmvaHX9/I3MeRauS13mU6FEIIYQQ3SsWNLZfthrLPGoJcx57dGhNry2Zx06LBfa6rmHqTWWrdf4wlq0IhCwyvK7Wt3cSylZ1Lek81LKCmKaXuroNuFxZeL0FrT6PbYfiwZ0dWs0I7+M0rDoKVbED3V0PQ8GyQrhcWfFtlFJgW1hX/Aifv4Dzy10sHbYnocgUPI3La5gTxxJyb2H1oicpLZ2UNIb1a/8NEz7CO06neMc2llsKzTCwGgNFlZuNlpUZTaOnYMdVyTyKVikV/YXVNClbFUIIIUT3czrcMCf6M6lstZfWEYsFtpJ57LjYvjF0DdOMlq06SlEfiJaI1jS0PVcxuqZn9N+6piVdXLDtMLruYd68a1m37s02n6ehYRsAQ4dOIWKFcGsVsCN6m9EQwTS9zTqmfvXVbOZ9eDWqpg5fyWb8bi97lm0kGLJR1Y1rM2b40LfVgG1jWcnb19SswqAC0JgfOBXbVliLvoZX32HBnvuhFeShmQZaZkZKLtchwWOas2yHQKjjbYwTOfHFeDUpWxVCCCFEt4uXrXZ0ziN9UbYaCx4l89hRSWWrerRs1R+04p9lbTvBowNJmcfEfX3ggVdxwAFXouuudrutxoLH4kFTabCGA2D4o/txUHA406b9jaysIUnbhEJV6O4Mcn4yAv+J41kycgybC0oIhq3oGo+GAQ0B7KdeRjUEsO1A0vaRSD05NRbWJw5BLR/bdlD+IFTWsK54MGamN/rAnNRc61GCxzT3v0Ubuekvn3Vp22jJQGx9HYkehRBCCNG9Or5UR/SnnrBUR29lHuPBYycXuh/IkrqtNi77Vl3XlKGr9bcd9CVnHpP3tdudjduV06Hg0e+Prq/o6IMpD58AgNFgQ2YGvnt+0+I2oVA1Hm8++vAh6GY13w4eycd7TSAUcdAHFWEcvC9abhaGY0LEapZ5jEQayKh3cNYpJvg+wHEi6COGoBSMqthClrMVs/pTjH3HoI8Y0uIY+jOZ85jmqupCVNc3X8C0I1Q88ygNc4QQQgjR/WIxQbtzHkmc89i7zfzi3VYl89hhyes8RvdXZWLw2F7m0SFpqY7EOY+rV7+M69lPUO5V2CUHtPocrsp5DHaFMcdfTH3AQNeir2n4g+jFBQSCO1i58hlGjTqRvLzR8e2CwWryXMVE3l+Mtyi6jaYU4dp6zMkTMSdPRDkOBi6UZTXLPFqWH5elo7ngQM9/+aZ2LPqQA3GU4pDvvqbAcpOx/j2sk/8KKbhuqGQe05zjqHa/kFvdVoGma9HMYy9d3RNCCCHEwKF2Zc5jry/VIZnHjnISy1Yb1wyvqmvqatqROY+x/azpGomHx5o1L7PdvxI9ZLeZefStf4jSHc8zcuQ0qupDaET3n2HlgaYRevE/bFn7Hn5/ecK4bSKROtxBRcO7Ecqr9gIUZ3z6Np6X/9fUuEnX8WYUcozr5wwffmzS67o9RTiBXCxXFpqmkaHtQHO7sPLz+LZ0JJi54ATRrCqUUinXlLJPgsd3332XWbNmMX36dG677TYA5s+fz8yZMzn++OO5//77449dvnw5p59+OtOmTeP666/HsqLz97Zs2cJ5553H9OnTufTSS2loaACgtraWSy65hBNOOIHzzjuPioqK3n+D/YjjRBe27coXrNNYMqDrknkUQgghRPeLl612eJ1HDV1Pvq2nNS3VIZnHjkrstuqKB4/RzKOuaVRXfcWiRXcTiTS0uH10qQ7ij0+8uGBZIQxlsmfVOEaMOK7VMYRyj2VrhZ9gsIrq+jBBZzibnd/x3dHfx33uSahPl6OCISyrKahVymLkyGkUuAYBsEUfC2hUZ2ShbSkjcNUfiLz2XnRcOdkYdeFm6zyO3e8m7C0Tqco6BE2DDKoBKP/5hXww9kAy7eh6j/aHHxK48nZoSM5c9ne9Hjxu3LiRm266idmzZ/Pqq6+ybNkyPvjgA6677jpmz57N66+/ztKlS/nggw8AuOaaa7jxxht56623UEoxd+5cAG655RbOPfdc3nzzTcaPH8/s2bMBeOCBB5g0aRJvvPEGZ555Jrfffntvv8V+xergFb2WKCdatqqhpdxVESGEEEL0f7Ego/2lOqI/o3Mee7fbqmQeO89O6LZqNJatxoLHQQU+Ghp2UFa2iEjE3+L2iZlHQ2/qtqqUg2OFMZTB0GN/QGHh2FbHUPPyRt77/Bs2bXiTqroQPo9JptcdXecxp3HOomUnrfNoGB7GjbuIIne0uY5PbSbHrGV7dj7G9koIhsDjwqj7Ctes4/lu3wrKyhbtNHawDBM7Kx/QyNKiS4VYjcdPXsNHAJhDddznnwbu1pcs6Y96PXj83//+x4knnkhpaSkul4v7778fn8/HyJEjGT58OKZpMnPmTN588002b95MMBhkwoQJAMyaNYs333yTSCTCwoULmTZtWtLtAO+//z4zZ84E4KSTTuLDDz8kEml7Mm06i6+fZHcl8xgrW5WlOoQQQgjR/Zx4UND2uUbiOo9ab895lG6rnRbbr5qWnHn0eUzysz00hKK3JQZuSdsrRYZWi6vyw6Q5j5YVBF3Dd86pBCeWUlOzttUxBLYvBQcyHQ3PkmWUmjZ5IT9j33gDp3xHfM5icubRwXEsVDiaDRxhfMLEwrVsz85tCoi9dWSuuQf3cJuNDQuprFwe376+fgvffHUL5vErKZ36OUEtj0w9ur5jJHbxQfcA4MppwDxwHJoEj21bv349tm1z8cUXc/LJJ/PMM89QXl5OcXFx/DElJSWUlZU1u724uJiysjKqqqrIysrCNM2k24GkbUzTJCsri8rKyl58h/1LRxffbUmsYY4mS3UIIYQQogckBoxtZRIT5zz2+lId0jCnRd9uqm51nyU3zGkKHrMzXORkuKkPRG9LDNwSKQVHeJ7Bt/4RvFpNU4a6cU1GvcFiyZ8u5+t597U6Pr9dieaDDLuA0R+8z+71leSE/ORu2QK2jZGTjdfyoetN/UPLyhbxxhvnUuOvQBkZ2LpiUEYD27Pzm0qnC4rACcK279BqAth20/zNUKiahro1GFoE0PhA/Zo3dkSTWhHbwdQiGESTWo439TqtQh90W7Vtm0WLFjFnzhwyMjL4+c9/js/na/Y4TWu5VLKt21uj6x2PkQsLszr82J5QXJzdrc9nuAwA8vIzyM3ydGpbBWRmuDFNHY/X1e1jE+2Tz1y0R44R0R45RkRH9cWxYppG/N+FhVm4XUaLj1ONj8vJ8ZHli2Zq8vIyemXMsaDBdJsD/vcp9v7LKv3c+ffP+elp+3LSEbs3e1xl41Ic+fkZ8QCzuiHM8JIsBhVlsWy1hsdjkpOjt/iZ6obGFvMgPO7/UZgRQKnoayuVxfcnP0zgfwuowECpcKv75DtTobmzGXHoNFbwJsMjDShXJpqmUbT7YKqHFnNi/s/JO/Ts+DaBgAePx6T4mBPJPuYHbH7lAoqNOpzsTMIFBbjdFgUjizHXm1irvkNfswXfvlZ8DKGQwnTpDP7Kj+GycI8qxFYBiouz8XpdZOgBPB4T1z5X4Bkybdd2Rh/p9eCxqKiIww47jIKCAgCOOeYY3nzzTQyj6cuivLyckpISBg0axPbt2+O3V1RUUFJSQkFBAfX19di2jWEY8dshmrXcvn07paWlWJZFfX09eXl5HR7fjh31fdZZtLg4m4qKum59zkAg+stbUVFHONB2Z6ud2bYiGIyglMLvD3f72ETbeuJ4EOlFjhHRHjlGREf11bESDDZNLSorr8XrbvnUdEd1tIywvj4IVjQDuGNHA1muni2ii3bDjP67uiY4oH+fEo+RjduiP9/+dD2H7FXc7LE7KqONcOrqAjSuskJDIILXZeDSIRh2A3lUVfkxjOafaSTiUB4eQihsoYfKsZ2i+GtHFn1H5P0vUEXgr61rdZ/UKT9u5aa6sppt3mx2q9yON1vDsh2qgnWon59LRDeTtq+srCEUsqjxg5XpptLKJtdVjcdlsPzgQ9ndU4+/4h08YYuQqgJbo7Z8e/w5ysvLiYRtcrY6hMsjZA1ewdG571FRdhhVNQEyzQasiE19g4lVtgM0V79brkPXtTaTaR36jauvrwfgyy+/5KWXXtqlOYTf+973mDdvHrW1tdi2zUcffcT06dNZu3ZtvKT1tdde48gjj2To0KF4PB4WL14MwEsvvcSRRx6Jy+Vi0qRJvP7660m3A0ydOpWXXnoJgNdff51JkybhcqVWLXF3su1ofXWXy1b16HpKMudRCCGEEN0t8fSkrYv3sVY1esKcx944N0l8jbAlZasxkcbzy9Vbaqmobt4tNLYvjYSlOoB42aorkMX+5sUU5uzd4vM7SpGpRecKZlIVf76Ghm0s3/pv/L4QumZih1vvVDp+/6EcOrQQY83jVGTlkltVSVbQT9g0ydp4B54d/+Obb/7Ct9/+K76NbUdjHGPZu+h/+SnBsEaOUY3XZVBRWIz7nJPQtWhcZHhqMJSBE2wqvY1EGlCAO6KDy0WOXsmErMVoVhURy6EsVELtPg+gh8vJWfJDNDv1Lka0m3l88MEH2bBhA1dddRU///nP2XPPPVm4cGGXu5juv//+/PjHP+bcc88lEolw+OGHc84557D77rtz+eWXEwqFmDp1KtOnTwfgnnvu4YYbbqChoYGxY8dy/vnnA3DTTTdx7bXX8uijjzJ48GDuuy9a8/zLX/6Sa6+9lhkzZpCdnc0999zTpXGmC7uDXcxa4jTOedQ1pNuqEEIIIbpd4vlJW+cqTQ1z6NWlOhIDWpnz2CSS8Fl8tryMGYftlnR/fJ1HXcPQE4NHNzmZbgZXb4e/LUDtMxJtUFGz51dKMYRlRDbZaEEbbzDalTUQKGd9wwKK8o5C13044dqWB6gUhXvlgOOhumEb27P3xV29HY8VZnt+EZq9FnvxYravWYz3wAMTxt2YIPt2E8F3tvDx5NOpLR6Cx20QCkffs2ZFX1PLzuSQrUfjyT0tvr3Hk0OGbxT+4DaCGaMI6/nRzrGhciKWDwcDzTcEJ7INUOihMmwzp2Mfej/RbvD4wQcf8I9//IPnnnuOGTNmcP3113P66afv0oueccYZnHHGGUm3HXbYYbzyyivNHrv33nvz/PPPN7t96NChzJkzp9nteXl5PPbYY7s0vnSyKw1zHKdpMV6JHYUQQgjR3ZIa5rRxrtG0VIcWX6pD9cLKGU7Ca8hSHU1imUev2+DTZc2Dx1jyQtc1TLOpLDM7w0Vuphu/28VXpfMZvXZfRgw6q9nzKwWeqgCBdR7yvlnDOVVLsb4bj5UVhIiFmZ3HbrvPYkgr1ZWOUnxdP51Sz1qM8HLWFR9P6NLj+XZVFeu2VXOGqxIqy9EranECTcuF5OSMYo89TsH4dDPKgPUNJYz27InHXUUwIXi0cg8kWPpLNP6AamjafujQI6mu2YNq606yciYQbgwMtVA5lj2cUZmb8FS8hpW9X/TzCW3DzhzdyU+/b3WobNXn8zF//nwOPfRQAMLhzs2dE30ntkTHrnVblaU6hBBCCNH9EjN7bXdbTViqoxe7rSaVrUYkeIyJfRaHjB3EpooGNlXUJ90fC7p1PblsNacx8+j3ZFCdsZ2G6o0tPr9SiobcWr4at5EN048BwP52fbTbqmVh5uRTePJZDD66eeAJEPFXs+SjP7J5+XpUuA7lhrxhRZgug0HGGgz/WkxzM5rScYJNwV9BwV7svfd5GBEbDDA0i92NxRQnBI+6VYsyc8DrZusPR7G2aE3ye7cc6n0ZkOElYhSi0FDBbUQshzFZq/FueQbHMxjQ0EPbOv6h9xPtBo/5+fncfPPNLF26lMmTJ3PPPffEm9OI/i9etmp37gtPKYUi+ksvmUchhBBC9ITE4Mx2Wj9XicWVmtZ08tobU2psKVttUWzNwsnjS9E0WLSiPOn+eNlqC3MeszNc+N0+NMvAqq9p8fkdBZuqPmNrcAt7D3+aOm8m9oat2HYQfcwocqeAteqPlK3/uMXjIFS7Ec3249MUEdshz6wh85vlHPHUkwxfty46tkwNXWnYCcGjZQWJROohEgYDXJrFOGsOw73rCDXu/8CInxHJnUTWt9dTbS+ivP7r+PbLlj3N2i2PM+Sc5RTu9jmG4aI6kgeRBizbIdsVQJnZoLtx3IXo4bLOf/h9rN3g8a677qKkpITHH38cn8+HpmncddddvTE20Q1iv7ydvTrnJM4taGV5FCGEEEKIXdHZzKOuaU3rPPZCd/zkhjmSeYyJla0W5njJyXRTXZ9clZi8zmNi2aob09BxZflAmUQCLc9ZdJTCvSNCZL2DaW9nW1EByuPGcSw0XcetV7Ph3Tf59J+/wIk0r4gM1m0GFcbrKeRr5xQcIwv15XI0TcPtRINFPRN8YQ9eJyO+3Xffvcjbb/8Ex/FhefOptbLRdYM8Vw2hsAWAlTMRK2tfDP9qtA1bsaqr4tv7/eVYkSoMzQbdhWHo/N+GS6kedD4RyyHL8EezlkC4eAZWzsROf/Z9rd3gsaioiFmzZlFZWYlt25x77rkUFTWf2Cr6p3jZqt3J4DFWbhAvW+3ukQkhhBD9x6aKeh57eWmb2S/R/ZKCxw7MeYz1Ymjv8d1FJWYepdtqXCwL6zL1FrvyJzbM2TnzCJCT5WFH6W6wx+AWn18p8DQchTIziDgWK8YPRz9nJiMyD+GYmh9CQyGmGQIUVk1Vs+1DDRUAeLJH8E34CBxXHlpuNrqm4XYal3057Gn2No7hgNIfJYzbQtddGD++km1X3o2DgeMqIMeoiZat2g2YNYvQnBDKlY+zdCtWRUXC9mH0oEPeOw5qaxDD0FDo2HY0A5ppBnBiwWPJDCL5h3fmY+8X2g0e33//fc4++2xuueUWduzYwYknnsjbb7/dG2MT3cDuYsMclTDRWde0pC9PIYQQIt2s3FDNZ8vLqW3o+nJkovMcpTAaM4kd67aa0DBHylb7TKxs1W0aLZ4n2m2UrQLkZrqpdY/Em9da8KjI8I/hiJqTyfNkkmvWRqdUba3A/mgR7k2vYXp1UA52dXWz7YP+aEDn9uZjRLYxKKMG1wlTqR81Ev8IHcfIRvNk4bvtSszJTdk/x4mg6yaax43fiI7VcReTY1QRitgYwc1krLkbw78axzMYQymUavrOsO0wegRc5QoiOoausbtvDfkb7kJZATITMo8oGy1UBo7VmY++z7UbPD7yyCPMnTuXnJwcSkpKeOaZZ3jooYd6Y2yiG8SuBHU2eHQSykM0WedRCCFEmrPi6yJL5rE3OY7CZerxf7cmKfPYm0t1JJwPScOcJrHg0WXq6HrzfdFS2arHbeAyDQByMk0ytk9kTOXYFp/fcRRe/UuCxg4MXaNAr8S64zHWvTKbVXlL0LM0jAwDDQentrrZ9qP2PIrjRu+De/dhTDH+zJScd9Hystly2kkst/amvugUPFvnsnHJrXz22R0JrxtB00x46W5GvHt99EZPKdn6Dixb4YSir6XMHBzPIFyOQldNi1fYdhhdNZbpuj2Yho7XCOBpWIJHbeffdZcRGPZjALRIJXqk+dj7u3aDR8dxkhrk7LPPPvFyAdH/xRrldHZeQOxvZ3TOI9IwRwghRFqzuvj3UuwaRxHPTLX12TstZB57I86PDcnnMWTOY4Kw5WDoWrxCbeddF9uXWkLZarbPFb9/bMZSTqt5mshzr7SYQVYKajMXsjj3Q76NDKfSKUCFw1QF11KWuQk9E1y+xsxjC8GjJzuP4rFD0fILqI7kkueKNuZxGTrf+kdTlzcds+4r6j76iB1fvZfwutGyVWvRelhRCYB/0Bl8mflbACLB6Gs5rlyszL0Y49+HKZ4L49vn54/By2AqIwWEs/fA0DWqItG1HjOc7WiGF8zo+iLKXYydtRfo7a6c2K+0O1qfz8eWLVviAeOiRYvweDw9PjDRPZrKVjv3hSeZRyGEEAPJrixtJbouKfPYxrlG0zqPNAWPvZF5bDwevG6jWVOYgSxiObhd0f2m61qz35vY/xuaFi9Lzs5wNz3AN5j1Odux9Q85LBCCDG/S9gqFlQe6x8NKaw9W+ceghm7DrrAxDTearpE/+gwOagDviDHNxrdm/TI8tScxyNiTqnAOpd61QDRTmmdWYYXqcTylaDX++MoEAKWlh5KXNxr15gs4jeN2Zw1C9+hABU4oGoQqI5tI4dHYOUvQE977uHEXEfnmfbZHysjN2RtT0xuDR8jXNjI4cx26Px8nY/cufOr9Q7vB41VXXcVFF11ERUUFZ511FuvWrePhhx/ujbGJbtDVstXEOY+aZB6FEEKkOauLPQLErrEdFQ9COjrnMVYA1xtzHmPBo8dtYjshbMfB0Du0THqvUUqxZYefoUWZvfaaEcvG1ZhRbGnOo5N0HhnNPsbmOwIYGYMJeSL4w1Womjq0nYJHxwEn10H3+lBOPQYWaugg7O0WRmOmzhx8DKV7Ng8cAVZ98wz5S/yUjDiEHaFcMo16cEK4TYOLhz1FVvk2nNxSdGVF51IqhaZpDBo0Kfr+Is9h+6Ilthl6kN2stxjk9mCHG0B3gxEdb/UP9mXzjk+ZaM/AiM2RdJnUZmeiu3UMWyPo+LC0TAYZaxnu2YgePi69g8cDDjiAuXPn8sUXX+A4Dvvvvz8FBQW9MTbRDbrcbTVxPSVdluoQQgiR3mLTPDr791LsGqVUfB5cR+c8xpfq6IVdFQuCfO7oGMMRB5+nKXjcuqOBgmwvnsb7+8I3ayu5b+4S7r70MIpyfb3ymmHLie83XW+72yqAy9SSgkdvRj71LheWFkTV1MHg4qTtlVI4VgTN8ZEdWsSvRn2GM/Rudsz3o+85lEjewYQbNrF95UvkDP4+vsG7Jby2TTi4DZ8fNGopC+ZES2xD5bgMFz4jQJhsHHcppqaDE8JxIhiGm2CwEtAwLBtL0/G4DHQdhgdfZjffIVT4ziJraGOHVDuAVnYfFVV+HOeXGIaL9967nFDmbux19kIyzWWYHAiA370HmrMmunZ6rGFOimr30sk333zDxo0bKSoqoqSkhK1bt/LNN9/0xthEN4hdxev0Oo8JXbKimUf5YyqEGHje/XwTX6/Z0dfDEL3Asrv291LsGttR8YYqnZ/z2Ltlq5C81qNlO9zy9ELeXryxx8fRljp/tNunP9h7XTsjlhMvN9Y1rdm+iJetNgaP35s4jIP3GRS/PyvDTUDPwtYiONXN13p0FDibw9hlAcKOg08PUJWdwTZ3LpWRIgKjfk2gagmL3nuUHX//S9K2oVA12GG8oQjKUHxXO4yv3RfhuAvwGn40FGEycTyD8OqZ5EbyUCq6X5cseYTPP78PR2VSqxfj9RgoIwuMTPJdVdQ7edhZjU1+NB1nfQOqLoBth1FKEQhUoJxg492u+Ptf6vs5b287CJ/HSPngsd3M4+WXXx7/dyQSoaKigvHjx/P888/36MBE94j9Mnf2SqraqdxAqniEEAPR6wvWs+fQXPbdvbCvhyJ6mOVI5rEvOErFG6rYbc55bDwvoSmb1Stlq6qpbBWSl+uoqQ8Tjjhsrwn2+DjaEok1e+rFCx8Ry8EdCx715llglZCEADjjqD2S7s/0uVhmjWfYSB21f/MSTqUUwzaeiP/ASrY51aBBWX05n+T8miMGlQKgeUvRDHBqki/wBYOV4Dh4LQ8hzU2dnUOtb08wMvFqfgBCZGFnjqZ43LUUlVdimtEy1Ng6j+6HHuHtf39NRmUANA3HXUK+qwpf7acY9btHG91gYH3r4BQHcBwLpWyUcvBtrCBjgYk63BU/tr9Zu4MMo4FsnxvbyO76B98PtBs8vvvuu0n//+WXX0rgmEK6us5j0xW+xlp2uRIrhBiAQmFbLp4NELYs1dEnHIf43Lm2M4/Rn4lzHnunYU70p6+FzGNVfQiA2oa+baTT1Cm4914zbNm4XAmZx532hR1PQrS8fbbPxdrQfgzNzgSj+SoOjlJk+PMYk3UMa/YqhlW/o3r7RqCA/dSzZC2vx19wCpgadkNVfM4iNAWPnoiLENFS2RJjPUZDCK/WQAQIEp0f6j75mOTXdSK4XF40XSdgKbyNFw2Ut5R81yIG1f0L944DCGTtBZqBgQ5KYdthbDt6PLgawhhVGrrhxmgcU83mhZxa8j983gLqzNQOHjs943fChAlStppCut5tNfpT1zR0rXfmFQghRH+ilCIYtps1ghDpyZJuq33CcRSm2ZmGOfTyUh2xstXmmcequmiwECsb7SuW1TeZx1jQr+nNy1adncpWd5bpcxF2RjGmfB/0hc3jCl358WctwrI3YLkGAxCo3swg9yvUNyxHaQZ4B4MOjh2ASFPJbmnpwUyffBlDT8km0Bg8jg4/i2fb8yjPIN6omE490eesXnYH89+Ygd9f0TjuCDoGPHAJh5fPwedpnMvqLSXbrMOwalBmbvQ2TcOlmXjtaNYyFjzqlkIZoBme+PuvabDI8rkI7HF900KlKardzGNioKiUYunSpQSDfZueFx0X++Xt7LwAlTTnUcORK7FCiAHGshW2o2QO3AAh6zz2PqWiv1+xIKStCzUqIfPYF0t1eOINc5oHj7X+vs08Rvrg2A1bDrmZ0aU3WqpQ27lhzs5MQ2e3rHL2+OYF7O0VmIcfGr9PKYVXq2J96XI8kRK2bHFYWjWBtcFcMo0VRKwwytwP3V0YbUCjwklXEjRNwztoKC41FL/d2IzJXYoeLkfLKWJR7SQOVtHsX+iTJVTWfId1eLSc1bYtdEcjtHgH7j11fEMbLxoMPp3715bwYPFsnMbMoaMUkYbdOZjBZGcPIxSqYciQIwh/vZ2tlp9sTwlGKHpsV0XyyPK50MLbd+2D7wc6NedR0zQKCgq4+eabe3JMopvEvpShqQV5R8XLVnWkYY4QYkAKhqNXsiUTNTDE5jp29u+l6LrYqUWsYU5HMo+xJcQSb+tJsSAoloFKLFutjmce+7pstWuJgo6oqgvhdRv4PMkhg5XUMKf5vrN3mvPYEtuw+GTot0yoHsKghNuVApcWQMvXUCUZ1FR+wPzq0wg7RezuC+PVbZSZg9uTy6FTZuPZ2wVGU7fbjRvfJbxpEyPdl+L3NV6Y8A5CD6/Ap7ZT4i4jYjU2vQmCCjk4TjR7PHr06bhCOppaQICm9+3xZuIzAtiOije82VETZN7Wkexf4iUH8HhymTjxCpa8+he22UFGu4swreixUWvlkJ3hwrv5aSJFx3ZiD/Q/nZ7zKFJH4i9yZ79QkstWNVnnUQgx4ITC0QyDZB4HBruLlTqi62K/W7Gy1bZ+13ZeQizxtp7UvGy1KXisrItW4gVCdnTdQ7NvluuwerBhzn3PfcnY3Qo459jRSbeHLbspeNS1ePYzxlHRfaW1ETzizsPvihDZac6ioxSmHkTLgazhI2DFNtxaLTmuGjRdI1uPBnC6bpI/flqzp92yZR7hb5YxZPV2Auf/AIg216E2QuGOf/KjoR9RYU8FiK4ZqRSOE/2+Hzp0Ck5FJRYOITS8jRcNdCfIWUP+jZMQPJZXBfh43Cic0Z8xqGoV+fnRNSetHB+1+T507HjZalaGB6/bROmejn/4/VSrweNtt93W5oY33HBDtw9GdK/EP4CdvXK+c9mqZB6FaF1NQxjT0Mj0utp/sEgZwcbgUeY8DgxWvGGO7O/eEvusY2WrHco89vlSHU1lq7HMI0BtQ4TC3PQLHmsawtQFmmdWw4ndVjWt2fxTx1GtzneMyfBmYdcZWLYf/AHIzACi+9qt+SECGXo+mgYTcxYwJnMVC/35fBfYl0lZ4wDY9NWfya1cT9bkm9Dc0b/BwWAVmcEGzMA38e9xI2Mw1II3tAa/nUGkMYOsG7HgsTFDWLsesz6IqRRBZeBrvGiA7maobyubnQPIalyqo7zKz3m7/Y314QqCwXPZsWMZCxfeSda4iRw49CNMuxLTKABgn5H51I17FHR3pz7//qjVGZt5eXlt/if6P3sXgsfE9ZQ0rXc7eAmRamb/+2uefefbvh6G6GbBSCzz2McDEb3Ckm6rvS4WmMUzjx2a85iYeezFpTpcLcx5rA/Fg8q+nPdoWbGsefc/d8R24g15kl/TwdVYKqrrzbutOo5qs2QVINOXRVgzsbUAqqa+aVsFmZEanC0K10YL0Ki3XRiaQ25mMW+Vn0wk9yAAvv78Sda/9Baqqmm5jmCwCk/EQaeWQCg6/UDP2YuGMbejPEU0JASPLncRBf58DMMHwCef3MjazW/h+Aoot4vjc13RDOqcQkK2AUY0yC2rCuAtUxg1IRwnjG0Hse0QGrHyPTcZHpPcLDcH7T0I5S5EpXinVWgj83jZZZe1upHf7++RwYjulRQ82p37Rol9B+i6LNUhelcgZKGUIiOFsnj1gUiz+SAi9cXKViUTNTDE5jrKOo+9J3Zu0ZGlOuLdVkmc89iz44uOKfoz9h0fm/OolKKqLszug7NZtammT+c99mTDHMty4nMqE4UtJ2mpjp0rNBylWm2WE5OZkUmFXoRxydnoQ0rityulqKzfnzEba/CdeARmcAENlpfhWYVYhT/i400RLNvBZRoYugtHt8CKxLe1LD+uiA4uIx48ejKysbUcPITx2xnxDLJvn/M5sHZ/PDmjouN2LIyiQuxH/sQHD3zE2UZTni3bbCCDL0A5oOmUVwWYsEVHLwxj22H0xqxi3gff4g0Y6Ke6MFwG9/3i8LbLd1NMu2c7b7/9Ng899BB+vz/agMVxqK6u5osvvuiN8YldkPgl0tmrc80yj/K3VPSSOf9dSb0/wq/PmtDXQ+kwu7Erp0gvsYY5MudxYLClbLXXxT7r2ELqdkfnPPZi2aq9c9lqY+axPhANYEaURoPH2oa+W66jp8pWbcfBdlT8+WOUUkQSy1ZbyDzaHcg8ZmdksTw8Hlfh/km3Ow4YtokvnI3hyWT8AQ/zyep38XqeZAQL+O3u72NVD8VVNB5dN3E0By0Sbtw2gqbp6LZCcxkEwzZet4GuaZg1CzGDGwk6w7EbLwKYh+yPecj+8fflOBa6bsYvIiWW3irNhaMiQPS28uoAYIACxwnjONEyZndtGM2JLtUB7cz7TEHtLjRy991387Of/YzBgwdz0003MWXKFM4+++zeGJvYRcmZx04GjwlzHiXzKHpTTX2Y6vq+7VzXWbajOp3dF/2fzHkcWHqyY6VoWeyjjnVb7UjmMXHOY2+cm8Rewx0vW41+18eW6Rg5KFqG2JeZx55aZiZWDrtz8Bj7/8Ruqzu/tOO0n3nMyvDgb5hO/qsLcL79On67QlHk/pqa/M/RqMUwdOosN4sr12A1fA5AwI6Wmeq6C0dTqMaupobh5sQTn2Xc8ZPJnFGIP2TFs8buijcBWOKfFC9bddb/lQ9fnsLWrZ/gOI1rRZaXk3XfWRzmWhA/NgFeD/2SV6svBC0aLJdXBXA0g4ygF5crM77OoxGJrvOIljoVVJ3RbvDo8/k48cQTmTBhAh6Ph5tvvpkFCxb0xtjELkqct9HphjkJZavRzKP8MRW9w7adZl3b+jtHqRbLekRqC0q31QFFGub0vliw4+rInMfGn9E5j43b9+KcR0PXcLv0eLljdX00UBhUkIHbpVPT0Idlq1bPZB5jf4t3/vsWK92NdZfVda3ZvnNU+w1zsnwuCrUdaO+/g7YhcV15yPasZFPJanQ9SF3le5R65lJrDCLiGQGA347OOzQMF46u4mWrMcagoTBkd4IhK541djyDUGYWO+xhTe/ti1XUrthCuGZ7fLkOvTZAeFkE3VYYelOo5JiFrAlEy1ur60JYtsPW0AjGrp7M0KFHkpk5lBEjjsEK57EiuE90vbs01O67crvdhMNhRowYwfLly9F1nXA4tbICA9WudFtNLFvVdVmqQ/Qe21EtTs7vz2zbkSYbaSgUkTmPA0lsP8v+7j3OTmWrHZrz2NgFHnpnSk18vUJdw20a8cCpsjHzWJDtISfD3ceZx57JmseC0p0zj7Hbk7uttlC22oHg0ev7D8sGb4aELraOUoR9ClexgVZciKG2MHFUAE9WKb6sUTjo+C0vAAdOeYB9Tn0Ebege0bFF6lmyZDYbVmZTHzqFQNiOZx6VkY1m1VPkqY6/B80xUBGFbYXQdRf77/8LilzRADWMKynz6HEb8ekMZVUBAFYFxxBw8gAoLBzLvvv+FCeSxXprVLufb6pqNXj8+c9/zvz58znmmGO45JJLmDJlCk8//TSXX365dFtNEbu0zqMs1SH6iGWrlMs8RueEyO9IuonPeUytw1F0kb2L3VY/W17Ge19s7s4hpb3YhepY5rHtOY+x4LFpzmNvlJQ3nQ8RzTw2XlSqrguhATmZbrIz3NT602/OY6QxoGs98xjdb5rWtW6rWT4Xjm4TMq2kzKFyFI7LwVVgoOXk4Hbn4HYZmLrOYLWCgO0j0FgZkjVkNJmTj0DLzoyOOeJn06b3qZv3LtbCrwiGLHzxjqnR8eyZ+V38IrVhegCFEwlhGC6GDZtKtpONAsK6CyOhYY7XZRII2SilqKiOBo9f7jaa+Sc1sGbNazhO9D7/0HzsgvSa55io1YY5kyZN4tZbbwXgpJNOIisri9mzZ7Nw4UJOOumkXhug6LrkpTo698fQUU1fllK2KnqT7TjxK4KpoqWGAiL1xec8yvffgLCr2Zt5X2+lpj7M9yYO7c5hpbXOZR6jP3Wtqdtqb5atxjOPCXMeczLdmIZOToYrPgeyLzTNeeze520189gYQMfnPOrN90VHy1YdPNiaA7aVsC24bD96QMNxDNzuHAAytSA+J8LimgPYu/H7eduqufDdh5Qe8hsoHB6ft2jWbcDdsIiAOZj87GjjmlDJqWhOhG/Du1EUW+fRjHZIdaxox9SamtV4Q1VoQFh3Yya8h6ElmQQ+t1hfVkdZlR/T0Dh/xL+osD7H75/AihX/YOPGtxl29GgOq1oMXNmhzznVtJp5vOiii3jjjTf4/e9/z9q1aznuuOOYO3cukydPprCwsDfHKLpoV8pWm+Y8xhrmdOfIhGhdKgZijiPdVtORLNUxsMTnPHaxisCynC4FM30ZdPS1eOaxU2WrjaWr9E7ZamIlltulxwOqqvoQeY1BSU6mu2/XeeypzKPdSvC4U8Mco6U5j45C60DwaCsPlmEnBY9KKTIb6tBX6hCy4sFjfv7eGLrGioa94pUhG1a9wbcfv4vz3beNr9s4bzEURKOBQMjCG1tKy/ASHPpDNMMbfw+ar4iShiIy3EX4/eV88slN7HC2E8kexHZVgJFQtnrQ3iWYhs7HX2+jvCpAcZ4PT4WNud3CjgRxnOhyHRoRrIT8nIWDIn3+jrQ75/Gggw7innvu4Y033mDUqFH85je/4fzzz++NsYldZO9C8LjzUh1y5V30FsuOZh5T6ZiTbqvpSRrmDCzxdR67GJFYtup01nLL9gau+r+PWbu1tkuvmeriS3XEylbb+PxiWbXYfMdoP4beyDwSfz23acTnQlfVhShICB7r/JE++66IWL075zGWfXXHGuZoWovdVtvLPLpdOkE9l83j90OfeW78dqWgatMZDN02DZVRgseTh89XyG6jZqLrGiXuCgKh6H4wTA+2piASaXzd6E/NUuB2EQhZ+NzJhZYus+kigDXqOCbsdjVDhhwe39Z16GS23XgvFZFBSWWrmV4XE0YX8emyMrZsb6Akz4erSmHusLHDQWw7hIFJwd9W44nGstQT5oKcl3nD/V2bn0Uq6XAbILfbTUZGBpmZmVRVVfXkmEQ36c45j3LhXfSWVGtaoZSSOY9pKnaSKEs3DAy7us5jxHY6vW1tY4fOmhRbnqi7JM4n1FuYN5coMfMY/dk829WjY9y522pdU+YxO8ON7Sj8QavV5+lJPTfnseVuq5Gd5zy2kHnsyDqPmqaBazR+YxLKzInf7iiFaRu4bQ+4XZSUTOToox8ls3AChq5x6qCX45lH3XTh6IllrwqX4UN3NHC5CIZtfB4j6XUTg0djt2F4fnoWenFBvORV1wxsKwyopLJVgMPHl1IfiLB1h5+S/AwcXUd3NBw7hG2H0ZWBHojgqOhnU6lH50Zu1evb/CxSSbvB4+LFi/ntb3/L9773PebPn8/ll1/Oq6++2htjE7soqWy1kye2iUt16DLnUfSi2B+pVJn3GPvVSJVgV3RcMBQ9kUilLLjoGpWw3E5XAxLLdjq9rdWYTku1JmHdJWmKjN7292jsHj2eeeylOY+JZauNcx5DEZuGoEV+VmPmMSO6nl9fdVztqXUeY3+Hd+6bsXPw2NJ64NF1Htt/DcN7CAcv3oEz/3/x25RSFBa8RzBzKUmhm5FJpOBInq84L14ZohteHK1pqY68vNEcN+1p9vzRcPQDBwPg3TnzaDQFj64d77Lg5UNYtvSJeOaRj99ijzkXM8hdlpR5BBi/ewE5mdF5kiX5PpRukB3IIMNTHM08aiYaCtuIvmadFj0mDosMa//DSBGtNsz505/+xIsvvkggEODMM8/ktddeo7i4uDfHJnZRYhldV8tWY4vxyrmT6C2x4zZiOfg8fTyYDoj9UU21eZqifUFZqmPASAxCrC52HbGszmcemy6W2e08Mj3ZCYGZrmuoNj76xOk0sZ+9cW6SeD4UzTw6VDfOU401YsluDCZqG8IMLszs+UHtJBLPPHbz81qxv8c7d1uNHq9JS3U0a5hDu2WrANk+nRHrlqBW5sPk44DoRQUrbxkNoYymVHOjwMjL2GLPo7gx82iYnmjwmPB7q2kalO5FUI82r8rwtlC2GvvM1m2mfkkVHt8GVOnB0e231WJvVNh7Gxi6xja9ngAWo5w8DF3n0LGD+O/CjZTk+1hvj2K/jQ7DRp7J5sAXRPQy6tWHfBPenfFArR49VsyOF3v2e62+k3nz5vGrX/2Kd999l8suu0wCxxSU2PK608Gjk7yeklx5F70lNu8oVYIxOz5e+R1JN01zHvt4IKLDvt1U3aWqhcTf365mbyJdyDwmXiwbiGIBh6FrGLrWduYx3m019lNrbFbmsKMm2CtjjGYebb5ZVwlAUW50rcGcjGjwWNdHy3XElp3o9sxjvIlUch+CeNbO1TjnsYWsseM47ZatAvi0z/hw/HIcqylra9kRIj4N19iWryB7PWb8+3n0AVdxxMnPwgFHA1Bd/R2fL7iLrcvGsL3hgOjj3S2Vrca6aevoloYTCZCdPZIDD7yKzLAPTLCUC9PQ+Zv3K/7i+yK+/bEHDuPAMcXsMSSXDfaeNKgCsG2GDz+akYVHEiKDLc5u0fFo0WPzgYxP49s/71nOb7Peafez6a9aDR7/9re/MW3aNAzDaO0hop+LlapGv2B3cakOOXsSvcROsbLV2O9GV9eGE/1XrNuqfP+lhpr6EHf+/XMWryzv9La7UqkTsyuZx4F68Sl+obqxs3vHuq02lq02TqlZ8E0Z1/15AYFQz8w3bJrzGG3wUh+I8K/3VrPPyHxGD88DiJcx1jT0VdlqY8l1N1/ojwWliuTfi3jwaCRkHnf6E2g7Cr0DmUevx4vSwLKbLgBErCCOS8M1xNvyNm4jHjx6MvPJOOBA9MI8AAKBHWzdPJ/g/z4gsmkbAD7PzplHI/4eNJercc5iGI8nl9LSQ3BFtMbg0UDXIV95qdSbxleU5+MXs/Ylw2tSPnwIH56WwecbnyQSqcfx6tTtXog7O5pxPCwyjOFODiGtqbrgJc8KNuq1KduBNX1yqKKZ2Beey6XLUh0iZcSvxKdI5jGWKVVKgox0E5SGOSkltmh47GdnJAZvXW+Y0/luq7GLTqlysay7xT4vo7Fste2GOdGfsWRW9PGwrdJPxHJoCPRM1i+xEsvtigYdug4Xz9gnnlnL8plopOGcx8SLKgm/I+HG49Xtiq3z2MKcxw6Wrfq80TJfy25assa2AhiWg17T8uw6n9uIz0nfsfVjvnv+bFjzGQBKWSjHwVX/LZ7AlwAsLSzjV1lvxYO1xIY5yjTRVTR4DAR2UF7+BXYkCAbYysQybT5wradGC2LR/Pd0Ss4b7GW8QX39Vj7++HqWbp3LoKNXMn7YIgDylJfDwyMIYeEn+Rht0PomU72rJHhMY7E/gC6j88Fj8lIdWspeHRGpxXGajrRUOZlKXk81NcYs2uco1ZR5lKtnKcFqZU26zmwLu7DOo+0kTRfp2DYDfM5jrMpJjwaPbS7V0eKcRxXP9sW6I3e3xKU6PI1lmuceO4aCnKasmKHrZPpc1PZB2aqjmtYZ7qluq5AcSMaO11jmsaXOt46j4vuqLRneTJQB4YRAyrKCeOosWNLyNl63Gb9IVF21jOUrFhBZtLjxdSPg2Oh2BEtFj43nB31Dhe6PB2uJcx7xFlPkH0Shdw927PiahQvvJJSXS03+GCLKpMFsGlesBDWRu9bGtc7G9tdFG+YYbnQVwWlsK7PI3MJWow6AqsbOqwdYgxnkZKGp9j+f/qjVhjki9cW+TNxdyDwmts+Olq12+/CEaCYx+EqZOY8JJ5qWrXDJt2paCDeeiEYXIpfgMRXEfhe7EvxZCX8ju7K/lVJYlhNfr7CjUq3SoruphIY5LS00n/TYZnMeo+cqseVOgj0VPDoKrXGMh+9bSn62h8njS5s9LifTTV0flK0mlly39PlV1YWoqgux+5CcZve1JzF4tJOCx+Ruq4auoYj+HsQCRttReDuQeczMyOKL7BHsP+37FDbe5vUNxb3kbPTRRS1u4/UY8aU6DCMaxMfmTDpOBM1x0JVGWIuNL/pzhxYgS7mj3VYj0XmcL68uYETeD9lrzHFsdlYC4LnoJ3y+zI/131X4XU37tFIPUGRn8KW5jcXmVs4L7oseAHMb2EE/mF7YtAPfX+swjo1u86JnBTt0f3R7LchQcvi1/9B2P5f+TDKPaSxetmoaXS9bjXdblZMn0fMSS8dSJfOYmGlIlYBXtC82n8brMeTiWYrYlcxj0pzHrmzfWDXR6aU6YnMerYH5N9ZJzDxq7TXM2WnOY2OZa2yNzFAXypU7OsbY3L2iXB9H7j+kxYxaptekIdj7mcfETqgtXfh4/ZP1PPzCV1187sQLusllqy5TT5p/uvPrJ35ubcnLGUxFeDJBmgJFhcK0QTNbaZjjbmqYoxkeNA1sK1r2qutuPHomutIIEV1CZU8nnyIng2FONhANemPzOD/8rob/jjkAY48RTes8Kgfs6LqMda7oPv1+cCxDGrdfapbznnsdNXoQZRgYSsNxwjhOBMPW0C2F1bhUR7UeZG+7iDNDYylRGQSxqCdMlRagASlbFf1MPPNo6p2+Epv4ha7p0m1Q9I6WJuT3d93RaEP0P7ET0QyPKXMeU8Sula3u2pzH2GvajurUxVZrF+c87qgJsmhF5xsE9RfxpTr0lufNJWo257GxH0NNQzRo6LGy1Q6WX5pdmCLUHaykzGPz+4MRi1p/uEvfY4kZcWunzKMrYf3DWJCY+PqOozrUbTU/byhHr42Q9+578dvq69bgHf4BHvV19P+1MBv0mvicQ6/bIBCK7m9Dd4MWnbMIMGzYVI476SFKf5ZFXU4WALf6j+KP9cdiNIY9pqmx9ohyltjl5EW+4UDnJ3z03s/iwaP6vz9w0Lxro69tRI+voyK7kaWijZE26dEy1M/NbShDJyPooTBjT2w7jO7ogMIxXDgo6rQQw+1cTgntxSAni0WuLfws5z9cnv0mH7nXt/v59EcSPKaxWAmg29Q7XYaTOLdAMo+it1it/KHqzxL/IKfKmEX7Yle1fR6XlK2miFgA2JUT+MSS+a5snxj8deZwiXeXtrsW+HywZDOPvfxNyv6Njn3ssbLVzmQeNS26r2obotmbnsw8dqTxi95O2W1PSQoeWzgOohc0wN+FbrTJmcfkOY8uV0Lw2LhPds48duRzM3WNvQMr8a79Mn6bv2ETdYUbMYzokiiLzC1cl/Uu//F8C0Qb5li2g2U76Ia3MXhM2P8uL86gA6l28vG4DQxd57/uNXxpRruvhn0WFWPquNs3H7cVxrs4TGTj5uh8ScBZU4NTGx37cJXD98K7sc6o5rvG8dRr0UC1RguxzdmDjIrR7D/kfPba6xwKzJHscIay0j6QOi2EAvKUh0otQLnWQJneEB9mjdbUJCiVyOycNNZUthptLd0ZTfMQGuc8pugfJpFa7FQsW01smDNA2+2no9h8mgxPtEGGozp2FV30nXj2rytzHndxncedM5cdKdeLbrdrmcdwxIk3TDGN1Ds+k8pW2wm+EpcQi/7UqG0Ix2/vqTmP0f3Z/uPaK7vtKZF25jzGjs06f5gsn6tzz91W2WpC5jEW0Ce+vtPB3wPbquLzPZYxNmjE5zxaVpBwro4xqiQ69sZgrbwx8PK6o+FLMGxTOvxYjjv9Lcy8AgA2b/6QTV//hwmBY9lqlOL2VfGobxEfuzYyNTKSCVYpmUQziBlVbizNQHeicyWHDJlCXt6eaC8/gNO4VOF+ziAmBEu5Kuu/jLLzuSxQEB9HjR7E1najSithmGaw556nEVn1ARUqiyptMNWNwWGO4+GejE8oUD4ylYtCx4etKWr11AweJfOYxpoa5nR+zmPs4bG1lyR2FL3BSrj6nyoNJBJ/tywpb0wbsRK4DG/0ZEtKV/u/pjUTd3HO4y6W93XmWIm9VqSLF552pUlQf9DUnK8jcx6jPxPnPFbVNZ18h3so86gcOnThqL2GPz3Fsto+9mLHdkOgOzOPDm5X0zrw8bJV1fmLKKbhRmngqKYkh20HUB5wDYo2+alpXGMxttSF122wY/d63tPXoesmnjGjMUqioWd9/Wa2l32B/b+PCYQs9Fz42LURgEot2u00U3eRud1DsN7G0szoOo+ORUZGMYWF+0LEwTF1NA2CuoWDIl/5qNQDBLHIVNG/CzVaCCvfx7xTSnmv/I/U1KxBDc6jbkw22a4ahjrZ3FN/HOOtEgqUjyotQLneQInKJNfxtNi9NRVI8JjG7ITMY1fLVvXGpTqAlC2LEakjqXNpimQek5bqSJGAV7SvqWw1eoVbgsf+Lz7ncRcyh+2VTra6vdV26WDrr+s0275TrxubM5mi3z2xz8rQO7LOY6xslcafGtX1TcFjj3Vb7WDjF13XOr1US3dIypq3UrYKUBfofCfYNuc8mollq42vv3PmsQNBt8sVbYrjqKb9Z1tBXAEF1dHtYxm8HY1LXXg9JquPKuPp3C9pqNvEyrmn0vDJXxtf10K3Qpi1X5HprEeP9rjBRKeycfvtmQ0EcyNU2H5sdDSl4yiLmprVlG35FJSDo5uYhs6dmfOiWUPHR6UWwIvJ/fXT2N8aRI0WZIxnIVMz5xIOVTNv3rVsLyxjz6kL2NO1im2fzkctXk7g29UUBV1U6kHKdT8lTia5ykutlK2K/iaxbLWzVyV3LluFxvp1KdsSPWjnP06pICnzmKJX/0VzseAxw9sYPMrFs36vO9Z5jFbq7OI6kZ0IPnd1ncdY0Jmq861j5yma3v5SHfGKqIQOn8GEbGNPzXm0OxgE9Y85j83vjx2P9V1Yg9JqpWy1WfAYzzw2bRsNutt/DcNwowwN25MYeNp4y3UcVwSOIx5kVTVmIH1uAzOsc0j1MELhGr5dt4S8zaVkHvajaPDoAHqEoO2gsqLvYZSdx+bGRjefFW+CGhj1wiDqnR2464sY5tqLjRvfZevmTzhy1J5szvJiBDWq9SDDrBxyHQ9VriAKhYbG94PjUChWhZdiLtVhnB+ys9EV4ICBSVWwmlqXwe5+jcKQi7qsED8M7sdQO5uI5hCi89ng/kAyj2ksqdtqV8tWkzKP3To8IZpJ6raaIidDSXMeU3hNB0cpAl1oqJCummce+3I0oiNiv4tdqQCInRi7Xfoud6XsVNnqLs55jGVZU6VSY2exz8rQopnHDjXMafz/xIDONPSe67bawcxjn5WtJh17zY+D2DFW34VlRCKWHW96k/g6YcvG3VLwmPT3sGMNc1ymi7XeEWw6ZEb8ttLSWRQtPJ6anCMBODW0F2OtYjKUiULheBWW2yE74EE3PGiAHWt240TQHNAMDX9Yx24MHnez8whoEUJYVHuCZFZ4sINQGSlkefZp7L3/ZTiOheHy4Lnpd3y95ykYhkatFqKwVqPQb2Dj8Kp7FXdnzGeok81uTh4aOsYmHRWKBrjOWwsxntcAgxotyN8PCzN4/0lkZ+QCMDFSyni7hIlWKYdawzq7S/oFCR7TWFPZalfWeUyYxK4l3yZET0nFhjlOmmQeP1tWxtWz5xPuoROwVBOKN8yRzGOqaMo8dr3bqsc0utZwx+pi5nEX5zzuSqluf2AnnWu0n3nUSOi22nhy4nbp5Ga6eizzqDqaeewXDXOa32/tQuYxYjl43dG5jUmVQREHt5kw57GF6U3KUehtpB4XmJv4efbr1JohKsJTMTPGJb4wGhpaY2OcsXYx1/mP4K76Y9HQqM+IBmr/KVyF31CN3Vaj39keTy5ZKhvNBH9Yw+XWyFAuzgyO5anaU/BgUu0JYnkcNhyyHctt8+U+E9DG747jWGiaiRbegW7XobwKx7EZ8cl6Rn2yidvqv8dWo561RjWVWoD3XesIuQx0pcUzLIblgAm2ZlKT7ybD8AIwptrHedv3pEoPYuPQQITVRiURUu9vrgSPacx2FJoGptH5q2GJXc2aWjB3+xCFSJKYuUuVQCypxX+KZEtbsr0mSCBk0RCU7CNE50+Zhh4vzZI5j/1fLIDr0lId8cyj0aV5a32WeYyVrabIxbadxafIxMpW25nzmLjeYuzCdl6mB4/b7Lluqx0tv2xn/D3FstqZ8xjrttrJrvsQPa5j1RdJZau2g2m2sFTHTpnHthKPBjq1Woh6I8ThW0KM+9+H8fvKt76KNvILMuyVWDh8aW6jqrHZDUCmy4y/Rp1hg0Z8jcYxY87iyDOuIv+nHhrCMLFsKH+qO4kMXJjohLCoN6PzP7eNqyGvqJJTcn7FW6/MIByuRQvbRG74NYdsfRI702bYVgtTGRQN253dnDwqtQAlTgZrzCqe8H1BTZaJJ+zCIBpM62EHDGjQ3Sw5pIAczYtyHKwvlpG1dju3Zn6IX4vwlauMm/4/e/8dKElWX4fjp3Lnfvm9yWlnc2LZXYJgWUBiWZYgQNgYLCxLtizZlkD2l6/0FQhZsrEkjH9gy0ZIli3JSFhGCBGXRSIsywaWzTnMzE5+My+/zl3p3t8fVbfqVnXFnjehR+/8MzM9XV256n7uOZ9zyt/3nFtHCZvF40UM4koGHClIvheL14fAyVY3B0+bONvgZ89HhXm8WNxWDbfnapN5dNA3bBRUKdJFcBMXJjwJ5xn0PGpKfo8AIDiAz1N8ej2PQ048+czlaDwvw2CPTFFI7xmk1PdgcJZx/lGrqNAU6ezJVjP3PA43cXGmSM95dGWrQzKPfvHIyVZNEpKtDq4/Te5bp45RTlsysJscROHks97/NdefQr++CkVsoSH08cnSA/g79TA+Xv4BnpIWsU+cwBXf2ApCKNoyARUlEOqvi2ozsCZ/DI2+jIIbt9SBif9deBL3qMcgCgIqC876yzMqyj+kIKfWYFk9iLYA+3QfxBBRsCTcfqiKSrGK8q7d+K5yGM/IS5ghZdSIs/wpbQv01k68euKf46qr/ik0MokX7WuxTHZjXexjjBQgiCJKM7NoLS9AtigqVPWWH8Wsx83i8SKGTQgkUYQk5u95ZPd/ULa6wRu4iU2EwDN3o2IAwQ80R5l5NExn2/tnSfo1atANG5oieT07m5NnFz78nMchikcu2mq4nMfhmEffbXW4+872pLqj+eyxQ8xjWs8jX4ww2Wq9rEJTxLMmWyUUGd1Wh+uXPVOwiQMBMVEdTLY6VM8jQTFKtmrZIbdVIbAuwJHQJvU8suKxJet4aeZ5HJg66m+zTGDvpcAlM2i4WYgzpITnpGXMSy2oqgilJ8OmFA8t6Hhe/gy2/+ynAQDPPffnePhvP4e1F16OSwomBOthfMN4EhIE/K16CA1Bx/+78mpMHnJsWAuTGkQ4stNLL30vrt3+PoASWJKEWQvYsS5henon+kuL+HPxUXdbyt72rxZrWJTnUCpux+7dt0M1NTSESUyTHi57eBk193vl2Tn0qYGtC44kly0/ilmPm26rFzFYxo4kOjmNeUKuCdeY7hnmYHPwtImzi5HseeRmVUZFahsFwz3eZ2v2ftTQN2wUNMl3m94sHi94+DmPwxd/2pBuqzzzl2ey9kxzHs0z6PO8EBDOeRyGeayXVdg2xWpzuMy8+546hb5h440vjzYvyRp2L6VsP+C8L/hx1UaASZbjJj7Ye3Uo5jFBtprmtprmUlsnTi9gSzIgUAkE/j1EYQJlAahUPGZuO6lBgog1oYf/XH0AR1+3BM0G7j50EqVuCXRy3Pm91jH05p+D0dmHuYkqiGDgZLGHgi2jRBW0BQOX0kkU1xWosgij7LinghIUi1MoyAVYoDAFGVaBQJioQ6vXsPDkY5iuUZycAXbaddSps/1moYf737wf68ansP/Fk9hzwy5QcxEloYtXdnZiou/0chZq4+gWBew5RYCqXzyPYtbjJvN4EYPJVoeZOSfU6Zd0ZKv+721iE2cTAdnqiMykXyxuq0yuusk8OtANCwVF4nq+N59/Fzp885j896HNua2ecc7juex59Arm0Xz2EN4wJ6VnkMT0PNbLKjR1eNnq9x47ie8+eiJ+vXmiOmK237IJvvfoCfyb378Xf/LN54fazjj4MTNipDcF+//2MD2PibLVCMMcbgPCTHEYBch4pbkdW2gFgAjKGcdQvQ1lRQK6lldcjZECJkgBq2IfC2IH5b4K+6SA1pqOtyi/jeWv/zoAp/dR7q+juH4nCAUOzomoKCVQSjFlFXC3egSPl05DMkQUJQWGIrjMI3Dq1P1YWnsGAiUwJRnPXNbGb77mNNSKw1LuaRdxtTWDV1jbUKYKJIhQtdN45+TnINg9HDjwRSg3lHDdtd9HAV0okooyFADOePqW6rV4w9I0KHWkqyKEkZStbjKPFzHsUPFo2xTcvZ4IQvyHwWZUxybOFdhASpaEkTGA4NnSUZ39B/zicbPn0cFgz+N53qBNpOJM3FaDOY/nUrbqMo9DPu882eqIPC/D8KI6xCxRHQgYsLCxSb2iYaXZH9owZ7XZh27GH788UR1R208pxSc+/xgOnmxAEIDFtV7E0sODsdaqHMM8up91emZmFtX7bYugECoeCaGwCQ0wj0Joko1Smimq41/3bgKlFH8ty7CLhve53KdQDhRhXC/CPnICxd0EdaphnBaxJHawInZR62uo/d8pABRUOIrVR1Vs+Uk3qsMigEQgSxR9DaibKk48eC+u2Gni2OUEd5UPQoCAf/7gTSiLNnq9LdhDqjh69FuommOYuOJaHMJeSKqJcasISdEgShImOjZeEp3zJ0DAv2/fioePfwfagzLoVS1gugyh2wc1KUwZeLKwDEFsY5ZUAADbdl8BYZ/oHa9/2b0R20gt8/m4ULDJPF7E4GWr7N9Zwc8YsT83ozo2cbbBBlKaIo0M88jPNI90z6O12fPIo2/a0FR5qOfnJs4P2ETOUIY3rHiUh815DLpMZl4v8XsWh3nHsvWOklnXD56Yx+e+9QKAoGw1LSeRUlde6IKNTWplFZoiD9XzaNkEjbaBnm7FTpzlYh4jtt+0CA6ebOBNN+3ANXsnN7w1wA4wj/HFIwXQzZnlG+x5DE508IY5nsLNKx6dzzO1SgnAU9q1OHb5q7yP9tZ/GTj0CrSkndhxoIVfuqcMmQi4xB6HAAEUQL3vyEbHKhoECCDUdtdtQSAAkQVQmcBSBdTFIpRCEVvmdYBSzKGC6/ZN4uWXzABSAfeU78BlN30IilKGND0D9SP/DqfV/Xj7iRb2LDjGkXKxBNLrY15seW1cO0kdRaJCnhdB+07x2/vEnZAfFWDJBM9oa2gJflEsqSpEyeftXmltx47N4nETFxJ4t1Ugn6SOyVYBv8dghN5NmxhRsGu0oMoj0/MYMPkZ4ZuEDZw2ex4d6Ix5jJBjbeLChGeYM4xs1X1fypI41H1scoY3wzCP4b9nxSgyj08dXsWjB5YAcP4KgsMqpjGPQoB5dP7kZat5C/D1tu65Oax3jMjvkIxRHXFuq+y8TtQKUBVpw9UdJseaR/c8EpQLTsHS6kbvYxQYw6i58n12fzFnbiXKbdW9DHk5chL+oPgwfr3yXTTtl0OpvI7bKVdiKwIFUcUl+2+AIIp4X/8avLN/OQBg3Chg/qZVtP5hC4AIQpztqlS2oWqVQGUJX9LHsbxjDJOkhPLsFuxrlzCzDszQEj74nuuwdFkTP9xzDM9s2wX7hj2O26ooQ+wehkabIBJFQXGKVKVQwiuak/gP7dd7kxhPyAt4cmvPeU+wwtkwQSVgrahgbUxElaqBfW6dOomVF58DAJwUm3hGWspyOi4obBaPFzE82aqUP6eMl61Ghb9uYhNnA+wlW9BGh3kM9DyOsmx10zAngL5hQ1OlATnWJi5c+LLV4XoeJSmd/Ypf93C9z/zk0zATZmxfR+V5CQB93fKKXWbkJwjORHfSOIMg3PMYdFulNP8xXG36/WaNdnTvGSEUUhbmUfDNCXlYXDuGJoues/VGwbKJn+kdwzzWK24sRo6+R3ZNKbIIWfaLR3aMo9xW2frZezFNtqpSCWtCHzevreA137gHVDdg2yZONP4YlbmnIZlLWNMsnJiVYBsG9FYTdarhNmMffnznLlx99QRWxzsQqOgxj9dd969x4z99J/D6CkprBXxs+VZcYU+hPD0DU6TYckr3ZKQvSWs4MLOMX9ryMXz3a3eg11sBPTwP8//9IPYKT4GIFCW5CAAY37cfO669CbvJmLf9Dyon8cNdLee6pMQpIC0bkIBnpqt4aZeKIlUC+2z1umidOgFiWfi6dgB/WHok8zm5ULBZPF7EOGPZqtfz6Hy2OXjaxNkGu0aLI8Q88gPNUTWtADYNc8LoGzYKfFTHCD3/CKV/Lyf7ztRtVRZFp+/uDGSvQE7DnDM0CRtFw5yebnmTVc44xfk8Paoj2PPo5TyWVRRUh1nLO/m12vKdLhvtOOYxW1RHnDmhXzyKDvM4ZCxLHCyLQpHEWLday6aolx32K1fx6J4jWRYhi2KEbNU30RBC+85nhSdhjBbQEQzMCkehNA4BlgVCdLTMg6BaBxAInis28C31EJZfeAYvPvcj/JfSg3i9sRtvvmo3XrlzC3qyBZsUAa5IsytXYh4342WVBmTbOceirKA3XcH2eQsl27learSAvmqh+LAM63jD+V7fgL1GQSCj3ing5dgBAFCKJciFYmD760RDW5VwxNiDm8Wfwsuu/tegygR+0P0J9BXn+BRo0F6mMD4JSin6jTXUSQENQR+5NIPzVjz+3u/9Hn7t134NAPDcc8/h3e9+N2677TZ85CMfgWU5muz5+Xm8//3vx5vf/Gb84i/+IjqdDgCg2Wzi53/+53H77bfj/e9/P5aWHMrXMAx8+MMfxu233453vvOdOHTo0PnZuQsEYbfVPMUj3yDuM48bv42b2AQPX7YqjcxgKOi2Oro3CZsNP1tZaaMEyyawbOIa5jifjdK5/cgf/RDfffTk+d6Mc44zzXmUGfM4RPHNT3bluVTC2Xl5cSYmQecLXd2CaTk9npSA81dI7jelYbdVUUClqLhFmXOj5n1+rfHMY5xsldBM0Rpx/hAWx8KpysYzj6ZNIEtiLGtuE4Kxils85ojr4BlGWRK8+8pIYh5Z8UizMY91qoECWBg7hsf2HQIsG7atg1QKMF5OMXbJdnz3VQWM0QIKYxMQen009RYWxI63vCAAf6t8HFt/7s8BAD/84W/jiS9+FQtHL8HMdAt/XnvMK84u3XYV9l52A15hbfPXL1B0iypAKS677L3YJ98EQQYIlVDWVVwhzjnH0TTQOH4ERrcT2H5blPBiZQfq9aswN/4yQJSxJkzjlmPL2D1vQ0XQqVKr1SGIEnprq87yIOggvxPu+cR5KR4feOAB/M3f/I337w9/+MP4jd/4DXzrW98CpRRf+MIXAAC/9Vu/hfe973246667cPXVV+Mzn/kMAODTn/40brzxRnzzm9/Ee97zHnz84x8HAHzuc59DsVjEN7/5Tfz6r/+6V5z+fYVtE0juTCqQt3jEQM/j38eZ7E2cW3iyVVUaGebRvliYR2uz55GBHQNNlbmex/jvf++xk3ju6Nq52LRUUEqxsNbD0vrGOjqOAti9OCzzKLkDcP638iwf3o5sy1HIbmvJcNs9eswjUzdYNglkAab3PNJAz+NYRcW2qTIAeMxjXsfV1abu9Tavx8lWM7utOucxvA82zzzKTs/jRo6nLJtAlh0Hz/DhcyZCcGayVUmELIvev6Nlq/76AP8YpB23GnG2y9AUEJGCEgLbNgEREKqAocjoSTbqRENhbBwKlTC1auNTpR/6ywtAuy7BHqsDAFrNo+gfPQhhbQ22QnC62Pd6FIu1MbyifhVEwdn2OnHMdlplBaAUhcIkNFMBZAHrlOJQvYau6Brx2DZWD70Ifd1/1tdpASIoHn/tVnyn+r/wwyd/F9qbr8L47CKm2xp+tfNjA/ssShIK9TH011ZwmTWJ9+hXBoygRgHnvHhcX1/Hpz71KfzCL/wCAODkyZPo9/u4/vrrAQDvete7cNddd8E0TTz00EO47bbbAp8DwN133423ve1tAIC3vvWtuOeee2CaJu6++268/e1vBwDcdNNNWFtbw/z8/DnewwsHNh1etsq7i/k9Pxu/jZvYBA/2ktVGkHmUJXG0ex4Z87hZPHrytWpR8eVYCYO9r913GPc+eWG8a0axmNgomJwUMi9smzjM4xAeAcAZyFZtgqLmMBN5J8wopSNpmMMcPw2LeD2PAMtJjF/OmdT2B9nvfeN+/Mo/uA6A49ANDCdbnawVUCsr8bLVDJETgF8oDcpW2TvCYR4pNvb+tCwCRYrOyWTvpHJBhiyJaA0hW1Vc2artyVadY6wGDHOCz0mSsXjcQWq4zdgH2ZZABOIxj2JPh3pCwsr8EraeNlGnBaiVKjRZw9SqjYprQjNDytjbGceP089g7a8/4LDZlgFJX8YcHgQkipKsBdZpdNponjwOwJHNli0FhqoAhOLQoS9jvX8UggKcLAn4s9efwjPyIgBA0goQBBFm35+YqxENomDiTTu/AlgNrDUPovzyPl62/UfOMnKw35GhODEFSStgjz2Gd+iXeVmQo4JzXjx+7GMfw6/8yq+gVnOsaRcXFzE9Pe39//T0NBYWFrC2toZKpQJZlgOfh5eRZRmVSgWrq6uRv3X69OlztWsXHAZkqzkeVjRStjq6A+NNjAaYyZMijxbzKAjOC3aYcPILBR7zOKRs9d4nT+Huxy4OqeTxxTYAYNt02TPKSCpITItcMNcr245RkjFuFLxCasjeQUkUvfdd3gLUtIaTr1s2RdFlzfJeQzbxO6VGxTCHEOo9YwyTBFi91KgOQgM9j6yHEAC0IWWrq00d4zUN9YqWKFvNFNXhfiV8/tn1KHHbm5QrmRdMthrV8+itWxRRLSm5mEeLLx4jmUdfjunLVuH+mU22uoVU8dP9a1EgKmiBgsCdQG5rwLM19FdbqDcJxmgBgiCgWB/HrYsT+K32rQCAPWQM//T4DZhYO4HVI4cAm8C2DYhUgCUpoBJQlIN9it3lRawceA62oeNyewr/8slXQjk6jT3tK9Fun8TqeA/Cy1+PFWsGFR2e4Y0gCJALRVjdrvdb++0J/MuHrsRVf9sFOd0ACAVZbcOyFLSKOu4uHY/c7/qOXZi79oZMcugLEXL6VzYOf/VXf4UtW7bgVa96Fb70pS8BiC5IBCHacSvpIIsxPspxn8dhcrKS6/sbjenp6ob9liiJKEgiJsYdWUe9Xsr8+6omQ5JETE9XUa83AQBjY9mX38TG4O/b8VY1BbIsolbVYBM6EvtfKCiQRKfnRlHlc77NG7E+m1Cv2CBD/ub3n3wEtk3xnjddfsbbc76x3DoGWRJw7eVzePGYI1Gq1Qqxx8UmFIL7vDzfWHMNQGRF8rbnQtiucwGBkw1OTVVyDcwkWURBk1GvO7b84xNlVEtqylI+RI6FqVS1zMfcphSVsorF9R7KlezLAY5rKYOqKRtyns/2tcIXL7V6EaoqQ5ade6dS1kBo/HNf1WRIshT5/w3dlZoX1Vz7sN7RcfmeCaw2+1hZ70cuK0oiCoX0Z3u97rpyjpcxXit4ny+3nX2enCiDuHLJaq2IqbHi4I8MAUmWUNBkFAsKOn0rsJ0smqNeK6Be0WDa2d+rbLunJisoqDIkyTWAKTlM3sx0xfuttZ7l7pfznCTud+sJz00GAxaeqt6MLUoPU/vnoChFLNJ/gWPNR7FbreKfl/djz/hOlKCi8vLrcIkkoVDxx+oTSx0cgQQqmpgaL0IWHXdcKkroacBktYLpqr8NZWUXuiePQCU9TExPoV4r4BulN+Bjb9qH0/3/ismbb8bclT+FS37/f2DiMMH2S+qYhrN8a2oMZj94nUwXapDWBWzrzmFiyxvR/S8Pg768AH3KwqmxNqZrF9/z95wWj3feeSeWlpbwjne8A41GA91uF4IgYHl52fvO0tISZmZmMDExgXa7Ddu2IUmS9zkAzMzMYHl5GXNzc7AsC+12G2NjY5iZmcHS0hJ27doV+K08WFlpD2XTvRGYnq5iaam1Yb/X1y0okoiWO5hYXmmjXpBSlnLQ7ZoApVhaaqHtLr+y0kFRGs1ZklHERl8Po4BWqw9JEGAaTmDzKOx/q92HKAICgHZbP6fbvFHXSN/wB6GtjjHUb55e7kCWxZE4Z2l44egqtk6Wsb7WQbPhSJTW1rqx+2aYBO0hj9tGY9nd3k7X2Z60a+SbDx6FJAh40807z9UmnjX0dL8wOb3Q9HoJs6DbM0EpRc8dbC8sttAvZy8eOx0DiizCtAjW1uOvlTAsi0B22ZnllQ6WalrKEtw6+/7+Nlv9M77+zsU7h12fgHOOul0DAoClpRb6fROE0Nht6PVNUEIi/7/XcfoVl5bbmffBtGw02gZKioieImG50Ytc1jBtWBneR113GxaXWrC4a3F5xVEydFp9GG6Q/KmFJqhpDf7IEOi416xpWjBMK7CdjE3t9wwUVQkr69H7GIWlZed73XYfAEW35/zW8qqzP23ummPPyXX3Obm85rBznU76O/Hnal9D79JxzJ1+J1ZWupAkC3q7B6LKsA2CUreAzpKODnQ4gkmKVs//zf84cTeu2FbCxPOrWDrdQK24HyVhHT1zHV/bWsfPNAtY0v3vUyrCoiJOHz4OuzCGv5x5Agdfo2J+Txn64xbazTZWD/8ICkz0JKC3YmCJOMsbVEa32cHiYhOCIMAGwbemjuONe6p4xfqlUIpvhGn9EDZsHJqQINtC5P5TQnDyoQdQ3bIN9Z27M52PcwlRFBLJtHMqW/2TP/kTfP3rX8dXvvIV/PIv/zLe8IY34Hd+53egaRoeecTJOfnyl7+MW265BYqi4MYbb8Sdd94Z+BwAXve61+HLX/4yAKcgvfHGG6EoCl73utfhK1/5CgDg4YcfhqZp2Lp167ncxQsKhLi5VdKZRnWMnlX9JkYTtnvNKpJjCz4K15wjtRWdnscRbQzm3f+G6Xns6RY6fQvtrnlRyNuPL7SxY8Z5cQos/Dpmv2ziSO8uFNlgnp7Hbt/EV35wGD96fvFsb9Y5AS/VzStd9XoeY/rW0tdNvL67rMtS6oSwF9Theh75PsdR6XHt6/7zxbCIKwl1/s2iOuKeIZTGK9DYsc9jmLPacoq9iVoB9bKKVseIzOhksWdpCPf9MbB2Bl5ma2xgb7nlXrtRPaM2J5mtFJV8PY+2L0+VxcGcx6Sex6yGOQBQIypKhS7ectcPIByfx/Ly0zih/jm2Tx1AV+jjR8WFQJRFZ3kRjRNHvX8bko1uQYEtEAiE4BVv+Diu/tmr0Nxaxo89sRvv1INqGEEQUBifQG91BZRSnKw0ce3eu/HE9z7g7MPXvg37//f/oST1oSsCilzURn3Hbmy7+dXedShCwINbF3FwZxmwbHdCgMCifdy7X4WiRE8GCaIIalswuu3U43Mh4oLIefzkJz+J3/md38Htt9+OXq+HD3zAOYG/+Zu/iS984Qt4y1vegocffhgf+tCHAAAf/OAH8fjjj+OOO+7A5z//eXzsYx8DAPz0T/80DMPAHXfcgY9//OP4xCc+cb526YKAbTvUfZaenTAIpZ5RBLv3L4Ix4SYucFg2cXseXfnZCAyIWJ+mJIkjM4ALgw1kBAzX87jccNQJNqGeGcaootEx0OgY2DHrSI3SDMcsK5h9dr7hmcZk6Hl88NkFGBbZ0IHs+QR//+Xt+bRs6uU8AvmfPU7xGO22GQcv11Zzex5zr5Mrli+Q6y8N/PPBtII9j37URfSy/KR2GJ5hTo7n16ob0zFR1TBWUUEBNDuDxRXN2PMYn/Po9v+5hjkANjSuwzHMie55tLnew0pRQWdIwxxJ8nMe2bazQhjg3VbdP1nxmOG41WkBgtYAzKOwO2vo91fQlhagqhbWNBtfrR4OuJH2lpewfvggiO2c65qtoVmsQraLoO5nxsTrsdK7DDulRuQ6ixNTILYNq99HxVJhtGWQo04hJ3QMUEtAsSfi0pU5z5wHAGRNgyjJbswMgQABEiQctnfCEicBwwQp7MBXVt8OU7a9fskoKKUyTC72Y5RwTmWrPN71rnfhXe96FwDg8ssvxxe/+MWB72zbtg2f+9znBj4fGxvDZz/72YHPNU3D7/3e7238xo4o2GwZYx7zzKQSLoyXzbCMWojpJkYPNnFs6xVXbmZaJNCUfyGCGVPJQ4aLXwjQ3UFCuagMxTzyUrRW10S5MFrOcTyOLzoSI8Y8ho0gwgibSJxv+IY56dtzz5OnAGzsQPZ8gi/4chd/hKCgSJBZ32TenEebeIPprO9ado6KHvOY797jDbqsDVI9HFto4b988Un85s/chFoO2W5W8BJ5p3gEF9XhT9REMVZ8hFgYmuoa5uRhHpvOpNdErYCeW3Q2OwbGq0G2KGtUR1wsWjiqAwD0ITI9e7qF3/7Th/DeN+7HdZdMeZ+bNkVZkSINh3zDHL94JBmZVL54VGTRK/zZOWQuwcCg0yzbjCwutXWq4aS1jEcvOYxbO/OwKwrsqRKsyRU8/7qd0EtLAKf8LM/MoXX6JHqryyhPz6JKVHx730/iA7vfCLNAce9X/gn2ntyNvnoFTlx7Aj9QjuG1ZlCWX56eRXl6FqIkQevK0FUREhGxZcsrMXvfMmipAdESsaUzASWU00gsE/OP/AjVrdtQ37EbMpVxWpkCmZ0GTAsQFUyVC3jvQz0U3hR/DymlMtqLpwbyS0cBFwTzuImzA0IpJInPeczhthqI6nB/7+IYX2ziAobvtuoWjyNQjPGTNKMqW2WD1lpZ9TLY8oAxj4Bv0DCqOL7gzD6Hi8c4KR0bYA0T8H42wLYjrXg8ttDC0dMtqLI41ED2QoRl06HdUi079L7My1xaNLds1c+1lQP/zr5OEvn3M8HRhRbWWjpWmv30Lw8Bnnk0LDtQKEoh6WMYScwjax3Ixzw6+zhe1VB3C+WorEc7M/MYHfPCR3VoZyBbffzAMhbWeji6EOyhs1y3VSfnMYZ5lERUSgoogr2ySfCKRzf/lBXBfcN2JkwlPucxVDzmkq1q6BWde8C2+iDEyXlESURPJCiF2LvC2DgkRUVn0UlTqBINRpnALhZBYaHXWYT10ksQBBOtkg0Tg/eGKEkQXVMfhYqwJKd4VKQSZINAEAkeESTMTw1uvygrkDUNjeNHQWwbMhXR3CVDfP9rIO7ZjuLtOzFVWsaeVSfDMQ5KqQxiWSBmdjb4QsFm8XgRw3YlgHJMcG0SCDcT4ktJRnNgvInRAXsJyh7zeOEPam2bei/S0ZWtOttdLSpucHe+/VgJFI+j9yLkcWyxjcmahkrRGbDEsQkMFxzzyOIqUp73P3jiFGRJxMsvm7lomEfLJtBcFm+4nkdxQ3oe88pWC0PmPPLF5kb13HZc18yzZRzY43oeTYs4E9Uh2WrcumkC8wgABVXK3fNYKSpQFQn1ilM8RsV1OMxj+u9li+oYXrb6kNubzM4R//uyLEIUBwtvNgkiiwJqpfh9jAK7pmSXeWSTuX3dRkGVAmxZOA/X63nMUHTfbG3F5Ued5y0xe07OY6sPLOzA1mcWUKJBkaQgiihPz6K7sgxiWdhnjOMNz92L1jfeCnttHSAUcu8IxtUVmIqAUozIsnH8CFYPvoAJq4ha24YhmTh27DvokHWIEsF9V9j42hVHI5cd270XtqGjNX8cMhVx/fhjKKz/AOLWGVT2v4BtxQXQlItGq9VRndsKOoLMzHmTrW7i7IPNlg0zk0oDslX/s01s4myCFWIe83iBDMiTQKifpzq6xaMz4KqWnBe4bhCUCtnnFpfWeyhqMnq6NfrM42IbO2Z8a/U4EwwGy7rAikev5zF5e3747GnccOkUJmraRdTzSFEqONfhMD2PgVzkvDmPXOGatfBi56gwZM4jL1vdqP5wFqVxtlQU/VDPI8/qpU3UpMn7NEWCkbPnccJ1t62XnT+jmEenwE1/HsY9K9j+yKIASRiOeez2TTx9eAXAIHNoWgSKJCT3PEoC5molAMDplS62T6fH0gWZR9G7xnqG5Zk8MXg9j55sNVvOIwBcY83i+ZNl0KIAWhChqlVUloroCVtRXu2hSCcGlinPzqG/vgqr38MreztAHz+FNX0RdrMJUAKBCCCiBEMRYvsOjXYb/fVVvI1cgWNfKWCLsAuLlKJ/zR60Z1+DukWg2NFtM4WxCRTHJ9E4ehi/sHID9n3lD2HYj0L8lbfBOt2BLtVwfLKBGWkFl9mTkb+h1erQavXU43MhYpN5vIjhyFaFVClI3LJsJmnTbXUT5woWIZA45nEUgs5tm0B0mcdRla2ywGqWa5e373Gl0cfuOTcHa0jm8YfPnvZkZOcLhmnj1ErHk6wCg4OiMMwLtHhMuncIoej0LWydLEOVRTfn88LY/jMBz/7lZh6J67Y6hDs54Bx31vOYtV/yjHseuWtuoyT+bTeO4WyZlQVlqyHDHOHMmEctN/PYx6Sbx6jIIsoFOZKVszlH2CT4rHXwc4vveWTMY87nxWMHlmHZFKosDpjeMK+AqJ5HpiKRRBFzE07xOL+SzaSF73mUJX9ytG/Y3oQHgxgaJ7LtEDIcOAsEz45dg6Pjl8LeuQ87d/4E9h1/C+bJDlwhbMG/7N04sIxWG8PWm14NtVKFKAqgggwiENiWDhACATI6IkG/EHRL5aEUS7D0PkQQ3KvdjNJN/xgQBGhvfytal/8Y3rpio67Hey6M790P2zJRbq9B6Aqgp1qwvvsgWn+2AFOSsVTpoy0kT6ZSSkGs0TOZ2yweL2LY4ZnUHC8Xws8GpvT8bGITGwXbdqM6Roh5ZFEdkiSMRLEbBTZoZcwjb2qRBcuNPrZMlqCpEppDMI+6aeOPvvos7n3qVO5lNwIHTzTwp998Dv/nOwdAKbBzli8ekyfPeNnqhfCMzGKY4w0oAz1YF/69lgQWe8HYvzPuecwpJePdVvP2PKqKBAH5C0AmTVbljZPMt11JZF7DoKzo67Z3T5leVEe2nkeSgXnM2vNICMVKo4+JasH7rF7R0GhHyVazyS/jZLd8zyObYMg7QffQ84uYrGnYu7WGTsjR2rQc2aoQEdXhOb2KAjRVwlS9gPnlfMWjLAmQZd9ttR/BPPrnzvm3x3hmOG4vSWv49hsXsTD9doyNXQIAEEwLUEQUZA1jtDCwjCAIEAQBlBA8VDqBb72+DlMWIBJgtnwlSqqAp4UOhMos6mRweQCQi0UAwKOVw3jop1ro7FEAUYBkrgLNA6AihSDFm79p1Rq2XH8j7ttn4vsvmwG1CGCagESwohg4MiWhEFO4Mpx67EdYeu6p1GN0oWGzeLyI4Rl5DCHDoZzGP2zBvIlNnC3YthOYzYrHUWBDfLdVcSSiRaLAZsGZu2KeQqLbN9HVLUzVi6iVFLSHYB7ZTPowZj0bgXufmsc9T5zCPU/MQ5ZE7N3qS4nS+rAY+0NxYTDlrJhNmiz0B7Nc7twI9BcnwYu9OOOex3wFIMMwPY88I6XIYm7TG1/2Km2YYY4nWz1L13JXt7xJKtOyA/2EWXoek4isgiplLsoOnFhH37Bx6c4x77N6WUUjQraa1W3Vj0ULngs+a5G92/LIVjt9E88cXsVNl89Gxm1YNnFiZiJlq/5EEQBsmSzj1Eo303pNm0CRHSMeWRRDzGOweBRC545NAKQdN0oINCJBkghe9czjUB9+Ai+88H9wcvZb2FpexIvFJp6SonNo9VYTx+77HgqNDkxZBhUEaEIFN7/j32Pb++oYW5PwgfnrMUvLkcsrRYeJNawO6tsPYeHpjwOmBePf/wG0R78GU6LQhGTn8MLYBA6MreDJvXXAtkENE4JMcbzYx4tbpVjWk0HWCiMZ17FZPF7EYM6Vw8ykOpbYQdnqhTCrvomLGzahAdnqqDCPo+62qns9j07xmId5ZE6rU/UCqiV1qJ5HNmAdJiZkI2BYBNNjBfzRh2/F73/otQGrfjE0ox4Gb1RyIVyvHvOY8Lzns998A4/RLh7ZfnsF3FA5j/5ka97oC9OiuaM6vF44V20xrGFOQZU3LKrjbPc89nTLe84YpsM8SiHm8Ux6HrMyjw8/vwRFFnHNXr+fbqyiYj2KecwYbRHPPPoMnigIUGUx1wTdi8fXYROK6/dPoVxU0OlHGea4PY9xhjnuO3XLZAmnV7uZrlHTzY8EAFkeTraadNy6K0s4+oPvQu7okKgJ4DR6jaNot+fRV7oQoeOh+gqek5cjl1dKZYAC5bUOukoZslUFbBNUVHFC/klMSLPQaPz7SC6WIBeKUKgIGAA9qYMaBkSbwhJVKMtFvHZlV+pxuuHFDqT2LpjyNKAb0KdejUe71wGUooTk4lMplWH2eiNnmrNZPF7EYIyIJOWfSeWlJF5Ux2bxuImzDDaA86M6LvwHqlPwjrrbqls8ug6jeYo4r3gcK6BaVIbqeWSDoTxmFxsJlicqiaJXfDCk9WEF+87O//m3MvQ8BnqwWO7ciMtWWcHhua3mlZ2S4d1WKXV6RlmkQdZ3JRvYS64s0LRz9jwy5lHbeObxbLmt9g0LJU1y3TtJoDBL73mkG9LzSCjFIy8u4pq9k4EiqF7W0OgYAxPl/HgoCd5EPQ0XjxQC/P1TFSlXPE7XfT7WKyrKBYd5ZNvoXHvUv/biDHPcbds6VYZpkUA2bxyc56JbPIqObJVSGilb9dqbSNBtNckwRymWQCkBmm0IlGC58jxOd5+HbRsgV9SwOnkcT16hxbJ3oiShMD6BwlobL05fD/0n/wKtrRK+9Rf/AEs/WAYdE/DZPT+KzSiXFAU7Xvla9CarsGQR4+0qytIkynoRtqSCdBVsM2qpx2l63YRKKjD3XgLaN0C0Et5t6Hj1S9JAzEgYxckpTOzb7xyHEcJm8XgRIyxbzTMz6eQpOX/3ex43fBM3sYkAbNcwh812btSA6GzCdmfOHbfV0bxJ2Cx4hbmt5igkfOax6DCPveFlq+eLeeQHSWGkua0GmMcLgL3L4rbqRwf4PVijzjyyffINc/Ldi6zfehh3co9BlJ2eydyyVdF55plWfqks4DCPGzFxQSn17sW8xXdWdHULRU2GKoswTeL0E4ajOmJ7HpHCPIqZniEvzTex3jbw8sumA59XSk5UUZgVzCpbjWUe3fea4BWPYq77je1TQZVRLsqwCfU+4yXoQlRUR7h4nHQknPMZpKuB4lH2I9+cqI4Q8+g+PlnhzIrIpKJbLpYgyjJoswMiKaCC4BSOxIAkC2hrjgKkmBAMUZqchmSYGNcBXRZBiA6juw5hfRUQCboFCgHJ504RJBAIEKgEwQYEUFSlJdw7JqFRSDdxI5IIuUBA//HNUH7ildBuMlHrm3jjyUtRo1risoXaGOo7dkOURiv8YrN4vIhhE+IYeQwxk7opW93E+QCzyx8lwxziMY9CbpONCwWOU6SIgjvwzidb7UFTJZQLMqolBc2Imfs0tPuseDw/xy+xeExhQ8wLjHn0ch4Tih8/+030TF4uluKRDWrz9B8zsx2eecwj2+QjDcQI9id2m0mw5zHv9ePLVqUNUT10+5a332er57Gv2yhqMmRZhGHZgaiOLLLVpEGrpsiZZKsPP78IWRJw3b6pwOf++v1jSSlN7bUMLx9+Ddg2hSz5P6DKUi7ZKusFLygSygVngo9lPfIqAqfnMbgsnzEJAFumnD6/UxkcVy2bKx4l3+Sob9heNilD+Dnp5TwmHDhBEKBVaqDNNl774iTKXRvE0mH3O1DnBVT7uzGzZMVGbQBAcWIKKpVwx9PzmPz2P0Lz4EOAraOMeciyCVVRE/excfwILn16EVsXDTSLHbR787BgwSxSPPCGFRyor6QcJQCSjBmhhVrjLkj7t6A89iAKYh+Q4p1aRx2bxeNFCuI+8II9j/miOthynmz1/I+LNnGRg9nlj5psVXTl4aPKPOqWDVWWPMlf1r4hAFhe72O6XoAgCKiWVNiEBoLAs+CCYB6lOObR+TMT83gBTHZkcVtlKhSeedQvgG0/E7B7z5OtDsEcBnMesx8Pk+tpk4Q8zKN/HhQpv2GOXzBLG/Ls4fuVz5ZsNcA82qGojpSJ7lTmUXV6HpMmryileOSFJVy1ewKlQpDtiVJpZTV+AfwCKnz+LdeMiSEv89g3LAiCs5xXPLoTbuzaU2TR63nk99+TRrvbXy4oqJdVz3H1yUPLOLHYjlxvoOfRfRB2+yYIpYOy1VBveNbjptXqsDsdXDU/iYIggNYKqCpzKM2Pgdp1yDZNNJ2RCwXM7rkCcy82YK+uw1iZBwgBlWUYIlCSkpk/YtmYXSd45V/VUe1NA5IE8Q234uj02zHRB8opslMAuESfwauebML6oxdgP/kszFUBrYqAH2w7nrrsqGKzeLxIwTcrDzOTuhnVsYnzARZ7MVqGOcSTrY4q82iYtsM8qvlt5JcbfUzVHctz5qLY6uUzzfF6Hs9j8ahuAPOYN7vtbMCTrRIa+8y2+Z7Hi0y2WhjCbZVnb4bxCGBFH5OtZjbMCbmt5s555A1zNmCircllHJ4NwxxKKXq6hYImQZUlmCYBjRhrJBvmxP++poigSH5vzC93sNLs44ZLpwf+j517nnVlj/QsYfdxUSOWK4lmUBUp17OCuZsKgoCyW/CyZ6Z37XGZ3vzqbY7dZtgyWcKplS4W1rr4/b9+Cl+9/0jkek17ULbKrpE4wxwmVyUkWLTGoTQ1g/E9l+BEtY7nxq4E2Xclrt7+XoytXw+9X8VHjNfjWms28Tfq23ehS5zORtPsAoRAJCZOFSmqYophTbEIAcAh7XLY19wOoVqC+o/eD6MNXLmKVMMbABDUAmBZwLoB/X9+Fb3HBRiKgIVKel/pqGKzeLxI4fVgBHIe88h4fJmGb5izoZu4iU0MwHLlPSMX1eE6xJ4tqdfZhmESqLLk9M0I+YrHlWbPC9pmLop5TXPOv9uqnd7zGGeYc4Eyj0D8IJzPndO86IDzv+1nAnbv5Y3LAIIM4DBKHXYN5JWtDrit5u7TDEZ1nOkE79kuHi2bwCYUJU+2SmBHMY8x+0FTmEdW0CSZ5qw0nSiOLVOD8Q1RrLM3EZ/HMCciqoMxdwCgyXmZR9u7rstFJltlval8z+Pg8Ysyrtk6Vcb8cgd//f2XYBOKtWZ0X1/QMMdZ3i8eQ1EdIWNFT7aacti0Wh31nXvw9ZtfxDN734hdu94EalogsggIIopyAXJKqTJPVvHwj1fQqGkoCCVs0/ajQk7iUUHBDfaWxGXlUgltycCx25ewMttymMfVJwHSRk/OVjw+e1kFX7y+D1An51ESDTw1ZsHQkiWzo4zN4vEiBc88CkK0hXPi8pwl9ibzuIkzxeFTzcDAJA62TUaQeXQGP7I0uoY5rOdREAQUVClz3qLDJNie/MtjHnPGdbCB0PlkHhU5uj8lNarDusCKR66YjZt88fqgRHHo0PILDWHmMc9kKc8AykMUjyZnWiINYZgjiY5bc97rx+T2mebc5ijw9+1GZtYurvdAKEXXlbN7slXLDritpvkz8EZ+UWAFVpLsnr2HWKYtD9bXxx9HNm5KKloZ4g1zQj2PipSrv5uPxvCZR7d4tPxr18vk5tbPT4wwbJkso2/YXu/nWkS2JeA8z+SMzGN4nJlH7msbBubaFm5YOIDiV/8O9z3zH6BPPodCZR1fqh5EG8nvE2mtiZ84MQ1RLGFMmsEr/uEvQ361jP0vjOGd+uWJyyrFEqhAMV1aBz35JdCVdfQ+8t8hGcuZi8fTWhtP7GeurAQqdDw8TUBS+i1HGZvF40WKcLOyKAq5WJHInsfN4nETQ+JTX3gC33jgaOr3LM58BrgwBuNpsAnLhxNBKB3J+0Q3bS+yQVOkzEUc7zIJ8MVjPuaRSbBG0TAnyDye/wKMv2fiJjN4xsvLebwAtv1McCZuqx4TO6RHABvAe31nOXsefdlqfsMcAcNnW4bR4pnHDXqOtXsmPvJHP8SDzyygrzv3eVFlxaMb1eE5uzt/JvY8JhQjWgbZfaPjFEr10uDAXhIjZKs5iiApY8+jpki57jfdla0CHPPYjzDMiWQe/QkKhq2TjmlOraTg1uu3Yb1lRB7zQM+jFCoetcHJNlH0Zb6+bDW9zFh+4Rm84UUKCYtY7xxEu3cKhPaxWrRxZ+kwqJB8LSqKCiJIkIQpiEIRdnEPnm39JLZr6esWZQX2WA26QLDr2Utx+foNIJKIoi1gy/3T2E6qqb8xvdzDa1/cgra2DRBLWN7yM+jYVRTsTcOcTYwYeNkqgNwB5oEHeoSOfhObyApm/85e2klgdvmC4Mi4RkW2yphH4Oy5FJ5NGJbtFRGakp155F0mAV62OhzzeCFGdQBIzO674JhHXrYac/+wz6VAz+P53/YzAe88CuSLmuBdT4dxJw/0TIpC5sKLPw/DuK3atsMMeUqNM3xeBmSrG/Qc6/ZN2ITipfkmuqx41GQostP3Ryj1jnla4e4wj0lRHVmYRxOa6puD8Yjyh8jauwckMI8WCfU85jfMYde16p5v9sz0DXMEr3jl1+8b5vjPtx2zVRRUCe++dR+2TJZAKEUjQhkU6Hl0t58928OyVQBB5jGjbBVwpat9QLSO46D1OGi1COmG0/jhli6IJKCQYJgDAKqswhA1nHzNr6J55RS++sf/APaijMPXr+EvtacTlxUEAeTKS3Fg0oQolLC9tw9EEiFChLxaQElIZx5Vi2K2K6N5+WWAAPQU4J8dAub6pfSdH1FsFo8XKUiIeczjAAe4PY8e87gpW/37jq/ddxj/7UtPDbWsbtqgyMZG8b0hw8i4zgf8PNXR6dMMg/U8Ar5jYRbwLpOAM3jTFCl/zyNzDnSZiHMN0443zAHcAUYc88hl810I1yvPfsaxb3zPo+hO1JwvyfBG3S8e8ziE2yov7RvGI8DveRTyRXVw52EYt1XTdtyp2f13psey2TU8WeRG9TyyfTyx1EbPKx4lj2klBFxUh2tWlNTzmLAuVtAk9Tw2u0Yk6wj40s7onseEFbPlYyTuFqEBN+dhojqYTFQQBJSLcqRsVYhYv9fzyBWvlaKC//rB1+K1127FeNXpV1+PkK5aXC84m6BoxchWAYcVzhPVwaBV6xCoAE0ah0F1AM47ta/IkCFCQTKDp0oaIACU2CDEBO12oJA++gUKOWVZANAECRQCbEkA7fagdtpobevg8O4+RCnDpIEkQxApjNvmUPjZ10ObOInasoQ3Ll2SuuyoYrN4HEGErZijwB5+Isc85st5pFzOo//ZJv5+4vCpFl44tjbUsozFSisoiOuWxl5yo8I8erLViH6ZUYHh9jwCTpZYVgaQd5lkqJaUXMyjw0xb3sDrXLOPlNJU5lGMCN9mMG3b2/YLwm2V73mMYd/4nkfAYTPOB/P47YeP45f/yw9wPCYqIA+ssGHOkD2PnnQxx/vO5O6DPD2PvkJIhDwU8xh0pz7j4rFjoFpSIQgb9xxjvxMsHmXPXZZQ6hU9aeZUlBuXRCFrz2NUvyMQJ1t1/kySyzLEbb9tE8/JFWBuq8PJVgGgUlA42aovfY6S2NuEQHT7EXmwa2a86kRZrDYHi0e+FzxsmFOMYx5DxWMW2apcLGK8V8D2FREm0UFbbeDENbh8vZSY8cigySrqLRtXPvL7OPHIX0CwTFTVFRgKEmM+GEqHTuL9j5ZR6NtArw+JWnhkm4ADtyx5+50EVVZRoCbGu9+HekkBmngIFARihn0fVVy8e3aRglCK//yXj+NP7nw+8Xv8Swlwex5zyHiCfQibstW/7+gbFjp9a6jBiVc8psQ38OYRgDOLfyEwOWmwbeLKVkXv3+cLDz2/OFTfncH1PKpqjuKRc5lkcIrH7MyjYRJYNsFYxRnEnOsCzNuHpOIxInybwbQIiprs/f18I2/PI8AMPM5t0f7Yi0v4P98+gL5h464H0/uh08BLR/OaV/GOlJ50MsfyJrfufMwjk606zGP+nkdn0oNN3pypYVerY6BSVDY0doj9Tqdv4fRqFwBQcA1zDFdp4MtW2TIJPY8JY3n/OMRve2LxGGWYw66NDIY5cbFozEWcQVWcTOCsx7hvWAGZbakgR8hWo3sewzEhYbDiMYp5NG2u55EZ5nTjmUdRGHRblbMwd7KCkqmiRFXQmoZpsgtoT4MSDaUMxZ+sFrC4LIIsHUKvuQgJGmxRgK4ImYrHOlExe6SC2VPjEPdsh/XW98BsXQJZF6FI6czl1eZW7DnZR+EvVqF/5UfQezKO7jLxxPjp1GVHFZvF44jh/qdO47mjazi+lDxTG5atyjlmQwEW1bHJPG7CAQt9zytHBJwXHwC0u2YiY+6/bNjLSjrjHp5zAadnx3dpPF+OqwtrXfzBl5/GQ88v5l6W5TwCDvOYuefR3VclwDyqua4TJr+aqDmDmHNdxHh9mzFuq4Db8xiX82hTz232QrheTYukSi/9osVlHnMyIWeKo6db+MOvPoPdW2q49fqt+NFzi1iNiQvICr94FCBJYq7iJ5jzOEzPo3sfuMXjMG6rwxnmOOeaDfDzyl7DaHVZ8bhxsUP88/DAiQYAoOT2PJqWE90RznmMO3UUyT2PcobCv5FQPMoR942dwzAntucxZJjDJuqysv19M8g8lnnmkZOtRvXrOux0/LZXSs5kwWpr8P4LRHWEDXOimEdR8JhafmIkDaIs4+jMHP6utB3yrqtxQ/UfAmQK2rEt+GT7J1KXF0QRy5IKC31QYkOkgEkbaJXFTG6poizDQBGH3vo+KO+5HfqNN2L3iT4EU8i2/aoKy9IhGDaMH7yAXlvFeoXCkEbbhCwJm8XjCKHbN/HFuw8C8A0m4hDO9snzQgPiojpyb/ImzjG6/eQCbVj03AIwrxEKAPTdwtMmNLEoCV+zw8zEnw/Y7sw5e8nkMerYSDCp1lor3ZgoDEe2yvU85pWt8sxjUfFmp7OAZTxOuFmRRsbCdaNgWOnMo5AQdWRZBAVFgiBcOG6rjAlNZR5F1qt6bmWr9z51CgDwyz91Ld7yyl2gFPj2wyfO6Df5ySdZzMc8hntABfj5eZmW566hpImGqG2WxKBBWJ7nt8No+QXvRhjmMOZxo3qP+ULsoFs8FlS/55HSiKiOxJzH+HVJKb2flk3Q7pmop8lWuX1nofeZch49t9Xg+q1QAad5Dsfp54sQCsMkAaYv0PNI/EkTb6I/JFtNKh5FQcB4VcN66L1BKIVl08ieR1URI4vpgGzVdQLOctwEQcDfXrmGB27cj2uv/SVQwwBVJZiQICR2ufp49pYu1mbnUCE17FC2gloHMNXdiq12uluqrlB0t3fw1MvbEIoKhKXHYIsmJEsK5HPG4VTdxJ/d3MWaqgOUQNIW8dgUzcSajio2i8cRwpfvPYxW18Sl2+vegyMOvsOW34iet+eR3TOsiNxkHi9s9HQL/+a/34dHXlja8N9mFutZshoHluWKgaTik5/9Bxz3uAuByXnuyCoOzTdi/9+2aUi2en7uEzbgiXLNSwJxe/6YYYymDGOYwxWPZYd5zPq86PQuEOZRSpCtJrmtutLBYZijswHTJr7jaA7m8Vwe975uoVJSUC+rmBor4sbLp/H9J056PXHDIMgeikP1PLLj4biTZ19+QLaa8drnGSm/bzGfyysz2wHyPXvufvzkANvLZKt5J5uTwP9OV7c8t1BVFmET59njMY9idPHFkNbzGFX88WCKiDTZKj9xkCeqI7bnkYSYxxzZquz9yfo5AZd57DHmkWO9I8ZqNqGBdUdhrKoNTDpaoUk1Jj9tdoxIySoQfE5ahHjO6Vkw07LxqvZpmJ/9L7h75T9B0hpo7T2O76iHMy3/uhMyxuVLMCNuxw3/8A4oYxSvP74PO0k9dVlFUSDIJraf/mvo//mPYHz7PlhSH5IhZmIee5KJg9sLaJXc66fUwsGxbP2Wo4rN4nFEYBOC7z16Eq++Zg5X7p5AT7cTdf3hB56UM+eRBqQk7mebteMFjU7PhGESnFrpbPhv99wXWB5GiYHJVgGglcCYhyc8hnEfPBv4/HcO4K/vPhT7/6xn53y7rbLjF1XgWzbBsYVW5HKs4DkT5lHhXrC756qwbIL7n8rW78HkVxOu69/5Kh6ZbDcKibJVV9qlujI8wLkmFtd7G7+xGWBxzGN8VEewH0mTxXMqW9VNOzAYvu3mnejpNu5/evgeIZ8FF3L3PFqh45Gnb9FZnjPMyZnzKHMGYUC+vllWGOSN6ujpFv73XS/ggWf8462bNgyLoFyUcxfPSWDHll2TBfdPhWPfwlEdiTmPST2PKcwjezbW4txWI2SveVxD/Z7D4OesyGfw43HS7zn2PORzFctFBbppw7RIYCIoav12Ss8jAExUNayGikevl9KbUHH+7OlWpGQVcFhGyjGPUkrRyuPK+T4ub2k4Ib4Ak+qQO8t4cZuNF6WVTMvrogiqTEBTp7FoXoMTvdshCQYcG75klCp1vDBpo/+kADK/ACpL2NGSsO/umUwRLRok/Phz0+hOXglSmMHhyV+AbIkokHTJ7Khis3gcEeiG0xuwY7rihcR2E2Zpw/bMeRzggGAY72ZUx2iAPeyTCrRhYNnEG9A0O0P0PJo88xi/PJ+1BmAo98GzgWbHwFJMIeA5xF4AbqtssLfeHiwe733yFP79nz2Mbn/wmcEGMIx5LCgSLJtmKoJ9sxl/MHHj5TO4ZFsdX/jeQU+SmgQW0zFR3Vjm8YmDy55MLgmZmEchfkBrWsQLeWcytIdfWMRH/uiHQ8m8zxSmRTwnxDjppXeviT7zeC5lq+Eerj1batgyWcKjLw6vmrC8d54IWRTz5TzaweORt+ePn0TJw9rZxB9ge8Vjjmceu/ayGMUEttf9Hq8KabvP5mpJze2RkAT2XNo1WwHgF5H8/Sa4f5XSeh5Tch7TmEc2+RkvWz2zqA5RECKdaq1QIcWetVnuOTb5GnRbdY5ht28GDHOiDHusFNkqAIxVHNkqP8YzQ8wjf75ii0fOldq2aSanUm87JQkFw8C8chLClgqK1zyDg5PI5LYKALogYWnbK7G2t4wn7vwf6Msq/vAVj2BZSJ/Eq0xM4Tt7DJgyhUAJiCxBJiJKXTUTc6oIEuq6BKtYhK1IqC0s4ZrDGuok+jq7GLBZPI4I2IBKVSWUi86DI6nv0ZPhcHKQfIY5FCJChjkjGEHw9wnsYZ9lwJ4H/ABjKOZRHxygRMFjHtlMvCQGMvTOBwihaHdNrDb1yIEZP0nDZpbPl2yVzfBHyVbnVzqwCY0szNgAxmMec8yKe3I92X/BioKAn77tMnT7Fr50z0upv9EJ9TxuVPH4xbsP4RsPHEn9njdISmAeE3semWyVY8pXmzpsQjf8XkwDix0peD2PcbLV4L3Gy1bbPRN/+NVnzuq260aQeQSA6/dP4cXj6+imtGTEIWiYk5N5JEFzD0kU8kV1BKI+8rmt8koLIJ/pjR3Oecy4LDs2geLRPd/lwgbLVt117Z6rAfAjHlTu/Idlq/E9j/SMmMeGO7FWK0cXJKzAC/Q8un/NwjwC0SoFO2yYk+MZy85RQeF7Hp3t5x3QWb8u4PdpOuumqXEZE1UNhkU8FQjAxc9wUm6GWNkqlyee1msZBpEkyFCdA04JBEGAkdEtFQAsQYRECIjeh2hSCJIJW8omHZUFEYAAUxMBamOqcRg/3EvR3pZNPaIJMkzFhnX1GNR3X4oaWcXsAzOYs9L7LUcVm8XjiIC92DVFQqXgPjh68cxj2G3VyXnMEdVBqTcbyH5jk3i8sMFYj6QCbRjwfUjD9TzystX0nkf2olMuAOax3TdBAVAAK41BNzr+PpM3QLY6v9xBI8IyPQvYepudweWX1/ux28bkiky2ySzhsziu8hljPHbMVPDGl2/H9x87ifnlZBl1p+f0QVXcAdFGMWB9w85UiLL9T+95jP4/j3lU/J5HpgrJ6lq7UbBdJjzVMCcUi+MY5jjbevBkAw8+u4ADJ9bP2naGZasA8LJLpmETiqdeWh3qNy3bKSxY7mG+nsfgdZy3zYPPeczFPHJyRnkI5tEKyVazmvzYHvPoP5uZAqBa2mC3VcY8zjkDaY955AyqfG+GZPWGY5iTwDymqD/Y5Gd8zmOCbDVj716U5NkKsXCqJ9nNUTyGojoAx6maNy2L8qdw2O0U5pHFdXDSVSs0MZiNeeTcVkk+2eq2/gRm1wlAAXlFQ+vUq1HRBZQyMo9jDRn7jz+GhefvggQKTWtAELO5rRrNJj54bwnbmwoAAkUwcdd+HY0d2YrHoiBDpgbGyFGIYy0otIE+ETP3e44iNovHEYHuzT5J3qxT0swwmzX1DACE/LJVL6oDm7LVUQAbwAwTp5GEQPE4VM+jM1CUJSGZeQxJrWU3RPp8osUVy1E9bEzeJAkb47b6mS8/jS98L76/Mgns+PX0waJpueFse2TxyJhH2e95BLIxgFaC5POW67aAAji2GN1rydDumygXlVzrzQLdtDMVb2ca1cEzj2wCp3eeike2L8UUwxze5RNwzj27DpjUNkr+vFHQDTuQWwcAe7fWUCspeOzAcNLVoPlMvvddlDt53qgOSRS8MPZ8PY9BWWCenkeLTVzkZC1ZkRklWy0XFbfncWOZx+0zFYiCgFKEbNUba6T2PCYzj55Tbkzh2+wY0BQpljmLlK3mMMxh2zAgWw0Z5mg5ojo82aoWNMwBnIk303U1dTJKg9sMuBMUqcyjo/rg+x69CRUxaJgDJBSPgZ7HfMxjnVQgExlCvYp6bxq6OQZqqShnLB7N1UlYJ+8BejpEQUVfAVQqeQq6JAiiiOpyCTsP10HVOtZe9y9QaZWg2OkZjwAwRyrYf8jA1H0mOt84jEVVxqNvPwkiXrxj5s3icUQQlK0yyUJ28xEn92o4wxw/5zH3Zm/iHIIVWu0Edm8YsAGGIotDu60WVMnJ/8tgmCPzstXzJAFlaHLFblTfo1/w+rP/ZzJj39MtLK53h1qWLxT480QpxZLLmkY9AwaYxxxOgFFuqwxMhrraTGZSOz0T5YLs29dvUPFomNmYR88wJyGqI6kg4Hse2T3IisesrrUbBbYv6bLVQRmd4T0/nGs+bN2/kehHMI+iKODaS6bw1EurQ7H3vCmJJIq5fiPs9Ox4BORbnjGHeSSvjmw11POYp3h0WaW8UR0+8zgoW60UlVymP6nrcn+nqEq4Zu8Edm9xGEjeoGogqmNI5lFwJ/Hizl2zY8RKVgF/sp1/74RVXGmIlq0G2T+271meT3qU2yo3BmTXniAIkcxtFuZx3GUe17isx7AHgRRgHqOLb17en8XllcfqeBH/V1FhzuzEdutaWHYFr7zrarzB3JNp+WZBQV9sAxQg+hpOl3UUSDbJqyjLsKHgpRtfj8Jv/DJWZQU7VwDVyrb9oiCgS2wo3Q6MhgFTFNCo21CEi7fEunj37CKD57ilSF6zdBLz6Dd5D9fzGJCtbhrm5MaplQ5+6dP3YGFtuEJgGHjM4wb3KrGB8Mx4cShWs29Y0FQJlaKSwjwGZavyBRB9wBueJBWPoui/uM+k4LVsklpsxYG/vxsca9TpW94AJKqwDTOPBVY85mDt5IjCq6jJKGlyavi7UzwqruxqY5hHQikMi+QqHofOebSZ26ovs/aYR3P46Ilh4DGPnttq3DYHc+dUxZmosQnx7tG1IeXTWWCYg8wjALxs/xR6uoUXj6/n/k2+t+tM3VbzGsyZNvGYtDyspTPADrqt5i16FZ55zGyYw5hH//rseD2PjtvqRuXV8hLpD77nOtzxqt0Agkw/K8z8nMR45jGthnNiWqKXb3SMWMkq28bw+sNjqTSEo1oIpQOFlNfzmOH95stW/UKIjQE7PRN93fJ+2+959Je3MjCA9YoKAcGM4HBftMgVp0UtwTDHPV5WBpdXHs/ONPC9Hy/h6mt/A4ItpWZ6hnHoygWcuORqACJmSBuku4JXrezItKwoy2jOdvHMVYsQ9OOw2ydhSja0jMWnKdr4i1sInq+uory6ihM7G5AsIfM1M4rYLB5HBPzsU1GTIQpCMvN4pm6rhC883c82i8fMOL3SRadv4aWTzXO2TjZwNMxsg+as6LkDjNnxEpodI/ckgs88Ksk9jyHpmCKd/55HVixXigqW1uN7Hh23VWa24G8zpRQ/fPZ0ZvMRy6ZYb0Wb86Qv6y/T4Poe+aI3WrYanNlmrNX3H58fyP6KW2dcv+BErZDOPPYtVIoKBEFwMybP/JyzfcpUANvpxWOWqA5FlmCaweLxnDOPdnbZaiA6gJPRsWt+/SwVj5RS75kQxpW7J6DKIh4/sJz7d1kRD7ACIp/xDFvOWz6PbNUiQxWetk18mf4wslV3ed9tNSPjSaKZx1JBdk1/NrLnMdhCw8Dfb2ys4TGPsYY5ycwjAMcpltv29bbutRw0O0ZsTAe//kjZasY6IDxRH1bUAPz9NlzPY0GTIQjAs0fXcO9Tp3DlrnEAnOw33POYsvGyJKJWVgPPe3ZP8L2a7FpNkv2yXc8il+VRsIBbVlpY/7OP4pD2KLTiPB5/9WHMi8ltDwzTXQG7raswoW7H3tt2Y/sSxWvXdmVaVpBkSKKFye6L6P37P4C9cgqWZEO1sslWZVHA/IyE5XEVSl/H6WlAMsTN4nET5x+eYY4qQRAElApyomFOuIcjjwMcELTE9qM6htr0v5dg5+v06rljHvlZzI00zWFuqTPjRdiEJkbERC5v2CioMipFJZG5tEPSMUU+/zmPra4BAcDuLdVk2aoY7bb68AtL+KOvPouHnl/MtD7bJqBAatEWvSzHPHKy1WXO6CfaMCdYPO2aq+INN2zDQ88v4lc/+wAeS4hP8KM6ol+SkzUNKynMY7tneg7SGxVWz4q2fD2PSYY5iJQiMndTFpfgM4/Zi9eNRJh5jCsmnKKD68HiJMNnW7ZqWgSUYkC26myHhC1T5aEyMnmGRRbzMo++YyWQLFOOW14egnl0jFTOQLZqhwxzMstWne3jr8+ebnlyyLzjhSzrChcwvEzcYx5TDXOSozoAp0jlWdO//M4BfOLzj4IQikbHiI3pABD5DGeFWJpjqbf+0LELG8EBnGFOpuLRed/yTL0oCCgXFDx5aAXVkop/cvvl3udAUPbLx8EkYayqBdQGPvPoL8smCZN6HtnxYpLqrCjYwGtOlLA83oNBl9FSmzi1tQsD2Z6htijBVAooa1vxwuLrcdx+GUwl27KCIOC5MYpGUwcVKYoWwY89NY25xVqm5VVBwq5TY5ioXIfO9BVYkV4JyRQzS51HEZvF44igH9K9V4pKNtmqmH82lFLHsY89o/2ex83qMStYtuH5kK0CGxvX4TOPRQDpjqvNjoF7npj3/t03LK/nMVNUB8c82oRGZhOeKzS7jpnL3HgJS+u9AdY1WrbqnAfTIvji3Qedv2csiNgLO03qGYU42eoyzzxG9TyyfmrFlz794zddhv/4869Evazi+9y5DINdc3GDk4l6IXFfKKXo9E3PAIJ3/TwTsALUJul5lZ7bakrPI404dszd1JOthg1zNlABkAVez6PLDMT1fvEun4Avo9Mt4qkDzpZhjh5iusOoFOTEGKo48OYzspQ359ExHfEYsJyGMYx9BvK1iDhGKkHZah61BWN38kZ1RPU8dnXLuw/z7MPJ5U7iPWaTYGHOEGQe4a0XQOS9BiCTlDHslNvtW1ht6nj68Ao6PTNFtjoY1cHGUlnb18KGOezv/P6zSJesslVNkQaK5nJBhiQK+MV3XO05VXvMacAwJ1ve4kRVCzKPoZ5HwH/OxxWPAlc45zXMkSQFom1DEFQYW1exevUCBEFAEdmko0RQ0KjMoFEX0T5+CE9fQ/GVbc9nXv/DM8BKoQciCs65NjWoNBvzKIkiRCJCEmWs7qrjmqMU9ROlzGz1KGKzeBwRhKVl5aKcTbbKzehlfRmE3cXETeYxNwz3pXx65fwUj0ny0Lzo6TYEAZiqZysef/jsAv70m897LyJPtlpU0NWt2IGGFXrJTrvF6of/4H789fcPnZec0VbHQLWkYHqsiL5hDxTlQeYxOPD47qMnPKlrlgEhIdS799LYuiiw46rKYlC2yjGPUVI+NoBRQ4P56bEirtw9jkMnG7ETR6Y7QIhjAyZrBXT6VsCxN7Buk8Cyqcd4aBvFPHIuhmm/l6nnMSaqw1vWNcxhx7J73gxzXImbxmSrST2PPPPoy+jYBE+7Z56VnmOvBSNmAFoqKIG8uawIGOZI+aI2GDsjCPknW511+4VrvpxHnxXyeh5zHHPTJpBlAZLo9AtnLZh9t1X/OAeYxwTTGR6NjoF/979+hB8+sxD7HX9SMF62KnFjDQHJzGOqbDXUr8mei3c9eAwUSGQeRVGAIIRkq+5fh+15DJsxMaiKmOlZ149wJgaA227eiZ+74wpcsr3urzsi59EiJBPzWC4qgUmbcB8wACgpslWesc9rmCNKCogACKIKEIKO5LQyFDO6rRJBAhUoQAQIxIZRMDJnRAKAbEuwBRFKrwux/Bzu2deFXch2P4mCAIgmrAkFyg4JL1tfwI6HJjeZx02cf/QNGwL8IOtKIZl5DJuPOD0M2W6E8MPSl61uVo9Z4clW17rn7LjxsRYbGdfR1y0UVdl76TZTfpuFfDOzGZ3JVkvMXjx6+XDf0auumsNHP3AjLt85hm88cBRPHMrfB3WmaHWdHpnpMaeQDfc98mYQvHSs3TPxtfuO4Krd4+730q8BfsASlSmZvryzjolaIcg8NnqR+WUM3sRURFTF/u1j6PQtnIrJarQsGmmWwzBRc1z8VmMkkLzDI+AUMRvJPALpBZxpOQVwkiwtzn3Sl+06piWOJJOeP+bR3R5NliCJQvaeR09G5/Q8ssHq2eh77Kcwj+WC7D1D8oAfrA7jtsofD4e9ylnESfmZRzsqqiNnPiW/vGVlLVqJ+6fPzHf7lpcfKIvZej5Pr3RgE+pFAUWuizjxGuGBtMo9bwTu/8LFFw+SgXmUQ4Y5rFB+/tg6gPiMR4Zwv6ff85jdbZU/dp5sVRrc/yxRHboZ3R9868u24ZVXzQU+Y+woCTGPWRjAsLu5FXof83+Pl6366w6bcqXh0v4k5ha7UKiK8eZrUTi5xS0esxWA02tj2LV0HKTZgEQNCKVW5oxIAHjX8zJuOTYOAQRHpxU8dmkDULOP3ao9HWU0IQoNFOC0emz2PG7ivEM3baicdMGZJYqfnY2SrWaVnbJih7/uBWEzqiMPGPNhmOSs5qXx4AcdG9nz2DMsFDUJVVY8pjCPjHVhmZB8VAcQ7wbrzXRyL5y9W2v4uTuuBHBuWVyGZtd0mUcndiIco8Gz9Lzb6lMvraCrW3jnLfsgCtmcC/kX98oQjqvsZT9R04I9j+t9zLgsbqRslbFnyuDrYL87q33gZCN2nXFmOYDDPALxMlymnigX+J7HM2e7+OIxre/RtEhiAQy4BUHE85NnLRXFKR5Ni3iDR9YvfK7Ab08S+xbueWQD+Z5uoatb2DFdAXB2ikfPOTxmAFouOsxj3km3M8p5DA108/b8WZxsNU/Mhc3JVuWcPY/MxdPr88xhMMZfF+z+6HLMY9YCmPWmpvWyR03MBJhHIVg8nlHPY2jSxLYJ6hW/YEwtHkPXDm+KlgWiGJS4+4Y5g8yjYdlYXO/hE59/FAsx/gh93Yq9VwbW7fU8+p/ZhGTqPQyzzVFGP3Ja8SjyUR0kF/NYpwVQU4JUqkM2NTS7Y6h2NSjItu8TrTFIR78Dw1gCBAGdAlAUsjOPxdUaZk+V0R/bB3PqXZBNIXPUBwDc8LCE6RcMmIdt/K/9Eo7ftJLLLXbUsFk8jgjC1ublgoJ2DtlqHhlPVCiuKAibzGMO8IPXc2WaY5gEquzIlzYyrqOv2yhoMqpFBYKQXjwy1qXVNUEo9WZOGbsUN9Dw2PLQC6dUkFErq+fUfIih1TVQLauYimMevfvM7zuyCfEku1unSo6MKgMjwA94hup5dPu2xit+8UgoxXKjj7mJ0sA6GAzThixFO8PNjBdRLSk4cDy6eDQ5h8sopBWPLS8eYGNlqwZXMGaRrSZlPALOjHpUHxZvtOLM3JOAodRGuh5nAR+dIiewb3E9j+w8bZ9xisdhjJvSEJVbx6NUkGETmvvY8Y6nspSTeQwNdPPLVokn6UtizqKW43u8gezFI3ufs/vPiSfJKlv1v9d3r9ce1/MY7huMA3seJr0T4nIGlQjDHPb35JzH5G0KO+WaFsWeuRq2TZcBpBePYbdWdi6FjMWjJEQzj4PFo8M8PvjMaTx/bB1/8OWnA+ohBt20vfik1HXH5TxmZB5NK2K7ucJfziRbddebk3nsyib+uL4dS5UmCnYV6oFt+Mn7rs68vFUgWCuasOw2SOcY1jWgTJPPdWB5KDi9bR+En38vtGUDkgVoOWSvBpUgEAJKgMUSQIVN5nETFwCcUGX/dFWKMnTDTpQlAUP2PEZo/JNyzjYxCN20vWN/rooe0yZQFZanuIE9j4YjWxVFAdWiEsg+jPy+y7a0OoY3UCyoMqqubDVObh3OleIxO17Ewlp+B8YzgWUTdPoWaiUVmiKhXlYHHFd5kx/PbMGN2yhqEgqq7Lj/ZRjUBZnHIXoe3RnmekVDs2OAUIpG24Blk5TikQSeLTwEQcD+7WM4eHI9ZpuDRUgY9YoKURBimVQmz52oO0Wmpg4Wj5ZN8MDTp3M9f/LIVg3LTiyAAdbzmMQ8St5v8ANp3Tg/OY+KLLq9X1l7Hp2/s+tuxwxjHjdeNZHW88gKmLxGWRbnKinlznkMyVZzRnXwstUz7XlMYw+/99hJLKx1B1w8ZTl7wRxgHk3blVrbnmxVkrLtA3seNhPeCXGGLfyEFT/WSGJuM/U8hiTHNnGUBW+4YTuKmoyxipa4vDNxwPc8Mtlq4mIeBnseBxU1AJOt2njq8CoqRQXHFtv4v989OPB7PcP24pNS1x3RYsRLm5PA4m3YsmEPAufvLvMYm/M4vNvqqtbFY7d2Udr6bmi2CkLNxHdLGEe2ruKpa6+BIBcxKR3H/qcpLjMnMy9/ckcT8ztWIKw+AWqswSYilBxRI/e80sb3p09g8uBzWK64UR2bPY+bON/QDRua4j9AmLwkzljgjNxWMajxF4VNw5w80A0bU/UCVEWMlaNsNJjjX6WobCjz2NNt72VRLasBSWT0913msWcGMqqq7jUbV9h6rnQRD9zZidI5O44MrMhlRe/0WDHgXAoEJU3MbMEiBGtt3RukJA3iebABT0mTsdrUczP9tjsQrVdU2ISi0zO9XqRZt3iMYhN0yx4wy+FxybY6ltb7kRJGy0qWJkmiiPGqGss8Ljd6EATH6Q9wiphw8fj4gWX8j68/iyOnsuV9ASHZagbmMUl6CwyyCd6yHPPIpJ988Xi+eh4VSUyctBjseXS2nRWPc+NFyJJ4VuI60txWS+5AOa9jNC+hlnPnPAaL6bBjZvq6/d7ffD2PwaJTEBDJPvnrIfjct17AvU+eGogXkUM9a8nbyzGPhg3dtEEo9V07hWyGOYtrrHiMP1dJhi1MKh9mHqMk4kC2nsdw4c9Y4Vuv34pP/esfi73u+OX557Uf1TFkz2OMokZTRKy1dRw62cCtL9uGN920A9999CSeObwa+F5cJmoUonIeeXY7CYokgMJ/D0f1PPqy1XjmkSk04uTKcVAFCS9rrUJ79jtoyytYf8WzeOjK45mXl6mEvZ3tKBR2YcvLqtj3vIy99njm5YlEUdY70L/6AxCjCULETEZDDK0qMH+NguKr+zAUGZIppE50jDI2i8cRgW7a0FSeeUxmcc4k59EOFZ6Ayzye46bHpfUevvC9g+fFZfNMobsy49nx0rljHl35XbWobGzOo8s8AkCtpCbOMgN+z2Ora3hufgVV8iY8YmWrES8rhrmJEhodI9a182yAbScLlZ4eKw7kz4XvFWbWsB4oHjMyj+5vzYwXoZt2bsdJNsPPjI0aHcPLeEyTrSYxb/t3OH2PB08MSlezFF7jtfi4juVGHxPVgjcoiTKROOma9eQx0gm4rWboeVQizIJ4OFK6wc+ZHFmRRe8YssmVSlE5bzmPjHmMK6D4/kCAl606xWK1pGK8qg7V89jqGjh8qhn7/33TVyNEgT0n8jKPzuQJuw/zFX+truEZegHZmTcG07K9+yBPRqTFsXKCIEBTpMQeXfZ/ra7hM1oyb5iTUbYa6Hm0PLVIqeC7rUZNePUNK3AvM+axlSRbTZAvescss2w1a89jkPljTrpJk2T88vwkm/eMz+O2GtnzGGIeFQknlzqgFLhm7wTe+dq9AIAjp4P3jm5YqQWvt253FQM5jxmKOM8t3KaBP/lzx/ahmKnnMR/zqELCjpYMVZ1Ap38AL80qaFayK3AUiGirKqrFS/F04z14StkBImafQFosKDhQboOIInZ3dbzqzktyMZ9tYwxXLd+M45f/MnrC9GbO4yYuDOimHXiAMGlPrHPlAPMoZppJBADTHLSuF8Vzzzw+8sIS7nrw2FCB0ecbhtunMDtxbotHRRZRLakbzDw6hjmA0y/S6iT/Nivwmh2eeZQhSyJKmhxvmJNgTMAyJs9lbiYrkhnzWC+riVEdAOs7olhvGUHmMZNs1fkOYwnzOq6yGf5A8bgeYh4jcx5J4uBk12wViiziQETxaNnpZjOTtUKsDHd5ve+ZEQGOlDFcJM67xWOeHraAbDUL85ja8xjd881YIhbVAfjM43hVSywEFla7+MvvHNjQyTErUDzGM1FhJ0TW88nOU6WkYKyiDVU83vWjY/jkXz4W+/9+z2P0MWfmSXknT3jpKHMLzSp1Xm3pGK/6ckZJzKYWYAhHdVBky0UOxxkU1LTi0e8nD/ekSZKQwzCH73m0PXdbv+dRjFQpfO2+I/jtP30IxM3fbfdMFDU5MYKJNwUKg8+WZUjqt8zS8yhLwbFOeKIkDWHZKjuNWQuBMGsd2/Po3nNFTcberTWPhQ33vPZdt/Ks2w5E9DxmMsxx3cIJc+Id3G5ZcgqiuOelyBkr2jmPuyZI6MsUEIDO9PNYHpeg5TCsUaiIxcoETNFCa20eD/7kGk4U4iexwlhRVTw91QGVJEgyACM72wwAIpVBIIC0O7hmZRbFNXUz53ET5x+6ESweGfOYVDwKXMNuHikNC81WuZe7gHNvmMOyCofp/zrf0E0bqiphbqKI5fV+roHvsGC9W5XSRvc8+i+vWklFI7XnkclWDc+MgcluKqX4nkk+9iIMVvwsrJ67iQQ2m85cYmV50PjGk61K/iSNZROHeay6y2WUk7EB04xrzpPXNMfpbRG8orXR1nH4VAv1soqSl/s3eB22e6b3PImCLInYPVfF4dODL2LTpqnM40RNw2pTjxxMLzV6mKz7xaOqSLAJDWzn/ErHXVf2e8jI0fOYqXiM63nk2J8w8zhe1RIL18cOLONvHzru7d9GgM+dTIqrsENSQi1kmFMpKhgPhYZnxXpLR0+P78dnxySOBWJ9d+G4DkopvnTPS7GxELZNPBaP3Y9ZTeLWIopHknGyFQheQ6zIyDIp4Lje+s+7oiYnFo/sWm71uOJR8g13skp1+bFA37A95rHMhc1Hbf96W0eza+LkcsdjHfdurQGIN80J99fy8JlH/7NwTiMPSimcJMh4RDGPUa0QscuHZK/hFqA0hJnHuF5+dv1ftXvcCZkXhIFtp5S6UVc53VaHiupw3cKtYPEohXoei5ocK8fkx5l5ozo0yOjLTtPUuDKNnizlcjtVIMEUbYASEKEPSbBRFrNHdUhEhEwl1I8dwVPXr+HY3rVcstUS1aGgjWLrWfyjgz1UlgqbstVNnH8wGSQDm52Nc1y1SVBvLosCKM02G8pkY4EcpvPQ88hkg6tDZN6db+gumzM3UQKhdMBo5WzAcuV3laKCds/aEIMjQpyXV9HtQ6qVHSle0qDYKx555pH1TJbi80mZK1zUA3dmrAgBOKd9j55stewXgYTSkCTIuVfYS1uSBKy3ddiEYtwt4rJmrLKXNYvVyDtpYhGnt4Vt7xfvPoTHDy7j1dfMBcx8BvYzpXgEnGIiKnYiK/NoEzowuDQtG422gel60fuMFTHs+rIJ8SJa8hig6Ibtzeyn9jzaGdxWYybf+GLNYx67XPGYUAiwmJL5mAzNYWC6/U2iKCRKN9lEA4Po5pRaNkVRc1QCDvNo5J40bLsRUnFFkG447r5xrISnqgkxj2stHV+//wj+9kfRfVC8+Qy73rNM2vV0C33DxkTVn8TIM9kKBIvHKPYnCjQUtQEw5jGecWXXcrtrDkRAOFEdw/Q8WujqzrVYKjrP+bj9Z0Xmi8fXvXfaPrd4jHfRjme+mFycZx7lGPktpU5hkc48BrfdzvCM4nGmstVwLFqUayngF4/X7PVNXcKmR4ZJQBEfjREGK3DZ6gl12PeshjnO9nKyU1EInRvBGwtErp/veQz1VaehTjXceu8appoVTJy+FToVUMjhdjrTLeNlh5+DYFsAVqGKBirI7rZ6xZKMn314HGZBwz2zJazMtnNNOsw0CfT6SczUjkC2HZXOptvqJs47dCNo1+wZ5sRkPZLQSynPbGgk83ge3FYZ8zOSzKPLFJ9LxoyXrRIuqPxMwAaArMchrR/JtGzv5dPqGQP9TZVCQvFoxw8yVEXCRE3D6XMsWxUFwQ/Ojgjx9mSrnFyO9RkyBlCRszk/skHDeFWDIov5i0dXOldQJaiKiPW2gZ98zR781Ov2Bcx8wmiH+r2ioMjRGXJWhp7HCS+uI8hiseM0xctW3WcOK7oW13oDBg5ZoJs2ykUFkiiku62aWWSr0c9Otk2KLHqTbY22AQGOzNmwSGy7ACuONrR45IqYpF5bi5CBwSw79szYaqziMKe9nFmVbVcx0o95/oSdw8MoqE6ecSc0Mcquv8cOLEUWtEHDnGwFHOCzrUHmMbvbqmUT6KbvVJr1XesZhAVkq3JiNii7lts9kzNrGiKqg3se6abt9amXuZ7HqOuWFbYHTqx77SSXbHN6ouN64S178FpjYGMMfqwSDqtn8OSjaT2PoeveTHGEHlg+VDhHRZclIVx4hxliBnYPXM0Vj0po23nPgKzrBvxrL6pvMQ6KFJxwiXofv+66rfhHb7os9jf4caKV1zBHlKC3xyBLKgQUQJfrmDCK6Qu6qJsFlI4/BWr3YQomKBVQFbMXj2ONOqrrGpq7b0StezUEQ8jFPF79bA1vWn8UL+zs4qOvWEevbiDH7o8cLuJdu7igmyQg8ymoEiRx8AXLEJ7RzCPjYaHhPPMoiudDtuoyj0MEpp9vsB5VZlRyagOlaXEwOMMcIDm4OSu8l5c726hEFFA8uu7AZ6yioqfbnnEPe/kpihSbY5Y0yADOveNqq2uiUlK8wYosDbIZUXmqrChig9HMUR3cYHKiVoiNt4gDc7cTBAFvecUu/PO3Xom3v2aPx+RGyWdtQtDtW941E4c4NiDLwCwu69ErHhOYx/ll/3xnNQNhy6uKhEJE9EcYaVmVQFLPYzTzWNAkb4ZeN2KKx95ZYB4DxWP8pIUVMTBk7xc2kcBk13n7HtlzJ455NFJkeII7YROeoGLnf6Wp4+jCoPMuv09R92ocmDR3ohaUrWaVvLJJAFZ4iRmZx6iesjTmkRWPnZ7pZ3rybqtZDXPcPkRJFGJkq9HFM/vegRMNLK71UCkqnlIiTraayDy6+85nKMoxE1Ve3mIa88idO0IoKB1k/ZIQLpzpMMxjpGFOcBtec80W/OM3XRqctAhNAKSZS4XBttH22L9B6WnsdjPZqu3LVsPH7YrdE3jTK3bFr190zhNj1fMU7YII/N/dl2NlZivkHrD9by7HTYvbMy9PZIKlmoR271k0pGVQCLlkq1SQsFyfhn7TVRhbtSDoYi7ZLRUkUAA9SQSBAMmKzk6+WLBZPI4ACKWOAYvKy0gFlAtyYs8jP1MmCdlnYg0zinn0G6Hz4PRqd2hDCNYbd6Ewjy/NN/F/v3sgUxHNisdyQcFkTYsc7Gw0vKgOlqe4AcUjYy/ZQJgNTOMGKez7M+NO0cykTV7xKAmxxWNaY79TPPbO2SRGq2t4ZjnAYE8IMNgPI0uidww8wxwxGyNgc4PJyZqWv+eRO35vf80evOrqucD/RzETnb4FCqTKVuNYLNPKIlt1jsNySH7OzHym6jzz6FwnTDrP9wPmYh4Nh91SFSlDz2N6zmOsbJWdMzlomFNQZa/NIK549WSrKxs3IRKQTyb0wNkRA0Mm3WXXApNdr6UUj+2eGXjGM2VBXPHYN21oKYPhckEemBjlC+FHX1waWIY3RskzWbrqFo+DPY/ZnjOe2Ywr+ZRyMo/8M6+gJvc8sv+j8HtrPdWDLGY2+WGxPgVVChjmeDmPMW0uPcOCAKfgfv7YGmbGi15PeJKLdqzbKmMeM8lWnT/T+sgkrmfS4u7PrAibBdke85ht+cGex+gCbtt0BW+4IVgcKZIIk+urZyx0XCZq1LoBBBxPAWRiAP0JF5c5zFn8Ab7TcHhSNQskQcDhH1vCutyDZBpQZD2XbLRZ1PHATfthamVsNVZw6f11qEK24wYAx7a1sLStCUJOoic0IeqDBX8Snru8i//48kvRlURQCBBNYdNtdRPnF6arew87IpaL8RLAsGyVvWCyOK7ywdcM4hCy1bWWjo/+jwfx8AuLuZZjYNlRqzlNG9ZaeirbMAzufuwkvvWj4wNRAmEQQmFaxHvg756r4cjpc1E8OnbxbPDHDIfOBD0upxHgpJspxSNzR2XFI2M1EqV0Ke5ss+MldHVrQ51kw6CUouEOlptdw4vpAJJlq+wlx7/s6hVmtJPNMMez3pcETNULWFzLVyjbKSxgFJvAJhhSZasx5y2Lk2FRkyNliMuNvmPwww3aVTXMPHa8iYus/Vxsec1lHjPlPGaJ6ohYPe9uyoq2dtdESZO9NoM4Jom1HCysdnMVxkkweemmmMA8RkzUsHu06jGPznlJynrUDRu/+tn7cc8T8876LeIVOL2Y/WaFfRJKBWWg55GXaT764nLg/8JMhzcQzvC+W2vpEIBAeHyenkd2HvMzjxGyVU1KbDfgr2XGmLLznSeqg8X6MKazp9uQRMEbY3h9m6Hrp69bnkHO4loPM2NFFFQJiix6slXdtAMSVovE99wxdRM/yFZi5Lc0I/MoSX7x5x3jPEVMWLaaN6oj7LYaIU+OQ/j9mFu26m6in7WYvYgLs/WOmVO+EoE9J8PtHFkgiSK2kGWUO+voFHs49r5ncGxiPfPyKkRUaB21wuXYXlSw9WA9p2GNBFXQYdvrgNADcjKPpgqcLmnoiiIIJCeqY5N53MT5RJw7Xbk4+IJlCLM4eXoevRBnPqpDQGAga1oEn/6rJ3A0oShaWu+BUOoFCeeBadnQDRuiIGC12c81iP745x7G1+47knudaXjJzS5LC68Oh2Dv3lLF4lovVmK8UTAtAkWRvMHfhshWGfOoBvv+4ga7XY95dIrHxfUeNLeHCXAG2XED2rDUOoy5CTeu4yxKV184to5f+W/34RsPHEGrawaYRzZ7zW//QCSOe8/VSkowNiCHYY4sidgxU0W7Z+Zyu0xyNXR+dzD3j13L1VJyb4gsR8cAWDZNZe0EQXDPe3D5pUYfk7VC4AWryYx59IvHnTMVd115ZKuOYZWWiXlM79uMy+5jx4SXrVI4BXMa89jumW6swHDPyCgM9DzGFE9RNvrseVUtOtcCK6aSZKsnltvo6bYnveWfjbGGOaHYqSiUi/KA2yorjK7dN4n55U4gAincPxhmUZKw1uqjVlYDx0PKkRPZDsdcCNnetVHu0mlRHfy1zIp6z+k5R1SHI1sVPaazq1sBF032m+F96Bk29m2re9FN02NFCIKAWknxZKtf/N4h/N5fPMrtZ0LOI3OoDTGPUfuRNTKDj9qICrpPQ1i2SjKul19/FPM4TPGo55Wtesyj82//vshSPAZlq2mTkXHrJ4T6Ut2cRbtEKJawDLJ6FCtjMnL45UAVZPSFcUhSBc+q78bqWPZ+RwCggozHd7YgUODnlkXMPVXPtf+GXcNhehXW9vwiQKoQqJA60THK2CweRwC+7j34wk0zHwlnJwHZZKse86gEZbJ8/ba43sOTh1Zw8GQj9ndWW45MrZEQIBwHVvhsnSrBtEgutqnRNjZcJtrTLZyKGCBFwfCKR+f22r3FmalNKrQ3Aox1YIO/tO3Mgl7ILdWTrcYMUnp9xjw6stXlRj9w3cYNDNhvJr3kmflQVG7m4loXv/Tpe7xA+WFxaN65nv/6+y9hca0XKKo8Q4EI2arf8+h8h2fT5IyDOj5MeuesUzAdW2hn3nYrIU/N+d3Bwp3dZ9l6HqOLp7TCy1l+UK68vN7D1FjQEIFJ5XXTBiEUp1a62DlbBZCveDQ45jFLzqOawoTF9Xyza0GWxcBxKHLMY1zx2umb2LvF2beN6nsMylajmUdKaaSNPjsGjIVWZRGC4BTicTi55Gz3uvuM5585cQyaniG3rlxQBszg2D108xUzAILSVb//L+R4muGaCWc8suWz5iKHZase85gy4RllpFJUZdiuciUKPIvNinq2z3miOlhEiOYxjxZKnIum3+ZCAsuYFkG5IOOSbWMAnOIRcBypGdt44OR6oP/RJgmy1VC8CRCv1PB6HlOiOvjnXJxZTeLyIdnqUFEdoaiMrNsQNldjEwmZZauh8+YVz3lkq4GojZzMo9sbbpH8RbsoChBtAQvSKqRbDFAqopijelQgYU0bh0jH8OykiBdfOyhtT16/ghfmuqAihSCKEJDPMEeiIgiAS6wJXDs/BwHpEutRxmbxOAIwjCCTxVAuDvaFMBAakq3mKB79qI5gzyM/eGLSvriXHODLauIa6ZPAXkS75pzBVdb+L6a3P73BBjWHTzXB9j4uHoUhzBTvdvfhbEtXmWukqjgsyIb2PKrZDHN6IebRtEhgoKjI8dIqmyTncU3VCxAEYGl98FpYWOuh07fw7OHVtF1KxPHFNiZqGl51ldMvyGIvgBjZaog9YNvPS+BkKTpwO4wg81iBAOBYjkkQ2062ZJciei+ZM2Zaz6MSEVMCOMVTlhn1KOZxudEP9DsCCLB1S40eLJtg+0wZopDdSZItrypSas+jTQhskp5VGZaiMXjRGIIQUIYUNcnr64tikizbkXfu216HAAxkPf7ouQX87UPRkRRJYNJ1gF138cYj4cEskxCya8FjjBOe8ccXnckNVsjw+bJJPY9pxXopqufR3Y6Z8SJ2zlTw1KEV7//C/YM+i5KFeYwqHsXM0VZh2WrWnsdI2aqaLHXWI2SrvFQ3q7TbedaKnqy7p1soFrjiMVRIONvEJhJl7N9eB+A/56slFa2Okz15cqkTekYmyVZZ8eh/Fie/9d1Wk/eNNzvKIxkNLH8mstVYt9VhZKtBt/Ms6wYGmccshjlyaHLUGoZ5dJ+Tnlw2p8utaAOmLKArOH2DZWQ3vNEg4plJEx2rgaNTq1Cs7P2OAKBQEZohoXHZEXzuSoLuuJGLOS0QgjnpIG555N/iliPli7rfEdgsHkcCjHkMzz5VEnoeHdkqJ8PJUzzGRnX432m0nUFCEqPCXFLPhHncPeewdiuNoHTqnifm8bX7Dsdu+0pTT5Wr5cFhV7IKINakiIHN1LNiv1xQMDNWxBHuNzYarGh22AIB1ZISa52eB55s1WUeZZmZxkRfR6x4nKwXvGsuzDzahEYOytLCjCXRiUMwIpgkdq6PRATZ58GJpQ52zlTxc3dcgQ+8+TK85pot/rbLg31AvplCiHkMFY9Zeq8s70XvyMlmJ0q5GPS0UOaoIpY9P1INc+TBwpnkcNSTJTEw0dQ3LLR75mDx6LmtEo+N2zpVdsx+Yq65KLBc3LSeR/abSirzGF1I8IZBfAFaSpGtMifRiWoBk/XCAPP4/cfn8XcPHUvcpijwzrFx0Q1RRQvgP++DJlHxSgEAOOEWj2wykVeIxEV16GZ66Hm5IKOrB7Nq+Z7Hy3eN49B8w3sWhAfofmZdhp7Hph7IeATytXmwIpcxd1l7HqPMTNhEWy9O8stl7q6FmMdwRmASmDOtJ1vth5jHiP3nJxJfedUsXn31nDcxWis5zOP8cmeAOY3qr2XIJVsF63lMZx5ZvqGdo3BjCDuehifiU5ePM8zJ2HdoRhSP2XsenXX4PY951h2ccAmPITOt331O5lmvv6yAN/+tifd8cx5rjwKECijlyGnUIOOffft5XPL4w1CEE1DtfMVjvV/AP3mgAnF5CvfWbdiqnWv/610ZL1teQlcUYcG+qFlHYLN4HAmEe+gYNEVyQmQjB+Ik8EDO+kIDHAZLEoXASy1sVb/ecV5cSbPSZ8I8thKYR0opvn7/ETzwzMLgtnPbEyVvHBYvzTdRdmdmU3seI6Qmu7dUcfjU2WMeTc64A3Bko2cq4QR4w5z4rEMeXW6AwVg7ftY0ya3VIukN+nF5g+weSWN3WwkFtWnZOL3SxfaZCkRRwK3XbwswElGsKwkNANlM5XhItpon55G9xHfOVvIxjynHLzwoApxJGs1l6JIQ1etqha65JDjnzT8Gyy57PB2SrWqc1POEK4ncOllOlDtHQXezBJ2ex3gDEjbZlK3ncfBzXrbLH4eiJnvXfRQD1/H65GRsnSoHIkkA53m33jZym5Tx5j9ShEwZ4AaUA8VjsOcRcGMTYp7xlFKcWGLMowFKabaeR8OGpqTLVilFIPPQy9R0i0fLpjg03wz8n8fCZZSt9g0LjtTcYAAAi71JREFUXd3CeC3IPMo53pcdt/DyJpDE4AA+DpGyVXeSLikjs1KUUdQkr+cxkPNoRY8HwmA9r8xttef2PDJ44wU7onjUJEzVi/hnb73Sv2bKClpdv12EUl86mei2GmGYE1cE+26ryfvGm/2E40yyIGwsRgjNVQiEmUfWy5/lN8JOs4yBzipbZasIu61mZT2BM+x5dJ+TedbLIIkCWp0ZaN0KVHsKhZM1VHMwj6og4YoXe5hdMdDVpNzM45hRAFZmIfdvQEnfCskUczGnWxfq+IUnDuM/7d2KL1954qLOeAQ2i8eRgB4jW/X7zyL6A8Juq+6VnKUnwrAGZUXhqI4szOPaGfQ8Njtuz+NkCWooMP30ahfLjX7koMbk+nNOrW6MdJVSipfmm7hqzwSA/IY5gMOgrjT7G8IGRsEz7nCvib1bazix2I5k6fKgp1vQFMl7uUf1/QW/7zA+oih4fXS8bDXJcCcqlDgMJWYwy/bz9Eo3ttfq8KkmPvRf743tL5tf7oJQih2uQUsYkTmPITc79p2xij8AlzK6IPomA85v7JqtYqWpZ+5dZQ6KcWCsL492z0xlHYHomJI8cqywFG2pwWI6ootHw7Tx+IEl7JypoKjJkOXs/VxOtJFrmKNKiT174UmXOMT1PPI9hqIoeNcBb5gTWTy6UsdKUcG2qTJOr3a9wTalFGstHTahuU2veCZUFsXIvj0rdM0yMLOiSph5jLl219sGOn0LU/UCTIugp1ueVL5ckCOll5RSp3hU02WrAALSVZ4xvXT7GAQBeP7o2sD/8X+mFX9rETEdQHTxFIdO3/S2FxjM2otDlLSvkCB1BpxiWlNkVIqKN1HKZ1tSZJPaMpUCc1vthnseveI5ggXTBgv/WkmFZVO8eGzd+4xdN0kMFpOt8tdiHGPu5zymM4/OPpLhXD9DZkmE0lyFQNhcK4sjNUN433XDiRHK2nsoCEJAYh93r8etm20vWzZPPibgPyfzsK38tj+wfRu++aZXYa9+CXZ94xLUUUhfkFv34zePY+32ErrTSm7mESLQhwpTFKGYBKKZz20Vbs5jV5QgWcpF7bQKbBaPIwE9RrbqMSERL3ebBgfirBhMcnJjMEzi9b8wiIIQmEldz9DzyGSrPd2CaeUrYlo9A5IooKjJmKgVAszjUy85fW1RhavBref0kPlp4UHialNHo2Ng//YxFFRpyOLRYVDPlmlOeBC8d0sNNqFnbBzUNyzPLIf//aSeRzYIqbrMIy+5YUVIVG+Okz2XUjzGFGKsQKCI7xM8sdQGRbx7JOvf2j5djvz/cE8I4AyMBAy6rQ4wj1kickJ5YMwoJiv76DC3CcVjZM+jmRrTAUQzzuwcZmce/WVZ5mNYtiqKAmRJxNGFFg6fanlZlUoOJ0mTk40zt9U4NobdN+HnXRhxPY9WyDCIHYuiJnMs6mAR5Tl0FhVsnSrDsonHxnb6llcYJMVk8GD7xzvHxjHecQ6MqlvQ8ZMJUb2qDOx+uXrvJABgrW2g1XNiSspFJVJ6aVrRsVNhsP7BLucm7rFIsohSQcbuuSqeP8aKx+BERla3VVY8TkQY5gDZCrFu30KZO2bhrL04eNsckK3GTzgAruRXkyKNvPyJvQzMY4zbKoOXkxkjWw2DRRo9zfWce/LHhOd6rGw1Yh/y9DyybefZ6qyQxaArNSHZ+x3Z+nmzJMvOnpcYVmg4Y7HhpKOAX/zn6Xn0Cs8UA7YoCKGcxzzMoygKWLq8gcd2NyC1F6CJ/ZyMsYCvvWYM9/z4JN777BJ2HZ3Ite2dooHW1gbWzGOwhA4kQ8y1/afmOvi1116N40UVkiVvylY3cf4RJ1tNGsjbNg1IQbZNOQNi9sJPQlRothDKeWTMY1JmX7NjeIPovOwji0kQBMEJTOcGUU+9tOJuZwTzeIay1cX1Hv7lp+7xXDcBv99x79YaKkUlQ8/jYLHP5Ldnq+/Rk99xzCPgyG3PBD3dDgwW0qI6ePkT650K9zwCiJxMyNJjEcc88n1lcfJgNlA0YiY8Tiy1ocqi5xQbRlTfn02C9xmbIR7GMCfcJ5LXcdVOcceTpMEQ8VbXTHVaBaJjSjyn0axGENxxb3YMCEKwv45BU0Q8cXAFggC84spZf/mMZiC8YVVBlUC4mfAw8jCPwGBBwDOP/O+UNBmyJEKWhMieS/YMYbJVAJ7MnI9nWUuIyWB48NkF/Jv/fh90ww70PEpSfDYnMHjetkyUMVUvBFi0JObxpCtZvdpVZDTaujcZ4cghB4tm3zk8TbYaxTyyQsA5F5fvHMdL803opj0QDSCFWJQ4xDGPedxaOz3T297AsmmyVTJ4HtIMc/qGjYIiBQr8cLZllkkWVtAUVAk2cdhg/ryzgjZQPBrB/ncerEWh0TH8cQnPPMY8l1hhJIjB4tGyB+W3NDPz6J87Pjs3K6Jkq3l79/iJdjvFRZxH2OTKtAfHYqnrFwRQwtY92FebtG7AP29OX2zedTsTuHkYT39ZAVvERajCEr595Ukc+slDuWWvog0YgoBLlw1MtqLf43FQIEIRDFBQaNRwZKt5mEdJRMt9rkmWkm/ZEcRm8TgCiJOteoPZiIE4IdSz2wacl2O1pGRivpjki4eT8+j/m1mzx0uadFD4jBuToWZFq+MHtI/XCp5sVTdtvHBsHULMunnL9lNDMI9Laz3oho0fuKHXgFOAyZKA7dMVlIsK2r34Hiq2jUDwfBU1GXMTJa9HZ6MRZlDqFQ2TtcKZF4+GFRgsRLFvPJwZbOf77PzxRXRUEcJgpcgu2fJxPY+KLGKypsWa5jAmPG7bjy+2sW063iVNiRiQhgcWbJASjOqINwniwQZ0bHBULamYqGmZ2eM0dzwpMufRyMQ8RsmV88zqh8+baTnqhqiBoKo4Bd+Vuye8IjxcfCaBv//YPRjH5HgmLFmLxxS3WZVjHtk2RBl3sXzeclHxJisW1pznFa+yyMI8HjzZQKNt4PCpJiwraJjj9J6FtjlGUvaaa7fgE7/46iALFHO/AcDxpTbGq5pX/K63dbS7BqpFBUVVjmQe2bFIc1tlzCOfYxwuei/fNQ6bUBw80fD/LySDTGP82bEeKB4TZK+mZQfUAO2+5W0vkN1sx4qQrbLrJjEjU5UCEz5sW8OywySwgoaf2Evreewb8YU/PwnE3vlsXMLMeaKwZbKMWkkJ7I8SwXoCOXoeuXM3bM4jP8lGaL6ex7Bbax7mMdzbzZ6TecBHhfimTNllq+wdEZUFm2XdgH/u8/QMAoBIBZiyiJUxBf2CkJu5bPXHsFy9AX9S/ikYpXxqN1WQcGJcx5Rh4t8d3QqR5Fu/TCQcNS6HVXs5JF1MfcaNOs7L3v23//bfcMcdd+COO+7AJz7xCQDA/fffj7e97W1405vehE996lPed5977jm8+93vxm233YaPfOQjsCznZTI/P4/3v//9ePOb34xf/MVfRKfjzNo2m038/M//PG6//Xa8//3vx9JSvqyXCxE+kxU8XeEZPh5h2aogCNg1V80UF2GEZtPZ8nmiOtiMLnuRNDrZw84Bx7WPvZAmawU02gZMi+D5o2uwbIK922qRs5OMVdo+7fQR5TWcYMf64eeXYFoEhFI89dIKds1VochiosOttw1esR88hlftnsBzR9c21AWWgZd0MezdWjvj4rGv26GoDSY79c/70y+teAPfaOYxyGQA0QVcmuELWz6OedQUCbu31HAkhXmMWp5SiuOLbWyfju53BKKlcHbISVCSnNnKKGYgjcWIyrncOVPNLFt1nE/jj58sDrJ3WXseI2WrEddcHMJy4zBjx4MVfK9241LY+rPKVnnmP8nxFPB7ZdOkYWzsFS4IeKYPAGR3oMcmUApqdPHY7pkQ4AzYSwUZ1ZKChVWnDzTAPGYoHpfXneUOnmwEjmucSsDPnct/3nicWGxjx0wFdcY6ubLVSlHxeunCyBp6HtXzGL7e9m+vQxIFPH9sjZOABlm4NMZ/raWjUlQ84xaGpL7F+58+jd/+04c9861u3wzIVrMyj1HnwWMeYzMyLRQUX7bKYmL438lSPPo9j/554CcJo/aBmRclMY8AsG9rHYAva7cT5PSX7xrHp3/5tYHCVY4Z12RlHr2JA5sMJVvloz4A1vOYj0EL9DwSkrl3kJkeMUSNxbKsn503O4Ldjl938Bmfp+hlkLzicVCSnQUikWDJAsy9MkQjn2GNJAroGRUcr+zC3924hrXZfJ4XCpVwqq6DyAREkL3fzAqZOj2PV1nTmF6u5LrmRhHnfO/uv/9+3Hvvvfibv/kbfPnLX8YzzzyDr3/96/j1X/91fOYzn8Gdd96Jp59+Gt///vcBAB/+8IfxG7/xG/jWt74FSim+8IUvAAB+67d+C+973/tw11134eqrr8ZnPvMZAMCnP/1p3HjjjfjmN7+J97znPfj4xz9+rndxw6EbNmRpsGlakZyHeGTxaA8+8HbNVjG/3EntPzTcjDQevGGObtjeLGTci4qxPLu3OPLJvI6rra7h9cxNuE54a20dT720AlURcdXuicj1s33bOVuBaRGsNqLzIY8ttCKLQDa46eoWnnppBY+9uISTyx284WXbASCTbLXPyeZ4vPyyaZgW8WS3G4ko+d3erY5JT4OTvpkWwf++63mv2EuDwzwO5n/x19wff/1ZfPXeI873+Z7H0mDPY5T0kyHLyyrObdUwHHfN3XNVLK73IvNPV10Dp6jlGx0D7Z6J7TFmOcCgrAdwXs48U3PTZdN426t3D/TwsP1LQpThzc7ZCk6vdDNNOKRHdQR7Hh2TEzuTbDVqosqPTsgwqx3BPCYVj5oi4YZLp7nlB1nTOOjc5A3v3hqFsNFUHOJkqw7z6O8/GzB4zKMqR8tWXZMVdp3MjBexyJjHlg5BAGolJZNslfWPesUjY6LYIDr0fsiT/RZ3v1k2wamVLrZNlz1zoDVetqrJAadUhjgVTRhRPY/s+mbHrKDK2L2limePrHIsXnLhHMZqSx/od3R+J549bHQcF9zlRh+UUnR6VkC2mpV59Af2/nlIMllin2uq5KkF+HOYpOqIWjdzW2UoaTybObgPPd2CgOhzxyagREHA7i3OhDFzfk2T04cRd+58w5zk5fl+zaHyBiUhYBRk55StSqIQMC5KYl7DCMvzeQOsrOCZx3yGOcEJFyvBJTd23e7JCZs5ZYVERBiKiI4sQTSk3MyjRk2Y5rMoCE2oJHmCKgxVEPHiXAf/8w3r+PxcM/f2K1TELvV5vOfJP8bEUnlgQupiwzkvHqenp/Frv/ZrUFUViqJg3759OHLkCHbt2oUdO3ZAlmW87W1vw1133YWTJ0+i3+/j+uuvBwC8613vwl133QXTNPHQQw/htttuC3wOAHfffTfe9ra3AQDe+ta34p577oFpnnlY+vkEs50PI6nnsdkxApbrgMMCEkpxfDF5RsawBpu0ebfB9U6wGIkCmzHf5clW8xWPza7pbf9kzTHV+F9ffxb3PX0al+8c9wqU8PoN1yxjx4yz3lMRfY+EUvzOnz8aGcLNBjeKLOKBZ07jq/cdwex4ETdfOQMAqBTSmUfdtCGJg5KH/TvqqBQVPPLixrPhvmzVXyebAebZxxeOr+Hux+fx3JG1TL/b7VuBqA1REAaMOPqmjVNuyHlaz2OiyRNJf1kl9TyqLvMIREd2rDXjmUeWV7czQ/E4IFvlzvMVuyfw9tfsSV0uChYZlAnNjBcdk58MzH0acxt2W/UyHkvpWVpRkjgrY+EFDDLGYcaOxw2XTuEtr9oVkDs7eYP5eh41t+cRQGzWY+aeR4ENpkPL2yQwSGBSpVKabLUXZKtmx0tYWGPMYx9jFQ0TtUKqbJVS6jnXHjixDsrtS1zWYe7Q8oj75fRKFzah2OEy9WMVDY22gbb73C6mMI9R7zMequL0i4aZx/BA+qbLZ3H4VAsPPrsQ2Kcow5cwKKVYafYHJKsAL3sdXJ4VdiuNPvqGDUJppGw1tecxQj4siY7crZfU86jKXrHGMztpTtjBdfs9jwwlnnn0mFf/t3queVoU8ydLIsoFGVumSt7z37Qd5Q5Fvp5DJWayjR3ONPMadkwsmwayQbNCEkVQ6hd/lNBUkx4e4cmDPPLPsEFV0iRb7PoFLucxx0SR6E7MMKn3MDmPglc8OvdIXtnrdY8W8NHffxHdruAWj/mK9nc8OY93HHsSFWEdBZKveJMh4k3PLUCmFIeKznMnD3NaNBVct7AOUxTRI2bu8zZqyFeabwD279/v/f3IkSO488478dM//dOYnvZnmWdmZrCwsIDFxcXA59PT01hYWMDa2hoqlQpkWQ58DiCwjCzLqFQqWF1dxezsbKbtm5yMHzyeC0xPVwc/FEWUisrA/027M87lSiHwfzahWGvr2D5XDXx+gyQBf/M0VjsGXhG1HheEUlQrWmBZVZEgKxKmp6tYbHGFoChEbnPfIihqMvbtmnRsxUnMvkXAMG3oho256Qqmp6u4tqCgqMlodE284so5vPdNl+GpQ8sAgFq9hPGa79hYcK3Cr7tsFn/xdy+ipdsD611p9KCbNqgwuO2K++J77fXb8N2HneLyV/7RyzA36xRiM1NldHULExPl2AerJEkoanLk/r7qmi2494l5jI2XMs1MZT1mRddUZWbKP+e1sRIkUcDpRt/77KUHjgIA1MLg9RRGu2diraVj387xwHcVWYKiOvtHqZOltbDWxdRUBT3DxuRYCdPTVex0bftnpire8lNuAVcJXbMAQCGgUtYSt6tcUrHeMQaXFQSUSypuvGoLgMex1NQD3+nplpdBqWqD+7729GkAwHVXzAWcDHkwiaPGHTtFlaHIYuI2j7lxFPWxEiZD0RQ8ZEWCqkqB35qacIrgSrUYu47p6SpsQkEpUKsOHleGclkFhX9Ntd2Jlm2ztdRrYZVFMHDnbd51B52arKQuX61oIJR63xNEAaWYa/Bnf/Lagc+KBQXdvpXpfii498LsTNUr3IrF6OuqeMKZWJmdrib+ds19xkxMlgPXh3PNqt6yJXdQv33bGKolFbWKCsMkA79t2hRjVX+b9mwfw/1Pn0a1XkS7b2FmooSxiobTK53E7Vpr9WGYBHu31vGSa/I1PuZcK+NjTi+lZQfXv+Deg5Pj5dTjWSmrWG72B7532M3gvHTPJKanq5geL2K1rcOwCGanK2h2DPQj9ltzz81chmuuUlJB4D+jZVWCKgfvj/fedjkeemER9z51CgAw474zSu7ESKGoRq5ncbWLz/z1Ezi51MEtL9s+8J1xV/per0fcd+6AsmdRFEpO4cneVQDQ6DvXXDXhXgSAYmnV3eYapsf950KpoADi4DPFtJzoiYnxIrbPOZNkquIfjwn32FZqyesFHFOTcknF3EzN+2zrnPOO49/xFX4fBBHlhPfGvu1j2LO1jml3DFWuaBifcP6e9FwKg123tXoR05O+87XpFia1WvyzEPCPQ61WRMmdtJ6ZrmJ6IpuBSq3q3usTDnukaDLk0HWXhKq7/PhEGQVVhiiJKMSMB8KoVwuwCcXkpJM1DEFAOWLslwRZlrx3XOm480yYnkp/RjvLilBUZ1lCKaox7+O432LPyaI78Z/l3cDDMqdg/fgebNt2GZ56porZV9QwUcsW1zG+2sP0MrDFtkAhoCpnv+YAoFYt4sDfvh27fryGpRbQBjA5mf6MZJgRKrjs8AL+0xuuweTxDuZI+jNulHHOi0eGAwcO4F/8i3+BX/3VX4Usyzh8+HDg/8M9dlk+j4OYY/ZgZaWdKjc5W5iermJpaZAxabb6kEVh4P86rqRpebmNJS7keK2lgxCKgiwGl6EU5YKMpw8u4cb9U7Hb0etboDYJLGvZBLpuYWmphSMnHNaqXlHR65mR23xysYWxioqlpZbTz7PcjvxeFJiJgQTqLfP7H3ptYMax33NeCqcXmrB0f3Z6xc12FImNckHGwaOrWFqaCfw+c1JttPoD27TiMpU3XzaN7z58HDPjRVy5o+59T3Bn5Y6cWPMMYcJYb/ahhI+9i6t2jePvfnQM9zx8DNfuiz8HQPz1EIVld7/b7eA+bZ+p4KkDS95nD7sz9Gvr3dTffu6IM7iZqqqB70qigKa7HtMioNRxZX32wKLzb+JcO3VNwptu2oEdkyVvee+aXW1jaSn4UjBMG6ZhJW4XtQn6+uB3Wh0DEoBeR8fMWBHPHFrGrddu8f6fMaMAsNYY3Pdj800UNRn9jo5+DMvHZqLXGz1/f7oGQJG4zT23N2phsQWSEFjf6RgQEPytXlf3li3Lg884do2wwlbvG7HbYpk2DMP2/v/4yXVnv8zkYw4AbVfyu7zS8b677B7TTsR9FIbtTgix77W7BgTu/k4DJRS9fvSzJozFFWfw2G3rHrO4sNzC0rhzvVk2wX/+y8fxzlv2YsXtF2y1+lhKmOXuuoPQxcUW+lx/V0+3YFv+fjF6pNPqod/RIcK5NsPbvdbso1JSvM8rLgP03MElLKx0sX26jJImYXm9l7jPh046z7IbL5v2ikfdPU7s2jGt4LM87lkRBduKvt8W3H/3u86+lTUZL7iZiwIhoLYNw7RxeqERkCwuLjvnptfRU9ddVCWsrPn3aqutQxIH77Wf/olL8dt/+jAIpWg2elhSRO9+aDQGj1+7Z+LXPvsAbELx3jfuxxuv3zr4nTa73tuohFjSdZfpPTbfwLEppyCxTf8aaDRc+fFa8jN2fb3rf9/ynwuqLGK9OXhumFLANmwQd/9E7nh03fO9uNTGWCF5aGeYNkzTRr/rP+v0nvP3paUWWs3ewD6sNXtQFSl2nz747msA+EqXpeWOtx39mHFCFHo9th8tSBzzyd7Naddtx31+L620sebe381GF6KdzWug3/fHFgVVRrdrADT7s4o97xcXWyhqMro901EIZFhed8cypxcaUGQJ3b4JVVIzr9sBRafr3F/+NdaDloHEk0TBeRYutWCaJPJ9nDQu6brHftWV4DebPSylZLryeHGqhE9e/Q68ffFSPPrEATRu7cLWsykH260+Tk3KeKBaAaWApCe/l8Po9wwsFYswrD5KHQ2AgHaGdxuDaVjoFUXH3btNIOS4Zi5EiKKQSKadF171kUcewc/8zM/g3/7bf4t3vvOdmJ2dxfLysvf/i4uLmJmZGfh8aWkJMzMzmJiYQLvdhu0+DNjngMNasmUsy0K73cbY2Ni527mzgL5rBhJGnASQFV/hXg5BELA7g2mObtkDTlEiV7SzmI7pejFWtrra9HtJ6mU1V1RH03348r1YYalKnGSXae1VRcKWyXKk4+pqgnyRuXbu317Ha67dgvf/xKWBwQ+TCyX1Peox5wsArtg1jqIm4ZEXNla6Gie/u2zHmOPG2DHQ6Bg44drrGwnB6QxHXKOW3XO1wOe8dJQ/hmzQwCR7siTivW/cH2keE5XjZdsktTdGTpCtMpnj7i3VAdMcPuolavmOHrTbj4IoOCHwvJyKkPR+FlnO5oIYFSater2GyQOfLLlaUijnseVew1FxGWFESW9zyR/lYE6jZZF82WshB8QkGFzOI3uO8dLRVtfEC8fX8cTB5Ui5dxTiex6DVvqK7PRZsutYUyXo5uCEQacfNCqanXCYp4XVHtZaOsarBYxXNCfzMUZyC8CTrF69Z8L7PT/nMdkw50x6Hn3nTdfduax6x7JaVGLD7uNip6JQKsgDbqtR19rO2Spuf+VObxkgOapjfrmDrm7h599+Jd50045IMxQpIqqCgeUdrjT76Lqy2kpxMKoj1V05Jm+zoEreOnh4/aJczyMvq2PtHcvuNZEEJqXM5baqB1sYwhAExymav+78Z0R+2Wq8YU7y8nzMSp5nlL988NwTilyGOeHznyW/mMHfd+r+OZxhDqu5vfdC5vX774ioNorUdYvBnses62VozfbwzK7DqBpPA8jfa/rkFTKerJfxD364jqqRjbFkEEUBq+9+FJ32/SgYzhg67FuRBEO18JkbXWVlP1s7xyjjnO/dqVOn8K/+1b/CJz/5Sdxxxx0AgOuuuw6HDx/G0aNHYds2vv71r+OWW27Btm3boGkaHnnkEQDAl7/8Zdxyyy1QFAU33ngj7rzzzsDnAPC6170OX/7ylwEAd955J2688UYoSvrg6EKGYdiBhzxDXAHFBsqTEXT/zrkqTi51Yos+wAnZHnSf83sOGh0DkihgrKLGOiCutfoYd+UbtbKaq+ex1WWD2vherDizIL6ImqhpXqQIjxVX7hs1KGOFuiAI+Nm3XIFr3ABsBjZAS+p7TCoeFVnEdfum8MShaNOcP/zqM/j8t1+M/e04ePsdetjf+rJtsG2K7z16As+6TCL/fR6WTQLOnkdPtzBZKwy4cfLGK3xRw4rHKDc+Bv+aHTz2VoZCLM5tlTd52j3nGAWxSQggGH8QWTz2gkHfcZBDPSlWBjMFLzMtpWcvKqpEUeJNsYLLDvZPDWxHKOcxV8+jPFiI5HJblcVAeLlhEW/fskCWk6M6Tq928Rt//CAabT0wyPaKGO5eZ/04p1a63iAn7UXvDQgH3FZp4J5TZDFw/Rdiex6D8Q4zrlTvyGknt3C8qnm9eOsJpjnLrnR4eqyIS7bVA/vi96kGt5kZD2Xp51FijrvuFY/O8eVzTSslxSsywkVQVsMcwDHNCeQ8Jgyk33nLXvyHf/YKbztEQYCAaPMYFvs0lyBjlCKKJwZWEC83+n7kSmTPY/I962dTBvepqMqRhjl+RqbkTfjwz8vpsSIEATi9ml48smdNgSsYA8ZoEfvQM+zA9+PAm2v5PXfDGOYEjz0zhqqXB3tUI5cndKi8wfC5d3oec7ithnperRQX7MC6QxM+UZnbqevnJvrzRpVInGGPncPoh1834L8b8hruTAprmBIP4r/fcDdOX72ea99FUYBgCyhaNnYuWtCE/BEnW2VHmVXrOdudNqnIQxJEsCuW9oXN4nGj8T//5/+Eruv43d/9XbzjHe/AO97xDnzpS1/C7/7u7+KXfumX8Ja3vAV79+7Fm9/8ZgDAJz/5SfzO7/wObr/9dvR6PXzgAx8AAPzmb/4mvvCFL+Atb3kLHn74YXzoQx8CAHzwgx/E448/jjvuuAOf//zn8bGPfexc7+KGox/hfgrER3Ww4miiNviQ3T1Xg00oTi7HB48bEcyjEGAeddQraqx5iWUTNNqGt/5ayWceCaWpsmBWaFbL8YP5uH1nBaEiO/0ZUQwhKyQiixAjvvAD4BUYicWjEW1wxDA9VkSrY0TKr1+ab+DxA8sRSyXDY1BC652bKOG6S6bw3UdP4vEDy6gUFZQ02RtA83j4hUX8uz95yCsgj5xueVErPBRZ8gaUBs88nmLFY/wAw8+JDJkhEBo7SRJcd3zOIzvme1y3P559ZAZOBVWKXL7bT2ceAWbcEjLMSSseM4Z3WxGGN6wwMVKKx0zMoxS0oG+zPsaM+w0E9yEc2p4EWXLkPGwwauZmHpOjOo4vtnFyuYNDbmg8EMx55As4xkzOr/jO02nbwsaOA8VjyMTlx67Zgre8cpf3b02VBsx6CKHo6kGHThbX8fwxR/o5UdO8rNCkuI7lRg+1kgJNlbBvm6MQGDDMCV07ljegz8A8xkzWhJnHsYo/AVEpKl6RMcA8eoV9+rkvF+QBt9W461sUBC9vEnDeV5IkRuY8+u/HeGYibrIAgGdms9Lso+0Wt6VCBPOY8p5j7qVySI4eG3PCHfOi5jj18tetLImYrvuuvUmwQm6rjkGR/1tROZe9FOaRIVA8DlG8RU1UAcDhU00IQOQ7iQdf/OUx9fKWD5kt5Y3qCJ//OMY8Ckpo34diHvmcx5zHX3HvGedZnb3o5dcN8G6r+ZaXqDtZKooAhNxF/3p/Egere/H58mtzb7skClAJwavWmnjNia0A8hWPCiQc6l8Kq/Zy0N7Fzzye857Hj370o/joRz8a+X9f/epXBz67/PLL8cUvfnHg823btuFzn/vcwOdjY2P47Gc/e+YbegFBN0ky8xiWrbb60NwXTBjM/fSr9x7BP3zjJV5ANQNxZ+vCwbROVAdzWzVQL2uxA/lmxwCFH7xcr6joGzZ008YX7z6El+Yb+I1/clPs/nrMYzGBeYzZd9MN7RbdRvNO33Qe/tzMIWNmowbkfU7+GIWszGNS8LqqODNUlk293ESGTs8xdmn3TExHLx4JI2EQfNvNO/D455fx0POLuOnyGRw4sR65762Os08PPreAqXoRi2s9vOaaLQPf491W+d9hRWcpS/EYum66uuWYOKSwf0lMCCsUds5WIcBhca7d5zDHq00dtZICKWYw3OlbAeOl+O0PRkbYNkkdWPg5jxmiOkIDejYZEFXs88jEPIoibDcbVRAEtHomSpqc0XVzMPbBj7nIPqC0LApJzT8ocizs44tHNml0aqUD3bQ9V2DW765HMI9L6z3PRCmz2yodLB75e+6avZMBtYKmSDBMAkL8AShbZ/hanx0v4bA7ATNRLaDoFiRJcR1L631MjTmS18t3jgPwn1FBh1z/HOWTGzvPeHbNMPQNC6oievtU55jHaklFQXUKtHBch25Gx05FoajJAebSzBlaLocmSxhWmn1US0riJGGSYyoriHu65RWi/LnM6ra60uxjvKYNHIuCJqMf4RLOCkpNkSAKAipFeWBwPjtRwumIZcNgrJIsOa624bFCZM5jRuYxIFuNiCNJQ9REFeBMBs5NlhInJ/n187LV4ZhH33V0GObRd1vNE9XhMnd88SjlZ9D8nMd8xaPk5kz6GaTDMY+WVzzmXJ46TrdUABQr2tk3ad19owxZquCxm1t4w9P5t10iBKYgQbedY54nbkOhIkCBIpVB+/mWHUVc3KXxRYKo3EUgvoBac/sNo2686XoBb3v1bjxzZBUf+aMH8f3HTwbX5Q6sonsenb832jrGKioUSYocyLOeQk+26sriVhp93PfUKRw+FZ2xyNDqObLYbPLHwZ5HNltUKciumUtwFnfFYx4HB+RJklOA73mMNz7RTRuFhN9ghXm4IGCMBOBIRgEn7/Lz334RX/jeQXzzwaOxxy1JQnjpjjFv0uCqPRNQ5ejzxhiSh55bxNHTziA2knnkWCD2O+WC7BWUSS/3uPPmSSjTikc3biI8q6+bxDtvRU3G3GRpgHkcrxZii89O30QlAwMnS2KgX9Om2ZnHYXoeveOV0qOaJfhdloL5YyyTLwuipGTsOGbKeQwNCE3LzjWrG86oDINNYpxa6br9r6LDPokOo8Izj+xYUgqcWOxAlsTUQYrf8+h/RqnDbCQVnkzWyRev3rVeCB77mfGiN9gbr2oYdwuy9Va85H+50cNU3XnO7ttWx2//7M24dMcYAF8OGb7XfLlktp5HSgcLIRYZwcCYR0FwJo+KXs9j8DnZN9PVBQyqIgUmp5Jkq1GQJTG6eGz0Ux0ck6I++obtTZAdW2hDloTAtezHuiQXj8uNPqYitqOoSugn9Dyy414tqQP33ux4EQurvUhVCwN1WSX23NIUaWDCL0q26zCPOWWrHvM1hGyVO/eUUhw+1Rzov48CX/iy/cxThMgDPY8UOTbfO//2EMxjeN+TIo3i188VrjmLd5Yz6RfdeZlH508vqiPn8hKXzaha+YovSRRQoAbKxkHU7Hb+wlUUYEoiHqpX8EzVGTuEx8HJ6xch2MAbjb2wTZpLWTOKuLj37iJB34guRuJm6Faa/ch+R8CR87zzlr34vV94FabqBTz6YlAi6RnODDCPXM5j20C9og2YYDCwMPYJjnkEgHuemPdmbZkzYBRaHRO1spr4wI9rqjctAsW94eMkpkmy1TTJaUGVIIlCYvFrpBSgbPvCpjVdbsBwxC3e7nvqNL798Al855ET+KvvHcL/+sZzkb/JZuWjZkgFQcDbX70bBVXCNXsnoShiJPOoc70833t8HoDPVPOQOfaOvSR2zvrfSyweY6R0TF5cLqQzjwAGpKOWTQLHfPdczTuGgHNNTtQctjy875RSdPuWY5GfgnAOlyNbTX6M+j04acXj4Ay1P9GQJnlNlyKGC8B21wiYUiUh6rhbGQrWgeU5o6U8gyIlFJ4dhukxj92BybZCSDoaZsuzbEeUFJFtT9LyTMXAF4/etV4M3iezblyDAOeZWdQc2W2cbJUQitWmjukxP+Zh+0zFe25GDcIB/zrMIilTYiY+wu8k1mtYLigQRT8/MEq2mqXfEXAkY6ZFuMBzkkkizSBJQrRstRldtAWWTehb7OsWtk87EtljCy2UC0rgXSVFTDREYaXRi4zuKaT0PLJras/WGrZNB90QZydK0E0b6+34CYewxL2gyvHFo7v/hFL0DTtxQpeBv2byMl/Odg2aHa21dDQ6hteSkATeLIkpkfLAW55wPY9nJFsd7GWPA59xSSl1/SeG6Xl0/p63eJdd2WqefMjwugFetppv+d3HqvjQYwcBCqg5cxpFUcDrXlrETH8d03RtKNnqTUcdX4gmCAQh33UrCgLGTpZQoY55WJ7CcxRxce/dRQBKqVOMRMzWyrGyVT2y35HHWMUxZNBD/ThM/hVmBQTBCci2bIJ2z8RYOb7nkbmxsqKxVvaLx1pJgSAEg+vD6GToP4uXrfqMRhRLaJi2J4uNLKBSCj/BlcMmy1YJ1ITZdS2GeeR/kzGPT720gm1TZfzh/3Mr3vP6fXj84DIefXHQqTXtJfOyS6fx33/lFoxXNaiyGCmD1A3n2MmSgIefX8RkTYs0LeJNY9gx3DnrD2ISex7loCyHodPPxjxGXfPsGuYLht1bqlhvG97Ae62pY7yqRfZw9Q0bNqEDg/nI9Yfkk7adPrDwBiMRDrM8HFe+GOYxrecxw0xxWI7V6pmpxzu8bEC2yqTSWQxzwsyjPRj4ngQWVh/HqOjudp1e7QRYaMBhVoI9j/7fGx0jEwMaxSZlkX9GFVHsWg9PlMy4LQS1iuqxoWNVLVa2utrqwybUYx7DiHMczeu2Cgxef33dCjCIBdUpdJmRS0GLMcxJaQvgoYXMovIWArI4qDKglDqTqzHHjIHdR2H20CYEhkW8oq3RMQbkx2HZYhQsm2C1pUeeu4LqMK7hwjVsNvSzb7kCH7jtssB3mAlQUt9j+LotapInkWZgEwtsH8KsZxK8Z7w1nNtp1ETVYVdFsmdLBuaR69eMagVIXX6jZKts0iOilz0OfL+nTSgo8vfO8T2PFnGKoKzFr+zKVoc5b2zdQD5VCg+LVtDt7MKeU1tR6aUbufGQJAHVDsFcT4ds5nNqBZxt//4TP4Ve6RoIhgJVzimbFQHREPFd5bDTkrTJPG7ifMKyHelFVEHD+nrMwICOoNkxMFFN79/SVGnAcdRz7YyJ6mBmNrWKCkVikqbgS67ZdWSn7KXK3NH6ho1XXjWHbVOVlOIxnQWKNcyxiMfWRDGPrJiQI4oIwJ0ZTxncVIrRRjzeb6QxjzFSRPabRU3CkdMtdPsmXjy+7vVQ/cSNO7B9uoy/+LsXB+Rgpk1SB8HsQajIUqQMsm9aqJYUXL3HWd+uGImQIvmDMvY7QeYxft8lUYQgDA5o2zFsTNS6gejikT9ve9xtP3q6hb7h9JFO1AoumxG85rsRjolxCBu3ZJGtxrE3YTiufNE9j9mjOuK3RQozjzlkq8yCP+C2msOMIcyCGSYZUDckL+9IbuP6yNjx6ek2Fte6gfuvoEqBSbKwE2CWwRm7d/iex7h4HB6FCMMeNpk10PPoxnXwz+7xior1GOaROa1OjQ2yV0BSVIc7sMvARvjROhHMI3e/CYKAekX1JiNiozpyMI/suLJ3VN4JBzVCYdHumTBMEqvMYfAmS0JsN9ufmfGid2xK4cIrQ8/jWksHpYgtHgEMuPSGTYqiwK6hpL5HKzR58FO3XoK3vXp35D4w9o1NAmRhHiVRhCQ6qqRhGKwoU7Ujp5uQRAE7ZuJz57zlRX/SZJi4iciojhxFRPj8WxbJLhvltj3L8yUKgZ5HO10ZE1i/68jtFY95C7AQ85jnuAHAWk3Cn829AXOHXoNaJ1/UhiQIaIwRPF2vQLbyF76SKKAxJoBChqCLQx13U7UhE2e5i90w5+Leu4sAablYYfZvzZWMjqcwjwBcBipUfLGMtEjDHHhymLGyFst8NjoGqiXFe3DwOXKvumoOe7fW8NJ8MzYHq9u3sjOPoYER734YlcnI+h1nx4uRUR1phR/g9FLGMY+EUJgWSfwNxpDpoYKAMRKX7xzHcqOP+5+ch00ornFNX2RJxAfefDnWWjru/OHRwLJGDnlLlHQTYIWzjJuvcDJToySrgG+iAfjHf9tUGZIoBDLuktYfZuG8AfUQslX/HvHXu2O2AkFwHPrYhMF4NdrkyWeCsjCPQoDNcF7OGZnHVNnq4EBHEh0pcqps1bNkT5KtBgc13b6FkpY9xkgJZzW625tldpaf7CFuL1Ku/rUYB0YGXgJ+fLEduP/UMPPo3nfbXHfOXLLViOIxaZCiecyjP9nTjrneWFwHn887XtViZatLbgD6dGzxGM14x+ULRiHs/sjQNwfNU1555SxuuNSx+WIFTu8Mex4B/9w6stU8xePg5Ch7/qf1PHpGVaHlmQFQUZO9AjTcu5qFeWSxE5HFo3tcexFmQ0ByzMlErQBZErGQENcRzv67dt8k9m8fC3wn3PPYM/z9zgI2OesrIoYoHrlr7sipJrZNlTPl7vHMo/OMylfAhJ+Ted1Ww+c/T1SHzL3fhi4eBYHrecwXt8EUHlncu6PA3gWmRXL3mgKAXrJwcs9LUNTnczu1iqKA01sAgOLmJ/WhJLdHX70MCgpBR2L7Utzya9s7OCY5LVmbxeMmziv4zLIohKMDmFlN2swqEP1y9Vw7o5hHUC9zrO4yj8Bg8djsGJ5UFXAeQJWigi2TJeycrWDv1hq6uoWFmNnRnm4mOnYCyVEdjIFjg7N2f7B4nJsoxYTNk1TmsVxUAr8ZXD79Ba/GMo/OQOuqPRMAgL/6zgFoqoT92+vedy7ZVsfOmQqOLQSjVvI01kexb4Azs60pEl526TR+7Oo5r4gM4//f3ptGW3ZWZaPPanZzmjrVpbq0lYSEEDBEviQGiGmEkM4iETv8gKhcRRFljHCFBIYMx8XBMCCDKAaxGdE/Fxwg0ggy+FDHwPsRUKPXBq+oEBNJX6nutLtZ3f2x1lzrXWuvvfc75zpVp86p+fyhqNS7V/eud71zPs98ptlImOZPt+1h784Z65qY6r1f6QVwMJrFHxlbJ1ut6R3XaXk456x5/P1/HM7v1a5tnZR1rdZbZsyjTc0jGQoQTBfNSWMAG7fVuPaD12rVs+Qm8vrDCYG7uSlLkiQ3lrFF9do5BibmsWm94hnmlFnTKoZhXDj9RUnpwz+u5vH8LDlicw10W834n9ZCc62rYlLNY3Wuz3Z9nH3WXH5eALBjWwcnVga1ct3nF/twnHKwaYI2X9VkiU2igUCOgdOYRwC46/svwi3XnA8gfV4t3x1hHqe1QjJRdRqe1KqjDh3fHSnLOLqYPrNxUt/i2PW1xhQMz3T8XPpaTQJMqpckHFlMg7vdNYF/tybhQP/fdLitg+s42LdzZiLzmAd0k9r6VJIldC42slWgaKkUCoKQaoIwSZK0bZSFZDU9VrEOcOcMMCpbtVnjTVTddset63UwWddxvZunHt9Bvl5EjHrL9PhOft8AQc1jdqpBGLHvOwDMJkPsdp/CV6/+ZyTdKUXDFXiuAz9OjdDmVvhmPa7rwBu4QAI4PZftluq5aa1pkr32GjwqNhR2zGPxgczNaqTBY0AbuxrmMU4XcddxsH/XrJGVLr/ki5XgEQBuv/YC/OiNL4DjOLj47PQjME66aiVbzQPXUdltETy24KDMPB7Pguu9O2cwrNRQJUliJauan1DzWCehrKLYmFRqHrOA9PKDafD49JFVvPjgrpFFuE5uzNnIj6tVJVag0/Lwf/zg5SNtXAim5LfIjnq4YP82q3lX17NvtR9gtutPlbnUGe7kbHnluf3IjRfhyGIfD/35vwEAdi50U9a0cu1rDOaxylyaroXjYN3nccxGp04hUEUUTw8IzBq4NIC0a9ZOSJ97Me84BiYmgzXJGXjs+CnS32EQYee2jtG3bnrN4wX7GMFjTc3j4eNpALB3DPMHFLLVcs1jiNmOX8vQ/19vvho/+PIL8v+/fa6DKE7yBIeJI4s97NrWHbtJo01jdb6HUQIHdpKyausAQn8YTmUQuzWuoWnPYrvnnteGB0bNI0u26o28N5Q8nFbzmPcHrTKPhnSUErTVb5UN83h0QuA/SfI7ycWbsG/XLJ6zqnmcEIRWAqiCcbWXHJstH5oY5hw+0cNqP7QyyzGPFcUxy+k0H1/pcRlzax6NtSJ1ZE6sAxlznRuXyJ96fNcxWE/7eksgcyiOC8aYXfNYYR658JLiXeoKDHP+e+UgFp3z8BfdK/ltRlwHO56cxVzURne5xUpuAum1v+Sz5+JXnrkegAaPig3GtODRrzApRZsMO9nqoMrcjWvVkWVV/vOJE7hg/zxmjP5w1QBuaXWI7ZXg8dbvOx9XXnIWAODA7jl0215t8BjFcWqFPmUjP04yOwzjPGPkug5mu37JMOfoUh/b59r575ub0TBKECfJ1E0R1TzWsQF1EsoqaFGquq2uZuzb3h0zeWb8ey7aNTK+0/IwCEafmz3zOLqpAuzrkVLDnHKfx3bLxRtvfiHe/sNXTB9f07NvxdK8ZZJstSppuuLis/B//viVaeE7gJ3z9YY5q8yax5JhTjz9I2nb5zGsMcwBMqa4RmJdHmvRqoNqeaIknz82MjBC1fGUU4NmqhQkcqxxzqGEYRaUHNidJjw6FTOXuprHPHi02CA5NbLVwyd6cADs2TE+EMmDkIphzrj1La0JLubTuPo3IDUmm7TOj615zDaUHLlxVfpabdVRh5ka11CbsoD82CPMI0+CmK6TVeaxj3bLtS6LGJWtZsxj22AeK3Xa1VYNdTiy2MfObZ3a93WcU+20HsSEfbvSHr3jglebtaJat0c1j7bMo+9RzaM9y12MLb/rZB5nY5ZTGh8lrB6LhGq9a2xR1143nlqFpOdkyTzWJNlEfR4N5pEbuKdGR7I+j3SsIaPO04SLFoDMxZp53Z7rYBh20UsW8PT5vKCZxjuRgxBp4M4N2h3XwezxDhZ66brAqenfjNDg8TQHbVbGbTaqm+FjS33Mz0xugEwg5tEMgsYzjw6CMMJ/Pb2U10fUSQjJVGeSlMt1HVx4YKE2eKQ6j2nBI5kFVVnPYcUiea5blpgeW0p7fLVqWiCMC0KqmJ9pIYySkY0JUC+hrGJc4/fVXpiyb66T91c0G44X4+uNjmzlLeNkkIMaKVrteIM5zB03PRezXX/icyeYbq2E1X44YiBSe+wJbqt19/zS83bgV37yKvzcnS9Gy3drWVeqeZw254DRmsc4TqZ+pKz7PI6pT2mNCfZN2GT4zdrLoYW8ugq/0iOT435pBv00Z7h9Hml8Hcgoa/+utI5xcs1jytKffdZs/t+nwRvDPO5c6EyUN9XJVvuDyLp2bBwDBqTJpkkJl7qWBwBYDpR1Co/YUqHRbXujslVG8NiuMI/8mke3tuZx90J3el9Px0G7NSp7rWMeq0knx3HSurMJvRbH9XgEirrCEafaYYROa/q82b9zFlGc4EjGslZR9PAbfw/SHqmF8Uou17WsV6XygMhCTl+F5zpwUBhykXu7jaqFxgMpaxqImMey7DiOE3BK94i1TZLEqv+uCXOdo7VOVvOY/tkmuVk+vpvXigJ27XxMOEbwyB0LAH7iI0EqPeWa9Xiui8RN1ycndkRuq8sHelhzAwzCiB380fFozeCoJDYjtvbVbQFceGABv/i67ynVvZmoyuhs2nQQOq3ULdUMwIZjNnaOAxxdGiCMYrwwa0JdJ1td7YeI4gTba1o8mLjo7AU8cXhl5ONMEsJpNY90/LpWHeZiW22rcXQpvT917F9uRz5lczOuf6T5e5PdVuvradIWJelvv+p/nIv/+ZoX1n4wOzWbmjRotu+fVteqwzaz3TKCCAmLNK7m0Zb5M48LTJcK7981i2tetA9A0TvOxGovTBsMWwbOZeZxuqRp3Ca+imjMRqfunEfGWvTuMzPyRaKE+dwqTL3tZt507Rzmc4YnmaVj1mGEeZzQ5zEIUmn7bLeF7VnLoWnIZXwl5nFtomTVPA/zfeWwb5OCx5V+MNGd2BvD1oaR/YbSr2P6aZ2cImHstr1SAJSWBUyvKSfQtVOCk1u/libZRmWr0ySr+Xh/dDwFUd2Ol6tD6lhM0/GyDuN6PAITmMdhNPWeA6lsFcBYT4HCAXXyvTSvgWSrVZOkcchbPgiYR8dxSglGGx+B6ngKfMetqZPgGQoNIHNbFTKPnJ6qQHmdCwXfVqDcqiOySG5Wj28aHUndVsMwEslWF3ozeNmzx7F3rS8yzJk/3EUcJ5g92uY/d8fBJV/Zj7uffinCgGfoBhTXTu+tylYVGwrXcfCyS/eMzZS2KkzIsaW+VZsOwGxAbtYD1cvZzA3yJRQ81mzk81YeUxio/btmEScJFis9zArzEovgsaZ2rtoCwGyrkSQJji2nmec6+WO1CfM41PWPJNiwl53WaOAKlDeDLzx/J37ilsvGjB+VY4Uc5jFr1VGV3doyj5SdjJMkZ3E4rmpV106AWBS7hAFgzzzWja8eey2TEdpcQ+o0W9w3m5rHaouMOhSb43GGOdNkq9PrmHwjI2+T5BgZ7zsoy7wZstVaORZjUzPFbZVqnQ/sTpnHas3jcFgoLAZhlP/3N93yQtyambxMAq1/iREQPH+8h707JwePLd+Fg5rg0TqAqpdPAun6MynhMi5pwQnCijW+uO6CfZv8vnY7ZdkqlQVYJ7myax+EUf7ucDZk42Sr4xg/m/F5ENX2ceGBBdz4vefkNeomPKPurIpJPR7T3643zBkE9jWPwITg0VKS6LmO4bZKslX7mscgktU80rnRvmYQpIEIRwZJ5z5uTZ02FmhQ82jUvHLln6ZkdygNHh0nX6e4hjme56S1opYJhtFjp/8rZR4918X2Z3Zh4dGL2dftuQ6cJP2WtvqeqOaxs9rCZSt7MDT6hVuPp2sf0yt9q2FrX90ZgCr7RsyaDdo1QUxepF3DPALAOXvm8uCp2MgXH1gKHqs1j1WMy66uDezrz6pmQem5xBXmsWirsdoPMQzitN8fNaA2XRgtgxDKNK/WOK72LWSrhYPhqGzV5rrrMupBGFtr9Fu+iwTlYCYm902bmse8BUCcszgckB24idW+3bXXtQ4Y5vd8+nnQ+2IGzrbHrjv32MIK3c0y4ZOYx0lsQMuzMMyxkq1m9y5OrCXa1fOoylbtmceamkcm6wmMDx4HQcq8F8xj8dvdtocEBdNvrhEvu3QPLj6nXtVhwsl+jjL6vUGIpbVgbJuMfJzjoN32MBiWmTtr6WaN7JWuYRBEE2WrrkPyv9GaR2vZap5kKwe/wPRAotv2Sq066NvCla0GgaxpeSpbLd71wTDCSi+wlj/WyV77RhDVbnm4+5YX1iZKJzGPk3o8pr+dyVbremRaBG/UGmucqVvRw2/yvTQD4P4g3Uxzkg5NWj6YteWDYZrs4SQovWy8zDBnVLYqrnlkzltznaN1kh3EGDWPIcPplY6fuq1OT0aOOzaQlTQImMfET/C/Zq7B8ecvZyccHAcYzoaIEyBxeP0tgXLQn7Y+49eaAso8KjYJzNYDgyBCbxBameUAZh+tsqQr/W/V4DF9MS7NWEfAlDQVH8mlNTvmsa4WCCgattvIVqtmQUDGQBjnPt9t5Wzm0ay31q5tnXyRNjflNoEfUHzc60wshhYbK99z4DgYMb1Z7QVWdX+dulrVMLLeyLdr2LvivO0YX4DaLkRsbX+15UMUx+gNQjvDnAmyVZtAqF5qHVg5rdLxR2SrFh85z3MmGuZMYgPqXCOrsLHEL1qGxGwpGI0333WOgYl530XMo5GwqEOQsYn7ds3gmhftxYsuKNigvK9q9r6a7XxskbcuyA5PPRb3jnEkNtGtMFgy2eqozBvAxPXCcZx0E125Z6mJCHMzW2Ie7ViomQrzOGAkeQDTMEdmstT2PcRJwf7YOq0S6ozJesO0LGJaMDCJeZzU4xFA9vtObasOG+bRdRx0aupNCbZS0lT6mf7b3jC0lqwCRS9gSZ9HoOzIzekNSiDZKkeibY4FTNlqwgpcTbdVbhDm+0bNo5h5RLnPI6feNFsvbFo/1R/bcFsVGOZ4joOnDp7A8e1roh6TOw7P4rJ/24ed/z3XiHFOvyey4JPWem6Llc2GrX11ZwDMhu30sbA1Y6DMbmljk2nVqwsOrb+XGs2E6zbyVNw+LXjstuoDsDWGeUm1di6MYsRJUsoYzc200BuEiOI4ty/ft2s235hwaufycyfWtM4wxyKQcRwnq6epMI/9YKThdB06FSYFGGVcJ6FdwxhP6ydqomUkDYYhn3msSkdzt1Ox22qcyZosmMeaOWtr1gOQdJMnWwXSj/CkVh20oav7WI9rrWLCJsNt9j8TGeZUAmeObLWWeRS4rQZjAnCST3uui5+/8yW46OzCmbH6vpqOzLaoOmjatOkgULKH0LdkkACz1Uc5kCDVw7SES52pGGdDXSvvH9glmqqtOrgJi6JVRyRiQvKayWydO0bBozXzOLpG1/W3rIM7MXgc3+OR0K1xquXOm7o6WQDWJi6e5+ZJqd4gtDbLAYpvs1T+aDo7p/XMvPfVz3oRhxG/di2veYyL4JETQ5l9Hm2cbavHdhx5ko2OT1MvslDGmPA9J91bZHOH3+exuHYu8wcALaQ+HN9+8fMit1YfLi78t7PgRq5Acmswj2HMNswpah7TNa/FnLObDRo8bnKYAZRtRpjQMTK7hCCoN15xa5jHOknT0toQruNM3Yx3xslWOTWPlSCkbrE16xOpBmTvzpnCMKcugJry0o87d8B+g9SuOJ7GcYK1fjjRACMfm517qf1AZL/Y1Rn25HVMVrLVoi4jCPiLbFX+uJqzKPKaR2v7/5rAebU3vnVCFb7nIk4SI7NrtxH3PScP8OowqTam7Y/K58aNnyhbzS3oYyPJwas7DCvvm32dbRGE0DvLc1stWNM6DIMoDzaqqLbLCILImv0i5DWPGdtfMI/Tg8d2q8wCDS1r14BCtlrX1geY3pu0ri0Op+axriWS6Tg6Cd22j2FYtGvg1tlSgm8QRPmc4cpWzeMeW07r6+t6K9ahvuYxxIyFOsN1xrfqOHJifI9HQhp4j7Y5sW2V0Wl7tcoYwG6toP9OgWZq1mPPPLay2nBxzaNhypbKvPkBIMkvuUFMIVs12TtBzWNiuJYyzoHULWK3VdeseeTJR3NFFjmGCgOwdKyAeXRdJEj7Y3KPnY538m+7mHGOkxEFmw0K5lEW9G822K8GitMSJitRBD+WzGONbHVcofBFZ2/H8lpQksTWSZoWV4dYmGtNLTAfK1sdpM6XtuYnpWbxRs9BAgUkq/0Azx7rYddCB52WV6qnIdgGfpN6rxXs5eSFoxoQrA1CJLCr9cwz6sMImE03tEFgzwK1a5IGfQbzaJqXDJmNu2l8iXnMjIdsWNe63qIcA5Ki3rQ4/lo/xFzHjnnMmcsoRsf1UjMFm+DRd0cYIBO5vKuu5rFGnj0ynpjLSYY5eQBW9HnkMI+trAcYIWAEIbn9fli0CWExjzUMmInhhJrfbmWtGYYxtk1xg67C3BACwHPHe9g227JSeXTahTtyntW23JiMc1tdoXdmSpLO80ZrbaOY36rD/A1r2aqxTs52i3vQtnxXXcfJv28S58nqvSMW1DZR1G6N1hrbMo+eO75Vx6Qej4SUeSxYW2LROMzjONlqsVZYSG8TOfMYhpHVulQH6hMJ2BsFVcdHccya6/lYw1gMSE2yOIY5hcSd3+cRKKSjgWCdBNL3xgx8OePp+0Nzhy8dNX5LUPPouQ4u+oc9WDjchX+WLHgcSANfqteMYvZ9A4rAmfaFW73mUYPHTQ4zeMwzwhZ23oDhZlcKHus3NtddcQDXXXGg9Hd1G7ppPR4JhRyrKt0MMdOxc75s+W5JFlW32FJAstIL8NzxNezLapTyJtAC2Wp7jJQMSM0Q5rr+1ExjtY6NZGg27FseeGfjozhBAvvFqo59s712oNrwnV8/5lc2tDb1W/nYmppFjqypKsOL4wRrAzvGNz33YjPdaXnW8hzfdXNpah0myfKsWnXkGf7x59K4z2NVtsqQSpv2+0VGnRe4AvWGOXGS5G6rdajWPE76t+NgyrGAlHm0kawC5Y18YTZjW1qQubWOrJPEPE6Rrbqjcyc10VgP5nG62yqQ9u6d7bZEdbZpki1my/+A0eRoj5Ego/Os3vfewK72b5Js9fhyf6ppT7dTDv7yeWMr+W17td8nwOjzOM3oyy3UEr1BhD077OS+QME8hhbrUu14z82PPQgi67ICgue5iDLpJze5OSpbLfoX2qAsW+Uz5q3s+9ioz2NumMNr1UHrLM09rmzVDBglzKHrOjjn33amip59/ODTdZ1caSCteaR3Xt7nMczGb+3gcWtf3RkAU7rJkR4Co02Y6c/28seamkfL4HG8YQ7PvCSoYx4rNY9AGqA8e3QN+zMb8yayVddJmdG6zO7jzy7j/H3bpp97hXnMAyhLt1Wg2BTl7VWYwaP53CWyVSrqZ9c8VmWrffvg0XVSy/aSbJUha6rO2bWcjbB1Wy2MW+IkQZLYZVi9SkudKiZtjlv+dLfVMI7hOJP7kZWZR6lstWqYw5NjBZnUGZDVPNaxt7kr4Zi5W3V2HgQRy+kVKGq+KSA4fLyHPRaSVTqvnPXMAyj7oLtdI58k2apdzWPVMMdeykZOwTLZajnJZru+mmi3PAzC9ZGt9och2lldrO2xq/1w7Wse3bGy1cXVIXZM+UbOVJhHTk06kAb2U2sep7qtFtfQH4bWCQ/A6BdosS6NHW9KZrnMI/V5jGO26UuRZDNkqxzmsWSYw2ceSZlD7xyfQYPR55FnGDTCPAodSwEZ80guxdyeruZ4eme5NY+UIJC6pZIjN6l6uEmLzYatfXVnAGgjniSJoOZxjGzVdiNeI2laWh1iu4UkjDLqda06rOvPxtQ8msEMBSTPHlvD2iDMe2BRMXO1ds62n1SnPbqhC8IYTx5ewcED04PHEebRUoYG1NRwMTOU7RrpJot5rMhWueYj1edGgfO8bdKgwsTJah6z4LFvVztGMANnCiRsPpKmAUQdJtXGtDLGbpwMDsgcNKd86E3WdBBE8L1RY6xJqPZVDSP7mkcANcwjP3isY2Cn9dUqElVh/htSMwRiOY8t9a2ZR9P50raXbGl8TcuIlV4A33OmrtW1NY/MxuE0/wj0nZluLFYwj4BZFsAIALMkWy5bFRjm5LJVZt1ep+WOrPFpEGUpWx0TPJ5YGWL73OS6y5mOl983oGBNrb/tE91WLfs8eoX8sTcIMWOpaAKKNdpmXaqDWV89ZKzvhKJVR4M+j6ROSexKEwg585gUxmScQILcyMkEj+P0mh7fLWoeme863StaK9mtOko1j4Lgz3Fyl1ppzWPOPHJrHiuGN/w+jwVz6XsOS+q8GaHB4yYH9eyL4sRaTkSoq33j9LepSpqSJMHy2hAL89ODRyezEx91Ww2tWaBR5jHLGFVadQDAo08tAQD270o3fHXtKjj9pLo15/7UkRVEcYKD+xfGjCrQ9t1SVpvDvlU3RcGY3pzjUMcYcxIPJvtGLpccpM+t3CrDdRxrl+BqEDMIYvvgsRKE5E6vtsyjIZvlmEGkzoXj2cNJtTHtmkRHFTabpMIwJ+1jxd2QVXtcppIwnhlDU7fVOsOcqcxjpd2FxCGYNoRJkrplJrAzywHKbqti9q0meJybaU1dq1LGuxzEcBuHV5M1/axP5bTNEbVborVFIpVut9J631z+x2zVYR7XljUkdLJ+umZLpN4wslqnzLozE8Osndb2Kd/Ibtsv9cgcMIPHSW6rhWx1es1jFCdZYtruugktI1EkMU4x1Skcl1kC1fqGIb9ZveM4pefHrXk0+wXSM7RpPUbIDXMYhmSl4xtmTdw571eZRyF7B/AlrwDyfshJIjPcMZ+b1CmWkjZcdYrnFsEnN6G+GaHB4yaHGQhwpS21fR4ZzGO1+fnaIEQYJVbMI50nZbgIa/3QeqGtbmrqZKsznXST8+hTiwBQMI9jah45H+dqZvfxZ5YBAAf3WzCPvlcy67F1TwRGa1W5m/FJkl2bxIPZ3zMU1Ty62QciXeRXeynbbJthTZ972b2SyzwO8+DRvtYUME2iigbYVoY5U/o8TqqNqQv2q0gbv09joZz83w6E9vdRnOQMaMDMDhObMAz5mdmW0f+sisEU5nG05lEgWzXqmHKn1R3TezwC5X6Bkrq/dJ2suK32Q2uDqVHmkbeh9ivJGtsNKdXekzR8EEwO8utAzKOEra6uk/2BHWtYjK9zpW7GPC6tpq2stk+TrXbKbqs528upeRzUB4+2SS8vq3kMsrVOEoQMMzUPF2XDHEGiK5NaJ+Cx1QSTdY2TJJckWo01g0fLtjYmKEknScwCVPOY/nnN0h3YPDaQvuMO+HJj8583ka2a58JBk5rL0ZpFmTplEMie22bD1r/CLQ5zY8mVrdLYkmEOs/WCGcDZ9ngk1AVga337tgnV4LGulspxHMzN+FhcHcJznbwxs+c6cJxR0xjbjU2dIcHjzy5jruuPbf5sot1yc8MboGDAbK69kBun44sWJbYW+BNkqzYutwZ7l7pc8mWrQJEdXekFVnLdfHxFAsp5btVAjOTC9jWPhWyVc8+qG/AqprXqADAiXayOn74ZLFhTSe+0XK6c1TIlCc+O3GQe2b3XLGoex2V76fn0h2FehySWrcYJjlPLhwX7lg/DIEKSJCx5OKHb8jCorDXEPE6D747WPHKlfFVXa9sAqmAeq7JVbs2jzDCnUwn+ekP7Vhel8dl5R3GMYRDbtepwHUQ1MvNFCh6nMI8zWc1ibMhGAfsezt2srCKpOQeW26pA0QQUa0V/GLGZP6BINEVxyjrzmcdCciwNQqKs1UcYJaw5a64VucMvg3mkOmXJOglQn8e0ndRgGLHkxnSvBsLnZiYEJeNLwZ/ErdU4ptRtleY7Nynu5MFntOXbdAAaPG56mBv5flbHZPvSuI6TySfL0k+WiYYhHaWsqm3wWJWtJknCqnms9nkkJq360lNgsmfHTL6BdhwHbd8rmcZwjFfqDAkef3YJB/dvs2LQ2r430mtwpjPdpRUYla3WtSiZfOxR1rU/tK/3NGvnJBLAUeloYM38AWNqHpkJE+pNSjWPtvWWJNMMo9gw27Fgaw33wDpMatWR16hOGT/t2bkuybFiUe8087mTFJKzuWn5KZsQCupkqyoHE0X/wPpzcd20NnAQRMUaIWQe46RgE2w38p22lzbeNtUhbNlqlXm0MxbzvFG31YjZ+65aHmArI6Rgg3r3pnW2LovNyJlHkuYL3FaLmkcm81hJrnKko+OYxxMrxDxOTjx0K5LfNWYQQk7QdcmW3AHVQuYeGdJLbs0jkM4VUbP3LEE4GNK7zWceC8dQQfDquYjiOP8NjmQ3r5lM0nvnOtNrk6vHDqIEQSQPHpO48MDgnDs9K9pLSo6d/5aQeczHC1lXApf5dJ1y8MhOcOZurSH7+7IZsfWvcIvDbD3QZ2ZWgcy4ZYR55Jkp0KZ2ac1OkkOo1mUMswyztWw129RQdjVnICofGsrQk9Nq6dyrslUW81iW+z71/CousKh3BLIeYsaGcKUfYN4ygKpmxAvmkRc8Bsa9pzom2xYpQBpEBAKJRrVdxkovsK45pPGjhjmyes+C8eX1eQzDGL2+/cc5zSZPkq2OZx7zcw4mBI+2LUOy80hb8vBrHgHkGxvz72xAdUxDYS1PnQQTMJJGE66nmwVgddJ2G5hswtoggOPwjckGw0jEPNY1q7dl67s1Cglu77uqwZXtd4Zkq7nbKuM9JRQ1jxLmsczYs2sec6Olol0FgEatOpZWU9Z6OvPolY7ZYyhTgNHepibCKHXgnCYbT+u0k1z+KpU/SuSL9G2XvC9AmXkUyVazwJmSixzmsFTz2E+ZP47pDbGunFZIpeNndX9rTLYaKDOPUsMbQmPmsfF4mVESscXc76MZfCrzqDjtUa155HwcgdEgZsh0IjQlTVzZaqftlwKwNaZ5SRHElIPHEeYx+719u8oGF2kT6IpsVVjz+OTzq5lZzvR6x/Qcyzbwq73Q/rob1jzW1nsyTAnyD0wQIU74zXRNwx0gvXaObDXdWKTXHic88xdivEKD9Wz7rvU1mAEUhw3wxgQ+hLzmcYzbKlB+XnXjbQwC6Dw4DrXV8wiFBiamBb1kU+TXmL8ABfM46TfbmfRT0iYESO3vgXS+UV227YbQVAoMAj6TUnV2TpLE+p2Z7fh5PTWB0+cRqDPMsWPwXMdBt124hg4FxiftFjGPgvnmuXCcIvjjmr6MGu7Yl4VQ8FHF4uoQDoBts5OfHZ1nr8I82iaH6T7X9XqMLCTuQMGekmSW41RbMI+hzG3VWKcAAfPoOTlTLApishp1mruc4DFnHjPWlpvQpyRbEEZC5jFdp/qCcze/7RLDm/Vo1bF+40+tbJUOPQhkz22zYetf4RZHueZR8HGuBDFDZg80U9K0tDaE6zjWDX2rm6I8y8eQrQJF8DQcE0SRJHLfCPPojcixOMyjKbl9/JklAHZmOUARtOemMX27GiYAuQxG6rbqe2mblNK1M8yC6DgU7HNZHFP+CKSsK5t5zMYGzM14ndsqpwG1ee5rg3S+2jOPE4K/mGSr42seg3CURSCkbJId80h9HvlGR4Vkt+hBxnNbDcNE1BsUGGXACFbMY6YUGCdtnwaTeUzbFjBq5wwWSCJbrbaMGAZp8G4zb2e6ft4KhxBy3Var7saMJOVMx8+DD0nCou2njDG9OxwWiXpkmsEfz221zFz2GBLGcczj4uoQ22ZbUze2OWtLzOMgvee2kl8KWOraddgaJjWSrRLzOBDKVv10vZS8L0DWskGwRpnjozhm70kAgHJKxVrBD3zDOBErNFzHQZIYCQdWzWPhGMrt8UjHLn5LELQ3HZ+9H5Leol4leOR6OdDxwoifUN+M2PpXuMVRbIYj9scRKDOPUZy6qnUYwYC5oVtaHWLbXMvaRbHK3nFqyIBR+WMwZmNIgcmBSvCY1tOYbUrsNzdVQ4LHn13G/EwLuy3Mcsxzp03Ras+uhqk4d6+UUQfspT2O44xKP4f2104fGHpeYtlqxmANhpG1ZDcdXwT9RbN7odtqz96gCTBbdcRFVtqy5nGSbDWaIMujj9hk5tGeTQijOJ3rzLWiZdReFpt5CfMoy8z67hjZKrl4TvhNSlQNBY6fgFnzSO2EeP0CAWIeZTWPZmkBOQTbMI9z3RbW+mEpkLFx5jUxaphjXx4x0ylaTgwCvlSa1CGT3IgngcyKyOyGwwIVNZO0zq4D87gyxMKUekegkIjSvWMnLCoOw2EU50mEyNIwyc3cVkWyVWIeg0jEPFJfXNueolU0MU4BUtYqlX7yax7NVh/c5wZkstXcWIzf8oHWqjVGWUV+bENuLKt5LP4sYQ6dhrJVunbJWNq2Ui9eaTsnYLx521aCBo+bHOaGbsBgzghmD7Fc/sVhHo0ghOuaWWXv8vqzDq/+jILGYRDDwejCQRKhKvPYrrR84DC33TYZEqTX/vTRVZy7Z85aylbdmHAZMLN3HN03lvSz0mdywEg80P2lj5OkzyOQBjx5ixIW+1fUD3I3477nlFjXtX6IOVYPLsMwp89hHicb5kzaHBduq5PH2zGPmRGFqM/jKPPIMszxzE2RjHlsVvMYjZW2T0Opjmlg304IqNQ8DlPGl5MV77Q8DIaFSmGF0daHzpMSPUAmW2QyxpJWHUBau9eUeQyCWCRbTce7GAQxy+yGUK0t7zPaLlCz8yoWVwfYYdEHmSSidO/WmHOOrpM2wv/r776LX/3DvwNgv1ZQAEUBrFi2KjTMAYpvjMQwp/pbHJBsldQlnHsPFI6ntn1BTfhulmSLZAoNSt6vCuo1aY1P+yw2rXmUMb7Vc5GMl4x1MlM2Slg0Cx63fmi19a9wi6MqW+Xq6ztGEFFsrHjyFNpY2PYeI3QrstVeXvMok63SprQawF33PQfws4cux475zsj4svGK/Ya6sP9Pz39lLbCu9QTK7RfiJMncE5mBNwWPvQAOeBnGdssru60G9nOH2pzQhpQtfzQY4xVmnStQ7vPINVTIWVdTMiuSrab1MJ7rWF2/7zoILAxz6j64xTyfLFu1Yh4zF8FUtspkHnOzoMLFkdvnkTZFksxsa4zpkA3zmNY8FrJVds1jyTCngWxV0CKl0/IQJ8U9p+DRquaxWw4e4ySxnisE31gn46zdCE+2Wryr7OCx5SIB8neN0xsUKJJsfUHwWO0Tmcs3beo9J7TqsDGUm2mXvy+9QYgZBtudG+Zk45873sPx5QGGQWSvUvAK9sw8JxvQWjEMYpHrJq0rK1kAxE2Kl5lHuWFO7qzMuPc0XiJxB4okWZNWHUDRO5rbY5LQtOaxCXMoHU/zWsJ2A+n+oKihlxnmpGO3fmi19a9wi8MfCR75zCO9LEMBXW9Kmjh1e4BpJ16MB+wX6tGax3o53Pb5Dl7+4v0144sAittPihZk+jhzmUPaQAZhjN4gRJLYt4sAynVQq1lvTF7T9RrZKicA81z0sufFXWTzACyM8w8clzWtylY5Lo5N2HLzfaMgwoZt9n27Vh11dSZ5q44JslWbVh2A4bYaROi0uTWPRdDPqfckUH20tPn1NLfVSb+Z1zwKZatAtiFkthMCyoY5fYY8PB9fcc5cZSRc6DwpMTdJHj0OLeO+Fwyepetnx88z+UOJ22o299f6gWgzmfaJjFj1ioQR5pGuXVjzmCRJKlu1YB5nGjKPnUrwSOvsSi9AxKx5JMdUXlseMwgRyFaz8dSH19bILj+maZwilK2W1CXMpDw1u+8PQlbQDZT7PDZpV7GSK7mEwWPDmkeJbLVc8ygPXiWBL2DUTAqOr8GjYlOhzDyGAje7Qv5Y9AuUMY8rzLq9TiW7yu1lVa155LYfaJtBCLOfVNc4dwlzaPYQW1lLP1DbZu2Zy07Lw1AYuAKZbNVs1cFkBXzPLZhH5oawZQQhy2uC4NErah7pHrDO3S9avKxyg0fXrHm0DyKmtuqIJ7TqIOOOSTWPcWK1SfJdF/1hmqxgS8GMes9izvKNjprIVusC6CCMsx6lk2oe/XKfR8HxHSeTognrz4ZBWmvKTfBV69dWGFJvWkspMWfbIN6Eed+5DN5sx8vXCSnzCKTfBsmc6WQ1/Zx6xeLYlZrHAa/msRo8rvZDRHEytccjUHwbKXjs9Xlzjpg6kq2umMGjZc2jl9U89gZpSQOr3UQpCJEwj2XpJZd5NI8vMZ0pWFeeUVE+npjHYcSS+wKUZEuaM4/9QNBjslnwZk6RjWQeJWY/5vFbrVEFm+2xAQ0eFZsA5kZ8wJAeEtKaEAoe+Rur8kacF8R0K5uitX6ITsuzXjTMnnsA2Itty2jVwa2d6xg1JWv9jDkUMo/LxL4xNuJm4/BVZp9EIAuchQ6KQPrc85pH5iJvtnxY6aXtXSRBCFBs7NgJj6yHWBglTNbTrHm039D5ros4SWrroOj3gDGGORWH2DpEWe+2qefhOTlzJZetGnOWKfltVPPo1jvWplLQyb9XrXnkOukBqRkE2fdLWKD+UC5bBVCSqQOwMpmidYHeVdsG8SZM5pEbhHXbfl4rOBjat0Ii0L1a7YeizSzV9PeZjGk6tigtAMhExLX6PpFhionFlbTHo03NI7U5MROrEqk0PS8KHlf7YVrzaLG59rI1qzfg1+2Z77ckCMhlq9l5S9xW8z9Lai6zwHltwDNUI7huKn8MwpgvW83q44ehrF8gXfpqL+D3mGxoNOQ4Th5AipjHdTPMacY8cr+NQNnsR/s8Kk575IXpg3QjLGMeSbYq24iHUSpFC6OYbZgDFNlRrothqyLnGzLbD7R9N2dzuLVzJhtQuB9y3FKLjcmKgH1LaxYL2eoc49hA5liaPe8kSVhuq0Baf5a7rTKZR1rYA8MBkFV36Lt5vz+JeyXVTEqO7RmBHMc4hTYw49p1hFEy1l4838ROqHkMI7tWHZ7n5hJG7lphPjeqs+XWqkZxKpmVG+aMBt82roTtnIGSM4+u44hMKEqy1SbMo8EitVuulVy8WvNYyKNlEnduEDbTSRnftM6Wb9JEm7jVBrLVYRCxWEOC57ppv8CwaNVh23aBJM4mFlfTRJlNzSNQtDlJEr5JU7uSmKWE0WovyFQKtsxjkrm489kz83e4KGSr6Toj/cYAMhbKrHnkBn9AGsDlZTjcddZP63yHQVPmUVBv2bDmESjkm437RDYwzJFIlc3jc9VUQBG0S8dvNmz9K9zioEV6eS39MEk2JrQplZhJ0MZileEASKgW9XNrieoNczhBRBFAcftJdY3MLsfAgkAf92EYY5nYN1a9qFHz2OMZFQHlwHkYxEjAmzu+78n7PJryx2wjzA1cU+MPWRPpYs7yXWrdzJEtjBJWHZLpMFuHaIIDoue68FxnMvMYx9YbQqnc2Hxuy1mLE46cy2zxIsnMmgyYCZukEW1+6V2VBI+e6+RzhmOg4Xvp8xsGEYaSmscKA8aRyNPmcZR55EnZwihJG48zZavm8cOIHzzSta/1hbLVTJ4vMcxJj+9hOCxYV9vxVPNmYnElXedtjdW6bQ+9YcqWR3HC6hfoOg46WSsskucDJFu1M7ExDXPYvQr9ZkEI1dul3wePbZTU2DDHcxHGCdb6AdtpFcjWCkGrDKB8vk3cVtf6ATvod92COZRKP5tIR5syj8WxmzGPEkM3T5lHxWaCn8nolnNnLX5NSRilG/EgZx45G4t0I17Yx/MMc4C0TQQA9kJtunYCYDcfb8I8mjWPq4JrN/sNrghkq52WZ2SV+bJV07G0z7x2IA3gaHPE/cCZgdTKWsAKmoEy48x9bul4t8R6coJHoHDD4zgg0mYmjMczj5M2Oa1KT9La8RYfa98r5Macfq5AWT67shZgnlGjCxTPLUlkmdnxhjnTgxKaH8TySwxzHMfJ5wx3Q0lur31Bf02SepaSRZZzluq1RmseecwjkCY4ctmqZTBBrAuxbtzgkY691g/lhjkG48ytPyPDHToH2zZSdTWPdA+qrt/jMNPx0R+EbC8AArmZ94dRvlav5MyjvWGOSLba0HiFygNW+3wfB6DSqkOYKCKJuoh5dJ18X9CE/WvS53GlF2CWGfQDxbOTSj8dtwHzuG6GOULmMTtkk6Ad0D6Pik0AYiVoU8SveSzMHCQBYCvbSOcOgJyax+xcTdmqJAAr3FZjdo/KMIpz+3mAU/OYua0GUTPmMZOt+h6Pfetkm6I4TtL7xpStmq06KHjnGuYQuIyAbwQhy70A8zPcIKQYP8yfGydp4JUSHtzgkUyi0s2kvWEOULhdVhHG8cRNVrVGtYrIUorme4Wcjlt/ZrYpWekJgn6vWWbW9wr29bvPLeOZo6sA7ORdVF+93BvCcWRSOteVB4+0kR8IHEcL2arRXsYyaeE4Dua6rTwAyZlHxobeTNb0mQoN2jgT68Z2WzUku5LgkZQ1fUabjerxaY1ZXBliu0W9IlDvtrq4OkDbd3k9Modh0SqDOeeojzLNWcBgHm3qNqnZ/CBgJ6VbDZlHs+aRO2fSYxrMo1i22qTm0c3bjHDnXKvBtxUw+jz2+LJVoLh3kvfNPL7IrXW9mEep5DaveWx27mqYo9gU8H03lz7yZTkFA3Yiz4zab+ZJ0iQLoNJjm3UZXOt/wJSt8grMTdOa3IJe4LZKUjZWqw6DeVzuBdg222IVtndaXir77AdIwAv4gXF1TDzDHPO3uMcGkAdwnFrR6vjltYBlskTjmwSPvudgmJmfWBvmGMZWdZjWaiOVWE/o82hrgmHcJ7bbqld9bnzGliDJzJrM4x9+6Vv447/8dnY+001o6L8vrwVo+zwTCYJnBo9cmXhm3JLWFjODgGr9GvPez8+08jrXwpiJY5iT1boawSOn5hEATmRmMVzG1/z3LcGGkGpd1wbhVEfeOpBbK5AGf7b1il6dbHV1iIW5tvXc63ZSs6GceWQGMd1MtmoGj6u9wL7PY85g8WseyzWH8uBxtR+w1ymgHLBKZatNah49k3lkPrcmiVkgNfYCIOoxCRTvmbzmEeLxzQ1z3JHfkYxvUmsqHb/ZsPWv8AxAy3Pzlgd8K/SCAVtcGWC24zPrBtMpRE5yvJrHgnlMkgRLa0MszDVjHllmP8Z4Yh5t2Zi278IB8o+zA97HPe/dlzGP3I04Xefxpey+CwIwyqjTtXM2CGaQzq55zBksofzRGH9iZYAd8/YbMhpfNuvhf9yXmQwUXfO4Xo/TDG9ahsS6djyDeSSw5caG06wkeGyaUTcNc44tDXB0qQ8gZeSm1zymc3RpbSj+sJdMMJhysE7LxSBLOHD7a1b7PHLv/dxsK1eGUEDDqnk0ygO4bqvV4JFd82i6dopadWRJg9WA3W4CKIL+OE6wtBo0Yx4ZzCWQ9hZsyjz2h2EexADU59G2VUd6vyU1j45TBOpN+jwOA/veyyaa93lMZascdYkJ1ylaM3F7RFIpEiBTaBDzl4A/Z4B1YB4bsH8lw5wGfSKl5567rUrcuLXPo2KzoeUXwSO/5tEMHnkft/TYWRBDwSPL9MV0LA0RhDF2WtaDpMcerXmUNDIuZdQtFw3HcQpZUD8zD2FsTHLWNTPM4W7EiTE+tpxuoJu06sjNgph1g3V/tgF9VKRBiG88txPLA+saIkLLdxFkMu2Zjs+W17R8N69fsmce6ZrHt+qYtMkxe5ISnj22hv/vv44CyFp12ASPxrVyN2WeGfT3AlaNLtBszgCFYQ455Z7IpJBDC+bRrHmUyOCA9J0nA00u89hpealKQNBf03RbpYQLpyfsfLeFtUH6fciZR47bqsE4U9sN27lDQQc9K+6cM1uqSGsegTRpwP02ApnsNStNiBO7Ho3AeOZxh+V4IK0r7Q2ivEZZJFs1yip2butgpR+krTqsnJmLOcINgIAi2STr8yhXSFTHi/o8ZsZicZLIgkfjkE3qRZsyYLa1ySboWyVm7xrIVtevVUczyW3T+y6RvW42bP0rPAPQ8t08O8k2BDDkkydWBRvxbKE5sTyE77msl4Yy8INhhOPLafC5c6HLOHa2mW3QqgNIN58S1860jilky8iAdJF0HSfdCK8FrD6HQLEpOrbED9qBwmk2MR0UBTWPnuuwGyinWWkH/WEqyeLXzhVJgxMrQ+zYxpuzfhY4rwoks0DGPGbuxrZssxl41WFa426zJynhM//Pf+FD//ffI0kSa8Mcc0PI3ZSR0ywlevhyX5OtltQ8uhnbnN773iDEYBghsGEes2td6QViM4PSpoxbHtD2sCQ0jSGVw2AY4cTKAAmAXQv2c35utpUHIHQOto6fgNGXNUrVIdtmW9aJsqLmUcY8ms9VEgTQ+MWVIfvbSOMHQcRus+E6dczjAAtM5rGZYY5fkq3u2zmD1V5onWjySkGIRP5IzKMkeJSvU0DzPo+eV+ypuLLT6vG5rK3XNHg03k1J4OufJsyjSG7sNgt8iz6Pze67Mo+KTQFzonICAKCGeWRsKoCCBVpcHWB+xmfJgjzXRct30Q+M4JERvLpuupktu63aX38hHU0ZrE7bY7lAdrKPsyR4dBwnDQgCGftGH9SCeeQnDRKkG0KJYykt7NJ+Ri3fzaVsUgZrGBSyVe54ad0ekH5Ul1Z5Tnom21qHaY272743Ils9cqKHo0v9/O+5zKOkEbLvuziRvavNah4lwWMqBaO1AkjlkIMwmjoPSY4exYk4K0wbC26NLY2hOcPdDDuOk8sn6dp3MZJs8zNF8Hh0iT/eVGgcXepjN2MsMVYnpIFzq9mc6bQbMo/ttA/y4mp632yDbtd1kAC5ORWpazjft5mOjwTI3zcug9XN5gxJlvfunE3dVm17wpoBkODe0fOSGNaYiQKR22rDPpPmGBnzWARQ3GTVejKPEtmq3yDoB4yaxwaGOZ7ryOrSm9ZrZqcsc7kt/qytOhSbAuZElbTqAJBnV/my1XT8iZUhm/0CipYTFEjs2CYLBJIkSd1WBbLVYbYpOmt7l7VgFYYEoezafTetSenbW+/nY9vVmke+bBVIzUb6EtmqR4XlMhbH9+RBCD23pdUhhmHMZsvbRvAoeW4tz8mDwPXq8xhOqUMiqa2Jo0t9JEkaRAJ2meIS88isvQPS6yCJupQxBqTBYzrmyGIv/7vjywMEwfT+rmZSjdtwnECZZS6TAJA7Mv89K8anNcqkNNjJYNvnukXN47GlPjotj5VsKoyS0uNzgsd2y4XrOPm7zk02ea6bvxci2Wo2L5ZWh2zTFxo/yBKrAFg1jwBy9vFIVp971g77e0eSw2PLAziOjO0mt9WZjo+FuTZWM9mqnWFOcb9PdRDiN0iIA6brpisKQsy1WNTnMTumZM6Zx27KPErkxjnzKOzz6DZg/9yGNYuNx+c1j80kty3BnN1s0OBxC4AWGMfhLzbU6+3EyhBBGFvXdOTHzl7SE8sDdt0dkH4Q+4ZsVVS/Fsb5Zp7z0psB1JHFPs5ibIqA8sdZcu0t38Ox7Lo5NUyAyTzyjYqAYnEbhoYJBke2mt07aYbNbxKE+BREpBsy6ZyRtJsAyhsbbp/HcYY5kU3NozF2EER5nfPh41nwaPGxLiRJjigz7HtOnujhS6XN4FHOJhw50c//7sTKIKt5nHwtZsAmYVwB5JtQbr0jUGbcJDI8Yh5JabBrG4N5nG3ltaJHl/rYtdDhGUwZteVHF/ss1tJxHMx0PHGfR6B4XhLDHJoXUZzIax7DKJf7ctxW6bgAcDRLeJy1MGN9bNr4H1vqY6bNU/UAxbeV5PnzMy0kSepqzmUeJbVzNG+a1jxKzEvMdU6CpoEzBSGSRFNThUZz5lEuOwXMAE7O+MqfW8PxDslW+c/NfD+VeVRsCtAC0xV8YOjj+nzGXkgkgACwNuCzZ0BR1H98eYCFuTY7Y0SBAEn3WE6xRgB1ZLGP3dt5wWP+ce7L5I/tlpszCWLZ6lIfMx2Pb/riFazrIIjYiQcaL5atei6OL6cbMnYQ4jWcs56LOHP3lTCP5hzl9nkcb5gzjXks+s0B6XMnPJcFjzaugrncWBhAtXw3Z2G4dbpNmUca8/xiL9+gHFseIIySPAk2DlQ3SH+WgDYmEibCDF6l8slBEOPY0gDdtsdydqY5vtYPcYwpOwVMR+0hBkGE3Yx6SyD9LpHZk4R1JaZYsiE0g1XJfW+3XAyGaZ1tp+1ZM0l03H5WN0eJLs43hgKPY0sDURDQaXmI4gQnVtLErplgtKp5bGyYI6+da6KmAsrMowQl2WqDmkdZq4xmdb5ls54mgXdD5nEjDG9y1rMh86itOqZi61/hGQBaYGQfx3QMsRfb2YY5xRTisl9AVpcxDHF8ecCqBzGPH0Rx3otLYpizuDJEbxDirO32WWEgvd+r/QD9YSQyXmn7Xh4EcOv+KGg7LmR8aTw5zXJt7HPmUbhIpm0X0mfGZV3p2IcpeGQa5lCCYRjwTV+A8ofN9uNstiepwzQHRLMvJ4C8TQUAHD6+BsB2Q5geQ7KJB9LrIDalUc2jxAExu74jJ/rYvb2DTsvLr32aFNVxnLzuUSopov2IdCNPkDApJHs9tsRj/oDCiXm1H+Lo0oA9nubls8fSe80db94vCfNIiQGRYU4peJQ9tzhJcGypz/ID2Lcz/ZbQPTu62IfvOayyEDrfY8t9UQBD7/iRxT7mZ1ql99XKXKuhYY5pqsYea7SraOK2Kq19KwXOgmt3KHhsIBsFZGtVSbbaSG7cUDraoNa0KfMofu7ZeElpg+s4jROUmwlb/wrPABTMo1wSdFjI4pgbQlHdX9vLDXM4dTwE2lSTpE9S8/jMsVUAvKwwkH7Ujgvr9oA0gKN6Q658kj6oUZwIJbPlmkdpw3gxg2V8mLiB9wjzyJVa++axJcFjZpzStmd8pwePkxt3tyt9Ho9mTIbnOgXzaCNbbdDHCijuvQN+e5hSb1DBxzl/7os97JzvYMe2Tp70spmHJMuWftjdXLbaLHiUyicHwnWSElOLq0MsrQ5ZTq1A8b7QPOOuk5Rg8VxHxCi0c+ZRPtY8D9744vvICR7375oFUASPRxZTxpfTzok2/sMgFgUBNM+OLw9GgkebzXVJ/tjAMEfWZ9EF3SpRn8fs+qTywaaGOV5eH92w5rFBn8emx5cGcJSEbsI8igPXxsxls30NHV+ZR8WmQKPgMfu45sxjg424hHk0DXO4DBIdPwhjBJmkj/PS0gLx7NH0A38WW7bq5yyMJHBuNwhizM0/t8l9euyCfTt8vMfeEFKLFjnzWARgbDe67JhHF/uY6fj83nENg0f6oHM2FRS0jZOtRvEU5rHlIjBadRxd6sN1HFx49kJR82hlmJMxjw0YYyANoLgtWpoyj3R9x5fStWLnfDsPaGwCQpon0uDRaSBFM3tLiti3bJ08tjzALuY6SWvTk8+vAABftprd9+caMo/ShAWNk9Q8dhozj4XKgRM87treRct3S8Ej9/tiBmySAIauN4oTzFWZR6uax2Z1f4XxiiwIoXnXpFWHNAiha/dcp1HdYRPZKLCxbqvyACz9X1GLlIaGN01bddAw6b6GAmcNHhWbAjRRpfIOz3XQG4Ro+y57sSszSDLDnOVegJVeIGMevXRTTcwpx0iC7tvTWfDIZh7bZgAnYR6L8dKaR4DPAAGm02yEJw6v4Ly921jjm8pWad5IDGvomFGcsJlyczwge255AMX4ME/r85jKVicxjx7CKMndG48uDrBzWxv7ds/l0mebD25e89hAtgoA80ypMbB+bqsJUpOkHds6OfNvE5jkzKMwiKGNTdOaR5HbatvDWj/ImEPeOkVry5OH0+CRLVvNmcc1+J7LrnWlDWxHWB9Nwb6sz2PTmsd0zGAYsRKrruNg384ZPHOUZKv8BJ0pFZU6/BLmZ1qltc4moCs7MzdhHmUbeb9J8NjUMMcrVAailhHZ/RXJfdfRMEcy5+meyQMwuWy1SY9IoHmta5OaR/P4Uhf6zQQNHrcAWl46USWZVaD4QG6fb7MXypJsVeJC2PZzAw5RzWPmQvn4M8twHQfn7ZtnjQWA54/30PZddiBjLszzorrDdHyn5bE3tL7n5Iu0LHDN6piOrqE3CHH+Xvv7BhiGOVIGi4KQBsEjwHdaBSoJD8Fzo3PnZHWLRusTZKtT3FYB5PJs6re3d+csiMu0kq022JABBeMsqfFtGXVMko+rOX7HfKf07G3mYV7zKJWtusWGkoumbqsdw1yrOfMoq2sfBjF2LXRY0kugYNAaM4+CDaUpW5XKhQkLzETV/l2zePbYGoZBhKW1ALsFNfWE2Y4sMUuYn2llgVD6/20YuaLdhMd+5oDpttpM5SDr89gsiPAbqAwAY61oapjToFVHu+WKrp/mhrxXoty0Zr2Cv6bBpzT4o0uWHn8zQYPHLYBctirITgLFB5ZrlgNUDHMkzKPxcZbVPHoIwhiPP7uMs8+aY23M6LrjJMFuZo9HYDSzywU9N8lYx3HyPn0SuTAtjo8+vQQAOI8ZPBbMo9y1E5Bdu+cWhemi4HG9ZKuM++5Nk61aGOYAyE1zjmbuwHt3FhtSmw+W1zCz6ueMMZ95bCrHMje8O7a1S8kmFvMornlM/7eJYY687s/LkwQ7mcEfzfGnnk9ru3cy1BlA+VlxJa+AyTwKv08NVA6krAFkyVUz+OTIVgFg/+5ZHDnRz6XVXNmq77n5tc90mwW+czM+XMfJE7wct1VJ0A00b5dBiaomslU588hXl9QdX8b8FfdNErTnxl5CMoG+b437PAruPZUGSKXO6+a22qAXcMuX9RbdbNDgcQuANvKSZrpA4WbH/TgC61DzaCyukppH33MQhDEee2YJBw/wpJeeW2wsuJIioPxhkNQd0n3nOq0SSJLVRLb66FOLcACcu0fGPIprHnP5oyxwpjm/Y1uzOSs5PtVrcoIIut4oHs88Tvpg5jLjIEIcJzi+nLpm7tlRBI82H8yceZRuCBsmPHwvDfwlmzozUUWGOfl/Y9Q8ShMeTgM2wVQZSGCO40jzgfR6yXBp+1yb/c6ayRqu2Q5QSPfEwWPOPAplr9l4iemLec5cifz+XbOIkwTfevwYAH7wCBT3TmSYYySTSWFB32g7t1W+wsJEY+axgUqiaaP7Jq02gGbMo9/QT8BtYNYDFEGfmP0jw5wGbqvyWtX1cVsVJxhd54xwWgU0eNwSMPs8SkBZFq5rJVBeYER9HkubIhmLdGSxj5VegAv384JHGg+A3aYDKIJH33NEHziyg5bU/QHFvZMZ5qTHPrLYx95ds+xgonBbPfWyVaAIJJowjy3fbbQx4dU8ph8ls92GiXCKYQ4lCoIwxomVQc6W781cHdPzsmce5bLVhs/Nd8WZWb/EPHZKzKPN9XTzAE64MWmwKaO1Qhq0l9ZJQQA3kwUN3HpHIA366Z2RMI+zTWseW83kxnRcSf2ZWTPJNZPbv2sOAPCvj1HwyP/GUMArmnMl5jF9X+m95awV0n0FrRXimscGstX1avkgkagDRQAlmXOO46RGPQ2lm5I6WcBgHqWyVSdLOElY04aGM43dVnPJr1C2aiS2tzrOjKvc4mg1ZBPMmkf2sRuaj5ibKlFDXaP/3cEDC+zx7Tx45G+K6H7PzbRECyUdW8w8Zs9NVG9pPDduvSNQLM6SfkhAUb8mDZxp3knrZIHmgStnvrrZhoDceauIomTiJqswOIrzhuNnLXSxZ2cRPHKYR6kVeRPGmMbL2epqzWOxXtn8Zrsh87geNY9NmcfZji/azFMAJwk8geK5S4LPbtOaxwbN5s3jimoejTELXNlqltj5jydOwHN5PR4JFHw0NWmitW4uDx5tmMeGQQg9N6EEcV2YRymDJVjjS+Mb9HkE0sB545hHt/S/7OO7TmPmT2rWQ9/AprLXJsGrNOjfbDgzrnKLo0mrDqD4OEs+bmmGqVyfwQF94CRBAFCYBXmuw5ZeAsVGUpJRp02cNAjJgz8p80g1j6J6y2KucOsd0/HrFYTw55x5/CaGORK5L2Awj8wgwvfcWsOcOEkQxclk5rFFwWOEo5m76q6FLua6fv7e23ywix6VwgCuYeDdLHgsGN9OyyvVaNvUqBRuq6d+U9ZYtkrrpDD4o7kuWecArA/zKE5uNgwefbmhHH3THIDtMjvb9bF9ro0gjNk9HgnEPDaRSgPF+0r/a7M5p/Wkae2cNAhZj1YdTVs+SGse14P98xsmuaTBY9M+j67jNK6XbPrcmo5v0gtYmiTbbNiSweMXvvAF3H777bj55pvx8Y9/fKNP56SjcfCYTXbJRtxx0kzL3IzM0po2dBKzHKC49nP3zos2pbQxEdWjkGxUGITQAtVYtipgQqj2DADOZzjUEpr2eWw1vPYieBSw5XnQLs8KA/yPs+85tYY5UfZ3kz7WFOwHQZy35ti9kJo8Ub0uq8+j8ANH59hUtio6NrHN2VrR8t38PGw+2EXNY7ONjYgFouCxoWyVW+9ImG0gWwWKuSWqDW9smJM9N+FmlhIlTZjH+dmWaENK7KPkvgHFGiMJBFwnLafwXCe/9jx4ZDCPUiM+el+lLFKTRJefB64NZauNg0d5ANek7g5YB8OcDWAem7qlNjHrMcc3cVtV5nGT4rnnnsMDDzyAT3ziE/j85z+PT37yk/jOd76z0ad1UrFuslWBYQ5Q3sRxkWfUhcEjfaAk9Y6AkVFvIFttzDwK2bei5lFmXkKSU26PR6B5n8f1qnls4hAsZ89kG4txzCP93STZqdmq4+hiH/MzrXz+ERtk16qDMqsbVPPouXKHXm80YUDrhs1Gq2mfx0ay1XazoD0PHoXMI50zt00Hgd5zSV36bNPgkQxzhGsNzXVRf82G38b9u9PgUZKcBAq2VBqEdNpeqaxijlHzuNFBiO+5mVsuf7ybmTxJN/I56yqseWxquNNEodHEFRowZKsN+jw2qTkkJZsEhey1WeAtVqe48ue22bDlrvLrX/86rr32WuzYsQOzs7O45ZZb8OUvf3mjT+ukoqlhTqeBBBBIP+pS9q1p8EjXLql3pPG+57LrWQAzeBQaFTVk39oNmMf0+B7mZ1oi9q6pYU7jAC5LWEgW6qY1j5I+j+k4pzZ4pDrIycxjJlsNYhzJejwS6M82G8LGbqvUqkNa89iEecyuz1yn6M82wTDVPDZp1eEJ3fQ8N11n5MyjPHgDzJpHuWx122xLFHgTc7VRNY+dloeOsFeh56btEsTB465mwSPJHqXGLd22V1rn5lk1j9m+orHbqrzmUaqmAtIgSO7aWUjkJWjKPLZ8V26Yk8vrpUm6Zo6njiN/5oC8nRGwfn0em3wjzpTgUTazT2McPnwYe/bsyf//3r178S//8i8beEYnH01bdbQzaYvUBKPlueIApttAMkvHBoCDQuax7XvYvb1ZPYqE+QMKaYSYtW25aLcaMDm+i/27ZkVy41YePDZs+dBgzklqdIFicRc/N2HNo+e5+OajR/HBT/y/pb8Pc9nq+I8OnfNn//d/4ehSHy8+uCv/b8Sa22RbG/d5XI97J9xX0P0xW3Ts3NZO+6FZbFaKPo9yJ72ZjkyeD6Tvq9hxNE+yNZOtSmsefc8VB57EXMndVjOVg9gwRx6EUD9dicIB2FjZKpDO+W6NcQ6r5lEqW10Ht1XpnKHjNnZblQaP5LbaIEnXVF7flHlsIh1tEjy6TgPDHWoT0qBe00Ezya4Gj5sUSTJaU8T52O/eza//Wk/s2cMPgr5vtoMfePw4/sdLDmBWwAC++toLsO+seezbK2Pv7rzhYuzbNSc69x075/Dqq8/HTddcgD1G2wFbXH/VeVjuh7jyRftFmbLbX3kheoNQdO5JkuCHbnwBrnvp2aLxL59p41tPnMBV33P22IV+0u/efO1BnHdgu+jYAHDn9RfjnL3zwuc2i5uvOR+v+N5zcdYOvgX9DVedj34Q4+ILdltt/Ku4/bqLEISR+Lndef3FuPFl54rGX9tt4d+fXMT3Xr6fxfbf+vKD+Id/Pzzy954PXHnJHlz70nPGns+OnXN45RVn48TKADsXurj1FRfm//bmaw9iuR/ikovOmvrR3r5jFq+6+jy88mXniYKBG686H2ECXHT+LlEQdcd1FwGQrXNJkuDQ91+EV111Xj7+1ldehAN7tln93itf1sKjzy7jisv2iViwV197EBefv1P8vr3upkvwgnN3iMZv2z6DH7jqPNxw9fmi5/aqaw7C9TxcdIHsuf3g918Ez3VE5757d4IfvO5C3Hj1BaLx173Mx+PPreIlL9wrSpTd8ooL8eLnlhs9txcKn/srtnXxL48dw/VXnS8K/H/gmgvQavs458B20XM7dP3F6LS9/NxfOdPGfzy5iCtftH8so0j/dnec4I5XXogbrzpf/NyeOLKKF71gr2hDfevLD+KZo6vi5/bDN12CF1+0SzR+fiF936698lyRKummq89Ht9vCgf3b2WMB4ND3X4S5mZbwfZvHba84iBvEz+08PH2sh8su3jM2iJr0u7e8/EI8f2JN/tx+4BJc8YKzROPntnXxA1cdwdXfc44oKX/T1Rdgfr6DvcK98KHvvxjb59via99McJK6aGsT47Of/Sz+/u//Hu9///sBAB/96EeRJAl+8Rd/0Wr80aMriMfY6Z9s7NmzDc8/v7whx1acftD5oJgGnSOKadA5orCFzhXFNOgcOTPgus5EMm3L8auveMUr8I1vfAPHjh1Dr9fDV77yFVx//fUbfVoKhUKhUCgUCoVCsamx5WSr+/btwz333IO7774bQRDgR37kR3DFFVds9GkpFAqFQqFQKBQKxabGlgseAeDQoUM4dOjQRp+GQqFQKBQKhUKhUGwZbDnZqkKhUCgUCoVCoVAo1h8aPCoUCoVCoVAoFAqFYio0eFQoFAqFQqFQKBQKxVRo8KhQKBQKhUKhUCgUiqnQ4FGhUCgUCoVCoVAoFFOhwaNCoVAoFAqFQqFQKKZCg0eFQqFQKBQKhUKhUEyFBo8KhUKhUCgUCoVCoZgKDR4VCoVCoVAoFAqFQjEVGjwqFAqFQqFQKBQKhWIqNHhUKBQKhUKhUCgUCsVU+Bt9AqcbXNc5o4+vOL2g80ExDTpHFNOgc0RhC50rimnQObL1Me0ZO0mSJKfoXBQKhUKhUCgUCoVCsUmhslWFQqFQKBQKhUKhUEyFBo8KhUKhUCgUCoVCoZgKDR4VCoVCoVAoFAqFQjEVGjwqFAqFQqFQKBQKhWIqNHhUKBQKhUKhUCgUCsVUaPCoUCgUCoVCoVAoFIqp0OBRoVAoFAqFQqFQKBRTocGjQqFQKBQKhUKhUCimQoNHhUKhUCgUCoVCoVBMhQaPDfHggw/ijjvuwB133IEPfvCDAICvf/3rOHToEF7zmtfggQceGBlz77334jOf+Uzp7z796U/jvvvuG3ucp59+Gm94wxtw66234q1vfStWV1dZ4xWnDhs9J77zne/g9a9/PV772tfiTW96E5566ql1vDrFemCj58gjjzyC7/u+78Odd96JO++8E+9+97vX8eoU64GNniOve93r8vlxyy234PLLL8eRI0fW8QoV64WNniuPP/443vjGN+LQoUN405vehMcee2wdr06xHjhVc4TwW7/1W/jt3/7t0t89/PDD+Mmf/MkGV6E4bZAoxHj44YeTH//xH08Gg0EyHA6Tu+++O/nCF76Q3HDDDcl3v/vdJAiC5M1vfnPy1a9+NUmSJHn22WeTn/u5n0uuuOKK5E//9E+TJEmSfr+f/MZv/EZy5ZVXJvfee+/YY73lLW9JvvjFLyZJkiQPPvhg8sEPfpA1XnFqcDrMiTe+8Y3JX//1XydJkiSf+MQnkne84x0n85IVTJwOc+Shhx5Kfvd3f/ckX6lCitNhjph45zvfmXzsYx87CVeqaIrTYa68/vWvz3/rH//xH5PXvva1J/OSFUycyjmytLSUvPvd706uuOKK5CMf+UiSJEkSRVHy0EMPJddcc03yxje+8eRfsOKkQ5nHBtizZw/uu+8+tNtttFotXHzxxXj88cdxwQUX4LzzzoPv+zh06BC+/OUvAwC+8IUv4FWvehVuu+22/DceeeQRxHGMd77znWOPEwQBHnnkEdxyyy0A0oww/abNeMWpw+kwJ/7oj/4I119/PeI4xtNPP42FhYWTeMUKLk6HOfLNb34TDz/8MO666y78/M//PJ555pmTeMUKLk6HOUL4xje+gX//93/Hz/7sz56EK1U0xekwV771rW/h1ltvBQBceeWVOHz4MJ544omTdckKJk7VHAGAv/qrv8LBgwfx0z/90/nfPfroo3j00Ufxa7/2ayfnAhWnHBo8NsAll1yCK6+8EkAq2/jSl74Ex3GwZ8+e/N/s3bsXzz33HADgZ37mZ/CjP/qjpd+47rrr8K53vQvdbnfscY4fP475+Xn4vg8gXQjoN23GK04dToc54fs+lpaWcP311+OP//iP8WM/9mPreYmKhjgd5si2bdtw991343Of+xxuuOEG3HPPPet5iYqGOB3mCOEjH/kI7rnnHnietx6XplhnnA5z5fLLL8ef//mfA0iTDSdOnMDzzz+/bteoaIZTNUcA4K677sJb3vKW0npxySWX4P3vfz+2b9++Tlek2Gho8LgO+Pa3v403v/nNuPfee3H++eeP/HfHcRr9fpIk6/6bipOLjZ4TCwsL+NrXvoYPf/jDeOtb34ooihodT7H+2Mg58r73vQ+vfvWrAQA/8RM/ge985ztYXl5udDzF+mOj15Fvf/vbOH78OG666aZGx1GcfGzkXLn//vvxla98Ba997Wvx8MMP47LLLkOr1Wp0PMX642TPEcWZA3+jT2Cz4x/+4R/w9re/He95z3twxx134O/+7u9KpgKHDx/G3r172b9755135n/+9Kc/jZWVFURRBM/z8Pzzz4t+U3FqsNFz4ktf+hJuu+02OI6D66+/Hv1+H4uLi9i1a1fzi1OsCzZyjsRxjN/7vd8byQ4To6A4PbDR6wgA/OVf/iVuv/32ZheiOOnY6LkShiE++tGPot1uI45jfOpTn8K5557b/MIU64ZTMUc+//nPr8u5Kk5/6G6hAZ555hm87W1vwwMPPICXv/zlAICXvvSleOyxx/Df//3fOPfcc/HFL34RP/zDP8z+7epLeNVVV+FLX/oSDh06hM997nO4/vrr1+UaFOuL02FO/OEf/iF838drXvMa/M3f/A127typgeNphI2eI67r4i/+4i9wwQUX4Pbbb8fnPvc5vPSlL8XMzMy6XJ+iOTZ6jhD+6Z/+Sd0RT3OcDnPlgQcewO23347bbrsNf/Inf4KXvOQl2LlzZ/OLU6wLTuUcUZwZ0OCxAR566CEMBgPcf//9+d+9/vWvx/33349f+qVfwmAwwA033JAXkjfBr/7qr+K+++7Dxz72MRw4cAAf/vCHG/+mYv1xOsyJ+++/H+9973vx0Y9+FNu2bcNHPvKRxsdSrB9OhznygQ98IJ8ju3btyq3bFacHToc5AgBPPPEE9u3b1/gYipOH02Gu/PIv/zLuvfdePPjgg9i3bx9+/dd/vfGxFOuHUzlHFGcGnKROyK5QKBQKhUKhUCgUCoUBNcxRKBQKhUKhUCgUCsVUaPCoUCgUCoVCoVAoFIqp0OBRoVAoFAqFQqFQKBRTocGjQqFQKBQKhUKhUCimQoNHhUKhUCgUCoVCoVBMhbbqUCgUCoXiJOLJJ5/EzTffjEsvvRQAEMcxWq0W7r77btx1110Txz744IO47LLL8OpXv/oUnKlCoVAoFJOhwaNCoVAoFCcZ3W631FD7qaeewk/91E9hZmYGt9xyy9hxf/u3f4sXvOAFp+IUFQqFQqGYCg0eFQqFQqE4xTjnnHPw9re/HQ899BAuvfRSvO9978Pa2hoOHz6Myy67DL/5m7+JT3/60/jXf/1XfPCDH4TnebjhhhvwoQ99CI888giiKMLll1+OX/mVX8H8/PxGX45CoVAozhBozaNCoVAoFBuAyy67DP/5n/+JT33qU7jrrrvwyU9+El/5ylfw5JNP4qtf/Sre8IY34CUveQne9a534eabb8bv//7vw/M8fOYzn8Gf/dmfYe/evfjQhz600ZehUCgUijMIyjwqFAqFQrEBcBwH3W4X73znO/Hwww/jD/7gD/D444/j8OHDWFtbG/n3X/3qV7G8vIyvf/3rAIAgCLB79+5TfdoKhUKhOIOhwaNCoVAoFBuAb37zm7j00kvxjne8A1EU4bbbbsONN96IZ555BkmSjPz7OI7xnve8BzfccAMAYHV1FYPB4FSftkKhUCjOYKhsVaFQKBSKU4zHHnsMv/M7v4M3v/nN+NrXvoa3ve1tuP322+E4Dv75n/8ZURQBADzPQxiGAIDrrrsOH//4xzEcDhHHMd773vfiwx/+8EZehkKhUCjOMCjzqFAoFArFSUa/38edd94JAHBdF51OB+94xztw44034p577sHb3vY2bN++HTMzM7j66qvx3e9+FwBw00034QMf+ACCIMAv/MIv4AMf+AB+6Id+CFEU4UUvehHuu+++jbwshUKhUJxhcJI6bYxCoVAoFAqFQqFQKBQGVLaqUCgUCoVCoVAoFIqp0OBRoVAoFAqFQqFQKBRTocGjQqFQKBQKhUKhUCimQoNHhUKhUCgUCoVCoVBMhQaPCoVCoVAoFAqFQqGYCg0eFQqFQqFQKBQKhUIxFRo8KhQKhUKhUCgUCoViKjR4VCgUCoVCoVAoFArFVPz/ip8dvhfVCTUAAAAASUVORK5CYII=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”: “db3a5b50”, “metadata”: {}, “source”: [
“Again, we see the usual suspects. One more time on future data:”
]
}, {
“cell_type”: “code”, “execution_count”: 78, “id”: “d6d9d538”, “metadata”: {}, “outputs”: [
- {
“name”: “stdout”, “output_type”: “stream”, “text”: [
“hwes_seasonal LevelTestSetRMSE: 17553.38088237295n”, “arima_ma_terms LevelTestSetRMSE: 19141.033793053757n”, “prophet LevelTestSetRMSE: 22674.51648754699n”, “mlr LevelTestSetRMSE: 23569.349293218067n”, “avg_lvl_models LevelTestSetRMSE: 24865.47617710349n”
]
}, {
- “data”: {
“image/png”: 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