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word_cloud_wine_data.ipynb
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{ | |
"nbformat": 4, | |
"nbformat_minor": 0, | |
"metadata": { | |
"colab": { | |
"name": "word_cloud_wine_data.ipynb", | |
"provenance": [], | |
"mount_file_id": "16M7QJzJQwwgGO16oa0HzusTAd3uWDkSx", | |
"authorship_tag": "ABX9TyPBvk0jPJH+YJw0/jF3T7lV", | |
"include_colab_link": true | |
}, | |
"kernelspec": { | |
"name": "python3", | |
"display_name": "Python 3" | |
} | |
}, | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "view-in-github", | |
"colab_type": "text" | |
}, | |
"source": [ | |
"<a href=\"https://colab.research.google.com/gist/shravankumar147/dc39a3c21610b06bc7c8d300df9f7453/word_cloud_wine_data.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "oroiFy9qwGAv", | |
"colab_type": "code", | |
"colab": {} | |
}, | |
"source": [ | |
"# Start with loading all necessary libraries\n", | |
"import numpy as np\n", | |
"import pandas as pd\n", | |
"from os import path\n", | |
"from PIL import Image\n", | |
"from wordcloud import WordCloud, STOPWORDS, ImageColorGenerator\n", | |
"\n", | |
"import matplotlib.pyplot as plt\n", | |
"% matplotlib inline" | |
], | |
"execution_count": 52, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "OvQmJvzrwMnD", | |
"colab_type": "code", | |
"colab": {} | |
}, | |
"source": [ | |
"import warnings\n", | |
"warnings.filterwarnings(\"ignore\")" | |
], | |
"execution_count": 53, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "ZYqQh8Jjws57", | |
"colab_type": "code", | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 34 | |
}, | |
"outputId": "2aee33a0-4487-488d-ce9c-58e948e9ce7d" | |
}, | |
"source": [ | |
"from google.colab import drive\n", | |
"drive.mount('/content/drive')" | |
], | |
"execution_count": 54, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"text": [ | |
"Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n" | |
], | |
"name": "stdout" | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "jnxfri-nwQRH", | |
"colab_type": "code", | |
"colab": {} | |
}, | |
"source": [ | |
"path = \"/content/drive/My Drive/deep_learning/data/\"\n", | |
"file_path = \"/content/drive/My Drive/deep_learning/data/winemag-data-130k-v2.csv\"" | |
], | |
"execution_count": 55, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "Cy1_v2J-wSdI", | |
"colab_type": "code", | |
"colab": {} | |
}, | |
"source": [ | |
"# Load in the dataframe\n", | |
"df = pd.read_csv(\"/content/drive/My Drive/deep_learning/data/winemag-data-130k-v2.csv\", index_col=0)" | |
], | |
"execution_count": 56, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "48gcWvcVwmkJ", | |
"colab_type": "code", | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 561 | |
}, | |
"outputId": "1e02e824-23e1-460a-ae5f-ef9447dc97e2" | |
}, | |
"source": [ | |
"df.head()" | |
], | |
"execution_count": 57, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"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>country</th>\n", | |
" <th>description</th>\n", | |
" <th>designation</th>\n", | |
" <th>points</th>\n", | |
" <th>price</th>\n", | |
" <th>province</th>\n", | |
" <th>region_1</th>\n", | |
" <th>region_2</th>\n", | |
" <th>taster_name</th>\n", | |
" <th>taster_twitter_handle</th>\n", | |
" <th>title</th>\n", | |
" <th>variety</th>\n", | |
" <th>winery</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>0</th>\n", | |
" <td>Italy</td>\n", | |
" <td>Aromas include tropical fruit, broom, brimston...</td>\n", | |
" <td>Vulkà Bianco</td>\n", | |
" <td>87</td>\n", | |
" <td>NaN</td>\n", | |
" <td>Sicily & Sardinia</td>\n", | |
" <td>Etna</td>\n", | |
" <td>NaN</td>\n", | |
" <td>Kerin O’Keefe</td>\n", | |
" <td>@kerinokeefe</td>\n", | |
" <td>Nicosia 2013 Vulkà Bianco (Etna)</td>\n", | |
" <td>White Blend</td>\n", | |
" <td>Nicosia</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1</th>\n", | |
" <td>Portugal</td>\n", | |
" <td>This is ripe and fruity, a wine that is smooth...</td>\n", | |
" <td>Avidagos</td>\n", | |
" <td>87</td>\n", | |
" <td>15.0</td>\n", | |
" <td>Douro</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>Roger Voss</td>\n", | |
" <td>@vossroger</td>\n", | |
" <td>Quinta dos Avidagos 2011 Avidagos Red (Douro)</td>\n", | |
" <td>Portuguese Red</td>\n", | |
" <td>Quinta dos Avidagos</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2</th>\n", | |
" <td>US</td>\n", | |
" <td>Tart and snappy, the flavors of lime flesh and...</td>\n", | |
" <td>NaN</td>\n", | |
" <td>87</td>\n", | |
" <td>14.0</td>\n", | |
" <td>Oregon</td>\n", | |
" <td>Willamette Valley</td>\n", | |
" <td>Willamette Valley</td>\n", | |
" <td>Paul Gregutt</td>\n", | |
" <td>@paulgwine</td>\n", | |
" <td>Rainstorm 2013 Pinot Gris (Willamette Valley)</td>\n", | |
" <td>Pinot Gris</td>\n", | |
" <td>Rainstorm</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>3</th>\n", | |
" <td>US</td>\n", | |
" <td>Pineapple rind, lemon pith and orange blossom ...</td>\n", | |
" <td>Reserve Late Harvest</td>\n", | |
" <td>87</td>\n", | |
" <td>13.0</td>\n", | |
" <td>Michigan</td>\n", | |
" <td>Lake Michigan Shore</td>\n", | |
" <td>NaN</td>\n", | |
" <td>Alexander Peartree</td>\n", | |
" <td>NaN</td>\n", | |
" <td>St. Julian 2013 Reserve Late Harvest Riesling ...</td>\n", | |
" <td>Riesling</td>\n", | |
" <td>St. Julian</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4</th>\n", | |
" <td>US</td>\n", | |
" <td>Much like the regular bottling from 2012, this...</td>\n", | |
" <td>Vintner's Reserve Wild Child Block</td>\n", | |
" <td>87</td>\n", | |
" <td>65.0</td>\n", | |
" <td>Oregon</td>\n", | |
" <td>Willamette Valley</td>\n", | |
" <td>Willamette Valley</td>\n", | |
" <td>Paul Gregutt</td>\n", | |
" <td>@paulgwine</td>\n", | |
" <td>Sweet Cheeks 2012 Vintner's Reserve Wild Child...</td>\n", | |
" <td>Pinot Noir</td>\n", | |
" <td>Sweet Cheeks</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" country ... winery\n", | |
"0 Italy ... Nicosia\n", | |
"1 Portugal ... Quinta dos Avidagos\n", | |
"2 US ... Rainstorm\n", | |
"3 US ... St. Julian\n", | |
"4 US ... Sweet Cheeks\n", | |
"\n", | |
"[5 rows x 13 columns]" | |
] | |
}, | |
"metadata": { | |
"tags": [] | |
}, | |
"execution_count": 57 | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "lio3o4BoxCJb", | |
"colab_type": "code", | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 119 | |
}, | |
"outputId": "824505bb-f495-46f8-c92e-a436b7526957" | |
}, | |
"source": [ | |
"print(\"There are {} observations and {} features in this dataset. \\n\".format(df.shape[0],df.shape[1]))\n", | |
"\n", | |
"print(\"There are {} types of wine in this dataset such as {}... \\n\".format(len(df.variety.unique()),\n", | |
" \", \".join(df.variety.unique()[0:5])))\n", | |
"\n", | |
"print(\"There are {} countries producing wine in this dataset such as {}... \\n\".format(len(df.country.unique()),\n", | |
" \", \".join(df.country.unique()[0:5])))\n" | |
], | |
"execution_count": 58, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"text": [ | |
"There are 129971 observations and 13 features in this dataset. \n", | |
"\n", | |
"There are 708 types of wine in this dataset such as White Blend, Portuguese Red, Pinot Gris, Riesling, Pinot Noir... \n", | |
"\n", | |
"There are 44 countries producing wine in this dataset such as Italy, Portugal, US, Spain, France... \n", | |
"\n" | |
], | |
"name": "stdout" | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "i9VGhOfVxF-L", | |
"colab_type": "code", | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 204 | |
}, | |
"outputId": "05ea477b-a19b-4f97-d9e6-6ec186e5449c" | |
}, | |
"source": [ | |
"df[[\"country\", \"description\",\"points\"]].head()" | |
], | |
"execution_count": 59, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/html": [ | |
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"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>country</th>\n", | |
" <th>description</th>\n", | |
" <th>points</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>0</th>\n", | |
" <td>Italy</td>\n", | |
" <td>Aromas include tropical fruit, broom, brimston...</td>\n", | |
" <td>87</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1</th>\n", | |
" <td>Portugal</td>\n", | |
" <td>This is ripe and fruity, a wine that is smooth...</td>\n", | |
" <td>87</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2</th>\n", | |
" <td>US</td>\n", | |
" <td>Tart and snappy, the flavors of lime flesh and...</td>\n", | |
" <td>87</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>3</th>\n", | |
" <td>US</td>\n", | |
" <td>Pineapple rind, lemon pith and orange blossom ...</td>\n", | |
" <td>87</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4</th>\n", | |
" <td>US</td>\n", | |
" <td>Much like the regular bottling from 2012, this...</td>\n", | |
" <td>87</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" country description points\n", | |
"0 Italy Aromas include tropical fruit, broom, brimston... 87\n", | |
"1 Portugal This is ripe and fruity, a wine that is smooth... 87\n", | |
"2 US Tart and snappy, the flavors of lime flesh and... 87\n", | |
"3 US Pineapple rind, lemon pith and orange blossom ... 87\n", | |
"4 US Much like the regular bottling from 2012, this... 87" | |
] | |
}, | |
"metadata": { | |
"tags": [] | |
}, | |
"execution_count": 59 | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "HW0xm7D4xZVR", | |
"colab_type": "code", | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 266 | |
}, | |
"outputId": "8a8e6176-a4d4-4548-8974-1c7878538de9" | |
}, | |
"source": [ | |
"# Groupby by country\n", | |
"country = df.groupby(\"country\")\n", | |
"\n", | |
"# Summary statistic of all countries\n", | |
"country.describe().head()" | |
], | |
"execution_count": 60, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/html": [ | |
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"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr>\n", | |
" <th></th>\n", | |
" <th colspan=\"8\" halign=\"left\">points</th>\n", | |
" <th colspan=\"8\" halign=\"left\">price</th>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th></th>\n", | |
" <th>count</th>\n", | |
" <th>mean</th>\n", | |
" <th>std</th>\n", | |
" <th>min</th>\n", | |
" <th>25%</th>\n", | |
" <th>50%</th>\n", | |
" <th>75%</th>\n", | |
" <th>max</th>\n", | |
" <th>count</th>\n", | |
" <th>mean</th>\n", | |
" <th>std</th>\n", | |
" <th>min</th>\n", | |
" <th>25%</th>\n", | |
" <th>50%</th>\n", | |
" <th>75%</th>\n", | |
" <th>max</th>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>country</th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>Argentina</th>\n", | |
" <td>3800.0</td>\n", | |
" <td>86.710263</td>\n", | |
" <td>3.179627</td>\n", | |
" <td>80.0</td>\n", | |
" <td>84.00</td>\n", | |
" <td>87.0</td>\n", | |
" <td>89.00</td>\n", | |
" <td>97.0</td>\n", | |
" <td>3756.0</td>\n", | |
" <td>24.510117</td>\n", | |
" <td>23.430122</td>\n", | |
" <td>4.0</td>\n", | |
" <td>12.00</td>\n", | |
" <td>17.0</td>\n", | |
" <td>25.00</td>\n", | |
" <td>230.0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Armenia</th>\n", | |
" <td>2.0</td>\n", | |
" <td>87.500000</td>\n", | |
" <td>0.707107</td>\n", | |
" <td>87.0</td>\n", | |
" <td>87.25</td>\n", | |
" <td>87.5</td>\n", | |
" <td>87.75</td>\n", | |
" <td>88.0</td>\n", | |
" <td>2.0</td>\n", | |
" <td>14.500000</td>\n", | |
" <td>0.707107</td>\n", | |
" <td>14.0</td>\n", | |
" <td>14.25</td>\n", | |
" <td>14.5</td>\n", | |
" <td>14.75</td>\n", | |
" <td>15.0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Australia</th>\n", | |
" <td>2329.0</td>\n", | |
" <td>88.580507</td>\n", | |
" <td>2.989900</td>\n", | |
" <td>80.0</td>\n", | |
" <td>87.00</td>\n", | |
" <td>89.0</td>\n", | |
" <td>91.00</td>\n", | |
" <td>100.0</td>\n", | |
" <td>2294.0</td>\n", | |
" <td>35.437663</td>\n", | |
" <td>49.049458</td>\n", | |
" <td>5.0</td>\n", | |
" <td>15.00</td>\n", | |
" <td>21.0</td>\n", | |
" <td>38.00</td>\n", | |
" <td>850.0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Austria</th>\n", | |
" <td>3345.0</td>\n", | |
" <td>90.101345</td>\n", | |
" <td>2.499799</td>\n", | |
" <td>82.0</td>\n", | |
" <td>88.00</td>\n", | |
" <td>90.0</td>\n", | |
" <td>92.00</td>\n", | |
" <td>98.0</td>\n", | |
" <td>2799.0</td>\n", | |
" <td>30.762772</td>\n", | |
" <td>27.224797</td>\n", | |
" <td>7.0</td>\n", | |
" <td>18.00</td>\n", | |
" <td>25.0</td>\n", | |
" <td>36.50</td>\n", | |
" <td>1100.0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Bosnia and Herzegovina</th>\n", | |
" <td>2.0</td>\n", | |
" <td>86.500000</td>\n", | |
" <td>2.121320</td>\n", | |
" <td>85.0</td>\n", | |
" <td>85.75</td>\n", | |
" <td>86.5</td>\n", | |
" <td>87.25</td>\n", | |
" <td>88.0</td>\n", | |
" <td>2.0</td>\n", | |
" <td>12.500000</td>\n", | |
" <td>0.707107</td>\n", | |
" <td>12.0</td>\n", | |
" <td>12.25</td>\n", | |
" <td>12.5</td>\n", | |
" <td>12.75</td>\n", | |
" <td>13.0</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" points ... price \n", | |
" count mean std ... 50% 75% max\n", | |
"country ... \n", | |
"Argentina 3800.0 86.710263 3.179627 ... 17.0 25.00 230.0\n", | |
"Armenia 2.0 87.500000 0.707107 ... 14.5 14.75 15.0\n", | |
"Australia 2329.0 88.580507 2.989900 ... 21.0 38.00 850.0\n", | |
"Austria 3345.0 90.101345 2.499799 ... 25.0 36.50 1100.0\n", | |
"Bosnia and Herzegovina 2.0 86.500000 2.121320 ... 12.5 12.75 13.0\n", | |
"\n", | |
"[5 rows x 16 columns]" | |
] | |
}, | |
"metadata": { | |
"tags": [] | |
}, | |
"execution_count": 60 | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "WQojVUJhxb6Q", | |
"colab_type": "code", | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 235 | |
}, | |
"outputId": "36f8db17-2e05-41a6-dde7-644fee0d7ff4" | |
}, | |
"source": [ | |
"country.mean().sort_values(by=\"points\",ascending=False).head()" | |
], | |
"execution_count": 61, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"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>points</th>\n", | |
" <th>price</th>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>country</th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>England</th>\n", | |
" <td>91.581081</td>\n", | |
" <td>51.681159</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>India</th>\n", | |
" <td>90.222222</td>\n", | |
" <td>13.333333</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Austria</th>\n", | |
" <td>90.101345</td>\n", | |
" <td>30.762772</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Germany</th>\n", | |
" <td>89.851732</td>\n", | |
" <td>42.257547</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Canada</th>\n", | |
" <td>89.369650</td>\n", | |
" <td>35.712598</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" points price\n", | |
"country \n", | |
"England 91.581081 51.681159\n", | |
"India 90.222222 13.333333\n", | |
"Austria 90.101345 30.762772\n", | |
"Germany 89.851732 42.257547\n", | |
"Canada 89.369650 35.712598" | |
] | |
}, | |
"metadata": { | |
"tags": [] | |
}, | |
"execution_count": 61 | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "NEiQuLDfxk4W", | |
"colab_type": "code", | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 695 | |
}, | |
"outputId": "c881d7c2-2b2f-40f2-f3d7-ef18faa580bc" | |
}, | |
"source": [ | |
"plt.figure(figsize=(15,10))\n", | |
"country.size().sort_values(ascending=False).plot.bar()\n", | |
"plt.xticks(rotation=50)\n", | |
"plt.xlabel(\"Country of Origin\")\n", | |
"plt.ylabel(\"Number of Wines\")\n", | |
"plt.show()" | |
], | |
"execution_count": 62, | |
"outputs": [ | |
{ | |
"output_type": "display_data", | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1080x720 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"tags": [], | |
"needs_background": "light" | |
} | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "2EYIPFEKxsuo", | |
"colab_type": "code", | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 198 | |
}, | |
"outputId": "0f15734a-0b91-4fa7-c033-a849cb0d5600" | |
}, | |
"source": [ | |
"# Start with one review:\n", | |
"text = df.description[0]\n", | |
"\n", | |
"# Create and generate a word cloud image:\n", | |
"wordcloud = WordCloud().generate(text)\n", | |
"\n", | |
"# Display the generated image:\n", | |
"plt.imshow(wordcloud, interpolation='bilinear')\n", | |
"plt.axis(\"off\")\n", | |
"plt.show()" | |
], | |
"execution_count": 63, | |
"outputs": [ | |
{ | |
"output_type": "display_data", | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"tags": [], | |
"needs_background": "light" | |
} | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "H9QDQf47yH7g", | |
"colab_type": "code", | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 198 | |
}, | |
"outputId": "dcf17251-4a2d-4931-fa79-e26d8aa5d53e" | |
}, | |
"source": [ | |
"# lower max_font_size, change the maximum number of word and lighten the background:\n", | |
"wordcloud = WordCloud(max_font_size=50, max_words=100, background_color=\"white\").generate(text)\n", | |
"plt.figure()\n", | |
"plt.imshow(wordcloud, interpolation=\"bilinear\")\n", | |
"plt.axis(\"off\")\n", | |
"plt.show()" | |
], | |
"execution_count": 64, | |
"outputs": [ | |
{ | |
"output_type": "display_data", | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"tags": [], | |
"needs_background": "light" | |
} | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "5NBi0DziySgO", | |
"colab_type": "code", | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 34 | |
}, | |
"outputId": "65794398-a9f1-4295-978c-689cf5ad48ac" | |
}, | |
"source": [ | |
"# Save the image in the img folder:\n", | |
"wordcloud.to_file(\"first_review.png\")" | |
], | |
"execution_count": 19, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
"<wordcloud.wordcloud.WordCloud at 0x7f5506e8a780>" | |
] | |
}, | |
"metadata": { | |
"tags": [] | |
}, | |
"execution_count": 19 | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "ONXB7kVxy3UW", | |
"colab_type": "code", | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 34 | |
}, | |
"outputId": "f24c78ec-81d9-4619-e219-690b7b3fda88" | |
}, | |
"source": [ | |
"text = \" \".join(review for review in df.description)\n", | |
"print (\"There are {} words in the combination of all review.\".format(len(text)))" | |
], | |
"execution_count": 65, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"text": [ | |
"There are 31661073 words in the combination of all review.\n" | |
], | |
"name": "stdout" | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "KxS5VpGpzDnG", | |
"colab_type": "code", | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 198 | |
}, | |
"outputId": "44dc2001-f4a6-41a7-e7e8-f735d51c943e" | |
}, | |
"source": [ | |
"# Create stopword list:\n", | |
"stopwords = set(STOPWORDS)\n", | |
"stopwords.update([\"drink\", \"now\", \"wine\", \"flavor\", \"flavors\"])\n", | |
"\n", | |
"# Generate a word cloud image\n", | |
"wordcloud = WordCloud(stopwords=stopwords, background_color=\"white\").generate(text)\n", | |
"\n", | |
"# Display the generated image:\n", | |
"# the matplotlib way:\n", | |
"plt.imshow(wordcloud, interpolation='bilinear')\n", | |
"plt.axis(\"off\")\n", | |
"plt.show()" | |
], | |
"execution_count": 66, | |
"outputs": [ | |
{ | |
"output_type": "display_data", | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"tags": [], | |
"needs_background": "light" | |
} | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "YCMWkenpRiTR", | |
"colab_type": "code", | |
"colab": {} | |
}, | |
"source": [ | |
"# from urllib.request import urlopen\n", | |
"# from PIL import Image\n", | |
"\n", | |
"# img = Image.open(urlopen(url))\n", | |
"# img" | |
], | |
"execution_count": 68, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "d8wft4ubzzTl", | |
"colab_type": "code", | |
"colab": {} | |
}, | |
"source": [ | |
"\n", | |
"url = \"https://i.pinimg.com/originals/7f/a3/19/7fa31960ee12f50e2f5561612ee8dd6f.png\"\n", | |
"url = \"https://media.istockphoto.com/illustrations/wine-pouring-into-glass-illustration-id163860900?k=6&m=163860900&s=612x612&w=0&h=m0UUhS7Gr2_Y-drLTuId6wvH8ggyNkUnq7k6z8dcFKU=\"\n", | |
"url = \"https://www.scienceabc.com/wp-content/uploads/2015/12/iron-man.jpg\"\n", | |
"from PIL import Image\n", | |
"import requests\n", | |
"\n", | |
"img = Image.open(requests.get(url, stream=True).raw)\n", | |
"mask = np.array(img)" | |
], | |
"execution_count": 109, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "Fq5ZHjod0xkk", | |
"colab_type": "code", | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 257 | |
}, | |
"outputId": "ecedf436-fb73-4ec8-8982-f977ce30c480" | |
}, | |
"source": [ | |
"plt.imshow(img)" | |
], | |
"execution_count": 110, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
"<matplotlib.image.AxesImage at 0x7f5502f661d0>" | |
] | |
}, | |
"metadata": { | |
"tags": [] | |
}, | |
"execution_count": 110 | |
}, | |
{ | |
"output_type": "display_data", | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"tags": [], | |
"needs_background": "light" | |
} | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "OLEVsVG-mGhJ", | |
"colab_type": "code", | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 257 | |
}, | |
"outputId": "a4056c11-8412-49e1-9d04-181df59a6c07" | |
}, | |
"source": [ | |
"plt.imshow(mask)" | |
], | |
"execution_count": 111, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
"<matplotlib.image.AxesImage at 0x7f5503333208>" | |
] | |
}, | |
"metadata": { | |
"tags": [] | |
}, | |
"execution_count": 111 | |
}, | |
{ | |
"output_type": "display_data", | |
"data": { | |
"image/png": 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+MXV0yswF94I6rY8qnLpHYCgesgvHaZjQGrtahl7/m1ZixQs5RVBeloKZR7Cr94mW2rmrQnGJNmBOQDUCKVGTh8fP8DfOfmPve3tUjP54s5XythVC/DUKcVKxeH/7408+LuAXrU5qxaGfjlsjQMoKUtBJW6dy86sDm2QRLKiaQcHMnNp2XnzuAr1d5+LTV7i3fwuZZ8pckZR54+Y1DhYjWROLMjKvDVGOVagIdve22Du3xR07xJGQNai1iJyEPiXO7SR+6EOX+eiP/zhDGZnv32cvZ9DMYr7giZ0tnrl0njfevAeWors1Q4NT3IyobcQxqR20XpcQZl6brSr9Eifo7eFgrRY8w8kqo5fpGppSISObVgFNdqFpBGUNumSjbEajlFN8Qt9JFYIbzSr9Vae3eAWxrCcGcf1mKWC60QzM6btYrSABF5FBbAX6uzm2VvB9+324cfYb29hkjyuF8DBrhcT1DsZofmriZgGpmDkiS1QDwokHyxQUHgYXxXGrtABCBShqpl4dfSWGa6oyCSqrQqzG80h1hZE0BYSgNaskoeqcOiWcPXuBbUnYEwm/ecj9u9HI1CdlvlxyZM52VrRERl/1zxjEsSRcuPQEkp0cXUeTk1WBnBK7fc+z54SXP/Ihnv7Bj3N483V4cB9QDs24e/cuP/rhDzPMD7l27Q7FjVUpIi7YsCwIRp8jq20FVklNdCwy9JSiXlFqMXmseHbg6dEl625VbiGcpQoU1vjwFp2vUWReYfBJouBaZXYmrDwa1IgnbLUw7K0ITw0aUHmlK8df6w3RCgdZQLugs2K1uCtEE5szBfyCox7PWbTdN2+XVHgc2zj7jX1f2eMwaR41GEzyBRx30KvPc4VmNOCb6so5WRKbnH0ttsbO4eKTKMl11fnacHdShXBWhV3VNGX0KuHws67VC1qWr4mkS3ZPCTtnz7CVM84DytBTbJejYY544cKZXUaFQ3OyVMkAF8yVIxzrE3fGgX5ppD7XUoUhkoLamRJ9pzz75A5XXniBdOo8w6tfZLy7j8932PclR3cPeNqVDz33DL/3mS9EEEuKaUhBjEPVAoo2YayEIw9OjlDMJnzdKwVSJVXYpkkf1FWXQhlrIdUK5k6h/n3tGsWxwsE6kLTq4riDJIoXGsPGaxCdmFdV+iCKxDZBOVPGPVVsY3WwTvesj6zH9qlpDKnd0ShSRRtC1yf21bX79d3k9htnv7H3rT2OoNTDWRArylx0sdaPsR8XO2uBYvpdQvvFaueoutB50Bgnlo4w/dxYOFGYzVPASaoRJFSmgqPUIq9EpEDoOLXTsX1+j63+SVjchqVDuYsOzsFwyPkz25zaUoZ5QXshZSV7zwDsZuhnHbkzZn1CUnC93dYgKBFSP3L+0pNcuvIi5gtsOTLMDR/h+nyfU7oNi0Oevfgh9s6d4eDWHATGLLAYA5rKOlEOu6zYWACBUia+iotTfCQJlLoa6oQJ7nEXiqfg7mN06lgpYFH0Lj5gbqSa7VvV0Ekoo5Vg8VTmTPREWMXRPQJLdepCMKFGs7WY7tN7FQGkEkh9VXdRkarfU5uyqHFABE+ClehdmBoCao+FaIsdUgu7j5/eb5z9xr4v7N1o3Dzqcd8uZWxruHzg4ysVx7c/l/WVwfQ3b7m/TB/2Kduf9G6qmNkks1DliivFMgq0tSgrEUTWz1P9PTn3SLdL2nsS2dljKxlFoDCgRwuef2aLj/7AKRbLLjJanMUiIASSMpYRyUrfJQoSTlG8MoNgq1cunN7i1IWn2HniOeYHD5AH+8z2Rw4XR1y9/iY//MLT5DKykxOXnzzPq3ffwtQZrdCh1VFHntvlLrpgO6WMI6SEW4gWFAMlUcqIAilHlu+EDx1G0NrIpl3CS8FM6LIylsDnrTr2gMTSVFrVivs3HaPG4/fmlCe4ripxutFlpZRWmo33plipcwGYKPnuIbfsbrGCcK9020gQitVO6OQTJ99wcpVxsFIx/FrwXQH5j+7wN85+Y99z9p127A+TTHhYs9O63o1X9cT2c93rGD5/kho3ZcJe1ShR1CvvWyIrbxQOUUWSVLgmIIZU8W1tWb3qSifGmQaZTA5fnU6qnHHaRrcvYH6OLM6sGOO84OWI5y9v8ckfe5prtxfcvL/g/nxJXiZGs4BPRkFSqrh2QBspKSqBRe/0ylMXz3DphRfpdy/y1mu/T3fnAH8wcnN/SZ+UrT6Ri6EHh1w+f5arr11nMJilns590np3r5g6oXMjKV6fN6dbHDcJZUw3ShmgqdeI0KUE0jD9IQqpoUxHlwSTxFhK6MxTh6FUxCUR708pVhU7K9XRK13SvUoerAK9uwf1UhRHsWJRA5Cmpe+TJg61j6Lp+kTxNtWScgnh5+rQxYNeKu5kiWs/FY/rCtI2mf3GNvbO9ijwzUlH376vmBDr23hbcDh5rKZo2X5XZHL02o5bcXdNtRCroX+jUjP7iuamFHIIzXEogiY9BquoKpqhwyqvPGGyHSyafk7evsXW3iHlwR2S3aNLC3IqpE7IpowlulHHMjCYg4/Br09CqjUKBbayMlNlZ2eLsxcuoJaZ37nBcHfJ0ZFz82jO+Z1d0mCMy4Hl/XtcPn+OpGCSSF6151O89nEcJ/VKlZXkcwx1AbwQsggJK4C0ASeVPpmgeKGUEdyimEs4ztp6WiWU66CYyrYBJ2mtBXRC8VgpiDtZU3TyulQd+rrqgdpHYTVIWQQBb3CLV/hpJeIG08DGwO0rYyh09KXWFcB1JYLcgoVWJdIGDT2ubZz9xr7n7C8zrefbHedhTVdv/1kmzNQNJCktiV/P6teP1cYLNm79VJStVA9dK8A23D2wmZUUg3pl3KyfR3SiAE74eQ0GjeevKiznc3Y8nJxqInVK1wswMizvk1JiPiyYD8ZyMIbBWBRnvjTMFas0zE6EvgaaLEIWZ6vrICX6WU9ZLFge3md+a59BOw7GA17odsgjARHNj3jm8tNsz3rKco6NTt/1jBrcc03xutXbUJi4fiYWYwq7KOaKK0mrUJpKbXSqmS8Fl5A+Hiue4hYjAZ21btpaEA1OvWGMcaxQxw91yuao3VFXVHKVRwgd/pDkqU7blZQ0IJnGHpLKwBcC+mtJArXo7tGdawIqqcozOKYNodcq0R8NYU2+IV5JvMePahtnv7H3rT3M0T9kryiurdjUwBq9sm5rRdmTx3F8os65Wy3UBf6qEk4gi6+NHFxBOJrCsYrXTsyqkZM0TT/r5NwDxkiq5BQUzCwzyIanAT/ar+csiBaSdwx2wHJxxOF8yf6RcbhccDTC0SgMRVkuClaEwQAVOoHOIaeBnJSsM2azzKxztjNszXZYDgfsHzr61l10GNlGmEkm1Uz85vWbzJ79AOf2TrO8vWTcSugQjVlexgiACbCYZlVKlThOmaC7JlQGJEEppUo/55r9F8xDakArXTPhq+KtgpdgubiEAmfGMQbMBamF54BJYsJViZ8CwpHWQ5GAButZjGKs76vjqDpqESRLlUoQMVolV1a30RQ4onBbQqqiPddUA1OJFUahFuqFSvt0xse43zfOfmPvG3sn+ObbO/6WlflEg1w/5kku/rFjeIVhpPHoW7dry+QDs/cstRUeVIxUZRNylyfop2X0qTr0VDP6htfn+nvWFJlgCsri/Gifsz5ASZRhiQ37LI7us3+w5N6hcPvBwMGRsVgIiwVYkSg8egiH9SJsJWOn79jZ2kLEcVN2+o5kA932DjLbYXF0yFYZOXjrOt0A29JT50PhS5jf7/nN3/ocy71zzO4f0LFk1IrDd/2URbsZ7oLmgCyKGSlBGQ3JmbEUJCUkR1F1rMydpJmkmWIF8bpa0EShYKXQiVBU4/k4lU0TAmwNYzcEKTZBQ/FGtWx9xYLJIhSazEIdZS4toEsdW1iljoVpCIuv3RtCBJfpPpLI2XMdnu5EhzASjKHp8TgPzU3ewTbOfmPvSzspg9C2vb1YC9RibMvu24fsZBF2Xf3yGMzSCm7UD6mF5IDWTDwKqILnyA6TBkSiImjOKwev6QQuv9omEPo5MME4ST26bt1Zzvex8oAu7VLKnGF+m/1797hxa+DV63Ou311yMBcOD43lGMqMpQqiJRFmCbaTc6qHUztBz8QS+JxT23DxfI90xsGdOzz1zCU+74IOxk6e4R5sTz8sXP3zP+V6NpZPX+G0KsUSY3Y6W+HcHtPAq9zxSq++lKp/j9e+gnhtQ4nnmHOHQy2w+sR8KSUgnFzlKNSdobFtUoXyq0SyGHh4WWrTLSF/EcHP6r5NNG2qvUobiBLTsCLwMDFr3HUqBDfnPqUPa/dcjKMU1II6WjBMoyir1qZ5sQoYj47ibJz9xt6fdnLE28Mc/Sprb/txjGK5bidpl5Ozr808QbOsWHdKK3zeqZm9rgWHthJYy+RPYPLxvNKU1aeK8asIOefKzjFSN0MZUBmwcgdJThnusTx4wI2rB7zylTu8duOAu/sjR3NjLKEzX7zJCsgEO6goOcFsBrNZYA1ZOy5d2uHSM1dIs1NIZzz5oZc4/6lP8uprv8Nph4Sx9MLN27cZHrzB3/7xH+d39/cxTSQyXRaylZAoKKU2QzmGhgSxEd2mDoMqqesmQbpSCllLnW4VXPhgNkXj2TAMtFGNguM+BsvFjFmqNFLCmVaEJ2QMagfzaBYrgzoM3uuwcjPHS52r23B0qaPULWAdFRAPdk6DoxDBK0PI8em4pdjUGRxBpJDqfTS0IoO0AfGtoe/xUvuN6uXG3jd2svi67tzXaZUni6wrJsVqWPX68VYOfv0cq+1JGl2yShtUFk4SnVg00ZUZwI1IxiXh65l8c+qV1ZNzJiWtKpc6bevqSiDlRE4ZPNHnLbrOKeU+2AFuh8z3j7j66n1u3DTuzkcOBmMkBQOl6t6oNL2fcIRGptAxjAnznn62x5knLvLSD/8E/uTH+L9+44vc38/I7h4v//xf5+jsjEFGfFiwGBZcu3+H+ekZP/qBl3j5wiXSTNmeKTtJSGIkH+mknkUDb89AD/QiJIeclC4n+i5HY5MKOUPOwaZRsVjRVKfY5VDS7FJGU9XBF+iSkoEtje+ZGKqu5nSi9Dka5XISKFZXZjIVwrMmkug04EShOveQXGiNV0LAP52mUC+lSS77dM9N2v5TUTf49ko8n0xCvdWDVvDNYzIvN5n9xt7ftp7RrzvvVeZv0UVZW/Vjv8asqIwJkcqMsDVop7JsJpye6BKVyoevcsV1ikZtmArYJf5cM/tUA0VKkbmrInk1mDynYPSo9CAJ14AmOhV6hKQzpHfS7g4sDlh2wtHyAfdu7HPnXuHBXBjnKbpVHYRKh5QEXqbMcpETnWa6ktHlFp7P4qcus9x9kj+4/QT7v3OPr79xyFe++ln+m2c/yezcnDMfeIp05xrZjEFGDnTGj/zs3yFd2ua8n+a1g7uRFXu9ThpwF3WsoNZqZPERKyOpFjKLp4BuANURIzJvh+Cki0TXrYBJFDYNYRxD6x4XvFhV2TSyQilOwkIL34VigjAiUiJ7txysHXFGFUwcH1ljxEjNxAPOKb5qPEOCuyMWMgvFfZKrZlL4XEEzbSXlGuuqRKxEQicHtA5mX2hiw8bZ2MYewU5m5g//W5UXPpbBByzQBod7wL2V5lgXy1XfvGmo64TzV9JcDR6hqcOa9k3TiKmY/dp5G+tGkMgsU5tYpahGc46qkBP01SGNnVC6Hebzc3zjd65x9twSG5yrX0/cWeyw2DKWC0E8U4bgiRf3Cm8o2wbbbqCn2T39PGcvvsjOxcvMLl/g9DNP8cTFS1y6eImdM0/ypddv8G//n/+VL726IN38GvkHLrD4i7ukuwbjwIMd4cX/+BeYf/WzzA+ug2RUBnoSlmoArZOpgrnklHFEgJw7VAqjF8bBKnyVwZ2xdskGjTWYTQGSOMUBQgK5S6FtX8wwPIq9VB15L0Gb9Ir1i+AlVEPbe2Ol6tj4Kqg3GYM26LwxpAK7bwo3tcCqsUJKGsXX6MrVqSi9omUGs6pQpRgskgQ8BsbQSADp8e73jbPf2Pe1PcrYwfVi7QqygYl9IycfUwtx7lMW31QqY/+Gv0stAuapyBeRQRBJk2a9qpKT1Ay+DjCpkgmJCt9UnrXSBnqkqX7gIqDR2o0olBgAACAASURBVJ8FZklRd7ZU6MikcYfPfcN4/dZ5dss5DhfC0ewMB88/YOfcARdu3+Loxpss7ryJHt6m1wHJid0Le5w+e56zT73MmRc/ytmnXubsxeeYnT/P3rnTnN7d4kzu2FVhZMnu+St89o8u8k//+b/jl3/6Ch/8xIf4D5/+OvNlQumRfMiQBvav3YQbDyYN+r5kPEX3aWBccc2X4wJSZRW1rNwculg1mRV8JCSdU8LHQk61WaoWct2CNT/r0qRv43XIjOTaLetKzhqFVQ81TLeBrJlSEiOG5hFBsKE2qdX3jUB5wByvonbUgGz41LjVGjG0Zusigdev3YTV6UdGb+54E7eL/8g4y0oRiuewPkjn29vG2W/sfWsn8XuR5uzXHPsJR7/eWAVN9Oz4MVViuZ5qww6+ChitMzYonFqHdqyYPa0QG0XhlqVK7Zhd0Sxb0Va0qWCGIFovQtbKvdcoCi9H4Q/+/DpPf/Rv8qm//bPocuBgdIblgB8uOLx/xOuvvsErn/5X3PzCb3Ha91EbGefGm28tec2VFz54hQ//tU/y3JVzbKswc8XNOVTlThm5c2/JKze+yakt5W988iM8d26f8e5Nnv/US7zxL/+c5+0sW3fvcvXT/46nHlzjiVTYqdOvPHW4LeJa1WsxjMtw3BTMhdzHGD/1juxR7BwWA8WNrs2fTXkaOG5N6oGYBFU8uO9BX62FVK84f5WcKFYqHbZx7R1S6OeMNkQRVWPmLU37npbNxzSqSPUFfAgHPRFmnODhRxBQ8+nRE/WyYfm1S1eQ6Ni10MR3YiVAkJXIj0PF4RGcvYj8OvCLwHV3/5G67Qng/wA+AHwD+GV3vyPxSfjvgV8ADoH/3N3/+LGe0cY29h22bwXTHBcoW21v+0fmVotmx7pthTY3dMr6pXl9mQqwbUmfpGaNEFmZOkmJ5pvUvqfJmcuU8acps9caDHJKSKrSyBpZfhtUklsJQCNrHXM4Kgd2ts+QyZxLwtlTHYeyHRmnDzwYla+89ipfffUvKPfvcmd+n+XSGS3RieH3voh0HX9x5Tx+9OGQOgAGRg7LkoUN7MxO8aFz5/i5v/sJll/7t9y79iq9ZLaf2eLN3TmL23Me3Dvgz37vj7nw8mW2zu5x8bBj3wsLBTXBavfsOI7kHJoEoYiQJkqmlcLoxlCGuIY5Y0bo0HthrIJhUSdJJI2BIW4r5owmYTkWUnvPK09fELxN67IoGossAwoynaaCiSgxPNAZbJz0jsRjxoH5mohavT+KW2yX1f0RTVshzSDSqj5ULijTCEUlOm1HBdcqiV1G9DErtI+S2f/PwP8A/OO1bb8K/Bt3/0ci8qv19/8W+DvAy/XrE8D/WL9vbGPfFTuZlU9LfPc12KbZGuNBWXPkq8dPX7FhBQ3FlNSWftUMn8rJqHr3FaJJqrX5qXLlc1Ayu8afR47JIgS1sg4o6XJdCSg59SFZECI7qCpdSuQuYBFJmZllOnH+xk9/nN/801f4g89knnvuRe7Ola1x4BRH3Nm/y83P/GtO3b8OFOZmLL2jqDDTQ2bDfZZfu89/+Gd3+PLTL3P28lM894HznJ3BKTOe3ZvxgSsvsbVlDK99nj/74u9zb4CzF59ga0c5/8QOb3zpde4fHdDd6Fn8QM/W3lny4jadNQcYdMpSrAoBCEWEvtIs3QMvt2KoQ5aMptCJGYnpXZBIGro4TV6heAiX9X2HjSPuUMYxitqVy6/FQRJFhbFEZp3q6qtOs8WSItFLG1i/KGrQSVcF4qILuNTuaq0zC1pxPsZtSfPjaO2OVa9KnLVwGxo51elbSzSgDa/PTjB8GiT4GPZtnb27/7aIfODE5l8Cfq7+/L8Av0U4+18C/rHHJ+jTInJWRC67+5uP9aw2trH3wE5y69++Q4NVYsndlt2ytv/E3NH2AQx5MndBTOtsWK20uwbPUAuHXp19qoXUlXNvHa/i8fhE5dRrZPzuTtd1sX8Kmd+KeSDJkCx14HieCrYmguXCqMbzT3b8p3/rh9m/d8gp/yY7OzP06IDhxhtc++LnufO136Yc3mS5nLMwYzmOeIFDjCNxdDzg+h/+IZI/y+7ZHW6+dIkrZzpO7cJP/OxPsatXGB7c52t/+mm+9oVvMGTFDw54cucMyzv3GX1ke6tnXC7Y3u3p+1kIoc22SCVUIssw4qXQq+AaCpCllMprtwjUCjllkkERZ6TQSessNaQ0HnqMDaQUSJnRSpWUgFKDsSGTZIUmKGMAM7nLFJa4NRZOfe+oGvRJo9BaqZdxDzgmMqE4JqlKOIBYdOi6B3yUtBZaqZIZRM9CEDWtDjOpq88KGTkgBqkWe2Ns5LQWeCR7t5j9pTUH/hZwqf78NPD62n5v1G1vc/Yi8ivAr7zL829sY49sJzn0zd5WqK3Z/KqYWh36iW6U48eq/OvK0EmS1oJDXRVUh6+p0u3qQHKpDI3GvW94/tQhKxW2geDV1yARujhScXrQHHz9NoN2wvRxskamujy4yfOXt7n66md4YusMR8sld699k8M3r5Neu8Hu8BZ3WLJAKGlGxljiDAVEEjaO1cHNOZg/4LXlIUe7xgdf3uHM7kfQ8Qa3v/A5Pv/vP83V6yN7M2Gv3Kb4IbffuMFet4OPwv7hAYvFHEkjue+wbPiolGUMM0lJpp6C0QpJhGEYp9mx2gejZhgGoMTAbg8BsTI6qjmc4zgiHvz6oUQmb2KMPtL3mVLqPFhiMlewfjwkklUwz0gTX6taPcaKKSPAWGySN6DeN62TVlpx1lfCaw38s9ZVO7nr6A9AhNFqMKj3rD0kJ1kRBx76x29pf+kCrbu7iDzeeiIe92vArwG8m8dvbGOPYg9rnHqYNU59ZFTtcfGhXm9+Oe7kdfonHu3xDdeF4GS7MomarT7x9dOPT9h+klXhdSrW1s7YnGu2XjP9cPSZnKBLcd6soWaZc67DTaCXzIzMKIXDYUHayYx6ize//FVkPnLz2jdZHhl6YPRFkCLRiCVLJB8xWg8anHY3oGqq26Dce1DoygKVbXa2nFvXvsrv/da/4QtffZVlucxTnvnmvTnDrQPK9QfsZmWv3+b1/Tm37u8z0zOhCJkUGxxNGRHIWWM0ohlSlNGNIk6XE51kihfGKoDWCrFWh3iTAkwb3DBRuiyMpQTl0gaKCOSQKxYN2mU8vtR5AZniUCyaoIZipKx1UEqdXFXx98iuazGYKkrHSi45OJeCi1atfptWFpWM2W7KKL5W2mmMYpRJGllqYbbJPlOP3yDJx7F36+yvNXhGRC4D1+v2bwLPru33TN22sY1912w9o38YlLMKAF6ZNc3Ry8S2aFj/Mf593Uc8JBBUbHqEahMsq12yNbN3qYM/tIqWSSuyrpqmmqNXEbqcp0y/DSzJqSOJ0CchKyuNnbVg0Wmikw7RTJIF9+7do+gZnnj2OV559Q3mV/e5eXMfyx3LI6WQ6FJi253BYUw9S/eqPikMrRtUwq3Ny5LiA2d297D9Az7z+T/j9//oDW7tGzv9EfeXmZ5zvPL5r/PhZQe2YGfnFPujcPNw4PxpRboO96MIUBbOFi+UMSQOxjFcYtd1UN8DhsiKuy7hbgzDsuq/B2RSSh0a0iujhWTxOI7RLGVMssltzuswVgcrwlhs0s/xMpDFGYniOZoRYBhH1MF8JKlTrM4ZUA1pBYlCcpuWZTSZhIB6irUAEVl90OYdZ4xA7gEJVrCQkUrVrUSCdv+Wx3T08O7lEv5v4B/Wn/8h8M/Xtv9nEvZTwL0NXr+x76Y9PJOXYw7e65hBTVT2zepvjXPfMuv2j+n/lQ0Dq79PmfmKN9/Ol6u8Qei2r0M3qw6Z6fE5N/CWnHM0FmkUa3NeSRx3KU2Zfcqp7puQWYKZ0Gfh+uuvUg7mnDt3iUvPf4A7tx9w++4RNx4suL1/xMJHRJckBpIrSXZJJLKs2vitUVO9gC+YJePczjZv/cU3+IPf+ANevTqwWHT4g/vIkHnzSzfItwa2S0evylYWlpr4wl98M6ZhdZku98z6ntmsn6Zy5ZQAJ2eln3X0fSan6CTNqafLPVlT8OslglRX+fiThpBCyjGsXbPW65LociZV+EyBPie6vpvgL0XACp0QFFapq6jcMSmZ1U7eCMAB0VkZgulTV1+5sm7E63teB9KkNSmKqWHOa9MUVtk+rBWIGxKo072Ff6v7+p3tUaiX/xtRjH1SRN4A/jvgHwH/VET+S+BV4Jfr7v+SoF1+laBe/heP/Yw2trFvY+/mRj9prXlqEsnStrCuYuLiuJT6gVxJDAPRdKOG0E1YvUhlkWimiWA1ts0K8Iksvg3oCMmEkE6IjD8d011RBKvQRKNeas6YOlYxes25cvLjXH3VzFEVyM6WZFQS11+/wfWvfI1LH36SKx/+KF//7Nf56tW3ODgyOOo4mBdGnFFCY91YoFlg6bXJyNqFC1pgVmY5o9Lz2T/+Gl95/YCFwe5ioN/qee3mktnV+zznSikLzHr2bMkT53bQvSfw7Rl9JyTbjvhahtpdmigF+m7GaIXiRikhEZASDFkYR8NGyF1o/3ixEDxLFf7pCYngYUBzYhwdU6F47UnIQhlHNEcR9aAUNHVQjKGUgGuoejk5Y+4sxiGusaRwwdIE2wpWBlIKKK+41GKsoW5Iik5moPLwBTGb+va0jTcUAgISg0rVTZV2uShRkI1kojVqBbf/O1qgdfe//y3+9B89ZF8H/qtHPvvGNvYe2snO2MZfB0OTV5mDoE+4SXyAITJ9iAxqrVjKGmbfnHdF9etSO35uEghTs9SUAUYQSNVx58q0kUoDXG+qmtrxkQmHD/0coGadOaVpUElKSu46UooMVipc1Bsk7xkPOr78u1/g/O6PsH3lJV74iZ/mc194Hb92hwfliKEkiiXMBa8QRPElo5fq/Kn0R0Pp8WLsbA88uH+fL/7JXW7PnU4POLU4w5tjzxuvXeUXt0+xbQsGLZg42wi/9MlPsHj6PPNemY1CMmVhI4mEewGUrsuUsYAk1IxkBdMRt4JaCdgrRdZcxlIx9g41Q8RIZqGlI4mBQtd1LIYlKXVYMWwYQjoaGJYDWxLzdgePBixHGcYFIqFvjztZBE/RMzGUEkXryozpc6YYFI8GhFKlDJQoHGuFboqkqmu/ctBCvI+jl0k7P+pDocmERLMc7oiFen4MuD9ej3oU23TQbux7yt4pqz85NOTtUgmrbB7WO1919b3W0GKfEMVaQT1rxVlvnPlg10gFYKXRLGtDVtaGp0egSSLHZ8/W59aCykncPqdUHb2Qcwz5zl2qk6K0NgkFdNN13XHoKFXkQZTOzzLcX3L31Rs8GI649KEP8twHn+dPX7/J3ArumVJi5B9oaOOIY2IxzKOKwLgXEKFTYWeWuH79PlffNKT0bOeR69Lxh2/e4efGGc+OhYU4DzAWbsyKMXNnnCXY6shHhM5NUtxGckohX1xKdId5DHExEUyCd98pEZhTiuy8dg8XM6R2YRWPkmmxOmBEYNbPWC4HkiTItSlsHGNltKgQTI6e1NEKksMxL4eC4jFwvco5dDmol1ZCQiGKrDIxhnAoCFSNnWINGHSK1bm0qyp+9A5IpW26YzaiSUO/x0vQbD2kHLTSNssxKPLRbOPsN/Y9Y+8Gvpmcc1OprBQ5kODGA20pHHz2wO+juzbR8H1Rbc20wYZpmX0r8q4JocWQa5/wV5kgndrpWrtlxaNo2+CbdScP1OarEOJKfRRsZzmRc0SkNrxEJbL6nHPAB6rknIKLLUbJSzrZpV9e5Euf+Tov5svIqW/yEz/zEb7yuS/A9SWL5RIjY9TxeyqYR8E5Sei3qyloR5ecnc5Jvss3Xr3HvaMF20mxdJo/uXWXNA58pNtmb3lIlsw+wuFYSGZsJWFntldZNgXNTi7gOSSL3UJh1KRWRcaYPxtNTYlGT1kul/F6zRgoUdy0KiaHUyRWZeqGmrEcB7paVE+iDDZi1A7prEH5dPASKwdTGMYhRgBSr4UEx360GHWYJGoC5iPFjKzRDYsYWDh/r/0Uo5UQNCPqNF7lFihRuNWpmFvpmOOApyqtYSHtbGZVWiGSBuPxPg/vtkC7sY39lbG3d8KGneTDs/bhcF9l7WBIHewtyHHnrCuZ4lX37ArGcWtTrGqxtTn6Ca9v/OqVlnmDfxoO32wdwsm5owWanCMn67pMTrpWCIxjdBW+MTO63NVCZ6w+OhH6XOiyknyXPDzBl//4Fm++cpWLV87z0kdfZNYFS2UsY3VeBakwUasdRHAjho1oYasrjPOe16/uU3LIG9w4yuzfW/JDltjuF0ChSwomHC5G7i4WHG31qGe2S4/0Pa7CLCX6Pgq0Ka+KzEEpFZIEtj3b6tBa38hdVweAQOoSkisVMgldn0IqOtcgijBLmZlksoeYmvoKRrMssFZAzSrghT7H9U5aC+BBy4oiciv21uJ8qni6EtLLHVWamJBPcGlxRasqJlPukeqqKaQ16uulNlTV4m2S0DxSYSrauj0ejLNx9hv7vrGTTVPHzBUhiqfhzEdUy1QQEzLUwSHQvmTl6F1Iq3we1+h+zFWmAE2QlBJtjmgSdOpmbbCR1gJumzyVJu2c1FQRReNxqSN1M6RLiApbuaPXVOGfDvGESCZ3fdAKcfoumCaBEQdnvetm7PopEGG+U3hy5xyvfu4qwxKuffMaP/Xjn+Tsk+fCwWG4VF14zWQU9Z5ER8pO7gXtenLObGXh3r3DGE6eOg5si9ev3yIL/PBsl9PDyNILgxoz7Ril5+howO/cYykjkp3kA5IzWWdRlO46Uu5Jqa+BqkpG5MRsZ4sGweVKXdUkdLNukg7IOU3zemP1FD0PXZfIGsqiSQqdgmqAIaow00yfcoXcoi6y1W0F00c7ZpX6GXr0gd8n8SqOYFFolyZJTb0nRlJqdFVFXem7yuhyRUwChsuOqcX9Y4p4KIRm6ciuiCtmyugaw2y0zj3AyPZ4QmgbZ7+x73lbd/Innf0kWSw+4fEt144AUGfETsNImkBCe3zsLy3TsjYpyHGZwNjKu6/QS9Odb0XWKYNfcfSbw8+pOf+YLNXlXAuvWou6Mv0cksbU5qPA6FvROKU0Ne4EvVDocky2clFyN2PMM4Y84wOXnuW3/9/Psn8w5+zlng996FnO7RlbaUnnRrYB9X0kF0yNUQoWgjR0ndHlwph73to/oCRAR27bwOEAL2riBVuyNSqjJGwZmP8dKdhWR3f/Dt3+Af2ozFLPVkps5Wge61Kmz92kGIrH65xtzeLaphQrlwZd5S6oryhb3YwsCSlOlkQnMWxl1vW0gS+mIFlbaSZWPetdx6poTuRZT8q5Nq7lqCHUrtecAm4KKC8cv3r0CKikun5bvfexknNSiiHnUgN8FlALMbaUdLr/3A33UmUhpE7dMmCcFqeTblN6PPe9cfYb+76yb81QMFSjwOYGbgn3NnzEapY2ItIgndrAQluiN/5zcMFba7xrLP8bPJPql9Tv63DQqjt2tc3dV/IGtSCbNZql+qxsdZkute7ZWEHkLtP1GRWn6xJ9jsy1OUIhHH6uYw3TLPj53m2xnzueufQsN/7sPvMHhev7V/nYj32YJ59+km57B0m7eN7BZzNyVpIXsjudQC9KVxbsJsWtZzRhlpXdFJrvvfT80PYWO+WQI1WORme5XGLiHKlxOAws797htVdeQYvTdT3kaIjquhgfmCrkklXp+46+76c6RkA9GdVE1/WTSuhW15NFjzn5LqXadBaFbcOqow9P2eXMVu7pa5ANaCZGFwaJNnBy99Cvzwh9l2iKNGI2vdeZRJZUV2gNvInVRZeUPim5DlVxi7GJWeOYaha0UlaQHxjuMbQlAVmMrAWs9erGvZfy400v2RRoN/Y9YY9TnF3P8sP5R3GtFffcZXLoq8MatILdSaZDZc+sGmAkulUDTK0rBiNLnjDurEpqIwnXssf1BquGx7fvjUqZROhE6AQUQyXVYm+jYUrF1Ov5auNOStEE1VXdhiRaG4aM5JByZqkdu7MdfvTpl/n657/Jx55+kaee3ubjH75CPjjkrRtzloNAgvsCh5IoXmscQyhILuawlTI7ObO93ZG7HW4d3OGpZFxwZU7oxHfaMc6MvhcuWMbHkas373NrPrL7xBUuvfw0nhIpRVPTYrGYKtpJ4/qO4xi01ypzjIwhYTDGZCkktOGtFmdTl3BrnarhXBmcPiWGccQFuuok3dqMWGFpIY2Maugqp1C3TFopl5oZyzgxqgBGC/XLnKMAa1XGTBWE4Oc3DF6K1SHuIZUQ+mYZsaBcei0oh86+VMpnqxGVGFzuQikFkZih+zbRpm9jm8x+Y9839jCRs6AzUlOm2hCkCdECjFAnlIbFELnpML4aGiKy0rDR2gWJCq6ha9IwW9wbYlSLsKuMfu2ZTtmqrBVYU2XpdDlNhcmkobnSnDlExpnr0l8luOGN/teYPjll+m4WNYIkzLLQK4zqHOH8wDOXeeNPrnJ6+3n2D/c5Gjv6vXPM9vawfpv9cZul9MjWDJ/1DCIcFuPO4Ly5v2R/PrB7asaZ82fIO2c5nbd5aQdOLwYYE+cWzi7CA0aSF17qdnj54lNcu3XE/TtHHL71FnLvLjt5RupmFHG0z0gVdetmfTj92jeQal0i1xm9uVNSFrouhdaQGv12ppslUh/DTqgF3C7FXN1ONAq1te4QBfVEh7LT9SSbhKqnWQcNXkoT7JYmieqt3NGpIF5oXBrVgGxaUV5wsFKHpxeyGEqVbPZUC7zRuNbgoYD1OlS60NFHyWi8Bhc6qQNUynd4eMnGNva9ZI1Pf4xz79GB4946ZWNQBbW7dZpO1bCaxpaprBtBQGwaHi1Vgle1YrfaMnav06Oao5fKc19jBrGmlzPhukrSLnDfyuBpjj8R7JQ21Sp3qQ4c12guqgDurO8qt17QnOm6DFhtQJpF56dAzjNu3LzNi7s7vDTbZbs/i599iV//Z/+Ea9fuoZJYjE7RyhoSpXhcDUo4IVPh7vIBz+8+Rdef4yvXbsIw8GzfkY4WdLqFWyG78fQzl/F7d3j2ufM8ceFZ/uzWPof7R5Q797j52ms8dfkpylDocAaNASaZhC2HqimUGMuI+Qg9pJLIllgul6DBr0+i5NmM4oUyFCQrNhZMAyKK4q2SxlVz2OhRLB+9YMkncbUyFpKHVEGxUhV06uATCec8jMGDB2c5llgNmtFVXL64MaZQG41sXMiSGHWMQSVEwTZSiwoNWnDwE2BN4tlKBIEmgi+CSDTMtaHsj2MbZ7+xv9L2uNz61QdgLUOPX3GCUhn76PQBmqCVupTGwYtBlSuO51G/lDooJJqjkqzkDFKTMJDV4PF16EYrDKM1OORK3cspsruAiFoDlkwjB2M1okEnTKmyeKLzN+dMrmyRnIJumGqbbasBaA0IkhJd6iElOi2cLvDZ3/ss5198ia3+NB984TTiztF8yXxZcBNKcYZioXpZYJYLH/v4j/LaG3f589dus/BX0dM9H/nw0zx39Rb5zlV6lDEb2Udmt26xyDs8+Td/kfu3b3PxlS9z8+4+r755jSWF08/c5NyVp5kX6MqImuBeyH0mmTKOhUyio0dIHEhhWCxJuerMlwICpYy4RVF6LCVqDSqMmhg9GssGLXWgOHhxxqUF/daos2tjKLm5w3KJijBg5JwpbkilXfa5Y7TCWFqntZFTisYurQ45BipGd2/XUUpIJCRthWcYy0Cwf2WiYzZlpjbtyusA+Na17eLTQtUfk42zcfYb+740qdl0OPe6rf7/YQqYrYmqYfOqQbeMT59P3Htaxt8ErqqzTw3uaRh9hQgmaGfi6zfGThQFIyZYZZoEpS9V/RxN0S3ZVeig04xSi4DFqixCPP+u6t037niuXbXrwmwioe6YdvfADjj/5JP8+dXb/Ivf+xP+3j/4BX77N3+DG29eYzv3MCjLEuP8pJQoahen74zhwQ2eunQBl4z7nK2Zc/fWW/jZPebbia25s5UzZiPbiyX3zj/N3l//eV75J/8TT5+a8bkD5/N373LNnC/969/k0uUrnNna5vzODmd2tjl7/jRpe8agwnKmLIqRPcPS8WH8/9l7s1jJsuw871t773NOxJ1yrMwau6ubTapNgi0OsCSLkEy7BcHUg2jDBv0kmbYFvtgPBgzYhAHD8JsAAwYEGDBAwA8SKMIyQFnmAy1YIkQZpE2q2a0ei91dc1XOmTfvGMM5Z++1/LD2ibhV7KHSEtHd4t1A1q2MG/dE5I2Itdf+1z8QW7c9CEWJQCHXQbvj4UGEWdOgQ0alEKrYKanQmm/2/TAQR8UwhhQYx0KTImN2YdUsJcbilg1ZDFXbWFMYbNSyE2VWzVzVq74pNLhJW47GqG51HTTW5+fsmpQMVVfjgjN9zIwxl/recOFUjGHjia/1PSkmm1jFj7oui/3l+r5c2+Hqv9i6GCQuEmrhvxAAXv/YdFT2R98AOf5c/Geo6lKwjVfOZCu8EUtduOZkS5ti8q4+xg0+P4mivPiL+9KL1iLtKlwJLq6KUbaOkCG473n04j4JkaYCHyteP4mJNsKw6CKgECNyZZ+ny3PizQN+7t/9t3nwG/87n/npj/EHfxDIdzOROWpW81wjRQwNRinKoC2nTwdW5TVuvXiD4Szz9L2nlFH58nrgxt4O1+a7hMWSHuWogRf/rT/Ha3/4RXbOTzleD2gfWK0Kb64eMz66z+xrr7ND4EqK7KXEwcEO165e4cXrz3HlpdvsP38T6TrGAl3sGEzpbdy8TsUCEgKtBQoOr41FGcTpqo0YHd51j2VktEJIAY1uFRyKkqJHEqb6e7dxoI0Or1gpztyqe/+Yx40+wk97hklEStmcFF18ZdVmX+pcJ1RfemoDcOG0KMHjDSuchNTIxBBR/Ocd1vGGxEzrCe6jd/eXxf5yfd+u/78QjlMatUIzVg2lagevW2+cC9WdyToWpk48VZpdxesnGEe2LSO5RgAAIABJREFUvvRI9R2fvlpNTxVxR0WMGKYO/gL/fpoDmGP8MYozZiqzY3qcGCe7YsfmY8VqU9M41XKKIYyTdW/YmqPVx5xYQE3TbG5PEik7O4wrYbbT8zf++r+JLRd8/LmbvPeVp/TrxOL8nHGEIpHB3CFSFYbB0DWEsfDOm+/Ra6T0kHNGs/GJ+Q36p2uelAUmDen2S8yvHvDW175MjHP+6dNTjgajJbIKI0kS7WhoVFYIZegpTwa6ER4cnvPgG28Qu5bmyhVuvPIytz/5Mt1OCzGh0Sg2VlYLSDaCRJbrJfeeHHP46Am2WHBN4FqTmDeJ1ESa3RlNm1iJZ95K7azjdJorBeuih5BX2mWURBEY8uibtQVEClpPdlkVq35IuRTv5EUI6myhxBYm1GJA9JBylICHpaMuAlMxp/Rq3djFIwuLaB0AVRe4Z3C8hMtif7m+D9e/iIWxF8rpaO0B0UwQjE3iqsn9UjZ//Gdq107woZhsh6gW1T/ABvHCz4TJorjKNadQcSfreIdH7awnfx1ThTCFkji8k4ILqkIdMIcoxFg5+fX5GlKDNKT6o1OdMEPVAISNnUCMEYl+/RjTZtgMDj/N9/aYcZ1yfkK6fg79yO1xRv9owVke3edYFEwxCyyHkZAzV3aU+bqnGVpOU2LpogX2i/DxYuweHbJcZ9bzxLHCmI0v/dqv84lPf5rPf/NN3j4/Zb8YN0NCk3BVIjMTEpnejFsv3OSF/asMZ2veOHmCDgPh3ODJI+Lbb3P1q1f5+I//azz/6U9xdH7G0ydPWBydsjo5RfqRvB45X644XSyQUrgigUGNU5Q1rsqNuzPSwS5XruxxZdZwHI11ivT4rKZLLatxiXrlpY3ugbMsQ7UyVkrx053EydZYiKag2Tf+kPzUUJ00c+36tXjqVrE6kBXZDI1DkOpm6X9CbSg8kcpZPqFSYSeu/bOsy2J/uf6VWBMLZ7tRVB2sXNg8xDbFdMLuvcP2s7TgAppJREX9GgxKZdZMbJlpIDt54ITqbDkJpdxiwT1UUtu42lEm7x3ZDHJjiETxoavU6W+4cLwXbDPsdcqo+76EiuNPIRdTUpU/j+SSgXqacMVurNzuQJHE+bxjR69y8s0jnvuJA+585Q7dO2te1DnvjkvW0+nAXKMqkgg28qndK3zybGRYrpnvBrpQSCq8RGRnWHMshYdd4G5W3hsHjt9/g2OEzx0dMZbi3TFwrBl6Y0+NxzFyo5nxFz79p3jpSsf9t9/j8YNjFoyoGhGjRZgJPH16yld+53M0X/smJ8fHWN/TqdEBu2LMxYNDnjNjH2HXjLn4v6GIUUzpT89Znp2RDlvm+3vsXNtjtr/PeQgM0cjjQGd1440BrLCWkZAClr1om/prqWLOsNmYnPnrORbdQDhq7n6alaqEnhhagTGPgN+vmA/lUatyD9mEj2NTNGGpG4MPnS9hnMv1A7suYvUftcP/MI/9O2H93+qaAhtufKhF2m+otsZWY2ODH6e1ipqmu8VpaCtujJaaZkOflJQ2DIvpGL9RuopzwJsmbVwm49SJ15lADAEthTY1nkgV4yZcfJt6FbfBJ1WkJSK0sSpnUVS0bjDO2hlmO6TRePLmEbIYOfvd95k9NG7v3uT9/n1yNIaSCOpdaNYMppwuFqyzcqXPdOuRm624Ujdn7lvgjSy83WfODJbRmSv76lbGoyk0idnejFU/sMwjR6YsCpzawMH7D3jjjVPW/ZpBAp0pOxLBAjlFjjCOc+akH7D1QFRjh0ihUFAXHokSYnL2jRlLVc+edeSbEIxApA2RYdFzvhqQozN2rq55/oXbHAXlJIKFhllIaF/cnTIJokITgrNjEpRiaNmydGKIjrubVe+bSHFvTYacN46XaqBah74hoOYe+FGcaW8oMfh9pFp6IIEQRoqpK3uB8oyt/WWxv1zfV+tZC/2H77uFZ/zrNIidrj1lyU7d8tSlVx6Nd/VTFZ/sBadhqm1xcLelrR045r726ng+NvHvQw00qbqfOgOe/HqaDU2yir1SqkXbfyaG4BF51QEyTiZgslXPNinBhO1H/zi7IVf0IaHUbNvqf58EJIwsHjzltz73Bc5ef5uff/VjXH/vmOU689r6lLfHkTG3jBSSFUoQhjq3+OrpGaex4ZPNjP0SsVwYRXh/TLw1DDwERtweYLdAVwpdCJAia2DeBoiFstewGOFszCxNWWjmwekhH8dIovTRi+GYR+eqj4I0kXkQeoOlFMYAaytg0FQorQDLovRiNAFSMFpxX/tWhK749UOGJNCEiGWlf/QEW6248uoLmBinjbDWEYnVssB8IOtQnoGCBYXic51J9JXV50KpOolSfBNvBEp9LzkME3E+69aJSQHUA8h1Cig3fw0lCBklhUCxgk7+Qc+wLov95fqBXxcplKrVj32acrLdPKZTwyYkRKQ6GbpboVi1Ia4+siYuLjLxD8rkheL8et8L4qbLr9dV9zyf8Hcxp1K2k1VwtUOYrG6DOIYf22ZzIjAz2qYhQLVd8JzZWJ+DSM28jRf5+tUhsv5b3U45bFgfTQh0BpIzX339TX7t13+dL925R7MuPH3rDp+9fYPXnpzwtUf3WQWB2LBuXL2LCGsMLDCOcL4auRMGbnUdlJFlKTzIyhhBorCrSlPcnrgJEMlgsBsCsR8YRsOaQKfG3k7DsmtYrQqlh1SEWGBNYGXGKEYJcNB4EtVi6JHN/mgYQpcSTRCyFs6Lumq4FJJCJ0Jr0An0wCpGGoxOjNaMopm5BPZmDcP5CePbI1cP9klXZpzvtCyid95J3a5h8pNvKs0y1tfHBMaSK9Tm9M2C9ww5a2VFQVHzMBOFFCJadQVRAig1T8DfF0VrsIuNmHnzoLi9gpN6Lr1xLtefiFULeaVFTuaW0/BVpqQRtrTKMLkEbqiU9a9SUZtatDc4fy36jslXiEeNmMRtbmuB1TrYTSakJm2411vjMz83RIkEFQ/ADn5aAKtCqLgxRWsqlTLGGjeYpgDuanEbI7G6ZU7USjXngU92WiLRN4bkwqsmFxZHJ/z+P/sC//D//RxfeXyfoxHaEvg/79/n8bgmrguv7l4lAu8O54wkhqz0GKNAygE1YRGUIspsWHMjtVzvOq61StARsYJKhBiJGFGMJEZngZlGFGVpio2BUpRlKeQxcNrjMJEaCzHORIglUWzkIAqz1GKrJYsAQ51LyJhpRDAtbnxR/GU19Yxes0IrQqvGjgjJQLLSBZgF2BHYMaNzEQF7TSSuB2J/TDfsMLt+gOztsGgC5BHBIZwmCGOdk4C7oWYtRIlY8KQsnwEZgvrpATAbvZjbtp8PTtWqm4hTLYuOIJCikwws+AY/lukkGmqH/2yfmMtif7l+IJdM5Jqp4NuFTl7yFiS3mm8nF6iZE+xjWzolZqhUkZNINRtzlkuDupFuiBVrn35oei6ycZusj7qZA5gIFgIaK7Yu1SExRN9AwqTq3WL/Pjvwzi8kZ9/EJm2+pmrCFhvPpjUzYpPw9NStPUMSZ/TIYsnjr/wh/9c//V1+6823edCvOQ+CFeeoH4WWLz454qeuHvCT3YxZO8MWyrjOPC2FHDKpwNUcuB4S17tdXugCz1Xf/NPR4/5aC5QAfTAigahKwg3dZmLMoruLjsUoFhhDQ2+FYVQGMbIIR2acF9CcObGRM1GuEZH1kiTFK1ZI9KOfNBw1E9YF2mp3IFIHnAQKgSy6wc4DQivGMsBQAlIaSlD6fuQgCV09uc1PzrlOy97+Dd4Ia5bJ/60xNMhYsKJITPRSyGQaXG1c1E3O/PihpNT65lMyDQErxYNSTDyrFj/95aJ+WjD/9yl1EFvJ+Ln4ZqIaUZvIBMMzfWYui/3l+oFbH8bzvcTbhnKJXfR+n26fRFGy+RBNjHcmDvR0DZmEszU8XCpFMoSKsW87fz9yV7bM1MXXzWBi+7htsQ9kQzCcrWmVWhkRm8Jiqze9VGhmwudTcol99Ven5tBOlMwmRfdMN5wx0giBTEPD+s4TvvGP/zGHX/kyeTlwNSuHBqF4WlMgYgaLlDACp+tz+gZ2NPFcTOwUoyNwvQs8t5fY0UCjkPo1M1VKCLSmDPV324bosS+jojhePhdjJkZbh5Jkx6SL+qYsUYhmNDXZardpWJpwlJUHURnVOFdlrg5HneeRJZ4oJUWRkFARhqIUnAqbKWAePt4CuzER1LFzKQ6dLUQhZNrgKlftjb3GDdiyZvbOjpg9Fl6+fYV3g5Bjg43Z/w2AjqVCeTV9yjKl+G1jHqs1QnXTFO/m26ZhULdOCIjbKIhbWhfT7c9UaucUeD5RNEUM1I8wfrLMH/lzc1nsL9f35Zqw9YsD24u3bZWqdgGQmQq8F/c6D6vf4QN/F51omNMNFwIkRKhzTRe+SKyP5VcK02SWrfeNOyTG7W218Depqdz8OsiNQkwQ4uR3MnX0YYvnp0l8VecManRdWwe27tUSceZP07Y1ljFAaFCJiEGnyvv//Au89pv/iJsnR3xSMgddZG93n08ReWN5zr1+YGGFMmtIe1dZhsj9fqSzntaMTydhZ2ePthitAapkU4ZgDG1DNmGQwAKlLUoeC00IhJzpRLDUEHUkVXZJKcYogQWFFYW1OJm8VJjNT0PunT8DboYGS8K91YpsfkrLohCji5CCw0rresKr+whDzmgd8IoZyeCsKLMmMsNPbY0WshgjDvWMgErAFJIYJwI3Subak0Ou7+6xmM85jEoOYAmK5qrdgBCSC7EqfLcaB8fjbavpcAGVR0eG+n7OpWx0fCG4aC5XQ7TJo6ceOv09aYAV11kwHUM/+ros9pfr+359qxQqswly4QL8bvV7EzbvCsMNrCLiwdn1Q8rEa57ShWoht3pdkYl9E7b8nup3T5AN0wazD1gl1Dt60Ve8g8eHes6hF0JoEBTVTIqTjW7Y+tlUOCdKoG0axAwthabtXPCkQtu2m9D0aWSRirGn8O7v/h6v/9Y/5tYwcs0cUtkXeKVfc80i13bmPLp2lbOmgWsHPBwGnp6fo80BV5dLPtE1fKwJSM4MJmQSY2yxPLrbZ+gwC3gKY0bDSI5uQjZvWoK65W9TN65lMXqBxTjSC6wECjWBS92jRkNg7DoeFePx0LNiZJWNc1F2moZigR0zgip7ghdYrOL1boeg4qc89SpMqTRHE+iLsgQstOw0gR3NJFXGDGfBrRYShdup5TlaGjF0PXJy/5DwsdtIUZroAeMpwVhcgGfmnHq3OVK6lMil+tQHF2rFGNw/v8JuORea4DGH7pTpnjjARjEr4i1LMa3GfB6bKKIUFcQui/3l+ldgfbjAX2Tc+LJNofvgD9ayXYdgIbhqcVOD/Ucdwqi4/vS9qZueKJehtlUhTkInHwTHVGGajZvlNpBk8qWfvOd9MHvRf95VkJP8sUmBFEHQTUThFp5J7pJZO/+maQC/RhNbUAeiUooYPa1mut544/f/GUe//3leGQuhCGttsLbBgnIQG2axobSJs2VPs7fD+rjnRqPcaxpyOuB2c8DtccG8gLRzNKnneZgQIvQCgxoNCVEfTGvN+iuWWVtm1jWkccR0ZKXGyagsLFDUnSRz5ZfH0cM+xijofIf7FvjG+Rkn9TVv1U9IGWUwhWDshsCuOQ1yrYVRtL6WW1/4BqGos3VMpoGqgASelswQPIw9qL9KK1NGjJuN8MrNG3RWeHp2Qhca9HxB8+Axq90Zw8EMTYGhFJqmQStGbzXYpGka58yHSNHCoKVaJJT6mnu33iQf2k4XKHX+MSlp1Zy5M4WgC874UcvOkAruCPos67sWexF5Bfg7wG3/mPArZva3ROQ68PeAV4F3gF8wsyPxd/3fAv4KsAR+0cy+8EzP6nL9iVwfoEZ+i+9dvM92RW/zN8NRw5OpAEJNpVLvlG0KlfBwcKpdbKj3n5gsYaJgTp0UGZjUrfUrWyHVxUK/wezVLQ8CEc8mdbl7rBTKUCq7xiYBVKRRLzgq0IYE4jYNUT19ymcNQitKMCXGDrFCyD2zoWf99l3e+70/QB485sa6WvQ2Adrk2HwKlCaSQsO8m1FSz8MopNkcbMUNa7liDXttR1cUklNEd8uIxcC5NqgJDUabjbUpvRa0uO96DplRhT7NeNL3PNd2zM6UpRmP2HLSs9QO/MLveaXG8aB8fbXgRK1uysYQjBmCFeO0etcsi9JYpI2J1hw+SRIIKbEsI6L+OxzRzalPcc8ZZzMllqo8UYPU0DHQ5YBZQyeZgxs3eeWn/xzvHN7j/Ld/h5BXhKenvFSMw3niURtpLaFaGJOhoxKSEEiUrG61Eb1wN0HQnEnBNwHTUu2QM2A0EtEykqaGIwhq2ZuEGKvgymc7pRSQ5DMlLTxjBO1H6uwz8F+a2RdEZB/4vIj8I+AXgd8ys78pIr8M/DLwXwM/B/xw/fNngf+5fr1cl+u7rmdRzX7w7zBRMD9AlrEJm98yZLxhd9cpw2oLv0WDpgIubH3GJ98Z+FD6VKV0TnTLSUUbQtrg9s519+uoamXiTB74LojSCCUJbUx0oaWVRLREGEL1zC+MJ8fkswXnWth/4Xnmu3vMF2vyW+/y+PW3yI8O2V+uiGpYbBmCQBPR2CK0aJMYWsGaSN7bJ+eR81IoRG7MD/hUmvF8r+z1PUNoIFXcGa2hIi2avWAVNfph7WZhUsg2IkUYTFkGWOx2PD474UZ0NK03oQUGlIx3sqbiw/Ts0n9hYCfAmUG2CMG73bG+qKpGDuZYv0AyuNpG5urY95AHNPqJyztjnXSzEAyLkBPoUAiqFfJRnmvnNAzEXCgBuP0c+z//l/ixgznfHJXj3/5ttIxoyeyY0ElkCBA7tzvwk5yzcbwC+3A6xYTm7PGMm3DxhJpiwecO2ZTYJqRi+aUU98qJgTEXYvSsgpz95LDh30t4Vsj+uxd7M7sP3K//fyYifwi8BPw88LP1bn8b+G282P888HfM26/fE5GrIvJCvc7lulzPtL6donaKjfOhbA0IR7dT2A0Dhw2k43379H++3DisDnyrU+U0D5iiCC+eKi5639h0zK7QSxBxXL1pNwyNECBUvrw/nnPlJXhgtNsbVN54DA6NpIQ1iZIz8wzXnp4xvPUWR++8ia6WrPqRk5C4deU64+ie8U00VDMhNZTYsooNFiMqxhhnaJyTZzPK3hzdmdPvHbjuYN1z9coNbjU7HOhIN6wI/YgOkA3IGUEZLaMWCGMhjwNDyYzNCh1HrB85Hc9ockFI5HWPtoEcOo60p8Ffj5BA0oxx6B1LF8eqQ2iJasxs5NYs0g/CyVhNxBAGYIiCFlcZzw52OD1bMpqQLDOfNusYGVBm3YzxfEUJkb54+IeOniTV4Tx8EMYoHBf3tnkpwRVgzyDSMnvhJRYfu8kn/8Zf5wuvvwHvvkujsBNa8s4+j8eeUdVZTY3PDMycYslE/TSjCZ4f7KC+8/Exg1JV1k2qVsaBPGYaCahANqNNkaxO84yVnuvD28lI7Y/R9VJEXgV+Evh94PaFAv4Ah3nAN4L3L/zYnXrbB4q9iPwS8EvP9Gwv15+49e08bz7gTR+ADW47QUE23ZEwBTdPjI/Kgrm4f1QejnvQT0yYiQct2z+bx2dS0G5tFzz+rqlBJlPAuA9ozZSmaf7oBlWFNEECjQlJgveF/YKr64Hx7bdZ/+E7XH10yEHuGZIwpMiuBeZPjihROG+gH4tnzsYGDR0hztG2RbtEme8zzPZZzGbk61eQq7cZ9g/YO9jjh+c7NKFlNwfUes61R/vMfCVYP0yANDauKP2K4ewMXS3R1RKCMNg5Q+5ZFGHWBGI24mh0/UB00jgqXqiWGDaOqAlmgoowRockZkGQYuwU4ZP7u5wsluzGhkYa3l6ec2hOi52ljjhZF4xKmwIxuCW1pkQW46QfGcZCX5RSN/Y2emZsKAOY0Be3L+5i4rgoMzVeDC1XRGnXI+F4QfvKizQ/9Rlu//k/w+G775PHjJ0vufLiTZ7kATNh1rRu6RAE1UKI/sYquWbNitM8Z01gKNnhOK2iqzoULhTUzK0vgFI3hFw8aNzFVX5KaZvEWKbO3s9KH3V95GIvInvArwP/hZmdfuhDaLKVLH6kZWa/AvxKvfYzasEu15/EteHIV4aMWWXbyLaDn462HxzI2gaW2RR6/KvV67rJGR8o7LHaEnxLaGnzPCZmDxtrY8GtDCpZ3yGHFD/gtx/j1ms+SKwbl5BMsFXP1dNT5AtfY+/hE/ZWS6JlrGs4SHPnYQPrGMhNy7oYTZvcc76bk9s5udtF5/vY/lV0/xpcu40e7JNvXqVcvYnt7dPs72JNQ6eCWqRTYZaNdhwJeSSPA7kYZVjR9+f0Z8eMTw+Rw0PKUNzQK0EvGSnKCmWUgW4WsHX2AhXBsvoQV42stjljqYn7xUSHVCKRVKBbLXkuGvvRO+RhNuNkvSKbQ0elQC5GK4Hd1JAqo2XZjxzljGal2tagwa0t5m0gWQEJ5C6yHA3R4ircGFmJcaTCuNsi11uO+0PmJ88T53OuvvwS5zszhvUZ+XzJTvBoybZxFa9GdTydCUJUYjJEcdZN9GASd76cirqQsyt3tbj6WcXV2AHIw4AAKU7iKx/Ml1Kq4Zqg5Y+hsxeRBi/0f9fM/n69+eEEz4jIC8Cjevtd4JULP/5yve1yXa5nXh+GcbaFV+sf25LoN6tGEW6BeyYit8i2c1d0GzIhbjgVNpeq1whTUAmbxxer0YIV0iEKpIktP5mfua+JNB4Abhbc28aKJyBFIEFM7hszsx3EhEFHrh0+pnzti9y685Ru9OSqkiJ0cyzNaJcrVhIYJFIKzNqEzTok7SA7u4QrB8x2bsGVW6xvPUe4+hzxhZdp93eJ+3Nsd58y20Pajt0mEVHQQKewo0bQwphHlsOI2DmUkX4d6c+fEvfnrE6OGfOSsYz04wqVkVEM+oF5TORxZAwGNlIESnD6YygGtaMvAhnFUqBtWjQXzJSghTg6ZVFVaRWuzVp2hshZFopmhzIQrrSJWRRCHikyYzUUsipjHfyaCEhk1iZmXSSUgQIohdQExr6wEKMhM1d4rx140/b5M594lZ2bL6FXdhnfuc/Ra28wNkoYgWHNfDR2wpyVjUjI5OKOl0GEseSaE2tQlDY0dc6hSPRTSDCHfWL0wXOTIrl6KGFGr64hiKEa9/l4n1GViG5gqGcr9R+NjSPA/wL8oZn9jxe+9RvAfwT8zfr1/7hw+38uIv8rPpg9ucTrL9d3W99uMPtHB7FbKubm73UgW8WG242BC3RKC1vP+PozTp/0k8HU6U8mVD4MkwoRXcD5K60uTth92NIuQ6VxTi6YIbjn/cazBzc2SxZR6UgWOThbwfKMuJ8J+7vsPDyj/eJrpOOnSFFmO4lYMhTFhoFxUBbNjL4yTbrUUGYzhtkc2blBc/N5wgu3yddeJF17me7GTZprN1jcvI5dmVO6iDaJElq3bSYTUYIUmmDMgrETI23YYTdEDsIe5wH+4O4pyzeesH7wkOH4kNKfM+bBjb1KRtcr9kRIWSF7V1/ahjL6fbIZITmLSc3dhCadxLDuXUzGhf05BHqBPhkB47nZjOVyRSMQU8MsJXbbBrFCsciqGFkd8og1nHVUpWihz8pgHbOUkCG7OR2CNIn1MEKJrAzWBl896/n6UPiR27fI44rP/frf4+u/+9vsLxfcjImkyszgYDZntRrcmKzSOHMp7uYQAqVkx+OLOnOGsB0y5+L0SdziOKtWNW3xTRHxTAJxqMlD0t0yGcPhHdmK+D7q+iid/c8Afw34ioh8sd723+BF/n8Tkf8UeBf4hfq938Rpl2/g1Mv/+Jme0eW6XB9a35mOuanwm0KxsUMwH8YJaQMdTN+3YJtc0Il1E6t4yr1u6rWR7cnB0z+2m0l1nJyMzgIeQjH550xiKjfEKogkvKV398yry8wL7zwg33+P892G2cc/TnnzPrsPHpKScu3KdeK49KDtYvTAOgXuFWN33rAvRpCGcXaF9uAmu7c/TnjxVfSlFykvf4x88zblyj47e3uEnZbUGDk4lhwk08XAXhPY72ZcFaFtAm0DuxKYm5CiMMqcb5yvsOMnDK+/Tbj3CM6OKKtTxjwyjiPrxYpZ8BOB6oBIwUqhHwvJBMnGaMY6WP1VmiuBTQjFrZ+pdguTSlgUNAh9MmIeuRk7HoohJnQx0aRAtkIPDCacDwMWjN1ZZN7NMIGCsRqNccic9T3StbTiJyzMhVapSdioLE1IGjgy+Lu/8Zv88F/9OT7VRR7+3/+Es6NHSGi5HhIpZOjXzOYtpqOzucRx+Gkor+aMq5IzhttSF9zzPpuSnEqAAlnc0VRUseKnzSa60tZFf37N7NQBSnHrhBAT4zM6oX0UNs7vbD4lf3R99lvc34D/7JmexeW6XN9hXbQn/jZ3+KCFAluaZbhQ4J2a6fBKbWs3dLaAqxmdiTl16LItQEzxf5V5k+IW0zf3bHEevadXxSkGsUzH98mNM2JROejPeenBMbfffoPZ4pzTk8g3HhxyvyjHM+FHX3yB52c3ePT66yQa+thw2jbcA8acmUtCUkucH9DeeJ7hhZc5efVThB/6EdoXbiE3r2PXDog7iXkTuNlAEwOztmEWA00QZhF2ArSiRJOqO3AOvxgMFnlr0fOlr72DvnaXnXtHrM7PsPEc1TU5jwyrBZ0447BoxoLSl0IWJWXxYA9z2mqxkYznAMSJ0sqWkir1FCRV4Zw0UIp3tUGNK7M5x6sVam4poMByzKxzgRBJSZh3gS75PCCbQoTURkoJnK8HDro50Yxg6tBKgJyUvkCTneFyev8u/9N/+9/zy7/w77F/tmBfDFFjMYzszZ1tNI/BLSsqF75pGtDKyNEqeAoJLJPr44iae+AoGwxfkArh+C9RBBcB4mIwAMOFd2MeHTrETy36L7vYX67L9b1e36mr969b9NIuOAmGWvipzBekeJctExl/KvZhY18sYYJxpuv76SDG+IFGQcXGAAAgAElEQVShrJmhZkSrXvMbqqVsCzu2iTgUU0Ksc4Ai3DobeP69u8xWx/QhsNKWuwF+D9DFwNGi52arDMHDOzBB2sTO3h57fc8sNuztXUMObpFu3aJ/6Xnm/8ZP0b/6CrvX9rm2P6ebt8xTpAuBLuCKUbMqD/PC7l02jEFIlVI6SOBc4O5pz5e++ZBHbxyxPnzKcv2YQc9YDkuyrlmul3RB6Axs8E50LEZUQdU56GOAoRFGUYZqRmr1dTKROpCsMY1MQ25Fq4q0UeG0ixwCq5UySPWVHwa0eKdLMLoYabuIE1oMMw8lCao0dQO3NnGcB/ZjQ7J6AsQ3nIxhKqwFKCN3Pv8lfvX8lB8bBoIFimTOVYiWuBYjAaEJyaME22pelrMfMs1nQRQPDQzRw2RKdiEVAVLjgj+KeqEX3+RCEIq4EZrW97WJ59A2IdbfccaKMZ/N+GNh41yuy/W9WF5YL4yittD5Beqkl5APzmm9vzebjKi8gzdhciWr4SJQ20kIk+pVKt7vhPgp1WoyOHPYJ9U8Whcd+fermVo9FXh4iGDRs1zd0ErZ05GbJ6e0hyeQA4um4a1G+HLJfHUNVoQrdx7yUyt4vnKziyrNmJitVuynyM58zmx3D9vdJe1focyvs/PcbfTlW7zYRV6Yz7AoJLbziFBPN15gA5gzQEodK4TqxjjEwL3Tni++9YT77z6mf/yU0/Mjii3JwzljHlmve1ox5mqk7Fz1oubqY4NoxioZ6wArMdbj4Lz5MFkUmA9qKz1TxKE11UxESE1DkcA6BO6MI/fWK4bsvvr9OtdNG6CGtXcNbQtNEijCaOrmYSERDbSMxACjwPnYsyMRJ7lq9RpKjMDY4EyeYrz2xju0s8j14L/DrIGhwDCM6KKnJZAb3zZLjSY0VVcU1/dF17YUK4xjJsTkUYSNf3ccRz/5SPA3p/r7OoWJaukCrVzMoaCidfwTaJvw7U+632ZdFvvL9T1f30k1+0Fu/ZYn/8G3+QWHzIkPb1Ohn/j4MHneK7KxO5BaDLngnjmFnVjt7q1uDBWHYWN5LFsKpeCFnFA9cCoU0QCjqathJTGPkU+c9uw9PGIthdzNedjO+H/6U75y1jPQ8LxkfmJvh5u6Zi/NOVmeosA8JmLTUTQTU8c8NZQAIXU0e1d4fP8hBz90m7AbsJDdU158QlB/g/W/2/lFEAMKmP+eFkF4c7Hma+894vG9J6yfPqA/eh85e4qdnLI6OiSvluwQmQdgHFz4IxmzgpqSg7IW5RzhfMyMCGaBJkCmbNgk5o4VHipiEM1tK0qIFAmcmHFvueRxLgw2Pf/qZikQow/X27YhRkjJN2Uvu145zTxnoAkJdCSaMoqx0sxMqt9M9NNNRhlVadTog7DKcP+8Z6+NNEWg+v+s+jU6jnTzDmXExtpmhEBfCloxxLZrHXIaPX4wSiR2kTFnV8GmbQRlKZWxI47bxxTIZrgLdD2t1q8xRMf780e3N4bLYn+5vk/XxKf3Yj8JkbaF2+v6VJ43vMhNux9CqCkSbIrxdJfNkHASW03deuXoT528X3nLz/ePe/XDqYNhsUAgVSGVbjYjKj3TdPRONUYkROajsnc6cnxyCjKSQ8uXhsLnFspTablO5i/PWz4775ivlqw1EGJDEGG3m9G2HY/WIxoikeAMjRjJuub6Wjl994gnP/o8TTPwXGjqcLpsThuG+8tUpwJCpTsKhbPQ8sZy5Gt3nvDw/kOWhw8YHr+HPrmPHj/l7PgReVgwK5krIkg/0mvGQvHhrLk46MyUwzxyVgyr7KdYN5isEEVxkKJQomC50EkgEbGm5SwEHvY9T4axRhPWXcHq0HL7MrvtRPQTWa6RhKO53bHjRYofWAytlMwkQlZlEOhCwDQjph6h6JxNAgUNHUtLLIGr0TzqMARWizPi7ed8TqC6UcaOpWw0G01KFFXny4dA27VQ1Bk7MbqwqkYaluIh5VHcCiFKtcqupx+C3+6oT7X/MJh1LbD+yJ+py2J/ub6n6ztRLj/IwrloBCJMObP+7VrUN9+3jWmYd+EX7iMfVLyGENiKbS+Ej1x8frXz9HjCyhaJYUPRnHxzQpjwfx8L55xJswhNYESI0TgYjfXxQ0o55XlRVm3H3eXAsUBnAz+62/HZmze5dnLOYC1WY+madkaIDSkG5nv7ZPEuuUWJeY3mgdlgLBaBO4/OSK9cpZPIQQhEig8k5aKKwAU8pW6i5xhvL1d8/c4xx3eeoPcfs3r0gPMnj8mnJyzOzhj7gUaV611HXCxqKpT/ZosZg8ApyqP1mjO0ujU6HbERXFErkY7oQqjimLkraSMDkbOs3O1XnKhSpJrOGYhZBUZqlzv97mMECuPgfJUmJL+mO6yhZuRiqAVUnf0jJvRB6Isyt8isnvNaUzoVkgVKUAYKQ4icDgP7OzMf1hcIWYmpIZgwk8RA9iG9RLBC07ZocdFZmxKIMObs72dzoViKaWuv4E8ViQEJ/u8rBUSVJNW7fhIQxoCqQ4ZTiMpHXZfF/nJ9X66L7BvDavzchNMK2/SpLTNyy8G/eKUL9Emm//WufvKzmRg42PZxp+7e6nF72i8CPkTzD6ARoxFCrv1/3PjjCELXti7KqtdNWrg+jNw6X5BM6IbIGzP44nDKiPBK1/LjV29yddZhywVpDaMa0rS0u3vIrKVEpYuJEpQyD+Qw0JWRpoyMZcWeDSxO4eGTyOzWDZLBXISGLXwziX4iRi+BFcLdRc/rdx9zfPeQfOcBy/t3WD5+xPrwKf3ZMcPqjGa94lY7IyxXZIw+WOWyw0Di0Hru9UtWeJiK6uQoatXP3QE0TIlSu+8QGWLDMXAyjpzmzBrBYqr89DpXEfGNiYn6un2Rh7F4KlZqPAc4uA1z1lKhHmHMWvNfDdGw8bqXIpWXrwSMYkqKLYcobVb2G+M8GYcpMt/bZ1gumLczctd4cR4HLAixQmVNcE//sUAbPEIwl0woirGdB4ngG1EdVIfklsgpODbvWL6/TilEJAUyCa0GbmPRD7/Rv+u6LPaX63u2PipWP3XqMnHfp+ms2QV/HC9kgrMaPBlocq3cTminDUPYwjWyweI/9LjVt8YfL2yfV/XRbxrvxNRGDwAnoMW7sbZtKx4bmWmgiw1zUW5m5YYEjrOybHd4xwLnauyqcNDOCdl4/uWXOTl7ws6iJ0sizVosVoxBHOMeApRZInUNbTLEelLqyfmUl+JN7pwsuDOfsXOwSyNe2EPd9HJQGitgsA4N91Y9b753yOH9xyzvPWD18B5Hh/dYHz5Fz8/IqzNsecytaMzWPathZJlHRlOGnBnVeJoL91bnnIp7yCeFEgKGEcQYCm4LgZKC2xloEAaJnI2FozKykoCmtHlNCRXHDpGC2xZ7SKvVA4owDCMxCl3TeIxfKaSmJRIpppSS6aIwGgwSyKbkrGh2AVOvoFHp6gxhQBikcFwapPTcaBueayPnoeWUgGqh3ZtTmkBvyiyGOv52tlMZMwkhdi2lFIYhE1RoJPkwODiLC63QTWVyFc1gU1CJEVx84P+m7Jtjsfp39USwZw0cf0aTzMt1uf7lre/GJtgqYZ3xMJFyNtS9TaGf7g9m9X71yBzqVxMolYKZwBWuE39fqDmh05DXr5ckECuEg3hxMvEg8Cg+M8g6eBEOEYoRgaZJ+JiwYMloQ0LESHnNVYxhvSbPjLNOebJcUzSwE4z9ULBgHFy5Trl1k0VoiEGYz1vaLtE2DV2aMes6Ukzcf3rK7vMvw25H0xqJgbn2dIsVB3GH956c8v5qzTIrgwhZfPAccZbQWgIPlz1vvP+Yx/cesLxzn9N7dzh8dJf85JDh+IT16Rl2cs6tIOxrQYeeIY8UgzwUBlWOdODusGC5GXK7HYKaAgGPa5q6Wqd2DgZWAr0knqqyqLx4yZmomUparA6Q1XdGLzQHtn3/xMlsLkSOlpn3ny54tCwsc0KtowkzupRoozuNxnlir2loJXCGstLgzBdLZAVQbjeFEIQHxVhbIi4XLB4/5iwYdvMKZkZX7TCaKqwzHGaJbQLRSu0Vt7sOjcOO9fcQ1EjmTUBQo5VEGxJJg5u84RDVNG3SmgUQitHW0Hq57Owv1w/K+k6d/R+xSahft8yaCWifBrfbwIspTNyoBSfIphOc+n9B6oZhm9ARb/cFC+J4L47TU+X3ESERKkbv8vamc+gGdfMzHyp7CHZKiTgWcuzZS4kXC+w28NgKza0XGbsZD999yGjKx5qWF2LkRjFC6PjUz/4lvvbwN7haMm1sEUkebLITCE0iqlH6nvWw5vrN64QafiKLBZIa9roZzx8c8Mb9xzQff4GPWeQGgRLVaZEk7ix63n7/AafvP2B59x7nd+6xfPSI4fiYfHLGsDqnnJ9yrWSuBhhWS/pxzTAODLmwLsppCtztB5ZquBmyd6EBdRaQFgqOzRMjBRhEsQRzVa52AWt3ubNcMARAI6kIsShZsp+scJ/3DzcHNs1RSBSNHK/WtN0MYmAxFFZDhlz8+URo2oau7WDMaBxpkzAUgzGyahzKuSGJKwU6MdYpcjyOnM0aihViCtz88R+Cj99GVkYb1JOoig/gs00Ng+tjVTMSqCwbf8JtSu5NHyIShawFEc8NsKIErQKrJlGyByxKlM2pxbF6re/zb//5+Vbrsthfru/Z+nY2CBe/9+H7BPHAkW03v4ViTK3SDS942Yg4cbqKnrb2xlvWzkUvnQ9eM2yCTWIIJHHpuwCqhdhMNgluTTwxhkLwqEBVJVkDOzMKytW9fc4WC+6lBEOh/eQrnD5dEo6e8qnY8hf2r3B9nQnzHa799E9x9RtvMH79G8Qm0YaGeWwcvyWieWAvBN59/20OPvEqYLTrBV3bUZIxaxO3mpaym3jt/l32nn+JHQrWFEQaHi56XnvvIfffv8vyvbsc33uX9eOnrA+PWS3O0OWa3J8R12dcjQ1xsULHgX4cGDSztMIqwONx4GnJ1FpWoTVzZlNVqYbowoahuEd9TD5gj2bIYsELu/u0u3Me6kiftQbASGVP6mYyU5G7+v7YzmnyqPR9T9t1kFpS01JKBhSS4/D9OHBytGB/t2PWtaSmcVpkUfpxZEbg+Zi4WQoSClEi+zExs8RucT+c7rnET/7Vn+A0RZ5++RGxj2RNhORB7BPdNudJdxExyzSNuPtl8qHqpLJWLe5Nr+ac+6I0Ndy+6AjqaWZqBsVoY6QMW41BeEaz4Mtif7m+J+ujJFJ9q81A66e9BkBNV6sw7nYAtn0gq9YIznWWmiauqtuc2OkxKsTho9ZJiFQtE8wHhYb7m7QpbqEgdVVuapt6SnD72RAEaVvHYhV2P/YqH3/hNv/89bd55923OFqueOv4nP0m8qM7e/xY09GYkFNEd+Z0TYKdHdKV6wRpSarY0MMsMbNC1syDw8ccPr7PjVu3KOcnMGaCrpnFxDzNCbOrPC3w+XfuYi+/wAw4OTvl3tsPuPPWuzy9/5DF/fssnz5Aj8/oT8/I45rc9+TzM/Yw+vUZJY/0JTMUY1mURRs5ySOH5wsf+JrVtCV/LRShqIduZ6u+8mbM8b03iYexkwJ9v2J/bweNgUU/siDTl1KVuHWwiu/bG5y6Fv6cFdFAahsI0bUV6rGOuWTn8hNJJoyhYKFjnevAvJsxlEIuhV4LTUy0CH0ADYH9ofB82/BcVK79yCt85q/8Wd4tx/zwJz7G2XtKfhxotWW0lRffWH3so9NxQWnbQM65flUoBQmRnN0orWRFtQaNV7omRWmIGx/7QrV1KMULfP1lXKQIf5R1Wewv1/fV+lYFfmJfbNk4H7p/BWfc3wbHc5lo9y7Jd/5z7fh1e03Ynh5i7foD7jAoxS0FUmy8+E9irhp9J0G2nWwzMYHUC06MNE1CGZiPga5puP3pV7l++3k++x/++/zar/4qX7/zkEXf8/GDPf78n/4M83vvktTo5jPikNl9uuDk6ZL5i58g7u2TFws6mdE3LWEZaM9PuSGR42++yfNXr0Hvys4YlHm7R9OtGVfK08MTvnl+xjJHXtnvePfrr2PvP2R95x4nd++yOD2nPz8iLVbYekXJK4Z+RZcLISir3GN9z7oo6yHTR+HIMvdOj5z3DYQ68HUefA3TjlpDv21jXzFiNJVSmYOwCDA0PgNJac6uzFj3J4i5CrXOwwFP+TJ0C9lRX8LqTBqT02GDGo2rySj4nEUQj/hLM8wyRUeGIdM0HVKUU+15uxRmzQ4h9wwFbsXIiwx84k+9zGf/q1/ixZ/5Wf7h3//bHJ0vufbJm9w5fkzKE3RXoapglAIptZgp4ziSUss4DiAQm8Q4ZpquJY8Zre+9EKO7gRajiclPCJoZS6kTK7AQoPFmpRiM5VJUdbl+ANZ3gnDqPYBJBOUpVFMBB1DFGTKTmrLC8ibCRbdAqQyGSWPj4pWAMHnn+BA3mBtrhfrcSsVZJSRMAxqc693UYSDivjiRQNPE+klSHyuGhMSIZhf7SGiZ7+xy86WbBIGrP/Qx/uIv/jX+wX/3P7CQxPvnCz7/8DH/zu3n4P5TJMwoiyeMp0eU5RnffOeb/ORnP8uw3iO2DaH0yKPCai3snmVOHj7i6NETrrRXUAboW+J6QTcsOHvwPm99+TXC7Cpv3XnInWYk3T8kPXpMf3jI4viI8/VIP54zXw1QBkZbI2PPXilkywylEMZMbyuW0TiWyOPlmlgaIsYyucd6UnErZnP+vlndHA0ag9YCIfrgMuPhKzrr6DuIbcL6gWHRM6q5W2mN3StCpTcGYjLy6NROU+9yY0ykmAjmYSAlBDYOdcU7e62EqlgFZkj0pK08QhJ24pzDZc83x55XRJl3M3Z24Uf+9Cf4y//Jf8CNn/kM7Mz5zL/+F/nq7/4DfvJjL/L02jH9qEgRiA26GjALxCYhKMPYE2Mg59E1GEFRNdomokXAolMtrRDNGPNIl1rUlDGPiAmR5O9N889BTD73KHmkm7XP9Jm7LPaX6/t2baiQF2jym7ns5CoJm2/W/n8jotoaINTR7HQKqGxM2CpoJzqn1QfxWa1sPeoFmuqNM3XzUEVUYeOtuYF2+P/Ye7Nf27LrvO835pxrrd2c7vZ1m6pbLYusYlMkxUa0Q4miFYtWZyuyZEOJjcCIkyB/Qp4CBAHyYj8FCRz4wYkDyIGUSIEMSLIUMrLMvitWw2LxVt26Xd3m9OfsZjVzzpGHOdfe5xaLZF1EDEXrjIuDe3a/z1p7jznmN77vG70lAGkXcf7UKdaLEmqPHazyZttxu6tRdUxQfvuVb9M8+wQfPTnmTClU97Zhnmx7h3f2uHn9Bo/+6s8jrbK2f8jmZIbb28OawKox7Nx6g7Wn3kM3axjtQ3HiJJ02vPylr7O6vUMVblO1ken8kPn0gOLwkNjOcb5D5jVGZ7RdmyreZsq6OAiCRI+0M6L3zIGJdWxOJ9REChKF0GqkyKyngKKSaIWiurCKVhLjKaqhDqAOymGV4AgfwHhMUTI+OWJ/cxti4spLZkNpVDpJtMalriIfczEUNtkxOAtik987YkENaaCTpJGRxuXPUQCTBoi02uC9Z+3kKj50VJfP8jc+8Ryf+vlP8OgzD+NWB8xth+guF59+N1evPMVu3OWhZy7w+uEtBnUFvsM4CxmXDx6sLdBMy7U2ce4lpITfdR1IzGtOmnTlqqRF8K3P4w2XCnJRxYklosQQGLgSf1zZH8dPcvxghs7yd41LgY301GvJ4igjGaMn+c+TEoYVs5CzS36QMXYBBSVJvVIYs4ByTHbBdNl+VjXipKCwLnnXS4KOFpYLCDamZCLO4awFjZwcjijmHd/9zhVOXX4PX3n9DQ5FMSHiLdwddOyfV06/6zKxCjTXtwmzNGzadcqbL7/C8ANP8/B7nsF3La6qsDZNsRqocG9zm51zewyqMUUUfN3ytW99g2vfeJExHYM2EmYeaTqsr5GmofUNUlqqzuP9jFoite8YYrA+EKIQmhobG6Ya2fZwb94yTUeKKBFrIy4kb/rsaZYSkmqWGSVMLU2IUkIwNJI48863jMuS0tlUvReG8XDA6dHD3Lp2nd22TdzymJZNb5LL5dGuTNrVJfefgUtWwGIUsZYQDaLLBbcsKqpqmOyUjU9iJ7HYRojdnJ996lF+9hNP8omf+Skef/I8xXgNLYfpb51NmJkZcTjgfc/9Nb75hd/mp971OFu3ptRXD6miJZSCVw9dQI2FmOmTkphbaPr8Jc9/paxSVS9RMdkW2YcO61KDWjXkXWRigXVdBzGJ6nyI2AccVXWc7I/j/9d4J43ZPhK1jgVN5kgBvtTVHPG/6StugYTr2LR1F00TonoWTpp3KvmLF49U+0tWjgFsrihtYXK1HnGFO+Khs1TgEhVxJiUmjbhczRmTFgMXOprtXYarK2xcvMDVm7fS+xAYFYGPvf9h/pPf/Gn8t28g1tPe3sLXDbHzHFqlnE65+Xt/zJnRCrI6pCgLirLEjIWuiawMRxzuTBg/eo6ZKzg4nPLNz38BDg8woaUJHbPW00bBhV64A7Hx0Hm0bfDOoEFTYvEtogF8Qx0DmxK53TTMxOIlJIw+mxfYbCUaRbMvTQLaNUM5GJsaoSKIFdQYOh8I2lKYpFGIIbBeDNgIAXu4zxPjAVfalu20V1v0YmKeRNlX9em8RYoy+dmXzqYqGqEsC+a1J6JYC4NRmYaehDTwWxHUCo0UmFK5cHmVxy4JXXOVe9PA6ephRrZEjTB3ShEadPomp09ucO78E2wdznj0/U/w0r1vMZhq8uCJBmeEIF2CjcQsrD1idHRdiwiUpUs8/JigPx8jxqQmrUbFR5/Uvy41nRNdM1IWBcGn/kBRPBiMcyyqOo4fc/Roeore7+at/8MRCKdnIsiSN5+sD8wCckn7/0jUNNqNEDMkI1nswpGtQrJHWEAyefIUmodsaOI19572MVsB9xXmUaM1jRFnbNoVZOjIGkG7jvrwkIcuP8yd/U2uv3YV6y0qcH7D8alnLrF36yo3792hjcL09m3U7ydIwCpGG8L2Jt/5839L184wkvQDNeDGY8ZliezsM93aYVYoX/nKF5ldv4rd38Tu76EHhzDZp5juEdspXTujq2doPaeok82Cmx+y5juGzRz1U1p/QBdbJmK57SOHRvF4DBGXG6howp47hA6hjZqFSYYoBh+Fxke8KQhFRecgaEepivOR+bxmMplRNJH1w5aV21uc2T/gfFPzxGhIaZVo7ofrQBb8ewCVSNCQYThDCCYfd8U5wZiYEmXlcIUwGBRUA4t1YE1kbCM4YdLOmTUtUUfoQUMzmzJjTi1dYu/WHaF9k1l7gyef/SC7nWHjiXOcuHw2FxaCtRVEQ1HkSWX5PRSlRekQiRSlwzqHEUuvvy2MpbBFYoOpUpYuq7B722ylHJRo/r0oSqx9sFr9uLI/jr8kkdnUuaOXczmgiyR/NPpknLN2srXtBz1LVh7GiLXJKkDIwyKiZgOzBNWoxqUoK+8KREFsX+UbrCmIFrwojqzAFclQRmb9YCk0LRgsmDqRUkpELEUDo/EKopErX/oKO3fuEjGslpH3XF7noQqmk13WLq0R7+1xcDgjdDWiDquGIAZxcHD1KoffvcjAQ1N3FGpxg5IoUBoIFt7Y3uSlF59n7EEttDHxtAsRalWCdpAVmZWkqUdilHNOaUODjw5pO4pYc+gK7oqwH1KFrCbiNFXzJpo0UFyEJsY8G7U/L2maVEChsKmsjD7x661Lx9gHTBsZOscqgvVTSlWGEYbGcHnk2JcRVyZzOtOzZzPcFvtBIZJwbh8IrsyKaZ9N0AJiDE3dYJ1D1FAWBdYZpjNPaV1y3tQa10Gce2IdGA/HlMUA6z22DYk+mwVOvpkT5lNGIzh97jx3Ji3nn3uK669vU0XPTBvGRugyPGisJcZA2zYL1o2QNCFRkme9NQURxbctEBOLSxUNEDT5CVVFhVefhuMUFo2GB4Tsj5P9cfwlioymZIFgUh8uqvnl3VTJU3x6V5IEFqtGMMv79mybHtvX3ORK16UKvRda9T1b2+8ktK/UzALTl8VowVTBJ/Qi3e6MyTbH6XIIgbJ0iFXEKW07o9m8h25tceubL9E0HYJwYaPiyYvrrK85zl9aZVyXDLYtdVFgpUQrizXZURFD03qufuN5Lj/2BGqE0EUqVbT1WCw33nidq/WUOJsh0eQErTgVUJN426LJw8XaxTEvveKMZxaU2lrCuKSuAxMxbNcNnfdJ24BCTFOdgkaiNXQxJIqlJhuKqKkJiSSoK2jijjsxGOsSPTUGSqMMrWHFkGwe8jhE7xzz0hKHI0ZlgFmdYDKWOouj4iqNyUPHB49Ri2gEHF2ntF2H7zrGozEa0wJEUKxxBCNosBjnIGwzWPGcOrtOVY2x4xVMUS6EYVE7VFt8O6eZHdLNZpw5cZ6bdw649OiTXD9/hfb1N6lckc65hgUlM4SkBC4Kl5TAUQnRp36DTeZm3reISEr0Wa/gCblXlMzUnElFTYxpV3fMsz+On/g4qpSEJU7fy+OB9OXPjdGFe+USTFkkd9X0ZZG8CmR79XRdbu4ujNBY7hiWOisFAkZcaqS57PBiDErIjd+l74tISnZlUWUTNaELkYPQsn/7HlWjbN++R1RhaJVnL63yrkfWeOhdZzj1yJjJN7aJD21w4qffz62bNxk5g3qPU4ulSJj47oRwbo4dFMSuQXwkzlsmTc3rt29yazalECFiaIMnmMjQlYl+mBdKJUFcSfhkUB9RjYwxxDBjXpVMx6vc3N3jsEsWviYoIfPlE1JjaGOkzYk+tTXifX0VNBX1pXNpZmvn02WBgTXYGLExAGnYTO0cdVlQG2E6r9kOIe2UYsAsn/K+UFV8FkcZSf2ZqJGm9dRNw/r6OoNBmXYEPmLEIlKkMYBOQQNOLKfPPsK7P/BRRisrxNEAQ7KXVjxNPUV8S6g7msmMECYQIifLIbuTfU4+9xT3bu9Q1A1qDYUpCBvThjEAACAASURBVMHQdUpZVnjf5alcmURglzYQvcCvXxxEBO/b7Khq05Qrk86PSsDY5Kxqi3fe/4JjzP44/jKFHknyb0n4sKRi9l71ucWWk/QRdo5kah3QT6yCfqFQjqaMVK3LArNfLB4meeAgilgghjTNMGreT2QhVip3F5BQ+uK6xdByExyVDrmzf8gf/dFneeHlV7m9t4cHVkclH3z6IR5//BSXn74MjWf7zgEdhtPnz7I+2mDatkRn8DZ54pTGUvrA9VdfxXiPb1rmszl1DFzf3WLrYI9Yz4ltS+076hCYaWCqHXM8jbZ5VmogRg/Rg6/paJkT8b7DdQ3NpObG3iHbbZsM1EjaA0jVdQA6VdqohPi91Nj+JEpMtgjGewqNrIlwQoTVCJWPlApRDPOiYqcYci0YbrqKzeGIg8LBoGRlZQVIZnbfo6pLZ5YYofUBr+A1DfFu2pbReMigKrM9UtpRJNK64JyjHBhW1w3jap0/+ex3+ZMvvM6chImXrsCYBCkWZYmqpSrXqOwK3aRl584mtA1RO85cOIO6ZG8gJr2fmGcXq/ZmaIaiKBb/90ZnIum9WGsXqm7nCpwriDGk1y8cpXO4PKPXurQIPUgcV/bH8SOPH2xl3N+HnOD75H3/7W/zSPqEm3J4zNV5TtDSN1CT4yI9n55c3vbN1SNce5txo8UA8gVLR7HGLtS1C8Vt5vpbSU01RBZzapX8txQGi4LvWDeW+f4ut3fuEoDxuOJ9z17mXe99iPH6BvfeuMGV7UOcTDi1NmI8GHA4teigQkYj2sYjUZAY0dqze/M2AzemMwU3Dg54dXuT/djmmasBHyKqBm+UedtC0EQJxPZzojAa03CRALVxTGNDp56dJrLbdgRJQziSiC33Y/uxrZlWaY6c3reeaiFbE4liMuac7b2IxuAlJeYYlDmeVpRh9KyXQ5wI2nYMVanLiqbz+Y0c/fxo+nuiIaql7ZRgI3Uzp6pKRqNR3mWEPAmqI0aHYvCxxRUGS8GgUrRa4Z/8z7/L1196id/6tZ/lictnKVdGSTClhqZtqKzQNA0C1LMpd/2bnByucu3FqxgNtOIT5CYGcQ7vuzRGMO8gQwgUA0fwIdExUYqiSKyw/nZXopAea7M1SEhsH9uLwUJkMBx+3+/V28Vxsj+OvzQhiyZrn+7j/clDE/wC6cNvMkZ+XxhdiKKEbBYlhpSaetWszYQ+YZnPM8acX1CX72iRLEQsoInHjSbL3R7El6SsFZMVvcakysxFpFNC6Hj03Gkqt8Lua68DENqO8amznHv0Sfy84bWb23zj7ha361dZefhRuiqwYmC/adCHztJu7VLGjqgeGyMHB7tUp4dsTg54/uY1duczglO8MXkHIni6lChUFzunAERNwp1E+1OKIEho8VY5tIattqWTLC6Ly/m+qsk3BgFnHCE0b3suF1AOi8NDmu2tiXppwIskz5wMr2luqtdNTTl3rAxHrA5GzGJNVVbM2+57nC+BnDQTfTECvm4pC8vqyirO2LTLk8SyspK844tqiIaCpm4oq4KyStYW5coJ/uBPX+Du1Zv82q98lOc+/CQbZ87jyhFmOGQ+2WI+2SLMajrfYUvH6y+8zJ0Xb/IQYwpJ4y2NLRN9VVJVLzH53Jhs6tTFLlX0RZHeu/cYEZxJHjpdiBSuTFBbCIhRjBOiT+exKstF/+Kdxg+FcURkICJfFpHnReQlEflv8vWPiciXROSKiPwrESnz9VW+fCXf/ugDvaPj+CsVy6pf7jc2+57rWFb8SsZdLTEkab3JX7J+xmCqzjOzhpzvc1NX+0p/8W9Z4S9tHPoGo1n64oiSlEKx5/8kvFsErKCEJKYi7QAImnxa1EI5oBuPeOHgkJd39vACu5Oaq7tTGK9x4+YdvvjVK1y5uc3nrr7Cv7n2XbbOlUgpVLWnmU0xZUGXYaOBCtYotW955e5tNus5FY6xX3L9bRcousigE2wwhA6C18SC6SK2U7RTvBf2BeYamAfY9YZJl465UcFoojT2cBViGAyGKcmKfP/dV15cNGsbogFvhFbSCENvDb6wNIVl7gxULqlqEWZ1ja1KDmZTDieHNPPZ969MNfUfutDRtA2KMqyGaSezaORqHuOXdhbzep4gvijMmznGFgwHqVI+df4iL92c80/+pz/id37nc7zx6kuYdsbKcAVnoJ3tcrC7zXTSsr014/Of/TIDM8JRMdAhRTlYFCU9Fm+tW0A3/eJkjUksISMUrqDIdF0rsjDaE1VKm8R5MfsCOeMWNt4PEu8Es2+An1PVDwDPAb8gIh8H/nvgn6rqk8Au8I/y/f8RsJuv/6f5fsdxHG8bi9GDmu0NMvXyfgD/+z56sVhon1iOmGTdz9VP4wQT1fJIYxYWDV6jie9sMnVyuUAkxkffFO53E/fDU5IXIYNLU6tJVvgGa2FYDbnZKX947Q22NCRfd+DNzXu0Xc3mnbsc7k944uJDPHLpIt9sDth81wUOT20wNAa/u0VXWibjdWoxEKH0hmZ/yqAaIM4RUKwayi5C9EQbk2gIYQbUNjk6tjbiXaQRTytp1mpAmQvsK+x2kTYtlfelEyXBOMPhEDEmNRffxpwuH418fnoqvsFbobWCByqxiE8NYlc6RitjitURg9Uxo6JEpg07d97E11OCbxNtkx8sGQ0hcf+HVYmRxHjpug7vExQVYkqWpbFIjPiuw7mljbUxNs+HtbhTJ9ju1vnffvcFfud3P89rr15hABTAfD5le2/K3kT4t196mWCGDItVKi0pXJV2ViIURYFzaa5BUZQLmCYxcwpsVlg76/IOMkGJhcuMMY0UzuGsIfiOGD3Wps+XqNI2b7+r+n7xQ5O9ppjki0X+UeDngN/J1/8L4G/n3381Xybf/ml5ENnkcfyVij4RSxZFscDEEw/mvp7c92DDGV7IEMz99Ey9b8u/nGnbs20WiP5iF2AWCbv3Co8LCCJV8ZK98ll0JI8aulmT55lqz+VPia5ziW0yMwOubu9i1GBUObdacapy7N25x7nT6/zmf/xJ/rN/+GnG3QwZb7BnxzQrYzoLJgbq+Yz1yxeZDAtql3Yc56sx7149wZnRgHlsmeLpRGmITG3H1LZMaGjUozFgQouGFgjEzMjpoid2HZ0GZkbZx1O7QNAjC64IKpIrVMd0OsvHfrnQ3n9i33LCTLapCEoVoewiq2pYQRgHOFNUnHYlo7pjvQk8bCouBGE4b5G2TSJlefv+T98fsSKUhcMZzQ16TTbTYlJLh9RwkKhUxkLwFEUBkgaCz2ezxKbyAeuhHLbEao3/4w9v8D/+y3/DlTeu09bK/mHkzc05X3n+Cq/dvM2TzzzOmQunMKWitgMbKIoiJ/tUzWvWixSuxLkiNYDLKif6NPzEGouzNg0xAaqiSEZpXZcYTNZRuWTTEX3HaDj4YV+v++IdYfaSwMqvAU8C/wPwGrCnqn07+CZwMf9+EbhBOgFeRPaBU8DWA72z4/grEX1CPpqM+0SfBmAkSEVyY3CZXBPf2JmExyerhPufezGURJYVvTFHjMs0e+PE7JguyQOH2DM/sgc+aSGyxibIyJKTSM/i6bn6PZxkFrsFCULtEqd+4j17vk3TnAw88/BJnnvyAidPnUJOnGI8e4PDN7ZZCYEvf+UVPvjMs5j9KdMYqYJhfNhwcPsaJ0+eRut7jIYVoxjoZg0PVxVboswkYvOcKI2afXscnVqKItkgGCw+RDqBBqExwtxGamc5EJj6mA3IYkqSeb6vcZbxypj5fJ6O2Q/aeB25zQA2gomRMvZaBoUYGHRgQqSpayzCCMMAg2ikbQMxhEVP3SDExefkvjOdkr1NFseEsJg37L3PjJjU77HGQAyUtoTSUHctdTNnNNzI5zPd10WhKAIzr8xlwB997iU+9sGn+PDTl3njZs3rNw7Zmde8/4PP8v4Pv49qL3Dv1hYuQmEcRg2iFoiJOimGsqhyZZ91Ad6nnUaeXoUq3muq5okE7yGkYSWFTZzh6JUYAyvjcVqMHyDeUbLXtEw+JyIbwP8JvPuBXuVtQkT+MfCP/78+z3H85Eb6rC6hlvsr8WW1aIDenkCBnjAuknnwmiZR9Vx5ZGmxYDJ90ohgsio2xoizJg9vjgn/NIlJkzDo0Kd4hLzA2DSdylmXRhC6ZZIns4FstlnoISLVSBENQQK+qnjjzhb3uhmtwMAKD50pqIYBNxzj64iZOYpJy6cffRfzq1c59Z032Zi3zK1D645VCbB3QLFeMF7ZYDAu8QeHFMZz1ljWXME0ejqf4JtOLLV17NuCZjBAC8G3LfVhQ6tKHQJzhSYmk7HoA0EM1la4AKpNWvA0bXectUym0zRwQ494igoLMzr689Y3ZREMBnyaUgV5lq/NDKioSExMmTJAmZlMrYGpEyaq+JggNqtCOKKhWEZ6pRBjYg7lRnqMyRK4fy8m92LSwi0U1rCze4BYS9O2GFEqa7HOUYeONlR0OkfNlFAHvvDFF7j+3dfZeXOP6Vz5+Kf+Or/863+L0yfOsv3aTXz5BkOtCL7BGvLwcLCun0mcPpfB+6QsRlMln6GwkD+XkCyNfS5s+vsoiWc/qAZ0MZnkPUg8EBtHVfdE5LPATwMbIuJydX8JuJXvdgt4GLgpIg5YB7bf5rn+GfDPAEQecL7Wcfx7ErkRSl+x95W90EvuE+uFxQALUbBqMtM92emKFaLRLJg6yqaJy8QvJrP2YjKbos9NKSkUNtnHagxglTRrKG3/1SqBQOEKrLFYU+T3lPsMknzrl02zhGeLE7QwVFaIMdn7iqZewOlRydqgI5qGZm+f6XyfnZ0JV69sMm4e4r/8D/4O7Qt/zPz2Pq1R5toxHZRseEecHHCyPMW8swRjKQVOu4L1s+e4cjBhroE97Zh1kV2Fna5m0sxSld+F+xM1pIqR3mo4MgseJ46yb05nnLvNLpS93H9xCt96VqXfkCWeeYxp7q2hT9ZgosHkYyf5vEaBrj8zInnHtazqO6OYuOwdoMv2enIsjQQVvAqFFoleqYrVQIFFgybnOQNePYeHU5p6xmi8RgyRtvUYF3EmNeOtGWBjJPoJ1glfeP41TlTwzMPn+OTPfITP/MbfZv3iJYKsMjjbYirB1g6xc2JMn2HnHCF0GJumUy2KFI04Zxdqa2sNprCYfNl3ibkTY1woZb1P/P8QAsSIb+oH+rb90GQvImeALif6IfDzpKbrZ4FfB34b+IfA7+eH/F/58hfy7f+3vh1f6jj+vY531qbpU+5br3sr/p4Ts/Q0Plny6LM8v4d2Fq9Pj8vf/z6OVoWaFxdrTe4LxzT0xNhcaQWsEZym6srY7OSYXQz75180bdVgJJmlibEYsUQKou8oHQysQ4zFRs/F08KpkWMQA/XedTZvHfC1F+8wmzzKzz32QVbuTulGA2pXIlpTFgVtDISqYHV9FePGaAXF3GPngWIwYNLN+fak5c5szn4TQCONabEqFCo4hYGz2MzqSO85HduYK+1GknjK+45gDCvjEdF31L7LfZBsZ/EDzmh/yPtEn45aYuVAYk+9VSDV7/KS0VdqxSbWFAuIbdk7AZGe1dIvr8KJjTW6psHEBHVIzBMp07KC5N1fiIoPDfN6ztrKGFeWRO8Rl5LqYDBA6zTKJhYdk+ipCocyZPXkgI998mk21ua8/uJXeHZlHdnYYLhxmmJ1BZ0kEULaKTpi6HCuou3a5XciN29VleiTlUInHsl22GhcHLv+fmlBsFmhnAoU5/7ijdDOA/8i4/YG+N9V9Q9E5GXgt0XkvwW+AfzzfP9/DvyvInIF2AH+3gO9o+P4iY93kujf2jw9mj6Oqmj7/1Tf7nmXWHzP4knc+wz4aP/Yt75Wf13P0OlfoM8/fWs4D8YwNtH3YyQiSene0zQBJybPqBU0V/Q9lyVGwViHCXDu5BqXL24wm+/xkWdO8J4nHmJUDti6u8PXvnaPe+ESv/Ab/zkn9vY4/LNvMl69SGnvMGCaoKXelnc4RFfXGJ4YM7tzB10p2B6O+exXv8Qre3tYlHEJqxFKtZQ+VecYTU3ZfLii5p6ECF2mURpRZqTpUF5hbzqjciZZRGsk+rhYeDVj6YvzlrOxKhhrFsdZRFCTYIrUv9Zl5qbfockRa+TEgfJ5+qxq0gmoLK2py+GAyXQGmbVijGFlNGL17BluXb+RVwQWeH9UzeKw1Lg/OJxgrWVYVURVuhjwXUcRI03b0tQdq6tjfDNDNKA+cums5df/xl8jHGyydThjNvkuj73nvayduIBUQ85cvsDuvWs4NUiRFiHnTGr85j+2V2oH7xcOqV3XpV2hM4TgF39zn+i994vqfuGND6m5/ADxQ5O9qn4L+ODbXP868NG3ub4G/u4DvYvj+KsdeSuf8rXQ8+EXNy/w3+XgiqVoZ9nA7ZN+72RpssJV+hmhZpmA+t9jTBbEkpuGyaQrVfvGGhBDUJNgG5Ks3ahZiIwSmyctLhqTb4lITswx4PIQC7WG9RX47/7rf4DGLc4UM4rugOBGfPXFu2y1D/HpX/tPoTLsrQf+4Dvf5O+Mz1GurjHb3cHGpOK1ztFOG4qiY32wBmPPvFrhj69e4Rvb22wUlsesMDAB06ZRi9EZOpROImrAdbmBa4QgScFqckIsxKT2rqYjHVHqzuOMYVg4MIHow/fQLVXu/z2oLjDlfhGIJo+P1N5sTu+DgRRQY3KiTypblQS7GAVrFBPSPVXjYrB7JAnaykHJ+YsXqWdztnb2sJi0EOdzXTcNYKi7GhXYWF1Jz2sFDaknY61lNBxTuCq9i+ixRCpn+fB7n2TrzdtM9ud85GMfRMo5+1vX2Lj0BGpGrJ5dYct1FCyHzrdNk+CYEClcQdSIb7sFNTN4j7EW52yiV2ZWkS3L+yr6vkjpug5jDMPh8G0FZj8ojr1xjuMvLHpo453fP/dV4b4v/ZKOeaSqZ9n4eytO3BuZ9U/T+9ov1LB9YzBvgRevQW7gLnYNmWFjZcHYiZqTTkbxnTpMlPve58K33hoUj9Kh2iECNrbpvTvHaKQ8965VPvjuinOnBgxHjr0G/uTzd/n4L/xdikFB1Xbst4arszmsQHnmNKEqCFZQZ1h/6Cz24TPcNh2zlYru/EN80Tf8zssvMtPI5dGAp63jgpacoGJVhVKhUMMoOla9Y4gwtDbvPtKi5ZxJLBmVLC1ImHoGuAiqzBqfMHsjRxbgoyci74n66WBHznPsfyFV8CHGTEfM0FDuI6RZqwK9WO0I97V/zv5nuUNITCFxDlcVPP3sMxRVmV4jO2KqRnyMzOZzFFjf2EDoLS/igsteOLcw22vqmv3dHTQG1lfG3D1QXttu6UYjbmy+iXrP3WtvUO/dAZ0zWC2wA6GoEp0zjQ1MCtqyHGBdgmFSck/ulmoMrirTTiQqDqHIPjkLG49e+5EXiMFggDHmRwLjHMdxvKP44UPEvzeOQjgLOCVd6nPDoiTpGR89/qpEMGmOZ0JYLYtmHUmaDymha4Z4Eh/bYIJiJS6q+kXTD6E0DglpMLYtADwiLhsV5m02ib+dS/vsW57//mgwJs1w1UJxFIgGHnvXKYajjtm0pfUNw/EGd/YtW5MOMxoSWo91FfXMc6YsmR4Kp4YnGBUVczuhkgHV6jobH3gvm1dfZb46oH7oBP/y//lTrtVTRgqXxHIpKJPY8qZ4HFDlxnGUiJLcI0OMlJr/BhE8EaOCjYJDaAiYjLX30FZUpQ1pFq+LaSGI/X30SHUf0k4hIDnBCDG9KJrdR9UoMTfgbd6dRVUMHpXkXQMOk0dTacaNoiSLh7IooGlTD94IpSuxtkLLkmE1YDAsOdg7RMoh6lsO/YwmwgDLidE6lVggIJrolqYQXPTsbN2ldAU+eO68eQvftDgr1N2Eb3zzm6y4imc++n7snRm7L1xnZXVIPRnzU7/yCZo4o5GWKpTQKkqHtQVGKqIo3tcJmslzZp0VVByh64g+7UZdWRFjpPWe3iAtdOkz91ZYx/tjI7Tj+AmIflHofc9TlQ0aE5zSrwELOF1zzs/3jZrZN+RFhqSEjEhO+emB1hiisqBJLqZVLdcUjF0ODBdJSkyLIoVNro3OYnNFGk2CfZwIljQb1CgQIrKoxmzmpwO4RNk0LecvrtO2h4j3NLMGuzFEhgPWVlcZqOBE2W8mFHXHk+MNyqhMJoeYGKnEYYsBeuoU5qHTnFyxuIuX+L0//BxfunoNL4YTGjmHw7oITWQlwhwSw0iX5mXBJqqpel0Mbg+9QEp0oYrVvHD2i2UaGtJj79krPx9H7fsA/bHvK3Fd2j73Vb0xPT6vCcPPMF6/sKuk5rj0xnQGQsyiN8CZLG7TBOsNRkNs4UAEsY4uRJppjbYtTdmgmbPvrGNtbTU5UwIhpIa8SvKVLwcVs1nNvc07DEpB2gNKiUgx5CA6PB1No3zhiy9zZjLn2XnLQSnc/OK3mV69w8UPPEXTRIq6pZvOMUWkGLrkLhqmi5nGXdslX38TiV36jJqyJEafvOphYajXte0ChkozfMOCZPAXjtkfx3E8SHyvSIrF5be/Hxln53twgf7R5kg/T3KpqSj9bM8eFJY891SsLPpzebvQ929zA3GJB/Vb5eV12fzLpt+NJJveSGoER2PygOtkWiWZ869o8l3HQDSITSKsEBSKwGgcWN8QYpgRmo6mbhlVJfNJksQPxRJQGgm4zvPY+mlG+y21ph2Dw1COVykeuUQ8c4KTl87xlRu3+Fdf+CKHIcEdGxhORiGSKr+Bh9oErCWNClQAQ0CIESTrDJCMIhghZGwdzUNHeijsCNUyqhIkJSmNYQmrLDdpmZVzhPl0hHyvqouFQkxaiDUv3hEIaPKR7xd0ZQEnGRGiJAWyyb2X8XicF6xIiMr23i7NtOHUaEynHdMAgmN1MFp8DkVSX6b/mxCDcyWF8+ztblEVgsFTmUDlFCmUVgI69RzszDkbLGcoGcXIfCfwwv/yOZ5//CXWyordaYccbCKDiic+/gk4eQJxBTZautbjigJPGqTirEFjspDQCJLFU5Y8l9ZaYtc3aHVBxSzLcrEwvNM4xuyP40cSPyjR52uhHxXIUgS1gHTue67lI4AFWMORBGA1Vdg2A8c9e6OX2CdcPSZFZv6SJLVraqT1EFQvkuo98zVj2vTPI0syZ2J4xMV22hhJUFIUrDhCSFtxMS2PPn6S4dBjJBB8pBqMKIqSrm0Tvkwy6vJNS6MB74Su8VR2SLQFnYAdDhheOEfYWGd87iK3dma8euM2mnnshTVUFgqNFGIIIU2MCijBQmcNrbH4mHoQaUFa0i+Dpo5DyFW6MdnnJyRF7SKBi9BqJBhQWbJnYn+u+o2TkncDcbGgJmw+Nc3FGKImxlJeYolYggpqbAbj+luyBx1ZKWv6hUSpypKqKFEfCW1g6942wUfWCsMn3vMuRsaxMhpTFQn37pOkZNdUZ9NnR7tAO58xLAyIBVtx6swZ3vPoOX7po4/yi8+d55nzAwY20mkkWBAruCCszCPx1Tvc+Pqr3Luzw1rTsbGzzc63nqfwIGYNkZKqSiZpYjME6FJD2hhDUZb3DTGx2UKhLMu0G8mYfQ/nHDdoj+MnJo764qh+/+auOVIxJj95SJCLLKp9Ibkz2pzwJVepISeL3sfFZrsEa1KtGEPMjWJDr3pNbJ7MzEmFekpOIpgIxD4NpWpWTIKQNMYs5nUEH7NDZMC4jvMX11Gd4dsWj2CKguZwTn04RayhFqXzEWmUrbbmWj2hbj0mlJjhCF9YcBYvSjyxThiMeeHb36UNHiVx6msTmdGy4hwlgnMlQwpKDCYn0i4mDnvQmI3M4uK4q0AQXbBnnDFI6GfOpp8+Yahkhaddul5qL3iCflu1nAvQn3OT4Z6ouQnbuxI5IoaggrgKH8m7t96rKD+lEUxhaXyHZsjHAqVJ25fpwZSDnQM2Nk6wUhj+wa/8In/vl34Z0X4UYEr2ybYg4YASI6Hz1IcznEJlBGk7tnZnvPrmAQfB8viTl/nUJ97Lf/TLn+KxJx5h2kamnVDaISZ6SmnZ6Doq63j+cMphdZKBGxC279Du3GYgSunK9LdKho4Kl45hYVGTjpPLQ8j7YSZFWeSqfjmGsIdy+kEn7zSOYZzj+JHF98ra3xrL6nyBsfSexG9zVzF9pe3pLYljzj5FVETN2zA3JNsrpCc1pAUBTS1dFYOIXdAns8AyWfsiyeMkSt8cQC1ZOZsT1oJOlGElIoREp0OEUmB0wrFxbkw3n9LOIvNgCfWE+e4hO/cc6gzBC8F3zJo5W/f2+PqLL/L4ysOst0pLQWOUNs5pvTLYOEE7VV649nrC11UpjPDwqQ1WL51k/cYeXT1lbpTYGuaAEKlMOoatWqAjqTlTda3qaAU6AcmNa0LAqC5w+NxjXeDzIUY6wBpwztL50DsrpEVPNSfzvFBIUkP3DV/VkPULgjpLkLQQ2RgpQiTaBNl0Me8dBJxL7JSm9jgMThQTOlwxYDaZcO/mLQbDAZceOc9gb5OnHn2cy089w5UbV/n6Sy8jtsWVZVKwmoqApEQ/3cXZiBYwazu29+e0Xpj5wOe+eZ2DrU0+9Mw5VgZDZnubbKF8twucbCPjcsC0nTM1Fu9KLMqXd/f4zOkxJfvsvHGFJ888wmEVEI1IDIiNqBeGZUnXdqhI6vmEiDUWYu4nKHQmpmMaWMA4IsJ8Pn+g7+NxZX8cP5I4io2+feTKWZcJvxfxH10fch8vJfoeUUmw5v3Yb8bblxhzyGZekpt8S+8cyclekKyWTfdJXPk83jDdiubhz0ex6P71+tdMO4P0/kI2rhLJjosWLl2+SFHYDDNZQttADLRxwPaBZ2VlDW09TdNwUM948ZVXeOk73+HezhaH9WHi9XsoXMVguEZsPAebu9y5/iYmJnx33cIpX7O2MaBes8SBwTlPGLaYomNolCqk4eQDDTg1KI4aw8zCrlV2TISVIYPVUcLryce5P0NH12GVxbkxpvmj/AAAIABJREFU2Wgs1ejLnwSF59/689gfRNL505zIQwz4GFJPIHQYSTTEpIKVvPiCieDEEn1ytbQuUSadS4Z4W5t32d7e5MrrV7j4yMOsr61zdm3If/Fbv8nFjQ20i4SYfuq6ZjqfcjifMLCRjQK0VoKeQFbWOTEueHhFGBnLi9c6/vWf3eT5b99jvHaCdmXItzXyYteyaWHuhFkIRN8yKCxfnzTckgEDxlR7hxxu3yJEnwazi8GoobAl0ccMS6WK3+Qh8MY5rHWgiivcoqrvjfy6rmM0Gj3Qd/I42R/Hjyx+UFV/P4SzbNS+9UdYwjgLzHeBCyeKn0GIC+wgPXDJmzdL2f6RhUdY4vAQ0wKSv0hpMIohRk32ByRf+kSrTEyUxOVPCwQKwUe8jwuOf4/7N51HBHw9x89mGbBQBqOTXNuBtbNPcurEWUyEg8MJ127d5Evf+Dr3Dve5d7BHHTrEK0TDZlPDqTXaruW7b1zlYHsv/f0K56xwsQ2sIujpDWI1Yi1WrETDureMO6EUk2ApG2md5dANuCvCbYlUl85w/smHGY4HhKbFZJsDyO6jLPZe96lmg+Zqv++9QCrClQVksqDkyuLgL59PyH2A1AROLpfZMgAwMTdiNVFCLcnyFw1JG2ANqoGqdDgDooHZ4QGHB/u8/wPvoywtNnZ84LFL/Fe/9fcpVQhNhw+B4BvmhzsMdJZsm9vIhYdO8+S5IY+eOsHJ4YhT45KNUaRcM2x3ludf22XaGUxluRc9r3rPTTxzgdWyYOhbynaOD5HXJweEomKtg+mNNzBti1qL2pLSDZN4zznEGFxZYJ1Nx8RaXOGIaPJxyqrffviJqjIajR6YjXOc7I/jRxL3szC+/+3Ly+n/BbMj+48fTSzLZN370+iigkxAxRIiWLJteh7H8kV69WtKQL0BW8hJyWYO/1JwtfiJcfFaaO/WmRITMblFSl4EICQWjXU00ynNwT4HO9sEVYrhCW4fFtyejvjIx38Oaxx7Bwd4H3jtO1e4dvUNpup5/XCT2reErsMb4fruHXZnu2gMfPmVF9mra7wxVAKPU3A5FDgvvP9XP0P81HN85+ETvDwYcmUw4M1BxbazbAvcEuF69NwVz/lnnuKTv/Bpzp8+xeGdTeZ3tynqjjKyMLxcHsClWKo/DoqhC0qalpcVr0fO8dFhMveFZNGbCIHEnTcCRhNkYcxyJkD/yuncuKwiVQorybRMPTF2CCFBJNFzZmOND77vWYwkd8uBgZ/5yAf5jb/1H4JvUN8xnxyyWlhOOsNkHmjKIaNxzS99fMSvfKzg5MlIXY6pvcPULaqe1gq7B/uM8ayaRFndrVumTYd2gXVbcrrr+MzpMR956iJdJeAsw/0au3dIaS3GOQiJzSQ2VfPGJnqrdRZXFnQaEbv87BZFsYBFq6rCOUdVVW/73fp+cYzZH8ePNYyR7FfSV/eLdLr4XXOTdSnAWl7fJ2JNpXSuqJNARUiNX+2nTWXYx9430i0xamyfVHoqp6R30UM8ibNvE3vDJJaE4Ak+ORpa5xbvF9Kgb2vTYhXmDe0sEHxHMMrOvOTzL97k4z/zm6yM1kAjmwcHzJs533n+Rfy0xgu8NttlvzvHmkY0dLiDhtf/8E9437kLvHbzBj5nwpMYHnUFZ1FOdJ7i1j1+7pMf50N//aP86Re+zp9/4wVuXNtkPmkJYvEYVtdH/OJnPk1zeMjLX32era1NCDAISk3qhSwZNf2xISfvo26Tqf7v+pVW41sWhGX0p+/o9Sbj9H27xrnkAa9oHq8CiF0sJJLtgq1A5SxFtisOocUaMJJue/zieS6cOpX6LGLxITCuCv7+r/5NvnPzdf78i1/j5GjIsCi4c1CjeNZtzXsvP8mlh07gNvcp7IDtzX1WBhYGDuc7EEOUkqaZUjmQoPgIM4G94ImqnLDCaDqF12+zfuEUwXZUMeI3txicOUenQmkMTZYCEtOOtShL8JGmrdOwFzUEDRTOLTj2zrkFU2cymfAgcZzsj+PHErmoo/fyTtflpmvUJfuC5f+9p42QTLxEj96aoJj+i9BDKVFDhoF0Mew5ITjpX4y9N0pIDJwY6TO/kuiILjPx0uQqQy8uiprscJ21adCHpuEmUaAsDEJExTKZzvDtIPmo21X+3Zev89SzP8up0w9RFhUilr2DA1588Vtcff0NfPCIKrfqmq12TuFb2hhZmwW2/+wL7H74Y+xu7iTuf4ysYzlnDYPS8Aglr//+n3Lj9/+Y0eULfPiRC1z40If4PXmZf3flGpUbo5osdb/6559n/+49bKd5MpcQFDBCyPJ90SM9lB4yo3exzBz5qIvFNil1wQPuvl1ZWpDNfatHSutR0jg+J6mRC+kzsFzI03uzGIJGWg2U1rJSlrTB45zgO6HUwHB1SNfBh979blZHo9y7UQpbIERObYz5mY9/mG997XkK67g3mTLpYBAbLq86/H7Ly697vvGt24xY56SrGaxGDnSO7oNvYLObEFvPqskOoFLQotQmUgWh0QKJnumdCfWgYvXiGvVkQjjYpawnmJVVgjcUGRr00VBYpa0bgg84k2YmRLpkA+F9or9KtvEwhulkQtd1D/SdO072x/FjCrkv0UPe9mfaRz9u0Cyw95yAczIQkxt2arPQaonV934rxmScXsyCmdNjxIudQ/7dGrfwiokxJKA6RozLalMCCTSKaZKVyTxoJ0RNzWCzqPyTAMbkgRV7+we0ukJ0G/zZ1+8x3HiaJ598JiU3W2BswXQ24ZVXvsP+bEa0UARhu/PcnB9yTgtaMWmgyN4ez//Bv2b/1j0caYjIuhVOK1Rra4zWTzC8eZfRzj73Nl/k3tdfYNsN0k4jevAtmEg4qNnd28+e8ksQvaeUGpVFf2SZsxd7rHQGjSR1LrqAtVSVgGQ5tEKGZXp0rSdMkVW5vn9hIpYkVusbv75TvIVglULS8wffIgKDqoSQav8CwYrllIGNYsjVIvCRDz2HNSDZDK2LnkAaoLJmCwaDgq3ZnN3DmkFR0hWGezW8cmOfg6u3+fBzD7NarhLMJrdnke5gRF3XNKEhKIyNwUalM5EdWladoBFCkQautDGyg2IPD1gpTzPYOMN8OoP9AwbjFUJRJbgvRJwV2lAn5bZL3h/e+9zcVjQN3sK5gpgby0DaCTxAHGP2x/FjivsT/X2knV5dyyKHLyEciSiJB08veuqfzxxpwC4SeqrWezHUsgcgCZSWuDC+SkybnGnyYwy9kEqW70VjZoUnuN6HxMdP2tSQnjfPd7XAymgF3AitTvPS9RlPv/+jWOcoyhIfAopy/cYNXnvjKiFfjkaYi/LKwS6NAuKYWihaZfOVb7P/5h0kpmp3ZGBkhZX1NYpzp1kdr7MeDQOBYaeszjyna2XkDV0EGy0Wh+lhp0zJjMLC/vho62OxFuTbg6T70xvLGcl9iuVim2iZccHZN6pY1YVuIUq6TReGR6mrG7JhmUfwInhNO6hoPBSBLkbGg0EWvCVmzrBa4fy44IkTa5zH8IHHL/P+Z5/JC4TQxUiU5PBpovDuRx4nDEpuT6cUsaDrwJvATme4dm/K00+e5IlHxhRlgr22t1pMp4yHwnAAIwtj57KtdbJ2mDVCEypmPjILNbVRJho4nDXs78xYPX2Bweo6Bzu7DNUwdiVqDdGa9PmJaWyhWEMXuqQnMLkWNxZTFBTGEr2nMJbSpcsPEsfJ/jh+TPGWxCxLfDyRHt8qskpJYTnRqr/uCLxjsl9Lf32GAha1aFwKsdJjBGPzApKbif1jrVkqR9Flz6BP/ho9GjTxySV5rVjR7BSZxFrWOjyGk2fPMhoU1PvbXFhb4cR4vGBdNG2D94GvfPWrHBwcpJ1M3r0EK1yZH3JXI100tNYSozCvayb1HA94Y5hb0JUBo/UN7JmzDC9doCpKnCbdwECUk8YyljQcREXBQrDQmmR9HPLeJXCEV//WRE82nHNLi+J0XHRBh00/WS3bY+zWJPsDSZYWTmxSPAdwMc0CsAp4Rb32Jj6g6X5OhRKhMEl16rIGwmuyZLal5WxzyIX1k7w5m/CZv/lJTo6HCIrXkBgwxibKozgeu3iJn/6pj6R+ESADRTVRX8dlxYVqyO52yVe+fo1isMpodUi11rGyIoyLIlX1XUBi0g103nBdLS9jeCMYDoNDNCVxqTv87i53b7zB6acfZ14aWpN6R3jB+4gYR2ErwCbhlzMU5SAzyQpcVaHW0nbtgnpprX1gUdVxsj+OH0u81UMnxuXlzLNMST8n52R8JhiTmBpHwYUUOdOYHprpjc+y62XMsvv+NnrZfIA8uamndwoJh3bG5ip/CV4IqZLDpIXBiMVhsJFk+qWSIBNTomqJdKyfGOKKgEhgNCgRAeuSKdb+wQH7hwfcuH6d0HZ5MHf6+0NUdqLn1e6QVgyqhrnAvhfmPr3vIJEtH5itjRkO1wjDVYpnnkLWVijUJG6kBIbacQJlFFuG1lOKx0nECUgWPiUwhUWzlCOHWfu+dW46i18qa/Mma5Hw0zD2NAay9RF1Di1KQuHojCPYkmhLoimIpoCiorOWRoRaDLVYYjWEwf/L3pvGypZd932/tYdzTlXd6c1zd78eyObQIjWStERqMClRpjVGgqU4kSLISAwESAAj87cg+ZIPgRIgQALHhpMvQQYlkAxnQGDJmiWLpFoUhyabze5+3e91v/G+O9Vwztl7r3zY+1TVbbYkPptkZPmuxut3q+rcqnp16qy99n/91/9fId6DseAqxDcY70hdn8+LNTTOc7bvee78Dq/f3cNsnuL7PvSd2bCbzGgRm0dtLZ5kHOIMP/tDH+f6qVO0pgOJVL3DA3vdIV+8ccjv/N5LfMe3Pc1f+4GnePb6KayMiQsLs0gVDDbm899ZOHSw7xKvacufxJ5PK7yojjddzUIti3v7hPu77N+6y5NPPc0sdcxTD2Q3KzEONJMGrLf4JsMzxlic9yRjaFPEeI+pPMkKag3iHw2FP0n2J/FNi2X1vKRArh4bEsVQLQ4a8XnoZp07s8KVKQYbK8hmjXWTMm9QJMsYrGvelFcsPHkKj5nlrkDI/P0Bb15v6Ga9mURCM0avBo0Fb1ZBjC1wEIV3HxhvKsnB5MxFUrVNpMI5T9v13Ll7l9dv3uToaIqGlN2LFKQYocyM4aWjfaYx4qyns4Zpgqgrdc+A4cAJpmpYBNh633vZuHyZxleMjcVookqBx0c17z57hifPnGIiQhUVH8EFPZ7UYbn4ydBDgaXLUoqZAz9Y18n6oqCrJxGRrIO/6JmHxDwqRzGy3/ccxMRhihzEwEEMTBWmCkeamFthJspclKkmWhHmCp0YjMt8dC8GNYbGOJ5txkwazwtv3ufHfvBHePzc+QwtLRO9MogyRM1srW957HF+/id/Aj+yXDl3lkZrEMvdvuOTrz7gmfds8dTjY8ysxRzB0YMZ/SxgoyAhZbMXgT4pVVJ2uo7zMTFylgeifCoGPm+EfVcTgjC7v8f+576MPZhx5vSZvAA6B2vVea7Y3ZIa7H2VYagQcFW1VPZEDMY76snJUNVJ/AWIr9XIZGlAQWn/iax5hxYhM7TozICKLIW6lk3XQgaXocosDVwtUrrr3p/DJCIGjE2ZThGyVAKSdXJEE6YsKclkds5guIEqFoNVi02CpUj2kheGRMxNyxjycyTFuznONzzxjvcTU8/i8AgrnrYL3HjtdT73+c9nFhD5wh6GhhbacSjCa+2C10PPzAjRGw5ixxEpM14SbDro2hlHdEQ1NO94J5ee+xbqScOmCGMxeIHNtkMe3Kd/8y6p68qeRjLcUpJ1bl8UyiNlcTUg1hSVz3QsaQx53gwHMgyhKcZkiYOosOgCXRcIMdGGxKKPtCkRiPQpQlRcGiaRI3HR0s87Yh9IfUS7jvnhIUezlmnfsbGxxebp00y85dK5HT756gNG587zQx//ngLLGaxkVzFDkUSWhBHFGzAOPvHxj/Gh976Hi+d3uHxxE1DaBUwqYexHvP5G4rf+8Cs4D09cOJMFzQA1EUN+z6hBxdEVBti2Ri4aZcMZbvdTDlAOiUwXc7r7t3ntk59i1CfG43EWorMOa02esLam7Ao9Td2gkmhDh3MuM3Q0y3dUxlH7mr6Pj3RNniT7k/iGxp+V8FeDVIXdsf4YA6wz3D72IMfGe4wpAluluaqrMjMXmgOkU/w7B1w5DT0As9wdFBCJNKwPSuZBF5dta4ehK10qL6omMDCXDo0BlxSruRlo6sRGtBze3GO0s4nZsrx57w0iiYf7e3zy05/izu3bkDIrw3lHMpY2QAhCCMJrRvl8P+O+QDep2SPRkyEjr8p2NGxPIweLOQtvqM6eYfO73sfWqXPUIjSqOE1YTfioGfMe+tACQZRedMmtz3o7uWfQG1Cyo5PEhEkJu5p0AnJ6d2ThtDyHlhCbV+TMiNGlfaNTqIBGYGItE+cYW2EkMLJCbcChOJMwJjISGItl5EcoFqeJzY0NHu5P2d3b4/T2iFmyfOHuEX/zb3yCCxdPE+2YuqhEhhiWNFERgxUD3hKIXNie8O//rV+gmy74yPd+D8bl+YmjReCLLz3kt3//y7zzXe/kuWcvMGlbJgGqsvMi5uawaJa/zkVAXvSqqGx3gXGCzsCeJuZJSG3E3niD27/1m/juiKqqsMZjbEXQbONijMfabJ4SYsR5h/MuFznWoNbkmY6YWUiPEifJ/iS+qXFMsuBYRc8xmGVYADK8skr+RlbQwTAaNcxBaZFdXC0Dq2asKKSidJj9YXMCzwNWWUzMFcaNFNx/aYcbc7KyJouri8kyuzFlp9Qh4RsBLxAkceQiUwlMzmwynfc8vPOQ+e5dJnHB3ddfxzrHg72HvPjSS4Q+FDkGUCO4ylPVNUYMXYrsSuJL8xn3u0hsE/OiFjnU0VtiuKBZ3Guvn9E7g332OmevX2dUeepBaF4Ur5nuZzRDZ5hc2QcEFZOnWePwuWczGO9sli0oic6SG7IqRQeuLJ4ppSLUlT+4LF9Q+h2qWDKFshJlZGHDGUZAk5SJURq0LJT5pA//vsZ5BKFve05Zw5YaztQT0uGcRgyfffUWF595F9/34e/CaI/4BiQv7GItSTK7ybgseBfJO5ValPddf5wf+8GPISYxqj1ehHmvfO6lm1x9cotL5ypufvYW7rCnST2NzQwoU2iilTU48nu2DMqgsiSpBqBT0E7pEcyi5eDFL3F04xV8keiImlDrEF9jfU1Kuefhvcd5XyZsLTiDGSQVELw7kUs4ib+gsS6OdkwobQ3vHTD4tTn5Qt8rxxeoxhR6yOBdqkUVUdZokmbtuZaJXWQp8mUL+8cMWjdliAhjlhTEDAHYJeNGS6N40HxJKfNXjAgWh0boJBEl0N+/z53P3OD1m/dJJvLap3+H9uarfO6P/5i9/X2++OUXuXv/Xu5RLNGsPOA0csJW7RnVQoNjPykvx5bDpCxSYphTTZIVL2sU37XMuimpbZGzp9h5x1NUzQhnPclYOjIXXEoje1hQjbCUfFYBtbmKTMDGeEIlFhcHHSIyzDb0MsqfZCRz6AsM5mUliGZZqYkOSb+y4CThUTxClZ0Aiglt7kd4BVs7Um05nE2prWXDOSah5ayDjapm48wlbs2m/MLP/yynT11kZD1GetrB41YAaxBv6TQQjeKMx4uDCN55fvSjHyV2Rzz1+HkaI8zbQDIW6Q558Xf+iNmrcxo8IokYE0r+PW/ApYhXpR68ASQPpHW2yBWL0GoiCMwV9gXmu0fs/9ELyO5dUpgjVrCVxXhXpLTJ8x3WkEh5gNBkSePCSVsKpj1KnCT7k/gmxqo5mxO+WUdclnro+XZRXRwomJJvDf/PUgis4TuFrbN2zNBoTFp49soSulmi/qWbasxA/yRz3wscpFr6BYUtZIwQYyDGkIev0KVtXEi5Yacp0cx6zt47wnz+Pi997mV6Fsx232D37ht88cUX+OSnPsXnvvAFDqfT8jp5QCpDHhFPwKWOkUZOqyE4y+fijJte6QpLSMmcd7wgHvyi5WBvl4f37mPrmvrCWXwzRjUnnF4VNbl6H3oZQ4VqVIrAmyWJ0Guirmq064ltwJI1ZqzIkpKZmVG5P9IXRpWRon3PSoN+HSIzJpubV24wNIfaWFBKIs38eWsco6qm2piw283Bw8a4Rp3FuciZ7ZpF3/Ibn/k8H/74R/kr3/4s1m/kYbAwpSuLdjaPMcSUMN5hKovGhAQBcfQKZzYm/MSPfYLv/8gHObO9gTWGvodXnt/j9mf3GQMhBbpUNIDEkMpMRW2EWrLXrpFcqQdVNBl8EsKiZ25h30YWfWQqFqc1W3fnhJdfpbFZuVMsiC2Wj0UeW4bv5NBnGnpG3qNWEH9CvTyJ/x/ja27KFtb2kvVR/uQcmxPxsDDkPl/5HQFblCizhZtHSiNOUh7KWXLCy3P7MvwyQD1ZKleRZFE1YFOuoIqHrVGTpZFFwSlRIkYckgwxJGIIhWOtS817DYIuWjp6rBrsvUMed5ZR17HXd9RdoLr4GDoas+PhH/3y/85n//hP8qImEWu0JN2s8JjKiJZRT7CB3iq7UfjMInJj3tFUCecME3X0FpKNSNsid2f80t/9e9x/eIA5dRoz2sBIpmj6UpFb8UXZE0QiYiLOZu16gpACWG8xJEIfCJRJVkkkCxizrLxNkYRGyZBGgYiy7e16w6UwfkRxRjDJ4ILFq8NRoaamrStk0rB99hTVxggZjzhsOzY2J2xvb+BcotpscM2YrTMX2MBx/vJp/tWf/QkmWyOEKZ0qqo7KaB5Mclnx1DuHM5aYlGCF3iZUFCf5vbnk+PILLzGZjBlXDRMLzcMF8155ZXrE7emMRYHOvCSiyebpFlvYSvm/gNKhBFKeVE6JEA1tFOZS4cShTmF+RHfzNjKdocbhk4cUoMrDVGI9SQ3OerwFUpenaGsHTkgO9mePpo1zkuxP4usaSznbf4ZYR2/y7dUNXcI1uQKE3GAdVom0Rulk7WcZmqjLhu+A46ciqZC7kmmga+aj0JThncF7VYvmet4FOIy4fFGSpZBDjFgx1OoIfctVtZxRyy6BebvB3h1htmg5fWWLnVMNb7z4At2dezSdIFoTxRc7ulLbp0yp7CzYpFlzpal4/WyN3TB8z2NXeOeooXGweeUcna8I8yk7+7vwyiv8g//mv2NqhcWm5cgoAUekpheLak/SkN2qjCEYS1BHi2VGZh/VAqnrivuW5o2NDAbkwzBVxv1jSkUeoVTyuoJwstxxhoCcgZFYGlPl3YY1HFp4ID0PCBypMlt0HD44YHE4Y3fvgK7tmB/MmD08IrWBPkROX77I1qWzjDdr/p2//Ys8de0qGiIaQm4KF0xdCm4/DB+FEJb9FYWl0bxJyvQo8NJLb3Dl9AUuesdTqaJWgxrlvdcfo/aGYPIMRaXCKOVGctShwZGKoF/+EzTha5/nwwo01UugbRe5ga0JDmakeYtaIZj8vRsM61MSvG8wpiIlg3UV1npELCEqXRfw/hsklyAiVkSeF5F/VG5fF5F/KiIvicj/IiJVub8ut18qjz/xSO/oJP7Sxjqvfrh9fF0YcPwif/un/K4USCabhKRSHeuqknzLIrH8nTLAhUg2FB8My0tjIA9xGUSzfj0pLYeDYgxQFgjIAmopZSXCEDLjo/VCbxy7RwdcHDUc9T03whzra7rYsz+bs7s/4nc//yb3Zh0aE1u1pzZFZkGLsqax2Zav8NWDQG9hsrVJYx1//cMf5Fsrz4cnE656R+wDOtpkNpuxvb/LT77jHUxv3OTv/g//E4fasK+eNpTmoYmloQgGgyZDCNm96igEohV8ZbEhInE1TBZDpmOaMvQ2fGx5LK14+RYcbmigSyrQTaE+WjG4UQN1zSJG5l1HH3qsQqOF958yZKZkgTmHQfpIbSyVWOJhy8tf+jJf+vyf8FOf+GF+8AMfQLoeQsw7oyXNUpYeBiu9pLx1NMXnNcaYKa8JLl18nB/9xL+CTjtG8ykmdKSY+Nhz7+On3v0enjqzg7Muf2eT0qTs9atS+jwiS09jyAuJrytiUqLmad8gmewaQswFy+GcdHCEcYZoh0on7y6bZoKxFTEKzo0wJgvmxZjl5LytqH3zSNffo1T2/y7wwtrt/wL4JVV9GngI/GK5/xeBh+X+XyrHncRJHIsMqa5w8tXk7HEoZ40izwDdL+UVyAJlEAv8vmLyLLXUy3Eo5eI3a6+Zq73cbM09BFnbHSwVHctikjSSUrlQ0czEIWEsGInUfcIvhDMPI+eiZ3cR2bfCxSsjmvNjDuIpfvlXPsvNfWFPHfshMG2P8CYwcQlPwhtFUsyTrarYoHRWYbNinAJ/473fzg88824uaOTbT+/wblfjDxYkVzMD0tGUazh+/Ls+yBduvMIv377BH29a3phUdC7/W4LYLHUslqCGRZ847FqsgbEzVJqW50lKb0ORbFKy1hVMKoRUpkCTFriNAXBbau4M5uJiDPvdgt3pIcYKW5XjlLVshsS46xmFhAew2WvXCZgQqYBR5SBFqqSMUuKZixf4hZ/+KUYKmt9YPo+lKTt8F5xz5XQOi352Hxsa7IiAswjK4f373LnxGiYqR6ljZ7TBk9WY60Z537kznLUOUyAthFIc5M9iXXvJmiLtkLeORMm7J/E1mixdgHkfMuy2f4RLijhbjG8srq4zHAlUTYOIQyT3ApzzWOswkvcvjxJf09EichX4BPD3ym0BfgD45XLI/wj8ePn5x8ptyuN/Vf5Z9/Un8ZciBhVKWINqlFW1xfDY0Ih9C6/+q55LSTGbhphCZVHWq/e01BDJz5XxhTwBuiR1LhusUpypKJO0efK2NAwVjLXLY2Ewy84eqlluISASCR5u7O/y+M550saYf3r4kPNPXeSJJ86xkFP8l//tr3HjzXt4s6ARxXroga6D1GUs2GpEYo/RhDMGtRbnHDuTEZfObPKeZ66xU49w44pTWw2Zv/HNAAAgAElEQVTXqga/6FlEhckme/OO+e4Bz5w6w/dfv85FhWoyZq+puIFwy3p2jWFXhPshcr/vOSJ7rzZeGKWAT1lmIBufDicHYswVtxEHBWoYZmltzD0HKP0Sk+cbIln8rNdEnyKNCDtNxdhZnChoJNpIcIloE8aBGM10zxhwGqmdwZjcO0k2MakdH/vIhzm1s82cLCkdUiyKqVn4LBTt92NOWZDZU6rL74cYQ7LQVLD7xqtMak/EckYd43nkzu5t9sIuz128yFOjbWonLGyilbzw5SKhQIOxTG0rOAwaIlEzhr9ACeoQKroktOTvz/zuA3xhSHnr8FVN0IgYxVghpqzsmdcNh4jFGId3PveVHiG+1qXhvwL+g3IeAc4Ae6oayu2bwJXy8xXgdYDy+H45/liIyL8pIp8SkU890js+iX+BYwAFWBFhWJc/yM1JYaBbliZusaMaLPhEtQz2KCrDb+fnXsftpWy5zTIJlcSAkiRlvrgo0URi6tAUM54riorgbJ5cjCEee5/GmKI4KUQb8CkSjWM/RV659TpXnn2G5+d7PD874tyT5zjox/zy//M8T167wHvefYrtJuElQRIEi7MVznhElZEmJkZxqvQhESMk45lUNe975h2MRptYZzh19gpGW86PHRjDIvSMTp0mLDr27rxB5YWPvuv9fNBu8M6HC56uG3wz4tYi8XrXca8LHKkQxFLZmpHxmc4qghQTkGGXI2sZP2W9ARKWQPYCQPvcAF+C9vnD0giahJiyBk+NMlal1iwjISZlRk5pnhux2JAHr0yZfjYClQM0S1R4jVw7fZqn3/uuLDpd4KNB673rOiC7Ob21xhxkM/IuYyWnoDHR+JozF89z+vI5JuMaQuAgtjw8PGTRLTi7ucFz589wcTzKA2dIYXlpgfdSgQbz5zT2jioFFiS6BC2JWd8zs4IhQ0h9bFkcPETaloqcxFMKeFcowimWBROStVhnsd7mPkmMdH33SFffn5vsReSvA3dV9dOP9Mx/Tqjq31XV71DV7/h6Pu9J/MWMXNHnrL1e3cuaS4mWfusQw4+ZkihLGCfDK6lIGpcqe1C4HCCeoYIvOO1wkQ82eTEVvLbAMfZY5Zdy804MIYRjDV9rbcllWXFRMCycMGqV9JU3eAY4mB/xf3z5K7wokRcfHPF//eaneM9738UHn3sXI/E476gbyzbKWRKTuMCmHqEiUpHU0jhh0yZGNuK1Y0zHOy6epYodCxZcevodHHWJzXqTatHj9o4YNw2tUfYf3Gdv7wGnrp1jo1ZOh5ad6T7nNLChkSSGaCyIobaWWqAS8EaW/gF5IRpOnjLwTWJK9CmtzSoodunhuyLeDDu3QepiwPG1fHaUc2kRfMHakxV6MnyWSh/EmOIlkxJG86TtU9ceY+f0qTwVW6p0ay0hBKy1eJ9132OMS7w+P+ZWVb5k3nosO7aq8vzgxz/OvO2y2QxKjzI9nHK0P8WjPHflCtfHm4yCQWM2bE8F2tLyPc0cSoN2PcRIR6JTpUXpYmChkZg0T2WHSDqaIl1LQjN05V1p9hYSAiDWYr3HOE9QIarQK4j7+jdovxv4URF5FfifyfDNfw3siMggu3YVuFV+vgVcAyiPbwMPHuldncS/0PGn+c4uG6TLO/KxRswqsSxBFl0qH4isbsvw/FbKfcWoRCiY57BlWLcyLElm8JAN+WKSAdYpFx+JXM07AykS+lDyXNG2N2Z5HBYIPZV6emO41is/6jf4107vYF+7yYPDBQh8z/d9N//pf/7v8djVMb/xa7/GS6/cowsQQ0CNUlnhrHdctMImMbNUpGIWhC5ExMKkMlzcmnBuc4JJEdNY7PY2D9URmgkBkMUcWzkWWyMW+1OmL79OPTL4UYX0ATdt2ew7ThuTx5ecw1vDxAqNTXgbsSYVeYMsMr20WVxCcHnatlWljTEvtjHhRJaTtOunMZW+iy0NdYSlYmMq8wiaAM0yAK0ktDIZuggRY6ByFoNmDwGBDed44urVjGUPqqQUsw+RYybcAwtnSPAxxdycdZnH3vYdCvjKkWLPk088xnd8+7et4BJgNm85mLWExZyrmyM+9PR1LjQ1RsgSEwiYbJsYFUJSUhJMTMSQF8ZZjLSl0d6q0gNBIXQJuwhI2xFSQL0laZ7bMM4ulUaNs4g1hCQksah12GZEtbHxKJfln5/sVfU/VtWrqvoE8DPAr6vq3wT+CfBT5bCfB361/PwPy23K47+uf9rVfxL/0sTQdD22tV5rxg5AzHoMReZwbOnfAhk3H+iAQwP2WCVffmfYKaTCvycpJmWXKSNSkneRQxBbmruRFMPytlAGpwqDRTCkGMFGTEicnkWeTB078wdc3xoxf3Cb2kTOVpZnLk54/LJw6UqF2/QciSLq6FtlH5g7j5eGU8lxWiITm0iizLAc4tldBJrxJk8//hSNHyOuQVK+bHsSB9qx54RDCRzMprC5QTdrCS/dxOxNGY23aZOljYIkYct5KiXDX5rxeUPK1XmKiKasg1M++6HhOsyhiQiDY+AA+RR+ZRm0GprqsmrmDvRVAeM8WaMmc2cSQrQWrM9TyJKVPwd2i7XlE1fFKZxuKi6dP08Sk01JUlzSKwd/1vWKPi4lMvLOzpi8W+tDyN7B3hNiniD2Vvj4xz/GzultQBENtDFw+2DOwdEM5wJPPXaeJ66cI7mA+DztPFB2l0wcydPZipKsQa1DxRBE6SQx00grhk6F0HekrqV2LgvoDZ9vuVaqqlpSSPNOx2J9hW9qqvHoka7Bfx6e/X8I/B0ReYmMyf/9cv/fB86U+/8O8B/9c7zGSfwlj4K8L2WGl85TQ1ZfQfClCcsaLWd4rAz2rJmVaFquJAzTpkNj14lZbbvJF7opC0Y+JuYLd9mslSVtL4ZEipm62JmAJfHMUaR+cIuqssjOVe7MWqwJtL3y6//4j/jVX/0tfu/TX2b3YWBkHFYC48pwOlnqeWS26JgaR7IN3iqN6djZ8tgqSxBsb4x5+splxtZgNGvXSNvRdDOubm8y9jUpJGZv3mPkGhbAw1u3CLfvsmVrxDnmhbU0EaUmNwApA2YJlgueIavuisS1kzCcipUgnJFchQ5mJwPMs9QV0gLXLGH8nPxTjKTMK0WBaKAD+hAZi6Xqc0M1lFVaNL/PyloqY9j0nssXL6FASEVKQFa7xsGDeIBxhvuMyXIGsTRsnXdLnRlj6/xl0sDlK+d53/vfixjwTgkCbx7MuHdwyExAR2OajU2kqlEMTg3OUHYfipPi52tATW7fU+C+hKDWEr1nLsoMmGvPweEBtg80mhk8S5XRymd4J8U8WSur6WVrDG3bPtK19kjq96r6G8BvlJ9fBr7rbY5ZAD/9SO/iJP4liYL9DglAWLoi5Upxhese763p8r6B56zI0kUKWdPaWfszVDLG2LwOJEoTLU955kpJVpO7JjN0vDeoJhJxWd1T/F5N4ZyIAtGyEeacD4GmFy5eu8qd6ZyDo5Zt42k0Mh5v8LlPfZZ//MmXuL1rsFm9mMZYLleGi3j2NXIr9ISQFQ53mp7RlgH1mAVc3trk/OZ2cdoKhAhzE9mSig0S297jFz3m/iH1lbNEgYODA964cYM6BbxJeUFLSmMjm8awX7iRUhL+sMsSy6pJbSgwyxqDiYwhYzIsZm3GrA2AydW9VYGUSqIb/qcYa0ghYVw+rtPsXjUPGV7xqrSxTEkbg0r+3EXypHTlLM24wlRZBjsZi9WQ6ZTkpuVAtVxV22bZvA2l4nfeF0Oa0nrO4kBYY6jF8EM//DFe+d0/gNixiJG7h4fcPZwhex2//+Ln+MPPfSm/hjP0HkzKGj9WyWJnlSeGkM3bS/M2AV2Rqgga6YxlqoFtP0bnLSYpEVPOQfZGSEnLDlNwVbXcqaSY6FPAVSfmJSfxFywGXvuQ7IdEvkacWTZsYVUJrscgD7LE8Rm4zUMqLqJXa83UQf8lT8PaJYMnSsy0tSLHmxNTllrITIfMcVaTMlxTGCVRY4ErlGigjjWPJ0Nz+ICtumLrymO8fO91ZmFGXTdEiUQ94rnrlzi7vYn1BiPKPEQWmph4w7VKeE8lPOsTWzYwa4VpdNhqRFPXnNuc8L4nn8arJWKzbk+I9I1jc+ssasFUwqEkZqnjzX7KvHJ0XeTo5m3cfMEp69gST60WL7BtlCYqFYLRbMINks2ujSFJGRrLJ6+cDbOCbqzNUtEpm2HL4G4iRQnfKLZAGiLZCjGRtXNiSBgtHr3G0qZcBdc2V/3BZNllp1LmDjL11QpMJHC2mSB+nFlMLvPTh+E2a+2yGTu8dv7OFIVTk3tDKa2ExfI/LyLeZmmDPnL9qSc5/fSTHFlHJ8KRJp4/2OO//4M/4B+++EUOJStOGmMRNeB83g4ZwVrJPYxh5sBA54S5N8zGNWmzprVKa/Ji0YwmSNtnrSVrMdYtP/MUY16ki9dsiJG+9CacG+jAX3ucJPuT+LrGMT9Z3tqs1bUBKtZZmMeagG8ng7z6W5ZQAXJ8B6ArnGf5ugPjRqTADAVXXroupdX7MwNbZ9hhpAwRpBRKEzhrpCcUa5QzsuBK3zMSz+Rdz/LF3Smv3n9A17cZtDAVv/l7X+LTL9xjcThj00RqK5ytPOe0ZjpXXgyRBxg2xLNhEt4a6vEmh9OW0PY8ffkiT1w8j9XctOxCSWox0hvNcsXWsuc6FpI4OAo82NrgoY2ke7uYoznbxjAWxWQuJFtEzhth20hhyWex6BTTGpy21u9gxbm2VjK2PCyoqUhViCVb65VzsQaxDRHjyvgkKvQKQZXKKU77XGdLllZWVXzmSSG+oakMZxo4t3OefnyRhTU4DukVEquZigGvz+8tHX/9lAiasuwxAzc/9wZijLnyt8Lmzjbv+t4PcT9Epup46Bp+f3+fL3dzcBXRGu5Vwr2UaNvArO04ssK+hWAFYsy+JpKlo1uNdBLxmyOmoSU46KzSe8FuVizaWR5psFkNTcTShSy1ZlyWOI5rGH5mK6WVYfzXGI+2DziJk/hz4s/SxnnrYJUgS1x3CdNAaQTq8neSFLplKenzX7mUXLJ1dNgxDE2yknhK5h7olHmwMaKaE70h7wBcoXMmzcNBSmbr5N8FW6YYB+hi1HY8uxmRwwe0z7ybX5MtuoNb3OznzEgsjmacqke88sp9fuWgZVIl2qBE9VyQlvdsVJyvd7i7mPPK4QGtdbR+xKlR4MKZjvGZc3z6i/e5fuUKI+eQmMBmtlBmnihH/Zw6Co11tDFQ9RXuYUusau7VhgvtAnt0QJJEMpFgoUepEmymxMLnpmFx9jh2jtY+aFSytn+eGJXMlFl+7hCCIl4KldLkSn7YqcmwCJdntUIq06DzPlB7iyHkilvI1EIRrLEkX9G7isvXnmQc51y/tMVjH/gws50dJsbgU4SQUJMpvUMzdoBwhsJhedsU449SWQzHatkZGGvx1hL6yIe/4wP83//rr7A3a9lb9MyioZNEms/ZUsFZpbGZOrpIyiKAG42ZLnrqqNQWohiqJPgIVUzwcIqTHlcZTFURbGThIo32WJTOgIgjLiKIw5bvah/7zCBSQ+iKd60xHBwcPNK1eZLsT+IbEm9HwBrWgJSy+cU60Wao+OTY/3R5UCIP2KQlVbNw7e3wWrp8ARHyhK3kyhWlyMVmVo6zhamhaQ0eyhnJLJOaKZBQxHnPoJHjrUE0cnFjzLiCW9uGT7/4Et7e5ENXzzPxhnkUbIyMugWjFLm1u+D0hhC7TNWMPiBNyzWBdxvl8Z0Rvz/veK1t2W48k8kI8Z6jNvDaa7fpnrjO2BuS5qTojM0c7hhgltj2Da/0ylzBHB6xdfY092vPm20L8xmtyQ0+YmHIiFCrEBS6whI/LjqXPzOj5AlYKdCK2Ny8plTupdGSFBZ9YJTdSnJ1XlzIpWR7oUBxRfSr7fPksitnPoilU+g0G4X3UUEUH+a89OUvsTVqqEj0L3yZD5+5xNnNZ+mbMaJK7TJffkjeA0a/3pyFnOyXnsYCMeQdSkx5d2Stpe86VJVz585y5ckn+MwLX+KgbyFmfSKtLc9duMJotuDO3h4LqzxwjvtdT4wQrOWgX1AlZWGETevz5LATutQjXnLRYQVfV0hjUYlojOAsKSSETLXM8hxZZM7YTBUVn12qpoeHuVB6hDhJ9ifxdY23wjfr3Pqhos8HrLb6+cEV44b13cGwEixz+dAq1KUo1/DcWpL6Wt4HMuaLJlICZwttErKOuGTmTp7EXenmDFsGazPfOcaAcxUhRSYWnrj0BLfvHvAlTXzkI9/KY3ff4O5XXuZaNWLRZuNsG1o2rbKrPfNpZDyqGMXIeO65FQ31aeFpX1EHuGgicUuQnU1uHsL04SHTacubb95l0fUEY7A+p8aYEilmimZatGxONphi2HXCJPWM5wuqrU0eHnVstC3B5d1KpYJXQy8mY+opYJwUKEuGjkqWRRj6KcMeygyL34rWunbSC1Yesd6SUMRmfjxRSwO8wD5G6FToYubBp5jx9U4TIVIgMkPjHY23VLoA7ejnic+/fIOvfOUWsxe/xNmf+9e5/p3fSVUrIYbl92yQQRggHOfcioo5LASl2tcY0aR5ilaVvusYhve6kecD3/vd/NFnPkdjLK0XRl3A9nCuqtk8mNJZ5Y7rGUdlR4RZN2em2YpRAxylxIyexmSLR2cT49oxAkZBGY09vqoQY/OimgRJJrtqFa+HFPMwWB86nK/QpMwWU5IRRo/Isz9J9ifxdY2l+Nhakv+qY8rfK8u6tft11dA9lk/I7lSD5ZsO6MP6MVJwdtbNMvLAi6aYm1qxMGoMmEJ1MwOlrUzzqupqJxEi6pRKDRKBCi5OPKebEZ+/92X+jX/7p7n2sOZeSszeuMPO4ZyzVtiPiTpBg2FHEtNO6WrlsjO8s/Gcnnhms47PzzpC45jWwuWLW5x5bJvnbxzx4ot3mNQ1V86dZlQbxGYoKvaRaAwTPNZXhHjEhnNIssytpwoLNqYHNFvbHDllr0tU0WQqqZTJ4JRIpkgHRJP1+EWQxtEOUs4pT45leE0z/NVlnHglOJcX3eE8JoU2ZLgpSsqqmcumexnUwjNddFkHPgSSSThrs+uYJBpVvIXGKJaYZS2CBZRoE9uVcioeordvsMm30SWWlNAh0YcQcM4t+elv/V6GmKWOZU3vPoSAK25lqFKJ5blvfT/Vxpj5/IBpID9uoPOG7UnDpX7OrOsIKozVMtG8APfWYWwuIuaavRLmneE1MRx0iXnTYOuajQbO1WNMVTM3ite8SoSRwUUh9AljHaHrqUwDUVn0LcY4qpHl8Ojwka7Nk2R/Et+wOGY9uEa1WSbotWwurKCcAVIZGrDGlOS95mS1WlBWzIuiqlMmZWXJztCUk1yKaekqlTXDB2qeWT6xpkQSsDY/T2V8VntMCWuVKkWun7uESmJna8JpNcS9hzA9YiKeHVNxPvXsoxyayEav7NnsLjWfB9rRCNt4rojgK89L3vGZ6YJ5n3g8CK/f63jhlQc4N2bLWZ578inGxmGS0mmfDSycw6cCO4SWRjs6o8xSZKILKk1s7y1YjMfcDz1bASSW81AW4cE0PZYkmQBiQiVPC+fx/cyDty43hF2p/dc5IGvQfKY/liaLr12eCk1aZJDJvr0hzyY0zuKtwYkh9ZEUFY0RMbkyNhKx0dJbIVhhFJQnxhMumMTVjREmdqTYk2welhrOdd/3yynaGOPbwjppcIMqx6gqVaFjDkTSaBOnz2xz/uoFbj88YG/esdN4GgsXLl3iDPewRwvuMOdQE17LP7LsCtX2XFLLCKFzwkKUdjTiQCJ/EiNTEikJ2yROVwaxEUzA1ZZoQWMqmqqKqzzEROz67CiGYTabZemoR4iTZH8S3/B4OxhnWfQPsPyyibcaYlon7azbDa49cZnghKVByRprJ/PiS3WvaWmhp5kAXShtpTlXFBJF8rYeWGG9ZeGwquw4w3PXrvDqzbts1DXy5n2Obj6g39vLg0lWaETZEoO3sNA+e7liqIzh9dmM3wmBoJtcFc99YGocM7X85sv3OIggzQbntiouScf1i+cxMRKSgnVYJ3loJyUwnlno2U4BvOVBCGxIIoSe0f6MbuI5EKByyFzptSPGoq+eUrY0FIgaCcWFKUM1edcUDTDMIcRUqvQlO30ZwlqzfTi5Ke+UjMlCYyEpxICL4K1giLmZG7PgmsZV5lKylaRGWTJaLm+MeOfmhMsmcqn2nN3aBDRrzA/nXxXv/bGmrFlbCIYqf7gtslYQkBc1lNyXSIkx8OTlKzz/J1/CIGyKYSfCjVducLkeQUoESahRek2IKZBVgkZsZnCh7ERhLAa7aDlsPLdNw7044vnbR7y5eJO/8twpNqXBVCNMElKcEzSreLqqQmPW01kayCTFO09dPZo2zkmyP4lvaqwzcrRwkWUt8Q814nFK5WA8Iceq06Xr9frxA6ZcfjY247fGypKjb0VIKSJlq2DNsEOwuZELDP64StZt7zVRI1w9c4YL4xHP37mPNw36xi6Lew+J0zmxDXTaIyYxSuBDzBQ/SYwk6+10Dm6kxJ3dh2wDc+CwGFLjGzAeaee08z2uPf0ElYO+71AMxleoRpL2aPLsL7IByqYxbDZj7swPOdVZNhXGBJgHFsbyUJRahOANxDJNXPjvihJVs69qkSkYpltVCubd58awlsV4eQ7XzuuwBGSzPghdXxbcwRq9uIENDCqKxHRUZICGjCGJsuiVaEEcJeFnHv6lScWz45om9EzGY5yv6WIxECkL9FC5LxfqAZ8vyX39/nXPg3U57D5FrMJYKj7ygQ/yf/76bzPqO842Y86EQtH1DusM0QExz12oIf9b1EAvzI2CTUwEziZDrT2XFc5Odvh/b+/y/HzB6UNLs/2Q9350h+Q8YRGIfWnKFn+FGDKZIBVTeJzNEOMJz/4k/qLFVzE9YNlEla9KHCWxixxPKrrcIa/sA5cLxyrpv5Vnn9JqpzDQN/Oaktnj2ekqomVgKm/3VwyfDEFkI2wj8MwT15g9uM/u7fuYXunu7pNmLf28RdpQJjOVOiqbQTjVW5wKU5tf41wU3qWWC9ayAEL0WPV4b9j2wji0VF2Lx3LlyjM5GaPYqlo2r1PqaUOPG29wpDBNwvlTZ7gTO46omKpjJpEmJEwy7IfAAqUvg04Db74YYeXPp3zSQ/UeUZqmyRV3+byTrCaeB9jmbThXq/OsWnj85dRoXkQRkx2ckpLt1YfnFvpk6JOlw9DZ7PnrFAyRychxZjJm4j2+bkgRjGbTj3V+/QDZQIZp1iv65bdsbQFYVvcFBhJjSN6Dc7zvW9/P1SeukaW2EyEFdo8OiKrUSagUKiUrd2quuvuYaa4WZaSK1YjxsCk1j80TH6xqfuT970WswV44z/f9xI/jNycE6QlxnuezTKarxZSW58pUnlSGzjBCMx5/9cX2Z8RJsj+Jb3isGrVSxu9XiSKtNWIHns2A8Q+0yCHDLJXrB96flEH9tJaA9HgKWm3pzQDJohoQst9rUZLN1d1QbZbEFEMkiFKJUGtkazzmPVeuce+1rxC7SNO2tNMZYTYjhp6WBS5ApQb1EAxUk4oN49FkQS0bvmLSVEzUMOojVlusBHwQFos5aE+tltGpbZ64sAWxBecIRFIKdElIEUKdOFUnNqzyysFD5OxpDnvhPpEuBaaAjcI4BYLCg5TQSK6YEXrJmLBN5CZtTBC1iHoqvvEgisaQLQxz2b48b29N8hldHlg9cpxpBcuGexoawKUBHov7F8MCq4NvgaNNlpnJC7JNidb0uEnFdrWBeoPagCkaOHkadoXNr0M5yyRfzitpzcWsNHHXRdO8c1gsnUTqzYaPfe+HaazLsx/SM+/mLPqYF2ADvRFUInUSagy2CKSp5MGxDphGJbrs9WvaOd/9zCX+6rvfyX/2t3+Rx5+8TF++e8Y7KmOprMvvk3w+XFPRE4Asrd2Mx7SPWNmfwDgn8U2NJUXy2J1vc9/a8bC2I1jeX6rUVNyqym5g2RTWQhdc6wEU8ABjDUiWE842dQJlJH14DymlLHecQW3UKJfPn2YCHDx4yGHX04We/YN97CLQdR1RipkF2ZWpRdgHHsbIrLCIZilijXKoga5gxJU4okKnEad5YOb0ZExtsta7xIQkRSyghqro82xvbnCQItW8Y//2HbaqiluLnsdMzSnJhizjYDm0wt1G6IPge6FOMNZc6bUIvQyiZEJnhIBl5BsOp4fLCh4yBq9Jv+o85fmFvIhkUfuIsUU6mvyYLT2UJKWKV0VVylBb/tytCAEIZDljZguchbYRFtYic5/lfSuL9zUpFukLa5bneGjIHuPXD98LLQ5nUtQjnV2akMNKRwdAU1wuFj/y136Y3/6dP2T/9Tepk8VEw54zSG1oxLDRR4IV9l2GwXzI5jgBmBXYK4UACLu14bJJvHve85/8zM+wce0iGvrsBSyO4PJnF9oum6wAVV3Tdm0uSoyhajxtyLu7R4mTyv4kvmHxVtvBY48NP7xdhv/T4q0rxPLvNWu4AZgfsOcBtslvqMBDKwkFkOwQFLN+e1ZLDKtFI2kRXku88/GLtHfvEOaBmRUWsSeGjhj6rMGuWT8nkliIcqDK/TZwFJU+5QanVUNc9ISQaJPSWceCRK+REZZtl41L3n31KrURUjHB0BDRPuAk4+29gtY1gUgznXHpaMpjdc2bfeQNHNM+MTcJ0chOn71sH6bAQyMcNuSFBgsFRglG6IB5UprxBu2sx8QVA2q9Uv+qyl6KhIXJn+2gImpY/e4A/0TNbJ5UflbKkJERBlgNEVoiSZTT0XAmZijk3sGcWw8fcqCRWZ93A9FJmQEgD0wV6qQ12TjesGowh65f4tyD4fj6tO0St9ciAZG/WZza2uTf+ls/z2ji8WNHrGruX7rA/H3vJV65QltZxkGoi2+fg7JAg4ijx3GE4VbX83qMdG0ivHKLcTgC05JcAvfyxcwAACAASURBVGfxOIwYupgw4rDW4VxV3oXFiMNVVd4txLxbfZQ4SfYn8U2NgZHzZ+f4VSo5tlbo+gJSUOYC+Swv0OU00PrPLLftGfNWVE35MzwGw7JgjF0N5hTc/tRozHNXL/Hwxiu5aWgdKUVS3xFClxNXytOkvREOxbBrHIchogouKXVKbCBcHE84W4+orEe8I4rirXJelQtWODPyPHvpcsHKE5oioe+Ww15zIj1CahrmPi8WzI64GGCRIl+JLYfGEqylF6EKyk6X1ShvE7hjlPvecjga0fqaTgxThUVMbDRj2umUlPol6+atcNvbhmFVTStFmpi8a2NwGwNJeXeQNOvjhAKDBANiNLtSaaKPkWgtp3zDT77nvXzo2kVkBKmp2HjyccLWBuo8RiD0PaHvVzg8kqdjWWH2S3G0gYvf90v2jrX2mLZOjMXAvrC5LMq3fcu7+Lmf+0naDXgjzPnffu/3+fXXXodLV1hsTeidp06OKuahKGsMDrBJIcT8nkze1vQPp+y++iov//EfYNtDkk0sXDY+0S7m3pKR3LBGiQpiLd65rJ6pEfEOV9d/5lX0NqfoJE7iGxurBu3KfWoZJW+/XfIfCvT8HMefLz8mS1GzobI35rhW/TrXf4By8rGOLKZQFouCh+bnyqJdIkIkMyOunjnPNsreG7fQok9OSGjfk2KkT5HQKyHBIgkPo7JnLEdK1p8xeViockIILSF1xNQT5ws2FHaScsUZzmri6ukttpzP/2gjhNjjvMvvSyOC4pNBgiFYT1/VBISrfsKGcdyxgUNrqWKDTY5plZ2kJhFqMdTqOeoSN2czbrYLdmNgmhIbkw3MosOGHrEBSEuHKX1Lsl8/XwrZam8Nc3PWFbnqUvGX3xm8TpJClLyjCEaIBsQKtbdU1lInQxWEw9RzbmL4nsfOY6e7LFJg66nHGD12iWCEtOgKA6vYzJQBKaFw6Nd07deHrsTIUg45v2VdHpeKwqm1Hit5Eriy8NHv/0F2Hn+SWw/2qI8WPHjhBXj9LhMZcW/kOBxXRAzRWvrKEp1FjWIcIIEKRVIiTnxuxj7/Bfb/yR/S7M3QmIiqGOfy9LFxKIZUdIuMWGJQkkpmZYmhGX3zzEtO4iSOxVsVK9/62PE73vJneWcWtRqINUOBqAJqtDw0DFCtmCVSXmNgXhxbJYZmXTG6yDv9VAzJBVFTmooGLY3bYReACCZGrl6/TOgWyMGMiBI0kvpEjD19iKQuERaREOfsEbjVw51uQSyTLw5onMVZpU8tqokKwVkYkbiAcFk822bMO554DG96kjH0IWJsTvyDAbcL0IWEq2sqEWIXQYUr9ZizoxGtGKqtHeaSCDHSqdJrwKOMg6EKkY2Sfnvjsi58EvrDGRo6kJjNOMrHZxRMIu+WhFXilmyuEiXvfga2kxhwQxMmChItBpuHtIo8dGuyRV9KGWqyNg9dOWeoDDginQQOUs/vfuoLvPjFmwjCga3Y1Ug8muPFksRjxRXj8bDUXBrMa5aNVzGIMURNWO+wxdVqoGWm4vua5YMdlfMYkxd7FXLiH9dsXbyKVcNVp1xOgSeaEe86c4p+MefBYsHtvueNEHkjKG8kQWtPLYlaHA0ZOFuooU2Cmx8Rv/Iy0xe/gp3OcWKzqJu1WSpaE65QgZNmRU6cZEnoykMfHun6PEn2J/F1ibdL8l+d/Icq+6sbrvn+AeXNP78tZZMViyKzeo5fsMMLDJBMShm2yVW/FMljjr1Ofu68W8hORiyncI1CLcLTT1z7/9h70xjbsuu+77f23ufcqeY3dvfrbrIHNqcmzckkJdqULEOOpBhK5MAZHEBQgiiBEzgIYMHJpwT5lI+xgsCJYBhQPMA2JDqmHQ2kJMuyZnFmN7vJfuzpzUPNdzjn7GHlw97n1n2vm2Q/iLIsoRZQuFW3zh3qnlNrr/1f//X/M93dhc4jMTFIERMyVa/xnsZ3LFzHwgo3sFzRzDrJMABUmsXHTNSSOLNYmBFlTeERV3G+rlmbDLl48SwiSuoCzp14qmpKBB9YxEUe4PEJixBoCIPIcCxcHFasB1izNZP1Cb4YYQwAR6ZCDjSxIcIIcMZliWMjIEoqyU0SywV1uR6vnLO8IStsET1x+xIpDlXWZIpggceS5snkHsYzYrDWUFmTHZiSoBFSOUgVNBk6sdycJ776+i53DgK3rt3gxS98ga//we9xdPsGGjtS8LnxakzuCaTCrkmJmFKGapwlxLDcBa4akvfYvS1iaP1nHWPIzVxr+6uJj3/0I2xvrbExqlhHMG3DI+e22BbYwrAuloFmSEYkL/K1gBVDtAaIbE6GoMJchWaxQOdzprt7WbajsIr6Dzz2DeTsdQiAs5YYMingQeI02Z/Gdy2+XUO2j2W1/iaHLWUSONEi7+H55SagjMxq0qU8benMLheBLJJmlgmpp+GvvjftHYRSLJsAvedv6J9HfWBzc53Hzp7l+OpVQuyw3jNq8m2IiSZmuqNxylyHvBYt1yXj0tkJShkbw0gMNmaqYyjwzhjlIsIlYxgQGG+NqZ3BR8/AuCx4VqrO/v0JhkXT8uqdfe4mx0yVedcgqeGxgePx7R3Wd7Zw45o0cKCCjeAUrCSsJuoUGRvBpJjplpI1XPLUcRbiOmGzlM9seXbKjkoyzdIag9GskZM0Lat9Nf3zRjC69GYd2IqByfMHwSdSINNJI8QikqYYjApdgruizMdjkqtxTcM5ER5eG/LaS89z6/VvYlJASIgaUrHHSuTrZ1UWoV+s+t2fiCyx/Lqul32aVUvDVdNyi/CxD7yXj37ofRiXheVkuuDieI0zCTY1ewiPjWBVuTioWFfFkU0JwTAUIR0eUkel6xyLWYNpWqrCEoKTIbCYUtbbt2ZZ1EA2V/cx0J0OVZ3Gv+34VtBNHydJVvv5HMwqu0PvxYNXyDQnlSB9sXMCLyyTtPbvISd72w/VFCwXyrb+3neVn9f07Jzez/QEwokhIkZY29lgUjkWN26ARoYKayQkJuZdxyKEPNaeDHe04oqPLEzWllFydTcyQi2CMZYuZe61NYbtBI8ay3nnqNbHXHziMYzPxtPBd/ctUBmSqHzFfO+A3/3Kl3h13nEgQ7o0pPOBrcowm02Rc1ssUseFixdQa4gCRhRXKndnlJEDKxFMxBWEwJXP9P5Fu//M+7uTFB0c6cG3k12TUqz/SqXvLAwqQ21tcYtKmWFUGrVBc8ckAb47GUwTExGJLPBcPd5jbz6jmTW0e/uMVHn6qceZ7u/RzI7KHEB5JwVO6rn3q9fp6qLpvV/CNsA9NMz+/lVbw5gS60PHf/0Tf40n3/kuuqriYD6nSpZNcTgjhEpoSIwR3jYeshkjdRSqFKlDZJiENG2wnULjCYsFzd4Btgt0IUtraNRspGLyjkvpZcEtaG4+h6TUp0NVp/HHFd8Ksz+RPV6B0s3q7+9v0Oqy4QoncMKywj8h2WTan6wwarQ05tDCsy+vu2JqsWTzqC5pmPk2b98pkJCxWa53+5FzmBQwTYMRpU7KyAoxehofMs5aV9ysBjxXwU0TqCKguQFcieDKSFgnMCPRiVApXBDHeWOoK0M6u4Pd2KCOJdH3PYqSmPoqVFHWj/Z5JgYGXeC2Mdyg5npMxFHFgW/Znc/ZqAZUCWRQ01lBLNSAS5ZBhElMrGtiTZR15xgkzbz+N9ucyT03pYdycs57tk5pk+KbLmtcWhi4vOA5pNg+9oleiQJewNPbPqZlvyABdRJsFLqgtBGO2sD0aE4IEZzj0iOP0S4WaAzl3PX9nhPe/aogGrBk51hrl4m+H6hancLtB7SWDB1XYVCeefvb+Bs/9bd49/f9eW7VsGcNZjgmGkOnQvDKdj1g0szZTDDGMTG5FxGxaL1OcnUWP4stYTZjZB0YOWEt2dx8SAUOtMV+MZUdSj0YYOsTiO+txGmyP40/dCwtAHte+5vAOScTi6VCXJl6XUHm6dnNLIl//e5Wlvxs1QLfnCA4aDGoTgVzP6FpJnpHcekNnQWgGG2gJ6ba2r9edkpCFbXK9vmzzO7uIfM2yyyLZVJDk1pitIxGI3ad8DmUL8U5x0apNXN91Ao1wkQtospB52mNJaiyhuMhMWwOKrq6ZnL+HKRI6z0itiwPSpcCkQJDiMVHj964xuNHh/yZ0ZizRjjSxIuzOYvJFuPNc7xy5XUef+JtzKcztre2MbZGxGbMXgwGwwBYR9lUGKTM8tHi3nXPues/91yTZ+ydbKJiEkjSTBsUGFjDuMrTt9lC0mQxNZvnGoxqxuhNljyWlCmhVkzG6lN/rvLr5f6JpVNhYitSm7h1uM/8aI/oG2zKU749pO1Kr6AXZesH0qyzqLl3qtYWL90eslkdrrrf5tBaizUuJ+EqsXl+i7c9+yzT8Tq/8NUvc8UvaGNCQmJcGS7tbFCZ3I8Yi2GYLFWR0B7sbMPGGp5sWtIeHqLzOfgszGGKnn0AojFYV6Ghh/OUqkBOTds+0P/p6QTtaXxX4jtj9W+s7vuEX5CYvHXHIHLvMJSqgs0KiCW9cwLEl4pNMsc9f3uvlr6qZuEvBcq0qGJJGkChMhW9Xqwp/6CasoiawXB+7QxpEfFq6IxDbZY8mC320bUJV4c1/+roiK8ezbhVJnMtlmSzV60TRzBKIxGvNVEsAxM5L3DOJNygIp0/z2A0InoPgwGiGbNObUTqgqFjkCh0R3PS0Zy1GNn2Lc8YS7O2zlU/4473NM7y2p3bTD/wLsbnNtAusLM1xh8dMwqBICE7VFmhLruhRKZCpp76JAXekgLZpBMIR0rTMqWUF7SYpS1qaxhYs5QqTipYBZuy+mPeSZliRZlpiHWhR+X3cELNteTk3YmyIFGLsjOo2QwNoZ3T7O3j9/epZcL8+ICdM+dgXJFMykqa/W4vKc5afDGVr0yu5lNKSxjnfsOdVWvDVXpmFM2LR0w4MQyMZdvWsJjz6NqA9bhOm+C2ztjaGjI4OmA9KV7zOYmlgTwNDWcGFQMcNgrt9Jg4PYYuIKPB8tpWazDOEhZt9gcGxBm8ZsixN+F5q3Fa2Z/GH2ssEwgl4cu9jV6RnHtS0hNdEylVfw8tyL3m0v0ysRyk6l+r3zWsPP8J/Y6CP8uSzQEgHsZNxGlAxoNsrA1syzrn1s/zihE+dfcu//qo465CwGDUFrqoMkJIRBqrmNoxrIQueiYp8giezdqi6xPsmW3alE03KFO7wXs0KC46hIoupGwwPp2xmDdEEUxsWIstl3zDs2sDzpiO1B1xECK/8uI3ec8nP8Gjb7vAR3/wI4ShMMRSq1KpYJIpejd672dVEm5BtE56KsXEJNs65kQTUobLJlXFyBpsCriUtWxIykCFcYS66ClHIJTpUieKJctd5MmFPHVrRYo+Tu57NKp0SRgPxlxcr6inLf6oo5pHZHaAv3IFv3uXkAKt9iwqgZSwzmXFyOJl0PPse0gsXz+5Udsn+L6B22P2kK8vrx4iVExAai7Ujo8Maj4RlA93LW9LLRs2Zupo8IyBMULlABNQzXIQ+/Mpi7ZFYl5FJQRS20AI+bzHiIpircGHjphChsxM2VmxonP/AHFa2Z/GdzW+nUNV34a9x8xk5dAlRr8E9nVJQ+tlC1Byhb8C9KekGQZYPk8vU7xcQlZ6ANmhqIeMZGl3lY9LmqikWI6XatDM92m7fSS0jHzCO8+xRJ5jwKdv3+Y1bfEYrCZszIJqof/DnFDh2AjKOVMxWx+zu7fPWWs4a5TBxgacO0Ma5lH4nGgSXjN0kGqHE0MTIuIMI03I3i7toqMxFqOeGoszgdGi4RkD7uGH+fmjb/I7r9/g3S9d57/4kf8Qv2N58bjhC7/0e0jXFhmB0tRGiwNVRsoV6VUH7j03kuWgT4YfslH7ZDhkVFma6bSwAzM0ZqwhlGSeyLr0KSqjqsak7P+aTH6h1PPyKRX2ScOGACwUdpuGDz++zfTWHbqmwzUdqi1m/y5Hr7/G1sWHEEeRSQCxDh9CVow0FmvsEr+/p/Fa8Pq+orfWUlXVPawcgCootqqZA4TA+GCf9ekxc9/SpcQtPLdVqeoBx9f3QA3daEiFMJx7NAUCCbGeOTPGGtlUg9NEahbY4DOMZS0x5QVJ++LG5Osck6sfI+5ki/wW4y1V9iLyqoh8VUS+JCKfK/ftiMhnReSlcrtd7hcR+WkRuSwiXxGRDz7QOzqNP/Fxf6P25Hu55/r8VmvC0oikfJ/0BJ/v9wCrWi1L3H9lilOhjM/nF+ox/kxtW1lopAhg9c8uOeGn0phTgXR0APt7dE0g2DHXjPDr8yN+bu8aV5yhFmHHwVkrbBihqgxaW4yCD8rCGLQeQhScCusinEEY1gOa9S3S+gZ1ZdEQSD6QQszNOpebqr5pcvLSiF3M4e4dSMJMLI0oWtV457Is8sLz7sWcd66P8T7y87/xO/zyl57j7NlL/Mc/+qM8+uRDJNvTJg1GbHZYSgWvF7NUvtT+MyI31G3xBEBz5e0UJpWl0shiNs+fYTrRo6nK8zQGWhQijJ1lYKCSMoQlgjqDuIy1q82N317KN/dRDDPg9bZhsHUeYyyzMKObHaGdR5sp1156Edt01KnowJdqXQt33YiQVir61WZtL5cQY8wDVXV9T2O332laHIpSL6bc/ZV/zdd/4Zdpd+9i2sTdWPNSNEyrmlGIPIRl3VQcNJ7bPnJU1eigYlI5Jp1n2HbUWnoYqsRmgXZdNtYRi2IQcYg41DhMVed+gZE8YVu+HiQeBMb5flX9M6r64fLz/wj8qqo+Dfxq+Rngh4Cny9dPAn/ngd7RafyJjW9HwVzlai/bsAWiWY1vuSsoTdc+4WfNmhWqZEonxX5KxaHKrLx45nmvYvp9tZdKR9eIkGLM+GjqqXuGdn+GdMLCjbhZj/jSUcvzdxcYIk8T+IBUPCkjto1hIuTx+MowtA6rcLdteDU0LMY1MXg2FNbqmjAYwfYO1DWhzbhsbkeYsnsxxM4zlCxB7HxgPG/RwyO23JAWQ1sPSFVNiDByYyaDmrMSef/GOusCt0PD3/25T/EL//Dn2Dk45i995FnOX9whVBmDNpoXztizYwpOn9fBAqyIYKvMFlHJmkJOYd1atgYD8AFDFpLrdwUWyewea7O2S4SRGGrJ0mtZfxQiQlxJ+AqEvC7knYTmvUdAueM9h51gbcXh4pDFdIrGiBU4un2Ldv8AF7PrVSySCabYL4YY6bruHrEzKPLHmgsDV6ihMcY8FW1ANSIxYowlmYo0a3j9F3+V53/mZ2mvXmfXeF4eBr7qItdSpPKRnWnDejNja9HwSDVgc3uD66Zhv1LMcMDOYMxFO+RCPaIWQVRxJrO2tG8WYwpN2WBtRYi5OavG5CRv5IEx+z8MjPOjwPeV738W+HXgb5X7/x/Nn+bvisiWiDykqjf+EK91Gn+C42RQ6b77+9tlBbeyG+Ckmav9PMxKc7fvzyZdNbXOx5h+G0/P3sk/99z+hGbzaM1m5CLZ7Sglj9U882qMBYFI5OZ8gXZTrqdIbDs2Rhv82PveQzs75Morl7l9dMhuWjA3igMGzhFTLJVtNj2ZdZ75OELbsuEsMhoyuPQQg4kj+ha1FkkJcQ7tE1AbqeohMXiChZFY/J27xLZlo1PaM2vMbZEcDp614TrDzZrtoeHjacjv3T3iy7MpV2cL/smnfhH7yhWefvQcP/zss3zq6y/y3NU7hC6RjORkLznRhux/R7SCVIah1Sz5GyFo1g7aso6zoxHHjSclQbR4pgqYVMTITCLailotE6OoLbRWhWh0KXOhAmIMFYaUAtFk7LxS8EBnAk5hGoUXd/d4hxHmbaTdaxkjaBRqH5nfvkF98RKJ3NzVwsVNKb+3fjq1/1raFaaYl7UC44QYQUz5uxw1IG3H8Y2rfO1ffpYrn/kMHN6lScLC1zxPxyup4wk3YD22uYKWhDGJYerQ48i7NjbYd4abd49Y1BUPDWoGSTHGEzU3fF1IWI0gWVfIFIaZL6JtYmyerFYldoHYPZjE8VtN9gp8RrIm7P+tqj8DXFhJ4DeBC+X7R4ArK4+9Wu67J9mLyE+SK//T+FMQb1bVv2Ew580gHOUNi8Abn5wTbn3fOKXH5nt2TV/AF4z/fhhJM2dZomJclmXozTIyJS8PUJnyhlJKeYVQw6+/epWHzq/zkSeeYf3r1/nLf/bDXHrHO/n9X/9XNEfHHMWQmZxiESusDUfofI4hUiUYGkMg0mliLcKwqrCjAYP1CV2KiHUYzayRPNWbG4qDakDsWtQITmEclNnt21hNdHRURCZrE5K1mKZh9OhZdh49z8Qaqpny0du7XH7lmENX8bXG889feJH//M4hj1w4w0dG2xxeFJ7f24dZIJItA4Mm1FisdYwmJmvltBGS0iYQDay7iotbGzhnuT2blqRKfxby84iQxJCC5matATSW3YIQU1o+RiJYJ1TWolVFGwJJT5xS+qcPSbm2f8zO2pDZ7pzUfZ2NsePcIxvYCLPXr7PxbECdy9LMqsRi3G3cibnJqmTC0pDcuSyvEGM2pVfPMIyIUrN/9xpf//SneOX3fhe9M2UYAs3mBDpLe6y83rVE69h0hkFagCihJGb1LaNoER9Z216nfuYJvnDtZe6Yike7iKWDaND5gu5witnaxofsmiYGfOez1lDlSDFAyrsWHz3WPRi/5q0m+0+o6jUROQ98VkReXP2lqmpZCN5ylAXjZwAe9LGn8e9W3J/o35jkC85+X2X+5ojNSfP2niqenNyXD9JiXNI/wmQowhSmjkrf6MvbZJXMZHA2m1xnXn6uQFV7+KQsIaaYmmhERDlsWtYXI554aJs0uMpw2zGLU/YOd5mTOHaGaSZWEE0ZIIqKaMpYtAqNRnajZ1wZ7KBi49yZXDlL5p2LMaSYMC7rnlTGkkLM/rjO4RKY6YxqsUBUCTZRo3hj2HWOp594kgsfei9rj50ntp7NowXvPd5j4/orNJ3Q4fjidM4z6TYfNJ6do46N433WxpbWGrTxhGLYYquKpFDPOrwqx87gSVRROWMdO6MBTz/5dr7w3HN4im2imHumlINkKKbykaHLDCdjc+M290N6A+2yIytS0OIs1ppsjE4ZjOtnN0Q4mHleq0d889YdwrvOckYr9vePeKcbcHDlKuebGWm8lnchAmJPkrt1brl3XNVSMpIZOpE8Y5CbohWaphx+7QU+83d/ljvfvMZ+SNwG1tZGnA8dOwADwURho6qoQ5Z7CGIZBcEW/mg/pe32Dhkn5aEWBgIuRKRWUvTMD/cYtrPMcjLZSDyEsBRsizEWCe9CTbV5cXqQeEvJXlWvldvbIvLPgD8L3OrhGRF5CLhdDr8GPLry8EvlvtP4UxjfTuXyfuojLHui93C2730crCb8+9eDnlPfw0LLw8kJvz8+FsaFkROFTIwQY2Ipa6UKmrDOFNXEYienSkgBY8DYRB0jz26fY+KntBsV4wsXWOw3HB/MaCIEZ3FBCBLx1tBMZ1kMC6WzSopZTfM4BrrhiI2zO4zX1xArWGuK7G/RPek8rqqzI5TJ1V2nERcUO2/RxYJKDWHgGNmKQwyXj6Z8/4/+GOP3v43h2R1Sk+iuX+Ftr77Ks5sbfOXWAYrQqPBr0yO6I8darNBFwIQ2e9NqlkrQ4HM1r+DV4EWokrAehYumYmIt1WTM9Zs3OWrzrgMy5t3r2EUyhCIpsW4dNka8laVURhdzA3pZvKtmuqlJSJI8U0E2Ocnyalm3p0W4bAJf39vFdgF58SU++NijvPuTH6I6OuD2nTs8dXSEHU6IKxdOf82l0oBdpfZWzhGbrujH028hkM7zxd/8Fb74T/8J82v7XG4tLwXlMomJtXyw7fjQ2hg/THTTxMb6hO5ozkIdNRUDDYhmI/SFwEHwjCsH7ZSYlJmFxRjWRLAp0uzfxR7vUcU5UBNjltYAym5P0WRIURG1WXq7ejAU/jseLSITwKjqcfn+B4H/Ffg08OPA/1Zu/3l5yKeB/05E/jHwUeDwFK//0xH3D5+81eNX456HrlZ23wrOue/+/h+1nzLMgmYFvSnDUL041/0RYqSS/Lj+/S11cFLKbkkCIQactYgxBASJhkvnz3P96nNc2jrHWrXD9Ttf5nB+xKGLHDqYqRDFoJWFACZmp6UgiYqKTMBU1tYmnDl75uRNFRghxTwWXw+HRYgsQw4hdng1TKhpj46oUyBhMrQjlqPpgmvTY37/+jV+6Ic/xni8QT1VfLzOhVb4xGSbxWbLzVnHKDkOrfCbt4+xxnCYFN/kJB/Kzivz3PPnY4yypbAtltoaqBNdjBwcHLKnkU4zq8cgKLHc5kSfVFlzlnGp9oMIMbI048inVkFM3pWp5gUjn5nSNDeZaVi8WKPmXdYcy0QsN3zL5175Jl1zxL/3iQ8yPLfNdHefza1zULmlt4GzlpAiVV2vfOwJ5xy+81mBzRqsdRAC7dGUz/6Df8hzn/03tAvPawlejgumCh7L4bzlG77hzHhAkww3k+JDYMNGhhLpIhzXeQc5SKDO0aTEhmZevHfQam5gj5KCdTSdZz0GCA0hBawdE3wgpkiMCU1ZojnbLghiLIs/ggnaC8A/K/+4DvhHqvpLIvIHwD8Vkf8SeA34q+X4XwB+GLgMzIGfeKB3dBr/zsaJ5MG3B9nf+PuTDC8rPwr0igXL5z+hZ8o9j8usvvyzKStEKszwkqOLO5JwUsjnRK4CGmNh45hsPmLLgEpKGIVKqtwJDhFrSuM3VrhoqUzNufWK+d4xW0+9g1m4y+7tm4QuW0C7VvDled2gBjymiVkSIAgVkcoZdsYjnrp4npHEzDJJBnGW1ndIgoGtUZ+wdV7gvO8QEoPBGItHdm9hTEWwgQnKQsZcPb7FqBJ+69/8Bh/7Kz/IxsY5khzimwXt0TFPVQ7ZPsfXzigv3N3FLzqsJrwmhlX+22xVEbqYFTo1yyA7I9QakZRQk8W9Fl7pUqIzkUXMyT0l8CbhrNCsqAAAIABJREFURLILlTEkjVQIG9ZgYyRaAZP55J2YJfyWF10hFiptkFxdZzlkAU0YU9yeFLRyTINQkSeAD8RCCHzzxl2+cvkKN6cLzLu/lw+aGltMZ8QafAgZzpETuYSemhk1YgaGGsM8tpgrt/i1v/cPeOWLX+Fu0/JNH9lHOUZIRqlUESfsdvC1RYMRQ6Nwow1cHA/YPu7wopjUMcXQDgYgie0KBuXaX3cjtF5j4SxDP2foHIPhBNcFQjOnlRafXN7PFJYZQIieRCSRCK1HH1Di+Dsme1V9GXj/m9y/C/zAm9yvwH/7QO/iNP5Ux5J2+QZMhjfiNLw5c6d/gCxL/dUVo/8546PLqdCTZ8SazP0W6fHaLOVLYTlkGELxRlCxjES4tDNBfMfW2jpOAsZ4qoljtnuX9uZdjtVzZPJ0p40C1uCPF2xVQ0JskCrT+NaNZWc05H1ve5y1yqIaiwa8pW3bUsXb5WIafPbAVZRh7bJ8w9EU03psUGwyiHXsdnOGQ8tmDFx59Qa//5uf5+1PvQs7qJHgqTRBaqibGRcrh60d8y4wt1l1sxOgMownI2btgvm8RZPmKV5VGh9Rst57NkDJvY6I4GNm0/QnKiWlk2z2YVXZco6RKiYTZJEYEWsLPFUeI5qlkBOYrKqWKYbk6dG+RaNlEWhjYKAwMPlERlUaEfbUcPVgwXvf816+8sXneOL972drc4hJWfDMOIurqqWIWL+TyotOhql8bLn14os89zP/mIPLr3IsiddTx7UBtF6pusTEOBoRFklpK8flpqWuLI0zhK5ht67ZKrvLdSu0Ceg6zp3bwh8cMvOeM1Iha47PTw9Rt8b3fuBpju5cZbLtYDhnFBJVY0jD3DMyIku7xVSu6ljmQAbDB7MlPJ2gPY0/0nizidrcsCoN29VjWaFjcvI71R5yyUfd/5iT12IF9jl5hp6zYwq8YEWK7EIeze8PdwmSMZhoeO/jj/A3fvyvMJ0e8Ot/8A2+8PnneE81wo5GdNOOo/mMhSoky1RgNjC0debVh5horbAQRY0yMcqzF89xwTls8CSTG7JN02S4qBDbXZU1W5Iq1lgGdZ2naINnNF1A2yIxUakjqrDbTNneGiGHDYMIv/r/fZZP/sAPcHEgVD5g5y2VF6oo2PmMqm1wZdAoacbEQ+dpZwswWY9eVfDJkxCiluEqyZouIlnAbRETnr7nkWGZlCCZbFCyLsK6Ci4Goig+Zt44A0fs/BLGiSjJZQpsTEJIqbiF5fk418NEIoQUiUkZWtio84I880qDMBPluOl4+qGHuX64zwtf/QIf+d6PITE3OCvnCCGWXaAQfSDGsKRe+pQYqvKN3/xtFu2cL9YtL087dlFiys5g1lqCNbQxMW2zVMU8Jmox+e9IkYN54MgOsSYgGhniSCkwbyMas8LnpoOHKsdL80M+c9Rw9/w5vsedY5wa2tkuwzAr8s8Z3lOBUK6JrNdXruG6IvgHo16eauOcxh9JrGrP5Ns3/u7Nk/YbYaI+eS+nYdE3LCCrr9GzALPRR34+IyeJv488lXpC65RkMAnGKfDhS5c4A5xbm3Dt7j5fu3yTwXATH2GxO+dWN+dYBKKjqQccT4YctC2H8wW7Xcts4GjICevs+oTtUQV+kZlACF0ImeLZD3CtaLb0FMGeghm7lomPpJQrbYtSCahVxpo55qKJqy9d5gu/9hvE3UPCwRFp2jBIFagleeiSMDNCI+Ctyf6vknsNIRnAIbYCsfSpIfOTipmLKGoNvldk1CKcRkbP+hmHgTNYcqN2Rt5BKIZgLME5vDE0CZoE8y4x9YFp8DQp0miiTZEmJpqQ6EKi7bJsQGUEh2Eg2XnLUHYoqSTvxTFPrTnuPP8VmqMjrHNYa+naLk8lp8xPD51HFFLopRMit37/Cxx+7nn2ru/x2ixyxRhaO2AcHBN1eCPsaeAoBbpyXijUTqfKQBNznzjGcSxwrIZjhUUS9o6ndBHmJHQy5vw88CPjLR4bOP7li8/xfz3/df7FjSNupwovgWBCHpoS8CkizqI2J/4EiLX4EAj6YGyc02R/Gn9ksZqQvxOX/s1YN298zArp+lt0c3OCX/n9CoSknCwURszSM1U1V7XBZHXKURV58uGzqMDmhXNUW+u0GEaTEd7PmN+5y6z13HJw28CdEDk6mGF9wmFoUmTmPQNxbFRDdjY2UEkEYuagx5RFrYp8rinQTT+6L0ixRYToA23T0O4fkiThjeJqw9BIHuAKyrAaECViQsvzv/lbpLsHzHb3mU4PCaYjSSD5lqrIFw/R7FQlMBEYppit11NCYqDSQI1nIAlHwmjCFCcrNQaflFiWgf7cJcnTrrVCZQVvIguUhQPvDBHD/qzhqPXMfaJNik+gmsXPHMU8JSmVZpXMnqsvYrAYrAqqJjN2QszG5UnwEY7byNFsyvVvfoPm5i6vfONlEKFt2yxTDEvz8Z6hZcVQKXQvvMxzn/4lPvrJTzB677u4q45ZC0cxcTwwHBBoQiB5xWKoBJwDrYRgwVYGZ2GuiVuhY98l9g3so0ydcKiJmUBnDNVonZQ8F5jxYxsT/pONdZL3/Pz1PT59eZdX9gKLVOSYjWCHNcEAzpYJ50hIsVT8p6qXp/HHGoKuaCAsKZJmpXFb8sRKb/ZNoHt9Q6UuWkZy5EToLJUKfqlJLys6+HLyIpoElropqz2BREoBiBgNGJTzZ85wYXuLajTCjDbZXN/gDp6ZHTCfLnhuMefVWHFDBrzqlEUKDFSpjFJrZCSCxdB0SsKwWY1xXgmaueNGMoWur9477wkkMEIVsgZ/tImIZ9EGXn3pVfaiZ29UkSZrsDMmrm3QDCv2Dmacm2xkc4yQeP7LX+aF3/4Dbr/wTY5nU4wxTLbWWKQAKKNkGEVLnZcUrCgDY3DGYiXLIEiB1xySDa+LrEICOpE8YapKsoA1eWckWXu9RhgWxs1clZAMTTTsec8iBlKZhjYmyyuPRBiScfiBwNAKlUBVxq+01ykiFXesYkyD4Ey2XPRiuLOYcWd6TAqKHE/55le+Stu2eAXBoT57yoomNAreWqJJmONDvvQvfpF3fOCDHDzxGH/vta/zWhvybgdh7cwOw801Hrv0MD/+l3+Y91x6iJE1uKIlpLbMSdgKtcJRbDlyjrnNDeepKocoC83sn8oJx7Fjumg438z594fCf/XEw7xvfY3Lr9ziM7/1ZSJ16elUWQZchJA8ajUb2BsIocN3p3r2p/HHHCdsGpA+cyyz+b1dWbnv9k2jx/Z7fnRPn1Qtw0/pHhrnUjxNCgVTcyWXK/m03BykspoYUwapyoTt2x9+hLXJGOMsvobh+TW+1rb8n8+/xNkEc68c06BeGSehC7niFc1yAWINlSqbg5onz+1kV6sUULEZo9c8xZtS1l6vrMvvLSaCKojNMEGCy3du89zRITcmG+zPOkZGuGgGXNjZYndtm/27L/JRP+CRsePmLHBz3vDFz3+O93YdJiRMJUyGY2pnWSh0KWVpZIWB5oo8iVJp1ukUI0QjeBRJUuZh8zlICF2MxHJ+e7pmL3WhCs4JpESboLMGn4S5D7Rk/L0SpbIGJ1pkjPsCoCzc5Xx0K5r0/UBF0ix57AVcZZCYbRatNXjfcuvmLSbDIW0XuP3yy+zfuMH2Qw+ToociM2BVEJsds2ofee3zX2R0dpudT3yc//l//2kuX7+DM5aNYc0P/sXv5z/7T/8q08M9Hj53jgtbW/zM3/47hFt3uRl9YUyBVBlaE420STlKjkEtSMi0yZGDdTGsuQp8xzDBsBqAROo0570y4sKls9xs1tkbVQwsYAwhaPlcc8WiCsY4uq4lpF5s4q3HabI/je9yfMtaPWvSr6IrKw3VN85QnywKOZfkn/t7s5yBlkq/f75S1Wuf+fsFp3+dvh+QpyfzQtDbv+VjRgoX19fR0JBih40dO3XNvIPfur7Pf/Ded/GJMzt8/quf4/C4ycC1Fg12MSRnCFZ5ZGebZ9Z22JKEiQ06yH6iyefGYAh56KayDueqzFJRJdVZMsFGCG3i+p1DXp41HM2yVsqhNPzufEZ3Zy/TG11iZ7HgiUHFmniOg+Py66/xxJnNPDyWPOPBFiOxHGmgIc8TTMRiNNElpTVQa/amjWLwRRwuS0Cf9DlEDFGkTM3mjzmqForrieFIAFoxtMYy8x6fRSiw1jCx2aLRkhAt2vFFm8eUhN97yJfhWcQaJGbmTBBYoDgUT6CuFFcJiuPV23dZP3+B1w/2GdeG/StXOHvubGZblYXd2pokCrGF2YwrX/0aH/mhH+L/+OVf4te+9DXG0TAYKd/3sQ/w3//kT7CztQGXzufP0sKff/+zfO1XfoM2RUabm9zZPyYkZeyEKMpMDMdtYnt7zFEzxUTFJcNcIVqLHi8YdhEEGsnQ4maccq5r2NlYJ777abwT2jIvkq91SDEn+xizm1XKH+gD/Weewjin8V2OVXBmJfVrD+PkxLBsosIb1oVVieMeu3+jzeHJsX0ipwzm6D0HFUlj6Y3FC4+b7KQkJsNOIWZu9wDhofU1pFsQZ1P8/hS6XM02RNZd5ExzwPq0I6IcVMqiyhqO0WQd+3o44NELF5iQGMRA5UrD0+cdiI+epAFrDc5VmSmSBGNd3qbHCEmYu4rnDo8QIzwxrHjaRT56boOHNhyhDhxGz6sh8geLjkNveLgaspYiV49nvL5oOA4tx00LYqgKxDI22SZvAoyiMkGYABMRBgqVKqZY+fVuYdmK0JDEZOw6n5kl10lL9Zn5+bl5uxDDcRfoNMscWGvYGA5xRGqNDBSGYnBloc6DZKY0IXUJ82V0LiuWOsm69I1XZiHiVamdxQ1rjkS5fHzMfiW0lWF+dMjR7TuYfuEQi3N5qEmjxwjsHRxy1EU+8zuf4+9/6tOkqGy7io8/+27++l//b9jc2kI19wVwFV7g2Y9+kA985P0MBpZ6UIERTIyYEJkYw5mqYtB2TA9mRPLOssIS1WZl0KZDY+QgeKbG4X0N0aKpIzbHyPGcIRVYi0rWEEopIVomjjXPNlhXMRiNHug/8zTZn8Zbju80TPWGJH9SXK88xxsOPcHY79uWLs1H7lsMZOX3S/kETpKTrPxuOQgGy8rIiOkZ+yTN/1DGOpIRRlXFueGY7uAAnc5wRy0SIp3NYPNi0XF9esgekXnKfUIxhuiEVhQ1wsAOGFbDvMBVda5sQ6bw+eQJEkuid8UhKSfELkWC99Sak9wLt29x1LW8czTgHbLg3WdG/PCzz/LnHn+Si/UQEEIUvh46frsNyKRic5y4GeCVaSCESIiJWddirGWYYEctmxEGKTG0GS8fJ0ESGU5SwSJUJkMdSbIUckDxIvhSeRsFm7J1opRzZ8uCG4F5zBBGZlcp66MBVfC4sihUGCyCsy6fscI+SZClC2xZ5CVTD0UER5YBBiEkg4+GECBMO4Jabrcd+13H5nBIWjRcvXK1TEZXGHHZsDtFamOJCZrBgOn2Nn//M7/GYt6yPnJ8/1/8BP/TT/0PPHTxDEY7LJG6yhPCooa0NuYv/bX/iKcef4zF/j6oZ+gsBouLwjkRHq2ErmlJNg+MRU14I4SuI3QdM03siXBrEbk+XdBEcJ0wCAIkks07ppg0S0xolvlQJesPiWDrivgWJ9n7OIVxTuMtx4lV4Jsn/R5eXYFZ7z8i3/TYernrBPjpUzX3JPjVnN8fkaGDTGPMvz/h0p+oXGad8J6Fk/HnUjIazY9PGSNOJGpVLuxsMq6FdncPhzLqDHFvn1rAYtnd73hhnHi9suyHCCE3WxsrGCcMjGNYD0kJXFXTdS0iGcKImhBrcNZiEHzXYaVCgJAy5bKuHEYj0/09nr92lbNieA/KeRGefep9DAdrtBdrnt874Mr0Ji4Ix0Q+186phwMuTAZcD4Ebbce7DWiYc7Q4YLK+RphHlACiWLEESagBouIFvCasCJUqSbLOvAFShIjJHieSv9ATY/IeNasseJQOg+8TvUJlM11SYsT15uLkXoG1xdibvKCo5HMbJLtn1SqYlHF+K/nNWCw+5QZxk7Rw3RMNyp3dIx6f1FA7Xrj8Mh/fO+Tiw5OiPWRQo2U6Gta2z/CeT34vdyZj3j+d8vQ7nuKT3/Mx1gcVlSaMLdBbiiQf0GCI1nDpmXfwN3/qb/K//O2f5veef4FKBFt6LG3suFRXqDh2o2dgHITEvPKIBx+Vo5iYV5aYItjIngYGUSB6wlqNFyF2aYnVp/LeUzFeqaqKLgTa7sRa8a3EabI/je9y9JRJ7X+it7vrUZx+QdCT3H9P8X6ymOjy98tFofxOY8aeVfpF4yTRa0n01pilIFq/VOTXFdCAqMWIQ1BUFGLi/NkdSIH53hFx1tAeLtiaJdbVwBheP7jGy1NYhMghSmfMEmqwWqQYTP7Hjb6hSjmhJU1gDZWxecBGI9Y4UsziwtYYhm6AUYcPLd28ZTbvePdwwkU6Hn3scS5sX6SxC3aGFefPrGNv3sCHRFTlIAlfO2qYbK0xqC2324bb9ZjNkJCjKetr28zZA5fpepIyNBNNHlgSsgyASVBhSdbSoXkAyQitQmOVNmmRMsiIssKKQoXirXDUppOzLzAZDkhdh0sJR69blM+HJbNwvGaJ5d4zLA++Ffy+0DNJMYvDYfM1I8o8KrW1aMjGJK/u7vPI8DxjV3Fj/4grN26y/fBZBjYPb+UJXbAmS2Y88fTbefpd71yanQi5aWwkwyg+BFLM/QXjBHGCROHixYuMXc1YDNT5bw/UHJush7M1HHE3dDRSMdCGQcyf49Qa2pQr9A2TOOcc0uVJYlMJphqSQqbfCtAGTzZfCbl5D0Tv6XzAt6fJ/jT+iOPN1Czf/DgAXUItfYN1NVYbtfc9+p7v+pfTJSshY/FSKvfl8lAGqXqbuV4QTTVvp7O7bLG37jvDWpIfhq3xOuHgmMXBIVrVmRY5OotzNe/YqLmwf8wNL1gVzleOuRqmbVuSoCOJwSrYpsUmjxTfUzHZ9KP3O6W87zzRa7M9YEokPMnUuLPnWXv1Gu+fTHg4Wt7x+GN0zZS2CkzObLE9GVMbYSaxzBAYrhIZTxvODtY4TA2vmsgzEWyT0Itr3B5ZDseGwXAD8XDcdYS6pm06Fr5hEQMYS0pCK5a5wKw2TDXRpMRUU7EK1HtOmQIYiNaQELzG5X1WBKuKSSm7MhlQycnTajY6qRVqzbo6vbhdP2yWrBBUqQuEIxasKhWGLmqGOCpH3UWCTdw0LfuLwFOjIRvWc+fuLdS9l67tcFohJpuWQBZ8M8YgbVMWEoNxDmOFloh0iviYr73aoiZfKGoMVV1xbvsMw6omjQxTaYkLZR7gsngueEVtxe3YIgaeDpZBDUeppbaGNWMZJKFWQxWV6JV5rHGjNZLL+FnnW5TMp4+Sqa0xhjwv4MMJk+ktxmmyP4174tsbhn/n6BeCZdW+0lxdkmTK6/SJdvlYVqGfExnjHpMX8m7c9iyb8nqmNxDPqwACxJATfb8oJU33mJKD5MEVcjOyUsdAA2etIPu7pOaYJgyRZDjwDSqGUXCcGW1yJ3XUs+wh6lGcdbROsqOWETbGYwYpZV2YmLXHez2eqrIoSuc9RgwWhzNF58UkSInJmQvUbsSTZ65yfmx54uKjUBkWt+/SWkgDx7l6yJCys9GcAFsRrrWeiU248ZhrseGSM3QJXtPI74/GHFSKTdBMZxw3DZ0IGlLGlQEIoNB2EAwEm6UdJCZ8GQYz1mbxfi0ic4asp2MrFl27sjgrA+eyTg+aYRjp1S0zZi/FLH5SGXyIxBQLbVbLhLOWyyRR1RUiAeMVS1kQyA3hkcnN3Rbh+vGM8yZr7cxmM6IPWABNGOySzimqRO9JsQil1bYsLomYMiMqjxJYohgki/HjSaTK8J7v/RD/7+/8Dpt+wJYq89gyUmAIE+OYNx1t8vjaMoqWUZuINk8wDxJ0Emm7xBClBY4ZcmbzLEGgi56E4lPM2LwxxU0sM5fAfMdBxfvjNNmfxhtitWp/kMR/rztU/3hYUii1SIavUnD65N9j6ehywVgm+sK46ZOIlkRysivQJfa+bNJKFqRKQjbLNkUOmZ6eWQw1RHHGQAKnykSFdjplJuTkuX/Mi6/c5NmddY6nERlucml2izu1FugI5kEJmhgYS4qBZ558kvTyy4SUqMRmDX052W0kLUlTcuJMUBIXjJxycHDIi9e/wccvPcojzTHj0SYHh0eE40OSq2ju7LJd1awZC+Jzf1MDMRqmCq+2Ux6qJ9hWuT4wOCyf/cZlXlp4osDIZHldISdqS2mESmHFaL7fGKgrR0RIXgusohiTK3Mpi5SIMBmN0JAIsXB1CgtmYAw25GE1FTIf3eQk33fxa+doU54MjbmVkhcQgVGBbEiJjqzrL4XC2yv+dsETasUFZZIcd7uG17wlChztH1GrRYpMhdETtlcKKS8mlUWsJSRFJPvV2lRsAa0ByZx+QQgGfAqYJHzPhz7AX/hzH+P13/g8z5x7iN9evIJGMJ1SjxSvWZF/HmB/PGBrETDWUEVYS0JnEx0Zu2+iEEYbMN6gDbFU9HknpUYIxdwlprwwU+SbHyRO2Tin8V2LExy+Rz9Lo1bkJHmvRK9+WB7d31uq/nJvKjg7JzTMfigKemPCledambzNjlOUSVu9lxq0sqAsFyExVNQ0wbInQ17YnXJ9d5+PTib8yPkLXGmOub0z4kNPvY33VTVPpciTIfJ2NVwMys54wlAs5zY2GddDtPDVZSXRx2ISfWKUrkvdFqNAF5jt7jG/fZv3nznH+Kjj8Npt2v0poW2Zzad0e/uMQmTi8jDWcp1E8WK4myK3Fg2HWvFKZ3mpSVxpOlpRqqRMFM6IcN7CQxYeFuVhY7ho4ALKRYGHBB7CciYZ6i4i4USHRXtapuYp4NFwxNNPPU3TtKUfUhK9tTjyYpL9UXQpodz3X5zL4m8x+NwMFcnGJ5LPn1MYAnVJeCkW3nnZ0SWURfQsiilNHSPHoeVKO2M/JIKHsmUpzdYykRtjmbWwWGwW8vEJ2oiLQlVSY3ImTzfHVMTaFKfCIEQeHo74kY99mEs28nCBt4KrqLQCbPY4wHHksxzyN2rDzcGAg1ScvKzSCSw00llHvX2eNBgRNOvj9wTkEPJ1ozFTMEUcSYRO/+0Zjp/Gabwhllz6e2IFf9dSdS8v5ZX7OYFr+qZsz8TpD5LV2/tep9fFWSpqGoPmzJD/0UuzLzf8EhIzb1tSHsO3ThhguROVV6YtZ4YT3rWxyXrneb1t2XaWFy5f5i98+IM8vL3F8a4nNRFfWaY+cug9Z8cjdN6waBo0JBCbKYxFR91as/xbSYpqxGrmm8ekNNaw0MjOYMiwaZinGU3bot7mCVOj1F1A2mM2Bo76KLN8gpSKl9zoPGw7XOXAwCIo/3975xYj2XEW4O+vOuf0TPdcemZ3bc/uLF47XoEsFOJVBLZiRLSAHSJCXvKAhcAES7wgERASisVDxCMSIgQJReESEAgZRHAg7EMsMOGFB4MdB9vxJbuOLWft9c5eZm/Tl3NO1c9D1enpnaxlT5jZXm/XJx1tnzq103X+qq7LX3/9fy/OrDMN/nBuM9DOwsonI5x0HZgwGxaFoUA/E3riKX1wUWBls16aQO7eQ10rL758IqoXYjtAmMksVn30u9PMxuM6zoBIONA2qCpUgouEOm7cSjBAwRuPWKFA8N5gDcFnviiZxFPHmcXXQT3WtzU4w3pfWfd9hk4oVcmt4rUGDMYHdVmeZSDgfJhJh9Vf3AQ1IDYLrpCdG/lTskpY4SAxMI1hcbHLoAjDWu098xK8ztcEk9a+OOrSccE5DswtsGIsXZR93gJCLRksLlGs7qdfFJvnQDy4WvFeUC8ILqiUnOK0xvm0QZu4DlzLDHPzo45dV+PDCnQLmz36KCYsm1Y7TY7R/5fN7xrNzqPjMNXmuWw6vYr7BtJs1vq4OyjBWscSZv6dOqOXec4WNYcPrrB0voetSyxCR2GxaPFar89b6+c5svcWhht9Ttc9TFUzyCwlFa2szdtrp5nJc3wJ1koMKefI8zwORBJn+NEixRq8r/EW1nEcX1/njs48vXNnwSiqdTixiiGvDUNq8l7JDxUdnveXGWij2jIjqQ9Qztc1Pe+pXXAqZiSEycMrsxhucRaPUnoYRhmXGtwRlwQrn9K50enNTT1AqJjmMNVwOKAqqxAfIJKjzEujIgpBSDSuPKyHQiwilo26DK4ZCH7lnQ/uEDQTsEqWW6wJg0VmMgqb0WnPogKDytEpHVlWIMOK/nCA14xcLdWgZmm+w+0HbyOXGld7jGkFvbsxwXV0PICnJqyyGn/xjYfUug6RoppzGq4u8RKiRNXWYo2lVrhYWE5fuUhtlJbzzGSWDXXQzLzHVqknrlzkLSMY0+JW02HBlczUNZfqitl9czjxFE4YqI7876MEtY0IdeXCQSvnghuIbZDUOIltce1Qgzp2ebbO5Df/79iAIOP3uiVPmP2NW+EQs23ODhn5wPHRAgcadY5cNRiNVEBEFUT8Q745IRrzFkYocsMHul2Wz15mflAi0XNX2ytdm3PFO06uX6BQYf/sPPNFxm0irIpwqFSWa2jPzLJvdZU6hsPzPljgjDaqvRupQDBhQ7BWh5lxHD5yiFO9C5w49Tanzq3RdpaFSmg5H3TTPoRQbJU1B1qzzFkbI3UZrEg4kWrCjL0PnPeeywhqQuTdSjw9owyNYrwGtwnGUKmjxFEapSeOnig954LFC2ODLYzWZBoV88GqKPibVxGsQCfPmPGezDlM1JFr1D9neU5mMqqyDM7hrOCiTX4mBptbyIKfeLEhQlQljkpqBn7Ipd5Fer1LuGGPXCvuWt3DJz5xP9kc1EVGnSmldawPeqz3N+hVAxBDVbm4z2KiB0kdHUwKqkATzXSj++PobhoNJqheXRhOjcFbg5Ylh5f2MmdmOLm2Dqq0c0PeKghubRSLowVvMOiOAAAIFElEQVR0xLBiMjpO2HCGbw4H/Fe34Fu3zvJ6O+eiWma7e/AEb6iuCcBuBLEGm2ch/sBIDVWPJkXvldTZJ3aETb18M0tvLGm+P2+jZtm8v/bf3Jq+tfMfuTMeH1BGeTbj0DaqHd8EIY+bW2KaDj/8gG1mOdCZp3ulCpYT3uNUglthVzOfZfQFzvb6XOmV3LKyQvfQCguzMywr7LcF7kqPN9bOcPsHP0hr3z4cQV3ho3vdRmds4iAUvkPxosx24PaDLVb2L7DmSv730gXOO0+ullbtabeLECBEPaaqWGzP0JmfDZu/KLkobSvMFzmz1oZOVsCZzVXTENhQZd0oG1aoEEpRelbpGaUn0EPoIyHGbHQiNzrdHPcHmvMNjSouRFIKdWGAfd15ZvM8qHyCxgrvhQxLUbTo1RXDOADgo0dNA66w4aCX9+BjbF7ngwpLNHR23mNEyK0g3vHmW29wZu11irgZoIViZwwDEb78+L/yn888T1l7qCuaQo428m0IzKICJh58qzUcvstsFqxvhiXe++hSWKMVzwA9d4Znjx1j/a1TbNThrEQ7M5AVbMRIXjNGWM4Nt+U5q8sdFozQcoCxfOjoUbo/+RG+053HfOAu5ub3Ulc1Q1+F5akRSvV4a4KNvQazhNKHoDC2tT3FTOrsE9viWtY5smX63cy+JVp0jFvmXNVZ884d/bWQLXfjZqLjtv/jYQ1HppdN5B+CCaRqmCEjjNQ7C+1ZFrKC3mDAhUwobYaqobZm5Aq4MnBpWDFwnp7AXffdQ3txjm6nTd96TlcDnn71OH/z1a9y4NCd2CzHuXoUmKTZFPSq1HW9aapqhHxG6baGPPBTR+hl8O2yz9O9c1ww8QBZXYLWwaQUyNsFneXF0FGhiHpaouxdaLM4UzCXZRjV6M3TgYbNT+/gcu3Z8J5BVeNccMVc1lDVGlzzOKGOG6GjDWzGNuGvMYhHgZMZw57uYgi1KOFcg4oJ0bdszmA4ZChKZcKKJPOhHn0rZ2BDZ2s0nFj2dXDjYI0hsxm5DW4PhBjDVoRB6bm4foX5vE3mW3gvOHXMLsxxvlL+/LHHOXv+PJn60URAJPhFcj44JcvzPLaHZoVo8M5RlmVYEZVVcB3hHHU5RId9Xnv2Gb773LOcHVyh38oo2rN0shauVCrJEGtpZ5aO9yw4x8GqZo8BYzyaG5a6i3z0/gc5+su/yv4Hj3KpyPCiqCWobNRDZijV4UTBKeUwxp3NhI1q8N5/PID8f2yqdwoRuQy8Muly3ADsBc5OuhATJskgyaAhyeHdZXC7qu57L3/oRtmgfUVVPzzpQkwaEXl62uWQZJBk0JDksLMySGqcRCKRmAJSZ59IJBJTwI3S2f/ZpAtwg5DkkGQASQYNSQ47KIMbYoM2kUgkErvLjTKzTyQSicQuMvHOXkQ+JiKviMgJEfnspMuzW4jIQRH5hoi8KCLfFpHPxPRlEfk3ETke/12K6SIifxLl8pyIHJnsG+wcImJF5FkRORbv7xCRp+K7/oOIFDG9Fe9PxOeHJlnunUREuiLyFRF5WUReEpH7pq0tiMhvx9/CCyLymIjMTENbEJEvi8iaiLwwlrbtuheRh2P+4yLy8Lt970Q7exGxwJ8CPwfcDTwkIndPsky7SA38jqreDdwL/EZ8188CT6rqYeDJeA9BJofj9evAF69/kXeNzwAvjd3/AfB5Vb0LWAceiemPAOsx/fMx383CF4Cvq+qPAD9GkMfUtAUROQD8JvBhVf1RghudX2Q62sJfAx/bkratuheRZeBzwE8APw58rhkg3pGr/Zpc3wu4D3hi7P5R4NFJluk6vvu/AD9LOEy2EtNWCGcOAL4EPDSWf5Tv/XwBq7ExHwWOEc5ingWyrW0CeAK4L37OYj6Z9DvsgAwWgde2vss0tQXgAPA9YDnW7THgwWlpC8Ah4IUftO6Bh4AvjaVfle9a16TVOE2FN5yMaTc1cQl6D/AUcKuqnoqP3gZujZ9vVtn8MfC7RC8lwB7ggqo2/lrH33Mkg/j8Ysz/fucO4AzwV1Gd9Rci0mGK2oKqvgn8IfAGcIpQt88wfW2hYbt1v+02MenOfuoQkTngn4DfUtVL4880DNE3rXmUiPw8sKaqz0y6LBMmA44AX1TVe4ANNpftwFS0hSXgk4SBbz/Q4ftVG1PJbtX9pDv7N4GDY/erMe2mRERyQkf/d6r6eEw+LSIr8fkKsBbTb0bZfAT4BRF5Hfh7girnC0BXRBrXHePvOZJBfL4InLueBd4lTgInVfWpeP8VQuc/TW3hZ4DXVPWMqlbA44T2MW1toWG7db/tNjHpzv5/gMNxB74gbNB8bcJl2hVERIC/BF5S1T8ae/Q1oNlJf5igy2/SfyXuxt8LXBxb5r0vUdVHVXVVVQ8R6vo/VPWXgG8An4rZtsqgkc2nYv73/WxXVd8GviciPxyTfhp4kSlqCwT1zb0i0o6/jUYGU9UWxthu3T8BPCAiS3GV9EBMe2dugI2KjwPfAV4Ffm/S5dnF97yfsDR7DvhWvD5O0Ds+CRwH/h1YjvmFYKn0KvA8wWph4u+xg/L4KHAsfr4T+G/gBPCPQCumz8T7E/H5nZMu9w6+/4eAp2N7+GdgadraAvD7wMvAC8DfAq1paAvAY4R9ioqwynvkB6l74NeiPE4An363700naBOJRGIKmLQaJ5FIJBLXgdTZJxKJxBSQOvtEIpGYAlJnn0gkElNA6uwTiURiCkidfSKRSEwBqbNPJBKJKSB19olEIjEF/B9ZOBDnMVe5mQAAAABJRU5ErkJggg==\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"tags": [], | |
"needs_background": "light" | |
} | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "MUAeENuDDAf0", | |
"colab_type": "code", | |
"colab": {} | |
}, | |
"source": [ | |
"from wordcloud import WordCloud, ImageColorGenerator\n", | |
"image_colors = ImageColorGenerator(mask)" | |
], | |
"execution_count": 112, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "-xkGhSbSSR_2", | |
"colab_type": "code", | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 257 | |
}, | |
"outputId": "65df68b2-0adb-4e03-9e07-769e04a282fa" | |
}, | |
"source": [ | |
"wc = WordCloud(background_color=\"black\", max_words=500, mask=mask, random_state=1).generate(text)\n", | |
"# to recolour the image\n", | |
"plt.imshow(wc.recolor(color_func=image_colors))" | |
], | |
"execution_count": 113, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
"<matplotlib.image.AxesImage at 0x7f54e1ec4780>" | |
] | |
}, | |
"metadata": { | |
"tags": [] | |
}, | |
"execution_count": 113 | |
}, | |
{ | |
"output_type": "display_data", | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"tags": [], | |
"needs_background": "light" | |
} | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "8MyzmOerSVgC", | |
"colab_type": "code", | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 236 | |
}, | |
"outputId": "6d5d7407-f14a-4508-9086-e7643f558166" | |
}, | |
"source": [ | |
"wc = WordCloud(background_color=\"white\", max_words=500, random_state=1).generate(text)\n", | |
"# to recolour the image\n", | |
"plt.imshow(wc, interpolation=\"bilinear\")\n" | |
], | |
"execution_count": 117, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
"<matplotlib.image.AxesImage at 0x7f550552e780>" | |
] | |
}, | |
"metadata": { | |
"tags": [] | |
}, | |
"execution_count": 117 | |
}, | |
{ | |
"output_type": "display_data", | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"tags": [], | |
"needs_background": "light" | |
} | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "DMexXpQ8ogDJ", | |
"colab_type": "code", | |
"colab": {} | |
}, | |
"source": [ | |
"" | |
], | |
"execution_count": null, | |
"outputs": [] | |
} | |
] | |
} |
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